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=3405 3410 3413 3421 3403 3414 3416 3408 3444 3410 3411 3427 3409 3436 3419 3444 3429 3435 3417 3429 3413 3435 3417 3442 3422 3414 3435 3429 3419 3427 3424 3412 3420 3423 3429 3427 3424 3436 3418 3408 3451 3441 3415 3427 3436 3460 3448 3447 3459 3403 3447 3435 3445 3417 3438 3434 3455 3434 3436 3450 3467 3431 3442 3431 3459 3446 3444 3422 3435 3453 3458 3429 3439 3453 3444 3460 3433 3425 3453 3449 3425 3425 3460 3429 3432 3438 3419 3459 3455 3462 3448 3437 3437 3435 3435 3428 3437 3459 3458 3449 3444 3423 3456 3459 3445 3460 3476 3458 3440 3419 3458 3461 3412 3452 3461 3428 3451 3473 3439 3424 3448 3471 3451 3464 3423 3450 3455 3422 3424 3450 3438 3458 3443 3460 3406 3452 3454 3463 3436 3414 3416 3410 3434 3439 3472 3425 3472 3475 3406 3399 3462 3459 3471 3458 3444 3463 3461 3453 3473 3420 3480 3425 3471 3439 3473 3465 3442 3406 3441 3452 3459 3438 3437 3460 3431 3463 3462 3420 3420 3460 3476 3447 3418 3482 3435 3455 3456 3423 3461 3418 3450 3423 3462 3425 3471 3410 3456 3468 3463 3480 3467 3476 3465 3452 3407 3460 3468 3468 3421 3424 3414 3421 3416 3470 3443 3430 3452 3467 3426 3483 3482 3406 3404 3443 3430 3424 3444 3435 3394 3433 3467 3403 3427 3447 3449 3452 3473 3472 3476 3418 3460 3455 3481 3401 3418 3425 3442 3468 3409 3466 3426 3401 3464 3432 3460 3427 3437 3457 3466 3433 3461 3466 3464 3468 3393 3478 3419 3432 3463 3436 3472 3461 3475 3419 3409 3483 3446 3398 3475 3424 3478 3462 3425 3473 3424 3451 3413 3472 3471 3447 3421 3467 3427 3457 3460 3467 3414 3462 3416 3430 3420 3435 3447 3424 3412 3468 3441 3468 3433 3438 3433 3475 3474 3426 3433 3426 3475 3420 3486 3460 3479 3487 3471 3482 3431 3446 3481 3411 3470 3464 3478 3414 3464 3481 3424 3507 3476 3432 3475 3422 3473 3439 3460 3420 3423 3493 3417 3449 3482 3465 3463 3466 3483 3429 3480 3472 3483 3448 3456 3429 3457 3425 3477 3427 3469 3429 3472 3488 3425 3477 3424 3450 3453 3442 3465 3474 3434 3431 3424 3440 3474 3464 3479 3424 3439 3486 3465 3440 3437 3473 3469 3446 3445 3472 3474 3421 3467 3411 3479 3426 3475 3450 3424 3471 3427 3480 3432 3412 3451 3458 3458 3467 3479 3475 3448 3433 3441 3456 3453 3481 3463 3425 3462 3502 3477 3474 3438 3480 3482 3458 3431 3479 3409 3474 3419 3440 3452 3437 3478 3486 3480 3455 3479 3467 3429 3478 3467 3444 3477 3481 3477 3438 3440 3427 3482 3437 3484 3435 3425 3466 3470 3442 3428 3475 3425 3424 3442 3449 3431 3438 3475 3437 3413 3489 3445 3427 3467 3471 3447 3431 3471 3448 3465 3432 3479 3432 3429 3438 3446 3429 3478 3446 3462 3490 3468 3475 3429 3430 3486 3498 3443 3486 3448 3467 3448 3427 3455 3456 3435 3484 3445 3495 3475 3457 3479 3466 3467 3481 3473 3476 3478 3428 3491 3474 3478 3486 3431 3444 3408 3468 3469 3430 3497 3445 3434 3436 3453 3480 3425 3471 3474 3436 3425 3447 3429 3469 3472 3473 3473 3497 3430 3481 3501 3501 3480 3423 3435 3456 3490 3459 3482 3485 3444 3476 3431 3456 3486 3463 3484 3481 3477 3470 3475 3423 3489 3461 3497 3454 3431 3494 3413 3514 3479 3447 3482 3435 3460 3445 3489 3423 3488 3435 3494 3503 3477 3501 3507 3448 3439 3447 3443 3442 3501 3466 3421 3459 3437 3458 3480 3455 3434 3436 3444 3513 3464 3472 3460 3457 3497 3513 3480 3504 3516 3458 3445 3462 3488 3503 3487 3422 3486 3450 3495 3467 3503 3441 3427 3456 3462 3430 3506 3511 3468 3457 3513 3479 3440 3427 3495 3515 3508 3473 3502 3447 3511 3480 3451 3452 3461 3502 3466 3461 3501 3505 3507 3446 3512 3457 3523 3429 3442 3495 3520 3504 3454 3509 3439 3457 3478 3503 3513 3471 3515 3467 3448 3527 3461 3502 3465 3458 3445 3467 3455 3500 3448 3526 3442 3514 3459 3519 3509 3480 3511 3520 3453 3454 3529 3449 3453 3468 3506 3454 3439 3439 3524 3454 3452 3465 3473 3398 3460 3511 3464 3463 3493 3451 3459 3471 3420 3527 3541 3556 3501 3508 3494 3496 3428 3522 3471 3469 3516 3457 3465 3485 3533 3461 3529 3436 3475 3451 3496 3476 3511 3520 3450 3464 3464 3439 3538 3520 3531 3512 3483 3455 3469 3480 3458 3448 3509 3521 3455 3514 3470 3539 3456 3511 3524 3467 3472 3501 3528 3523 3527 3460 3442 3529 3483 3517 3453 3536 3451 3440 3479 3443 3471 3547 3529 3446 3527 3464 3509 3481 3432 3424 3457 3447 3423 3450 3447 3506 3451 3455 3458 3506 3535 3459 3503 3463 3444 3531 3475 3444 3483 3458 3479 3549 3468 3531 3456 3539 3455 3536 3455 3486 3537 3524 3471 3525 3475 3463 3451 3449 3549 3481 3461 3531 3537 3474 3519 3542 3462 3554 3460 3532 3538 3457 3485 3539 3546 3469 3528 3457 3530 3532 3478 3539 3464 3484 3474 3547 3478 3540 3477 3546 3437 3494 3486 3455 3513 3504 3450 3538 3549 3532 3561 3513 3549 3477 3480 3468 3526 3458 3488 3525 3550 3452 3489 3543 3481 3548 3471 3485 3552 3535 3522 3482 3547 3556 3513 3540 3556 3452 3547 3570 3548 3494 3471 3549 3538 3521 3522 3541 3548 3451 3504 3545 3545 3541 3530 3533 3529 3483 3547 3471 3458 3457 3483 3500 3460 3530 3488 3481 3539 3535 3533 3493 3567 3533 3466 3527 3479 3491 3476 3515 3544 3475 3552 3529 3548 3519 3480 3507 3510 3535 3496 3493 3443 3486 3559 3548 3558 3472 3471 3483 3565 3492 3577 3473 3495 3468 3544 3510 3489 3551 3500 3493 3568 3503 3472 3506 3582 3555 3538 3522 3536 3501 3560 3563 3493 3578

Tree=0
num_leaves=31
num_cat=0
split_feature=16 5 5 10 20 21 10 9 0 0 16 6 17 16 18 17 17 20 0 2 23 13 20 21 22 17 16 13 6 17
split_gain=382.135 107.401 100.039 100.323 61.9891 44.0824 34.8374 33.5064 30.4576 43.5558 30.4218 29.9863 35.2366 27.1615 27.0038 24.0011 22.2783 19.9228 20.3459 23.1932 18.6891 25.7635 23.1981 18.4645 16.7719 15.6126 17.854 12.3059 11.9434 14.7262
threshold=18.594956516900002 23.803605515150004 11.848158554650002 74.986474174450009 38.238138001450004 18.904039828500004 83.715897724050009 226.28914430085004 93.972365491700018 96.249489528150022 15.794963064500001 15.675366252400002 193.52305340940003 11.934972090850001 17.166139419800004 182.72552322705002 197.05557773135004 41.941595803500007 86.20003303655001 158.68292856370002 -0.17732499999999998 108.61908538635001 47.833738492450003 2.1194692063500002 -0.033594999999999993 174.35320691475002 22.694946929300002 116.59305220125002 16.435384010100005 195.10209338440004
decision_type=2 2 2 2 2 2 2 2 2 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 5 11 -5 -1 10 16 17 -10 15 12 13 -4 -12 24 23 -2 19 -19 -15 22 -22 25 -6 -3 -27 -25 -20 -30
right_child=1 7 3 4 6 -7 -8 -9 9 -11 14 -13 -14 20 -16 -17 -18 18 28 -21 21 -23 -24 27 -26 26 -28 -29 29 -31
leaf_value=-0.021100461539189222 0.017274958456279632 0.013323620872238928 -0.020664761026953377 -0.01711757023338251 0.0083778139320924375 0.0051775711082707367 -0.017495947683741398 0.023862810729320751 -0.011885476788184367 0.018488586548888544 -0.018996149903764588 -0.024926147295315913 -0.026191342886384944 0.011782788309669882 0.011983949646861433 0.017805753169038513 0.0072114741044201043 0.0057427463381844093 0.017452190496567929 -0.026191342886384944 -0.021358560527202329 0.012642234782838139 0.01532697780316078 -6.3195957265316433e-05 -0.018996149903764588 -0.026191342886384944 0.0094184882176346699 -0.018996149903764588 0.012642234782838139 -0.017182903478839891
leaf_weight=118.88281401991844 173.17789594829082 8.6153512895107287 13.688802495598791 20.843669563531876 14.224815249443056 12.058480501174925 8.7002701759338361 6.8013395369052878 18.508701577782631 14.392243951559065 10.514281928539278 29.897467270493507 16.62844106554985 15.93764705955982 8.9176865816116315 57.602702453732491 15.853932708501814 20.136614501476291 39.868509232997894 4.8373646736145011 15.65398189425469 8.7665189355611783 3.644284561276435 7.238581418991088 5.2571409642696372 5.5932029038667661 4.2489551454782486 31.542845785617828 8.7665189355611783 4.1989674419164649
leaf_count=726 394 23 83 119 45 42 50 11 96 31 62 194 110 45 25 128 52 69 90 32 96 24 9 29 31 37 13 186 24 24
internal_value=-2.7239e-10 0.00947398 -0.00954118 -0.00434434 0.00351492 -0.0186805 0.00760225 -0.00393906 0.0132488 0.0014014 0.00986467 -0.0138509 -0.00939548 -0.00455439 -0.00477881 0.0135561 -0.00652604 0.0148018 0.00929742 -0.000442765 0.000457422 -0.00597412 -0.0144309 -0.010331 0.000991041 0.000450381 -0.0108182 -0.0154623 0.0139015 0.00298315
internal_weight=725 363.781 361.219 230.278 126.061 130.941 105.217 79.8942 283.887 32.9009 96.5166 104.217 74.3197 57.6912 19.432 77.0847 73.0929 250.986 77.808 24.974 44.0024 28.0648 19.2983 57.2389 19.482 18.4575 9.84216 38.7814 52.834 12.9655
internal_count=2900 1111 1789 1021 460 768 341 351 760 127 291 561 367 257 87 204 340 633 239 101 174 129 105 288 76 73 50 215 138 48
is_linear=0
shrinkage=0.130957


Tree=1
num_leaves=31
num_cat=0
split_feature=16 5 5 10 20 21 10 8 18 9 22 20 10 5 16 6 20 16 21 17 0 2 5 13 23 21 20 16 10 17
split_gain=311.139 87.3785 81.5972 81.8628 50.435 36.0659 28.3441 27.6632 26.778 25.8519 31.6963 25.0806 24.803 36.9555 24.7515 23.741 21.3234 20.814 30.8078 19.5812 17.5488 18.9568 17.1539 38.1261 14.9419 14.7847 13.6672 13.5065 13.4754 12.7606
threshold=18.594956516900002 23.803605515150004 11.848158554650002 74.986474174450009 38.238138001450004 18.904039828500004 83.715897724050009 9.5425530862500008 13.278511569200001 66.290220196950017 -0.24103499999999997 44.921040431000009 66.697957758300021 20.766972852450003 15.794963064500001 11.175261108200003 41.941595803500007 18.934955721800005 6.338788634150001 182.72552322705002 86.20003303655001 158.68292856370002 19.385335982600001 108.61908538635001 0.079095000000000013 12.151864830850002 41.21013581150001 11.934972090850001 61.917879202350001 176.76352991180002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 12 5 9 -5 -1 14 8 11 10 -4 -3 16 17 19 -16 -2 -14 -19 24 21 -18 23 -11 -6 -24 -10 -12 -28 -26
right_child=1 7 3 4 6 -7 -8 -9 26 22 27 -13 13 -15 15 -17 20 18 -20 -21 -22 -23 25 -25 29 -27 28 -29 -30 -31
leaf_value=-0.017225289618154057 0.015561652351371417 -0.01963791333828423 -0.022224221800232487 -0.01394181116262589 0.011249259485862431 0.0042000722531088707 -0.014252806128684591 0.011897671888022732 0.011074779202693763 -0.01667344087048904 -0.0083257774661023784 0.0018716587518950874 0.014177893157373438 -0.024381439739911182 0.0079031483332393602 -0.018366914788921978 0.0046589807248344252 0.0069340824459230054 -0.019701477978826286 0.014507579997621702 0.011832676664354646 -0.021458946791995111 -0.021129611112550368 0.012378605749121077 -0.022725664119900395 -0.0022330124842431021 0.011557762122012647 0.014638290581364479 -0.01183631116202798 0.0041848648914634343
leaf_weight=118.11454623937607 137.74650318920612 25.340248212218285 6.761076673865321 20.754890739917755 9.6261147558689135 12.053769707679747 8.6615623235702497 13.924362495541571 12.831179201602938 19.400482758879665 5.0396732091903713 10.74732621014118 31.614895939826965 5.5726194232702246 10.667137607932093 8.6910718232393247 20.126936972141269 26.862871319055557 7.8008088022470465 57.337297543883324 48.239498093724251 4.7893118858337393 44.205529600381851 9.3045078665018064 4.9687611013650876 6.6282901167869559 4.8107198178768185 12.18968130648136 11.923559218645094 4.8449781984090805
leaf_count=726 292 161 45 119 26 42 50 36 36 118 26 41 74 37 33 54 69 84 48 128 124 32 291 24 33 29 13 28 64 17
internal_value=-6.76754e-07 0.00771404 -0.00778157 -0.00354282 0.00286203 -0.0152413 0.00619001 -0.00320787 -0.00641161 -0.0113101 -0.000574511 -0.0132321 0.0107879 0.00480084 0.00803185 -0.00389107 0.0128276 0.00725445 0.000939944 0.011038 0.0076795 -0.000361314 -0.0145482 -0.00725644 0.000804731 -0.0186657 0.00191347 0.00792118 -0.00511105 -0.00944011
internal_weight=721.58 362.331 359.249 229.081 125.552 130.168 104.797 79.5774 65.653 103.529 23.9904 36.0876 282.753 71.8512 96.1354 19.3582 210.902 66.2786 34.6637 76.7772 73.1557 24.9162 79.5388 28.705 19.4399 50.8338 29.5655 17.2294 16.7343 9.81374
internal_count=2900 1111 1789 1021 460 768 341 351 315 561 99 202 760 243 291 87 517 206 132 204 225 101 462 142 76 320 113 54 77 50
is_linear=0
shrinkage=0.0117989


Tree=2
num_leaves=31
num_cat=0
split_feature=16 5 5 10 20 21 0 21 16 16 22 0 0 5 9 22 16 19 5 13 20 0 2 21 5 6 10 22 15 15
split_gain=255.319 71.6136 67.3963 67.4928 41.3371 30.3271 25.0521 25.8105 23.9381 28.3278 25.3242 22.7885 33.2645 22.3072 21.4265 26.5394 18.2352 16.7905 14.382 31.3513 13.7993 13.6568 15.7334 12.5626 12.3466 16.1676 32.9345 11.6515 10.4402 10.3498
threshold=18.594956516900002 23.803605515150004 11.848158554650002 74.986474174450009 38.238138001450004 20.770927814650005 86.692020874450009 2.1194692063500002 13.534968349350001 15.689963310050002 -0.16297999999999999 93.972365491700018 96.249489528150022 13.809011005350003 66.290220196950017 -0.23955999999999997 22.694946929300002 13.551093343600002 19.385335982600001 108.61908538635001 41.941595803500007 86.20003303655001 158.68292856370002 12.151864830850002 7.7286379265000011 6.2951470851000009 84.906884675850009 -0.092864999999999989 29.049007317550004 20.044580420600003
decision_type=2 2 2 2 2 2 2 2 2 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 5 14 -5 24 7 16 10 27 -6 20 28 -11 15 -4 17 -3 19 -16 -2 22 -22 -20 -1 26 -26 -10 -13 -27
right_child=1 6 3 4 8 -7 -8 -9 9 13 -12 12 -14 -15 18 -17 -18 -19 23 -21 21 -23 -24 -25 25 29 -28 -29 -30 -31
leaf_value=-0.022588069384600475 0.01587728518012908 0.017210417003589943 -0.021138028229543519 -0.015622632817176296 0.01065868982625613 0.009365027710885385 0.017429171737721745 -0.013234070849825927 0.0066935584652607939 0.009106829087157044 -0.018682017164850455 0.0021196463158575213 0.017366127900001516 -0.021665036975011862 -0.018774805197257771 0.010864199483388667 0.017225939997539699 -0.021095061126813891 -0.023948688271206272 0.013784739644050078 0.005166582964194491 0.012682369936677606 -0.024429464014606071 -0.0024752113658061342 -0.017888780228818665 -0.025198729090243281 0.022302704836279972 0.020530898747558243 -0.020553630259101192 -0.002969790029200219
leaf_weight=75.783690482378006 170.45164760947227 3.6160455346107501 8.5318809747695941 20.524216592311859 11.305338814854624 8.4859285950660688 10.386652514338492 44.910101145505905 19.050359860062599 11.765819549560549 13.734825789928435 6.7712962627410915 14.188518732786177 8.5929180383682233 19.09602423012257 15.18547563254833 12.819519460201262 7.2458535879850388 43.240671277046204 9.2557479888200742 20.101690590381626 52.224469497799873 4.6652092933654776 6.6227744072675696 11.166037738323213 20.081539392471317 6.9874561727046958 39.272495463490486 11.641063541173933 5.6598456501960746
leaf_count=494 394 9 54 119 34 26 24 244 60 37 81 26 31 54 118 45 29 45 291 24 69 138 32 29 68 136 17 75 70 27
internal_value=-3.31392e-06 0.00862596 -0.00874654 -0.00398001 0.00320382 -0.0171583 -0.00358457 -0.00676663 0.00692915 0.010864 -0.00543503 0.0120696 0.00065907 -0.00388121 -0.0127364 -0.000648011 0.00549841 -0.00834275 -0.016402 -0.00814538 0.0135729 0.00847132 -0.000408267 -0.0210966 -0.0190389 -0.0129114 -0.00241869 0.0160111 -0.0122153 -0.0203112
internal_weight=713.365 359.022 354.343 226.179 124.246 128.164 78.9782 68.5915 103.722 78.6816 25.0402 280.044 32.6009 20.3587 101.933 23.7174 23.6814 10.8619 78.2152 28.3518 247.443 76.9914 24.7669 49.8634 119.679 43.8949 18.1535 58.3229 18.4124 25.7414
internal_count=2900 1111 1789 1021 460 768 351 327 341 226 115 760 127 91 561 99 83 54 462 142 633 239 101 320 742 248 85 135 96 163
is_linear=0
shrinkage=0.014519


Tree=3
num_leaves=31
num_cat=0
split_feature=16 5 5 10 20 21 9 10 10 5 9 0 22 19 18 0 23 9 6 20 17 22 23 17 6 13 23 20 21 23
split_gain=210.78 58.9724 56.404 56.0994 34.0351 25.7777 21.5297 21.2509 19.0665 29.6337 18.7891 18.649 18.0173 17.6426 18.6502 16.8412 16.7936 15.5907 15.5657 15.3147 15.126 13.7809 14.2673 13.5541 12.468 12.3305 13.1946 17.2376 11.8672 11.5895
threshold=18.594956516900002 23.803605515150004 11.848158554650002 74.986474174450009 38.238138001450004 18.904039828500004 226.28914430085004 83.715897724050009 66.697957758300021 20.766972852450003 58.059373288650008 92.031298721500022 -0.060760000000000002 12.851036860900001 17.552559642400002 87.181320254150009 -0.16319499999999998 202.64563922830004 14.815346158200002 42.178283198950005 197.05557773135004 -0.067574999999999996 0.07933500000000003 182.72552322705002 3.3750788582000006 116.59305220125002 0.092290000000000025 41.621607100200002 7.4475783437000009 -0.13743499999999997
decision_type=2 2 2 2 2 2 2 2 2 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 5 10 -5 29 20 13 15 11 16 -10 18 23 -15 17 -4 19 -13 -2 25 22 -21 28 -7 -3 -27 -28 -6 -1
right_child=1 6 3 4 7 24 -8 -9 9 -11 -12 12 -14 14 -16 -17 -18 -19 -20 21 -22 -23 -24 -25 -26 26 27 -29 -30 -31
leaf_value=-0.0073097984553287922 0.011827503448097933 0.0035803990868931886 0.012348334474735677 -0.011178517960700289 0.0055614577667530982 0.013033311808748026 0.017121782590275837 -0.01223901003187982 -0.013836140400656513 -0.021736985010504282 -0.011301256660663703 -0.0076540300155244949 0.012741852414180951 -0.012708598155213014 0.011889340135002086 0.013893048311823954 -0.011453994115200188 -0.0055185888249343895 0.010835369473625537 -0.022600906787707712 0.0054792177761348558 -0.012598837688376711 0.008493013762216858 0.011583283169272634 -0.010501498095633765 -0.014479889541110021 0.0080624600457902436 -0.015491150705478011 -0.015404557027787844 -0.016011434893230099
leaf_weight=25.424339905381203 68.072303116321564 11.112441822886465 8.9977055639028531 20.19527068734169 14.565202817320825 7.1075152009725553 6.5642766654491416 8.5023391097784025 5.7556158751249304 5.5121346414089194 84.070427089929581 14.14060513675213 35.179490134119987 11.051944836974146 6.1951105147600165 94.27714715898037 6.6310905069112769 10.897151842713354 10.019240871071814 2.0649992078542736 15.727629393339155 6.3823171257972708 23.864399909973145 57.516399830579758 4.8961959779262543 28.27944453060627 9.6487662792205828 6.8375632315874091 4.5672747343778601 87.749758645892143
leaf_count=142 156 40 23 119 49 17 11 50 31 37 500 69 80 64 15 194 38 48 26 14 52 36 69 136 25 174 31 43 27 584
internal_value=-5.78075e-06 0.00615308 -0.00628633 -0.00285517 0.00228612 -0.0123794 -0.00254903 0.00494165 0.00861626 0.00352838 -0.00917708 0.00566781 0.0075596 0.00649737 -0.00387306 0.0103639 0.00224932 0.00737401 1.36408e-05 0.00877356 -0.0043523 0.00233971 0.00601672 0.00883086 0.00343369 -0.0071195 -0.0097756 -0.0017062 0.000556484 -0.0140566
internal_weight=701.806 354.336 347.471 222.293 122.594 125.178 78.1701 102.398 276.165 70.6071 99.6992 65.095 59.3393 93.8959 17.2471 205.558 15.6288 111.281 24.1598 100.384 71.6058 32.3117 25.9294 76.6489 12.0037 55.8782 44.7658 16.4863 19.1325 113.174
internal_count=2900 1111 1789 1021 460 768 351 341 760 243 561 206 175 291 79 517 61 323 95 275 340 119 83 212 42 288 248 74 76 726
is_linear=0
shrinkage=0.0113486


Tree=4
num_leaves=31
num_cat=0
split_feature=16 5 5 10 20 21 16 22 22 9 0 21 6 17 13 23 21 0 0 16 13 16 2 8 20 6 19 5 0 18
split_gain=174.363 48.7941 48.177 45.0829 29.9586 28.2782 24.8149 24.4721 24.2349 23.7116 18.0773 20.1539 17.041 24.4395 19.9221 19.8114 19.8605 16.9302 26.1326 13.6623 14.2191 13.1131 11.2137 10.4826 10.7127 10.6692 15.6808 14.6955 10.8402 9.97708
threshold=18.594956516900002 23.803605515150004 10.293758831600002 74.986474174450009 38.238138001450004 18.904039828500004 13.534968349350001 -0.094344999999999998 -0.13324 207.97320095065001 86.692020874450009 2.1194692063500002 15.675366252400002 191.89151741935004 108.61908538635001 -0.17732499999999998 13.915737982950001 93.972365491700018 96.249489528150022 22.694946929300002 117.57971633515002 12.149971588050002 250.56088660660001 8.8430989333000021 40.621691032550004 16.435384010100005 14.351157895250003 22.782602051550004 91.144107538500023 13.303774303900001
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 17 5 12 22 -1 8 9 -6 -8 11 19 13 14 15 16 21 23 -19 20 -3 -4 -5 24 -2 28 27 -27 -26 -28
right_child=1 10 3 4 6 -7 7 -9 -10 -11 -12 -13 -14 -15 -16 -17 -18 18 -20 -21 -22 -23 -24 -25 25 26 29 -29 -30 -31
leaf_value=-0.014962104208343999 0.01286514649847351 0.0080780290086074225 -0.01980184799972565 -0.014194888928795125 0.0053847380670804636 0.0050636955559948942 0.0049619738800972518 0.011860697628991885 -0.01615391929218056 -0.020158940784436311 0.012368473518902502 -0.0094199200867538559 -0.017160755055277838 -0.017660958437579949 0.013488573093367821 -0.012767967587006747 0.017865336614021485 -0.0092334260039619916 0.012519043486450745 0.012716267434599894 -0.019535686792430614 0.0045277259442197048 0.0084756288851706909 0.00021229751777413549 0.012168854345493425 -0.018756800496325648 0.012032706768720128 0.0080067360260254392 -0.0023853186905347535 -0.0010708422186446226
leaf_weight=93.028014332056046 103.0240752696991 5.3151721656322497 5.5697400569915789 20.177731379866604 14.85693170130253 11.199401363730429 19.063626021146778 55.443951219320297 14.765686750411986 7.3919141739606848 10.14720083773136 43.921346992254257 27.253272414207458 19.269610092043877 9.6200403869152051 23.982777446508408 7.9737270176410666 18.166442304849628 13.759006336331366 12.546534165740011 5.2591139227151871 7.200250968337059 3.6529556810855857 16.49464462697506 64.043611019849777 7.4827563017606717 22.65252223610878 4.7575329393148422 8.1814680397510511 12.944155752658842
leaf_count=630 227 17 39 130 52 37 63 140 95 47 24 244 194 133 23 150 16 96 31 29 37 26 14 61 149 44 54 14 33 51
internal_value=-6.4752e-06 0.00591122 -0.0060675 -0.0030924 0.00139784 -0.0128103 0.0039872 0.00736493 -0.00535142 -0.00205703 -0.00244191 -0.00468354 -0.00911767 -0.00614006 -0.0020551 -0.00539833 0.00312205 0.00828601 0.000141301 0.0043139 -0.00565563 -0.00608382 -0.0107198 0.00937134 0.0100485 0.00763165 0.00327048 -0.0083544 0.0105202 0.00726781
internal_weight=689.145 348.696 340.45 236.222 135.353 104.227 111.522 81.8995 29.6226 26.4555 77.1894 67.0422 100.869 73.6161 54.3465 44.7265 20.7437 271.506 31.9254 23.1208 10.5743 12.77 23.8307 239.581 223.086 120.062 47.837 12.2403 72.2251 35.5967
internal_count=2900 1111 1789 1122 541 667 397 250 147 110 351 327 581 387 254 231 81 760 127 83 54 65 144 633 572 345 163 58 182 105
is_linear=0
shrinkage=0.0119063


Tree=5
num_leaves=31
num_cat=0
split_feature=16 10 5 20 3 22 22 20 22 9 22 10 16 15 20 13 21 23 16 17 18 9 23 0 10 18 18 3 10 9
split_gain=144.906 42.5027 40.3866 33.3418 32.1876 18.9833 18.109 17.1593 16.2892 16.2374 15.6199 14.829 27.1858 15.0749 13.8581 13.7722 24.8372 31.5774 21.2582 21.6304 20.7207 18.0778 13.045 12.8769 13.2167 11.559 15.4885 14.5188 11.2534 10.4058
threshold=18.594956516900002 90.988176966900014 23.803605515150004 38.238138001450004 84.146051024900018 -0.15352999999999997 0.68694500000000025 41.395309858300003 -0.23771499999999998 226.28914430085004 -0.58180999999999994 66.697957758300021 19.974953289850003 30.046989284200006 41.941595803500007 95.870416931800023 18.904039828500004 -0.115385 15.794963064500001 168.75790693355003 17.552559642400002 188.14427954665004 0.087725000000000011 96.249489528150022 70.343506983200015 13.278511569200001 12.217612716800001 108.48197402175002 62.197478847950002 208.21354399485003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 3 11 -1 6 8 15 -7 10 25 -6 14 13 -13 -2 16 17 -5 19 -17 21 22 -20 24 -15 26 27 -4 -16 -27
right_child=2 -3 9 4 5 7 -8 -9 -10 -11 -12 12 -14 23 28 18 -18 -19 20 -21 -22 -23 -24 -25 -26 29 -28 -29 -30 -31
leaf_value=-0.015928330691732613 0.014674141365613713 -0.020925391054467717 0.0071778434098877207 0.0084765611501926973 0.015663948374558416 -0.00015228780663048447 0.020755591698770962 -0.023452734957115366 0.0093596224034591634 0.020549877987218662 -0.018745204837427663 0.013694548142707829 -0.022433437671021666 0.00069381742050251595 0.0010233496648097214 -0.025537561980348102 0.017078078511409168 -0.019249824415195366 -0.010216260197023989 0.010739588814567517 0.015770912017305527 -0.020424567923118687 0.024998458348893287 0.016256169849387467 -0.025896109818904889 0.0059702572444141058 -0.02020850226396045 -0.018529679223831478 0.0132096309383297 -0.020392765818210121
leaf_weight=52.021193638443947 127.88835448026657 43.911867395043373 14.664708182215692 13.350626468658445 3.7491299510002127 9.4085358232259733 10.03189931809902 30.352386072278023 14.686991304159163 6.199932485818862 14.961360186338426 34.04517662525177 8.0505503416061384 13.539036154747015 39.52668921649456 3.9867317080497733 8.6028237640857679 31.026832818984985 5.6112002879381198 59.13910274207592 7.8276655972003928 19.076919689774513 4.1646865606307983 6.9154567271471015 6.1900551915168753 25.00342191755772 18.62682694196701 7.5689144879579535 30.512598544359207 3.9381616860628119
leaf_count=347 292 319 50 52 11 44 23 224 50 11 101 86 47 52 150 28 20 216 33 163 20 128 10 15 43 91 126 50 75 23
internal_value=-1.15531e-05 -0.00711056 0.00686455 -0.00500418 -0.00259595 -0.0109016 0.00113598 -0.0179392 -0.00252303 -0.00282932 -0.0118504 0.00962736 0.00359536 0.0070481 0.0117223 -0.000152231 -0.00636414 -0.0109085 0.00314524 0.00844849 -0.00598147 -0.0118828 0.00478578 -0.00144442 -0.00764884 -0.0049059 -0.0100686 -0.00157368 0.0063323 0.00238297
internal_weight=674.58 331.91 342.67 287.998 235.977 73.1584 162.818 39.7609 33.3975 76.002 18.7105 266.668 68.7403 60.6897 197.928 152.787 52.9803 44.3775 99.8063 63.1258 36.6805 28.8528 9.77589 26.6445 19.7291 69.802 40.8604 22.2336 70.0393 28.9416
internal_count=2900 1789 1111 1470 1123 430 693 268 162 351 112 760 243 196 517 670 288 268 382 191 191 171 43 110 95 340 226 100 225 114
is_linear=0
shrinkage=0.0150745


Tree=6
num_leaves=31
num_cat=0
split_feature=16 5 5 6 16 19 8 2 22 21 6 19 0 21 0 0 8 5 16 6 23 23 13 16 16 9 20 0 2 21
split_gain=151.755 45.4819 42.6028 37.2776 25.176 33.1894 29.6227 32.2907 29.553 23.9391 17.8852 26.0763 17.5145 19.7258 15.4817 24.7702 15.1454 14.9772 12.696 12.6704 12.5582 15.6223 11.9863 10.9406 10.7053 15.9146 10.1749 11.5868 13.5373 9.38259
threshold=18.594956516900002 7.7286379265000011 23.803605515150004 15.675366252400002 12.644970430600003 11.850956171350001 2.7478556007500008 223.36808516470003 0.13860000000000003 20.770927814650005 13.665319288000001 13.051052998800001 86.692020874450009 2.1194692063500002 93.972365491700018 96.249489528150022 8.0437227585500022 19.385335982600001 22.694946929300002 11.945279099550001 0.085715000000000027 0.096845000000000028 117.57971633515002 15.164964537700001 17.614958808600004 190.07378137140003 41.941595803500007 86.20003303655001 158.68292856370002 7.080793571600001
decision_type=2 2 2 2 2 2 2 2 2 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 14 4 6 -6 7 -3 10 -1 19 17 13 18 26 -16 -8 23 22 20 -7 24 -4 -12 25 -22 -2 28 -28 -19
right_child=2 3 12 -5 5 8 16 -9 -10 -11 11 -13 -14 -15 15 -17 -18 29 -20 -21 21 -23 -24 -25 -26 -27 27 -29 -30 -31
leaf_value=-0.016340602304006444 0.010831545127940153 -0.019432750500414989 0.0073787346215438499 -0.017074881026651747 0.012599027135432459 -0.013250938692222708 -0.017570705081291525 0.013656878276010601 0.011872974040544552 0.0074245646359121084 -0.0060555521800505219 -0.014729078449855297 0.012697999008143225 -0.0095104251495869169 -0.0094356026006909982 0.012481068086689031 0.00077783799712587273 -0.019959600317989556 0.012940833987895623 -0.017670764006664438 0.011813203712664562 -0.017201448289924332 -0.019003665711499532 0.011485534445046653 0.019564727665153804 -0.016576953953960204 0.0028433244131828499 0.0087266787185555621 -0.020450620757665593 0.0066828412243037294
leaf_weight=69.64241261780262 161.50084136426449 6.3518417775630978 5.3264865428209323 26.866501927375793 29.113315016031265 17.056560814380646 35.309877440333366 14.664241403341292 20.197008535265923 7.011297106742858 6.488392010331153 12.926046207547186 10.067193031311033 43.365782454609871 18.061361089348797 13.57446752488613 8.3616907149553281 5.1829506903886777 12.414668932557104 17.614417493343353 6.8349445760250145 5.6733391582965842 5.0339007377624512 30.29008387029171 5.960963547229766 5.2440813630819321 19.842958614230159 50.321730732917786 4.6228901594877234 3.2210474014282227
leaf_count=494 394 46 17 197 78 106 248 41 56 21 30 86 24 244 96 31 36 37 29 118 21 36 37 83 11 33 69 138 32 11
internal_value=8.44557e-06 -0.00587796 0.00572173 -0.00340911 -0.0018162 0.000714482 -0.00830269 0.00365596 -0.00181678 -0.0141669 -0.00419025 0.000624597 -0.00236586 -0.00465871 0.00802215 -3.14824e-05 -0.0140576 0.00501706 0.00457941 -0.00898236 -0.00522858 0.000541749 -0.00543994 0.00839097 0.00612175 -0.000512318 0.00910042 0.00536213 -0.00155813 -0.0097482
internal_weight=678.143 334.011 344.132 257.357 230.491 165.803 64.6877 21.0161 136.69 76.6537 116.493 58.1085 76.208 66.1408 267.924 31.6358 43.6716 45.1825 22.7751 58.3843 40.7699 23.7133 10.3604 36.7785 18.04 12.079 236.288 74.7876 24.4658 8.404
internal_count=2900 1789 1111 1274 1077 706 371 87 628 515 572 247 351 327 760 127 284 161 83 325 207 101 54 113 65 54 633 239 101 48
is_linear=0
shrinkage=0.0122591


Tree=7
num_leaves=31
num_cat=0
split_feature=16 5 5 6 16 19 22 8 2 21 6 15 0 21 6 18 19 20 0 0 9 16 3 16 19 22 8 13 20 6
split_gain=123.455 38.7425 34.4192 32.2547 21.392 28.6375 25.9567 25.6569 27.9712 20.377 15.7642 23.1327 14.3141 17.468 14.231 24.0329 13.8053 13.4587 12.6263 20.2203 11.9176 16.676 12.7034 9.85442 12.2698 9.66481 9.40772 9.5615 8.89857 8.93621
threshold=18.594956516900002 7.7286379265000011 23.803605515150004 15.675366252400002 12.644970430600003 11.850956171350001 0.13860000000000003 2.7478556007500008 223.36808516470003 20.770927814650005 13.665319288000001 31.385732506450001 86.530713386650021 2.1194692063500002 13.200308423050002 17.327266398450003 13.051052998800001 39.893178577750007 93.972365491700018 96.249489528150022 193.75542554275003 17.654958715000003 83.960547413900017 22.694946929300002 13.551093343600002 0.03546500000000001 8.8430989333000021 117.19526682250002 40.621691032550004 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 9 18 4 7 -6 10 8 -3 -1 20 16 13 23 -9 -16 17 -12 26 -20 22 25 -7 24 -4 -22 28 -28 -2 -30
right_child=2 3 12 -5 5 6 -8 14 -10 -11 11 -13 -14 -15 15 -17 -18 -19 19 -21 21 -23 -24 -25 -26 -27 27 -29 29 -31
leaf_value=-0.016637782309502407 0.012657805949119295 -0.020193037587231268 0.01504907161778391 -0.017563754393343393 0.012811969576084711 0.0035365141839659242 0.01223401023690477 -0.018943866412076932 0.013708867570197016 0.0072817482727923202 -0.0053759880993760924 -0.020031945612222216 0.011557504297685718 -0.0098295060315832447 -0.020701774768100957 0.018366567667241505 -0.012028783149687187 0.011869358905100562 -0.0092726521362919753 0.012421556466073845 -0.02348687084693326 0.0021878822210504869 -0.016726370921963173 0.012828182832910496 -0.015859628306039035 0.0028567041303819694 0.0058029876516349256 -0.016595218038781532 0.0097134934324132616 0.0017805702033535295
leaf_weight=66.328608289361 98.177072107791901 6.0916200429201153 3.4985229074955004 25.460564777255058 28.740077346563339 18.209452986717228 19.802657380700111 31.023034811019897 14.641567751765249 6.955593228340148 10.912502661347387 8.148543067276476 11.178743809461592 41.599435821175575 5.64002428203821 5.4947438985109329 7.8071133494377127 29.963818535208702 17.873623952269558 13.205054268240927 20.589141584932811 7.730057641863822 7.8166428580880156 12.154320135712622 6.4661304205656052 2.795992597937583 11.437948763370516 4.7754793316125861 80.026097401976585 36.570625752210617
leaf_count=494 227 46 9 197 78 76 56 230 41 21 55 62 29 240 42 12 50 80 96 31 148 34 54 29 44 13 35 26 214 131
internal_value=-5.63862e-06 -0.00586334 0.00562936 -0.00337908 -0.00177686 0.000771042 -0.0018158 -0.00836088 0.00374815 -0.0143675 -0.00425693 0.000701094 -0.002319 -0.00475349 -0.0143161 -0.00142247 0.00417135 0.00726547 0.00790096 -5.49756e-05 -0.00918812 -0.0147412 -0.00254921 0.00479303 -0.00500779 -0.0203372 0.00897141 -0.000794147 0.00970861 0.00722533
internal_weight=661.115 324.152 336.963 250.868 225.407 162.516 133.776 62.891 20.7332 73.2842 113.973 56.832 74.8972 63.7184 42.1578 11.1348 48.6834 40.8763 262.066 31.0787 57.1413 31.1152 26.0261 22.119 9.96465 23.3851 230.987 16.2134 214.774 116.597
internal_count=2900 1789 1111 1274 1077 706 628 371 87 515 572 247 351 322 284 54 185 135 760 127 325 195 130 82 53 161 633 61 572 345
is_linear=0
shrinkage=0.0132952


Tree=8
num_leaves=31
num_cat=0
split_feature=16 10 5 20 3 22 20 22 20 2 10 16 2 0 22 23 9 10 10 7 13 16 21 15 20 2 21 23 20 6
split_gain=103.083 33.5558 28.6141 25.8889 22.6545 18.0606 14.8311 13.8576 16.5877 13.1216 12.0601 22.4501 13.3401 12.2678 11.9732 11.7315 11.4631 11.1339 11.0474 14.1434 17.2854 30.1635 24.7688 17.8645 25.264 13.2748 11.9964 11.0468 10.1557 10.0386
threshold=18.594956516900002 90.988176966900014 23.721757872050002 37.572218886150004 84.146051024900018 0.68694500000000025 41.621607100200002 -0.15352999999999997 41.395309858300003 313.37633693555006 66.697957758300021 19.974953289850003 170.32456123625002 87.181320254150009 -0.23771499999999998 0.093760000000000024 202.64563922830004 61.987779113750001 74.784839814650013 24.101221167900004 98.238948544700023 9.6249774926000011 20.770927814650005 20.609775022200004 39.893178577750007 223.36808516470003 5.3455647436000007 0.092290000000000025 39.646013290900008 15.025351064900002
decision_type=2 2 2 2 2 2 2 2 2 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 10 9 5 18 27 14 29 -1 13 12 -12 16 15 -6 28 -8 26 25 21 -21 -23 -22 -25 -20 -5 -4 -2 -9
right_child=2 -3 6 4 7 -7 17 8 -10 -11 11 -13 -14 -15 -16 -17 -18 -19 19 20 23 22 -24 24 -26 -27 -28 -29 -30 -31
leaf_value=-0.015880100660133508 0.015620639111944385 -0.016699718202799967 -0.0025684021210232539 0.007147576116102187 -0.01494066157695159 0.017461398047934999 -0.0031733038272028689 0.0084548859985502621 -0.019066346566564227 0.011587170744684974 0.0079464996113365136 -0.018422853894642887 -0.0093243703893986958 0.012635850170314135 0.0068346940525715874 0.010727569721577646 -0.0070065490235332239 -0.018732687381925638 -0.0037432460558627311 0.0097564861093604651 0.012656683683445476 -0.017447671027886087 0.019242212893796865 -0.023464348202549352 0.0031625451246584855 0.017480587177527391 -0.016081258176879731 0.011971627059003658 0.0050600918217666106 -0.018846266387926174
leaf_weight=36.480919010937214 20.27669794857502 39.956635698676109 20.014229610562325 5.2975156083703068 13.885153591632845 10.338364839553831 27.737571373581886 7.6162056773900968 27.731421381235123 3.2947606220841399 49.376933924853802 7.9148225784301749 9.2216820791363698 85.432447969913483 14.715977706015108 3.9806085079908362 10.742420837283133 11.223914787173269 7.7576131448149708 13.269288830459116 22.993530839681625 30.808172769844532 3.5670337229967108 7.6505660042166701 32.457217641174793 15.061262667179106 14.263897456228731 16.615820929408073 72.011144027113914 3.3779124543070793
leaf_count=277 40 319 97 24 101 24 137 27 224 12 149 46 47 194 53 14 48 78 37 48 58 232 6 55 120 33 98 46 229 27
internal_value=-1.15327e-05 -0.00541365 0.00512808 -0.00377112 -0.00210505 0.000599326 -0.0019944 -0.00830456 -0.0136345 -0.0136049 0.00723964 0.00241416 0.00522858 0.00894268 -0.00196957 -0.00922161 0.00588032 -0.00765561 -0.000539123 0.000815808 -0.00113122 -0.00712426 -0.0136404 0.00339381 -0.00191654 0.0102652 -0.00979055 0.00402713 0.00738037 6.66823e-05
internal_weight=645.072 314.504 330.568 274.547 234.772 163.464 75.5915 71.3073 38.7255 39.7757 254.976 66.5134 58.5986 188.463 32.5817 17.8658 103.03 38.9615 153.126 133.565 110.746 47.6445 34.3752 63.1013 40.1078 22.8189 19.5614 36.6301 92.2878 10.9941
internal_count=2900 1789 1111 1470 1181 735 358 446 278 289 753 242 196 511 168 115 317 215 711 589 519 286 238 233 175 70 122 143 269 54
is_linear=0
shrinkage=0.0131813


Tree=9
num_leaves=31
num_cat=0
split_feature=16 5 6 5 15 16 20 16 20 21 20 22 20 20 10 5 16 20 13 0 3 15 3 15 12 20 7 16 8 0
split_gain=113.845 36.4794 34.569 31.7864 19.6321 23.5418 28.2568 18.9045 21.3981 15.0995 14.6121 20.2408 13.9628 12.885 12.7553 25.738 18.9277 12.8195 12.6782 24.3356 11.4992 15.5742 12.4557 11.1743 11.1743 11.0228 15.6777 10.6651 13.4383 9.80928
threshold=18.594956516900002 11.848158554650002 15.675366252400002 23.721757872050002 29.049007317550004 13.534968349350001 37.797539186950011 15.794963064500001 41.43512228960001 18.904039828500004 45.673096293200011 -0.13324 41.621607100200002 47.001379125850008 66.697957758300021 20.766972852450003 19.974953289850003 41.941595803500007 109.41218053485001 95.590817286200021 103.44111502715002 46.574831689400007 93.794927255050013 27.706191659600005 190.49103260480004 48.315732392000008 23.724432465350002 17.844958270700005 7.7439566930000003 86.20003303655001
decision_type=2 2 2 2 2 2 2 2 2 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 14 5 10 -7 -8 27 -1 11 24 20 -10 17 16 18 -2 19 23 21 -5 -23 -16 -3 26 -14 28 -9 -19
right_child=3 2 -4 12 -6 6 7 8 13 -11 -12 -13 25 -15 15 -17 -18 29 -20 -21 -22 22 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.010161639666848256 0.0090687947798135677 -0.007957724757109437 -0.012942065096058672 0.0093251055924793436 -0.010099986402617002 -0.010824850569197365 0.0083660183824840143 0.012069225720489969 -0.012328320459968433 0.0019797276022009451 -0.015798252239041407 -0.010892829908893238 -0.012942569471492462 0.0083466851552760919 0.0043774947499741028 -0.019375127951740418 -0.011978933868563637 -0.0015506863821198728 0.010239590224092713 0.011097634140945428 -0.011476460610603298 -0.01808203273183567 0.0056104351787384134 -0.014989215644913493 0.0085647653846718866 0.0044141212842780534 0.0030393881640508381 0.012982201167613373 -0.011956545615123087 0.0064219480794749477
leaf_weight=99.934988975524902 122.43417653441429 5.6196705028414753 24.649920269846916 23.391710847616196 18.423241011798382 12.81326564401388 64.001032277941704 4.2011546343565005 15.143822133541109 11.520374476909636 10.209391780197619 15.614237248897551 22.35226778686047 3.8032438009977332 4.4858920425176647 5.2223779410123816 6.7923619300127021 23.8791124522686 29.730096057057381 11.851931124925612 4.9117328673601142 4.4811041653156263 4.4697260409593582 9.0975056290626508 15.549471892416475 8.4693174809217435 8.5603331327438337 11.605864733457564 5.3215296342968941 44.686634048819542
leaf_count=726 289 34 197 63 123 88 169 10 103 42 76 104 152 11 15 36 38 98 68 26 33 31 16 59 47 31 32 24 35 124
internal_value=2.40161e-05 -0.00427492 -0.0017805 0.00411231 -0.000271327 0.000833584 0.00324687 0.00497929 -0.000429343 -0.00890667 -0.00516922 -0.00221908 -0.00156692 -0.00817823 0.00579809 0.00203446 0.00383906 0.00712187 0.00578668 0.000581903 0.00284022 0.00501444 -0.00625086 -0.0085934 0.00417862 -0.00573596 -0.00851684 0.00651948 -0.00135702 0.00364535
internal_weight=653.227 318.411 206.956 334.816 182.306 163.883 116.89 104.077 40.0756 111.455 46.9928 36.7834 76.6362 18.9471 258.18 67.1802 61.9578 191 55.1654 25.4353 37.2543 32.3425 8.95083 13.5834 21.1691 39.3819 30.9126 21.1285 9.52268 68.5657
internal_count=2900 1789 1021 1111 824 701 440 352 183 768 261 185 358 114 753 242 206 511 168 100 143 110 47 74 81 215 184 69 45 222
is_linear=0
shrinkage=0.0100422


Tree=10
num_leaves=31
num_cat=0
split_feature=16 5 6 5 16 15 20 21 22 21 6 22 14 10 0 21 20 2 8 10 5 16 13 0 15 20 17 23 10 20
split_gain=90.4978 31.3175 25.8468 25.1444 17.3659 20.6807 23.4391 16.2815 23.5389 13.4381 18.0383 14.9558 13.582 13.2785 12.5353 16.485 11.5258 11.0838 14.9542 10.4315 20.9918 16.4522 11.5607 21.5804 11.0185 11.0001 10.4172 10.1857 9.11112 9.60132
threshold=18.594956516900002 7.7286379265000011 15.675366252400002 23.721757872050002 11.934972090850001 29.049007317550004 37.186372654950006 17.650944895250003 -0.156745 3.2821610579500002 13.665319288000001 -0.093604999999999994 193.50822769395003 78.677727187550019 86.420486603250012 2.1194692063500002 43.968221017800005 309.73785348360008 8.0437227585500022 66.697957758300021 20.766972852450003 19.974953289850003 109.41218053485001 95.590817286200021 27.576031546750006 41.941595803500007 189.90635174060003 -0.15959999999999999 66.318885161900013 43.19689381845
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 7 4 19 17 6 -6 -1 -9 16 11 27 -12 -13 15 -5 -8 18 -3 25 21 22 23 24 -21 -2 -15 -11 29 -27
right_child=3 2 -4 14 5 -7 9 8 -10 10 12 13 -14 26 -16 -17 -18 -19 -20 20 -22 -23 -24 -25 -26 28 -28 -29 -30 -31
leaf_value=-0.013923407513709147 0.0094647209220213701 -0.013943460757856156 -0.014079396624006887 0.0041915656334543718 -0.012246769337652003 -0.011069016116398179 0.0052531255231214689 0.01415747338099619 -0.019517607965801209 0.0024077315629782718 -0.0078446431496433829 -0.0074689676863054352 0.010843436927123112 -0.011154618279701847 0.0085399452853957003 -0.0081778351775578604 0.019137551934817473 0.0038021409608763068 0.0050736633227903682 0.0055144650818777265 -0.020319327138658055 -0.012945765693406094 0.010961327254863462 0.011854851025407115 -0.016716271507842682 -0.0012705965935427995 0.011005303865848404 -0.015657616210750801 0.016840019845347817 0.00808769070922471
leaf_weight=56.084575489163399 117.90544921159744 29.588102892041206 23.04326705634594 22.038353376090527 14.24024201184511 18.52503713965416 40.560689441859722 7.0355895310640335 4.475340858101843 5.544851683080199 6.3513371199369422 13.577223777770994 26.539076469838619 3.3646469041705158 13.2093558460474 39.912095405161381 9.7782199457287771 8.9829079955816251 6.6791138872504225 4.3322537988424328 5.1085736006498328 6.7787178158760062 28.974845483899117 11.493542328476904 9.1296074986457807 37.831543654203415 16.526461437344551 15.925913758575915 6.263121783733367 23.373020559549332
leaf_count=466 289 232 197 82 103 129 152 16 33 21 35 78 69 21 37 239 19 37 27 14 36 38 68 26 60 148 43 111 10 64
internal_value=4.40225e-06 -0.00447149 -0.00252197 0.00421247 -0.00129005 0.000383948 0.00177604 -0.011371 0.00106492 0.00322129 0.000510979 -0.00351429 0.00723466 0.00128299 -0.00161273 -0.00377752 0.00795014 -0.00761365 -0.0104412 0.00595545 0.00202948 0.0039101 0.00602879 0.00030179 -0.00956205 0.00734938 0.00725688 -0.0109922 0.00365266 0.00230318
internal_weight=633.173 306.823 239.227 326.35 216.184 170.934 152.409 67.5955 11.5109 138.168 87.8295 54.9391 32.8904 33.4683 75.1598 61.9504 50.3389 45.2501 36.2672 251.191 65.8175 60.709 53.9302 24.9554 13.4619 185.373 19.8911 21.4708 67.4677 61.2046
internal_count=2900 1789 1274 1111 1077 781 652 515 49 549 378 274 104 142 358 321 171 296 259 753 242 206 168 100 74 511 64 132 222 212
is_linear=0
shrinkage=0.0114795


Tree=11
num_leaves=31
num_cat=0
split_feature=16 5 10 5 20 9 9 10 21 3 10 19 5 17 20 10 5 0 0 22 6 9 20 22 23 13 23 20 17 21
split_gain=107.168 34.6363 32.2272 30.0784 17.9409 15.2031 15.1419 15.0819 14.5659 17.6789 14.5833 13.2364 15.3079 12.4235 11.569 11.0826 21.5091 14.9786 12.6683 12.4252 11.9764 11.8588 10.7339 14.1998 14.1483 10.2913 12.0257 13.436 8.88043 9.14897
threshold=18.594956516900002 11.848158554650002 74.986474174450009 23.721757872050002 38.238138001450004 58.059373288650008 226.28914430085004 83.715897724050009 14.941253073700002 75.838715401800016 89.786436182600013 12.851036860900001 13.697488545350001 197.05557773135004 44.710446918150005 66.697957758300021 20.766972852450003 92.031298721500022 87.181320254150009 -0.060760000000000002 14.815346158200002 202.64563922830004 42.178283198950005 -0.067574999999999996 0.07933500000000003 116.59305220125002 0.092290000000000025 41.621607100200002 182.72552322705002 7.4475783437000009
decision_type=2 2 2 2 2 2 2 2 2 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 5 15 -4 14 13 11 -1 10 -10 28 -13 25 -3 18 17 -17 21 20 -19 22 -2 24 -24 -5 -27 -28 29 -6
right_child=3 2 4 6 7 -7 -8 -9 9 -11 -12 12 -14 -15 -16 16 -18 19 -20 -21 -22 -23 23 -25 -26 26 27 -29 -30 -31
leaf_value=-0.012381881007994457 0.0095092639847206614 0.015617342192812165 -0.0085763013094247772 0.0042237976163583945 0.0052596991431170447 -0.0094881351846184594 0.015981504909756718 -0.011498052227995098 0.011852177732236699 -0.018574794136457073 -0.01258552771076645 0.0059760522804896948 -0.01682683286329276 0.0057199195551078438 -0.0054779534500064009 -0.013850110685603798 -0.020626865098685429 -0.0075297744618992874 0.011401813682344485 0.010942925255876776 0.0097311527961607431 -0.0063830433370689246 -0.025566603378319595 -0.014498359523428244 0.0076072023097037943 -0.013396319808474605 0.0077141534707180657 -0.014137797361009462 0.01007529359102626 -0.014270725040108047
leaf_weight=87.341182239353657 61.496932029724121 6.3077461272478095 18.284963235259056 10.855121925473211 13.797979772090914 74.286359876394272 6.1009105741977683 7.8426848202943793 11.481912299990659 6.2504537329077712 4.7726072594523421 9.3069240003824252 7.2154568359255782 16.187423780560493 8.3272853121161443 5.6236479729413977 5.1315070614218703 13.365232527256014 85.858541637659073 32.512727066874504 9.4900605827569944 10.750642225146292 1.9220019727945388 6.4319127053022376 23.191142812371254 26.968536004424095 10.151529341936113 6.2925459668040267 53.840486563742161 4.3570237085223189
leaf_count=655 153 14 119 40 49 500 11 50 33 47 33 31 48 54 47 31 36 69 194 80 26 48 13 36 67 177 33 43 136 27
internal_value=3.63993e-05 -0.00489261 -0.00202331 0.00468483 0.00209399 -0.0073317 -0.00177633 0.00411874 -0.01021 -0.00178098 0.00467685 0.00550239 -0.00398215 -0.00331403 0.00361419 0.00661873 0.00247661 0.00442041 0.00806291 0.00627612 -0.000362627 0.00530093 0.00665097 0.00107873 0.00506829 -0.00600876 -0.00856736 -0.000647789 0.00767901 0.000572588
internal_weight=645.743 313.413 203.567 332.33 114.646 88.9214 76.5561 96.3606 109.846 22.505 16.2545 88.5179 16.5224 70.4552 14.635 255.774 66.1232 60.9917 189.651 55.368 22.8553 103.793 93.042 31.5451 25.1131 54.2677 43.4126 16.4441 71.9955 18.155
internal_count=2900 1789 1021 1111 460 561 358 341 768 113 66 291 79 347 61 753 242 206 511 175 95 317 269 116 80 293 253 76 212 76
is_linear=0
shrinkage=0.0117498


Tree=12
num_leaves=31
num_cat=0
split_feature=16 5 6 5 16 15 20 21 22 18 9 6 19 22 8 4 19 5 17 2 16 10 5 16 0 17 13 0 22 15
split_gain=80.0697 28.276 23.3189 22.3371 15.2368 17.6248 20.2169 14.9199 19.6799 13.037 12.1967 10.5059 22.2759 12.2998 12.3356 11.5041 10.1703 17.9474 9.7892 9.65255 13.6576 8.87003 17.7525 13.4812 10.8843 10.1787 9.88523 18.4225 9.80783 9.26207
threshold=18.594956516900002 7.7286379265000011 15.675366252400002 23.721757872050002 11.934972090850001 28.452330424200003 37.186372654950006 17.650944895250003 -0.156745 14.117867417450002 226.28914430085004 13.665319288000001 12.050972309250001 0.20327000000000003 7.7439566930000003 202.07185322905005 10.650859343850001 13.487843791950002 197.05557773135004 206.83709544035003 13.534968349350001 66.697957758300021 20.766972852450003 19.974953289850003 87.181320254150009 197.32790877840003 109.41218053485001 95.590817286200021 -0.019444999999999997 27.576031546750006
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 7 4 21 16 6 -6 -1 -9 -7 18 12 19 14 -14 -13 17 -3 -5 20 -8 24 23 26 25 -2 27 29 -27 -23
right_child=3 2 -4 10 5 9 11 8 -10 -11 -12 15 13 -15 -16 -17 -18 -19 -20 -21 -22 22 -24 -25 -26 28 -28 -29 -30 -31
leaf_value=-0.015394616665245772 0.0064289846457833994 -0.015454620572560399 -0.015596472367428987 -0.0059889967632131436 -0.013268724972179482 0.0076711107664634822 -0.011631742354860577 0.014882357028122802 -0.020825762719324913 -0.01719509345113137 0.016613255660435259 -0.0009918832021972657 -0.0019096858224620303 0.010559045291670977 -0.016439246112006711 0.012653397320155574 -0.015245492980189387 0.007212046403237732 0.0057063075241992334 0.015057987460160157 0.010914789851305761 0.0056686398179619391 -0.021597177394781945 -0.013199263986816876 0.01150127725117288 -0.019279378155672548 0.011770201454285268 0.012761301964859872 0.0070538497943642342 -0.017729541018171216
leaf_weight=53.672126308083534 91.031452059745789 10.594451688230039 21.994102157652378 52.75807611644268 13.673018537461756 4.7700598537921932 7.7691269591450718 6.9356391429901123 4.297076076269148 15.09191946685314 5.7515132576227179 15.577190190553663 24.351105563342571 7.2950695902109137 17.097514122724533 33.384036101400852 19.812402248382568 13.862115807831286 16.04451946914196 18.453379325568676 11.388738088309763 4.3175032734870937 4.9429292529821387 6.7389614507555953 81.502805888652802 5.4823980331420898 28.290699765086174 11.195887632668017 4.368944898247717 8.9098760932683927
leaf_count=466 273 86 197 293 102 20 50 16 33 118 11 68 125 22 117 84 158 52 54 45 30 14 36 38 194 31 68 26 13 60
internal_value=1.29935e-05 -0.00485795 -0.00274311 0.00456081 -0.00141663 0.000378414 0.00192505 -0.0125188 0.00122221 -0.0112232 -0.00172843 0.0034603 0.000709441 -0.00514003 -0.00790311 0.0083121 -0.00826332 -0.00260703 -0.00326169 0.00829029 0.00177145 0.00646083 0.00227755 0.0042625 0.00793784 0.00505894 0.00649482 0.000384079 -0.00760093 -0.0100922
internal_weight=621.355 300.019 235.114 321.336 213.12 168.851 148.989 64.9048 11.2327 19.862 74.5541 135.316 86.3549 48.7437 41.4486 48.9612 44.269 24.4566 68.8026 37.6112 19.1579 246.781 64.3959 59.4529 182.386 100.883 52.714 24.4233 9.85134 13.2274
internal_count=2900 1789 1274 1111 1077 781 643 515 49 138 358 541 389 264 242 152 296 138 347 125 80 753 242 206 511 317 168 100 44 74
is_linear=0
shrinkage=0.0131112


Tree=13
num_leaves=31
num_cat=0
split_feature=16 10 5 6 20 15 6 10 23 23 21 23 17 20 20 7 19 16 23 13 21 18 19 16 3 15 22 21 23 10
split_gain=67.0888 25.1965 18.6784 18.4772 15.7786 15.0306 14.7286 15.2966 12.3276 12.0141 10.987 15.1642 10.8474 10.4483 10.6682 15.2047 10.1138 10.5115 10.0442 13.6998 25.7579 11.6243 12.7133 13.4984 9.82425 12.7358 12.494 9.81676 8.41492 7.30072
threshold=18.594956516900002 90.988176966900014 23.721757872050002 15.675366252400002 38.238138001450004 30.046989284200006 13.665319288000001 78.285212300550015 -0.21013499999999999 -0.22831499999999999 5.1659621353500009 0.087725000000000011 172.46189488870002 41.621607100200002 44.921040431000009 23.724432465350002 13.051052998800001 14.524966034300002 -0.13743499999999997 95.870416931800023 18.904039828500004 17.327266398450003 12.551012654050002 14.184966829400002 103.44111502715002 46.574831689400007 -0.10965999999999999 11.133313228750003 -0.22831499999999999 66.697957758300021
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 3 29 4 -1 6 7 8 9 12 11 -10 -6 24 15 -15 17 -8 28 20 -20 22 23 -21 25 -4 -27 -16 -9 -2
right_child=2 -3 13 -5 5 -7 16 18 10 -11 -12 -13 -14 14 27 -17 -18 -19 19 21 -22 -23 -24 -25 -26 26 -28 -29 -30 -31
leaf_value=-0.0099331109069136867 0.0073903621839057024 -0.015188172991269844 0.011425700348159946 -0.0151568007401782 0.0086705478094225488 -0.01548432189359422 -0.008382459199975335 -0.00076027748147847608 -0.019974208493821206 0.01914654950965327 -0.017290256113160946 0.011395270464113148 -0.019380820245298962 -0.017331280535427648 0.014559375890543029 0.0041287239741359255 -0.0099963133703537405 0.010800594431478372 -0.014012368190832744 -0.011803431911191804 0.014441969716835232 0.014059473035264976 -0.020432095491329374 0.011510853128295223 -0.014240036791080664 0.0081735167682165603 -0.023561243658479083 -0.012223284814599604 0.019117492144134531 0.0021347307672019674
leaf_weight=37.739892691373825 178.25813784450293 34.564186193048954 22.631574943661693 20.630125381052494 4.5458099097013456 11.195992864668368 5.7160746976733199 6.2806180492043486 4.5482499599456769 4.9297443479299536 23.539661198854446 6.6373506560921669 5.1489136815071106 18.997948743402961 6.6749672293663007 8.3120381534099561 5.9044212996959677 40.086213059723377 23.640317365527157 6.5417947173118653 7.2898090779781333 14.151914559304712 4.7562946304678908 12.976415134966372 4.743846431374549 4.422038197517395 4.2714815735816938 3.7396306842565536 9.1837035939097387 62.527632780373096
leaf_count=286 511 319 63 197 16 91 32 32 36 9 183 22 43 142 20 31 37 108 194 41 16 35 37 33 33 17 30 22 22 242
internal_value=7.62941e-06 -0.00458375 0.00424038 -0.00314886 -0.00209387 -0.000592645 0.000304329 -0.00200826 -0.00786647 0.0023257 -0.0121589 -0.00136008 -0.00622767 -0.00158465 -0.00645383 -0.0107997 0.00630513 0.00840657 0.0014001 -0.000750272 -0.00730607 0.00452661 -0.001031 0.00369675 0.00350804 0.00619579 -0.00741907 0.00494237 0.0110444 0.00602557
internal_weight=604.587 290.008 314.579 255.443 234.813 197.073 185.877 134.171 49.3497 14.6245 34.7253 11.1856 9.69472 73.7935 37.7246 27.31 51.7067 45.8023 84.8209 69.3565 30.9301 38.4264 24.2745 19.5182 36.0689 31.3251 8.69352 10.4146 15.4643 240.786
internal_count=2900 1789 1111 1470 1273 987 896 719 309 68 241 58 59 358 215 173 177 140 410 356 210 146 111 74 143 110 47 42 54 753
is_linear=0
shrinkage=0.0132339


Tree=14
num_leaves=31
num_cat=0
split_feature=16 5 6 0 16 2 4 6 21 16 8 4 19 22 6 18 16 20 16 20 18 9 7 15 22 21 6 19 18 20
split_gain=56.1218 23.1386 18.223 16.6224 16.2789 14.6398 13.9056 21.8394 11.7922 11.6983 19.0554 20.4874 16.7384 14.7709 11.5988 16.5064 11.5964 11.5209 17.129 15.39 10.2124 17.6168 10.2555 10.1859 9.53435 9.23158 8.51016 11.7695 9.8703 10.6904
threshold=18.594956516900002 7.7286379265000011 15.675366252400002 86.530713386650021 22.614947116400003 317.41815758785003 310.49012963040008 15.925372093750001 20.770927814650005 12.644970430600003 2.8477776226000002 323.29283506040002 11.850956171350001 0.13860000000000003 13.200308423050002 17.327266398450003 14.994964935250001 41.872669623500009 21.979948601300006 43.45354240915001 13.5538556217 196.26893085885004 23.9444576715 32.540328261750005 -0.058529999999999992 7.362244800500001 13.665319288000001 13.051052998800001 16.915500282450004 47.833738492450003
decision_type=2 2 2 2 2 2 2 2 2 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 9 5 6 17 20 -8 -1 10 11 -3 -11 16 -12 -16 -14 18 -2 24 -5 22 -22 26 -19 -21 28 -28 29 -18
right_child=3 2 -4 4 -6 -7 7 -9 -10 12 14 -13 13 -15 15 -17 23 19 -20 25 21 -23 -24 -25 -26 -27 27 -29 -30 -31
leaf_value=-0.014259121830726697 -0.017663057023397634 -0.018185832210224018 -0.015168296145885276 0.013117942445113238 0.014655559824869397 -0.023084229866208453 -0.023689295833934518 0.0062875215217868931 0.0059154075595450675 0.010694433158438833 -0.018253232560977273 0.012267206997505805 -0.014421428986834021 0.010200058052599372 -0.019482613105514225 0.016515000011186005 -0.014634020222462836 -0.0044214692286356676 0.006819153240088755 0.011566286313256253 -0.0017151519579562855 0.0070005224015532511 -0.025737279210049459 -0.018069550571313667 -0.020218203643001992 -0.0054518975613923673 0.0077869789261702333 -0.011253427882296873 0.0057828337175565171 0.0032767931243083631
leaf_weight=52.217140078544617 5.8324456736445418 5.7899331077933338 19.309277698397636 30.976743273437023 39.377903133630753 4.7734038308262816 7.9111027494072941 10.865027546882628 6.0942418426275244 26.376301273703575 23.708798214793205 14.792416259646414 15.204723283648489 17.749848507344723 4.5247298404574376 5.1080351322889328 19.682196147739891 24.571150325238705 69.851136423647404 15.593805044889452 10.590972125530241 64.20814261585474 4.8945994526147834 6.4374340102076522 10.178144030272959 9.7630189284682256 33.359921775758266 7.4875036403536788 12.239984974265097 9.216331943869589
leaf_count=494 42 54 197 72 86 34 52 33 21 78 221 45 102 56 39 12 152 120 221 47 42 202 36 61 71 53 111 53 49 44
internal_value=-4.40239e-07 -0.00446046 -0.00243127 0.00402583 0.00692858 0.000539455 0.00457802 -0.00634286 -0.0121506 -0.00121179 -0.0066833 0.00370059 0.000785079 -0.00136829 -0.0130935 -0.000393902 -0.00334977 0.0013699 0.00493247 -0.00311597 0.00643083 0.00383157 -0.00930794 -0.00144596 -0.00904837 0.00501385 -0.000140694 0.00429679 -0.00454678 -0.0089219
internal_weight=588.686 279.299 220.987 309.388 168.824 140.563 129.447 18.7761 58.3114 201.678 53.9239 20.5823 147.754 121.378 33.3416 9.63276 103.628 135.79 75.6836 60.1061 110.67 79.6937 15.4856 88.4234 34.7493 25.3568 81.9859 40.8474 41.1385 28.8985
internal_count=2900 1789 1274 1111 523 588 437 85 515 1077 371 99 706 628 272 51 572 554 263 291 352 280 78 470 191 100 409 164 245 196
is_linear=0
shrinkage=0.0137245


Tree=15
num_leaves=31
num_cat=0
split_feature=5 17 23 20 9 13 15 13 22 8 20 7 9 0 2 21 16 22 3 17 10 5 7 5 10 13 6 17 7 7
split_gain=47.6785 23.3614 14.2623 12.6577 24.087 12.5815 12.2727 14.0148 11.7886 21.9138 14.936 13.2062 11.3184 13.6329 11.2151 10.9779 10.2084 9.82752 11.209 10.3385 10.729 24.169 9.79019 9.28482 9.59819 9.13143 13.4669 12.6677 9.13159 8.93324
threshold=11.848158554650002 166.83257850275001 -0.27223499999999995 44.710446918150005 38.136666659400014 95.870416931800023 46.574831689400007 117.61735474900001 -0.065399999999999986 8.9430209551500024 41.590548329450009 22.708075280250004 186.67271206880002 85.737618238150006 71.847610775600018 20.770927814650005 20.394952307700002 -0.096499999999999989 77.360382703650018 187.45953903175004 75.403185184700007 21.495293572000005 23.496712412700003 19.731257453750004 68.579878449600017 117.38883580790001 15.925372093750001 188.07781354100004 24.605072964550004 23.539316666200005
decision_type=2 2 2 2 2 2 2 2 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 14 -3 -1 15 -4 8 -8 11 10 16 -7 -13 -14 -2 -5 23 18 -15 -19 21 22 -21 24 -10 26 27 -20 -29 -9
right_child=1 2 5 4 -6 6 7 29 9 -11 -12 12 13 17 -16 -17 -18 19 25 20 -22 -23 -24 -25 -26 -27 -28 28 -30 -31
leaf_value=-0.010883933299879668 0.0093236486907163664 -0.0092806760610677115 -0.0072745636605932749 -0.011263424066548526 0.01019259850963735 0.0055453970623737291 -0.014633244451933935 -0.0073944597384921979 -0.011032754324991893 -0.010902630590622743 0.0007559038875087884 0.0099133728862078382 -0.016822812694456672 -0.016650260740259781 -0.0099407256717577563 0.0057032487617853485 0.011769118849480627 -0.016185634002775083 0.0088994793108355848 0.00028705795931723493 0.0055822352854828497 0.0043615897890149852 -0.016933207520291847 -0.0062490016892488625 0.00818190673388953 -0.0095819883227530114 0.01109686779076384 -0.014909784168055235 -0.00015802523862250419 0.011125364294847978
leaf_weight=50.605979189276695 4.1429399698972693 12.958692111074923 15.613935001194475 24.195960171520714 12.214482039213179 70.563731253147125 10.17980555444956 5.7577811479568464 3.3385137096047393 9.2889451831579191 41.125929147005081 12.408676609396933 6.2284575477242461 3.5876901745796195 28.788751564919949 5.6346821188926688 56.253490775823593 6.8814756572246543 15.809045039117334 5.2062361389398601 16.073361538350582 17.99112219363451 16.485885947942734 7.3876681402325621 46.669246800243855 6.2055599242448798 23.211641438305378 6.292791701853278 25.040752612054348 6.8173284381628036
leaf_count=482 14 90 111 225 52 267 76 38 18 53 174 34 42 29 235 18 125 48 50 19 57 62 125 46 144 30 55 43 120 18
internal_value=-5.40782e-06 0.00138159 0.00203663 -0.00719569 -0.00275647 0.00237423 0.00273395 -0.00508435 0.00318315 0.00542906 0.00640922 0.00159481 -0.000132129 -0.000968637 -0.00751719 -0.00805861 0.00845498 -0.000277061 0.00226195 -0.00352582 -0.00196334 -0.00501961 -0.0128002 0.00520677 0.00689914 0.00314821 0.00427107 0.000910239 -0.00312066 0.00264567
internal_weight=572.961 480.309 447.378 92.6511 42.0451 434.419 418.805 22.7549 396.05 164.064 154.775 231.986 161.423 149.014 32.9317 29.8306 113.649 142.786 80.1475 62.6381 55.7566 39.6832 21.6921 57.3954 50.0078 76.5598 70.3542 47.1426 31.3335 12.5751
internal_count=2900 2123 1874 777 295 1784 1673 132 1541 560 507 981 714 680 249 243 333 638 327 311 263 206 144 208 162 298 268 213 163 56
is_linear=0
shrinkage=0.0109474


Tree=16
num_leaves=31
num_cat=0
split_feature=16 5 6 5 21 16 8 2 19 22 6 18 9 16 15 6 19 23 20 17 20 16 17 9 7 10 16 17 8 13
split_gain=58.9673 23.8436 18.7158 17.466 12.1546 12.0072 19.0712 18.3733 17.4567 15.3912 10.2595 17.2805 10.1475 9.85107 10.0679 9.11091 11.8825 8.64493 9.29604 10.3083 9.84216 9.1303 8.40253 11.2495 12.3678 8.3658 11.3832 7.38423 7.2152 10.2079
threshold=18.594956516900002 7.7286379265000011 15.675366252400002 23.721757872050002 20.770927814650005 12.644970430600003 2.7478556007500008 223.36808516470003 11.850956171350001 0.13860000000000003 13.200308423050002 17.327266398450003 226.28914430085004 14.994964935250001 32.540328261750005 13.665319288000001 13.051052998800001 0.092290000000000025 48.315732392000008 192.00356210945003 40.580626202750004 22.634947069650003 242.64190980425005 190.77452831370002 22.372035319250003 61.923256118600001 22.614947116400003 169.33951743495001 8.8430989333000021 117.19526682250002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 4 5 28 -1 6 7 -3 -7 13 -8 -12 17 -10 15 22 27 18 19 -5 -21 -22 23 24 -15 -19 -27 -17 -2 -30
right_child=3 2 -4 12 -6 8 10 -9 9 -11 11 -13 -14 14 -16 16 -18 25 -20 20 21 -23 -24 -25 -26 26 -28 -29 29 -31
leaf_value=-0.01016056920037 0.0046695151170611333 -0.012864302189571807 -0.010784268197958823 -0.011772468626142747 0.0042804827226636064 0.0077032878000215764 -0.012213320458955779 0.0089020472150572322 -0.009563684732658919 0.0073484364244885345 -0.013718975377010275 0.011794606728437322 0.011550693676852325 -0.0089956788296642384 -0.012798889282428449 -0.014531846331739031 -0.008030109790701765 0.0080185300642874619 0.0044599235424444663 0.0083737820429211265 -0.016060189921637769 0.0021189866448866929 0.0091299922901415705 -0.010659829643891075 0.0066105176338536117 0.0040987363986066654 -0.016113161032547861 0.0064762736573493263 0.0027850977614802879 -0.014349646696239719
leaf_weight=52.8185880407691 221.89178682118654 4.9532460495829609 19.557968504726887 19.107283733785152 6.1091993302106848 26.474707566201687 25.442435264587402 13.779519811272619 15.375857725739477 17.815554767847061 4.8575398623943311 5.1262435764074326 5.4190576076507559 8.2234092131257075 6.4766998440027228 1.6532041132450093 7.5252691730856887 12.322385340929033 8.313710004091261 6.1692847758531597 5.2566977888345701 5.1274448037147522 4.4450962617993346 17.34785819798708 11.363969914615152 6.8914623856544477 4.2216507345438004 31.981174610555172 11.594205938279631 4.5478219538927069
leaf_count=494 689 46 197 144 21 78 230 41 102 56 42 12 11 59 61 13 53 36 31 17 38 21 13 129 44 27 33 98 38 26
internal_value=3.37786e-05 -0.00318141 -0.00172888 0.00294349 -0.00866343 -0.000855759 -0.00476318 0.00314667 0.000567553 -0.000978306 -0.00894578 -0.000618848 -0.00121018 -0.00239934 -0.00116184 -0.000248715 0.00298025 -0.00223602 -0.00477004 -0.00692185 -0.00132289 -0.00708374 -0.00346046 -0.0049757 5.85364e-05 0.00251881 -0.00357936 0.00544368 0.00421435 -0.00204241
internal_weight=592.19 281.328 222.4 310.863 58.9278 202.842 54.159 18.7328 148.683 122.208 35.4262 9.98378 72.829 104.393 89.0167 82.54 41.1596 67.4099 43.9744 35.6607 16.5534 10.3841 41.3803 36.9352 19.5874 23.4355 11.1131 33.6344 238.034 16.142
internal_count=2900 1789 1274 1111 515 1077 371 87 706 628 284 54 358 572 470 409 164 347 251 220 76 59 245 232 103 96 60 111 753 64
is_linear=0
shrinkage=0.00969289


Tree=17
num_leaves=31
num_cat=0
split_feature=16 10 6 0 16 23 2 16 16 6 5 19 19 23 23 22 7 2 19 6 4 6 21 23 23 6 3 18 9 13
split_gain=43.5092 19.3371 14.4706 13.8152 13.8987 12.8623 24.3202 13.4257 16.0696 15.3637 15.9553 14.1405 12.537 14.2552 12.2674 15.8367 14.766 11.9422 11.3634 14.3233 10.9766 16.9188 10.5996 10.3489 10.0417 9.64312 9.98472 8.71901 13.6733 9.02237
threshold=18.594956516900002 90.988176966900014 15.675366252400002 86.530713386650021 22.614947116400003 -0.17732499999999998 185.83358638795002 12.644970430600003 9.6249774926000011 5.0951190466500007 15.941372635650001 10.250827068050002 11.950964240300001 0.085495000000000029 0.090720000000000023 0.11529000000000002 24.815630185550003 317.41815758785003 13.051052998800001 13.705320222600003 310.49012963040008 15.925372093750001 20.770927814650005 -0.22831499999999999 0.12064000000000002 16.375382608200002 108.48197402175002 13.5538556217 196.26893085885004 109.57886493895002
decision_type=2 2 2 2 2 2 2 2 2 2 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 17 20 6 -1 8 11 22 12 -7 -11 -14 -15 16 -16 24 19 -12 27 -22 -9 -8 25 -2 -27 -5 29 -29
right_child=3 -3 -4 4 -6 7 23 9 -10 10 18 -13 13 14 15 -17 -18 -19 -20 -21 21 -23 -24 -25 -26 26 -28 28 -30 -31
leaf_value=-0.012054919373014329 -0.010517593678451544 -0.012480120361038689 -0.012566624259505839 0.010463552011535931 0.011762717427294119 -0.016108642812907796 0.0040204061541775967 -0.015121221446965179 -0.015803060055749277 0.011823122249391613 -0.015418359025125736 0.0089321738374546471 -0.010398529439084935 0.011700391763154757 0.0096853452665388255 0.013467999856287799 -0.015973803239977109 -0.018498239853780872 -0.015913872888509633 0.0018337505360493944 -0.017822613364939198 0.0049365017039822278 0.0065030059777846589 0.017701778377973602 -0.010391787204737431 0.0036620511382700013 -0.011034973168069397 -0.020385039392700477 0.0053634963092221424 -0.00090554264037205287
leaf_weight=9.7518360912799817 8.1377172097563726 29.514609426259995 17.846568644046783 29.423337332904339 37.061152376234531 4.755917750298976 20.437966078519818 16.049313515424732 21.534289695322514 19.977954871952534 8.5871875882148725 9.2619952932000142 12.100186832249163 17.247296497225761 4.4396000578999546 6.6867589354515067 10.554944165050982 4.5415037125349036 10.235632866621016 30.606166653335094 7.9787295088171986 10.595600329339502 3.9325668513774863 12.365222297608854 10.021528817713259 107.52436090260744 6.8516205772757521 4.8517731800675383 62.719114385545254 10.448376230895517
leaf_count=79 46 319 197 72 86 44 96 168 210 53 67 34 84 50 14 18 86 34 96 134 52 33 13 27 55 397 56 37 202 41
internal_value=6.01126e-06 -0.00347124 -0.00234634 0.00308626 0.00540811 -0.00151167 0.00431201 -0.00292001 -0.00939996 -0.00127936 0.000311093 0.000436468 0.00389585 0.000792292 0.00427074 -0.00163949 -0.00837662 0.000323991 -0.00483855 -0.00194615 0.00353924 -0.00483983 -0.0108654 0.00917762 0.000968961 0.00189826 0.00278164 0.00498779 0.00292272 -0.00708261
internal_weight=566.041 265.886 236.371 300.155 163.078 218.525 42.555 175.97 35.5522 140.418 120.436 14.0179 71.0067 51.0288 38.9286 21.6813 14.9945 137.077 49.429 39.1934 126.017 18.5743 19.9819 32.8032 132.535 122.514 114.376 107.443 78.0193 15.3001
internal_count=2900 1789 1470 1111 523 1273 202 1071 288 783 602 78 305 252 168 118 100 588 297 201 437 85 181 123 554 499 453 352 280 78
is_linear=0
shrinkage=0.0118044


Tree=18
num_leaves=31
num_cat=0
split_feature=16 10 20 10 5 0 17 9 12 7 16 16 19 21 2 17 18 21 16 15 12 23 20 18 20 2 20 16 2 21
split_gain=44.86 19.5194 15.4099 13.9031 13.7445 13.4728 9.34176 9.05745 8.79728 12.9438 11.4685 11.0366 10.9813 9.84208 8.83566 8.56431 8.38369 8.14628 7.73063 9.69348 9.22992 7.22067 9.87051 12.4395 7.68715 9.43214 7.5132 8.1611 6.30266 5.80284
threshold=18.594956516900002 90.988176966900014 38.238138001450004 74.986474174450009 23.721757872050002 94.964406541850011 195.53954078470002 227.14331114760003 207.71672397260002 25.852307279700003 14.034967180100002 9.6249774926000011 11.950964240300001 8.0302059756000013 297.58713971970008 166.83257850275001 17.327266398450003 15.205825075850003 11.934972090850001 29.593577021650002 108.47758681740001 0.092290000000000025 44.921040431000009 13.340835220050002 41.621607100200002 248.59864686230003 40.580626202750004 22.634947069650003 313.37633693555006 3.3208308644500009
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 28 6 -2 -5 15 21 10 -10 11 -7 -12 -14 16 -4 -11 -16 -17 20 -20 22 23 -6 -23 -26 -25 -28 -1 -22
right_child=4 -3 3 5 7 8 -8 -9 9 14 12 -13 13 -15 17 18 -18 -19 19 -21 29 24 -24 26 25 -27 27 -29 -30 -31
leaf_value=-0.011631456787117456 0.0050524515817517851 -0.013860369091386972 -0.013269098367098641 -0.017476637113395671 -0.01719524229397933 0.006319823491484384 -0.017585789130733814 0.016335959695781964 0.011789522856900006 -0.0065490933282575294 0.01365082211515351 -0.016004108837388065 0.0020953076449914611 -0.017883424608309991 -0.018896038194517715 -0.013400638816227 0.010075421522125998 0.009125727777426075 -0.013418621998665902 -0.013187974339634513 0.015294647138827194 0.0090791800723647662 0.0054126393474466915 0.0092789358895047427 -0.019185477623500834 0.0080883325802561454 -0.020928231568978179 0.0030605500558483871 0.0060850025163699892 0.0026565934818638171
leaf_weight=36.603124849498272 229.36026366055012 29.677594989538193 12.952316060662268 6.0953447669744483 16.878454886376858 5.2779546901583698 9.8286963477730733 4.5400831550359717 31.2356071844697 7.9859838262200418 11.285813242197035 13.358231030404566 22.490254648029808 5.1830199137330046 6.4095545858144742 7.5602698549628249 14.759286090731619 2.4496240839362144 4.5249532461166373 6.8133406713604918 9.0933748185634631 14.288943171501161 10.151413470506666 6.8140551447868374 4.6573528945445997 4.0495805963873863 4.725534111261366 4.9714680314064026 3.7850509136915198 19.549723334610462
leaf_count=329 753 319 123 62 136 21 93 9 96 51 28 121 92 37 57 68 51 12 34 57 22 43 42 20 39 14 35 20 18 98
internal_value=3.20603e-05 -0.0038671 -0.002617 -0.00110816 0.00349622 0.00148134 -0.00576742 -0.00152565 0.00244082 0.00582268 -0.001249 -0.00968175 0.00278483 -0.00164658 -7.4531e-05 -0.00384725 0.00423847 -0.0111478 -0.00128034 0.00101154 0.00392839 -0.00274442 -0.0058735 -0.00930483 0.00318025 -0.00650047 -0.00123883 -0.00862964 -0.00997113 0.00666882
internal_weight=567.356 266.919 237.242 196.853 300.437 126.531 70.3227 71.0769 120.435 62.8401 57.5953 18.6362 38.9591 27.6733 31.6044 60.494 22.7453 8.85918 47.5417 39.9814 33.1681 66.5368 43.5409 33.3895 22.9959 8.70693 16.5111 9.697 40.3882 28.6431
internal_count=2900 1789 1470 1123 1111 628 495 358 566 267 299 142 157 129 171 402 102 69 279 211 154 349 253 211 96 53 75 55 347 120
is_linear=0
shrinkage=0.0130702


Tree=19
num_leaves=31
num_cat=0
split_feature=5 17 23 13 15 13 20 9 2 21 22 8 20 7 0 16 0 22 17 21 0 7 22 17 10 4 8 3 9 19
split_gain=46.0979 21.6337 14.2549 13.034 13.0252 13.6497 12.4684 23.3862 11.0304 10.8924 10.6231 22.2342 14.7599 12.5911 11.256 10.4612 12.2791 9.80338 10.3175 11.4304 10.0493 9.73045 8.71224 8.44642 8.39379 8.71726 8.23865 7.81855 15.2065 7.77313
threshold=11.848158554650002 166.83257850275001 -0.27223499999999995 95.870416931800023 46.574831689400007 117.61735474900001 44.710446918150005 38.136666659400014 71.847610775600018 20.770927814650005 -0.065399999999999986 8.9430209551500024 41.590548329450009 22.708075280250004 85.737618238150006 20.394952307700002 92.313586825200005 -0.092289999999999997 187.45953903175004 4.5520897187000005 102.21786657775002 23.539316666200005 -0.081474999999999992 176.45537817675003 62.084563606450011 308.81208715255008 9.6424751081000029 101.23926781830001 66.290220196950017 11.650940033400003
decision_type=2 2 2 2 2 2 2 2 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 8 -3 23 10 -6 -1 9 -2 -8 13 12 15 27 -15 16 -12 20 -19 22 29 -7 -20 -4 -14 -26 -13 -5 -29 -16
right_child=1 2 3 4 5 21 7 -9 -10 -11 11 26 24 14 17 -17 -18 18 19 -21 -22 -23 -24 -25 25 -27 -28 28 -30 -31
leaf_value=-0.012310495111498447 0.010785950424656965 -0.010602986656598498 0.003852642865488894 0.0083427040103769834 -0.016779608213102457 -0.0092467670381089859 -0.012747556444773643 0.01149343421759811 -0.011047880284900183 0.0064244313861932757 -0.012861216835768068 -0.023585373209326587 -0.010229013159296505 -0.015089686982499285 0.016348830825400732 0.01334313991477964 0.0075549058832492773 -0.018236637710954691 -0.01945400473259121 0.0029225140057748708 -0.013991941635802693 0.012743945075627356 -0.0019946534864191639 -0.015366449778412929 0.0075331721871219823 -0.0071806115550227543 -3.0095334734957677e-05 0.014751976196427524 -0.01221779386235817 0.0029960832787568922
leaf_weight=49.533622562885284 4.1149510815739623 12.916141971945761 5.5027701631188384 56.75123954564333 10.193514682352545 5.786542631685732 23.827904716134075 12.136753432452677 28.181045420467854 5.6984060257673255 5.0143815279006949 4.9751666188240034 8.5134406462311727 7.3360646218061438 7.3574147745966902 55.909274712204933 51.763347528874874 6.4408704042434684 7.7161098569631603 32.515406683087349 5.0436343029141417 6.7820723429322243 10.43082834035158 9.9918997734785062 23.830805823206902 8.4690119996666891 4.2919843196868896 5.1921366006135932 8.6476593539118749 84.082119077444077
leaf_count=482 14 90 27 178 76 38 225 52 235 18 33 33 50 46 15 125 175 45 56 126 36 18 51 84 80 44 20 14 75 339
internal_value=2.97447e-05 0.00157897 0.00229274 0.00267782 0.00309464 -0.00606796 -0.00808614 -0.00306376 -0.00826595 -0.00904747 0.00362361 0.00606224 0.00719351 0.0019091 -1.50085e-05 0.00951824 0.00575184 0.000705035 -0.00338594 -0.00149793 0.00312626 0.0026195 -0.0094184 -0.00854099 0.000774865 0.00367522 -0.012676 0.00629539 -0.00209982 0.00407047
internal_weight=568.947 477.75 445.454 432.538 417.043 22.7621 91.1967 41.6631 32.296 29.5263 394.281 162.767 153.5 231.513 160.922 112.687 56.7777 153.586 57.1032 50.6623 96.4832 12.5686 18.1469 15.4947 40.8133 32.2998 9.26715 70.591 13.8398 91.4395
internal_count=2900 2123 1874 1784 1673 132 777 295 249 243 1541 560 507 981 714 333 208 668 278 233 390 56 107 111 174 124 53 267 89 354
is_linear=0
shrinkage=0.0124572


Tree=20
num_leaves=31
num_cat=0
split_feature=16 5 6 5 20 16 19 22 23 12 6 23 9 23 22 22 15 3 10 21 7 17 9 6 16 0 0 8 8 0
split_gain=60.3594 22.9679 21.0219 18.5391 15.1163 12.1708 17.945 15.2412 12.1693 17.8409 11.025 10.9939 10.7264 10.4347 10.8997 10.8806 11.2946 9.89916 9.76215 9.59092 9.56937 8.30246 8.20201 8.14025 12.1967 7.80144 19.6284 8.56681 7.89722 11.7128
threshold=18.594956516900002 10.293758831600002 15.675366252400002 23.721757872050002 43.45354240915001 13.534968349350001 11.850956171350001 0.11529000000000002 -0.21013499999999999 235.75385747780004 5.0951190466500007 0.074640000000000026 226.28914430085004 0.090720000000000023 -0.59511499999999995 -0.23771499999999998 30.046989284200006 73.41103771005001 75.465019721650009 20.770927814650005 24.437987282900004 197.05557773135004 26.901933640100001 13.200308423050002 9.744977212000002 93.972365491700018 96.249489528150022 8.8430989333000021 9.3427090425500019 88.576630023850015
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 4 5 25 -1 8 -7 13 9 -3 11 17 21 15 -15 -8 -17 22 -9 -13 -16 -5 -6 -10 -25 27 -27 -2 29 -29
right_child=3 2 -4 12 10 6 7 18 23 -11 -12 19 -14 14 20 16 -18 -19 -20 -21 -22 -23 -24 24 -26 26 -28 28 -30 -31
leaf_value=-0.017197705687457446 0.0076466862143678435 -0.018374484671334294 -0.015104191371165374 -0.0059039761905197259 -0.0073379171645367612 0.013676252335248067 -0.012340388141994797 -0.0026115964124943424 -0.015002105154134275 0.01227929362157105 0.0099422300297949354 -0.01730892331659523 0.016221949010645664 0.0079190992303841534 0.0022110603099035554 0.0057097437842931467 -0.013376299862595626 -0.018435170249337947 0.017730708143395037 0.0041409088966005616 -0.016207835261972676 0.0053169420621270993 0.018559092949118037 0.012834774099798786 -0.020445130489689056 -0.0098385957213470519 0.012309217408692348 -0.024805848419318283 0.0099029198663010826 0.0047143816128337769
leaf_weight=34.545514121651649 194.777852229774 4.8733602017164257 19.862219788134098 50.979468137025833 3.5208295956253988 18.925654977560043 9.603145591914652 6.5426426008343723 24.08936695754528 11.521333441138266 7.1248840764164916 20.605476513504986 5.5049702376127234 6.021414488554 6.6139210760593441 43.675825223326683 6.4139686748385421 3.2048102021217337 12.17125630378723 4.5993028432130805 22.050748929381371 15.513488531112669 5.907014399766922 5.27785926312208 3.1850732788443565 17.081837199628357 12.49919058382511 4.8746621161699277 5.6038179099559775 4.8231633752584457
leaf_count=345 565 43 197 293 29 44 65 33 202 33 27 204 11 20 31 169 52 29 26 16 166 54 17 15 26 96 31 31 15 15
internal_value=0.0001146 -0.00440712 -0.0019883 0.00418187 -0.0105168 -0.000548737 0.00157205 -0.000453544 -0.00626886 0.00316739 -0.00538371 -0.00826962 -0.00179444 -0.00264901 -0.00850736 0.000755132 0.00326579 0.0019562 0.0106188 -0.0133948 -0.011958 -0.00328602 0.00888785 -0.0110214 0.000309691 0.00597725 -0.000480241 0.00688652 -0.00278975 -0.0101241
internal_weight=591.994 280.336 200.828 311.658 79.5078 180.966 132.019 113.093 48.947 16.3947 44.9623 37.8374 71.9979 94.379 34.6861 59.6929 50.0898 12.6327 18.7139 25.2048 28.6647 66.493 9.42784 32.5523 8.46293 239.661 29.581 210.079 15.3016 9.69783
internal_count=2900 1789 1122 1111 667 925 606 562 319 76 322 295 358 503 217 286 221 75 59 220 197 347 46 243 41 753 127 626 61 46
is_linear=0
shrinkage=0.0134304


Tree=21
num_leaves=31
num_cat=0
split_feature=16 5 10 5 20 10 21 21 9 16 18 10 0 0 6 17 13 17 20 0 2 6 5 13 23 14 6 21 20 7
split_gain=99.678 31.7071 32.0692 29.0095 18.135 14.699 14.3017 13.8721 13.8306 12.3273 14.0908 11.9519 11.0792 22.5382 10.5145 10.3419 10.2129 9.6987 9.69457 10.5955 14.4783 9.51056 8.9896 15.5923 8.42059 13.6891 8.15641 7.9288 7.45762 7.38555
threshold=18.594956516900002 11.848158554650002 74.986474174450009 23.803605515150004 38.238138001450004 83.715897724050009 11.491326747450001 18.904039828500004 226.28914430085004 15.794963064500001 17.166139419800004 70.343506983200015 93.972365491700018 96.249489528150022 2.4950582966500003 197.05557773135004 116.59305220125002 182.72552322705002 41.941595803500007 86.20003303655001 158.68292856370002 22.460524786550003 19.731257453750004 108.61908538635001 -0.13743499999999997 414.62864134155001 16.465384711100004 7.4475783437000009 48.008184682100008 23.282607548150004
decision_type=2 2 2 2 2 2 2 2 2 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 6 12 -4 9 22 24 15 17 -11 -8 18 -14 -9 16 -5 27 -2 20 -20 29 23 -3 25 -1 -21 -6 -24 -18
right_child=3 2 4 8 5 -7 11 14 -10 10 -12 -13 13 -15 -16 -17 21 -19 19 26 -22 -23 28 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.0082430789124503002 0.0067947062884601544 -0.008331753676827286 -0.0064654081920144301 0.0032129815933509584 0.0036028337408886401 -0.0086251358531169216 0.0049861158874827671 0.0094772029061525893 0.011489145431998105 -0.0096276701449395392 0.0061163900791520558 -0.0076648987928861125 -0.0065960839234769988 0.0086516023566811061 -0.0078031628155846439 0.0038904497619588769 -0.010240449809985499 0.007840235783267856 0.0014834842869537442 0.0070322983504581167 -0.015695139539252934 0.0049460268554790124 -0.011560590074339055 0.0067609900852444232 -0.0099911716450728997 0.0069991841252764605 -0.0020982726226714903 -0.010259664892250475 0.0018697906928809521 -0.0010582046305418215
leaf_weight=15.573329187929632 153.27771833539009 16.565986633300785 17.8787682056427 10.824083611369131 13.175718493759634 7.4919131621718398 15.416250020265581 6.2170802578330022 5.9165576249361029 9.4955871552228945 8.2350284755229932 9.2818409353494626 17.647795453667644 13.106583818793295 4.8728976026177406 14.998839497566221 27.400984562933445 51.516941696405411 19.607077568769459 39.264354363083839 4.7232306450605384 5.0400905311107627 34.969034962356091 7.8161156922578803 71.94713631272316 6.4706329479813567 9.409400522708891 4.2282508239150038 3.5315868556499472 9.037303648889063
leaf_count=117 394 110 119 40 49 50 60 15 11 62 25 60 96 31 27 52 192 128 69 100 32 16 294 23 584 25 38 27 14 40
internal_value=0.000116954 -0.00351645 -0.00145481 0.00346905 0.00166691 0.00321131 -0.00544772 -0.00743257 -0.00142216 0.00423469 -0.0023153 0.000231712 0.00486233 -9.79824e-05 0.00188427 -0.00255721 -0.00440621 0.00591975 0.00553649 0.00289477 -0.00185139 -0.0063945 -0.00767839 -0.00349351 -0.00853186 -0.00376897 0.00526722 0.000234974 -0.0103286 -0.0079631
internal_weight=634.938 304.684 199.603 330.254 112.022 94.1434 87.5808 105.081 73.2179 86.6515 17.7306 24.6981 257.036 30.7544 11.09 67.3013 52.3025 68.9209 226.282 73.0041 24.3303 41.4784 62.8827 24.3821 93.9911 22.044 48.6738 17.404 38.5006 36.4383
internal_count=2900 1789 1021 1111 460 341 561 768 351 291 87 120 760 127 42 340 288 204 633 239 101 248 441 133 726 142 138 76 308 232
is_linear=0
shrinkage=0.00880808


Tree=22
num_leaves=31
num_cat=0
split_feature=16 5 6 5 21 22 16 15 20 18 9 2 21 22 7 16 23 2 8 22 23 20 17 23 10 16 4 10 5 16
split_gain=48.4265 19.5116 16.6217 14.4975 11.3184 15.7489 10.3905 12.5447 16.3194 13.3555 8.99457 8.58405 16.699 14.6081 7.8108 9.53006 8.30284 7.77164 10.3414 7.65142 7.23215 8.6314 11.2065 8.10957 7.39995 10.1382 7.19822 6.40011 14.1199 11.4538
threshold=18.594956516900002 7.7286379265000011 15.675366252400002 23.721757872050002 17.650944895250003 -0.156745 11.934972090850001 28.452330424200003 37.186372654950006 14.025183600500002 226.28914430085004 185.83358638795002 6.9984086918000008 -0.24103499999999997 26.626668929150004 16.244962012200002 0.077600000000000016 309.73785348360008 8.0437227585500022 0.68694500000000025 0.092290000000000025 44.921040431000009 192.00356210945003 0.087265000000000023 61.923256118600001 22.614947116400003 363.87426917165004 66.697957758300021 20.766972852450003 19.974953289850003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 4 6 27 19 -6 17 8 -8 -9 20 12 -10 -13 15 -15 -17 18 -3 -1 21 22 -5 -24 -22 -26 -16 -2 29 -29
right_child=3 2 -4 10 5 -7 7 9 11 -11 -12 13 -14 14 26 16 -18 -19 -20 -21 24 -23 23 -25 25 -27 -28 28 -30 -31
leaf_value=-0.014204034590369169 0.0060715651000060704 -0.013148608698053559 -0.013142968471085625 -0.015754984641461339 0.012858437421503763 -0.018170162235298933 -0.011529391413702015 0.010311730623909896 0.0034343069669315511 -0.01487444356950903 0.014005973575182989 -0.0091751808112770818 -0.010742106062263949 0.013234123714227311 0.0072828667880468377 0.0089249718564876936 -0.016791342982229531 0.0035676567765962385 0.0048076399633647628 0.0063595768778079379 0.0094375341793470381 0.0041144929602311212 0.0040548098585745469 -0.015152398274015759 0.0046208451634315523 -0.019694673069709435 -0.014596758812139793 0.0051520693780267145 -0.018813419503481026 -0.011816504310035298
leaf_weight=41.43998559564352 171.70925381779671 24.044664658606056 18.294744521379471 16.446606375277042 6.4956952780485153 3.8750418201088888 12.733655340969561 4.030412636697295 49.026635706424713 13.889587722718714 5.1913936883211127 7.9673910215497008 16.470797844231129 36.470215678215027 5.4410670921206457 4.512357845902442 3.1725684627890587 8.5555826872587186 5.933297023177146 2.8707730099558821 12.061122395098211 10.276906505227087 11.416856221854685 4.5661038756370536 6.8492756485939008 4.047858439385891 3.7817181646823883 50.504383906722069 4.6912227049469939 6.6834385544061652
leaf_count=450 511 232 197 134 16 33 102 15 203 123 11 54 106 89 20 15 28 37 27 16 36 42 45 30 27 33 26 168 36 38
internal_value=6.9794e-05 -0.00369594 -0.0020389 0.00339718 -0.0101907 0.00126455 -0.0010026 0.000384559 0.00161636 -0.00920979 -0.00142909 0.00293605 -0.00013067 0.00621035 0.00850685 0.0106364 -0.0016915 -0.00667225 -0.00959467 -0.0128718 -0.00264938 -0.00561334 -0.00869609 -0.00143242 0.00286413 -0.00441142 -0.00168867 0.00486117 0.00150244 0.00316898
internal_weight=573.451 269.006 214.325 304.444 54.6815 10.3707 196.03 157.496 139.576 17.92 70.8561 126.843 65.4974 61.3453 53.3779 44.1551 7.68493 38.5335 29.978 44.3108 65.6647 42.7065 32.4296 15.983 22.9583 10.8971 9.22279 233.588 61.879 57.1878
internal_count=2900 1789 1274 1111 515 49 1077 781 643 138 358 541 309 232 178 132 43 296 259 466 347 251 209 75 96 60 46 753 242 206
is_linear=0
shrinkage=0.012181


Tree=23
num_leaves=31
num_cat=0
split_feature=16 5 10 5 20 21 10 21 9 9 16 6 0 0 5 13 20 0 2 17 21 17 16 19 23 17 16 6 20 6
split_gain=83.3471 27.8784 26.9528 25.3532 15.7758 13.0241 12.1712 12.0394 11.9536 11.4304 11.3121 12.1207 9.98248 22.172 9.49763 16.0605 9.44163 9.66147 13.1 9.11306 9.50737 9.71746 9.04167 9.01017 10.3871 8.65297 8.61666 7.89271 7.68583 7.48786
threshold=18.594956516900002 11.848158554650002 74.986474174450009 23.803605515150004 38.238138001450004 11.491326747450001 83.715897724050009 18.904039828500004 226.28914430085004 197.33595066125002 15.794963064500001 11.175261108200003 93.972365491700018 96.249489528150022 19.731257453750004 108.61908538635001 41.941595803500007 86.20003303655001 158.68292856370002 197.05557773135004 2.1194692063500002 174.35320691475002 22.694946929300002 12.751028791950002 -0.15684499999999998 182.72552322705002 22.594947163200004 3.0750718485500008 48.008184682100008 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=1 7 5 12 -4 14 10 -1 19 23 25 -12 16 -14 15 -3 -2 18 -18 20 21 -5 -23 24 -7 -6 -22 -9 -16 -19
right_child=3 2 4 8 6 9 -8 27 -10 -11 11 -13 13 -15 28 -17 17 29 -20 -21 26 22 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.0062684072274604109 0.0049724294718571987 -0.0061264458326533832 -0.004723403518043498 0.0064530963395598925 0.00014736596161709373 0.0032248416725799193 -0.0061421104634064661 0.0063845572511686708 0.0084183201453853582 -0.0098764409575013232 0.0032360340628518162 -0.0082403745096414262 -0.005153671966932484 0.0065854105871258695 -0.0087282973464912136 0.0057125786690388003 0.00091729383520005507 0.0053501936659917709 -0.011778358730561905 0.0028031060566778647 -0.0019968528538028946 -0.010294834361063555 0.0034796521788842032 0.0081174001157583754 -0.010119509321710954 0.0057568460718217746 -0.008769610072314785 -0.005368064901948493 0.0017901475607025007 -0.00079938435372652993
leaf_weight=89.214134626090527 149.76658844947815 16.129393659532074 17.412687696516514 7.9174757748842266 17.086895264685154 8.1351425647735613 7.2162943556904784 6.1696982830762845 5.6623759269714347 4.2068337947130194 9.640090040862562 7.6512240543961516 17.513189174234871 12.988708332180975 33.580555945634842 7.9188516288995734 19.454282045364383 35.206077247858047 4.6720445752143851 14.910824604332445 18.039510264992714 4.772315636277197 4.1121425926685333 7.9204367175698271 4.0497028529644039 50.178199157118797 16.831036873161793 4.6410655900835991 3.5615131333470336 12.413859054446219
leaf_count=726 394 110 119 23 76 31 50 16 11 34 33 54 96 31 294 23 69 90 32 52 97 37 13 23 32 128 118 26 14 48
internal_value=9.5722e-05 -0.00252482 -0.00102391 0.00247747 0.00121777 -0.00388651 0.00234503 -0.00544618 -0.00107811 0.000328986 0.00306935 -0.00184216 0.00349676 -0.000154786 -0.00556141 -0.00222797 0.00399957 0.00196877 -0.00154121 -0.0018857 -0.00323873 0.000968392 -0.00391936 0.00246437 -0.00121023 0.00433191 -0.00526587 0.00133915 -0.00771969 0.00374708
internal_weight=618.973 294.713 194.688 324.26 109.185 85.5024 91.7727 100.025 72.2457 24.3121 84.5564 17.2913 252.015 30.5019 61.1903 24.0482 221.513 71.7463 24.1263 66.5833 51.6725 16.8019 8.88446 20.1053 12.1848 67.2651 34.8705 10.8108 37.1421 47.6199
internal_count=2900 1789 1021 1111 460 561 341 768 351 120 291 87 760 127 441 133 633 239 101 340 288 73 50 86 63 204 215 42 308 138
is_linear=0
shrinkage=0.00680823


Tree=24
num_leaves=31
num_cat=0
split_feature=16 5 10 5 20 21 20 9 10 22 21 16 22 22 9 7 20 0 23 5 13 17 13 6 10 0 20 23 6 23
split_gain=53.5164 20.2523 18.8666 15.9485 12.8809 11.527 11.1189 13.8411 10.6892 10.4859 10.6956 10.3502 12.9821 12.2316 9.06381 8.96675 8.84077 12.6992 10.3776 7.52822 12.5307 7.48238 7.76279 10.3945 6.86985 20.8656 7.6313 9.74896 12.7201 6.51323
threshold=18.594956516900002 10.718565385000002 74.986474174450009 23.721757872050002 38.238138001450004 11.491326747450001 44.710446918150005 40.406378633400003 70.343506983200015 -0.156745 17.650944895250003 13.534968349350001 0.06041500000000001 -0.13324 226.28914430085004 24.176224535650004 40.823855932350007 100.13162306855001 0.092290000000000025 19.731257453750004 108.61908538635001 197.05557773135004 116.59305220125002 22.585527707250005 70.182199495350019 96.249489528150022 42.131954243650007 0.087725000000000011 16.415383542800004 0.086355000000000029
decision_type=2 2 2 2 2 2 2 2 2 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 24 -4 19 -1 9 -7 10 29 13 15 -6 21 -13 18 -18 -17 20 -3 22 -5 -24 26 -26 -2 -28 -29 -8
right_child=3 2 4 14 11 8 7 -9 -10 -11 -12 12 -14 -15 -16 16 17 -19 -20 -21 -22 -23 23 -25 25 -27 27 28 -30 -31
leaf_value=-0.010596339418083108 0.0057953553719491254 -0.0080996431584718174 -0.0062786300171009824 0.0034169543873225866 0.0037465707526265551 0.0059129124574227917 -0.012134855501944455 0.0090681019457984867 -0.0076528824515828299 -0.011459519824246008 0.0087647456788001402 0.011211440477380024 0.012141086292749589 -0.010145167125874118 0.011125690486404606 0.0016329677565981159 0.0085930101193801567 -0.0038124675695659048 -0.015509550130403301 -0.010365951798541283 0.0072251994159101525 0.0037643291306640476 -0.0073634696076486659 0.01095235270588529 -0.0090476802006134328 0.0089911499275284936 0.0047872283447961969 0.002452030122480593 -0.012026927181307377 0.0071426329173913299
leaf_weight=41.654386773705482 150.10284074395895 15.346026152372362 17.9909797757864 10.583486095070837 12.523730151355268 14.361232586205007 6.6824038103222829 6.8744530305266371 8.7726690918207151 16.48263993114233 6.7781836465001097 8.7685243338346464 16.202052287757397 11.30917379260063 5.2020189911127082 7.3479212298989278 18.130210615694526 13.496437683701513 6.0267907455563545 32.473281554877758 7.4222438037395468 15.364034213125704 36.678376920521259 3.1550435572862616 13.199350930750372 11.041501045227049 38.734781242907047 14.964528128504755 9.1781739592552167 2.1791737377643585
leaf_count=420 427 114 137 40 50 60 71 27 64 157 18 18 33 90 11 28 51 69 42 308 23 54 246 7 80 27 117 50 52 9
internal_value=8.87739e-05 -0.00305159 -0.0013272 0.00284825 0.00122645 -0.00496975 -0.00711762 -0.00340183 0.000768591 -0.0060705 -0.000391049 0.00266586 0.004543 -0.00284533 -0.00117846 0.00225353 0.000508084 0.00329906 -0.00609164 -0.00737283 -0.00310389 -0.00215148 -0.00395426 -0.00591275 0.00405315 -0.000831147 0.00460906 0.00177711 -0.00305234 -0.00739428
internal_weight=579.027 270.823 190.171 308.204 111.796 78.3755 80.6512 38.9969 23.1339 32.1224 15.6398 93.8048 69.9719 23.8329 70.983 53.7699 45.0014 31.6266 13.3747 55.2416 22.7683 65.7809 50.4169 39.8334 237.221 24.2409 212.98 62.8775 24.1427 8.86158
internal_count=2900 1789 1087 1111 518 569 702 282 124 255 98 381 241 140 358 208 190 120 70 445 137 347 293 253 753 107 646 219 102 80
is_linear=0
shrinkage=0.00968298


Tree=25
num_leaves=31
num_cat=0
split_feature=5 8 9 0 22 9 0 21 13 0 6 20 21 22 20 6 2 20 22 5 17 23 0 18 0 22 13 5 23 9
split_gain=45.307 19.7969 28.0439 26.6898 21.0267 12.4846 14.4571 19.0136 12.104 15.2895 23.8493 10.5566 10.5992 10.3845 10.3662 21.313 10.3617 11.4984 9.53241 9.18644 19.3134 8.44001 13.3663 8.41488 21.7769 7.929 9.80337 7.7599 7.15926 12.813
threshold=11.848158554650002 4.9461400813500012 75.115715165350011 103.44649194340002 -0.24103499999999997 186.67271206880002 85.716110573100011 2.1194692063500002 109.57886493895002 96.055920542800024 14.815346158200002 42.406961525800007 3.2821610579500002 0.06041500000000001 40.621691032550004 16.465384711100004 323.30468295165002 40.742467179200005 -0.060760000000000002 22.443872254700004 195.10209338440004 0.075065000000000021 106.56510337475001 17.327266398450003 98.615332683000005 -0.15895000000000001 92.138837046750012 18.553574773300003 0.088165000000000021 208.47660979520001
decision_type=2 2 2 2 2 2 2 2 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 4 5 -2 -3 7 -7 9 10 -8 -1 -13 23 -10 -16 17 -6 19 20 -17 22 -14 24 28 26 -23 -12 -11 -30
right_child=1 3 -4 -5 16 6 8 -9 14 13 27 12 21 -15 15 18 -18 -19 -20 -21 -22 25 -24 -25 -26 -27 -28 -29 29 -31
leaf_value=-0.015571528366933393 -0.016328060992396056 0.01118565803253452 -0.019245987230451463 -0.021293007798351499 -0.013643810377137331 0.0073948935274970378 -0.0180654944300658 -0.0138739620306384 0.010168993406153596 0.012168953482566591 0.012884745099514133 0.010191547134803247 -0.019613251274331341 0.011529129405784088 0.0074078072848398017 0.0060983993293439566 -0.013872390415290333 0.010336478714554429 -0.020297088236606399 0.0082061943373105233 -0.036524918751193444 -0.019291453580391815 0.0096207570597929733 0.011180826761359553 -0.012977519596653504 -0.017617930827700409 0.01166174361418424 -0.0087187245363312457 0.0062377185104141638 -0.024965159814683169
leaf_weight=35.669467203319073 12.503216624259947 43.015036940574646 20.85967892408371 9.2033753171563131 4.807249315083026 14.51621203124523 20.140032455325127 23.054533146321774 81.966934680938721 17.226613089442253 10.691741056740282 7.9312155768275252 4.7896524071693412 25.569652907550335 69.857509098947048 5.2390110939741188 5.4568949714303008 35.756895653903484 8.7329610511660558 9.4565066099166852 3.95274268835783 3.7074964046478254 10.761832028627394 12.92587950080633 22.178915597498417 20.538706578314308 5.2236975654959679 5.2558012455701819 11.042615681886671 3.7313996627926818
leaf_count=373 107 126 213 82 40 46 157 153 230 51 30 38 46 85 217 16 33 127 53 31 28 39 53 39 152 211 17 31 44 32
internal_value=0.000109213 0.00188465 -0.00475294 0.00320937 0.000412782 0.00378974 0.00286905 -0.00565631 0.0039091 0.000504362 -0.00753454 -0.00944974 -0.00532604 0.0036347 0.00635547 0.00314088 0.00496101 0.00749458 -0.0077453 -0.00186731 -0.012231 -0.0080597 0.000617067 0.00062663 -0.00189134 -0.0126385 -0.00118748 0.00576493 0.00579225 -0.00164304
internal_weight=565.763 477.141 79.3839 397.757 58.5243 388.554 345.539 37.5707 307.968 128.763 36.0876 88.6221 52.9526 92.6751 179.206 97.2387 46.021 40.5641 27.3812 18.6483 9.19175 45.0214 15.5515 67.1054 54.1795 29.4699 8.93119 15.9475 32.0006 14.774
internal_count=2900 2123 520 1603 307 1521 1395 199 1196 621 218 777 404 403 575 345 200 167 128 75 44 366 99 318 279 267 56 61 127 76
is_linear=0
shrinkage=0.0145577


Tree=26
num_leaves=31
num_cat=0
split_feature=5 17 23 13 15 13 21 20 10 5 22 20 7 16 9 13 6 15 22 20 16 6 6 5 7 19 0 22 23 13
split_gain=38.5608 18.0337 11.2477 10.5598 10.8992 11.8134 10.221 9.90599 9.56495 25.4412 10.8852 12.7652 12.05 10.2651 8.96698 9.42474 22.9811 13.975 12.7484 10.9202 9.35614 8.67463 8.52851 8.10945 7.75467 7.38982 10.1669 10.6367 9.44052 12.2242
threshold=11.848158554650002 166.83257850275001 -0.27223499999999995 95.870416931800023 46.574831689400007 117.61735474900001 2.0547139412000006 40.742467179200005 60.474177186300004 30.133297129900004 -0.065399999999999986 41.590548329450009 22.708075280250004 21.979948601300006 186.67271206880002 117.38883580790001 15.925372093750001 29.049007317550004 -0.079824999999999993 38.828362408050005 22.664946999500003 16.445384243750002 16.515385879350003 20.766972852450003 23.539316666200005 9.4507625164000029 103.82556453975 -0.16297999999999999 0.074640000000000026 92.138837046750012
decision_type=2 2 2 2 2 2 2 2 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 6 -3 -4 8 -6 -2 -1 9 -5 12 13 -10 23 -14 16 17 19 21 -16 -19 -17 -23 -12 -7 -9 27 -27 -28 -30
right_child=1 2 3 4 5 24 -8 25 10 -11 11 -13 14 -15 15 18 -18 20 -20 -21 -22 22 -24 -25 -26 26 28 -29 29 -31
leaf_value=-0.01408372839201822 0.0025075371099231511 -0.0095069161371579957 -0.0078169767703260007 -0.018503069525178724 -0.01577603599402936 -0.0083655066616525973 -0.012661118094800137 -0.015592519150458674 0.006906792370766939 0.008906661687764203 0.0067552505345035638 0.00033378673831910489 0.010566608919319117 0.012830996977613859 -0.0099006992298486095 -0.024688475293430441 0.010646482271959148 -0.011096930360342106 0.006703304828621348 0.0040195925607861603 0.011333327847689187 -0.00051771465118740788 -0.020598538210611545 -0.0074292854403462229 0.011376578450525653 0.005827819045517893 0.010396156089227089 -0.016457513446644836 -0.010201716739811685 0.008787264466966099
leaf_weight=25.267885878682137 10.1191578283906 12.361427955329416 14.756443507969378 10.403703168034555 9.765914238989355 5.5551330596208555 20.659790046513081 8.3907268121838552 55.689766272902489 10.307934723794459 58.596836142241955 40.470308162271976 11.822029940783976 47.135330900549889 10.565167248249052 5.9278598353266778 28.173438683152199 28.091872677206997 7.5671861842274657 46.729105703532696 3.1636755168437949 10.037301272153853 4.771104507148265 6.8871480524539939 6.725381076335907 4.3925302028656033 10.826404646039007 12.869597405195234 14.951367333531381 7.934516303241252
leaf_count=292 57 90 111 87 76 38 192 98 196 36 195 173 33 108 78 40 73 196 22 181 8 43 30 42 18 19 47 133 155 33
internal_value=7.94724e-05 0.00147322 0.0021197 0.00245936 0.00283068 -0.00562572 -0.00767414 -0.00759934 0.00331324 -0.00486157 0.00377632 0.00629025 0.00196556 0.00843073 0.000211151 -0.000632987 0.000919259 -0.0021756 -0.00703444 0.00145267 -0.00882655 -0.0120477 -0.00698753 0.00526342 0.00244618 -0.00483936 -0.00306932 -0.0107868 0.000882351 -0.00361825
internal_weight=550.916 466.283 435.504 423.143 408.386 22.0464 30.7789 84.633 386.34 20.7116 365.628 153.09 212.539 112.619 156.849 145.027 116.723 88.5498 28.3035 57.2943 31.2555 20.7363 14.8084 65.484 12.2805 59.3651 50.9744 17.2621 33.7123 22.8859
internal_count=2900 2123 1874 1784 1673 132 249 777 1541 123 1418 518 900 345 704 671 536 463 135 259 204 113 73 237 56 485 387 152 235 188
is_linear=0
shrinkage=0.0123654


Tree=27
num_leaves=31
num_cat=0
split_feature=16 10 20 10 5 0 22 16 8 7 13 16 21 16 16 18 2 17 20 21 2 10 0 0 9 2 20 21 3 18
split_gain=49.8696 19.0659 15.6334 16.3168 15.4594 11.9454 9.77302 9.01745 8.77383 8.15614 13.822 17.9684 12.8001 10.648 14.7607 11.0956 7.70169 7.69642 8.38159 7.50235 7.49864 6.7951 17.3894 10.8174 10.739 9.95729 9.29681 8.76705 7.78536 6.81964
threshold=18.594956516900002 90.988176966900014 38.238138001450004 74.986474174450009 23.721757872050002 94.964406541850011 -0.096499999999999989 11.934972090850001 9.5425530862500008 24.101221167900004 98.362617618700014 9.6249774926000011 20.770927814650005 15.689963310050002 17.654958715000003 15.287416123250003 313.37633693555006 197.05557773135004 44.921040431000009 11.133313228750003 219.74617996645003 66.697957758300021 92.031298721500022 87.181320254150009 202.64563922830004 215.60007756200005 39.646013290900008 8.8712712239000009 85.436510927550003 12.949570119650001
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 16 6 21 -5 7 -4 17 20 11 -11 -13 15 -15 -12 -1 18 -6 -20 -7 23 -23 24 26 27 -2 -24 -29 -28
right_child=4 -3 3 5 8 9 -8 -9 -10 10 13 12 -14 14 -16 -17 -18 -19 19 -21 -22 22 25 -25 -26 -27 29 28 -30 -31
leaf_value=-0.010276979449468548 0.011708393538727612 -0.011968155368750448 -0.01221271806291562 -0.014473439501178697 -0.0083915643923408983 -0.0014439006387223553 -0.010256825903128887 0.000927360180278654 0.0075427125633669156 0.0074866615776458274 -0.0052738781244568459 -0.011473126829704191 0.012432116672514492 -0.011188593435437974 0.010528043824471861 0.010099313402271609 0.006551890868970657 0.0037222008576975789 0.010686657853278594 -0.0095388418582318165 0.012823381229276166 -0.015714047845870258 0.0068225943174779497 0.0089347229207313687 -0.0076742275136639946 -0.013117361299133734 -0.0063420520099166395 -0.017118551576135867 0.0057881015404756238 0.0040592903870860656
leaf_weight=36.727067612111568 18.088960893452168 29.213335573673248 8.2916843667626363 5.731896609067916 32.622172355651855 6.7549603804945972 29.861791536211967 31.958226792514324 11.491511069238184 11.811697065830229 7.1798116341233245 26.283246658742431 3.1634209454059592 10.706340394914152 6.2478323951363555 33.683132089674473 3.7809744849801055 14.975284099578856 6.3783100694417936 3.626334473490715 14.858458042144774 6.6525828540325156 43.263942047953606 76.166030645370483 10.114582955837248 4.1958459168672553 9.1926537901163083 3.9682762250304213 3.5378892570734024 58.599638797342777
leaf_count=329 40 319 72 62 227 35 249 174 36 48 32 230 7 73 19 86 18 54 19 22 36 39 132 194 48 28 40 32 11 189
internal_value=0.000134873 -0.00340985 -0.00235511 -0.00104606 0.00325101 0.00136314 -0.00539018 -0.00177956 -0.00141491 0.00211526 0.000752021 -0.00421231 -0.00890501 0.00429457 -0.00318573 0.00739817 -0.00870619 -0.00320194 -0.00563446 0.00335562 0.00836435 0.00463002 0.00143044 0.00577518 0.00326831 0.00350545 0.00455705 0.00487923 -0.00632193 0.00264887
internal_weight=569.128 266.254 237.041 196.532 302.874 126.421 70.1117 40.2499 69.0936 120.689 99.0755 41.2584 29.4467 57.8171 16.9542 40.8629 40.508 57.6021 42.6268 10.0046 21.6134 233.78 61.6185 172.162 95.9958 54.966 85.8813 50.7701 7.50617 67.7923
internal_count=2900 1789 1470 1123 1111 628 495 246 358 566 495 285 237 210 92 118 347 322 268 41 71 753 242 511 317 203 269 175 43 229
is_linear=0
shrinkage=0.0112276


Tree=28
num_leaves=31
num_cat=0
split_feature=16 5 10 5 20 21 16 22 22 9 21 10 8 18 20 10 0 18 22 20 18 2 0 2 9 16 22 21 7 21
split_gain=64.4333 20.8699 22.9552 20.3137 14.4678 13.9973 12.3498 13.5194 12.7048 14.5296 12.3103 11.277 10.9325 10.7207 15.877 8.27413 18.3843 10.265 14.4836 9.91598 8.64513 10.0059 8.52511 9.42791 8.08981 9.66926 7.92847 7.45494 7.28631 6.94134
threshold=18.594956516900002 10.293758831600002 74.986474174450009 23.803605515150004 38.238138001450004 18.904039828500004 13.534968349350001 -0.13324 -0.094344999999999998 207.97320095065001 11.491326747450001 70.343506983200015 9.5425530862500008 13.278511569200001 44.921040431000009 66.697957758300021 92.031298721500022 13.878370392300001 -0.073724999999999999 41.941595803500007 14.682853263650001 226.19683278270003 86.20003303655001 158.68292856370002 208.21354399485003 22.674946976100003 -0.092624999999999999 11.133313228750003 24.891451065550005 0.89219292875000011
decision_type=2 2 2 2 2 2 2 2 2 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 10 15 -4 -1 7 -6 9 -8 29 -12 13 14 -5 19 -17 -18 26 -2 21 22 23 -21 25 -15 28 -16 -19 -3
right_child=3 2 4 12 6 -7 8 -9 -10 -11 11 -13 -14 24 27 16 17 18 -20 20 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.0095558075161787798 0.0077094425861567398 -0.0030800735290322928 -0.006697784034171015 -0.012647530179869807 0.0039572646381216721 0.0036741441300425035 0.0038345456285058667 -0.011066348695826707 0.0079860081570339182 -0.013832542437826518 0.0058629688826658749 -0.0083452167848277782 0.0074247658921702056 -0.00066721179521049578 0.0095225186724320725 -0.014112972024956124 0.013669556987119994 -0.0083446175040467682 0.0058675747708988833 0.0013617536488953223 0.014102293639034142 -0.0091764172262852502 0.0068250179594576063 -0.016509376511762507 -0.012756487077590537 0.01375196591425914 -0.017128679631947939 -0.0086982348460546734 0.0073205337427847995 -0.010650898926633916
leaf_weight=66.753729455173016 113.57125355303288 18.289356894791126 19.759565398097038 20.372192360460762 12.819692209362985 9.4823866933584195 17.4493717327714 12.078017346560953 48.578465864062309 6.6846720501780501 14.89638574421406 9.4978737756609899 11.841642260551451 16.435049057006843 6.4792291671037656 6.8890404701232901 8.7417998909950239 7.1506876423954946 30.63246184587479 19.275328516960148 6.3004268407821646 7.84094114601612 29.161422908306122 3.6443765088915816 3.6450075507163993 6.8373391181230536 4.6790843382477751 3.6418169885873795 5.4190177619457245 40.23368788510561
leaf_count=630 292 117 144 161 52 37 63 95 140 47 61 67 36 78 19 40 16 42 93 69 11 39 80 26 22 13 35 22 17 336
internal_value=0.000209786 -0.00337299 -0.00164596 0.0033795 0.00125346 -0.00791024 0.00286306 -0.00333077 0.00498391 -0.0010589 -0.00575009 0.00033103 -0.0014895 -0.00332818 -0.00746515 0.00476537 0.00160385 0.00351603 0.00166228 0.00588218 0.00274843 0.00155464 0.00317023 -0.00147987 0.00135837 0.00356909 -0.00580598 0.00296622 -0.0015911 -0.0082849
internal_weight=589.081 276.523 200.287 312.558 117.37 76.2361 97.6102 24.8977 72.7125 24.134 82.9173 24.3943 69.2523 57.4106 30.4932 243.306 63.5121 56.6231 47.8813 179.794 66.2225 59.9221 52.0811 22.9197 26.9174 23.2724 17.2488 10.121 12.5697 58.523
internal_count=2900 1789 1122 1111 541 667 397 147 250 110 581 128 351 315 202 760 243 203 187 517 225 214 175 95 113 91 94 41 59 453
is_linear=0
shrinkage=0.0101895


Tree=29
num_leaves=31
num_cat=0
split_feature=16 10 6 0 16 4 10 23 23 2 8 20 10 0 19 18 18 9 2 10 7 21 5 21 18 23 17 9 19 0
split_gain=39.3811 16.638 13.255 12.1772 11.8012 11.7145 13.449 11.4085 18.4627 13.6091 11.7992 13.6045 18.0339 11.6781 14.7705 9.43866 9.40015 12.5714 9.4758 9.01786 8.83639 8.54451 8.30838 12.9974 7.84489 10.6267 7.407 8.4469 7.03395 10.1716
threshold=18.594956516900002 90.988176966900014 15.675366252400002 86.530713386650021 22.614947116400003 248.34582299520005 62.041548276350007 -0.17732499999999998 -0.22831499999999999 234.61110956795002 7.0445025401000008 44.710446918150005 80.677940036650014 103.44649194340002 12.651020723000002 13.622618370000001 13.565012728250002 196.26893085885004 101.14502893930002 62.197478847950002 28.359442781600002 2.1194692063500002 7.9505457906000006 18.904039828500004 13.583580954200002 -0.21013499999999999 188.16174763880002 195.39349636155001 13.051052998800001 98.615332683000005
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 7 5 16 26 21 8 9 15 11 -9 -13 14 -12 -1 -5 18 -18 -19 28 -7 23 -14 25 -23 -2 -28 29 -16
right_child=3 -3 -4 4 -6 6 -8 10 -10 -11 13 12 22 -15 20 -17 17 19 -20 -21 -22 24 -24 -25 -26 -27 27 -29 -30 -31
leaf_value=0.0062182780605821841 -4.5777176115112486e-06 -0.016190896922646154 -0.016547013890714394 0.012385927051658885 0.015080515703613174 0.010141485134691271 -0.022100686166572743 -0.019189460142970838 0.021038147723234486 0.0095881160821162138 0.0067391691714781378 -0.012557976696831322 -0.019215674369367695 -0.015360988680711877 0.0030257346206651469 -0.021018740981614208 0.00047854249362970866 -0.012464858052898629 -0.023493747163041898 0.0066317534489465403 0.018946384781827617 0.0064409786837020238 0.021965512726687744 0.017617827455540715 0.0074008791036359487 -0.016714656600695904 0.014396579867147725 -0.0025085444874422846 -0.016225880934598161 -0.023744405491895236
leaf_weight=4.6954690515995052 43.213525258004665 26.84198834002018 16.80458515137434 30.580201186239719 35.661309145390987 11.783271700143812 9.5948635935783368 22.155427798628807 13.130003489553927 13.873062960803507 54.004346042871475 23.968211196362972 4.7751753404736537 11.88016229867935 17.795087479054931 9.9672719687223417 9.3214551731944102 6.7972673326730719 7.4369522184133521 71.02136854827404 3.310983568429946 6.9407495036721185 7.0442366749048224 4.8386913537979126 8.6512947604060155 17.528837896883495 26.494273334741592 10.296720936894415 15.512866191565989 4.4514223039150229
leaf_count=22 191 319 197 80 86 37 72 225 30 51 214 188 57 106 83 99 36 32 53 236 7 28 13 11 31 122 66 41 131 36
internal_value=0.000163772 -0.0043953 -0.00300789 0.00410113 0.00704249 0.000584297 -0.00507916 -0.00193165 0.00549481 -0.00165705 -0.00375465 -0.00920528 -0.00376044 -0.000555174 0.0012949 -0.0122966 0.0047522 0.00228394 -0.0101597 0.00496371 -0.00586389 -0.0014421 0.00889773 -0.000677249 -0.00556314 -0.0101466 0.00444224 0.00966533 -0.00803941 -0.00233084
internal_weight=550.371 255.049 228.207 295.322 160.819 134.504 54.499 211.402 41.6658 28.5358 169.737 62.7817 40.6263 106.955 95.0747 14.6627 125.157 94.577 16.7584 77.8186 41.0704 44.9042 16.6581 9.61387 33.1209 24.4696 80.0045 36.791 37.7594 22.2465
internal_count=2900 1789 1470 1111 523 588 290 1273 202 172 1071 494 269 577 471 121 437 357 89 268 257 218 81 68 181 150 298 107 250 119
is_linear=0
shrinkage=0.0158389


Tree=30
num_leaves=31
num_cat=0
split_feature=16 10 20 10 5 0 22 16 9 6 2 16 19 7 5 6 16 21 22 6 22 13 18 6 2 20 16 10 0 18
split_gain=33.0225 14.7721 12.1772 11.2447 10.5409 9.38577 8.93799 8.82393 7.44079 6.80825 8.25158 8.83223 13.4353 7.70728 12.6777 8.35586 9.14206 11.8397 7.3713 6.91087 7.49907 5.92044 7.64009 12.1291 5.90882 5.73109 8.21575 5.48547 15.7992 8.89896
threshold=18.594956516900002 90.988176966900014 38.238138001450004 74.986474174450009 23.803605515150004 94.964406541850011 -0.096499999999999989 11.934972090850001 227.14331114760003 13.665319288000001 146.11720701395004 14.034967180100002 11.950964240300001 24.101221167900004 14.624842172000003 11.765274893750002 17.654958715000003 16.589865017350004 -0.086339999999999986 13.825323026450002 -0.054494999999999995 116.59305220125002 13.278511569200001 22.585527707250005 313.37633693555006 41.21013581150001 22.624947093000003 66.697957758300021 92.031298721500022 13.878370392300001
decision_type=2 2 2 2 2 2 2 2 2 2 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 6 27 -5 7 -4 21 10 11 -7 -13 -12 15 16 17 18 -15 -11 -21 -6 23 -23 -1 -24 -27 -2 -29 -30
right_child=4 -3 3 5 8 9 -8 -9 -10 19 13 12 -14 14 -16 -17 -18 -19 -20 20 -22 22 25 -25 -26 26 -28 28 29 -31
leaf_value=-0.010717161592103293 0.0055699348978519763 -0.012646405136879793 -0.013466771975562029 -0.015816742297902257 0.0052497339631286223 -0.017646700355609453 -0.010757776971288029 0.0018950467093059786 0.015095617999605512 0.014871823244475772 0.010699340291664396 0.013901330280665753 -0.013929094632604978 -0.014717254031330979 -0.018783017779397462 0.011741739397081884 0.01433447771893212 0.010852699092514285 -0.00032447305303505788 -0.0075307815985144041 0.011327048648951522 -0.012882870593549698 0.008449416762468822 0.014286781360461293 0.0062341770295297671 -0.015641467378741079 0.0041613360871406071 -0.017462120511236225 0.015924721346695318 0.0011901402681157094
leaf_weight=33.161801211535931 164.90158145129681 25.111453466117382 7.675609625875949 4.9613284990191451 12.449190959334372 7.6443635821342495 27.441547054797411 30.675892651081085 4.1538842469453803 12.374667257070543 14.891536943614481 5.7671545296907407 5.6270715743303299 12.313524842262266 5.1761047244071952 11.698670357465742 5.6060627773404113 7.2468315511941901 11.117863543331628 7.076091930270195 6.779762849211691 22.044412598013881 9.2676082774996775 3.0740068554878226 3.7590434625744811 6.1405223011970502 7.821412205696106 6.7255392447113982 7.90714157372713 45.206528566777706
leaf_count=329 517 319 72 62 46 76 249 174 9 27 47 14 42 123 44 32 15 26 69 34 17 184 29 7 18 45 31 40 16 187
internal_value=0.000117937 -0.00333339 -0.00227516 -0.00092807 0.00305 0.00143396 -0.00517446 -0.00117944 -0.00149668 0.00218922 0.00046552 -0.00699142 0.000157194 0.00255175 0.000269358 0.00232461 -0.000711632 -0.00346112 -0.00788808 0.00791216 0.00169648 -0.00263032 -0.00465937 -0.00955783 -0.00899129 0.000637405 -0.00454803 0.00436401 0.00104077 0.00338371
internal_weight=535.798 246.106 220.995 184.074 289.692 118.281 65.793 38.3515 64.951 113.32 87.0892 19.0386 11.3942 68.0506 53.1591 47.983 36.2843 30.6782 23.4314 26.2305 13.8559 60.7972 48.348 25.1184 36.9208 23.2295 13.9619 224.741 59.8392 53.1137
internal_count=2900 1789 1470 1123 1111 628 495 246 351 566 488 132 56 356 309 265 233 218 192 78 51 342 296 191 347 105 76 760 243 203
is_linear=0
shrinkage=0.0128137


Tree=31
num_leaves=31
num_cat=0
split_feature=16 5 6 0 16 4 10 7 10 21 22 15 16 21 18 9 2 10 20 6 2 21 17 16 0 20 10 10 16 22
split_gain=45.6456 17.7297 16.933 13.3184 12.0239 11.9839 14.1916 10.7869 11.6343 10.188 13.9837 10.0501 10.4876 9.71952 9.66747 12.8336 10.6192 10.0983 9.66004 9.28462 12.3693 9.1818 9.52074 8.49828 12.7143 10.7986 8.02375 11.4925 8.00511 7.30228
threshold=18.594956516900002 7.7286379265000011 15.675366252400002 86.530713386650021 22.614947116400003 248.34582299520005 62.041548276350007 19.152455927400002 66.499011856650014 17.650944895250003 -0.156745 32.540328261750005 11.934972090850001 4.7627705569500014 13.5538556217 196.26893085885004 101.14502893930002 62.197478847950002 43.633733172900008 13.200308423050002 309.73785348360008 11.790993765850002 192.34053301495001 15.919962772200003 97.900202820250016 41.941595803500007 70.343506983200015 78.677727187550019 21.014950857900004 0.68694500000000025
decision_type=2 2 2 2 2 2 2 2 2 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 5 14 28 21 -3 -9 29 -11 12 19 18 -5 16 -16 -17 -14 20 -10 -7 -23 24 -15 -26 -25 -28 -2 -1
right_child=3 2 -4 4 -6 6 -8 8 11 10 -12 -13 13 23 15 17 -18 -19 -20 -21 -22 22 -24 26 25 -27 27 -29 -30 -31
leaf_value=-0.014292909157171439 -0.0081344751570986765 0.016846509097998126 -0.013527693193643461 0.010259969110898689 0.012167892284963117 0.002097176820115362 -0.017686280425718397 -0.013857701251914885 -0.014742799273464181 0.01253808221554439 -0.017909051199015227 -0.015975132063196121 0.0028865362386389878 0.010177144022412907 0.001127240114566399 -0.010068933456670048 -0.018610332120160233 0.005599370981869899 0.016368582169788183 0.0061223875619436027 0.0045376212276546585 -0.020250951208307034 0.0042310279331145093 0.0094120460016540695 -0.0123300388455088 0.0043431237565163218 -0.014388949683080601 0.0082997114614281851 0.0049301537220368605 0.0064480870903473216
leaf_weight=38.978559464216232 8.1033022701740247 5.156592331826686 18.227750048041344 29.951009914278984 36.556576907634735 34.821693018078804 9.6004344001412374 11.044698245823382 19.719466134905819 6.2572568878531456 3.7547695934772474 6.4238560274243346 58.802032873034477 16.399634912610054 9.5618470683693904 7.0056391060352317 7.6198229640722266 73.911401428282261 9.6203301623463613 7.3787797987461081 7.0189296156167975 6.6593588292598707 3.9291265681385994 3.8032124042511013 12.169460311532022 12.003392212092875 18.601185679435734 4.2704033702611914 73.242402270436287 2.8325825184583655
leaf_count=450 58 10 197 76 86 150 72 84 209 16 33 66 272 46 36 33 53 239 23 31 31 53 15 13 84 45 149 14 240 16
internal_value=0.000155537 -0.00364602 -0.00203809 0.00347079 0.00585884 0.000587999 -0.00390839 -0.000949649 -0.00143972 -0.0101816 0.00111962 -0.00066137 -8.19759e-05 0.00147252 0.00405769 0.00216404 -0.00762609 0.00424284 0.00478214 -0.00626356 -0.00968162 -0.000995523 -0.0111663 -0.00189493 0.00170026 -0.00405073 -0.00736322 -0.0101527 0.00362871 -0.0128878
internal_weight=563.426 262.463 210.64 300.963 164.606 136.356 55.0106 192.412 187.255 51.8232 10.012 176.211 169.787 135.67 128.05 98.0987 17.1817 80.917 68.4224 34.1172 26.7384 45.4102 10.5885 67.2473 40.5725 24.1729 26.6748 22.8716 81.3457 41.8111
internal_count=2900 1789 1274 1111 523 588 290 1077 1067 515 49 983 917 646 437 361 89 272 295 271 240 218 68 351 175 129 176 163 298 466
is_linear=0
shrinkage=0.0124726


Tree=32
num_leaves=31
num_cat=0
split_feature=5 17 23 20 13 13 15 13 10 5 22 20 9 0 6 15 6 2 20 16 5 21 17 17 10 7 22 21 19 0
split_gain=30.1676 14.8568 8.93695 8.81731 8.73475 8.53079 7.98174 9.7691 7.95472 21.2923 9.22864 11.1501 9.64825 11.1902 13.7324 17.1693 9.37622 8.84038 11.0036 8.00861 8.38502 7.74278 7.16631 7.16313 6.68875 9.56509 10.7319 6.98683 6.43206 8.45688
threshold=11.848158554650002 166.83257850275001 -0.27223499999999995 40.742467179200005 120.65531243640002 95.870416931800023 46.574831689400007 117.61735474900001 60.474177186300004 30.133297129900004 -0.062629999999999991 41.590548329450009 189.54401862130001 85.716110573100011 15.185354803400001 28.566186095050004 16.415383542800004 74.86597289860002 38.828362408050005 22.494947397000004 21.042547594650003 2.0547139412000006 215.30533467345003 176.45537817675003 62.197478847950002 22.726915405250001 -0.081474999999999992 7.8300995118000012 9.4507625164000029 103.82556453975
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=3 4 -3 -1 21 23 8 -8 9 -7 12 19 -10 -14 15 17 -13 -15 -19 20 -12 -2 -20 -4 25 -16 27 -27 -5 -30
right_child=1 2 5 28 -6 6 7 -9 10 -11 11 16 13 14 24 -17 -18 18 22 -21 -22 -23 -24 -25 -26 26 -28 -29 29 -31
leaf_value=-0.017816417518869136 0.0011046590490324548 -0.01125925489294859 0.0056508694985501458 -0.019922570569885979 0.020494308706419318 -0.022951443072684725 -0.019231706608472395 0.003292614179495292 0.0083013682180149966 0.010635345615179431 0.0087356563980692699 0.004925977140608954 -0.019197967591569103 -0.019635700640232671 0.01528677495632989 -0.01496145257331483 -0.013418566242613577 -0.013149457875601744 0.010072926780748014 0.016002865886169143 -0.011157729114544978 -0.017855925141066129 -0.0097251282504120032 -0.018465855910090711 0.01040633972879001 -0.026039773146307912 0.0078197413932579313 -0.0018399182578154555 -0.013153920178248006 0.0013126854850846084
leaf_weight=22.415156114846468 8.1885379627347046 12.06135845184326 5.1684394329786292 7.3165847584605208 2.3680883124470702 9.9250391796231288 8.9613029584288615 11.790865555405615 53.478968180716038 10.03959711641073 57.878668710589409 28.345517791807652 7.4094027802348128 4.7114771381020537 8.3961903825402278 23.958292677998543 9.9548513218760473 8.4546249583363515 34.213311038911343 41.150037869811058 6.2030391097068778 18.702138639986515 5.630071632564067 8.8040776178240758 43.153249688446522 6.85350549221039 9.6938987895846349 5.8453050181269646 16.099122192710638 31.773355536162853
leaf_count=292 52 90 27 98 7 87 76 56 192 36 194 112 54 32 20 181 55 68 113 100 39 190 34 84 128 42 30 24 152 235
internal_value=0.000149642 0.00175995 0.00253672 -0.00921575 -0.00944558 0.00294255 0.00338311 -0.00643395 0.00392595 -0.00606169 0.00448711 0.00767051 0.00232978 0.000312628 0.00127056 -0.00353736 0.00015795 0.0016259 0.00369997 0.0104048 0.00681 -0.0120822 0.00727536 -0.00954507 0.00627522 0.000485105 -0.00506481 -0.0149005 -0.00572257 -0.00355232
internal_weight=528.944 451.34 422.081 77.6042 29.2588 410.02 396.047 20.7522 375.295 19.9646 355.33 143.532 211.798 158.319 150.91 76.9678 38.3004 53.0095 48.298 105.232 64.0817 26.8907 39.8434 13.9725 73.9421 30.7889 22.3927 12.6988 55.1891 47.8725
internal_count=2900 2123 1874 777 249 1784 1673 132 1541 123 1418 500 918 726 672 428 167 247 215 333 233 242 147 111 244 116 96 66 485 387
is_linear=0
shrinkage=0.0162611


Tree=33
num_leaves=31
num_cat=0
split_feature=5 17 21 16 16 20 15 0 16 23 6 23 21 8 6 4 6 15 4 18 21 23 22 18 9 0 13 7 16 10
split_gain=26.1285 13.6885 8.35529 8.30535 8.09195 9.195 10.9011 7.73588 9.81022 8.52073 8.03626 7.70703 7.6571 8.29363 7.65658 7.5213 13.8464 7.28373 6.83704 6.40976 6.20376 6.08595 6.46551 5.70491 8.50974 8.13792 12.3938 6.87308 6.13743 10.8047
threshold=7.7286379265000011 166.83257850275001 12.953111773950001 21.084950694200003 18.594956516900002 38.238138001450004 30.046989284200006 86.530713386650021 22.614947116400003 0.12064000000000002 16.375382608200002 -0.22588499999999997 3.2821610579500002 1.7486353823000003 16.285380505300001 310.49012963040008 15.925372093750001 47.90801194005001 351.06419557740008 15.232298661650001 2.0547139412000006 0.074640000000000026 -0.15895000000000001 13.5538556217 196.26893085885004 96.249489528150022 109.34496908160001 23.9444576715 19.214955067100004 66.697957758300021
decision_type=2 2 2 2 2 2 2 2 2 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 20 5 11 12 9 15 10 14 18 -7 -14 -6 23 19 -12 -3 -17 -2 -4 -23 -9 27 26 -26 -25 -28 -30
right_child=1 4 21 -5 7 6 -8 8 -10 -11 17 -13 13 -15 -16 16 -18 -19 -20 -21 -22 22 -24 24 25 -27 28 -29 29 -31
leaf_value=-0.011448602209510543 -0.00051456155838027927 -0.0069961931023415471 0.0068254740641101944 0.013639464722053006 0.00015644925883657223 0.0050243756816776251 -0.01078520460402203 0.0081187845875323392 0.0092547666028119091 -0.0090724102067283284 0.002907377789345121 -0.0094458152890024641 -0.014240836988039192 0.00031253392626823094 -0.020888890802417039 -0.021595279414658095 0.0045021352406219807 -0.0076066957112510122 0.014514393997088726 -0.00170959109489012 -0.011339309973253739 0.0046687528763114591 -0.013349692131977465 -0.00052734507552214195 -0.01100132385074889 0.013214523395862503 0.011877315898286658 -0.016951520596256729 0.0060840803907121037 -0.0072327705496744617
leaf_weight=27.371186926960945 8.9842373207211548 3.3960037082433727 5.9763729237020007 2.2317124828696242 4.5271582305431348 43.192541494965553 9.0923324078321439 25.662598170340061 32.452834434807301 9.9362457245588285 94.611506648361683 20.685366753488779 4.7214505597949019 86.869563426822424 3.5095015689730644 5.0357074886560467 10.289469264447687 8.1870590597391111 3.3633726947009563 2.9335168674588203 18.568351738154888 3.5633446872234336 6.310736369341611 10.591259732842444 6.8633219003677359 9.3614773005247098 9.8682105615735036 4.0196308493614188 24.565178073942661 9.7263955995440465
leaf_count=390 63 32 31 6 21 186 97 70 86 58 363 214 46 476 28 37 33 64 9 15 201 18 78 42 42 19 22 34 72 47
internal_value=8.85105e-05 0.000815417 -0.0078706 -0.00620246 0.00128676 -0.000533892 0.000548147 0.00243291 0.0040434 0.000414402 0.00126488 -0.00620636 0.00131268 -0.000437682 -0.00903377 0.0026212 -0.00369348 0.00207002 0.00370718 -0.0142752 -0.00780962 -0.00169197 -0.00684722 0.00376664 0.00227738 0.00404934 0.00236775 -0.00504583 0.00444557 0.00230691
internal_weight=516.468 473.246 43.2216 29.7843 443.462 171.321 143.876 272.141 151.37 120.771 110.835 27.4447 134.784 91.591 8.03666 118.917 18.2587 102.799 6.75938 7.96922 27.5526 15.8505 9.87408 100.658 74.9955 60.3846 51.0231 14.6109 44.1598 34.2916
internal_count=2900 2383 517 270 2113 1060 805 1053 519 534 476 255 708 522 49 433 85 427 41 52 264 127 96 348 278 202 183 76 141 119
is_linear=0
shrinkage=0.0106939


Tree=34
num_leaves=31
num_cat=0
split_feature=16 3 6 21 16 13 19 21 22 23 17 12 9 8 0 13 20 22 17 16 6 5 0 2 18 20 18 21 21 2
split_gain=22.6679 11.4517 11.7218 8.50145 8.03711 7.84168 12.089 7.82985 5.43761 15.8066 11.8019 7.9856 7.52772 13.8808 11.5965 10.1795 11.5602 10.492 9.20055 9.00182 13.6873 8.98612 22.0349 7.97342 7.04366 6.56278 6.24184 9.28332 6.10653 10.6343
threshold=11.934972090850001 108.48197402175002 5.0951190466500007 16.589865017350004 12.644970430600003 95.870416931800023 10.650859343850001 20.770927814650005 -0.24103499999999997 0.091705000000000023 195.76335783930003 209.21482242480002 66.290220196950017 4.9461400813500012 95.762878606550018 98.238948544700023 41.621607100200002 -0.11600999999999999 188.16174763880002 15.689963310050002 13.400313096150002 13.697488545350001 99.378854792050006 154.60082690140004 18.645258535250004 47.001379125850008 13.030213775350001 11.217348012850001 0.89219292875000011 70.507592614000018
decision_type=2 2 2 2 2 2 2 2 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 -7 -6 9 11 -11 -4 23 14 25 24 21 -18 26 -20 -21 -17 28 -10 -15 -14 27 -19 -23 -30
right_child=1 -3 8 -5 7 6 -8 -9 12 10 -12 -13 13 15 -16 16 17 18 19 20 -22 22 -24 -25 -26 -27 -28 -29 29 -31
leaf_value=-0.013232732851310693 0.011301150378300125 -0.013401957472747686 -0.0043957856101742463 0.0049985649925223504 -0.016657213308296583 0.015437633111865112 -0.018000293704510055 0.0070550879394209029 -0.0041608913189229314 0.010190715949289809 -0.0096630033526687968 -0.022052163895968629 -0.018570406388398596 -0.019194749117072613 0.015658600375583552 0.016219949919607367 0.0093705701628208349 -0.01897655303133684 0.013445951312558832 -0.020651543379010314 0.00018536265272651385 0.010122618977939979 -0.016656934494497042 0.013566996496778141 0.0083228125682806887 0.00053579956867545265 -0.02206859486391783 0.0082825896565694151 -0.0096768633980449208 0.0052835239940160128
leaf_weight=39.19441644102335 3.3718518763780621 10.38946685194969 12.273216079920532 8.0807028859853727 14.826146945357324 5.0877138711512071 3.6553425937891006 3.3605030477046958 6.4588477946817902 20.271890208125118 8.3029319532215577 8.5500617101788503 13.039964471012359 6.7506702691316587 3.1853546351194373 13.845884151756762 18.852391824126244 4.6303905397653597 8.6009045094251615 6.8189261406660071 68.541149940341711 44.146140120923519 9.192222021520136 21.965253710746765 2.5105898976325989 4.8531318083405486 6.6747614219784728 5.2384122982621193 10.196359775960444 112.28543829917908
leaf_count=515 19 127 78 36 210 16 42 14 39 66 57 76 144 66 7 36 60 37 22 55 319 138 76 64 13 23 55 20 52 418
internal_value=0.000103063 0.00115239 0.00149703 -0.00831002 -0.00858816 -0.0105534 0.00145773 -0.0122757 0.0020182 -0.00235118 0.00442186 -0.0116455 0.00260506 0.00202432 -0.00899871 0.00275432 0.00318856 -0.000231199 -0.00203228 -0.00014851 -0.00170006 0.00534062 0.00448387 0.00953866 -0.0117351 -0.0133882 -0.0115927 -0.00450726 0.00565012 0.0040381
internal_weight=505.151 449.133 438.743 56.0182 21.5585 47.9375 8.74306 18.1866 417.185 49.3981 28.5748 20.8233 367.787 339.363 21.0785 318.284 309.023 119.357 100.505 83.961 75.3601 189.666 175.82 28.4241 9.26126 17.8931 16.5436 9.8688 166.628 122.482
internal_count=2900 2291 2164 609 243 573 58 224 1921 277 123 154 1644 1541 174 1367 1288 568 508 396 374 720 684 103 79 167 112 57 608 470
is_linear=0
shrinkage=0.0140261


Tree=35
num_leaves=31
num_cat=0
split_feature=5 17 16 21 23 2 9 22 21 10 5 7 13 3 17 3 18 20 13 15 21 18 18 23 16 21 9 23 20 6
split_gain=19.8158 10.006 8.22037 7.14157 7.17854 6.3034 7.50473 6.7367 6.5508 6.23993 18.6828 7.92734 9.05007 10.7213 14.0013 10.1396 11.4732 13.2037 11.0787 9.96903 8.51549 7.80145 7.03371 6.77811 6.38755 8.11689 6.28022 9.05743 6.13709 7.57604
threshold=7.7286379265000011 168.45154159730004 21.084950694200003 8.8712712239000009 0.074640000000000026 167.29597799085005 68.670253264700008 0.28022500000000006 5.2269517379000012 60.474177186300004 29.040033326300005 19.152455927400002 109.41218053485001 84.146051024900018 173.06150329755005 81.430708313150021 15.606027545000002 44.710446918150005 95.870416931800023 45.49682449725001 5.977284140550001 17.327266398450003 13.278511569200001 -0.22253999999999999 22.674946976100003 7.4080080539000006 206.92464388935002 0.088990000000000027 40.621691032550004 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=3 2 5 -1 -5 7 8 -2 -7 10 -3 -11 13 15 -15 16 -13 18 23 28 -20 -22 -21 -18 25 -24 -17 -28 -14 -30
right_child=1 9 -4 4 -6 6 -8 -9 -10 11 -12 12 19 14 -16 26 17 -19 20 22 21 -23 24 -25 -26 -27 27 -29 29 -31
leaf_value=-0.019255771034295571 -0.020168265176635291 -0.025777309744828461 0.021018008107634743 0.0082150929138309608 -0.012677748386988012 0.023430918084583391 -0.021803742613792917 0.016403234296449042 -0.0041795397451673457 0.028810958359685959 0.005701156883133985 -0.015161056114667497 0.0089694844513909817 0.013206007873262012 -0.013443603428974204 0.011677444605807906 0.0082829883254120149 0.023334530581146661 0.0085787520487662621 -0.018361465457153711 -0.016230095216985412 0.0093884940834498675 -0.019110007215661331 -0.018205742064681726 0.016627881919974295 0.0074112706751319523 0.0089155209383068919 -0.018819630187296595 0.0063125957188432565 -0.0031805905840602178
leaf_weight=18.419972155243158 16.028387885540727 9.0570989102125186 2.680748611688613 7.7598617300391224 12.280672695487736 3.8152433633804304 3.9861881583929053 1.6019892171025265 7.1246539764106274 3.2415109984576693 13.695872440934179 15.792109180241821 89.811829604208469 6.9395584948360911 31.92657408490777 33.887106440961361 3.482913579791787 6.8404567316174498 28.115325782448053 8.3044213727116603 9.8086364306509477 5.291202835738658 6.6054625511169451 14.106805291026829 5.1200120896100989 6.7430550009012222 8.8711986392736417 5.5250611975789061 68.164095893502235 37.780469544231892
leaf_count=312 203 94 7 51 154 7 49 9 51 6 66 127 293 28 257 122 22 15 123 81 72 19 46 176 13 29 35 44 229 160
internal_value=0.000106896 0.00109897 -0.00760389 -0.0116128 -0.00458787 -0.00996066 -0.00182881 -0.0168452 0.00544949 0.00183067 -0.00682923 0.00232779 0.00210942 -0.000837369 -0.00868531 0.00147828 -0.00211064 0.000936039 -0.00158376 0.00436838 0.00304698 -0.00725297 -0.00536371 -0.0129607 0.000480771 -0.00571268 0.00768021 -0.0017288 0.0056994 0.00292727
internal_weight=492.808 454.348 35.2372 38.4605 20.0405 32.5565 14.9261 17.6304 10.9399 419.111 22.753 396.358 393.116 170.587 38.8661 131.721 83.4374 67.6453 60.8049 222.529 43.2152 15.0998 26.773 17.5897 18.4685 13.3485 48.2834 14.3963 195.756 105.945
internal_count=2900 2383 326 517 205 319 107 212 58 2057 160 1897 1891 1040 285 755 554 427 412 851 214 91 169 198 88 75 201 79 682 389
is_linear=0
shrinkage=0.0170045


Tree=36
num_leaves=31
num_cat=0
split_feature=16 10 20 15 17 0 16 4 10 18 9 21 17 0 6 0 21 10 3 4 22 21 18 5 17 5 23 9 6 16
split_gain=24.587 12.3165 10.0312 9.15026 9.13016 8.14699 10.1976 8.98151 10.6314 7.86883 10.4257 7.8021 8.33333 7.28082 11.8847 9.26971 10.6172 10.5889 18.6159 7.18237 7.06447 7.71892 7.29619 9.33438 6.96341 6.96188 6.50906 7.24385 6.31294 6.29643
threshold=18.594956516900002 90.988176966900014 38.238138001450004 30.046989284200006 166.83257850275001 86.530713386650021 22.614947116400003 248.34582299520005 62.041548276350007 13.5538556217 196.26893085885004 11.790993765850002 192.34053301495001 96.249489528150022 14.855347092800002 90.337570099350003 5.7587983756000005 66.697957758300021 86.302194445500007 224.02099845660004 0.68694500000000025 3.2821610579500002 15.453654363050001 11.976288766350002 201.78545703200004 19.385335982600001 -0.22125500000000001 68.670253264700008 16.375382608200002 21.979948601300006
decision_type=2 2 2 2 2 2 2 2 2 2 2 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 26 7 9 28 11 -7 19 -9 -13 14 -12 16 -16 -17 -19 25 21 -6 23 -23 -24 -11 27 -4 -2 -30
right_child=5 -3 3 -5 20 6 -8 8 -10 10 13 12 -14 -15 15 17 -18 18 -20 -21 -22 22 24 -25 -26 -27 -28 -29 29 -31
leaf_value=-0.0083281537319523143 -0.01108563154247777 -0.012054013832091894 0.0126493016701209 -0.012990669369423622 0.0051566031162028235 0.0090705648358536239 0.011073927779629419 0.0018434751922421552 -0.016683066193352716 -0.010901744403111164 -0.0084907348089856335 -0.020265229488222271 0.0038825650267468488 0.013035034198615876 -0.014850718139396682 0.015480598280638705 0.0053108933866711887 0.010508132726653246 -0.018784991978853974 -0.022516619257309235 0.012478682409841778 -0.016274887013354767 0.0051495567970404202 -0.0022686413400847785 -0.0040046543678164993 0.0089420402452494302 -0.016172041209829478 -0.015234281495740963 -0.0055171007221828322 0.0055709361292424001
leaf_weight=33.798454780131578 4.7836294099688521 21.84555096924305 3.5600850582122794 9.3679202012717706 38.451287239789963 26.934162080287933 32.394696712493896 32.628973517566919 8.6765234246849996 7.3108715415000933 14.715464510023592 6.1430258825421316 3.7570560649037361 10.585051529109476 7.2244617640972164 17.176889099180698 10.386190868914126 11.010095149278643 5.2153809741139403 4.1696509942412368 8.2164843976497632 10.060511551797388 33.718220558017492 33.972612790763378 22.668251171708107 4.7630389854311943 9.210997346788643 2.6520347073674202 9.6619318351149541 61.731289401650429
leaf_count=347 25 319 13 101 174 76 86 150 72 44 80 53 15 25 39 36 32 29 31 32 26 120 165 212 161 13 113 38 72 201
internal_value=0.000180893 -0.00293585 -0.00196738 -0.000716591 -9.05134e-06 0.00272013 0.00471791 0.000338057 -0.00379848 0.00299476 0.0012267 -0.00116984 -0.0111012 0.00320436 0.00162121 0.00453815 -0.00296005 0.00849141 0.0010924 -0.00806451 0.000971252 0.0002904 -0.0015729 -0.00546873 0.00146942 -0.00307357 -0.00935802 0.000745437 0.00311861 0.00407035
internal_weight=506.791 227.522 205.677 171.878 162.51 279.268 151.886 127.382 51.2056 119.491 92.5571 42.5291 9.90008 76.3135 65.7285 51.013 17.6107 33.4024 16.2255 16.2436 147.087 138.871 100.42 44.0331 56.3865 12.0739 15.4231 6.21212 76.1769 71.3932
internal_count=2900 1789 1470 1123 1022 1111 523 588 290 437 361 218 68 272 247 167 71 96 60 89 858 832 658 332 326 57 164 51 298 273
is_linear=0
shrinkage=0.0127721


Tree=37
num_leaves=31
num_cat=0
split_feature=16 10 6 5 7 10 22 9 6 10 21 15 16 22 20 19 6 19 6 23 23 2 23 20 17 23 9 7 12 16
split_gain=39.9016 15.7575 13.8817 11.846 11.1159 9.79359 10.5807 8.65439 8.53236 15.6018 9.79257 8.41944 7.3651 13.39 13.0903 10.9967 8.88445 17.4908 16.0947 9.02742 8.25792 8.00504 6.79678 7.65391 10.2063 6.59995 6.42281 6.19438 6.28766 6.12564
threshold=18.594956516900002 90.988176966900014 15.675366252400002 23.803605515150004 19.152455927400002 66.499011856650014 0.68694500000000025 226.28914430085004 5.0951190466500007 86.858705278550005 17.650944895250003 32.540328261750005 12.644970430600003 -0.11808 45.673096293200011 11.850956171350001 13.665319288000001 13.151061067750001 11.945279099550001 0.085715000000000027 0.09254500000000003 166.57119979220002 0.092290000000000025 44.921040431000009 192.00356210945003 0.087265000000000023 40.406378633400003 26.005367513800003 250.35852345740003 16.514961380800003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 4 -2 -1 -6 8 22 9 -7 26 12 13 14 21 -14 18 -18 19 27 29 -10 23 24 -5 -26 -11 28 -17 -21
right_child=3 -3 -4 7 5 6 -8 -9 11 10 -12 -13 15 -15 -16 16 17 -19 -20 20 -22 -23 -24 -25 25 -27 -28 -29 -30 -31
leaf_value=0.011447220154439108 0.0032386195004405097 -0.0085902488339200198 -0.0090058742125243632 -0.010958047025457206 -0.0092314753518146359 -0.01048229820923546 0.0079786470487456344 0.0097601991559677585 -0.0074342110936246354 -0.010337914519550861 0.0100972111394248 -0.010542296709511022 0.0065802344988892857 -0.010210776015050603 -0.011698131357470713 -0.0072586841914354392 0.0043560342881588153 -0.01205942218879485 -0.010467885751656624 -4.5094778047226017e-05 -0.0035935964903282985 0.0068609760341938955 0.0022330746250933493 0.002601529048363257 0.0025983036730970648 -0.0099281964722095807 0.0068107685461835004 -0.012776435809605389 0.0088091565587483309 0.011775701528807116
leaf_weight=5.0547768995165816 226.40103835612535 25.629755847156048 16.743153296411037 14.824296399950983 10.586857482790945 17.948397569358352 9.2935297191143018 5.0759008526802054 3.5308987572789254 4.8762083873152715 5.667926199734211 5.7624580413103095 20.566581003367901 13.251308016479014 4.9077164679765692 4.1233201473951322 39.610065057873726 5.29501699656248 14.026851579546927 4.8868581503629711 7.258595459163188 13.975656442344187 20.156010366976261 9.9929305985569936 10.542442977428435 4.2453893497586241 2.3189761266112328 4.9368405193090439 3.0478037223219872 8.8986352011561376
leaf_count=10 760 319 197 132 84 214 30 11 32 58 14 65 61 129 46 32 135 46 116 25 46 48 92 42 44 30 13 41 9 19
internal_value=0.000184127 -0.00228595 -0.0015728 0.00232309 -0.000979669 -0.00128643 -0.000853265 -0.000873782 -0.0012972 -0.00537221 0.00175808 -0.000482311 -9.14556e-05 -0.00345095 0.00054546 0.000972172 -0.000280366 0.00242039 -0.00285096 0.000371811 0.00372945 0.00397778 -0.001777 -0.00381782 -0.0059841 -0.000997887 -0.00481097 -0.00546388 -0.000429681 0.00758531
internal_weight=543.436 252.198 226.568 291.238 209.825 204.771 194.184 64.837 184.89 30.8115 12.8631 154.079 148.316 35.6656 22.4143 112.651 92.084 44.9051 47.1789 33.1521 21.0441 17.5066 59.7611 39.6051 29.6121 14.7878 7.19518 12.108 7.17112 13.7855
internal_count=2900 1789 1470 1111 1273 1263 1179 351 1149 299 85 850 785 255 126 530 469 181 288 172 90 80 340 248 206 74 71 82 41 44
is_linear=0
shrinkage=0.00848275


Tree=38
num_leaves=31
num_cat=0
split_feature=16 8 20 23 4 9 21 20 15 0 10 22 7 20 5 3 3 21 22 2 6 19 6 13 13 9 16 5 5 2
split_gain=20.1657 12.4546 17.8142 10.3278 15.527 9.90856 9.20002 8.50056 7.93932 7.75627 13.1356 8.57906 11.6309 8.71779 8.37568 15.9568 9.51836 6.9891 8.51015 6.5968 6.59948 10.5266 10.2525 8.14171 11.3915 8.5327 7.98082 6.89639 6.38007 6.26396
threshold=13.534968349350001 4.9461400813500012 43.902382686800003 -0.15684499999999998 310.49012963040008 186.67271206880002 12.749485150050001 51.779769178100004 11.325487309600001 85.716110573100011 61.993156030000002 -0.065399999999999986 22.708075280250004 42.564639561200003 30.133297129900004 94.92945658615001 94.187442142150019 3.7393195618000008 -0.23771499999999998 70.507592614000018 13.665319288000001 11.850956171350001 13.825323026450002 109.34496908160001 117.38883580790001 206.08249486475003 22.624947093000003 21.893521430150003 13.592434445950001 339.55821382900007
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=3 2 6 4 -1 -3 -2 17 -6 10 14 12 -11 -13 15 16 -7 -4 -19 -14 21 -21 -22 25 -25 -24 27 -26 -23 -20
right_child=1 5 7 -5 8 9 -8 -9 -10 11 -12 13 19 -15 -16 -17 -18 18 29 20 22 28 23 24 26 -27 -28 -29 -30 -31
leaf_value=-0.019062427590525309 -0.019409929676492698 0.01016249726010336 0.01612811553464857 -0.01124247266210871 -0.012529772972767783 -0.010600284108404669 0.010386528275948045 -0.019273352969783039 0.013752147760029839 0.012507069039830275 -0.023896581756294086 0.0072650511356177391 -0.018587629464700144 -0.0065526440738974462 0.017487607595585056 -0.024290205366108403 0.015663875477061589 -0.016923941453114669 0.0065519195875005012 0.015023908911542457 0.016571155056590684 -0.0021771051051992173 0.00032387739217089898 0.0072421577543319553 -0.026277579937365445 -0.019004512537759376 0.0046172318495053847 -0.0053436208546884037 -0.020172073600133341 -0.016114058643923474
leaf_weight=6.8973014093935516 20.551170356571678 39.681622177362442 8.4284457266330701 51.90157912299037 3.5308531448245075 5.7705319076776567 2.9328636117279521 4.5778671614825717 14.695684120059012 16.87567250430584 7.3656366914510718 107.96363998949528 5.285131447017192 12.632437705993651 5.3347871676087371 6.8611585274338713 8.3820916786789876 5.9802904650568918 24.519611597061164 4.069745488464835 9.5883427262306196 8.3221689909696597 12.084531478583814 43.03614005446434 5.7371544614434304 10.636069644242523 11.800763241946695 12.157283537089823 11.798388350754974 3.4441119767725459
leaf_count=92 275 129 23 611 35 34 16 62 62 47 77 389 38 65 13 49 24 60 132 11 24 51 71 144 35 96 46 58 105 26
internal_value=0.000163637 0.00153378 -0.00449764 -0.007233 0.00104988 0.00276377 -0.0156887 0.00110001 0.0086608 0.00180338 -0.00531684 0.00268597 0.000191318 0.00581765 -0.000122949 -0.00459376 0.00495504 0.00330112 0.000116127 -0.00135376 -0.000648943 -0.00805995 0.00105778 -0.000500571 0.00206842 -0.00872422 -0.00542969 -0.0120553 -0.0127291 0.0037603
internal_weight=492.843 415.818 70.4344 77.0254 25.1238 345.383 23.484 46.9503 18.2265 305.702 33.7142 271.987 151.391 120.596 26.3486 21.0138 14.1526 42.3725 33.944 134.516 129.231 24.1903 105.04 95.4519 72.7313 22.7206 29.6952 17.8944 20.1206 27.9637
internal_count=2900 2100 594 800 189 1506 291 303 97 1377 197 1180 726 454 120 107 58 241 218 679 641 167 474 450 283 167 139 93 156 158
is_linear=0
shrinkage=0.0157379


Tree=39
num_leaves=31
num_cat=0
split_feature=5 3 16 12 8 21 9 19 0 22 5 0 10 17 0 4 16 4 6 16 13 20 6 20 23 6 21 7 19 21
split_gain=17.6306 8.50454 8.08924 12.1247 12.5665 7.38125 5.35249 5.78429 6.55307 12.5203 9.92698 6.00005 14.3811 11.7169 7.65702 8.1066 7.8432 9.13529 14.9661 8.41254 14.4797 14.4073 10.4477 9.06938 7.33654 7.1151 6.43002 5.93001 8.99943 10.6204
threshold=7.7286379265000011 108.48197402175002 13.534968349350001 255.91119495340004 2.9476996444500005 12.953111773950001 38.136666659400014 11.850956171350001 98.615332683000005 -0.094344999999999998 13.697488545350001 96.249489528150022 70.343506983200015 192.00356210945003 86.530713386650021 403.46457168010005 22.614947116400003 309.48890441440005 15.925372093750001 19.214955067100004 112.82921081865001 38.175120519550006 16.455384477450004 41.24714903835001 0.12064000000000002 14.755344756250002 5.2269517379000012 19.041006859700005 14.051133688400002 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=5 2 3 -2 -5 -1 -4 -8 11 -10 -11 12 14 25 15 24 17 19 -19 -16 21 -21 -22 -24 27 26 -14 -9 29 -29
right_child=1 -3 6 4 -6 -7 7 8 9 10 -12 -13 13 -15 16 -17 -18 18 -20 20 22 -23 23 -25 -26 -27 -28 28 -30 -31
leaf_value=-0.014639971220879984 -0.010150425889315336 -0.012865925953877479 -0.012940187633799715 0.01182138806766308 -0.014341585646385484 -0.0014961827129082918 0.010394385242138085 0.012151091675118075 -0.017507737081315818 0.0090276306600580031 -0.0089454959120624615 0.007510644751141311 0.0088144287534638686 -0.017817778978926144 0.012363291137843208 -0.020588287215887392 0.01156355949892999 -0.020663145279666194 0.0057136928252592345 0.0019672224417910849 0.01046422194789484 -0.025289676009564638 0.0040284799619324753 -0.02561851542983308 -0.011545495591625939 0.01593501534678991 -0.018554644958112463 -0.01861656008104981 0.0021276722053348348 0.020186185366897074
leaf_weight=22.347537741065025 29.355487272143364 9.0961730293929559 4.9758004248142234 13.838250599801542 5.2694036401808253 14.739130951464174 16.752326976507902 10.4058930426836 10.3300444483757 14.766752704977991 11.258233707398174 41.309370785951614 3.0829770788550395 13.635446529835461 24.151877015829086 3.8015087470412245 30.03630018979311 8.1072977185249346 9.9710554629564268 9.922499321401121 33.503599546849728 6.7893070280551902 5.8404422923922521 3.3898496106266975 9.2952552959322912 4.5487473979592323 4.236247081309557 8.6091041378676874 95.806265629827976 1.7672531008720387
leaf_count=390 326 127 46 45 60 127 66 39 98 56 80 159 13 131 72 34 86 60 33 38 96 44 20 21 55 13 45 114 403 3
internal_value=0.00013352 0.000931468 0.00122014 -0.00433226 0.00460631 -0.00941631 0.00191673 0.0021106 0.00172995 -0.00407804 0.00125258 0.00237328 0.00163358 -0.00870065 0.00264185 0.000155026 0.00509039 0.00317814 -0.00611509 0.00518785 0.00227257 -0.00910611 0.0067224 -0.00685946 0.000781444 0.00177427 -0.00702634 0.00176423 0.000746323 -0.0120079
internal_weight=480.939 443.853 434.757 48.4631 19.1077 37.0867 386.293 381.318 364.565 36.355 26.025 328.21 286.901 25.5034 261.398 129.685 131.712 101.676 18.0784 83.5976 59.4457 16.7118 42.7339 9.23029 125.884 11.868 7.31922 116.589 106.183 10.3764
internal_count=2900 2383 2256 431 105 517 1825 1779 1713 234 136 1479 1320 202 1118 648 470 384 93 291 219 82 137 41 614 71 58 559 520 117
is_linear=0
shrinkage=0.0144177


Tree=40
num_leaves=31
num_cat=0
split_feature=16 10 6 5 7 10 22 18 17 6 21 16 2 7 16 16 6 6 16 10 9 23 21 20 17 23 18 23 6 18
split_gain=28.7923 13.5652 11.7322 9.31604 9.0017 7.96226 8.90776 7.6802 9.89659 9.36249 14.8717 8.9296 18.1846 8.60764 12.629 11.2277 8.10363 11.4709 7.99499 7.94117 7.03999 5.74248 7.07911 11.7523 7.33777 6.12779 5.47047 5.46588 7.87165 7.10124
threshold=18.594956516900002 90.988176966900014 15.675366252400002 23.803605515150004 19.152455927400002 66.499011856650014 0.68694500000000025 17.327266398450003 205.10400128480003 5.1551204485500008 20.770927814650005 12.644970430600003 234.61110956795002 26.565321014450003 17.654958715000003 9.744977212000002 11.895277931250002 13.665319288000001 18.384957008000004 78.220689305400015 226.28914430085004 0.092290000000000025 11.790993765850002 48.315732392000008 192.00356210945003 0.087265000000000023 11.257534840550003 0.084795000000000023 11.685273024550002 13.849588037450003
decision_type=2 2 2 2 2 2 2 2 2 2 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 -1 -6 7 8 9 10 -7 12 -11 -9 15 -15 -13 19 -19 -18 21 22 23 24 26 -26 -5 28 -2 -29
right_child=3 -3 -4 20 5 6 -8 13 -10 11 -12 16 -14 14 -16 -17 17 18 -20 -21 -22 -23 -24 -25 25 -27 -28 29 -30 -31
leaf_value=0.01218394509973127 -0.010858489854014738 -0.009301398304948378 -0.0098494714625207477 0.0020180268110423431 -0.0097383649350915088 -0.011564141675051003 0.0086957407238172964 0.010547878677644047 -0.0086363342572153608 -0.012317829231152287 0.0077627145508620179 0.006183920935702354 0.0047302333397590398 0.0094732477096588115 0.013863593268617788 -0.0087273307654529078 -0.013637625579863515 0.0036960773831493259 -0.0095989925862826949 0.0016319087747241237 0.010411139551835327 0.0023326300066834377 -0.01399989532819604 0.010637187907714148 0.0040310359377666357 -0.010586831055826404 -0.013302804601789326 0.0037770244411008225 0.0058808814985334325 -0.00068941267079945638
leaf_weight=4.8125066533684722 2.7338931486010543 23.38624956831336 14.801077175885437 2.7625646293163326 9.8082841634750348 16.162882391363386 8.8688648417592031 9.9108482226729411 19.453796155750751 13.986448861658575 4.8629168868064871 24.669241301715374 10.129001706838606 4.2344549894332948 4.6155816316604605 12.807958364486693 8.8508240059018117 35.405834715813398 4.8256123960018149 5.0068494677543631 4.6728263348340979 19.405604917556047 5.8001792877912512 5.4232738912105551 9.8153043761849386 3.7103577256202689 10.524477794766424 88.769771762192249 74.903986588120461 53.604859322309494
leaf_count=10 16 319 197 19 84 216 30 29 168 153 16 96 40 16 8 114 81 144 45 23 11 92 52 13 40 26 98 289 227 228
internal_value=0.000197054 -0.0022958 -0.00152739 0.00228763 -0.000906586 -0.00123199 -0.000778036 -0.00125837 -0.00221117 -0.00120234 -0.00709416 1.85349e-06 -0.00515728 0.00306827 -0.000354451 -0.00420511 0.00158156 -0.000517513 0.00210138 -0.00812066 -0.00102622 -0.00195664 -0.00414497 -0.00237179 -0.00500305 2.10647e-05 -0.0101174 0.0032232 0.00529143 0.00209539
internal_weight=518.726 236.599 213.213 282.127 198.412 193.599 183.791 174.922 143.353 123.9 21.0258 102.874 24.1155 31.5688 21.658 17.0424 78.7584 54.0891 40.2314 13.8577 62.1146 57.4418 38.0362 32.236 26.8127 13.5257 13.287 220.013 77.6379 142.375
internal_count=2900 1789 1470 1111 1273 1263 1179 1149 982 814 232 582 193 167 138 130 389 293 189 104 351 340 248 196 183 66 117 760 243 517
is_linear=0
shrinkage=0.00968975


Tree=41
num_leaves=31
num_cat=0
split_feature=5 17 23 13 15 13 20 21 10 5 22 9 20 16 0 6 15 10 7 20 16 2 21 5 22 7 21 17 19 0
split_gain=27.1934 12.689 9.92612 8.7966 9.39979 10.1606 8.78984 7.94598 7.76817 20.0158 8.82873 10.7202 10.3824 10.2475 10.0916 10.4133 12.1753 10.1098 12.4129 8.96375 8.94767 9.69679 8.3662 7.91228 7.36963 7.21314 7.15719 6.67355 6.45127 8.4746
threshold=11.848158554650002 166.83257850275001 -0.27223499999999995 95.870416931800023 46.574831689400007 117.61735474900001 40.742467179200005 2.0547139412000006 60.474177186300004 30.133297129900004 -0.065399999999999986 189.54401862130001 41.590548329450009 21.979948601300006 85.716110573100011 15.925372093750001 29.049007317550004 62.197478847950002 22.726915405250001 38.828362408050005 22.664946999500003 132.99388411665004 4.3122268386500009 20.766972852450003 -0.081474999999999992 23.539316666200005 7.8300995118000012 218.56744384050003 9.4507625164000029 103.82556453975
decision_type=2 2 2 2 2 2 2 2 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 7 -3 -4 8 -6 -1 -2 9 -5 11 -10 13 23 -13 16 19 18 -17 -16 21 22 -18 -12 26 -7 -20 -23 -8 -30
right_child=1 2 3 4 5 25 28 -9 10 -11 12 14 -14 -15 15 17 20 -19 24 -21 -22 27 -24 -25 -26 -27 -28 -29 29 -31
leaf_value=-0.01174481693692722 0.0024289149714874789 -0.0081007915861955933 -0.0066221916167495034 -0.01491690235307362 -0.013297904397714154 -0.0074104401398953175 -0.013078947857774224 -0.01000106524443427 0.0057876006762019915 0.0069374224241895771 0.005263695139493642 -0.012237753485338999 0.00029608930406185179 0.010678261503013192 -0.0077940068848335251 0.010612450904651804 0.006422339495029232 0.0083949796262535927 -0.017660961101809775 0.0035698348274647955 0.0094108826549426875 -0.017674742148508431 -0.010954126735603703 -0.0071452330618004527 0.0035572255281748578 0.0094492856857502985 -0.0014225132852398431 0.0019612390994953096 -0.0085134344734687194 0.0012463051649356733
leaf_weight=20.705672826617956 8.7793489173054713 11.581857338547705 13.256194241344927 9.6094633638858813 9.0357244759798068 5.3254752308130247 7.008484434336423 18.024082195013762 51.520716197788715 9.6337258368730527 55.463492713868618 7.2154125347733489 38.967525638639927 44.56434591114521 9.7716550976037961 8.1733964160084742 6.5441956371069008 31.150537118315697 6.6553835645318049 43.172997996211052 3.4241098910570136 12.993119757622479 6.1885687559843063 6.6006257012486449 7.1821871548891059 6.4304293617606163 5.8586232140660286 2.3455482907593241 15.397715479135512 30.332566630095243
leaf_count=292 57 90 111 87 76 38 98 192 190 36 195 53 173 108 77 19 22 86 41 178 9 122 43 42 24 18 24 12 152 235
internal_value=0.000205339 0.00121386 0.00167785 0.00196022 0.00225357 -0.00475467 -0.00582933 -0.00592968 0.00265057 -0.00397596 0.00301721 0.00156865 0.0050289 0.00675851 0.000126062 0.000747907 -0.00166541 0.00420064 -0.000487485 0.00147248 -0.00694026 -0.00893475 -0.00202323 0.00394398 -0.00509366 0.00181176 -0.0100587 -0.0146721 -0.00350686 -0.00203987
internal_weight=512.913 439.469 412.665 401.083 387.827 20.7916 73.4444 26.8034 367.036 19.2432 347.792 202.196 145.596 106.628 150.676 143.46 84.4402 59.0201 27.8696 52.9447 31.4955 28.0714 12.7328 62.0641 19.6962 11.7559 12.514 15.3387 52.7388 45.7303
internal_count=2900 2123 1874 1784 1673 132 777 249 1541 123 1418 900 518 345 710 657 463 194 108 255 208 199 65 237 89 56 65 134 485 387
is_linear=0
shrinkage=0.0107142


Tree=42
num_leaves=31
num_cat=0
split_feature=5 16 6 21 22 7 10 0 20 20 21 16 6 15 12 13 22 22 13 21 22 0 23 10 21 7 16 13 18 9
split_gain=17.3006 8.65102 9.1917 7.37822 9.95865 7.09268 7.73828 6.78539 8.28481 10.6548 9.40401 7.69464 6.87651 6.73133 6.82175 12.3573 11.2129 10.5195 9.25044 10.2701 8.30805 6.77119 6.30775 12.3392 6.27439 6.14665 8.61119 6.06254 7.0913 7.51687
threshold=7.7286379265000011 18.594956516900002 15.675366252400002 17.650944895250003 -0.156745 19.152455927400002 66.499011856650014 86.530713386650021 42.131954243650007 43.45354240915001 6.9984086918000008 22.614947116400003 16.575387281250006 32.540328261750005 207.71672397260002 95.99139754765001 -0.24103499999999997 -0.59511499999999995 108.61908538635001 6.9984086918000008 -0.11808 98.031937268650012 -0.15684499999999998 75.085947125300024 2.7924425290000001 26.626668929150004 17.654958715000003 117.50443950750001 13.583580954200002 196.26893085885004
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=3 2 5 -1 -5 -2 -7 8 -3 24 -11 27 -12 14 15 -8 -16 -17 19 20 21 -19 -18 -24 -10 -25 -27 28 -9 -30
right_child=1 7 -4 4 -6 6 13 11 9 10 12 -13 -14 -15 16 17 22 18 -20 -21 -22 -23 23 25 -26 26 -28 -29 29 -31
leaf_value=-0.013780971521354048 0.018252786132172041 0.0034979461215299242 -0.014530225405735018 0.014427928326641453 -0.020318099616587103 -0.015102872466857886 -0.018459262942997368 0.011149488165679892 0.0015689052950821237 0.011821078623769656 -0.017694602173720236 0.012113223783513996 0.0058371263079147386 -0.018402200755773843 -0.010791073846480929 0.014877564299251012 0.013750285420450613 -0.026391941212391874 0.017673170519592836 -0.015942871707820654 0.003469737611269892 -0.0010813686425318035 -0.020488176021982749 0.011494385936991118 -0.015893565192762731 -0.010601421484853124 0.018319248210968142 -0.012682312659154604 -0.0080933710721916314 0.0040465545405360603
leaf_weight=28.39745669439435 4.6117358952760688 72.667535908520222 12.278358865529297 5.7330441772937775 3.0088612549006921 9.0387466847896558 10.525286223739384 25.68977889418602 6.5695532560348537 12.846139907836916 6.6675045192241651 29.594748958945274 5.3577558062970638 4.7937831804156295 10.537104342132805 9.2533985748886973 19.341203097254038 4.6804039143025751 4.8203237131237975 14.278136193752287 29.738308325409907 5.4992179721593857 4.7265609428286544 20.197595335543156 19.628104161471128 8.7147815488278848 3.4330484792590132 5.4355899095535269 14.917056277394293 67.010891608893871
leaf_count=468 10 295 197 16 33 84 154 75 28 43 45 86 31 66 93 28 66 41 11 125 152 36 49 78 146 76 8 28 83 249
internal_value=0.000183518 0.00103387 -0.00162209 -0.00995609 0.00246875 -0.000656803 -0.00120328 0.00279332 0.000142915 -0.00463105 0.00261949 0.00509235 -0.00721023 -0.000368716 0.000224432 -0.00285998 0.00385454 -0.000455012 -0.00285906 -0.00468525 -0.000658539 -0.0127187 0.00659011 0.0028545 -0.0115145 0.00626552 -0.00242827 0.00325445 0.00405939 0.00183617
internal_weight=479.992 442.853 176.468 37.1394 8.74191 164.19 159.578 266.385 123.737 51.0691 24.8714 142.648 12.0253 150.539 145.745 78.7951 66.9503 68.2698 59.0164 54.1961 39.9179 10.1796 56.4132 37.072 26.1977 32.3454 12.1478 113.053 107.618 81.9279
internal_count=2900 2383 1274 517 49 1077 1067 1109 588 293 119 521 76 983 917 547 370 393 365 354 229 77 277 211 174 162 84 435 407 332
is_linear=0
shrinkage=0.0154666


Tree=43
num_leaves=31
num_cat=0
split_feature=16 3 6 15 21 13 19 15 13 7 13 20 21 22 20 6 20 12 5 17 22 15 17 10 9 22 15 17 4 22
split_gain=15.1728 7.88141 7.33069 7.72134 6.24047 8.04418 10.6642 4.74343 7.34127 5.451 4.58781 11.8311 8.87845 7.6005 7.53782 8.24447 6.93431 6.62986 11.0183 9.6648 7.85896 6.10975 7.44932 5.84056 5.75005 7.36501 9.52393 7.11909 5.58438 5.34463
threshold=11.934972090850001 108.48197402175002 5.0951190466500007 17.382777826050003 16.589865017350004 95.870416931800023 10.650859343850001 46.574831689400007 117.61735474900001 23.539316666200005 109.57886493895002 38.238138001450004 1.0085888034000001 -0.033594999999999993 41.621607100200002 16.665389384150004 34.823977857500005 217.64277969395002 21.377246852200006 200.69710494525003 -0.11420499999999999 29.198705243000003 193.40041255380001 61.966271448700006 206.08249486475003 0.06041500000000001 23.969938375100003 166.83257850275001 286.97332695225003 -0.088099999999999998
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=4 2 3 -2 5 -1 -7 10 -9 -10 11 12 13 16 -12 17 -4 20 -19 23 -16 24 -23 -20 27 26 -26 -13 -24 -22
right_child=1 -3 7 -5 -6 6 -8 8 9 -11 14 21 -14 -15 15 -17 -18 18 19 -21 29 22 28 -25 25 -27 -28 -29 -30 -31
leaf_value=-0.01334098654642161 0.0048493572800232271 -0.01298124157694466 0.0030425799964275387 -0.015067306650565137 0.0046001697225216834 0.016641907484681754 -0.018408383630165913 -0.016527641441732702 -0.0092410108647573656 0.011715864488843028 0.0059955567832459169 -0.0097344177709490845 -0.020419523600038899 0.0070505995436049729 0.01416532704366124 -0.015875888522776396 -0.020330784520741052 -0.023137512891672551 0.0018603358772338468 0.010973807382685866 -0.0084802139978499818 -0.020776368442937093 0.0058808396223468742 -0.018964994527015309 -0.01659673478386333 0.010140153667238009 0.0030305547913000775 0.0071072981865877641 -0.014322316899982195 0.0042673108595188284
leaf_weight=32.907612077891827 6.8672407716512707 8.721046254038809 4.7618783153593558 11.851286668330429 7.7249716036021701 5.0567390844225866 3.1447400413453579 7.8629118576645878 5.0295977219939214 6.1770801916718483 124.31919987127185 6.079400945454835 9.1518765501677972 9.59005966037512 14.203336626291273 6.5208213254809371 7.0070919953286648 5.5800260156393078 5.9034967049956339 10.293797098100184 9.6220282465219444 5.1746809668839004 10.575060106813906 6.1331530176103115 10.593811400234705 8.3042919002473337 11.535019341856239 72.025205839425325 4.2980631031095973 31.065068345516924
leaf_count=515 58 127 35 185 36 16 42 76 38 18 457 59 96 47 39 61 81 35 26 29 47 55 52 42 78 29 59 302 47 113
internal_value=0.000159628 0.00107798 0.00137665 -0.00776051 -0.00772452 -0.0100405 0.00320237 0.00181317 -0.00545707 0.00231034 0.00218513 0.000263709 -0.00810309 -0.00282577 0.00361599 0.00030407 -0.0108736 0.00157829 -0.00435243 0.00034166 0.00459392 0.00224899 -0.00533121 -0.008751 0.00364912 -0.00186173 -0.00636569 0.0057964 4.24935e-05 0.00125267
internal_weight=468.081 419.247 410.525 18.7185 48.8341 41.1091 8.20148 391.807 19.0696 11.2067 372.737 159.096 30.5109 21.359 213.641 89.3217 11.769 82.8009 27.9105 22.3304 54.8904 128.586 20.0478 12.0366 108.538 30.4331 22.1288 78.1046 14.8731 40.6871
internal_count=2900 2291 2164 243 609 573 58 1921 132 56 1789 940 259 163 849 392 116 331 132 97 199 681 154 68 527 166 137 361 99 160
is_linear=0
shrinkage=0.0149454


Tree=44
num_leaves=31
num_cat=0
split_feature=10 8 9 0 17 20 21 22 23 14 10 8 21 20 12 15 9 0 15 16 21 21 15 18 6 6 19 18 6 18
split_gain=13.3349 8.38662 15.8048 10.7327 12.8686 9.29473 7.51709 10.8472 8.35091 7.66082 8.4736 7.42833 6.86343 5.59447 5.42475 5.1762 5.16794 9.20124 12.3913 8.42388 5.98364 6.80945 5.0477 4.99356 11.9357 11.642 8.27419 8.66992 7.35428 8.7727
threshold=90.988176966900014 4.9461400813500012 75.115715165350011 102.84427732220001 242.64190980425005 40.742467179200005 3.4240268213500005 -0.24103499999999997 -0.15684499999999998 168.39662374755002 81.188747081400024 7.4441906275000003 18.904039828500004 34.997818021800008 315.91084638950008 46.574831689400007 187.70546222865002 85.716110573100011 40.128253618400009 22.654947022900004 9.5752145037500025 15.031613344500002 22.530191796700006 17.267778657600005 13.665319288000001 13.775321858200002 12.250988447150002 16.083212871900006 14.815346158200002 15.287416123250003
decision_type=2 2 2 2 2 2 2 2 2 2 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 11 -5 14 -7 -8 -9 -10 -11 -3 22 -13 -1 16 20 18 -18 23 -15 -22 -12 24 26 -26 27 -19 29 -27
right_child=-2 3 -4 4 -6 6 7 8 9 10 12 13 -14 15 -16 -17 17 19 -20 -21 21 -23 -24 -25 25 28 -28 -29 -30 -31
leaf_value=-0.013883315316412842 -0.010070819814302545 0.013885375074157585 -0.01410824665428345 -0.014319368994024362 0.0087013540375528216 0.0089424999107715984 -0.012920122415704505 0.0069710233540202496 0.019230250900773693 -0.0095097335936066216 -0.01351717908839847 0.0085247534424676887 0.013572967576517913 0.0093907285265832103 0.0074219522054759209 -0.0049996432676791356 -0.017895032971434483 -0.015146593061074425 0.00048775540538295001 0.008189108274294218 -0.011410583782092427 0.0076177296377864618 0.012501070037748432 0.0086605354894210979 0.013332307779888376 -0.0075984296443808623 -0.012717371437671033 0.007544539111041141 0.0023584345813760393 0.0034219278468024055
leaf_weight=9.7857632711529714 17.118912685662508 6.9306933917105189 13.972701821476219 11.939591281116011 4.6701325625181189 13.35943842679262 8.7324663624167354 20.816215783357613 2.0331844873726537 16.973499856889251 3.480218041688202 15.273912623524664 5.1616814658045769 22.568512514233589 1.9878564476966847 17.373460438102484 8.0086070522665995 3.3259649388492125 13.812955826520918 24.897139720618725 4.9311764836311323 5.4998727515339851 1.464722719043493 10.993597649037836 11.023948729038237 26.014122355729342 14.708683747798203 7.7576593123376369 116.71671081706882 16.208428211510181
leaf_count=166 319 19 216 143 23 53 107 98 6 178 58 57 12 66 10 129 70 37 67 78 27 16 6 38 27 187 127 34 446 80
internal_value=0.000110583 0.000506327 -0.00253121 0.00137301 -0.00784666 -0.000600753 0.000982554 -0.000830211 0.00128426 -0.00278181 -0.00443448 0.00184269 0.00408912 0.00158114 -0.0102861 0.00123208 0.00161002 0.00104019 -0.00625881 0.00172777 0.00598686 -0.00137772 -0.00581041 0.000949685 0.000516645 0.00164766 -0.00693637 0.000735403 0.000837215 -0.00336793
internal_weight=457.542 440.423 97.7677 342.655 16.6097 83.795 72.0214 58.662 49.9295 29.1133 27.0801 326.045 10.1066 319.115 11.7736 303.841 286.467 253.468 21.8216 231.646 32.9996 10.431 4.94494 206.749 195.756 169.963 25.7923 11.0836 158.939 42.2226
internal_count=2900 2581 910 1671 166 694 518 465 358 260 254 1505 76 1486 176 1429 1300 1191 137 1054 109 43 64 976 938 740 198 71 713 267
is_linear=0
shrinkage=0.011758


Tree=45
num_leaves=31
num_cat=0
split_feature=5 3 16 9 20 19 15 13 22 8 5 5 20 13 0 10 15 20 12 9 5 23 20 18 8 21 19 0 22 22
split_gain=21.3829 10.8109 8.93625 8.78368 8.39596 7.88225 7.08406 9.10343 7.39343 18.8279 11.6811 12.8837 9.32533 10.1569 7.75478 7.04801 12.4397 12.6866 9.00738 12.5741 7.34348 6.60996 6.36814 10.6496 6.30658 6.15773 6.01161 8.19938 9.34193 7.4201
threshold=11.848158554650002 103.44111502715002 13.534968349350001 71.82068887245002 40.742467179200005 10.550851274900003 46.574831689400007 117.61735474900001 -0.065399999999999986 8.9430209551500024 26.225713454500006 24.038949512150001 41.621607100200002 113.96105169155001 92.313586825200005 70.026268923800004 28.566186095050004 40.823855932350007 157.43006017245003 204.88165762580005 21.269675393700002 0.09254500000000003 42.852084787850011 13.373311100250001 9.6424751081000029 0.89219292875000011 9.4507625164000029 103.82556453975 -0.16297999999999999 -0.046474999999999995
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=4 2 5 -3 -1 -2 8 -8 10 12 11 15 13 14 -10 18 17 21 -4 20 -20 -17 23 -22 -11 -18 -6 28 -28 -29
right_child=1 3 6 -5 26 -7 7 -9 9 24 -12 -13 -14 -15 -16 16 25 -19 19 -21 22 -23 -24 -25 -26 -27 27 29 -30 -31
leaf_value=-0.008346180968720019 0.0017639997404712122 0.00040621341351484768 0.0037497446769525649 -0.0088515861804552235 -0.0093745499548195284 -0.005870146645225293 -0.0092328203558008342 0.0014845612798101121 -0.0048211422850325796 -0.014295954777449896 0.0083990376577358118 -0.011042705553140769 0.00037013213551761879 0.0077064615578266464 0.0038565299696189741 -0.00048878744887884812 0.0010400701374368067 0.0036727754993679381 -0.012374111879788962 0.003934117361197054 -0.014466262568779129 -0.0096637000018448896 0.0033840886322350694 -0.00029526646148328499 -0.00083831168009345508 -0.0095543524914746859 0.0041233784885870498 -0.001298162725636192 -0.0098876580817135705 0.0074738732493293937
leaf_weight=18.991282492876053 14.050607670098541 12.600882489234211 64.691269777715206 12.477465093135832 6.2923944629728785 20.122964438050985 8.4704601503908652 11.338166184723375 7.242482177913188 4.6930691525340062 11.459295667707918 5.9679599665105334 36.757655993103981 45.592570431530476 48.403628598898649 11.581143122166397 4.4649900794029262 31.99543621391058 5.3721921071410206 20.37755810469389 5.0362389013171223 8.2080196887254697 8.0243351683020574 9.1167687326669675 3.9008276201784611 13.51331629604101 4.0328076854348174 20.547918733209372 10.466689016669987 8.274422839283945
leaf_count=292 84 81 212 167 98 184 76 56 42 33 34 48 168 113 176 63 27 132 37 66 33 70 29 37 24 131 19 193 133 42
internal_value=0.000128342 0.000781737 0.00109377 -0.00419991 -0.00392371 -0.00273134 0.00145072 -0.00309835 0.00171085 0.00304491 0.000732121 0.000265661 0.00374442 0.00496955 0.00272711 0.000635698 -0.00131783 0.000628208 0.00184584 -0.000724032 -0.00416953 -0.0042943 -0.00218206 -0.00533791 -0.00818744 -0.00692318 -0.00223088 -0.00119327 -0.00599071 0.00122015
internal_weight=494.065 425.459 400.381 25.0783 68.6055 34.1736 366.207 19.8086 346.399 146.59 199.809 188.349 137.996 101.239 55.6461 182.381 69.7629 51.7846 112.618 47.9271 27.5495 19.7892 22.1773 14.153 8.5939 17.9783 49.6142 43.3218 14.4995 28.8223
internal_count=2900 2123 1875 248 777 268 1607 132 1475 556 919 885 499 331 218 837 423 265 414 202 136 133 99 70 57 158 485 387 152 235
is_linear=0
shrinkage=0.00782139


Tree=46
num_leaves=31
num_cat=0
split_feature=5 23 21 23 17 20 4 21 20 20 15 8 8 6 22 20 22 12 17 18 20 13 10 3 10 4 19 6 5 13
split_gain=12.7765 7.16932 6.48577 6.12961 6.02401 5.89584 5.80226 4.86424 4.25212 4.42722 4.99505 4.60729 7.76579 9.95341 7.45236 8.10043 6.79733 6.54786 7.54191 7.64685 6.49113 11.3959 7.44749 7.44362 7.32813 5.86931 5.52257 8.47503 9.23184 5.43238
threshold=7.7286379265000011 -0.27223499999999995 8.8712712239000009 0.074640000000000026 166.83257850275001 48.919835655300012 172.73046293330003 20.770927814650005 32.785955158400007 34.542090938800008 51.067537391750008 8.8430989333000021 9.3427090425500019 16.355382140900002 -0.065399999999999986 40.259171735100004 -0.075840000000000005 160.15558337000002 174.63059628235001 13.258783262950002 41.495754733000005 98.362617618700014 80.468240302450013 81.796338618900009 62.084563606450011 309.48890441440005 10.550851274900003 14.815346158200002 22.782602051550004 113.96105169155001
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 5 -1 -4 6 -2 -3 -5 -6 -10 11 14 13 -13 15 26 -14 -17 -19 -20 21 -16 23 -22 -25 -26 -11 -28 -29 -23
right_child=1 4 3 7 8 -7 -8 -9 9 10 -12 12 16 -15 20 17 -18 18 19 -21 22 29 -24 24 25 -27 27 28 -30 -31
leaf_value=-0.013561011499797163 -0.011341576959108729 0.0057178394730555823 0.0062549890377672224 -0.014084530881713738 -0.0095736110422205995 0.0094064424187654434 -0.0096573028652843056 0.0037559329359100227 0.008849523128001309 0.011269198416535715 -0.011964008354347199 0.004622985515178671 0.0098461632492221392 -0.019424485194198954 -0.013246636130047793 0.0049128689337439822 -0.007939241093035676 0.0080270829674016931 -0.014520870302308128 -0.00064889482617023933 -0.017865519606725357 0.0041443613309658962 0.011673561465990979 -0.0091495713085270186 0.0071400912088577535 -0.0063431424775781085 -0.010512248186517232 0.0036091985659402631 -0.015077653208879152 0.010417029680026151
leaf_weight=14.30169729888439 12.151191413402556 5.0401881299912956 7.3381682410836246 7.2897290810942632 5.3605467528104773 2.5184570997953406 14.475925512611864 3.4198269620537758 12.07253549620509 3.392811741679906 4.3035337999463072 4.0081310644745844 8.0863009355962259 7.5788222253322601 4.4643508978188029 59.682134073227644 5.4987376406788817 13.964632049202917 6.6086191870272151 71.948279347270727 3.988973267376422 46.463454946875572 7.323577567934989 9.7194835208356363 18.148728005588058 6.7450358569622031 22.616593264043331 20.227617543190721 5.0276413522660723 38.416871830821037
leaf_count=312 138 39 51 137 53 8 183 17 55 19 43 15 30 55 54 236 37 58 58 429 39 186 30 68 68 38 206 76 48 114
internal_value=0.000120262 0.000696118 -0.00735324 -0.00243397 0.001003 -0.0077796 -0.00568655 -0.00838763 0.00134153 0.00149539 0.00125427 0.00141059 -0.00368354 -0.011106 0.00178914 0.000296555 0.00264727 0.00172569 -0.000330242 -0.00181588 0.00403422 0.00597253 0.000263401 -0.00190132 -6.15446e-05 0.00348677 -0.00394651 -0.00502489 -0.00011085 0.00698337
internal_weight=452.183 419.833 32.3494 18.0477 405.164 14.6696 19.5161 10.7096 385.647 380.287 368.214 363.911 25.172 11.587 338.739 203.468 13.585 152.204 92.5215 78.5569 135.27 89.3447 45.9258 38.6022 34.6132 24.8938 51.2647 47.8719 25.2553 84.8803
internal_count=2900 2383 517 205 2237 146 222 154 2015 1962 1907 1864 137 70 1727 1130 67 781 545 487 597 354 243 213 174 106 349 330 124 300
is_linear=0
shrinkage=0.0123416


Tree=47
num_leaves=31
num_cat=0
split_feature=16 10 6 5 23 23 2 0 16 16 19 20 22 13 9 19 6 6 23 6 23 18 7 10 16 2 3 20 20 5
split_gain=26.5784 13.3615 10.5343 9.00392 8.60141 15.5907 11.0851 9.16336 10.5159 16.2212 11.1193 10.5666 8.57879 8.2026 7.33477 6.98617 7.08879 11.5522 9.7068 8.8682 6.19013 6.16258 6.10164 5.893 16.2948 8.40536 7.88093 6.47134 7.2521 6.36816
threshold=18.594956516900002 90.988176966900014 15.675366252400002 23.803605515150004 -0.17732499999999998 -0.22831499999999999 234.61110956795002 97.013011637200023 12.644970430600003 9.6249774926000011 10.250827068050002 38.238138001450004 0.06041500000000001 109.72404167800001 227.14331114760003 11.950964240300001 13.665319288000001 11.585270688000001 0.083905000000000021 13.825323026450002 0.090865000000000015 13.622618370000001 24.414141867650006 66.697957758300021 19.974953289850003 149.51820635915001 89.227236891450005 42.178283198950005 43.19689381845 19.998562110200005
decision_type=2 2 2 2 2 2 2 2 2 2 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 6 21 13 9 10 -9 22 15 -6 -5 -13 17 18 -17 -18 -20 -1 -10 26 25 -25 -2 -28 -29 -27
right_child=3 -3 -4 14 7 -7 -8 8 11 -11 -12 12 -14 -15 -16 16 19 -19 20 -21 -22 -23 -24 24 -26 29 27 28 -30 -31
leaf_value=0.001576116170772766 0.0070855319236069643 -0.0069065536360242577 -0.0070575946434803145 -0.0014197562146699757 -0.0053394340976464401 0.0090682217706439059 0.0039009686321701807 -0.0089296007757720293 0.0050612836562867148 -0.0090924003392266629 0.0068515514164507593 0.0044660155620805291 0.0063723747367592024 0.006816735876482018 0.0084075986022280873 -0.0076133060350688491 0.0078080211612715751 -0.010603625650216168 0.0063665509261982252 -0.003161885353840389 -0.00298215900483084 -0.009080132879538471 -0.0074391027182949482 0.0033903837878642464 -0.0091803217233074469 0.00047144647193759066 0.0035069405113411635 -0.0022419572162007875 0.0036282142378850179 -0.01139069862800989
leaf_weight=4.1376066133379963 21.528924345970154 21.871131360530853 13.834925960749386 56.458436913788319 35.455169729888439 12.232686348259447 12.877141922712324 3.2051765099167842 2.4404271543025962 15.283360313624142 7.8196819052100182 16.934536777436733 16.405056435614824 3.071183279156684 4.1514236927032462 6.5408182553947034 8.6071576178073865 7.5107158347964278 9.3948571830987913 6.6524850130081168 5.8531358689069739 8.3191800676286203 10.730486016720532 39.363793112337589 7.806715376675128 6.1291362941265088 93.381052687764168 25.848773941397667 18.30428646504879 3.6927912011742592
leaf_count=22 52 319 197 342 320 30 51 41 11 176 27 76 52 8 9 63 20 63 29 32 37 99 116 140 47 25 290 118 57 31
internal_value=0.000195123 -0.00160202 -0.00104239 0.0016838 -0.000612245 0.00245282 -0.000741479 -0.0013508 -0.000359698 -0.00433349 0.00226361 0.000788252 0.0017877 -0.00437039 -0.000746639 0.000564613 -0.000918099 -0.00297207 -0.000341432 0.00302566 0.00277793 -0.00554059 -0.00512292 0.00236561 0.00039683 0.00191691 0.00307102 0.00244261 0.000191607 -0.00398841
internal_weight=505.842 229.177 207.306 276.665 193.471 37.5666 25.3339 155.904 117.378 26.3082 11.0249 91.0697 77.8988 38.5264 60.6099 61.4937 44.5592 29.2995 21.7888 15.2596 15.248 12.4568 13.1709 216.055 56.9924 49.1857 159.063 137.534 44.1531 9.82193
internal_count=2900 1789 1470 1111 1273 202 172 1071 743 244 68 499 372 328 351 320 244 192 129 52 66 121 127 760 243 196 517 465 175 56
is_linear=0
shrinkage=0.00713567


Tree=48
num_leaves=31
num_cat=0
split_feature=16 10 6 0 3 16 21 20 16 21 2 6 5 20 7 10 22 15 13 12 23 0 22 23 22 23 21 22 22 6
split_gain=22.2312 10.563 9.66716 8.43313 9.12008 9.62956 14.2442 8.7834 9.84512 9.78199 13.7761 8.67446 13.5495 16.3914 7.82545 9.18867 7.00528 6.35255 7.29253 7.18663 13.9588 10.2515 9.15184 9.15112 7.68274 7.38985 8.7488 8.38656 6.65115 6.47628
threshold=18.594956516900002 90.988176966900014 15.675366252400002 86.530713386650021 88.727183679150016 18.934955721800005 6.5006332158500006 42.131954243650007 21.979948601300006 3.4240268213500005 101.14502893930002 16.455384477450004 22.443872254700004 40.823855932350007 19.468732114900003 66.499011856650014 0.68694500000000025 32.540328261750005 108.61908538635001 242.18228154970004 -0.21013499999999999 95.762878606550018 -0.092864999999999989 -0.10778500000000001 -0.030145000000000002 0.094625000000000029 0.89219292875000011 -0.59511499999999995 0.11529000000000002 14.275333540900002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 14 7 5 -5 -7 8 -2 -9 -11 -6 13 -13 -1 -16 17 18 19 21 -21 -17 -22 -23 -24 26 29 -27 -29 -25
right_child=3 -3 -4 4 11 6 -8 9 -10 10 -12 12 -14 -15 15 16 -18 -19 -20 20 22 23 24 25 -26 27 -28 28 -30 -31
leaf_value=0.010823056864159139 -0.012249719832946919 -0.0094851339245443922 -0.010252793845340315 0.0059849769298718023 0.0078349777789452034 0.0009708887168968193 -0.014678177932501554 0.0048891593725362784 0.0036036212736150642 0.003911989087153022 -0.0099261707855529315 0.002618526397964293 0.011257674323683332 -0.023810003949158606 -0.011907205199027547 -0.011037196828536095 0.0087217985835814464 -0.012708952240730606 0.0092159437040471252 0.010498095338949602 -0.0085592994320915928 -0.013470967596751284 0.008151559002579481 -0.013328562290419451 -0.0067295659069575671 0.0051001564387424744 0.0031089136712988152 -0.012172521941686684 0.0026106533151538003 0.0094773572064985965
leaf_weight=6.1323696970939627 4.6430857367813578 20.194670546799898 13.058011934161184 24.672410503029823 69.470175422728062 29.184482477605343 8.2848633974790555 12.682937778532503 67.901041727513075 11.383042484521864 26.706938527524471 6.6901405826210993 6.8056379407644263 4.2623567059636116 8.5901048295199853 14.649108741432427 8.256266236305235 5.1725531816482535 7.6058156117796889 14.92018152028322 13.150195263326166 6.6160748600959627 11.371159087866546 6.5836791209876662 5.8184500560164478 6.4165754690766361 50.346004441380501 14.836859147995712 4.3712472580373278 1.7482747882604597
leaf_count=17 45 319 197 84 196 117 57 46 250 38 209 23 16 30 81 161 30 66 22 45 137 81 40 86 46 25 262 141 26 7
internal_value=0.000266572 -0.00222573 -0.00149141 0.00227584 0.00395887 0.000875289 -0.00248928 0.000237232 0.00258895 -0.00312289 -0.00579069 0.00615562 -0.000414051 -0.0076666 -0.000878248 -0.0012759 -0.000744518 -0.00122223 -0.000847209 -0.00135467 0.00215674 -0.00286011 -0.00194528 -0.00154259 0.0031145 -0.000606449 0.00145437 -0.00532552 -0.00880827 -0.00854325
internal_weight=492.525 219.838 199.643 272.687 149.37 62.1418 37.4693 123.317 72.5441 50.7729 38.09 87.2283 17.7581 10.9525 186.585 180.453 171.862 163.606 158.434 150.828 45.26 105.568 30.3398 90.9187 17.1896 84.3026 58.678 25.6247 19.2081 8.33195
internal_count=2900 1789 1470 1111 523 258 174 588 295 293 247 265 69 53 1273 1256 1175 1145 1079 1057 268 789 223 628 86 547 355 192 167 93
is_linear=0
shrinkage=0.010533


Tree=49
num_leaves=31
num_cat=0
split_feature=16 3 9 20 7 22 23 22 16 23 23 20 2 9 0 10 6 10 21 8 15 16 3 4 22 0 9 2 13 16
split_gain=13.7057 6.60023 7.67069 6.85986 5.75035 6.20603 7.98901 5.92765 8.96864 5.90342 5.55701 6.52562 7.40648 5.93802 8.6904 7.92584 5.54147 6.89278 5.32594 6.07069 4.85162 5.08217 11.4223 6.71827 5.96776 5.99539 12.3198 6.85965 6.3074 9.65226
threshold=11.934972090850001 103.44111502715002 71.82068887245002 51.779769178100004 19.617375644250004 -0.25089499999999998 0.083905000000000021 -0.59511499999999995 20.044953126200003 -0.27223499999999995 0.088165000000000021 42.178283198950005 68.519383356500015 210.70699256735003 86.692020874450009 61.944763783650011 15.925372093750001 80.288113607700012 16.589865017350004 8.0437227585500022 46.810838056050009 22.624947093000003 93.883646373400012 150.90301220960004 -0.117115 90.337570099350003 198.78883073475004 104.42372959990001 112.82921081865001 19.844953593850004
decision_type=2 2 2 2 2 2 2 2 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 3 -3 4 -2 6 -6 -8 -9 -7 20 12 -12 14 15 -13 17 -16 19 -1 21 22 24 -23 -11 26 27 -26 29 -27
right_child=1 2 -4 -5 5 9 7 8 -10 10 11 13 -14 -15 16 -17 -18 -19 -20 -21 -22 23 -24 -25 25 28 -28 -29 -30 -31
leaf_value=-0.012535382646729888 0.014889060416365849 0.0014808650776887023 -0.017055528096124848 -0.018341925356635629 -0.016397977491816429 -0.014882879163884914 0.0071812155138731336 -0.018109524848511135 0.0070017742776129627 0.0097720886499456268 -0.012792202843753478 0.006332762782354665 0.0030798065504997378 -0.020364654291536603 -0.012335959662879325 -0.019399010024354547 0.013851585296292501 0.01448867081903981 0.0040964091664717327 0.006072546941306464 -0.0094553424141510054 -0.020536195768173976 -0.022430511935342935 0.011665383162063787 0.014862438903577335 0.0041748121502987925 -0.025758346267128092 -0.0072736409849530198 0.018058235231545813 -0.022218310715098465
leaf_weight=33.620896819978952 7.9818937517702571 11.528798196464779 10.207855410873888 4.1411228962242594 9.9963946826755983 4.8365962021052828 13.588207468390463 7.9719214886426943 6.079971618950367 34.96527561917901 7.593586102128028 4.0837773755192748 116.79092878103256 5.4120866283774367 6.8895267844200152 10.040230810642241 8.165923133492468 3.5049521662294865 7.5836678519845 4.8674776926636687 5.9131765216588965 1.6485714241862286 3.9989513866603366 33.499579805880785 5.9221691675484198 61.141847755759954 5.2895499765872946 7.9559633992612362 7.2327764928340903 3.5558159574866286
leaf_count=545 28 79 163 66 100 40 58 76 21 154 46 16 555 51 55 84 21 12 36 28 43 10 46 103 17 328 33 46 17 23
internal_value=0.000221513 0.00112661 -0.0072241 0.00159419 0.00180915 0.00153155 -0.00446742 -0.000152578 -0.00724437 0.00219866 0.00244631 0.000383643 0.00211083 -0.0052556 -0.00275375 -0.011959 0.00425121 -0.00329086 -0.0078318 -0.0101821 0.0044048 0.00490088 0.003481 0.010155 0.00430296 0.0022038 -0.00553541 0.00217241 0.0042661 0.00272423
internal_weight=456.009 409.937 21.7367 388.201 384.06 376.078 37.6365 27.6401 14.0519 338.441 333.605 162.481 124.385 38.0965 32.6844 14.124 18.5604 10.3945 46.072 38.4884 171.124 165.211 130.062 35.1482 126.063 91.0981 19.1677 13.8781 71.9304 64.6977
internal_count=2900 2291 242 2049 1983 1955 255 155 97 1700 1660 840 601 239 188 100 88 67 609 573 820 777 664 113 618 464 96 63 368 351
is_linear=0
shrinkage=0.0155729


Tree=50
num_leaves=31
num_cat=0
split_feature=16 10 6 20 15 5 6 10 19 16 9 23 20 5 21 23 20 10 12 7 5 13 16 21 19 17 20 7 17 5
split_gain=25.2679 11.0126 10.3351 8.45604 8.66061 8.34388 7.69602 12.7815 7.02814 7.11401 6.87838 6.1982 8.11926 6.00067 5.95442 8.1524 5.75266 5.61219 5.56016 5.45035 7.66593 8.34057 13.5478 8.07474 8.02752 5.0269 5.81241 4.93298 6.02418 5.79437
threshold=18.594956516900002 90.988176966900014 15.675366252400002 36.735256530150004 30.046989284200006 23.803605515150004 13.665319288000001 78.285212300550015 13.051052998800001 14.524966034300002 227.14331114760003 -0.21013499999999999 45.90502654165001 19.302881570050001 5.1659621353500009 0.087725000000000011 37.962710038050005 60.474177186300004 123.93044755685001 24.390191290350007 14.515626273450001 98.362617618700014 9.6249774926000011 20.770927814650005 12.250988447150002 199.01194954300004 44.921040431000009 23.124786352450005 193.63201810280003 32.00428233840001
decision_type=2 2 2 2 2 2 2 2 2 2 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 6 -2 7 11 9 -8 16 12 -5 -1 15 -13 17 -7 -11 -9 21 22 -21 -24 -23 26 27 29 -29 -18
right_child=5 -3 -4 4 -6 10 8 19 -10 18 -12 14 -14 -15 -16 -17 25 -19 -20 20 -22 24 23 -25 -26 -27 -28 28 -30 -31
leaf_value=-0.0079426445557707614 0.00244325553333548 -0.0067932287345706865 -0.0073996103267354972 0.0042802587566553264 -0.0072683696912775276 -0.0020470635052833599 -0.0038320207563989277 0.0053830927876813098 -0.005079479898026415 0.00055697355879567271 0.0086500622323728467 -0.0097641104158039359 -0.0095198930244390374 0.0022906088335230895 -0.0083885177465945083 0.0036109825370315724 -0.010188665240279934 0.0091927590247779124 0.0069342248054744945 0.0053786883155198494 -0.010477991797295732 0.0080704730913334806 -0.0059576782544413249 0.0074687043005607608 -0.0013212330112081065 0.0023446257396823396 0.0012757356746470555 0.0029692014666105686 -0.0080009031762625187 0.0027281012720325819
leaf_weight=13.520743135362865 214.44679374992847 20.595483381301165 13.399738974869249 8.5592507459223253 8.9385184049606305 4.7647594138979894 5.8078043498098841 13.295949272811411 5.5730262249708167 10.77071852982044 4.0467218086123458 4.061865013092758 3.2586264833807936 4.1445168182253829 19.05897218734026 6.6577741727232933 13.113533396273853 5.082333505153656 25.455296464264393 11.264124140143393 3.5541865564882746 13.154003463685514 22.132766280323271 2.7925279214978209 8.1658388972282392 9.3329376950860006 9.3130226507782918 6.3556514233350736 4.9134747162461281 2.2528544776141635
leaf_count=166 760 319 197 37 100 38 43 60 39 46 9 41 34 28 189 30 138 11 67 49 34 33 228 7 42 37 41 27 36 14
internal_value=0.000243483 -0.00160855 -0.001084 -0.000638986 -0.000136908 0.00176074 0.000252819 -0.0007813 0.00277162 0.00381255 -0.000712627 -0.00408404 0.000475046 -0.00554178 -0.00589335 -0.00145708 -0.0013999 0.00375409 0.00503814 0.00106625 0.000126298 0.000781664 -0.00139315 -0.00445344 0.0044733 -0.0025207 -0.00378384 -0.0055529 -0.0018139 -0.00829495
internal_weight=497.784 224.162 203.566 190.167 172.501 273.622 163.563 115.956 47.6068 42.0338 59.1753 41.5965 11.8179 17.6653 29.7786 10.7196 55.1286 9.84709 36.226 74.3594 61.0634 57.5093 36.1894 24.9253 21.3198 45.2815 35.9485 26.6355 11.2691 15.3664
internal_count=2900 1789 1470 1273 1079 1111 979 784 195 156 351 331 71 194 260 71 342 49 113 453 393 359 284 235 75 293 256 215 63 152
is_linear=0
shrinkage=0.00744031


Tree=51
num_leaves=31
num_cat=0
split_feature=5 20 9 3 9 16 19 21 19 0 2 5 13 0 17 15 0 20 23 18 12 10 19 5 21 5 16 16 13 20
split_gain=16.8717 7.73219 12.7481 7.60357 7.06843 6.73824 8.22368 6.56705 5.8929 7.25861 8.29849 5.67603 7.26848 10.1926 10.1079 10.0966 8.18468 7.78485 8.55706 5.76777 5.27959 5.24855 5.03969 4.79572 4.70435 4.61065 4.59134 6.09651 12.1 15.557
threshold=11.848158554650002 44.710446918150005 38.136666659400014 103.44111502715002 71.82068887245002 13.534968349350001 10.550851274900003 20.770927814650005 11.850956171350001 98.615332683000005 206.83709544035003 16.069922422900003 109.41218053485001 96.055920542800024 191.19232825540004 23.969938375100003 87.181320254150009 39.468990633150007 0.12064000000000002 13.878370392300001 182.87454670205003 71.090898343450007 12.651020723000002 10.293758831600002 3.3208308644500009 13.264960807550002 22.634947069650003 19.214955067100004 112.82921081865001 37.737818700150008
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 23 7 5 -5 6 20 24 -7 11 -11 -10 13 14 21 -15 17 -14 19 -19 -2 22 -13 -1 -3 -12 27 -18 29 -29
right_child=3 2 -4 4 -6 8 -8 -9 9 10 25 12 16 15 -16 -17 26 18 -20 -21 -22 -23 -24 -25 -26 -27 -28 28 -30 -31
leaf_value=-0.011121273467979153 -0.0085906745467580793 0.0053918331198252317 0.008424407221585186 0.00056409104381004312 -0.011232791423356413 0.0082480632747938612 -0.0076321333058460873 0.0052150599008298961 0.0076340454603144071 -0.0083901806327365443 0.0089006378126780077 -0.0061124979837873265 0.0062956524681399024 -0.008971993786698813 -0.011609752701331227 0.0068174471378383231 0.0089708562881275575 0.00096033678171409602 -0.010789090135731148 -0.010448659992131452 0.00672748918895456 -0.0095275235370041733 0.0080630363266377299 -0.0022102925666456531 -0.011213051597814551 -0.0036725389139614694 0.0097770020374403129 0.0044499369477288006 0.0049106693697483599 -0.015135023891085854
leaf_weight=22.584067199379206 3.2877713069319716 2.1864224746823409 10.384766530245541 12.094095166772606 10.559606097638605 14.938405111432074 19.316344290971756 4.6377456858754149 18.438697513192892 16.731306262314323 6.7144796699285489 4.1029030196368721 22.420412179082632 5.793280832469466 15.90298557281494 20.058953177183867 18.959894329309464 90.753004461526871 8.3310124054551107 5.2000073418021193 10.387853112071751 4.6905500926077357 8.6574499718844873 9.5329995788633806 14.146866608411072 6.2507822550833225 16.395750343799591 9.1537416875362414 49.211968019604683 8.8577712923288328
leaf_count=395 37 13 52 81 167 49 184 18 66 134 20 39 80 32 147 78 52 413 54 32 47 43 30 87 212 44 46 31 160 57
internal_value=0.000209088 -0.00484307 -0.00112161 0.000996582 -0.00493481 0.00134599 -0.00320638 -0.00584876 0.0017732 0.00148587 -0.00348767 0.00196708 0.00160488 -0.00168596 -0.00553437 0.00327916 0.00245465 0.00066365 -0.000547195 0.000342046 0.00304483 2.12142e-06 0.0035051 -0.00847631 -0.00899027 0.00283889 0.00466686 0.00369469 0.00220659 -0.00518163
internal_weight=470.682 63.4729 31.3558 407.209 22.6537 384.555 32.992 20.971 351.563 336.625 29.6966 306.928 288.49 59.2061 33.3539 25.8522 229.284 126.704 104.284 95.953 13.6756 17.4509 12.7604 32.1171 16.3333 12.9653 102.579 86.1834 67.2235 18.0115
internal_count=2900 777 295 2123 248 1875 268 243 1607 1558 198 1360 1294 369 259 110 925 579 499 445 84 112 69 482 225 64 346 300 248 88
is_linear=0
shrinkage=0.0105353


Tree=52
num_leaves=31
num_cat=0
split_feature=16 10 6 23 23 2 16 16 16 20 19 23 17 18 22 5 12 18 13 19 13 13 9 18 20 10 17 20 23 6
split_gain=20.3698 10.4519 9.59963 7.63827 12.4817 9.06866 8.24326 13.1132 10.1638 13.0856 9.3188 8.2934 9.5953 12.4621 8.37539 7.43942 7.29703 7.2045 7.51499 6.95768 6.55439 7.05266 6.48066 6.4462 4.94196 5.91558 5.0587 6.50138 4.90066 6.55011
threshold=18.594956516900002 90.988176966900014 15.675366252400002 -0.17732499999999998 -0.22831499999999999 234.61110956795002 12.644970430600003 9.6249774926000011 15.644963415300001 37.572218886150004 10.250827068050002 0.083565000000000014 234.67375690460003 14.873215527100003 -0.096499999999999989 23.803605515150004 105.35624869990001 15.287416123250003 104.02719889955002 11.550931964450003 98.238948544700023 92.692659421600013 227.14331114760003 13.622618370000001 37.962710038050005 60.474177186300004 199.01194954300004 44.921040431000009 0.084795000000000023 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 3 4 5 23 7 10 9 -8 -5 -10 13 14 -13 28 -15 18 19 -11 21 -19 24 -1 25 -17 27 -26 29 -2
right_child=15 -3 -4 6 -6 -7 8 -9 11 17 -12 12 -14 16 -16 22 -18 20 -20 -21 -22 -23 -24 -25 26 -27 -28 -29 -30 -31
leaf_value=0.0027873756516897858 -0.0094693722347454559 -0.0080931479104833816 -0.0087174361950940141 -0.011236663363312284 0.010630971502296926 0.0046348021367721747 -0.011429759353788187 -0.011119966892188398 -0.0091525305105685448 0.0021855101875864185 0.0067184776917620552 0.0081132943032264267 0.0092657776886572174 0.0046625191903372038 -0.0048167137014669594 -0.0030166874485508905 -0.011888071601879218 0.0046081934260057663 0.0044024710026382644 -0.013619568147070325 0.0074437685098127015 -0.0082254606615431193 0.010247081810918738 -0.011192435628781784 -0.0068040030735318172 0.010974102164848577 0.0028867483650862795 0.0019759150798076669 0.0016654456754661919 0.005059800814951331
leaf_weight=4.1112359501421469 2.614476539194583 19.668240681290627 12.909395173192022 3.3216897659003761 11.83420894667506 12.746359802782534 5.6055827885866156 16.545261848717928 15.158325321972368 3.7417411133646983 8.0272670947015268 8.9547760263085383 5.935438208281993 2.609602414071559 7.4674871489405659 4.8613750562071782 12.716092895716427 10.014685239642857 8.2226088866591436 5.7320421636104584 28.766561780124903 5.3344162926077834 3.9254971221089354 7.706233199685812 26.629386179149151 4.9653834104537964 9.3988277390599233 9.2315192148089391 136.7243419662118 71.349218428134918
leaf_count=22 16 319 197 44 30 51 70 210 156 18 34 34 16 14 63 38 137 60 26 52 85 52 9 99 215 11 37 41 517 227
internal_value=0.000229618 -0.00182571 -0.00120143 -0.000675688 0.00302472 -0.000639766 -0.0015848 -0.0060004 -0.000560596 0.00175981 0.00146325 -0.00352106 -0.00125578 -0.00322284 0.0022338 0.00188431 -0.0090699 0.00295594 -0.00190381 -0.00737723 0.00490536 0.000147994 -0.000944951 -0.00632893 -0.0017425 0.00405275 -0.00300076 -0.00454383 0.00267676 0.00454622
internal_weight=486.829 217.129 197.461 184.552 36.398 24.5638 148.154 27.8942 120.259 67.4176 11.349 52.8417 37.6834 31.748 16.4223 269.7 15.3257 61.8121 17.6964 9.47378 44.1157 15.3491 59.012 11.8175 55.0865 9.82676 45.2597 35.8609 210.688 73.9637
internal_count=2900 1789 1470 1273 202 172 1071 288 783 363 78 420 264 248 97 1111 151 293 96 70 197 112 351 121 342 49 293 256 760 243
is_linear=0
shrinkage=0.00901559


Tree=53
num_leaves=31
num_cat=0
split_feature=5 16 6 21 15 0 16 4 10 21 17 6 18 9 7 0 6 0 13 3 21 5 10 23 21 12 13 21 22 6
split_gain=14.1503 7.03725 7.7791 6.05336 5.81458 5.58326 7.0789 6.7548 8.68352 6.11933 7.27388 5.55278 5.36078 6.83638 5.95328 5.93725 7.98988 7.98467 9.49731 14.2966 7.11379 5.34793 8.22178 5.92097 6.53199 5.19483 8.01447 8.74628 7.55061 7.4142
threshold=7.7286379265000011 18.594956516900002 15.675366252400002 8.8712712239000009 32.540328261750005 86.530713386650021 22.614947116400003 248.34582299520005 62.041548276350007 11.790993765850002 192.34053301495001 16.375382608200002 13.583580954200002 196.26893085885004 23.9444576715 96.249489528150022 14.855347092800002 90.337570099350003 112.82921081865001 86.302194445500007 5.7587983756000005 5.2595069053500012 91.28659581940002 0.075065000000000021 20.770927814650005 191.59589549940003 108.61908538635001 6.9984086918000008 -0.24103499999999997 13.200308423050002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=3 2 4 -1 25 7 12 11 9 -9 -11 -3 -7 14 -14 16 -15 20 19 -19 -18 22 23 -5 -25 26 27 -2 29 -27
right_child=1 5 -4 21 -6 6 -8 8 -10 10 -12 -13 13 15 -16 -17 17 18 -20 -21 -22 -23 -24 24 -26 28 -28 -29 -30 -31
leaf_value=-0.014329240684161124 -0.0011488929050795568 -0.011072305261650737 -0.011849896040095821 0.017749676192941665 -0.015215603403491198 0.0076554703029588873 0.0098213934313121972 0.0016081096898824469 -0.016166360960326389 -0.019840790271257736 0.0039580947709730134 0.0036458356600268522 -0.001546933361915291 -0.007501082408310762 -0.019191171160471972 0.012194382436740335 -0.014599397249255295 0.0094350329475027458 0.014906234817647676 -0.017106829754300237 0.0035302121296882519 -0.015297616913460715 -0.015294235521645265 -0.015231466552567168 0.013596666986501435 -0.013482404037308372 0.012841973048339074 -0.012201670800164134 0.0040233682557665176 0.0064380123193877384
leaf_weight=14.412169754505156 49.58525550365448 4.6546738967299452 10.910257175564764 4.7229696810245532 4.4120224788784972 26.198749557137489 28.194180123507977 30.70359069108963 7.8554362766444674 5.5715944990515691 3.5810154005885124 66.700544010847807 10.493848763406275 13.969092972576616 4.6995931863784781 9.5325218811631185 6.2674298882484427 10.077156499028208 15.17344546318054 5.233874797821044 8.877469524741171 4.5727841183543196 3.8391526602208605 2.958881564438343 2.4296456724405289 9.0652374066412431 5.2693611010909072 16.097945354878902 67.092877138406038 4.877968303859233
leaf_count=312 346 25 197 11 66 83 86 150 72 53 15 273 44 80 42 25 35 29 36 31 30 70 69 49 6 104 14 155 370 22
internal_value=0.000229932 0.000867341 -0.0012134 -0.00799703 -0.000471417 0.00221782 0.00399421 0.000148247 -0.0036467 -0.00117914 -0.0105293 0.00268574 0.00250771 0.000908358 -0.0070046 0.00264745 0.00112046 0.00375988 0.00760132 0.000362046 -0.00397238 -0.00307024 0.000937681 0.00710065 -0.00223308 -4.34138e-05 -0.00261754 -0.00385776 0.00221041 -0.00651334
internal_weight=458.031 425.095 167.311 32.9356 156.401 257.784 138.717 119.067 47.7116 39.8562 9.15261 71.3552 110.523 84.3244 15.1934 69.131 59.5985 45.6294 30.4845 15.311 15.1449 18.5234 13.9506 10.1115 5.38853 151.989 70.9526 65.6832 81.0361 13.9432
internal_count=2900 2383 1274 517 1077 1109 521 588 290 218 68 298 435 352 86 266 241 161 96 60 65 205 135 66 55 1011 515 501 496 126
is_linear=0
shrinkage=0.0130285


Tree=54
num_leaves=31
num_cat=0
split_feature=16 20 16 16 7 12 18 20 9 13 5 9 23 16 23 9 22 20 10 23 13 18 9 8 14 19 22 12 9 6
split_gain=18.4482 9.44106 8.64064 11.239 7.64472 9.71077 8.66031 7.3782 7.20837 7.42293 7.0639 6.61056 12.8903 6.35305 6.66434 5.8081 5.36765 5.21989 5.5173 5.10525 8.10744 6.85522 5.41571 4.96194 7.33365 6.14814 5.42724 10.0253 8.79315 9.02193
threshold=18.594956516900002 37.572218886150004 11.934972090850001 15.794963064500001 26.626668929150004 207.71672397260002 15.974481919500002 41.395309858300003 204.42645579255003 104.02719889955002 23.721757872050002 187.38923140910003 0.085155000000000022 17.844958270700005 0.08883000000000002 227.14331114760003 0.06041500000000001 38.115457128050004 60.474177186300004 0.075065000000000021 95.99139754765001 14.708525021850003 26.901933640100001 8.8430989333000021 168.39662374755002 14.351157895250003 -0.073724999999999999 158.37848859105003 205.20707599510004 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=1 -1 19 4 5 6 8 13 9 -4 23 12 -9 14 -5 17 -6 18 -12 21 -21 -3 -23 26 -25 -26 27 -2 29 -29
right_child=10 2 3 7 16 -7 -8 11 -10 -11 15 -13 -14 -15 -16 -17 -18 -19 -20 20 -22 22 -24 24 25 -27 -28 28 -30 -31
leaf_value=-0.0092287557499541942 0.0052587163380225163 -0.013064641124605182 -0.0083964104022094376 0.0027752592656839666 -0.011182918155613454 0.0095703809354896734 0.0084347495515200155 -0.010052861662791549 -0.021111701959846966 0.0068163956925673137 -0.0040402823663753902 -0.014284466422419243 0.010868638732689251 0.0070273905049214021 -0.017505449534495496 0.013758070229686553 0.0063774071896844208 -0.0040534686972262994 0.01425542577500319 -0.014570176787926872 0.0058862830480715016 -0.014814074732603532 0.0059827319263353225 0.0064761687714276379 -0.00029767702125865954 -0.021874072643847893 0.0062536845659145477 -0.021187025127393552 0.0041129048377121259 -0.0031821522766620233
leaf_weight=27.554478369653225 58.908951722085476 6.1617946699261692 10.894712306559091 5.7740190923213977 8.8586510270833951 32.94607650116086 12.886154618114231 14.083080608397724 3.380071483552455 9.1687807589769346 4.7734841555356962 14.195230294018982 6.7682718224823466 13.174919083714483 4.4561469480395317 3.7508156523108473 3.8878109678626052 45.880174811929464 5.5139725133776665 16.641128547489647 3.6707436218857756 2.3161739110946646 12.086138289421795 6.5479231327772132 4.0547849461436254 4.1461677923798561 95.163937292993069 5.9610864371061352 15.676085926592348 15.691945515573023
leaf_count=364 202 70 87 34 93 128 49 179 27 45 38 154 34 60 42 9 19 298 13 281 16 34 73 20 16 28 316 43 60 68
internal_value=0.000337191 -0.00243388 -0.00140146 6.55443e-05 0.0030405 0.00467206 0.000229949 -0.00410907 -0.00427996 -0.00144434 0.0025129 -0.00772642 -0.00326182 0.00130753 -0.00605879 -0.00125257 -0.00582683 -0.00225497 0.00576603 -0.00644297 -0.0108733 -0.00206697 0.0026382 0.00360735 -0.00335586 -0.0112061 0.00414391 0.00205769 -0.00299385 -0.0081389
internal_weight=474.974 208.904 181.35 140.474 82.0223 69.2758 36.3297 58.4517 23.4436 20.0635 266.069 35.0466 20.8514 23.4051 10.2302 59.9184 12.7465 56.1676 10.2875 40.876 20.3119 20.5641 14.4023 206.151 14.7489 8.20095 191.402 96.2381 37.3291 21.653
internal_count=2900 1789 1425 951 448 336 208 503 159 132 1111 367 213 136 76 358 112 349 51 474 297 177 107 753 64 44 689 373 171 111
is_linear=0
shrinkage=0.012459


Tree=55
num_leaves=31
num_cat=0
split_feature=5 17 16 21 21 23 2 5 10 23 21 7 16 3 13 13 9 16 19 0 22 9 7 21 10 14 0 7 20 8
split_gain=13.3292 6.60921 6.97858 5.59725 5.09954 5.08008 5.20536 4.79244 7.16372 4.89985 5.94181 4.7598 8.07177 6.92296 6.45766 6.32714 6.62165 6.62854 6.49525 6.38801 9.01985 7.08196 6.10514 5.88368 5.33041 5.55924 12.7263 7.77731 6.63382 8.31467
threshold=7.7286379265000011 168.45154159730004 21.084950694200003 8.8712712239000009 0.12836581325000004 -0.22588499999999997 187.03662689815005 5.2595069053500012 91.28659581940002 0.075065000000000021 20.770927814650005 27.952168727600004 17.924958083650004 68.827216597650008 95.99139754765001 96.429616222950017 38.136666659400014 13.534968349350001 11.850956171350001 98.615332683000005 -0.094344999999999998 191.87997069285004 25.926164922500003 17.123843457500005 75.403185184700007 307.90126551520001 92.464140480550014 23.539316666200005 47.833738492450003 4.9461400813500012
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=3 2 4 -1 -2 6 -6 8 9 -5 -11 13 -13 -3 23 -16 -17 -18 -19 24 -21 -22 -23 -15 25 28 27 -27 29 -20
right_child=1 11 -4 7 5 -7 -8 -9 -10 10 -12 12 -14 14 15 16 17 18 19 20 21 22 -24 -25 -26 26 -28 -29 -30 -31
leaf_value=-0.014758816058033891 0.0018748774779178111 0.017487374907744879 0.015629993688197008 0.016913141618234456 -0.016335337527692884 -0.016773797885037516 0.0057852618175336249 -0.015634696431108073 -0.015584077733289988 -0.015574669508665265 0.013650300226389992 -0.013560127999408847 0.01281941497935204 -0.010266675149515542 0.015467338705487629 -0.018114169994891609 -0.011610579181514565 0.011821481886781069 -0.010674967005228091 -0.018000264932784775 0.013838000540263523 -0.018818851490087198 0.00087227387112583067 0.0094431229387011238 0.0088793569645067624 -0.0077230624262608133 -0.016046290404382404 0.0044294377171806279 0.015138141646073055 0.0027612841995613749
leaf_weight=13.61858467385173 7.9538783729076448 4.9348822385072699 2.6671932116150847 4.5885398909449595 3.1693072095513397 11.367647215723986 4.9827133826911449 4.2857459001243106 3.5628100186586371 2.7885581627488136 2.3214612305164337 8.7488370500504953 2.7844955511391154 14.480429049581291 6.0600269921123973 3.0877219736576071 6.6473848670721045 11.825151693075894 8.7352374568581563 6.9114619344472912 4.9730933904647854 4.0708973556756964 9.6971735917031747 3.4068768620491019 20.240058679133654 13.565433729439972 9.818853907287119 32.720902904868126 7.4927454888820639 210.26036714017391
leaf_count=312 66 20 7 11 52 170 31 70 69 49 6 113 9 161 18 36 63 42 99 73 14 40 53 12 71 97 98 128 18 892
internal_value=0.000247803 0.000878759 -0.00520967 -0.0082674 -0.00723283 -0.010944 -0.00281469 -0.00322931 0.000779805 0.00679115 -0.00229788 0.00134874 -0.00719131 0.00160867 0.00139915 0.00179656 0.00155989 0.00173498 0.00199566 0.00164194 -0.00482374 3.55713e-05 -0.00494993 -0.00651268 0.00218964 0.00171051 -0.00209228 0.000867827 0.00265253 0.00222534
internal_weight=451.768 420.603 30.1407 31.1657 27.4735 19.5197 8.15202 17.5471 13.2614 9.69856 5.11002 390.462 11.5333 378.929 373.994 356.107 350.046 346.959 340.311 328.486 25.6526 18.7412 13.7681 17.8873 302.834 282.594 56.1052 46.2863 226.488 218.996
internal_count=2900 2383 326 517 319 253 83 205 135 66 55 2057 122 1935 1915 1742 1724 1688 1625 1583 180 107 93 173 1403 1332 323 225 1009 991
is_linear=0
shrinkage=0.0134944


Tree=56
num_leaves=31
num_cat=0
split_feature=5 23 21 17 21 7 20 5 10 23 13 20 22 23 20 23 4 18 23 21 16 17 9 0 18 16 22 23 17 12
split_gain=11.7172 6.09175 5.11602 4.97506 4.87378 6.26145 4.53837 4.27486 6.31315 4.18066 7.40841 8.7213 6.60914 5.93181 9.70802 6.99448 6.84556 4.6105 5.05071 9.33329 6.36131 5.72687 7.59002 6.15901 5.7747 5.54873 6.37172 9.3893 8.89865 8.89445
threshold=7.7286379265000011 -0.27223499999999995 8.8712712239000009 166.83257850275001 0.12836581325000004 17.605734992150001 48.919835655300012 5.2595069053500012 91.28659581940002 -0.15684499999999998 95.870416931800023 44.710446918150005 -0.23955999999999997 1.0000000180025095e-35 41.495754733000005 -0.093074999999999991 162.32075757215003 17.327266398450003 0.083415000000000031 9.4882736102500029 14.184966829400002 205.10400128480003 201.78065190905002 98.851916998450022 15.573070337500001 15.444963882950001 -0.11600999999999999 0.093295000000000031 195.76335783930003 102.43818663380002
decision_type=2 2 2 2 2 2 2 2 2 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 -1 4 -3 -6 -2 8 -4 12 11 -11 -5 14 15 -12 -17 18 19 -15 -20 24 -23 -24 25 -22 28 -28 -27 -29
right_child=1 3 7 9 5 -7 -8 -9 -10 10 13 -13 -14 17 -16 16 -18 -19 20 -21 21 22 23 -25 -26 26 27 29 -30 -31
leaf_value=-0.016714508578656133 -0.013015060059102728 0.0044451997442784448 0.0073901575712202868 -0.011146256751457749 0.010956933530178223 -0.017258230703214514 0.010122627569339234 -0.017605902761509168 -0.017579474149887746 -0.015578875814955467 0.0096579286893151289 0.0070692758964089157 0.0090516386265407055 0.0083349540185957919 -0.019035917631298208 0.0060139788852095104 -0.018938372132553734 0.011485900771858121 -0.016725566258363109 -0.013524695763110866 -0.013818943701493348 -0.024317928595565617 0.001305600344020321 -0.021026118174720627 0.011303559982712678 0.011118847395573008 -0.0046015845636116215 -0.01387192631267169 -0.004999456709891016 0.0052680154942320095
leaf_weight=12.425057774409654 11.699383540078996 6.4348596893250969 9.170145910233261 4.3768888786435118 2.2899465933442107 10.176300074905155 2.4339489564299575 3.9313317500054827 3.2627921961247912 12.643939249217512 10.357268752530219 5.939083255827426 32.007868431508541 47.807500384747982 8.3227655887603742 4.6075216233730334 6.0368023477494717 12.502433344721792 4.7492563575506201 5.1413730904459944 5.4730543307960025 4.1935154423117664 20.764668647199873 3.4183981530368319 15.390034664422272 32.459697969257832 55.070451445877552 6.2779861688613883 10.865556959062813 71.374500427395105
leaf_count=312 138 46 66 39 22 154 8 70 69 192 49 33 135 188 82 16 54 46 45 42 44 36 103 37 55 110 320 36 57 296
internal_value=0.000252875 0.000916036 -0.0092563 0.00126864 -0.00645094 -0.0120753 -0.00903044 -0.00359344 0.000837344 0.00165283 0.00112633 -0.00834059 0.00662194 0.00166794 -0.00494536 0.000638623 -0.00813745 0.00232425 0.00191948 0.00621237 0.000931367 0.00130359 -0.00517127 -0.0018511 0.00223667 0.00146795 0.00194319 0.000267496 0.00707653 0.0037206
internal_weight=441.604 412.815 28.7893 398.682 18.9011 12.4662 14.1333 16.3643 12.4329 379.781 343.396 18.583 36.3848 324.813 29.3244 21.0016 10.6443 295.488 282.986 52.9489 230.037 225.288 28.3766 24.1831 196.911 181.521 176.048 132.723 43.3253 77.6525
internal_count=2900 2383 517 2237 222 176 146 205 135 2015 1841 225 174 1616 201 119 70 1415 1369 230 1139 1094 176 140 918 863 819 652 167 332
is_linear=0
shrinkage=0.0154165


Tree=57
num_leaves=31
num_cat=0
split_feature=5 10 15 21 20 21 5 10 17 16 5 21 20 16 16 5 12 7 20 5 3 17 2 23 17 17 16 7 17 19
split_gain=10.1571 5.48276 4.87059 4.81502 4.0165 4.34713 5.92782 8.92656 5.76958 5.63374 8.1532 7.61689 7.77668 9.71172 7.74049 8.48716 6.98086 7.39342 5.6096 4.95143 5.82985 4.73596 4.4913 5.82142 4.2298 5.51287 4.72546 3.9004 4.12921 6.76253
threshold=7.7286379265000011 54.884872733100003 11.896459116400001 8.8712712239000009 31.796797363700005 6.7005777103000002 30.133297129900004 60.474177186300004 168.45154159730004 22.634947069650003 20.717225865800003 5.7087410616000005 41.755948821900006 22.554947256700004 20.784951395750003 26.225713454500006 288.67761128475007 24.575790737200006 49.275256100300005 23.953129400350004 94.260030511650015 188.54236693505001 67.628418476450022 0.08594000000000003 208.12573104970002 234.67375690460003 18.764956119400004 17.938678131200003 187.45953903175004 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 -3 -1 -4 6 7 8 -6 10 16 12 14 -14 15 -12 22 -18 27 21 -21 -11 23 -9 -24 26 -26 -7 29 -29
right_child=1 2 4 -5 5 18 -8 9 -10 19 11 -13 13 -15 -16 -17 17 -19 -20 20 -22 -23 24 -25 25 -27 -28 28 -30 -31
leaf_value=-0.014160217794902279 -0.014547200111965726 -0.010641962071969036 -0.0099857977939410633 -0.0029028755077756922 0.0053044240215643808 0.014226889108609779 0.013549416049718925 0.0030402767042881675 -0.019695265925156025 0.00081934904795759886 -0.019084145711519732 0.0081516524977986136 -0.0039988608708709083 -0.026329061543306255 0.0033589535505918395 0.0068407244860007928 0.0087780553086847513 -0.015575770706092619 -0.014509135677137245 -0.011965430727187283 0.0095888408345717515 0.011752235755218709 0.0062587270160769934 -0.014118691513005741 -0.012150284320080213 0.010179811007319697 0.0038203498544789783 -0.0025592018745620574 0.00095744121344013954 -0.023882034562764606
leaf_weight=11.326754286885263 4.0385677590966216 6.2719435077160588 5.6335042919963589 15.722329853102563 2.2939694821834555 3.2236889638006678 7.8557318337261668 10.474595960229633 5.2848349213600159 9.3607486188411695 6.8785688877105731 8.8050070479512197 7.9966299217194301 5.8391689956188202 19.560550063848495 3.2089014984667301 3.2220692560076696 6.5529531426727772 4.8315687067806712 4.8068935051560384 3.9703223556280136 25.757428951561451 85.094414543360472 5.0912693403661242 7.5192850641906279 5.692590679973363 5.6019990295171738 35.515748847275972 102.80395211651921 2.7789465449750415
leaf_count=312 91 85 69 205 14 14 24 42 57 36 74 37 54 46 75 21 13 67 48 38 14 74 397 36 79 30 22 267 538 21
internal_value=0.000193522 0.00071392 0.000867264 -0.00761687 0.00104971 0.00120911 0.0023027 0.00192353 -0.0121283 0.00239594 0.00137268 -0.00301325 -0.00527402 -0.013423 -0.00147117 -0.0108372 0.00314704 -0.0075482 -0.000556934 0.00662783 -0.00221548 0.00883808 0.00402209 -0.00257206 0.00500992 -0.000638378 -0.00533178 -8.98479e-05 -0.000416943 -0.00410654
internal_weight=433.015 405.966 401.927 27.0491 395.655 390.022 240.868 233.012 7.5788 225.433 181.538 52.2888 43.4838 13.8358 29.648 10.0875 129.249 9.77502 149.154 43.8954 8.77722 35.1182 119.474 15.5659 103.908 18.8139 13.1213 144.322 141.099 38.2947
internal_count=2900 2383 2292 517 2207 2138 1250 1226 71 1155 993 307 270 100 170 95 686 80 888 162 52 110 606 78 528 131 101 840 826 288
is_linear=0
shrinkage=0.0131635


Tree=58
num_leaves=31
num_cat=0
split_feature=5 3 16 19 9 20 9 19 0 5 10 10 0 16 7 0 23 6 0 6 12 12 6 5 20 10 16 15 21 7
split_gain=20.2976 9.52275 8.2323 8.4105 8.21007 6.82746 10.9451 6.76105 9.62045 8.70877 6.87294 10.047 12.0654 11.2112 8.51586 7.55375 7.33139 7.07862 9.20549 6.54087 6.72891 7.16581 6.41579 11.4436 16.1372 6.66901 25.2426 7.2665 6.37378 6.28228
threshold=11.848158554650002 103.44111502715002 13.534968349350001 10.550851274900003 71.82068887245002 44.710446918150005 38.136666659400014 11.850956171350001 98.615332683000005 13.697488545350001 75.403185184700007 70.182199495350019 95.762878606550018 18.474956797500003 24.029932718600005 86.530713386650021 0.12064000000000002 14.755344756250002 94.614906984850009 14.215332138950002 219.23896387120001 352.82775497970005 16.455384477450004 22.443872254700004 40.823855932350007 66.697957758300021 19.974953289850003 30.046989284200006 20.770927814650005 19.617375644250004
decision_type=2 2 2 2 2 2 2 2 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 -1 28 -4 10 -10 11 15 17 14 -14 16 29 -13 -19 20 -17 -22 25 24 -24 -21 27 -27 -7 -9
right_child=1 4 7 -5 -6 6 -8 8 9 -11 -12 12 13 -15 -16 19 -18 18 -20 22 21 -23 23 -25 -26 26 -28 -29 -30 -31
leaf_value=-0.0051994080541702794 0.0017414202005886139 0.00044001324369546458 0.005320304936279184 -0.0046924839917384872 -0.0069655959994000642 -0.0055105555714916963 0.0042925787907065905 0.0077185617156763572 0.0013274941026289165 -0.0054788215609090033 0.0048292578929112718 -0.0071131640461769424 0.0058045929461539659 0.0071622322846041321 -0.0055957370502657724 0.0040566549145808753 -0.0047996912589973253 -0.0071733790452829247 0.0055767258652817649 0.0048892460301270283 -0.011945499817829233 0.00084720722504107962 0.0016166020201658479 0.0061007989408755616 -0.01410832145514633 0.0060902470512112306 -0.011226943130970508 -0.00047618051832158637 0.0031412569688481777 0.00057987281786595578
leaf_weight=31.912999339401722 13.756004288792608 12.281181130558254 15.37053758651018 19.789685878902674 11.652371596544979 16.212848998606212 10.285128291696308 5.175672832876443 13.831353269517423 16.425083976238966 21.30904583632946 15.889604933559896 3.7901346087455776 9.2104528583586198 8.4556929059326631 4.6204544156789762 9.7463014014065248 4.0967046804726106 5.0494818985462189 66.577893309295177 3.6222170665860176 3.3816069141030312 6.873987518250944 6.7353827506303778 4.198727622628212 18.968376949429516 5.2975011318922034 10.433633394539354 4.3037936240434638 101.1866928525269
leaf_count=482 84 81 49 184 167 225 52 15 65 133 67 145 10 23 69 16 58 34 17 189 28 15 24 17 30 46 37 45 18 475
internal_value=0.000201746 0.000705076 0.000940319 -0.00205415 -0.00316551 -0.0031508 -0.00102828 0.00121916 0.00103638 -0.0023674 0.00136371 0.00111194 -0.00158309 0.00189463 -0.00206729 0.00161959 0.000446521 -0.00456359 -0.000134224 0.00266163 -0.0018634 -0.00576889 0.00310333 -0.000394948 -0.00434622 0.00371845 0.00147204 0.00376008 -0.00369566 0.000927247
internal_weight=480.441 417.726 393.792 33.5457 23.9336 62.7148 30.8018 360.247 344.876 30.2564 314.62 293.311 46.4921 21.4563 12.2458 246.818 116.109 25.0358 9.14619 130.71 11.6243 7.00382 119.086 17.8081 11.0727 101.277 34.6995 29.402 20.5166 106.362
internal_count=2900 2123 1875 268 248 777 295 1607 1558 198 1360 1293 298 102 79 995 548 196 51 447 59 43 388 71 54 317 128 91 243 490
is_linear=0
shrinkage=0.00631991


Tree=59
num_leaves=31
num_cat=0
split_feature=16 3 6 15 2 23 8 13 21 9 16 8 0 9 22 8 20 0 8 4 6 6 13 0 5 12 9 23 21 22
split_gain=9.4721 5.25039 4.8943 4.97143 4.56372 7.62368 6.62397 3.83225 3.65393 3.58662 7.55761 7.49032 7.21804 6.99466 5.91809 14.0146 7.33005 12.6864 7.09383 5.56781 5.93166 7.74072 8.94553 8.44516 7.19849 7.12755 8.08365 7.04874 6.63428 5.80422
threshold=11.934972090850001 108.48197402175002 5.0951190466500007 17.382777826050003 285.16564649850005 -0.15684499999999998 8.0437227585500022 120.78166996855002 18.904039828500004 66.290220196950017 12.644970430600003 4.9461400813500012 105.70748523110002 186.67271206880002 -0.062629999999999991 8.9430209551500024 41.028010303750008 86.345209775600011 9.3427090425500019 148.04566182605001 13.665319288000001 13.825323026450002 109.57886493895002 87.181320254150009 15.094471190800002 144.78335471795 195.29234479735001 0.083905000000000021 1.8462237188500004 -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=4 2 3 -2 6 -6 -1 -3 -7 -4 -11 12 -12 -13 18 16 -16 -18 19 -15 24 -22 -23 25 27 -24 -27 -21 -28 -30
right_child=1 7 9 -5 5 8 -8 -9 -10 10 11 13 -14 14 15 -17 17 -19 -20 20 21 22 23 -25 -26 26 28 -29 29 -31
leaf_value=-0.011216545411179205 0.0028961722074838082 -0.01401374990568117 0.0055083189446900214 -0.011686023914487111 0.0094023368866447497 -0.014519298895768334 0.0055133563557199089 0.01098181144108799 0.0082789930792306204 -0.015048714785049393 -0.009278834796048626 0.0067165701621837966 0.016146344240046896 -0.020249517429105853 0.0066323944606569325 -0.012202771895006834 -0.013325758987121511 0.0037355834314061359 0.0092247431052443849 -0.017588565448563701 0.011579822329837517 -0.0070626193632432202 0.0041305135693490798 0.0053657708600147709 -0.017709744438728841 -0.016077078658801185 0.0091381485286850181 0.0023263043586405395 -0.013368102476524752 0.00055778468953087519
leaf_weight=22.631246285513047 5.9899989552795878 5.8328067008405915 28.592913191765547 9.2232951056212169 6.9787778537720442 4.9380636271089298 4.3890178613364688 1.1387684680521486 1.4019938707351682 4.5464602932333937 16.465513261035088 36.415398936718702 1.9385853707790364 2.3771095573902121 70.630237922072411 8.6884739901870471 8.7415426447987539 30.010180789977312 10.591367714107035 3.5926205068826702 8.3982707187533361 27.286605251953006 17.650576613843441 39.955342307686806 6.7426319494843474 8.5954248905181867 6.1795981973409679 11.921015374362467 8.499298062175507 10.262011274695402
leaf_count=436 58 120 139 185 32 108 27 7 6 63 186 131 4 15 259 64 64 132 43 38 25 214 59 139 73 70 20 72 63 48
internal_value=0.000193584 0.000787867 0.000982826 -0.00594451 -0.00555589 0.000414953 -0.00849904 -0.00993086 -0.00947785 0.00126914 0.000912103 0.00112875 -0.00660069 0.00157816 0.000910173 0.00303244 0.00424261 -0.000113083 -0.000636106 -0.00132566 -0.00102392 1.74884e-05 -0.000802444 0.00107176 -0.00695837 -0.00228005 -0.00565401 -0.00228555 -0.00206189 -0.00575096
internal_weight=430.605 390.266 383.294 15.2133 40.3391 13.3188 27.0203 6.97158 6.34006 368.081 339.488 334.942 18.4041 316.538 280.122 118.07 109.382 38.7517 162.052 151.461 149.083 126.827 118.429 91.1423 22.2563 51.1869 33.5363 15.5136 24.9409 18.7613
internal_count=2900 2291 2164 243 609 146 463 127 114 1921 1782 1719 190 1529 1398 519 455 196 879 836 821 638 613 399 183 260 201 110 131 111
is_linear=0
shrinkage=0.0124631


Tree=60
num_leaves=31
num_cat=0
split_feature=16 20 5 16 16 20 12 7 16 19 6 9 4 9 23 23 13 18 5 15 16 23 10 0 18 22 22 3 20 22
split_gain=24.1284 10.6158 9.24816 8.70083 13.7873 8.25408 6.96677 11.8508 11.4069 7.18873 10.9875 6.72986 6.28151 5.88928 13.7196 5.81468 7.59663 7.02356 5.64925 5.46147 6.14494 6.41725 5.45477 14.2318 7.97057 10.0005 7.75322 7.52588 8.92874 6.71899
threshold=18.594956516900002 38.238138001450004 23.803605515150004 11.934972090850001 15.919962772200003 41.395309858300003 207.71672397260002 26.520549809950001 13.894967507500002 11.950964240300001 13.665319288000001 227.14331114760003 371.16724128940001 187.38923140910003 0.085155000000000022 0.075065000000000021 95.99139754765001 14.255915995100002 16.222050829800004 29.198705243000003 17.844958270700005 0.08883000000000002 66.697957758300021 92.031298721500022 14.025183600500002 -0.073724999999999999 -0.092624999999999999 89.227236891450005 41.941595803500007 0.072320000000000023
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 22 15 6 19 8 -8 -5 -10 -11 -4 -9 14 -7 17 -17 -3 -12 20 21 -6 27 -24 -25 26 -26 -2 -29 -27
right_child=2 3 11 4 5 13 7 12 9 10 18 -13 -14 -15 -16 16 -18 -19 -20 -21 -22 -23 23 24 25 29 -28 28 -30 -31
leaf_value=-0.0038897701757716575 0.0053183863591001971 -0.0067486097317010947 -0.0011307483508780963 -0.0059110119029473652 0.0020126685442007578 -0.0049157468248881816 0.0044658796951724073 0.0024856416502424617 0.0046998807324740927 -0.0080253291018022206 0.005200513856935287 0.0062353455896849127 -0.0071353429771265717 -0.0062915273216764822 0.004522756736451734 -0.0064354589461504278 0.0022589013259537048 0.00083756959834268988 -0.0014742112513430267 -0.0051428761113847003 0.0047646085651114932 -0.0078572799082743654 -0.0072004108439817317 0.0060195766079123841 -0.00073221120004922553 0.0040165247763539677 -0.009230836905145548 0.0028668856924615837 -1.1726144692538561e-05 -0.0022051509558711768
leaf_weight=36.485591255128384 21.030182607471943 4.669400509446862 57.06747380644083 8.2302974313497526 5.4069845713675075 13.871511083096268 33.235270768404007 3.6398331299424154 11.724865332245828 4.6652369685471085 6.9202837049961081 3.9563689082860938 4.5608909241855145 14.89519254490733 6.8687612488865843 17.033589664846662 3.6380463391542426 16.522221408784389 8.3421497978270036 4.0992092303931704 9.8541622571647149 3.086920440196991 6.6503360271453849 8.8093831092119199 11.366950064897532 19.452323801815517 4.4579551741480818 87.687464669346809 50.742279216647148 7.0559000074863425
leaf_count=431 52 56 342 80 27 176 118 18 43 46 17 9 53 152 34 269 16 116 42 36 31 28 40 20 58 57 35 265 200 33
internal_value=0.000159919 -0.00120183 0.00122548 -0.000660792 -5.04987e-06 -0.00203743 0.0014466 0.00301498 -0.000182862 0.00130657 -0.000689951 -0.000653181 -0.00286514 -0.00367153 -0.0017899 -0.00284437 -0.00490532 -0.000833983 0.00155224 0.000556734 0.00183011 -0.00157434 0.00175318 0.000315633 0.00129299 0.000309397 -0.00312632 0.00227419 0.00181171 0.00236045
internal_weight=496.027 217.75 278.277 181.265 139.402 58.0827 81.3188 41.436 39.8828 31.6525 19.9277 61.0238 8.20072 35.6355 20.7403 41.8633 20.6716 21.1916 15.2624 22.4473 18.3481 8.49391 217.253 57.7928 51.1425 42.3331 15.8249 159.46 138.43 26.5082
internal_count=2900 1789 1111 1358 901 484 417 189 228 148 105 351 71 362 210 457 285 172 59 122 86 55 760 243 203 183 93 517 465 90
is_linear=0
shrinkage=0.00546169


Tree=61
num_leaves=31
num_cat=0
split_feature=5 20 21 3 10 6 21 14 16 19 19 0 5 15 15 10 16 18 21 8 0 10 16 13 20 3 20 20 22 8
split_gain=9.09244 5.52592 5.96426 5.09841 4.24881 4.66787 4.62602 4.22112 3.69766 7.06828 4.2725 5.41048 6.32537 5.06001 5.67229 4.62155 6.00985 8.61017 5.52533 9.13404 5.45794 10.912 6.77267 12.2901 12.5597 10.2261 7.17395 7.63157 4.72938 13.0044
threshold=11.848158554650002 42.406961525800007 3.2821610579500002 108.48197402175002 82.204984254750016 1.8100422913500003 8.8712712239000009 159.17310279255003 13.534968349350001 10.550851274900003 11.850956171350001 98.615332683000005 13.697488545350001 23.900317844600004 19.527500348350003 75.403185184700007 18.594956516900002 14.873215527100003 11.491326747450001 6.0452823216500002 96.249489528150022 70.284360904350009 19.214955067100004 112.82921081865001 36.82350895510001 89.227236891450005 41.941595803500007 43.19689381845 -0.071129999999999985 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 -1 -3 8 7 -6 -7 -4 9 -2 -10 15 13 14 -13 16 17 18 19 -12 21 22 -18 24 -24 -25 28 -28 -27 -30
right_child=3 2 4 -5 5 6 -8 -9 10 -11 11 12 -14 -15 -16 -17 20 -19 -20 -21 -22 -23 23 25 -26 26 27 -29 29 -31
leaf_value=-0.011540698175108742 0.0044974694697449058 0.010134874020105827 0.013320857858976293 -0.010884034723667998 -0.015227259054514925 -0.015223671975494882 0.0068026979689555867 -0.014330343680930453 0.0090243578564369147 -0.0091104239924830327 -0.016643619233889014 0.0059428293857591609 -0.010827219605632441 0.01351233914024479 -0.018381441492284482 0.0083885934094228721 0.01031539270346022 -0.015103396577335396 0.0086934015653650654 0.002219494032375399 0.013360759526038631 -0.01346363968047227 0.0065610716586196015 0.012455195077970608 -0.017369361751399335 0.0010183745199429846 -0.0057793633017160463 0.0038385438495266585 0.0095858792475453612 -0.011790365683168115
leaf_weight=17.333552993834019 12.353382468223574 6.2690993994474402 1.1708295941352869 6.7576990053057662 3.2151603475213077 2.1541735008358947 11.192590354010461 9.8067978825420123 14.034163013100622 17.443172892555594 7.1611256878823104 4.2071677371859568 14.473020838573573 4.8647339418530464 3.1961678713560104 18.88740636408329 18.711226914077997 9.3636955264955741 9.5164547748863679 15.158367250114678 8.0108766332268697 8.540885426104067 6.3567700237035778 18.433705739676952 11.997563816606997 51.755354449152939 38.936170671135187 26.112784396857023 43.813947055488832 6.1485609784722319
leaf_count=373 84 38 3 127 80 49 78 156 62 193 109 18 133 14 33 67 61 107 51 92 21 67 21 53 77 216 224 112 146 35
internal_value=0.000223586 -0.00522183 -0.00198217 0.000963791 -0.00474049 -0.000338892 0.00324763 -0.0113812 0.00118049 -0.00346871 0.00158831 0.00126785 -0.00466385 0.00260728 -0.00455844 0.00179852 0.00135401 -0.00350091 -8.83523e-05 -0.00383267 0.00219156 0.00180389 0.00239057 0.0016621 -0.00908139 0.00272684 0.00165151 -0.00191842 0.00393449 0.00695524
internal_weight=427.377 51.1422 33.8087 376.234 27.5396 16.5619 13.3468 10.9776 369.477 29.7966 339.68 325.646 26.7411 12.2681 7.40334 298.905 280.017 41.1996 31.8359 22.3195 238.818 230.807 222.266 203.555 18.3543 185.201 166.767 65.049 101.718 49.9625
internal_count=2900 777 404 2123 366 207 127 159 1996 277 1719 1657 198 65 51 1459 1392 359 252 201 1033 1012 945 884 98 786 733 336 397 181
is_linear=0
shrinkage=0.0137644


Tree=62
num_leaves=31
num_cat=0
split_feature=16 20 0 20 16 20 21 3 15 5 10 17 21 6 5 20 0 21 17 10 17 16 6 7 10 2 12 7 4 21
split_gain=21.441 9.97508 7.84453 8.79837 10.6782 9.86539 8.25275 7.9925 9.09185 7.60081 10.5821 9.10629 7.50395 6.53984 10.7917 13.6869 6.00885 5.81736 5.45035 6.33506 6.55377 5.35822 6.47796 5.28164 5.12708 6.94075 4.74608 6.69955 6.66847 5.84971
threshold=18.594956516900002 38.238138001450004 86.530713386650021 42.131954243650007 21.979948601300006 43.45354240915001 7.362244800500001 88.727183679150016 37.965550269150008 10.718565385000002 74.986474174450009 193.52305340940003 8.9353283289500016 16.455384477450004 22.443872254700004 40.823855932350007 92.031298721500022 20.770927814650005 187.45953903175004 61.917879202350001 190.40793214150003 11.934972090850001 15.675366252400002 25.658442496500005 71.090898343450007 200.56137765870002 207.71672397260002 26.626668929150004 368.42487879595006 8.3174718251500028
decision_type=2 2 2 2 2 2 2 2 2 2 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 18 -7 8 12 17 11 21 16 -9 15 -15 -4 -3 -5 -20 -21 -11 24 -10 -23 -26 29 -28 -29 -12
right_child=2 9 7 5 -6 6 -8 13 23 10 26 -13 -14 14 -16 -17 -18 -19 19 20 -22 22 -24 -25 25 -27 27 28 -30 -31
leaf_value=-0.004625543757450991 -0.0081726124748866223 -0.0040036062897672812 -0.0036190358252520339 -0.011388066405061173 0.0023702097919351076 0.0045429696881657475 -0.0032600757322945408 0.0047791328338075674 -0.010870881859693742 -0.0064993770381518989 0.0010988010160321404 -0.0086682190638183235 -0.0047245290924746103 0.001989878426845258 0.0069630085382817947 -0.013304661938650875 0.0035252078857246675 0.003529075130876191 0.0041891380576829654 -0.00056191594022225342 -0.0088347346678849178 0.0034010696890284229 -0.0055399466437416611 0.00078130362098150679 -0.006664773447103786 0.0052107052906389967 0.0054198387860177159 0.0038089165777516775 -0.0055025980149485216 -0.0061532328090225961
leaf_weight=34.543450344353914 4.5293833129107943 38.336762491613626 5.9768075272440901 4.5430665090680149 68.649888440966606 13.703435886651279 10.656946301460264 67.686262242496014 4.4030475243926039 6.6616919562220565 33.429089806973934 8.1927762664854509 7.1267387866973868 6.8304227292537707 6.5797713845968238 4.1663945317268372 40.42681984603405 5.1428606435656539 3.989466197788718 7.6922962963581112 9.4245166182517988 19.220397815108303 7.4469431377947322 2.8240509182214737 6.2793540395796281 3.3317285813391209 24.385924860835075 7.5495693348348123 6.191391833126545 5.7684164792299262
leaf_count=431 45 507 30 44 250 49 70 196 35 79 166 90 43 23 16 30 137 23 15 43 72 83 126 13 55 14 80 33 55 47
internal_value=0.000247839 -0.00136437 0.00148438 0.000248397 0.00171767 -0.00190159 0.00112937 0.00252711 0.000683926 -0.000709171 0.000104338 -0.00224296 0.00162921 0.00384055 0.00022611 -0.00380481 0.00260503 -0.00311262 -0.00478023 -0.00335792 -0.00511693 -0.00101705 -1.03525e-05 -0.00631769 0.0014179 -0.00254808 0.00165656 0.00332717 -0.000386659 3.15711e-05
internal_weight=475.69 206.48 269.209 123.189 73.1793 50.0097 24.3604 146.02 60.7575 171.937 128.457 51.1329 53.5304 85.2629 17.5766 10.9968 46.4036 43.4796 25.6493 21.1063 17.1168 42.9401 36.2784 7.2271 28.8315 9.61108 77.3244 38.1269 13.741 39.1975
internal_count=2900 1789 1111 588 295 293 119 523 258 1358 828 447 210 265 69 53 167 530 174 130 115 357 278 48 152 69 381 168 88 213
is_linear=0
shrinkage=0.00665049


Tree=63
num_leaves=31
num_cat=0
split_feature=16 20 5 5 10 17 9 20 9 22 6 13 12 16 22 7 7 13 16 16 5 2 0 3 22 8 8 0 20 22
split_gain=21.5846 9.38464 8.80816 8.38637 11.0596 9.01423 7.38275 5.64192 7.74413 6.54205 5.58758 7.68062 6.71067 6.94291 5.57083 6.52798 7.13539 6.64854 8.53145 7.56006 10.9939 5.00981 4.71989 13.3239 4.93185 4.78976 5.82694 6.22338 5.12285 5.34627
threshold=18.594956516900002 37.572218886150004 23.803605515150004 10.718565385000002 74.986474174450009 193.52305340940003 227.14331114760003 44.710446918150005 40.406378633400003 -0.156745 15.675366252400002 108.61908538635001 144.78335471795 11.934972090850001 0.28022500000000006 24.176224535650004 24.639960683050003 98.238948544700023 9.744977212000002 15.689963310050002 13.809011005350003 313.37633693555006 93.972365491700018 84.807411725000023 -0.02852 8.8430989333000021 9.3427090425500019 88.576630023850015 40.621691032550004 -0.0039949999999999994
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 21 22 7 5 10 -4 -3 9 -9 11 12 -5 -14 15 -6 -17 18 -18 -19 -21 -1 25 24 -24 28 27 -27 -2 -30
right_child=2 3 6 4 14 -7 -8 8 -10 -11 -12 -13 13 -15 -16 16 17 19 -20 20 -22 -23 23 -25 -26 26 -28 -29 29 -31
leaf_value=-0.0056326243864837783 0.0038690664681653971 -0.0058992638287321229 -0.0012979599732222897 -0.0084805999139619618 0.0049066867909092577 -0.0079853660185199918 0.0073028620962420814 0.00029049499043071701 0.0050296915930159109 -0.0065421831336092001 -0.0055238548969954292 0.0056457546820946796 -0.0059052825934482597 0.0017849137953053385 0.0073147809145056031 -0.008659057665110834 0.0034936664748707901 0.0035708833506420739 -0.0063889875546559284 0.0027737955006391399 -0.0085341481956315093 0.0022954398983681518 -0.00073105538202998901 -0.0063655299338286299 0.0061520325716151918 -0.0089460487134587104 0.0041759069190728665 0.0012940546797802215 0.002130532370236689 -0.0032558494768163007
leaf_weight=23.828424241393808 73.729354433715343 16.717249259352684 54.739542983472347 4.3718380369246033 13.608953401446341 8.533896189182995 4.1083204597234717 10.997077681124214 5.7729275412857524 10.478366550058126 8.5800597071647626 7.4100429974496356 5.9994866289198425 17.930377494543791 5.8041494823992243 3.3142641037702552 5.1447437256574622 30.67073867470026 9.5605314411222917 7.8225113153457624 5.6845247261226177 3.5003249309957019 7.4894892424345043 9.3469714745879156 8.521068140864374 4.7706314921379072 5.132432132959365 4.3399488776922226 90.326610013842583 7.6537887603044501
leaf_count=337 227 262 342 43 43 95 9 98 27 157 141 24 69 92 16 24 25 115 104 35 55 27 39 66 22 31 15 15 308 37
internal_value=0.000269732 -0.00124044 0.00141976 -0.000723171 4.40749e-05 -0.00216195 -0.000697514 -0.00306922 -0.00133295 -0.00304333 -0.00103992 3.73824e-05 -0.00143102 -0.000143105 0.00147201 0.00102466 0.000175258 0.000672503 -0.00293147 0.00187214 -0.00198523 -0.00461718 0.0020094 -0.000494992 0.00293223 0.00235091 -0.00109735 -0.00406804 0.00263694 0.00170977
internal_weight=475.889 205.73 270.158 178.402 134.436 52.8257 58.8479 43.9656 27.2484 21.4754 44.2918 35.7117 28.3017 23.9299 81.6104 75.8063 62.1973 58.883 14.7053 44.1778 13.507 27.3287 211.31 25.3575 16.0106 185.953 14.243 9.11058 171.71 97.9804
internal_count=2900 1789 1111 1425 881 464 351 544 282 255 369 228 204 161 417 401 358 334 129 205 90 364 760 127 61 633 61 46 572 345
is_linear=0
shrinkage=0.00618797


Tree=64
num_leaves=31
num_cat=0
split_feature=16 5 20 10 10 22 16 5 15 9 20 10 5 16 21 10 20 10 20 12 7 21 4 7 5 8 22 2 23 21
split_gain=27.2076 11.6266 11.1731 9.55583 11.1757 8.05869 7.79645 7.41755 9.2646 7.3482 6.0472 5.88995 14.7394 12.5994 7.22082 6.83645 7.00028 5.52701 5.44122 5.12853 7.31917 6.98595 6.45369 5.11186 12.4876 5.0024 6.7424 8.05272 4.89073 7.2356
threshold=18.594956516900002 23.803605515150004 38.238138001450004 90.988176966900014 74.986474174450009 -0.096499999999999989 11.934972090850001 10.399809962700003 17.991885019200001 227.14331114760003 37.962710038050005 66.697957758300021 20.766972852450003 19.974953289850003 8.9353283289500016 66.318885161900013 41.941595803500007 60.474177186300004 43.19689381845 207.71672397260002 26.626668929150004 8.3174718251500028 368.42487879595006 23.124786352450005 29.040033326300005 8.8430989333000021 -0.072569999999999982 132.99388411665004 0.075065000000000021 20.770927814650005
decision_type=2 2 2 2 2 2 2 2 2 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 -1 4 5 6 -4 8 28 10 17 15 13 14 -13 16 25 -3 -18 21 -21 -9 -22 24 -12 26 27 -2 -6 -30
right_child=1 9 3 -5 7 -7 -8 19 -10 -11 23 12 -14 -15 -16 -17 18 -19 -20 20 22 -23 -24 -25 -26 -27 -28 -29 29 -31
leaf_value=-0.0046465920651209205 0.0042893790789414656 -0.0017525585120649976 -0.0066531951131182984 -0.0056320929621755641 0.0047810976464601569 -0.0053402711523092214 0.0010025711008041322 0.001362344331371028 -0.0068823333415738569 0.0074442603054544797 -0.0088980827042005259 0.0036918937587559772 -0.010332717433639168 -0.0069862562867502474 -0.003494606091690926 0.0071962035809075226 -0.00079186505242221478 0.0077372015075567518 0.0033308174773593268 0.0054995191649185766 0.003549221643278862 -0.0061666303983842537 -0.0053359143075544261 -0.0001074196415868154 -1.3542516737444516e-05 -0.00074696811698930549 0.0057631903732125499 -0.0020610082703374786 -0.0059703876813686002 0.0064949447512160745
leaf_weight=37.104575596749783 23.197915285825729 5.0046807900071126 6.8543084003031245 15.311337269842623 7.4194186888635221 25.032108627259731 27.074475079774857 34.871621895581484 10.086373116821049 4.0681925117969504 12.680960617959501 39.465779989957809 4.7340468913316718 6.3529461547732344 6.7291626557707778 13.903299070894716 35.823311381042004 5.0903341248631477 20.810500629246235 26.054702747613192 7.7787194401025754 5.9290415346622458 5.9191862866282463 21.34588447958231 13.356401879340408 9.7400513365864736 45.238780215382576 12.708814911544321 6.3817486539483053 2.7354081645607948
leaf_count=431 64 38 72 235 32 249 174 165 133 9 121 128 37 38 40 31 151 11 64 82 33 48 45 98 74 38 117 52 83 7
internal_value=0.000255468 0.00157799 -0.0014404 -0.000784767 -0.000338033 -0.00258031 -0.00054405 0.00089551 -0.00203884 -0.000884071 -0.00147353 0.00227085 0.000504327 0.00148064 0.00264504 0.00289771 0.00249259 0.00303258 0.000723044 0.00186532 0.00350449 0.000268254 -0.000290254 -0.00243356 -0.00434057 0.00359525 0.00411645 0.00204173 0.000915412 -0.00223043
internal_weight=498.804 280.251 218.553 181.448 166.137 58.9609 33.9288 107.176 26.6229 61.5465 57.4783 218.705 57.2819 52.5479 46.1949 161.423 147.519 10.095 56.6338 80.5533 39.7526 40.8007 13.6979 47.3832 26.0374 90.8856 81.1455 35.9067 16.5366 9.11716
internal_count=2900 1111 1789 1358 1123 495 246 628 255 351 342 760 243 206 168 517 486 49 215 373 160 213 78 293 195 271 233 116 122 90
is_linear=0
shrinkage=0.00641236


Tree=65
num_leaves=31
num_cat=0
split_feature=16 20 7 15 22 0 16 4 10 21 18 23 6 4 6 21 18 6 0 6 22 15 21 20 17 9 23 17 21 18
split_gain=10.5047 6.59515 5.92443 6.06709 5.3922 4.89167 6.28427 6.09982 7.88065 5.03929 5.7174 5.96108 5.18309 4.94014 10.2998 4.8671 5.22111 5.81005 6.0502 5.39097 5.14939 5.45609 9.09233 4.84326 4.42856 6.35656 5.77234 5.53713 6.17451 4.35495
threshold=18.594956516900002 36.735256530150004 29.973557588500004 30.046989284200006 0.68694500000000025 86.530713386650021 22.614947116400003 248.34582299520005 62.041548276350007 2.1194692063500002 13.583580954200002 -0.21013499999999999 16.435384010100005 310.49012963040008 15.925372093750001 3.2821610579500002 15.453654363050001 13.200308423050002 99.642323688800005 11.495268585100002 -0.092289999999999997 19.215947067900004 17.123843457500005 41.134354310300004 188.16174763880002 195.39349636155001 0.089785000000000018 186.34046889365004 12.650480313250002 13.809421053700001
decision_type=2 2 2 2 2 2 2 2 2 2 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 15 7 13 24 9 -9 11 -11 -13 29 -15 23 19 18 -18 -17 21 22 -21 -3 27 -26 -27 -2 -29 -7
right_child=5 2 -4 -5 -6 6 -8 8 -10 10 -12 12 -14 14 -16 16 17 -19 -20 20 -22 -23 -24 -25 25 26 -28 28 -30 -31
leaf_value=-0.010577172269036957 0.0022825421590290649 -0.0011226933564057497 -0.016211166857011319 -0.01351984076867198 0.011483628339507822 0.0083839465908859302 0.010525617415903013 0.0076625202687821423 -0.017500996084780732 0.0036594447964832764 0.0063753798618485357 0.0054287890018030957 -0.017248833817984557 -0.017739725590998196 0.0054866051523746089 -0.015723230847988465 -0.019580146339672502 0.0089744777716016348 -0.00049101630235184781 -0.018927769912041616 -0.011689947024503902 0.0054251360567661418 0.016298315886131821 0.008580247720251271 0.010990796755298961 0.0063938001397447789 -0.016433113408113372 -0.023593133169170482 0.0025912881379393962 0.0016236373982499901
leaf_weight=18.566007567569613 29.574350193142891 25.067017382010818 5.570947775617241 7.7167588882148257 7.9727303311228743 31.161873251199722 26.870120570063591 9.9554252922534925 7.7102809660136691 6.2802703529596355 7.7337903082370749 2.6093961000442532 12.413237091153858 7.290165767073634 9.2893346995115262 10.190900618210433 3.9187475591897956 12.824781302362679 37.962506534531713 5.8475870601832822 11.375384205952292 15.318928038701413 2.1417287662625313 19.619627423584461 22.866374507546425 5.6904934719204885 4.0614882409572601 4.2059249207377425 3.5552101954817772 58.953741863369942
leaf_count=302 151 201 133 108 33 101 86 37 72 28 31 11 111 52 33 146 46 51 346 80 137 93 6 107 66 19 22 28 12 251
internal_value=0.00034114 -0.00231087 -0.0013837 -0.000867287 -0.000225953 0.00229228 0.00420353 0.000104008 -0.00398938 -0.0013176 -0.0043965 -0.00830712 -0.0133098 0.00261137 -0.00472624 -0.000873067 -0.00267275 0.000360579 -0.00227715 -0.00637064 -0.00362262 0.000314569 -0.00948457 0.00313737 0.00283683 0.00677412 -0.00311311 -0.00060301 -0.0115986 0.00396134
internal_weight=434.315 184.094 165.528 159.957 152.24 250.221 133.565 116.656 46.7024 38.9921 29.0367 21.3029 15.0226 106.695 16.5795 144.267 99.5806 54.706 41.8813 44.8745 34.6836 23.3082 7.98932 44.6866 69.9538 32.6184 9.75198 37.3355 7.76114 90.1156
internal_count=2900 1789 1487 1354 1246 1111 523 588 290 218 181 150 122 437 85 1213 905 443 392 462 316 179 86 308 298 107 41 191 40 352
is_linear=0
shrinkage=0.0146266


Tree=66
num_leaves=31
num_cat=0
split_feature=16 20 7 15 22 0 4 10 16 21 17 18 9 7 10 22 22 20 21 20 6 21 18 6 0 6 22 15 21 20
split_gain=12.3773 6.8878 6.22857 6.48254 5.8618 5.55266 7.1732 8.9329 7.12806 5.59721 7.30273 5.52574 6.66172 5.64991 5.51549 5.67092 12.5271 6.96353 5.92382 23.1977 5.12131 5.11128 5.68131 6.02328 6.15779 5.55703 5.17 5.46253 9.27513 4.97439
threshold=18.594956516900002 36.735256530150004 29.973557588500004 30.046989284200006 0.68694500000000025 86.530713386650021 248.34582299520005 62.041548276350007 22.614947116400003 11.790993765850002 192.34053301495001 13.583580954200002 196.26893085885004 23.9444576715 71.787208999250012 -0.095019999999999993 -0.060760000000000002 42.654057868200006 7.5091558130000005 38.318569170500005 16.375382608200002 3.2821610579500002 15.453654363050001 13.200308423050002 99.642323688800005 11.495268585100002 -0.092289999999999997 19.215947067900004 17.123843457500005 41.134354310300004
decision_type=2 2 2 2 2 2 2 2 2 2 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 6 20 9 11 -8 -11 -7 13 -13 15 -14 17 -17 19 -18 -2 29 25 24 -24 -23 27 28 -27 -3
right_child=5 2 -4 -5 -6 8 7 -9 -10 10 -12 12 14 -15 -16 16 18 -19 -20 -21 -22 22 23 -25 -26 26 -28 -29 -30 -31
leaf_value=-0.0077031786322791654 -0.0083704005009405235 -0.00085227569569306511 -0.011639131151919301 -0.0098483814351237996 0.008395621954142788 0.0061879779645257161 0.0011711133387928804 -0.01309510255065742 0.007905346203309337 -0.015712493743078294 0.0034311801302700689 -0.001260957330207183 0.0052856938811176408 -0.01503104872236201 0.011441798275762789 -0.016801800901709189 0.0076105537917903797 0.001016237287500975 0.008455255208733076 -0.017453885956040211 0.0029685676763579138 -0.011401023358434487 -0.01402017386066725 0.0064752128709263147 -0.00039267591213802049 -0.013592453869412748 -0.0084572192226845984 0.0036780898370592048 0.011637277718493494 0.0061353999352153025
leaf_weight=19.209777737036347 4.6686788126826277 25.445740031078458 5.9157728422433129 8.0796363987028581 8.1586266644299013 26.127680972218513 30.313419103622437 8.0348520837724191 28.024509645998478 5.5366357304155809 3.5988943427801132 10.300072722136973 22.662553660571575 4.7727549299597731 6.2379595786333075 7.2138875648379273 11.257682934403428 3.5983422547578812 10.811000518500803 6.3057515099644652 65.930161904543638 10.557284340262411 4.0011111088097087 12.965040866285561 39.071547940373421 5.9972186274826473 11.666005317121749 15.592448789626358 2.172763392329216 19.850190753117204
leaf_count=302 25 201 133 108 33 83 150 72 86 53 15 44 80 44 16 53 33 14 30 40 273 146 46 51 346 80 137 93 6 107
internal_value=0.000266194 -0.00176591 -0.00109292 -0.000711475 -0.000236662 0.00176749 0.000103968 -0.00304025 0.00319805 -0.000992307 -0.00817094 0.00199097 0.000672329 -0.00562121 0.00206556 0.0011199 -0.00128928 -0.0108719 0.00236224 -0.00138826 0.00221873 -0.000714723 -0.00201321 0.00022329 -0.00165856 -0.00473859 -0.00275325 4.70727e-05 -0.00688274 0.00220996
internal_weight=444.078 188.683 169.473 163.558 155.478 255.395 118.083 47.4838 137.312 39.4489 9.13553 109.288 83.16 15.0728 68.0872 61.8492 39.1867 10.8122 28.3744 17.5634 70.5988 147.319 102.023 56.0377 43.0727 45.9857 35.4284 23.7624 8.16998 45.2959
internal_count=2900 1789 1487 1354 1246 1111 588 290 523 218 68 437 354 88 266 250 170 67 103 73 298 1213 905 443 392 462 316 179 86 308
is_linear=0
shrinkage=0.0104622


Tree=67
num_leaves=31
num_cat=0
split_feature=5 3 20 19 0 22 22 21 7 16 20 22 5 2 19 0 22 5 5 16 16 21 7 21 23 15 10 16 10 0
split_gain=9.68629 5.38518 5.27144 3.9341 5.20252 6.83131 4.63307 5.07721 6.70079 3.74294 6.36217 7.86645 5.4048 4.37794 3.86766 4.86931 6.61317 5.83827 4.40737 5.88054 5.01016 4.59906 4.5133 4.1637 4.32892 4.21894 4.47975 13.5986 6.26105 14.5172
threshold=11.848158554650002 108.48197402175002 40.742467179200005 9.4507625164000029 103.82556453975 -0.16297999999999999 -0.046474999999999995 16.589865017350004 23.220446641850003 13.534968349350001 45.673096293200011 -0.13324 13.264960807550002 166.57119979220002 11.850956171350001 98.615332683000005 -0.094344999999999998 13.697488545350001 16.069922422900003 15.444963882950001 15.644963415300001 1.1877328917500003 24.176224535650004 1.8061804516000002 -0.25445999999999996 45.49682449725001 66.697957758300021 19.099955336000004 70.284360904350009 96.055920542800024
decision_type=2 2 2 2 2 2 2 2 2 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 5 -5 7 8 -6 10 11 13 -13 -2 -11 18 -17 -18 20 22 -16 -21 -20 -23 -25 26 -26 28 -28 -30
right_child=1 -3 3 4 6 -7 -8 -9 -10 14 -12 12 -14 -15 15 16 17 -19 19 21 -22 23 -24 24 25 -27 27 -29 29 -31
leaf_value=-0.014179171580926925 -0.011073380849443986 -0.011837791961361241 -0.017169819151183905 0.0076498493348869908 0.016779579436953192 -0.017895505763282801 0.012138725632140513 0.0084774592633186895 -0.01389495875046926 0.0094607290367300072 -0.018021253417357448 0.0032938175678137913 -0.018838213403016939 0.010635767060364341 0.015491304814142209 -0.016565898297308389 0.0087693191829551521 -0.0076861610617515582 -0.00080785196341850779 0.0056067953814321354 -0.0014132455231385694 -0.0082184237612412826 -0.024986022797884703 -0.010531530138987865 0.0039264144420851172 -0.0047356263381488073 0.012846911709974578 -0.016160119881294219 -0.012781125803050105 0.0092411337990988395
leaf_weight=12.371641289442776 2.4911973103880927 6.9228318985551587 3.922202616930007 3.3411036618053913 1.9249557778239275 7.5160608198493701 7.4130922164768007 6.4153936766088 8.6167865432798845 14.099589832127092 5.5409502517431966 3.97633121535182 6.3013353832066059 11.653037305921314 10.812787666916849 7.3656959906220463 8.9483685567975062 10.186665095388888 3.6909130383282891 59.490899838507175 6.0362237840890876 10.44048213586211 3.171626940369606 6.5007257498800746 131.48386171646416 19.688836399465799 10.113180875778196 10.687065981328486 12.250062165781857 14.374130990356205
leaf_count=292 30 127 98 19 7 133 42 30 156 62 77 31 79 60 29 83 35 80 37 263 38 63 21 45 536 144 29 69 125 60
internal_value=0.000323218 0.00115096 -0.00572125 -0.00304847 -0.00147621 -0.0100344 0.00233653 -0.00194866 -0.00829369 0.00139444 -0.00364152 -0.000378987 -0.0102755 0.00681218 0.0018391 0.0015087 -0.00459778 9.13254e-06 0.00205039 0.00160899 0.00943518 0.00194812 -0.0119822 0.000938287 0.00140441 0.00179511 0.00251382 -0.0014026 0.00289043 -0.000891532
internal_weight=427.748 376.227 51.5212 39.1496 35.2274 10.8572 24.3702 16.9571 10.5417 369.304 29.9629 24.4219 10.2777 14.1442 339.341 325.242 26.5007 19.135 298.741 281.892 16.849 275.029 6.86254 215.538 205.098 198.597 178.908 47.4244 36.7374 26.6242
internal_count=2900 2123 777 485 387 152 235 193 163 1996 277 200 110 90 1719 1657 198 115 1459 1392 67 1334 58 1071 1008 963 819 283 214 185
is_linear=0
shrinkage=0.0148642


Tree=68
num_leaves=31
num_cat=0
split_feature=5 17 13 21 21 20 23 23 23 2 10 5 16 15 21 3 9 13 7 3 21 22 7 16 4 6 5 18 16 8
split_gain=8.56314 4.88834 5.57671 4.88339 4.32875 4.55876 3.80362 6.71847 3.49689 3.46957 3.42605 12.8587 4.80036 6.32277 5.93838 4.80375 7.28943 4.53613 6.70944 7.70579 6.74475 4.74734 9.54221 6.36593 5.661 5.35352 5.32758 4.96087 7.48429 10.3148
threshold=7.7286379265000011 168.45154159730004 120.78166996855002 21.991168361800003 2.0076445649000005 37.572218886150004 -0.21013499999999999 -0.22125500000000001 -0.23472499999999999 187.03662689815005 60.474177186300004 29.040033326300005 22.724946859200003 45.49682449725001 15.294585115650001 93.431985407450014 201.97224908750002 109.57886493895002 20.234873028950002 84.968719212850019 5.2714636949000004 0.06041500000000001 24.052187734100006 13.804967718000002 190.68865001715002 11.815276062050001 18.725555412050003 17.248993197150003 17.654958715000003 5.445750190600001
decision_type=2 2 2 2 2 2 2 2 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 6 5 -2 7 -1 9 -6 11 -3 13 17 15 16 -15 18 -12 21 -21 22 -20 -23 -24 27 -27 -26 29 -29
right_child=1 10 -4 -5 8 -7 -8 -9 -10 -11 12 -13 -14 14 -16 -17 -18 -19 19 20 -22 23 24 -25 25 26 -28 28 -30 -31
leaf_value=-0.011346606322909474 -0.016125271821541925 -0.019516204745987035 0.014857135348859027 0.0084125877138752844 -0.016838584274978606 0.0073758571855640446 -0.013762771421712233 0.01965491926140327 -0.017270598258681401 0.0041041145823870811 0.014817606671677327 0.00439382645845845 0.0098870351321359243 0.010035596254234728 0.012192919398632525 -0.016491899630577577 -0.017412528036440403 0.0033813055133705798 0.0074747595950141387 -0.017005151842886191 -0.0020569656495930625 -0.0091619419107121063 -0.013180404064829532 0.0098748491327804479 -0.014813218099482908 0.0034042947567333188 -0.01306570438124398 0.021849131150512874 0.018682434372999504 -0.012872210626922226
leaf_weight=4.0893905069679022 2.2690319325774961 7.2440067324787405 2.5593909397721282 3.2942392602562895 2.5540921576321152 6.1688991785049438 15.916592339053748 2.1401486694812837 9.0672062132507509 4.2111266534775496 5.8820639476180068 12.02323032543063 13.333952933549879 4.6168855056166711 2.9347633570432654 9.3754671178758127 3.3594096824526787 159.80055052787066 22.945643443614244 9.682446241378786 16.243656598031521 4.2922535892576006 9.5347046107053739 19.888287398964167 9.4270114712417143 36.619309006258845 4.4240295309573403 2.0925802588462821 2.9193390905857077 9.6457854360342008
leaf_count=85 38 94 7 18 49 42 407 7 160 30 18 66 43 16 16 99 25 619 118 100 117 49 79 80 105 202 60 4 6 141
internal_value=0.000279241 0.000795078 -0.00504601 -0.0076917 -0.00714486 0.0010562 -0.0100872 -0.00069608 -0.0115156 -0.00380244 0.00122293 -0.00459576 0.00154599 0.00121269 -0.00645742 -0.00961181 -0.00152485 0.00170918 -3.04779e-05 -0.000621734 -0.00763956 0.000872203 -0.000520895 0.00649566 -0.00297815 -0.00148455 0.00162901 -0.00679043 -0.00163062 -0.00668249
internal_weight=418.555 393.115 26.8297 25.4404 24.2704 8.43793 22.1461 6.22954 15.8324 6.76522 366.285 19.2672 347.018 333.684 20.2865 17.3518 7.9763 313.398 153.597 147.715 25.9261 121.789 97.6084 24.1805 74.6628 65.1281 41.0433 24.0847 14.6577 11.7384
internal_count=2900 2383 326 517 319 80 499 92 239 79 2057 160 1897 1854 156 140 41 1698 1079 1061 217 844 715 129 597 518 262 256 151 145
is_linear=0
shrinkage=0.0141766


Tree=69
num_leaves=31
num_cat=0
split_feature=16 20 16 16 20 5 7 12 18 13 9 9 23 20 16 23 22 13 18 6 23 13 18 10 10 0 10 15 15 7
split_gain=18.9571 9.14388 7.88521 11.4679 7.81967 6.7838 6.23956 9.23248 9.19252 8.62003 5.95942 5.48961 12.1302 5.169 5.0483 5.88974 5.01464 4.36292 6.03967 8.71873 4.27285 7.64032 6.00976 4.43641 4.2001 13.9676 7.35788 6.89961 6.77143 7.43389
threshold=18.594956516900002 38.238138001450004 11.934972090850001 15.919962772200003 41.395309858300003 23.803605515150004 26.626668929150004 211.56805207830004 15.974481919500002 104.02719889955002 227.14331114760003 187.38923140910003 0.085155000000000022 39.945535567850008 17.844958270700005 0.08883000000000002 0.06041500000000001 116.59305220125002 13.278511569200001 22.585527707250005 0.075065000000000021 95.99139754765001 14.708525021850003 90.740838818900016 66.697957758300021 92.031298721500022 66.318885161900013 29.334060236450004 37.965550269150008 25.396105459650006
decision_type=2 2 2 2 2 2 2 2 2 2 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 6 13 24 7 8 9 -4 17 12 -6 -5 15 -15 -8 -7 19 -19 22 -22 -3 -24 26 -26 -2 -27 29 -29
right_child=5 2 3 4 11 10 16 -9 -10 -11 -12 -13 -14 14 -16 -17 -18 18 -20 -21 21 -23 23 -25 25 27 -28 28 -30 -31
leaf_value=-0.0047336114491026027 0.0022383829565024728 -0.0072720446648199067 -0.0066430600945533687 -0.0057215285495933431 -0.0061763367916965314 0.0027321800596684697 -0.0059956887077389446 0.0057697265435170762 0.0048175164491032806 0.0023259446789090205 0.007916180894049071 -0.0079145454557308439 0.0056857966989325619 0.0032935552553705295 0.0059764802689893865 -0.010096371713319214 0.0040110368304904455 -0.0066925398024003475 0.00039886028132716649 0.0067033429756608127 -0.0081849064760578343 0.0032643966428036603 0.0039447948729305383 -0.0047558822863267404 -0.0091928883440544548 0.0045948085787434973 0.0077557332748100834 -0.0020675761985474365 -0.0099965673416439003 0.0065919403458944738
leaf_weight=33.508944202214479 139.17389924824238 5.7875150665640858 11.676240008324386 4.5515693984925774 12.405628133565189 10.961020246148108 7.977876849472521 28.639702443033457 14.114159680902956 9.9169211611151677 3.804140828549861 13.781295757740734 6.6140987426042548 4.2616197429597404 10.03308357670903 2.6763313971459866 3.6539198383688927 18.51177337020636 21.214489489793777 2.7990166693925849 14.92880015820265 3.6249667629599562 9.6783360689878446 4.2077312879264346 6.6251361742615691 22.837725199759007 13.24715209007263 15.704800099134451 3.4238950610160819 7.2518370524048796
leaf_count=431 486 68 101 39 176 46 86 110 53 49 9 152 34 21 37 25 18 184 105 7 269 16 43 61 40 72 31 81 30 20
internal_value=0.000274409 -0.00135858 -0.00068752 0.000141283 -0.00234065 0.00151682 0.00191582 0.00277773 0.000377946 -0.00252394 -0.000638931 -0.00451473 -0.00205129 0.000972709 0.00276808 -0.00187164 -0.00285226 -0.0012474 -0.00227315 -0.00493309 -0.00351259 -0.00594798 -0.00121582 0.00130833 0.00210983 0.000450124 0.0027179 0.00174814 -0.000716225 0.000667903
internal_weight=467.594 202.039 168.53 130.302 54.3236 265.555 75.9788 64.347 35.7073 21.5932 57.2904 32.801 19.0197 21.5226 16.971 6.93795 11.6318 53.4863 42.5253 21.3108 38.2273 18.5538 19.6736 13.8861 208.264 55.8434 152.421 49.2183 26.3805 22.9566
internal_count=2900 1789 1358 901 484 1111 417 313 203 150 351 362 210 122 83 46 104 342 296 191 457 285 172 104 760 243 517 203 131 101
is_linear=0
shrinkage=0.00707411


Tree=70
num_leaves=31
num_cat=0
split_feature=16 20 5 9 7 10 17 5 20 9 21 7 17 22 22 3 6 22 16 19 4 12 17 6 16 21 19 19 23 4
split_gain=14.5997 7.50642 6.35675 6.14636 5.83516 6.8648 7.02238 5.76228 6.38203 9.08616 6.36471 4.97473 5.93727 8.18435 5.14904 5.59862 5.00116 4.65631 5.38697 4.61738 4.53061 4.46105 4.35272 4.96956 6.30647 6.17765 4.34076 3.97426 3.67236 5.0425
threshold=18.594956516900002 38.238138001450004 23.721757872050002 227.14331114760003 29.973557588500004 74.986474174450009 195.53954078470002 10.399809962700003 44.710446918150005 38.559541491950007 18.904039828500004 24.176224535650004 180.67147619190004 0.06041500000000001 -0.074434999999999987 77.360382703650018 13.825323026450002 -0.096499999999999989 11.934972090850001 12.751028791950002 275.25122054885009 123.93044755685001 197.05557773135004 22.585527707250005 22.594947163200004 2.1194692063500002 12.651020723000002 13.351077205700003 0.084795000000000023 310.49012963040008
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 28 22 5 6 17 8 -7 10 -10 -9 -13 14 15 27 26 18 -3 -19 -16 -20 23 24 -4 -26 -17 -14 -2 -30
right_child=2 4 3 -5 -6 7 -8 11 9 -11 -12 12 13 -15 20 16 -18 19 21 -21 -22 -23 -24 -25 25 -27 -28 -29 29 -31
leaf_value=-0.0058956929674354669 0.0043821113883013721 -0.0085687441404934984 -0.00043242294498901007 0.010678921288731734 -0.010552125783567727 -0.0092247030271647885 -0.011795060914246973 0.0074803330035415182 -0.0090481237262548513 0.010213690126321482 0.0042440691282433609 -0.007501249491879569 -0.0088816327475009817 0.0092224296404713121 -0.015199552846237625 0.0088155289003430167 -0.0045333888743841642 -0.011892246886898997 -0.0084163797239936895 -0.0016560778828993558 0.00045887092630526145 0.0039574504088597702 0.0029577686431242014 0.0089120518010148541 -0.00039195800966642156 -0.012024565081772368 -4.3704532160124229e-05 0.0051422919451223313 0.0022500456722709295 -0.0043836639777140732
leaf_weight=31.043317263945937 68.68770369887352 4.8760942537337568 19.259797342121601 3.7889032214879981 5.3199479095637789 9.0751196779310721 7.4294484890997401 13.665188409388064 8.2778167072683591 5.867951236665248 5.2757759168744078 6.3345798663794985 6.3137238323688418 11.58880817517638 3.323702394962317 14.410055480897432 5.2100685164332381 6.7223263867199448 2.9910040311515358 9.5292740222066623 3.2877378165721893 20.251428607851267 13.076674707233904 2.7681430280208579 6.106162857264283 12.327500786632298 7.5329885855317107 2.5325186811387539 119.54738660156727 11.210441179573534
leaf_count=431 241 65 138 9 122 163 93 45 146 25 26 61 60 36 31 42 28 93 30 91 20 123 54 7 30 120 45 13 453 59
internal_value=0.000341086 -0.00164003 0.00181365 -0.000961944 -0.000813396 -0.000478049 -0.0032851 0.000937821 -0.00267715 0.000382332 -0.0038741 0.00232617 0.00116265 0.00217524 0.000258629 0.00166754 0.00379639 -0.00186017 0.000469036 -0.00589018 -0.00741293 0.0023651 -0.00178577 -0.00331882 -0.00421703 -0.00817126 0.00577418 -0.00486684 0.00261145 0.00168131
internal_weight=447.632 190.859 256.773 57.3272 159.816 154.496 51.7996 102.696 28.4967 19.4215 13.5536 74.1994 60.5342 54.1996 42.6108 35.9994 27.1531 44.3701 28.1185 16.2516 6.61144 23.2424 53.5383 40.4616 37.6935 18.4337 21.943 8.84624 199.446 130.758
internal_count=2900 1789 1111 358 1358 1236 495 741 360 197 172 381 336 275 239 188 115 402 218 184 51 153 349 295 288 150 87 73 753 512
is_linear=0
shrinkage=0.0094576


Tree=71
num_leaves=31
num_cat=0
split_feature=5 3 9 20 7 13 3 21 20 6 15 14 22 12 9 5 21 21 22 4 7 23 23 0 13 20 18 16 20 16
split_gain=8.55411 5.02588 6.30387 4.78291 4.23065 4.18602 8.29476 8.86182 6.42695 5.5504 12.3246 8.32248 6.38999 5.89439 6.65169 5.68593 4.96208 6.63492 5.44464 6.48523 6.16015 4.81448 6.32652 4.62365 5.99742 5.92005 6.44475 4.52858 5.87301 4.80988
threshold=11.848158554650002 103.44111502715002 71.82068887245002 40.742467179200005 19.041006859700005 109.41218053485001 84.968719212850019 13.996357022800002 40.621691032550004 16.465384711100004 40.301031380450006 158.52715325430003 -0.12350999999999999 172.01106897260004 194.04304600165003 21.495293572000005 8.3174718251500028 10.738578069800001 -0.054494999999999995 168.72122291465004 24.101221167900004 0.09254500000000003 0.083905000000000021 86.001087134900004 112.82921081865001 42.448133449100006 13.030213775350001 9.744977212000002 39.995120105550008 18.934955721800005
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=3 4 -3 -1 -2 6 16 -8 -7 23 11 -11 -13 -12 -15 -14 18 -18 19 -6 -21 22 -19 25 -25 -10 -27 -22 29 -29
right_child=1 2 -4 -5 5 8 7 -9 9 10 13 12 15 14 -16 -17 17 21 -20 20 27 -23 -24 24 -26 26 -28 28 -30 -31
leaf_value=-0.015442479337197184 0.018985440094997225 0.0015814039965336339 -0.017218636666617534 -0.0032583493640508431 -0.024098671901668176 0.0061579550137250937 -0.014520942128431445 0.008404155582585145 0.0080147994930118011 0.0037224019126876548 0.01314754694743989 0.00037321808936915642 -0.037818550225474999 -0.017564936925091063 0.003961194450709386 -0.014750611793378337 -0.021244599402515892 -0.0096049289538464797 0.0084767243435082407 0.014374388890549004 0.015359996769118776 -0.011623629158411749 0.012860734397297693 -0.010508352508395465 0.0073664365928183271 0.002082473526367202 -0.026503675316665601 -0.016758703159838424 0.0020832043856274323 0.010576920918016113
leaf_weight=11.487258778885005 3.8057633861899367 10.762523978948595 8.8516115192323905 37.141028825193644 2.9224498160183421 93.776565939188004 19.813369840383533 5.9768985174596301 5.7618175297975531 5.4742872267961529 10.221359126269819 3.255975767970086 5.5726395100355113 5.5613695867359665 13.157766405493019 6.0894296895712614 5.3886560201644924 5.381294863298538 32.673333540558815 8.0132402591407281 3.8250312916934481 7.4660477079451075 9.3350963816046697 5.6954654902219763 49.866808101534843 3.9231338426470739 4.7457010746002197 10.737719731405376 19.471047950908542 2.0948650613427153
leaf_count=292 11 81 167 485 28 359 217 31 24 25 29 17 41 50 65 45 65 50 148 35 14 67 39 31 175 16 47 117 121 8
internal_value=0.000369871 0.00122587 -0.00690282 -0.00613656 0.0016814 0.00149118 -0.000804878 -0.00920805 0.00292524 0.000384693 -0.0038546 -0.0136806 -0.0200668 0.0030691 -0.00243412 -0.0257735 0.00121471 -0.00482002 0.00330136 -0.000291518 0.00128465 -0.000830086 0.00464579 0.00337265 0.00553416 -0.0049498 -0.0135668 -0.00161861 -0.00362903 -0.0122963
internal_weight=418.25 369.621 19.6141 48.6283 350.007 346.201 133.099 25.7903 213.102 119.326 49.3328 20.3923 14.918 28.9405 18.7191 11.6621 107.309 27.5711 79.7377 47.0644 44.1419 22.1824 14.7164 69.9929 55.5623 14.4307 8.66883 36.1287 32.3036 12.8326
internal_count=2900 2123 248 777 1875 1864 940 248 924 565 272 128 103 144 115 86 692 221 471 323 295 156 89 293 206 87 63 260 246 125
is_linear=0
shrinkage=0.0165021


Tree=72
num_leaves=31
num_cat=0
split_feature=16 23 21 13 18 20 20 23 23 20 22 6 21 13 10 10 6 6 8 9 22 10 0 23 15 23 9 5 17 6
split_gain=7.99007 4.49949 4.38866 4.57661 6.03682 4.35893 4.18198 3.90984 3.7216 3.72026 3.98015 4.46221 5.83595 3.71137 5.41948 3.87867 4.07705 7.3845 6.57733 7.01276 5.71994 4.54499 7.26401 6.55529 6.60544 5.88885 5.6625 5.37996 4.93734 4.92645
threshold=11.934972090850001 -0.27223499999999995 16.589865017350004 95.870416931800023 17.327266398450003 48.919835655300012 32.785955158400007 -0.15684499999999998 -0.22831499999999999 34.542090938800008 0.68694500000000025 4.9151148409000003 20.770927814650005 92.692659421600013 81.524804347700012 80.468240302450013 13.665319288000001 13.775321858200002 7.7439566930000003 214.76807342595004 -0.16297999999999999 70.182199495350019 86.530713386650021 0.093480000000000021 28.452330424200003 0.11614000000000002 206.50942114985003 20.361635946650004 201.59899553070002 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 5 3 7 -5 -2 -3 8 -1 -8 11 12 -11 -13 15 16 18 -18 20 -20 -15 22 25 24 26 27 -23 -19 -26 -24
right_child=1 6 -4 4 -6 -7 9 -9 -10 10 -12 13 -14 14 -16 -17 17 21 19 -21 -22 23 29 -25 28 -27 -28 -29 -30 -31
leaf_value=-0.013157009046763658 -0.013863390748187073 -0.011732878450174993 0.0047356978054733058 -0.012870872465668067 0.017215694154609829 0.010615904178236978 0.010260431689480735 -0.017237026435790684 0.0074299424297065014 -0.017348202481945265 0.013206331398142923 0.013417375607304804 0.010066582215749525 0.0083293139154057422 -0.012811709480932462 0.010984872944861918 0.016016233779110652 0.015911270174727005 -0.019852003761412971 -0.00082888806954331702 -0.0065875817468239381 0.011548464922004975 0.0068790596040172822 -0.013365255866631813 -0.019964937212514886 -0.011988077298046381 -0.0068079832905311097 -0.00019653492040290786 0.0025495505129592426 -0.0027400966187439541
leaf_weight=4.8738040216267109 8.7506620418280345 5.9383429307490578 6.8241694904863825 3.2228077780455342 3.3295488134026527 2.2443868964910498 11.586769722402094 14.981041166931391 3.8672172147780692 6.7752611245959979 6.6850293911993495 6.0928229037672272 2.6535901576280594 14.546651065349581 6.759253103286027 9.9758978597819787 8.6803501397371274 5.3713468238711348 9.4740003049373644 9.5610393825918418 11.151444798335431 13.26018070057035 82.663876608014107 11.726115714758633 5.4161462187767011 9.9383701998740417 5.990971513092517 97.809677764773369 4.2834057044237852 15.530705124139784
leaf_count=86 118 88 36 49 9 8 59 400 29 159 27 32 14 70 76 42 26 14 99 64 88 45 301 103 72 65 36 587 29 69
internal_value=0.000319026 0.00100908 -0.0066165 -0.0091754 0.00241747 -0.0088665 0.00130914 -0.0123775 -0.0040489 0.00152673 0.00123285 0.000995803 -0.00963278 0.00130112 0.00107196 0.00136951 0.00105543 0.00180547 -0.00331522 -0.010297 0.00185627 0.00131595 0.00223929 -0.00348077 0.000522821 -0.000467648 0.00583593 0.000641997 -0.0100223 0.00535767
internal_weight=409.965 372.866 37.0986 30.2744 6.55236 10.995 361.871 23.7221 8.74102 355.933 344.346 337.661 9.42885 328.232 322.139 315.38 305.404 260.671 44.7331 19.035 25.6981 251.991 211.314 40.6768 28.9507 113.119 19.2512 103.181 9.69955 98.1946
internal_count=2900 2291 609 573 58 126 2165 515 115 2077 2018 1991 173 1818 1786 1710 1668 1347 321 163 158 1321 1036 285 182 666 81 601 101 370
is_linear=0
shrinkage=0.0156704


Tree=73
num_leaves=31
num_cat=0
split_feature=16 20 16 16 20 7 12 18 9 13 5 9 9 23 2 16 23 22 16 23 13 18 8 17 23 21 20 18 14 10
split_gain=14.1328 7.80624 7.20698 8.14075 7.81522 5.8907 8.48301 9.31211 6.565 5.87765 5.83037 5.67226 5.36644 11.9912 5.11015 5.0022 6.18151 4.86788 4.72583 4.46381 6.28527 5.60091 4.45498 4.2646 4.06765 5.73289 9.15206 5.03321 5.3415 3.94404
threshold=18.594956516900002 37.572218886150004 11.934972090850001 15.919962772200003 41.395309858300003 26.626668929150004 211.56805207830004 15.974481919500002 204.42645579255003 104.02719889955002 23.803605515150004 227.14331114760003 187.38923140910003 0.085155000000000022 313.37633693555006 17.844958270700005 0.08883000000000002 0.06041500000000001 18.144957569200002 0.075065000000000021 95.99139754765001 14.708525021850003 0.94925920755000015 183.58889821140002 0.092290000000000025 11.790993765850002 48.315732392000008 13.340835220050002 168.39662374755002 66.697957758300021
decision_type=2 2 2 2 2 2 2 2 2 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 19 5 15 6 7 8 9 -4 29 24 13 -6 -1 16 -5 -7 -17 21 -21 -3 -23 -11 25 26 27 28 -12 -2
right_child=10 2 3 4 12 17 -8 -9 -10 23 11 -13 -14 -15 -16 18 -18 -19 -20 20 -22 22 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.005182656381725546 0.0020487107409242495 -0.005996619635973797 -0.0038094715097849938 0.001822799672455339 -0.0050530615699595372 -0.0050978236254355129 0.0044190704115824094 0.0040012271902798288 -0.0098192501031888133 -0.0012725933681110285 0.0024628794784766041 0.006516253839679912 -0.0064939369278440044 0.0048745572761551975 0.0026979834297239159 0.0061950240804451197 -0.0079713128173393866 0.0032635187803360479 -0.001270656071991734 -0.0067765737646009079 0.0023244813510737267 -0.0069632709009922831 0.002523310991123599 0.0070362313526596927 0.0011912459092773601 -0.0081310326158937525 0.0059499413552171294 -0.00028534209061021633 -0.0076201134883825527 0.0001792928199182149
leaf_weight=21.606232050806288 148.59744811058044 5.45265765488148 10.715544499456888 5.3801560178399104 12.058655815199023 8.0906590260565263 28.632033735513687 13.517116427421568 3.3802695348858824 4.4769493676722032 2.2983454093337121 3.6777964532375327 13.021192416548727 6.6029026098549357 3.330288488417863 8.01470924541354 3.896512471139431 3.4972180239856234 4.7271421253681174 14.168447386473419 3.2764276191592208 2.0414014384150496 11.602398063987492 4.1971722394227982 18.098831627517939 5.0090313963592044 5.0885264575481406 13.344235733151434 9.2888542301952821 53.944468796253204
leaf_count=337 517 70 93 33 176 94 121 54 28 36 13 9 152 34 27 23 41 19 37 281 16 33 74 10 92 52 13 67 105 243
internal_value=0.000179393 -0.00103991 -0.00057778 7.44104e-05 -0.00169296 0.00131495 0.00200919 0.000107689 -0.00220367 -0.000876014 0.00108059 -0.000595994 -0.00357626 -0.00154043 -0.00413019 0.00101693 -0.00229106 -0.00257437 0.00342531 -0.00290174 -0.00506725 -0.000923516 0.00110392 0.00274782 -0.00108834 -0.00226616 -0.00128757 -0.00276475 -0.00562013 0.00155082
internal_weight=451.034 191.686 166.75 130.208 53.7013 76.507 64.9191 36.2871 22.7699 19.3897 259.348 56.8056 31.6828 18.6616 24.9365 22.0185 9.27667 11.5879 12.7419 36.5413 17.4449 19.0965 13.6438 8.67412 53.1278 35.029 30.02 24.9314 11.5872 202.542
internal_count=2900 1789 1425 951 496 455 342 221 167 139 1111 351 362 210 364 134 74 113 60 474 297 177 107 46 342 250 198 185 118 760
is_linear=0
shrinkage=0.00592185


Tree=74
num_leaves=31
num_cat=0
split_feature=16 10 2 23 8 6 15 22 23 17 17 12 15 15 5 15 23 20 2 10 21 23 8 20 22 2 22 23 10 15
split_gain=7.29731 4.31602 4.20036 6.12684 4.98719 3.60804 5.23595 3.13633 9.97543 7.0828 6.95057 5.56422 4.96766 3.85462 5.82502 4.88882 3.70039 5.98256 4.67882 4.62345 5.70887 4.14294 5.48318 4.14048 3.75499 7.85653 7.05569 5.50051 8.48859 4.99163
threshold=11.934972090850001 54.884872733100003 285.16564649850005 0.075065000000000021 8.0437227585500022 4.9151148409000003 17.382777826050003 -0.24103499999999997 0.091705000000000023 195.76335783930003 203.77077094980004 209.21482242480002 33.005488016050009 46.810838056050009 25.763052016400003 51.067537391750008 0.088165000000000021 42.178283198950005 68.519383356500015 80.288113607700012 6.0479909019000013 0.10211000000000002 8.543332867800002 49.275256100300005 -0.071129999999999985 139.80186571705002 -0.085249999999999992 0.093295000000000031 76.919475570250015 38.469938489650012
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 -2 4 -4 -1 6 -3 8 11 -10 -11 12 -7 16 -15 -16 23 18 -18 20 -19 22 -22 -9 25 26 -20 28 -26 -27
right_child=1 5 3 -5 -6 7 -8 13 9 10 -12 -13 -14 14 15 -17 17 19 24 -21 21 -23 -24 -25 27 29 -28 -29 -30 -31
leaf_value=-0.011248042188898922 -0.014128350259324398 0.0030572040124343812 0.0063127436581631134 -0.014702364631032711 0.0046935762709169049 -0.0096383555371411817 -0.014275410029665191 0.0036311639663234984 0.0078032555571488733 -0.024022279685546384 0.0027199248377083466 -0.018660758419484565 0.0091774767898759445 -0.014717758945799204 0.013195898934668869 -0.0080531281559153324 -0.0083510342445189106 -0.017003711684221379 0.0066478124660146161 0.0091417190596722198 -0.015026791910961778 0.0042863676898883115 0.0039790135590179422 -0.0092017873340242331 -0.01246585024052916 -0.0016442696422660204 -0.010249336518656647 0.0064255636305635558 0.012349881363437187 -0.016475709916589778
leaf_weight=19.635238919407133 3.2504126150161019 5.5674095600843412 9.0360882990062219 3.1745833437889805 4.0001001171767703 7.6343313865363616 6.2809907011687756 154.96683868952096 17.121308255940679 2.7163555398583403 4.1760300602763891 6.9097259528934947 3.4497545026242733 6.014565031975506 3.6628422811627388 3.6711575910449028 7.2527981325983992 6.8066407535225215 23.68474430590868 3.505517777055501 7.1104104369878787 7.640968130901455 4.0258768349885941 4.3777502700686446 6.8423619978129846 9.3456471860408765 5.0827736891806152 49.004109492525458 3.5427564866840839 6.5258826911449423
leaf_count=436 89 58 60 86 27 86 167 779 67 24 33 81 12 59 12 37 46 55 99 15 60 40 18 37 52 71 33 201 14 46
internal_value=0.0002579 0.000800783 -0.00534828 0.000849145 -0.00855005 0.000933035 -0.00613104 0.00116876 -0.00216999 0.00331925 -0.00781944 -0.00949566 -0.00378221 0.00161676 -0.00522534 0.00255934 0.00192149 0.000380931 0.00175447 -0.0048735 -0.00679388 -0.00309287 -0.00815601 0.0032786 0.00245902 -0.000392675 0.00366235 0.00460245 -0.00400027 -0.0077425
internal_weight=406.016 370.17 35.846 12.2107 23.6353 366.92 11.8484 355.071 42.0075 24.0137 6.89239 17.9938 11.0841 313.064 13.3486 7.334 299.715 140.37 111.281 29.0894 25.5839 18.7773 11.1363 159.345 104.028 44.639 28.7675 59.3892 10.3851 15.8715
internal_count=2900 2291 609 146 463 2202 225 1977 303 124 57 179 98 1674 108 49 1566 750 562 188 173 118 78 816 516 249 132 267 66 117
is_linear=0
shrinkage=0.013013


Tree=75
num_leaves=31
num_cat=0
split_feature=16 20 17 7 15 5 9 23 21 20 18 23 17 16 23 19 6 22 22 18 16 20 23 23 9 8 23 10 16 2
split_gain=14.5209 7.83056 6.82523 6.1005 6.15739 5.65457 6.20828 4.6838 5.33547 9.00278 5.69411 4.64921 4.37029 4.31026 8.59976 6.98022 8.81633 6.53796 7.32833 5.26254 4.56234 4.37411 4.24705 4.34851 4.03598 3.97894 3.87379 3.86051 7.4494 3.78906
threshold=18.594956516900002 38.238138001450004 166.83257850275001 29.973557588500004 30.046989284200006 23.721757872050002 227.14331114760003 0.092290000000000025 11.790993765850002 48.315732392000008 13.340835220050002 -0.22125500000000001 161.02023942550002 13.534968349350001 0.07968500000000002 11.950964240300001 5.1551204485500008 0.13860000000000003 -0.0039949999999999994 13.849588037450003 15.164964537700001 39.893178577750007 0.085155000000000022 -0.15959999999999999 68.670253264700008 8.1436447804000007 0.093675000000000022 61.923256118600001 22.614947116400003 313.37633693555006
decision_type=2 2 2 2 2 2 2 2 2 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 11 4 13 -2 7 8 9 10 12 24 -7 14 19 -15 -17 18 20 -4 26 -22 23 -23 -3 -25 -18 -9 -29 -1
right_child=5 2 3 -5 -6 6 -8 27 -10 -11 -12 -13 -14 15 -16 16 17 -19 -20 -21 21 22 -24 25 -26 -27 -28 28 -30 -31
leaf_value=-0.0071333203718631187 0.0025001511996874644 0.0058621939378102105 -0.01113524269177963 -0.010437976755073021 -0.0083070599232303397 0.0015515020029718497 0.010596438475513104 0.0059880078965184923 -0.012512448220443456 0.0090318293837960816 -0.00030146246329525552 -0.010970642969113634 -0.01223160920128461 0.0067013271185009495 -0.0081624962968772953 -0.010610104832278304 -0.00090800476098730802 0.0084600670501199932 -0.011873142279682407 0.0025768634751813231 -0.0056130405276053185 0.0051243872301080361 0.0053331113771590147 -0.013196318575186184 -0.010785950966024934 0.0001481652824831928 -0.014532752319944669 0.0036435357569567692 -0.014322674017132612 0.0027804737085246286
leaf_weight=27.041174083948139 200.50521883368492 3.5066626518964759 2.7031446192413595 4.8420826364308587 7.0214818418025962 2.5448169186711374 3.8599022924900046 10.23316300660372 5.0021404698491088 5.157438486814498 13.272287175059317 9.025867395102976 9.0728107243776304 19.184857383370399 12.95167315378785 5.7805682737380257 5.6002063676714808 9.5906163379549962 4.0543987117707792 22.920492365956306 5.4679822586476794 5.7926500588655472 27.606962818652391 3.3351176194846612 1.9617963656783102 4.5827578529715538 2.6586403027176857 5.957778222858904 2.9965570718050003 3.7983846049755803
leaf_count=395 753 22 40 106 96 19 9 36 53 13 67 156 101 85 163 110 30 31 52 168 36 25 115 35 38 27 23 27 33 36
internal_value=0.000328199 -0.00162691 -0.000793558 -0.000182007 0.000174615 0.00176032 -0.00079298 -0.00160353 -0.00362447 -0.00214484 -0.00446076 -0.00687322 -0.00921245 0.000624997 -0.00198975 0.00170198 0.000414053 0.00134179 0.000186632 0.00113032 0.00107492 0.0021992 0.00323307 -0.000995475 -0.000110288 -0.00547271 -0.005294 0.00208807 -0.00236883 -0.00591228
internal_weight=448.03 189.428 158.588 144.094 139.252 258.602 58.0969 54.237 35.0495 30.0474 24.8899 14.4943 11.6176 132.23 38.5753 93.6548 74.4699 68.6893 59.0987 25.6236 55.0443 46.7855 41.3175 13.7105 5.46846 7.91788 8.25885 19.1875 8.95434 30.8396
internal_count=2900 1789 1358 1142 1036 1111 358 349 253 200 187 216 120 940 371 569 484 374 343 208 291 238 202 87 60 62 53 96 60 431
is_linear=0
shrinkage=0.00929464


Tree=76
num_leaves=31
num_cat=0
split_feature=10 16 6 23 23 2 16 16 19 0 17 16 22 9 4 18 16 6 16 0 16 20 10 6 4 5 8 7 6 22
split_gain=6.99967 4.59835 5.92555 5.29743 8.10934 4.92767 4.87816 9.92532 5.73142 4.87202 6.03568 6.39184 4.9496 7.2337 7.30832 4.61553 4.12192 5.76649 3.92741 3.557 5.69575 5.12012 6.13437 5.39468 4.51343 4.91243 7.63689 5.70068 5.39167 5.12796
threshold=90.988176966900014 18.594956516900002 15.675366252400002 -0.17732499999999998 -0.22831499999999999 234.61110956795002 12.644970430600003 9.6249774926000011 10.250827068050002 97.013011637200023 193.52305340940003 17.844958270700005 0.06041500000000001 205.70977008025002 275.25122054885009 13.622618370000001 17.654958715000003 13.665319288000001 15.549963637400003 86.530713386650021 22.614947116400003 38.771633980050005 60.474177186300004 19.765461816850003 390.96858665540009 32.00428233840001 8.8430989333000021 22.580174331950005 16.375382608200002 -0.098345000000000002
decision_type=2 2 2 2 2 2 2 2 2 2 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 15 7 8 -5 10 11 18 13 -11 -15 -1 17 -16 -8 21 -21 22 23 -3 25 26 28 -28 29 -23
right_child=-2 19 -4 6 -6 -7 9 -9 -10 12 -12 -13 -14 14 16 -17 -18 -19 -20 20 -22 24 -24 -25 -26 -27 27 -29 -30 -31
leaf_value=0.0044265397420205094 -0.0098674040970399592 -0.017095963170043249 -0.011584126815608463 -0.015315612390558295 0.014170644702839899 0.0054695595662438475 -0.00076381386417713796 -0.015487846556010119 0.0095491686432014004 0.0029681519937547612 -0.016400483366801263 0.0066855592036369335 0.0078113205264219929 -0.016655620973632584 -0.013885991417400217 -0.015466750020327059 0.012092427970718512 0.0092334368627969357 -0.015718379361885037 0.001819975402264244 0.0087965603218703795 0.0008758281107308385 0.012632893629777354 0.010422918184381806 -0.013236650674823661 0.011854066546171348 -0.0032133739049547911 -0.023073347440142576 0.0012307322380317265 -0.023344489135990527
leaf_weight=3.224705629050737 11.389656022191046 2.7908933870494357 8.9089189525693637 2.1386388447135705 9.7655939236283285 10.550399992614983 6.2028665542602592 11.70638571679592 6.2367218639701605 34.529414676129818 6.4185704607516518 8.726150166243313 15.38622324541211 7.9805148914456394 5.022465553134678 5.2909577768296003 3.2867730855941772 2.9371899962425232 5.8735781461000443 101.77285331115127 25.05145588517189 2.8916656598448753 10.545772120356558 2.1794290021061897 5.0213345550000659 5.234890714287757 5.6493896469473821 4.4299214407801628 69.672149142250419 3.1241026297211638
leaf_count=22 319 37 197 44 30 51 37 210 34 251 105 47 79 82 59 99 15 13 95 437 86 14 29 7 45 22 30 38 338 28
internal_value=0.000261711 0.000555603 -0.0012082 -0.000571911 0.00445799 -0.000516813 -0.0018173 -0.00769384 0.00319998 -0.000592661 -0.00528961 -0.00186139 0.00125651 -0.000619617 -0.00706284 -0.00793357 -0.000255769 -0.0053547 -0.00803721 0.00169652 0.00319805 -1.07695e-05 0.00697512 -0.00502925 -0.00113959 -0.000472101 -0.00122444 -0.011942 0.000202804 -0.0117022
internal_weight=403.94 392.55 154.186 145.277 28.8317 19.0661 116.445 20.0817 8.37536 96.3637 27.2212 20.8026 69.1426 53.7564 19.2269 8.51566 11.2464 7.95966 12.0764 238.364 126.824 111.54 15.5161 4.97032 96.0235 91.0021 85.7672 10.0793 75.6879 6.01577
internal_count=2900 2581 1470 1273 202 172 1071 288 78 783 284 179 499 420 169 121 87 72 132 1111 523 588 73 44 515 470 448 68 380 42
is_linear=0
shrinkage=0.0131069


Tree=77
num_leaves=31
num_cat=0
split_feature=5 21 17 16 21 23 2 5 20 2 15 23 23 8 20 3 6 15 6 3 10 8 16 5 0 0 17 17 17 8
split_gain=6.8781 5.09182 4.67871 5.56433 4.09501 4.149 3.82932 3.65886 3.19116 4.35867 3.16855 3.1099 6.52906 3.01186 5.91712 6.26158 4.75124 3.80828 3.61704 7.30141 5.57453 6.96526 9.08805 5.07869 6.99472 6.38055 4.69476 6.91388 6.16441 4.58457
threshold=7.7286379265000011 17.650944895250003 168.45154159730004 21.084950694200003 0.12836581325000004 -0.22588499999999997 187.03662689815005 2.7861270712500006 42.622319549950006 74.86597289860002 11.896459116400001 -0.21013499999999999 -0.22125500000000001 1.6487133604500002 47.833738492450003 101.23926781830001 22.585527707250005 21.391209202300004 10.715250360100002 76.884525614550014 77.898074329750017 5.445750190600001 17.924958083650004 13.999568943650003 98.615332683000005 101.47316367565001 182.28951942140003 184.59783591905003 183.40283206635004 8.8430989333000021
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 11 3 4 8 6 -6 -3 9 -2 -4 12 -1 17 15 18 -17 -12 20 -20 -15 -22 -23 -21 26 -26 -25 28 -28 -29
right_child=2 7 10 -5 5 -7 -8 -9 -10 -11 13 -13 -14 14 -16 16 -18 -19 19 23 21 22 -24 24 25 -27 27 29 -30 -31
leaf_value=-0.011583042918741552 0.0089658226721340845 0.0083627040737323331 -0.0077546793687519721 0.011069511753444517 -0.012577809748483541 -0.012935490496672152 0.0040014833794474137 -0.0073582048084192431 0.01179497673125229 -0.012074641610146814 0.0045897853281282545 -0.011376549238392623 0.013112514970553307 -0.012339899620857167 0.0076013067494269254 -0.012931962759621636 0.0085718462881513146 -0.013925545822162424 -0.01176715639202614 0.0074229523148844311 0.010266957167818063 -0.0088311438599231774 0.013418670273507544 0.0057582435751658573 -0.010930259482187782 0.0047519606012981002 -0.018942679280718182 0.0019430461912499357 -0.0015530626612964688 -0.0040929958336682493
leaf_weight=2.9152619130909443 1.8486127182841361 4.3165176827460519 4.6957142353057852 2.5453917607665053 2.4632945265621009 9.3687067404389328 4.2985158767551184 2.7080787178128958 2.2409994453191757 2.7574828192591667 2.009838616475462 11.916878575459121 2.0492478534579339 5.4561800472438362 15.203674353659151 5.9949719682335845 1.4305311068892477 3.2970787882804871 4.6780693959444752 15.836357936263083 5.1793933156877783 10.160992302000521 2.5893179774284354 27.759697537869215 9.524120641872285 4.2032944038510314 3.4328845329582673 210.33276531100273 6.8907892890274525 15.16388128325343
leaf_count=80 10 19 69 7 52 170 31 30 6 50 15 381 7 58 56 104 4 45 57 65 22 147 6 125 103 21 27 1006 40 87
internal_value=0.000232584 -0.00528314 0.000580164 -0.00380377 -0.00545139 -0.00836745 -0.00203827 0.00230208 0.0014183 -0.00363025 0.000896384 -0.00843946 -0.00138922 0.00101273 0.00113507 0.00083592 -0.00878923 -0.00691341 0.00105843 0.00137369 -0.00295649 -0.000101026 -0.00431268 0.0015834 0.00124991 -0.00612841 0.00163418 0.00114872 -0.00733555 0.00153714
internal_weight=403.269 23.906 379.363 25.523 22.9776 16.1305 6.76181 7.0246 6.84709 4.6061 353.84 16.8814 4.96451 349.144 343.837 328.633 7.4255 5.30692 321.208 297.822 23.3859 17.9297 12.7503 293.144 277.307 13.7274 263.58 235.82 10.3237 225.497
internal_count=2900 517 2383 326 319 253 83 49 66 60 2057 468 87 1988 1928 1872 108 60 1764 1531 233 175 153 1474 1409 124 1285 1160 67 1093
is_linear=0
shrinkage=0.0106021


Tree=78
num_leaves=31
num_cat=0
split_feature=16 20 5 17 5 10 17 9 21 7 0 5 16 5 18 13 10 0 20 16 12 21 3 0 21 16 2 5 23 9
split_gain=20.7392 9.43983 8.09041 7.00953 7.08151 8.41292 8.9069 6.31726 5.68492 4.90649 8.588 5.87268 5.78477 9.1237 5.40978 4.49364 4.45586 13.2595 7.93931 7.53997 7.40903 6.37897 6.02692 4.49918 7.73607 10.1211 6.02799 4.86973 4.30658 4.28897
threshold=18.594956516900002 38.238138001450004 23.803605515150004 166.83257850275001 10.718565385000002 74.986474174450009 193.52305340940003 227.14331114760003 20.770927814650005 24.176224535650004 103.44649194340002 11.492436627450003 15.689963310050002 13.809011005350003 15.287416123250003 98.362617618700014 66.697957758300021 92.031298721500022 41.941595803500007 22.494947397000004 240.89943760205003 8.8712712239000009 85.436510927550003 86.20003303655001 5.4279412736500001 22.654947022900004 158.68292856370002 23.052327720550004 -0.22125500000000001 68.670253264700008
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 16 28 8 6 -6 -4 -5 -7 12 -12 14 -14 -11 -16 18 -18 -2 -20 21 -19 -23 26 25 -25 27 -21 29 -3
right_child=2 3 7 4 5 9 -8 -9 -10 10 11 -13 13 -15 15 -17 17 20 19 23 -22 22 -24 24 -26 -27 -28 -29 -30 -31
leaf_value=-0.0033465961009658493 0.0028963416471970817 0.0029007037669688753 -0.00093974021392901382 -0.0027465507809669586 -0.00022907702663986786 0.0045059594656956621 -0.0062492746271273509 0.0056145975920561548 0.0027667562350837385 -0.0017703441071291808 0.0017529857065274638 -0.0066278797705487157 0.0022055005001456059 -0.0066959319472131712 -0.00015559696796311722 0.0043290618214823972 -0.0062132532870833217 0.0026221901963472179 0.0042534538796307779 -0.0024280483017702454 -0.0053473984165560082 -0.0071374716948341245 0.0022211561465671509 -0.0060659352040993847 0.0032001636948226111 0.0036233248014173216 -0.007526925965136105 0.0034497630694429134 -0.0057812562020280941 -0.0058356382584541268
leaf_weight=33.689724393188953 96.928711764514446 3.6814384385943404 53.570351157337427 33.09320142865181 33.57163729518652 11.260653518140314 7.337665293365716 3.8628945499658576 5.3190512657165518 5.8111168518662444 3.2300234250724298 5.6010494865477085 7.1346000507473928 4.666787251830101 6.8971493095159522 26.540480762720108 6.5681095942854872 38.252646431326866 11.202502980828283 11.789979174733167 3.8125832900404921 3.4752874821424475 3.2749228626489639 6.5576589629054087 16.480288982391357 4.4232304468750954 3.9215039461851111 4.8844340965151778 9.2771636024117452 2.1995161436498165
leaf_count=431 292 22 342 451 234 32 90 9 23 30 21 62 34 47 39 79 40 132 31 52 28 32 11 37 48 13 30 14 156 38
internal_value=0.000252074 -0.000958085 0.0011487 -0.000472228 -0.000149011 0.000479736 -0.00130889 -0.000498903 -0.00198311 0.00150826 0.000944545 -0.00356252 0.00172421 -0.00131452 0.00263791 0.00340402 0.00159596 0.000389616 0.00202373 0.000596427 0.00127803 0.00183933 -0.00259705 -0.000256055 0.0010556 -0.00216299 -0.00200493 -0.000706262 -0.00368057 -0.000366746
internal_weight=468.316 199.311 269.005 165.622 150.463 112.051 40.9093 57.4332 38.4123 71.1419 59.8812 8.83107 51.0501 11.8014 39.2487 33.4376 211.572 55.3835 156.188 59.2596 48.8154 45.0029 6.75021 48.0571 27.4612 10.9809 20.5959 16.6744 15.1581 5.88095
internal_count=2900 1789 1111 1358 1142 668 324 351 474 344 312 83 229 81 148 118 760 243 517 225 203 175 43 194 98 50 96 66 216 60
is_linear=0
shrinkage=0.00494996


Tree=79
num_leaves=31
num_cat=0
split_feature=16 20 17 15 13 6 23 5 9 8 6 10 6 21 22 22 13 23 13 18 6 16 17 17 9 16 23 9 10 20
split_gain=11.2656 6.85819 5.9036 5.46631 5.58716 7.10126 6.83239 5.00553 5.62398 4.65958 4.10063 5.76418 5.10236 8.8206 3.90989 6.65686 6.02049 3.87923 3.81441 5.58555 7.13265 3.5191 6.06757 6.60753 5.53104 3.79958 5.78652 3.48713 3.3978 6.1815
threshold=18.594956516900002 38.238138001450004 166.83257850275001 30.046989284200006 95.870416931800023 5.1551204485500008 0.079785000000000009 23.803605515150004 227.14331114760003 3.0476216663000004 1.8100422913500003 84.600400448950026 3.6650856341500009 18.904039828500004 -0.59309999999999985 -0.23871499999999998 96.429616222950017 -0.22125500000000001 116.59305220125002 13.278511569200001 22.585527707250005 15.919962772200003 234.67375690460003 192.00356210945003 192.53043113735001 13.534968349350001 0.077895000000000006 68.670253264700008 61.917879202350001 41.21013581150001
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 17 4 6 -6 9 -2 18 10 -4 -12 13 -13 -7 16 -16 27 -9 20 -20 25 23 -23 -25 26 -17 -3 -21 -30
right_child=7 2 3 -5 5 14 -8 8 -10 -11 11 12 -14 -15 15 21 -18 -19 19 28 -22 22 -24 24 -26 -27 -28 -29 29 -31
leaf_value=-0.0045067613506463633 0.0018268153629639144 0.0044431710969337814 -0.0084598653490585048 -0.0065698134015146252 -0.0084131471682954151 0.0060654641917992783 -0.0068411991014293112 0.0026609153870124766 0.0082203395048717539 -0.0087252499704289915 -0.0027222601732524812 -0.0083694480557074905 0.0098822067633163712 0.0085179211752876068 0.0072606090840991793 0.0039979589340994881 -0.0075852795090530787 -0.00862788812049314 -0.0069165475319265032 0.00415855538456024 0.0062422849381443511 0.0021441150408235883 0.0075114069215819557 0.0020566948561614967 -0.0096959455130974752 0.0044166975008931167 -0.010055855464509827 -0.0086298867867420637 0.0053146355369051547 -0.0057347334010719262
leaf_weight=28.826567232608795 196.52317440137267 3.1881275977939367 2.2816775813698831 6.8477219622582188 4.0109616145491591 10.19101996719837 11.762712357565759 10.431411635130642 3.6463610380887976 3.0505660586059085 8.5922878328710812 3.2139482591301185 6.4292895793914795 3.6897212415933609 1.889743983745573 4.0002274159342042 7.6919986084103584 7.8584291804581863 17.429337579756979 7.9355260506272343 2.6333095133304587 11.389847055077558 4.7549720332026473 3.2170819975435716 7.2035221792757511 33.260188840329647 2.7426251769065857 1.7580141741782425 4.2128244638442984 8.4556890502572042
leaf_count=431 760 22 50 98 87 35 209 46 9 49 87 66 18 9 7 21 80 156 184 28 7 68 14 18 75 125 26 38 14 63
internal_value=0.0002558 -0.00117941 -0.000535789 -8.10313e-05 0.000262422 0.00128017 -0.00209419 0.00127167 -0.000721218 -4.56656e-05 0.00104814 0.0020376 0.00510504 0.000656141 0.00173047 0.00115033 -0.00465732 -0.00537368 -0.00135929 -0.00239051 -0.00518939 0.00198627 -0.000116344 -0.0017793 -0.00606763 0.00338258 -0.00171837 -0.000203404 0.000334829 -0.00206034
internal_weight=429.119 177.851 149.025 136.22 129.372 90.3522 39.0202 251.268 54.7445 27.2575 24.2069 21.9252 13.333 6.90367 86.3412 76.1502 9.58174 12.8046 51.0981 40.6667 20.0626 66.5685 26.5654 21.8105 10.4206 40.003 6.74285 4.94614 20.604 12.6685
internal_count=2900 1789 1358 1142 1044 556 488 1111 351 279 230 180 93 75 469 434 87 216 342 296 191 347 175 161 93 172 47 60 105 77
is_linear=0
shrinkage=0.00745228


Tree=80
num_leaves=31
num_cat=0
split_feature=5 21 17 16 21 2 22 23 10 5 16 15 18 3 5 10 5 3 13 20 18 18 15 5 13 6 20 17 16 7
split_gain=6.83723 4.74941 4.41059 4.87219 3.72424 3.93753 3.59344 3.40986 3.2058 11.0557 4.24803 5.34215 5.55931 4.7644 7.9029 7.45204 6.98269 6.82842 6.65074 5.93323 5.98796 5.74599 5.42843 4.60999 5.57397 5.94772 6.94946 13.6068 6.66417 4.41534
threshold=7.7286379265000011 17.650944895250003 168.45154159730004 21.084950694200003 0.12836581325000004 187.03662689815005 -0.15818499999999999 -0.22588499999999997 60.474177186300004 29.040033326300005 22.724946859200003 44.920183738100008 13.278511569200001 88.727183679150016 21.042547594650003 67.649671936450019 19.450053268050002 89.227236891450005 109.57886493895002 38.238138001450004 13.832542267500001 15.353948930850001 23.163629804900005 22.963361893800002 113.85351336640001 16.135377000500004 38.441102963850007 199.55131508320002 22.574947209950004 21.403954852200005
decision_type=2 2 2 2 2 2 2 2 2 2 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 -7 9 -4 11 13 -13 14 15 16 -10 -15 19 20 -17 -22 -23 24 29 -26 -27 -28 -29 -19
right_child=2 6 8 -5 5 7 -8 -9 10 -11 -12 12 -14 17 -16 18 -18 23 -20 -21 21 22 -24 -25 25 26 27 28 -30 -31
leaf_value=-0.011536805862265704 0.0016813525472156631 0.013191082979496126 -0.019478802804503058 0.014103442076358913 -0.01730549297203527 0.004793859672702858 -0.0077852433338247524 -0.017169152765135209 -0.023930405330392403 0.0038197224711024832 0.0096740806926152376 -0.017660098797164365 -0.0013804348904101849 0.013472712920697155 -0.013668234322035584 0.024601788821543284 0.0022960385011117248 0.0021707801211477409 0.010160695180666139 0.0019513886966820674 -0.016931750177404073 -0.011329835297074223 0.0060856945919089446 0.0078126228544921385 0.0088924001108091084 0.014632319321788106 0.00076488518537985045 -0.035417184636635048 -0.0055179600215068576 -0.024670932588343325
leaf_weight=16.24587184749544 6.8327978122979465 3.4409334287047386 6.6728886943310526 2.4830405563116065 8.9912977684289199 4.3617968950420618 3.3621691446751347 2.221667891368269 4.7611359916627389 11.636814760044215 12.824470430612562 5.8242714069783714 17.467045780271292 13.48565133474767 8.2743926104158145 1.2729650735855127 3.8018688671290874 2.2069642655551425 16.616715155541897 106.57038729265332 8.5951872393488902 7.0520864780992252 7.9036739077419043 27.802470523864031 20.047055244445801 6.1217961758375159 56.316105335950851 3.3778093829751006 2.8721280992031097 3.0254203714430332
leaf_count=468 66 11 94 7 184 31 38 38 39 66 43 78 99 41 80 2 18 15 49 700 82 109 47 119 69 15 222 26 14 30
internal_value=0.000332934 -0.00729799 0.000796497 -0.00507522 -0.00720046 -0.011097 0.00282435 -0.00261782 0.00120874 -0.00467132 0.00152895 0.00120595 -0.00545136 0.00172263 7.57098e-05 0.000802029 -0.0122862 0.00372988 0.00155923 0.000471453 -0.00588199 -0.00752968 -0.00212625 0.00265089 0.00112367 0.00197709 -4.11915e-05 -0.00147693 -0.0216771 -0.0133494
internal_weight=402.469 23.049 379.42 24.8906 22.4076 15.5748 6.8031 6.58346 354.529 18.3097 336.22 323.395 23.2913 300.104 164.848 156.574 8.563 135.255 148.011 131.394 24.8239 23.5509 14.9558 121.77 93.9673 88.7349 68.6878 62.566 6.24994 5.23238
internal_count=2900 517 2383 326 319 253 49 69 2057 160 1897 1854 177 1677 1126 1046 57 551 989 940 240 238 156 510 391 346 277 262 40 45
is_linear=0
shrinkage=0.0144301


Tree=81
num_leaves=31
num_cat=0
split_feature=10 16 6 23 23 5 2 17 22 22 22 16 21 5 10 10 23 23 21 18 7 0 16 20 20 21 17 10 17 6
split_gain=6.05824 3.89256 5.12204 4.51362 7.34427 4.39721 4.3699 4.0838 3.94621 3.92494 6.72639 5.58114 6.81705 4.80157 5.99272 4.55894 4.43339 4.83132 6.93015 5.18285 3.6719 3.02312 4.80826 4.56473 6.97472 6.36938 5.37507 5.91082 6.41082 4.8995
threshold=90.988176966900014 18.594956516900002 15.675366252400002 -0.17732499999999998 -0.22831499999999999 19.385335982600001 234.61110956795002 172.11348093270001 -0.54972999999999994 -0.59511499999999995 -0.21094499999999999 12.644970430600003 18.904039828500004 10.399809962700003 84.906884675850009 80.288113607700012 0.083565000000000014 0.090720000000000023 7.080793571600001 16.158105979900004 26.752366550650006 86.530713386650021 22.614947116400003 42.131954243650007 43.45354240915001 6.9984086918000008 187.45953903175004 61.917879202350001 190.40793214150003 16.575387281250006
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 3 4 6 9 7 -1 -4 -5 -11 12 -12 14 -13 16 -15 -18 19 -19 -16 23 -23 -3 26 -26 -25 -28 -29 -27
right_child=-2 21 8 5 -6 -7 -8 -9 -10 10 11 13 -14 15 20 -17 17 18 -20 -21 -22 22 -24 24 25 29 27 28 -30 -31
leaf_value=0.0054285840964624988 -0.013991048406819914 0.0033461449694619158 0.022290843646060633 0.0098675133831990242 0.020227525204740381 -0.014956602285529256 0.0074066434927894309 -0.022892122177263621 -0.021297146242024795 -0.016270854433349163 -0.020633372888139382 -0.022666587785883499 0.017823083090915251 -0.012875567798393791 0.019591752161822594 0.013032615288228902 0.010847987895176799 0.013035500713753752 -0.0202229973866641 -0.014221828704381984 -0.013853851990304695 0.0025853178576465538 0.012278212767733774 -0.032922370657699318 0.013275417036004777 -0.019082581504464496 0.014213284269483151 0.0006760228979280767 -0.024526595284736535 0.007445311357610401
leaf_weight=3.1949526648968511 10.757240999490021 64.377492137253284 0.88100330904126156 10.651914078742264 9.4119885526597482 9.7938637696206552 10.476256761699913 4.8564292471855879 7.3011488988995534 11.882675712928174 9.137590488418935 6.360275272279976 2.1563981547951689 7.6816753000020972 2.9758575204759836 14.8087873570621 17.223857522010803 8.8271781653165835 6.2153942286968222 3.7671212181448928 2.1329016927629709 100.60385448113084 23.989171974360943 3.9321757424622801 11.32339743897319 6.1073740273714048 3.6791463047266033 6.92534933425486 8.5197410397231561 4.6349498219788074
leaf_count=26 319 295 4 57 30 142 51 95 193 145 183 142 7 59 13 64 80 40 70 31 38 437 86 44 43 45 15 43 72 31
internal_value=0.000408482 0.000812044 -0.00163761 -0.000772534 0.00623291 -0.00249527 -0.000876313 -0.0116539 -0.0166039 -0.00131975 -0.00259877 -0.000600158 -0.0132908 0.00144758 -0.010063 0.00370332 0.000542962 0.00340354 -0.00341327 0.00488247 0.00562825 0.00237896 0.00445159 2.06493e-05 -0.00472396 0.00309471 -0.0122067 -0.00794729 -0.0132261 -0.00763669
internal_weight=394.587 383.83 149.737 141.555 27.9396 113.615 18.5276 8.05138 8.18215 103.822 93.1697 81.287 11.294 69.993 11.469 58.524 43.7152 36.0336 18.8097 12.5943 5.10876 234.093 124.593 109.5 45.1221 22.0657 23.0564 19.1242 15.4451 10.7423
internal_count=2900 2581 1470 1273 202 1071 172 121 197 929 872 727 190 537 193 344 280 221 141 71 51 1111 523 588 293 119 174 130 115 76
is_linear=0
shrinkage=0.0194548


Tree=82
num_leaves=31
num_cat=0
split_feature=16 20 15 16 5 6 6 15 9 23 13 18 20 17 20 7 17 5 21 6 6 14 19 15 18 15 9 2 6 10
split_gain=13.2531 7.44067 5.97711 6.62235 5.28849 5.27193 5.82843 6.15692 4.94022 4.41489 6.50278 5.89153 4.27991 4.75138 5.87807 4.81317 5.62522 4.84821 4.11396 5.6895 5.82653 4.58768 4.53711 4.37657 8.24785 4.0062 4.00248 3.99161 3.94822 3.89512
threshold=18.594956516900002 37.572218886150004 30.046989284200006 11.934972090850001 23.721757872050002 15.675366252400002 5.0951190466500007 17.382777826050003 227.14331114760003 0.075065000000000021 95.99139754765001 14.708525021850003 38.115457128050004 199.01194954300004 44.921040431000009 23.124786352450005 193.63201810280003 32.00428233840001 3.2821610579500002 13.665319288000001 12.380289263450001 193.50822769395003 11.950964240300001 21.073645951400003 14.845822509550002 21.466448620650002 26.901933640100001 313.37633693555006 13.775321858200002 60.474177186300004
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 27 3 9 -2 6 7 -5 12 11 -11 -3 29 14 15 17 -17 -14 23 20 22 -21 -20 -8 -25 -24 -13 -1 -26 -6
right_child=4 2 -4 5 8 -7 18 -9 -10 10 -12 26 13 -15 -16 16 -18 -19 19 21 -22 -23 25 24 28 -27 -28 -29 -30 -31
leaf_value=-0.0057806305797887987 0.0017727436076673112 -0.0067965537342084053 -0.0063240972921355674 0.0016732765377694143 -0.001765086814510972 -0.0054338391304605193 0.0056092030892636218 -0.0076728877838312609 0.0071884415083414569 -0.007672344041832738 0.0032211409130984462 -0.0077046442812055884 -0.0090049819447646836 0.0021769646105130446 0.0016472611547410053 0.0027137562513575532 -0.0068569728503232738 0.0023277409181198137 0.0032392349249872102 -0.0023853346524497568 -0.0070779739397865476 0.0042793204452864636 -0.0072550588417873317 0.0058502785182328754 -0.00060538535991336989 -0.00020996740036344008 0.0033232329424578034 0.0023161355412073597 -0.0099801515165887714 0.0071238331414470316
leaf_weight=20.032004050910476 200.8443972542882 5.0188131965696838 7.8221269622445098 5.8164016194641572 4.0368132293224317 6.4935221131891003 17.261251974850893 7.0638482123613358 3.4935372471809378 12.623407764360307 3.0862423889338961 1.724776180461048 12.048776816576721 9.8387551382184011 8.6756729707121831 6.3173720538616163 4.9623265042901039 1.9906470030546177 11.129839362576606 6.1241183243691948 6.7346125133335581 19.743714537471533 5.1256316453218487 8.613045636564495 7.9895644299685937 12.713002163916824 10.915516346693037 3.1949806157499543 2.7270190045237541 4.9872378930449486
leaf_count=337 753 70 105 48 38 128 67 138 9 281 16 34 140 39 41 28 36 14 54 38 61 75 48 25 55 86 73 27 23 13
internal_value=0.00027881 -0.00111064 -0.000590241 -0.000293026 0.00126178 0.000457867 0.000802402 -0.00345239 -0.000559391 -0.00293791 -0.00553226 -0.000629965 -0.00107147 -0.00194003 -0.00313157 -0.00476905 -0.00149674 -0.00739812 0.00136069 0.000299009 -0.00144165 0.00270149 -0.000131312 0.00314717 0.00094859 -0.00223426 0.00181847 -0.00466688 -0.00299096 0.00314747
internal_weight=439.149 181.953 158.726 150.904 257.196 117.536 111.042 12.8802 56.3511 33.3688 15.7097 17.6591 52.8576 43.8336 33.9948 25.3191 11.2797 14.0394 98.1618 61.5709 35.7031 25.8678 28.9685 36.5909 19.3296 17.8386 12.6403 23.227 10.7166 9.02405
internal_count=2900 1789 1425 1320 1111 846 718 186 358 474 297 177 349 298 259 218 64 154 532 362 249 113 188 170 103 134 107 364 78 51
is_linear=0
shrinkage=0.00672725


Tree=83
num_leaves=31
num_cat=0
split_feature=16 16 20 15 15 2 7 22 0 6 6 13 21 2 16 22 5 21 22 22 3 2 17 18 20 18 7 14 0 7
split_gain=5.88368 3.87858 4.72031 4.75023 3.78236 3.57967 3.80646 3.75904 4.43392 3.90257 6.68906 6.72127 3.62003 3.40489 3.40461 4.42515 4.03198 4.30875 3.65145 3.98222 7.2496 4.23163 4.1969 3.30224 2.93566 4.00906 2.88816 3.4489 8.40119 5.45408
threshold=7.4549825670500001 18.594956516900002 36.735256530150004 28.452330424200003 28.321365561200004 135.10547220710001 29.705613080500004 -0.58892999999999995 96.693085119700015 14.185331438000002 11.815276062050001 98.238948544700023 3.2821610579500002 313.37633693555006 9.6249774926000011 0.68694500000000025 10.718565385000002 18.904039828500004 -0.24103499999999997 -0.030145000000000002 77.642670807350015 187.03662689815005 174.35320691475002 14.025183600500002 39.995120105550008 16.118666550000004 25.926164922500003 307.90126551520001 91.410264893400026 23.539316666200005
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=-1 2 13 4 5 7 12 -4 -9 10 11 -10 24 -2 -14 16 17 -16 -18 21 -21 22 -20 -5 25 -7 27 -3 29 -29
right_child=1 26 3 23 -6 6 -8 8 9 -11 -12 -13 14 -15 15 -17 18 -19 19 20 -22 -23 -24 -25 -26 -27 -28 28 -30 -31
leaf_value=-0.016257728623538949 -0.013925586356019405 0.0026545141604000884 0.0090229054937186175 0.0037409287744773058 0.021580618295400512 -0.021587578681185271 -0.019189038512810022 -0.018295981705233957 -0.016111279374939887 0.0091097907766849399 -0.020844563808125501 0.013741709244222288 0.0095887209895324961 0.011825914278225541 -0.019181354179767265 0.016974592813587826 -0.013707676873450243 0.0059613700290175762 0.01233842972051918 0.014424174608757803 -0.022058527371024012 0.0091159805299060315 -0.015837056223999842 -0.01757327183682772 0.011315741568576234 0.0071701908281929065 0.012174807861180473 -0.010297813051131434 -0.028269370542499363 0.0038777230426389393
leaf_weight=6.1676091309636822 12.680367376655338 184.5843344181776 4.9785877726972094 2.9764431063085777 2.4320585355162612 2.0960814543068436 2.4742794260382643 7.6703481860458878 3.6844264660030621 5.6654643304646006 6.488255910575389 5.5773583576083183 9.4843430258333665 1.7147902436554421 7.5260944152250868 3.5224255248904219 5.2138874549418537 2.7334619201719761 2.3270381055772189 2.4324967395514525 4.6955472994595766 18.7999781165272 4.6896998286247253 7.595457386225462 18.698885809630156 4.4619570355862379 7.9477472528815261 11.52223648317158 3.4971986711025229 26.00951212272048
leaf_count=183 255 848 24 29 6 30 63 142 76 20 66 24 75 11 177 13 81 19 15 12 73 100 44 115 99 37 29 91 29 114
internal_value=0.000361913 0.000628724 -0.00151734 -0.000530287 0.000398752 -1.93234e-05 0.00178772 -0.00474886 -0.00710616 -0.00309832 -0.00748971 0.00186591 0.00238649 -0.010858 0.000138865 -0.00158668 -0.00293701 -0.0124826 -0.000370537 0.00174022 -0.00960854 0.00487363 -0.00649291 -0.0115724 0.00785272 -0.00202137 0.00201268 0.0016547 -0.00284335 -0.000474163
internal_weight=390.348 384.181 150.62 136.225 125.653 123.221 89.1562 34.0644 29.0859 21.4155 15.75 9.26178 86.6819 14.3952 61.425 51.9406 48.4182 10.2596 38.1586 32.9448 7.12804 25.8167 7.01674 10.5719 25.2569 6.55804 233.561 225.613 41.0289 37.5317
internal_count=2900 2717 1606 1340 1196 1190 838 352 328 186 166 100 775 266 609 534 521 196 325 244 85 159 59 144 166 67 1111 1082 234 205
is_linear=0
shrinkage=0.017152


Tree=84
num_leaves=31
num_cat=0
split_feature=16 20 0 21 9 5 15 4 17 15 13 23 6 8 21 20 18 19 8 0 3 20 6 22 5 20 10 22 17 0
split_gain=12.0286 6.28021 5.52067 6.54773 8.69228 6.79084 5.37027 6.72574 4.988 5.16455 6.02328 7.75148 6.6496 5.1853 4.31896 4.43905 4.30201 6.87658 6.419 4.20791 10.924 5.44489 8.89248 12.6428 8.72407 10.9479 6.26501 4.9322 4.88593 4.44431
threshold=18.594956516900002 38.238138001450004 85.716110573100011 2.1194692063500002 188.53841931785004 23.663981639800003 40.452545866750008 228.53067524955003 166.83257850275001 30.046989284200006 95.870416931800023 0.079785000000000009 5.1551204485500008 3.0476216663000004 11.790993765850002 48.680511450650009 17.327266398450003 13.051052998800001 7.7439566930000003 93.972365491700018 84.807411725000023 40.621691032550004 16.465384711100004 -0.060760000000000002 22.382291025900006 42.871500973550006 66.697957758300021 -0.02852 194.94351320275004 90.337570099350003
decision_type=2 2 2 2 2 2 2 2 2 2 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 -6 -8 -3 10 11 13 -12 -10 15 -7 17 -14 -19 21 27 -4 26 24 25 -24 29 -21 -22 -23
right_child=2 8 19 4 6 14 7 -9 9 -11 12 -13 16 -15 -16 -17 -18 18 -20 20 28 22 23 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.0039754435284842307 0.0025097667062556881 -0.0046543861897879717 0.0034690425617160802 0.0043727120420607472 -0.012027116876640204 -0.0049280321468488661 0.0042346626718296554 -0.0073014516149764314 0.0010689845528766729 -0.005946846092782984 -0.0076506230202364935 -0.0065789074798739255 0.0017565014501802641 -0.0081070182986733314 -0.0094668518597207409 0.0053651340740992152 0.0051479840885332237 0.0015977891368919705 -0.0086953047099320342 -0.0013528810172441284 -0.00021761961009530699 0.0021695813570089661 -0.010240669891891041 -0.0088135112567637036 0.0051508802985773296 0.0038533954583566169 -0.0045598814068319431 0.0063375756534363985 -0.010511664527773152 0.0068140078852669643
leaf_weight=28.857167813926935 20.199479326605797 12.332197280600665 79.080893613398075 10.613230086863043 4.9831066951155654 4.4123888425528985 3.519651420414446 7.0144298262894154 23.766463240608577 6.7383037712424985 3.8364331182092419 12.171717541292308 63.367685172706842 3.2459315508604041 3.520875696092844 3.4717274531722069 12.85450868308544 5.1624531447887403 6.1647839061915874 7.4538146257400504 3.3794230818748456 47.04159901291132 5.4472040086984688 8.9196997433900815 10.74807672202587 4.8150297254323959 5.3852275162935248 8.0374608561396617 5.8216241747140884 11.989906989037989
leaf_count=431 89 216 270 30 39 47 11 71 230 98 87 209 323 49 38 10 46 32 68 39 17 177 34 58 35 15 29 22 49 31
internal_value=0.000290065 -0.0010667 0.00123661 -0.000616413 -0.00229875 0.000452302 -0.00620237 -0.003447 -0.000505765 -0.000133161 0.000166865 -0.00206679 0.0011246 -3.36455e-05 -0.00319594 -0.000395493 0.00150914 0.000882915 -0.00400417 0.00177661 -0.000853565 0.00215109 0.00104639 -0.00202074 0.000863064 -0.00362775 0.00247147 0.00263722 -0.0067308 0.00311291
internal_weight=434.352 178.498 255.855 57.7349 37.5354 22.0182 15.5172 10.5341 149.64 137.308 130.57 39.1841 91.3859 27.0124 11.405 7.88412 87.5494 74.6949 11.3272 198.12 24.6923 173.428 94.3467 29.93 21.0103 10.2622 64.4167 15.4913 9.20105 59.0315
internal_count=2900 1789 1111 335 246 125 121 82 1358 1142 1044 488 556 279 95 57 469 423 100 776 127 649 379 142 84 49 237 61 66 208
is_linear=0
shrinkage=0.00680984


Tree=85
num_leaves=31
num_cat=0
split_feature=16 20 5 9 16 16 23 20 6 18 9 23 6 3 13 0 3 20 6 15 2 10 22 17 0 6 18 5 8 10
split_gain=13.6044 6.70514 5.4706 5.80058 5.21277 10.71 7.85224 6.33039 5.68358 5.57347 5.32954 10.9409 4.71597 4.60962 4.5341 4.27021 11.4641 5.68266 6.55671 15.5818 12.9027 6.39379 4.86279 4.84551 4.64487 6.98893 4.8573 4.37858 4.37755 4.1132
threshold=18.594956516900002 38.238138001450004 23.803605515150004 227.14331114760003 13.534968349350001 15.919962772200003 0.07968500000000002 41.395309858300003 11.060258421150001 13.849588037450003 187.38923140910003 0.085155000000000022 13.200308423050002 75.559115756250023 73.376087754350024 93.972365491700018 84.807411725000023 40.621691032550004 16.465384711100004 40.301031380450006 101.14502893930002 66.697957758300021 -0.02852 194.94351320275004 86.780739992750014 16.375382608200002 13.086509421050001 21.746930049350002 8.8430989333000021 64.434276012450013
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 15 -4 6 8 9 -7 13 -3 11 -9 -8 -6 -11 17 22 28 21 20 -20 24 -17 -18 25 -19 -27 -22 29 -2
right_child=2 4 3 -5 5 7 12 10 -10 14 -12 -13 -14 -15 -16 16 23 18 19 -21 27 -23 -24 -25 -26 26 -28 -29 -30 -31
leaf_value=-0.0040517988611996694 0.0058147902594405786 -0.0081184113515323994 -0.0011705140960425573 0.0075190608991210616 0.0013500604449483504 0.0009661956479296561 -0.0079163809211607525 -0.0056604571812693561 0.0036239179281651289 -0.0082692815154622561 -0.0073254272360582995 0.0055618701806993236 0.00047320387382590221 -0.0069507073701399998 0.0016097899363803243 -0.0012328482421109239 -0.00043479766844665323 -0.0061609945940226066 6.4225628082724843e-05 0.0035367615798646396 -0.01539361324244151 -0.0046385708738254094 0.0063150237844025632 -0.010559091069470216 0.0045866692202863792 0.006757989932956272 -0.00027822443148376933 -0.006053361616069188 -0.00087643506422630294 0.0025717477400217241
leaf_weight=29.726180842146277 32.456291563808918 3.6601693741977241 52.066535241901875 3.7380599603056899 9.2031162157654745 19.732067435979843 13.401261296123268 10.667209576815372 40.6408228315413 2.3101199418306377 12.402042388916014 6.2578671909868708 3.935185018926858 4.533505678176879 24.251786891371012 7.4418586567044249 3.4152646437287313 5.2363951653242138 9.3721150904893893 16.237539328634739 5.0380119085311872 5.4266221448779097 8.0857479721307772 5.7757973670959473 34.437212191522121 7.6608413755893734 10.641753070056437 4.1603176519274712 9.285231947898863 39.200911045074463
leaf_count=431 89 56 342 9 71 122 258 176 162 50 152 34 24 55 198 39 17 28 35 52 36 29 22 49 103 18 43 25 37 138
internal_value=0.000292885 -0.00112669 0.00128084 -0.000588445 -0.000550834 0.000298073 -0.00239715 -0.00198456 0.00235746 -0.000323522 -0.00396991 -0.00151112 -0.00601204 -0.00138945 0.000750596 0.00179251 -0.000832776 0.00215473 0.00106529 -0.00128439 -0.00549988 0.00235526 0.00269758 -0.00679705 0.00300989 0.000703076 0.00266689 -0.0111691 0.00347659 0.00404065
internal_weight=440.398 180.721 259.677 55.8046 150.995 103.437 47.5585 49.0592 54.3774 30.2221 29.3271 16.9251 17.3364 13.7366 26.5619 203.872 24.7187 179.153 98.2108 34.808 18.5704 63.4028 15.5276 9.19106 57.9762 23.539 18.3026 9.19833 80.9424 71.6572
internal_count=2900 1789 1111 351 1358 772 586 484 288 304 362 210 282 126 248 760 127 633 369 148 96 221 61 66 192 89 61 61 264 227
is_linear=0
shrinkage=0.00673799


Tree=86
num_leaves=31
num_cat=0
split_feature=13 23 6 13 16 8 0 10 7 2 21 13 20 8 9 5 3 0 18 5 21 3 3 20 22 20 13 0 20 9
split_gain=6.02498 8.76373 4.86785 4.83318 5.17064 4.49083 4.45515 6.11464 6.89322 5.77716 5.44628 4.42428 4.32239 6.00955 7.05463 6.69504 8.89981 7.41153 3.81982 4.28342 4.05805 3.75894 6.39029 11.9733 5.24823 5.19104 7.64078 5.31704 11.1302 4.9723
threshold=95.99139754765001 0.079785000000000009 5.1551204485500008 96.429616222950017 12.644970430600003 2.9476996444500005 85.716110573100011 62.00390986255001 19.617375644250004 317.41815758785003 15.294585115650001 73.376087754350024 48.680511450650009 5.9453602998000008 186.14781787895004 30.133297129900004 94.92945658615001 85.40693788805001 14.708525021850003 7.7286379265000011 20.770927814650005 93.770731131900007 93.58791597905001 40.532725462000009 -0.065399999999999986 41.590548329450009 115.63864956495001 92.313586825200005 38.238138001450004 191.62448690950001
decision_type=2 2 2 2 2 2 2 2 2 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 -2 -4 -5 11 7 9 -9 12 -10 -1 13 -6 -15 16 17 -16 -13 20 -20 22 24 -24 29 26 27 28 -26 -8
right_child=2 -3 3 4 6 -7 21 8 10 -11 -12 18 -14 14 15 -17 -18 -19 19 -21 -22 -23 23 -25 25 -27 -28 -29 -30 -31
leaf_value=-0.020757520590859495 -0.018960337130365344 -0.016478455280172298 0.018244325963979815 -0.015187225697140302 -0.011881051706780809 -0.016208348263267978 0.0062426576612782036 0.016837892738427115 -0.023422565830646384 -0.025459825064245746 0.011307341913583751 -0.015225924954270054 0.01524362600327234 0.015024915333493741 0.012917124465141972 0.016260159580300207 -0.023871786648354803 -0.01340341073918877 -0.0056133668038437952 0.015370208609053073 0.018262916805350689 0.011042172584147513 0.0050360486115607625 -0.030801622351640027 0.0098325053117349816 -0.00082575697464462561 0.015818017880504957 0.0066254992364993487 -0.027816628075594329 -0.0015504027025672515
leaf_weight=2.2345193363726201 3.5208237972110501 14.596815926954148 4.9697254896163932 5.6534261163324109 10.569994261488317 4.4886686112731686 31.689292455092072 1.9243562854826439 9.4222067054361087 2.5156144667416802 1.5602137520909298 2.5817667022347477 5.8092987798154345 10.120671086013315 7.245477277785545 4.6936182826757422 6.0829915814101687 5.6404382176697254 9.0486615952104348 9.7654116693884117 2.7520278692245475 14.157163761556147 6.2606973312795144 4.9476825520396233 5.0010043606162053 28.832642048597336 23.902759872376919 43.181568704545498 4.3546808697283268 103.67987037077546
leaf_count=64 100 371 17 87 206 85 153 8 128 25 10 34 18 30 28 13 48 39 179 43 8 47 25 45 19 160 76 189 30 615
internal_value=0.000406528 -0.00548556 0.0011814 0.00138862 0.00114023 -0.00028777 0.00141861 -0.00260066 -0.0132216 1.59418e-06 -0.0184887 0.00242094 0.00127847 -0.000550664 0.00299436 -0.00215122 -0.00670688 0.00139607 0.00456575 0.0069351 -4.52008e-05 0.00240957 0.00192431 -0.0107837 0.00251621 0.00539955 0.00774769 0.00407595 -0.00769159 0.000273917
internal_weight=391.204 45.4679 345.736 342.215 337.246 30.8711 331.592 65.5849 12.9068 52.6781 10.9824 26.3824 50.1625 44.3532 33.7832 23.6625 18.9689 12.8859 24.1479 21.5661 11.8007 266.007 251.85 11.2084 240.642 105.273 76.44 52.5373 9.35569 135.369
internal_count=2900 784 2116 2016 1999 413 1912 553 146 407 138 328 382 364 158 128 115 67 264 230 187 1359 1312 70 1242 474 314 238 49 768
is_linear=0
shrinkage=0.0172176


Tree=87
num_leaves=31
num_cat=0
split_feature=16 6 10 23 23 5 2 13 21 7 18 17 16 18 22 7 20 23 23 0 3 16 20 3 22 23 21 20 4 10
split_gain=8.34843 5.29432 5.58381 4.82904 7.85927 4.94395 4.63117 4.39 9.74329 7.57329 4.53915 8.46526 6.56685 4.36633 4.26677 6.18051 4.03883 5.23912 5.20272 3.92205 5.95266 6.8206 9.96085 5.2563 6.11498 5.78051 5.25448 8.61612 5.19783 7.05144
threshold=18.594956516900002 15.675366252400002 90.988176966900014 -0.17732499999999998 -0.22831499999999999 19.385335982600001 234.61110956795002 95.870416931800023 18.904039828500004 22.372035319250003 17.327266398450003 213.85098605320005 12.644970430600003 13.622618370000001 0.049235000000000008 26.153845577000002 40.878805547300004 0.083565000000000014 0.094625000000000029 86.530713386650021 88.727183679150016 18.934955721800005 36.30367149775001 89.227236891450005 -0.068524999999999989 0.085880000000000026 0.18863712200000002 43.124157941850008 248.34582299520005 62.041548276350007
decision_type=2 2 2 2 2 2 2 2 2 2 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 7 13 8 -5 -9 11 12 -11 -1 15 16 18 -18 -14 28 21 -21 -23 -22 25 -25 -24 -28 -2 -30
right_child=19 -3 -4 5 -6 -7 -8 9 -10 10 -12 -13 14 -15 -16 -17 17 -19 -20 20 23 22 26 24 -26 -27 27 -29 29 -31
leaf_value=0.0026613133947741884 0.0016754045508350014 -0.0079117670867738382 -0.0066553061732666976 -0.0069900051989108198 0.0092713208554549825 -0.0069592830064430624 0.0034519498948682331 -0.011038021546082912 0.0069417588376408258 -0.010858518245173525 0.0057183007587611346 -0.011176814519983725 0.0016643870405272194 -0.010275575968000054 0.0059022681620470863 -0.0091073011661752488 -0.0056805239056878865 0.0057110065451894849 -0.0083848734320467674 0.0041111634693557011 0.0088694755578366171 0.0049649734052750376 0.001671116391407039 -0.0050946303357827273 0.0061562019901478743 0.0027789298610633134 -0.012092534631543283 0.0011362347340457266 -0.00065768597633384523 -0.010198028493669556
leaf_weight=3.3250431641936355 68.297455571591854 8.7129376176744682 11.928185326978562 18.281397495418791 9.8555876314640027 10.467966379597781 10.690163090825079 4.3455124814063302 4.9882353693246833 3.5089377164840689 13.002611540257929 4.8916863277554503 11.887975588440897 5.2565650548785925 13.72274744696915 4.8852352350950232 3.7667413186281946 19.308279138058424 6.0783745180815449 21.351118985563517 14.114734619855879 10.374420292675493 6.078348949551585 10.23446214199066 25.858008027076721 25.211527727544308 11.995997473597528 5.6558872759342185 37.287267174571753 7.2191368099302045
leaf_count=22 298 197 319 315 30 142 51 62 18 44 52 58 67 99 78 49 50 82 54 84 39 36 25 49 87 90 88 25 218 72
internal_value=0.000305338 -0.0012043 -0.000839472 -0.000371572 0.00285336 -0.00116003 -0.00042878 -0.000601391 -0.0040035 0.000325629 0.000934874 2.08836e-05 0.000888159 -0.00526303 0.00157917 0.00028744 0.00140571 0.00385147 -0.00173548 0.00135173 0.00239242 0.000194906 -0.00225685 0.00400826 0.002889 0.000505565 -0.0054141 -0.00785387 0.000144335 -0.00220517
internal_weight=412.583 168.904 160.191 148.263 29.1274 119.136 19.2718 108.668 23.2696 85.3981 81.0526 68.05 63.1583 8.58161 59.6494 45.9266 41.0414 23.075 17.9664 243.678 130.875 55.4558 34.1047 75.4187 61.304 35.446 23.7302 17.6519 112.804 44.5064
internal_count=2900 1789 1592 1273 202 1071 172 929 333 596 534 482 424 121 380 302 253 132 121 1111 523 258 174 265 226 139 138 113 588 290
is_linear=0
shrinkage=0.00883561


Tree=88
num_leaves=31
num_cat=0
split_feature=16 20 5 10 16 15 10 17 20 17 15 13 16 23 20 9 23 9 16 8 20 3 8 21 6 10 6 21 23 21
split_gain=15.8928 8.25477 7.10719 6.24499 15.0306 7.35297 7.09946 6.96186 6.61023 6.04193 5.75831 6.6921 6.98384 6.87866 6.58224 5.77432 7.25764 5.69889 4.77499 5.48781 4.61233 4.56666 4.53718 4.43653 4.16501 5.17161 4.3238 9.62282 3.99927 5.08217
threshold=18.594956516900002 38.238138001450004 23.803605515150004 66.697957758300021 19.974953289850003 30.046989284200006 66.318885161900013 201.59899553070002 41.941595803500007 166.83257850275001 30.046989284200006 95.870416931800023 15.919962772200003 0.079785000000000009 41.43512228960001 187.38923140910003 0.085155000000000022 226.28914430085004 17.844958270700005 7.5441126493500006 43.19689381845 85.436510927550003 3.0476216663000004 1.0085888034000001 1.8100422913500003 84.600400448950026 3.6650856341500009 18.904039828500004 0.092290000000000025 11.790993765850002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 3 6 5 21 8 23 -2 -3 11 13 -13 22 18 16 -16 28 19 -14 -10 -5 24 -7 -11 -26 27 -27 29 -4
right_child=2 9 17 4 -6 7 -8 -9 20 10 -12 12 14 -15 15 -17 -18 -19 -20 -21 -22 -23 -24 -25 25 26 -28 -29 -30 -31
leaf_value=-0.0043185074196919818 0.0033615962549252728 -0.0047878946670197094 -0.0015848919657824052 -0.0002256440644360945 -0.0087108369739815165 0.00017001684539447379 0.0072881156572294215 0.002524225587897382 -0.0010923568729749276 -0.0075524237625281569 -0.0059649831402819086 0.0027071671510749741 0.0048976028032672236 -0.0062448326987120306 -0.0046589058567917127 -0.0073504014978178628 0.0057359444144198714 0.0067801233890401602 0.00537604081851058 -0.0067751159050334448 0.0029553006976633682 0.0056839777340302695 -0.0078156156027760181 -0.0083076894616989777 -0.0023882132465131906 -0.0074613237709534319 0.008286018323905563 0.0077897219777808462 0.0012640491797944967 -0.0088856006777440627
leaf_weight=30.10594730079174 85.430279962718487 13.302654080092905 28.843206025660038 8.4948054328560847 7.4416093155741683 4.4505700916051882 13.3118360042572 10.265061050653456 33.893512338399887 2.4213106483221116 7.0140394903719416 54.342047536745667 3.0703989155590561 12.095463102683423 7.241248959675433 9.3028078489005548 4.9926821291446686 4.1365802139043799 9.0840275362133962 4.1906688846647739 19.519309997558594 17.825255483388901 3.0949007235467425 6.9678877219557762 8.6595942452549952 3.3849629517644626 6.1431097947061062 3.9376658052206039 17.453944731503725 4.9090980403125277
leaf_count=431 271 216 196 39 47 19 31 41 151 50 98 253 13 209 106 92 25 11 30 37 64 47 49 50 87 66 18 9 92 52
internal_value=0.000359734 -0.00114483 0.00140334 0.00196639 6.05979e-05 0.00142036 0.00266085 -0.00143976 0.00221721 -0.00051738 -0.000108607 0.000202674 0.00118317 -0.00207292 -0.00100303 -0.00341175 -0.000416755 -0.000708755 0.00217077 -0.00183922 0.000386829 0.00377665 -0.000247357 -0.00500334 0.000706867 0.00161073 0.00418239 0.000739764 -0.00131373 -0.00264674
internal_weight=445.326 182.384 262.943 207.6 55.4452 48.0036 152.155 21.6835 138.843 152.278 138.975 131.961 92.2239 39.737 37.8818 21.5367 12.2339 55.3428 16.3451 7.26107 53.4128 26.3201 27.6415 11.4185 24.5466 22.1253 13.4657 7.32263 51.2062 33.7523
internal_count=2900 1789 1111 760 243 196 517 110 486 1358 1142 1044 556 488 303 223 131 351 80 50 215 86 279 69 230 180 93 75 340 248
is_linear=0
shrinkage=0.00663302


Tree=89
num_leaves=31
num_cat=0
split_feature=16 5 5 10 17 20 6 21 13 12 12 7 13 16 16 18 13 9 8 19 0 0 22 8 20 8 0 6 17 17
split_gain=24.7125 10.6025 10.0386 10.5742 8.67215 8.45559 7.45067 6.65056 6.41236 8.46985 6.24804 11.5508 11.0553 7.45389 7.71402 7.12971 10.3682 6.21799 6.01201 5.93215 5.77087 14.7098 5.32926 5.23364 6.19653 5.96441 7.12298 4.94914 8.51671 8.09568
threshold=18.594956516900002 23.803605515150004 7.7286379265000011 74.986474174450009 195.53954078470002 38.238138001450004 15.675366252400002 17.650944895250003 108.61908538635001 139.31809447045003 207.71672397260002 26.626668929150004 95.99139754765001 17.654958715000003 9.5499776680000021 15.974481919500002 104.02719889955002 226.28914430085004 7.5441126493500006 12.250988447150002 93.972365491700018 96.249489528150022 -0.15726999999999999 8.8430989333000021 40.621691032550004 9.3427090425500019 88.576630023850015 16.435384010100005 198.88358152355002 187.59608338195002
decision_type=2 2 2 2 2 2 2 2 2 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 7 4 6 -5 8 -1 9 -4 12 -12 -7 14 -13 16 18 -3 -14 -17 23 -22 -9 24 -2 26 -25 -26 29 -29
right_child=1 17 3 5 -6 10 -8 22 -10 -11 11 13 15 -15 -16 19 -18 -19 -20 -21 21 -23 -24 25 27 -27 -28 28 -30 -31
leaf_value=-0.0048741247079011384 0.0035143041625420989 -0.0011116545841087548 -0.0071158704172684202 -0.0028569041463430435 -0.0065975361777888429 -0.0064078376835825191 -0.0050391368545855322 0.0041856562211941692 0.0035640098720919364 -0.00030168160199504912 0.004402562663139457 0.0042970690461287177 0.00083665964441005701 0.0059955916196161594 -0.0047171771785710992 0.0051441216269816964 0.0026191432387482668 0.0053831777683297343 -0.0078992209426015213 -0.00079634948674030032 -0.0036652523081849098 0.0042164701442004519 -0.0043571598869287572 -0.0077655806276943186 0.0025504843462950217 0.0035767179875464462 0.0013971247941248482 -0.0041373827296276953 -0.0071936114209433018 0.0020776435092919182
leaf_weight=26.698951508849859 77.520725816488266 55.265812404453754 5.897783037275075 17.717692397534847 10.223804149776695 6.8603903353214255 12.055721044540403 4.6312229409813881 8.8326593525707704 31.379440691322088 29.526700142771006 3.3860476352274445 3.122064661234619 3.4169641807675353 10.906088285148142 12.50483123958111 8.7511305063962919 4.3260098546743384 6.8450636565685272 7.2150662690401068 15.701000675559046 10.931978009641169 3.4816740714013559 4.8146686106920225 56.33858735114336 5.2833816707134238 4.4374250620603561 6.9921272546052924 3.8674050420522681 30.974198468029499
leaf_count=466 227 340 58 171 115 89 191 15 35 214 98 17 17 9 101 33 29 11 58 39 96 31 34 31 182 15 15 34 24 105
internal_value=0.000279243 0.00130883 -0.00105423 -0.000554791 -0.00216638 0.000444876 -0.00138751 -0.00361715 -0.000432766 -0.00137978 0.00107707 0.00240462 -0.000307244 -0.000926594 -0.00258155 0.000781582 -0.00152461 -0.000640169 -0.00516283 0.00297064 0.0018444 -0.00043006 0.000519481 0.00216284 0.00241174 -0.000845648 -0.00337103 0.00154111 0.000181758 0.000933044
internal_weight=489.907 276.453 213.453 178.641 68.3894 110.252 58.1656 34.8118 46.1099 37.2772 92.5343 47.2358 45.2985 17.7091 14.2921 38.4382 18.7183 59.5918 9.96713 19.7199 216.861 26.633 8.1129 190.229 175.693 14.5355 9.25209 98.1723 41.8337 37.9663
internal_count=2900 1111 1789 1274 613 661 498 515 307 272 490 225 265 127 118 176 104 351 75 72 760 127 49 633 572 61 46 345 163 139
is_linear=0
shrinkage=0.00521701


Tree=90
num_leaves=31
num_cat=0
split_feature=16 20 5 17 7 15 9 6 15 16 19 19 22 22 16 5 23 16 3 0 3 20 6 15 2 10 22 18 0 6
split_gain=20.0082 8.87194 7.0147 6.97163 6.5838 6.77947 5.96903 5.12893 6.89832 5.75352 8.17906 5.36627 7.34559 8.19699 5.55726 5.21125 5.1745 6.71659 4.95417 4.83239 12.1184 5.83945 6.61768 15.1773 12.574 5.88084 5.28939 4.93561 4.83747 6.9788
threshold=18.594956516900002 38.238138001450004 23.803605515150004 166.83257850275001 29.973557588500004 30.046989284200006 227.14331114760003 5.0951190466500007 17.382777826050003 11.934972090850001 10.650859343850001 11.950964240300001 0.13860000000000003 -0.0039949999999999994 15.164964537700001 13.487843791950002 0.074640000000000026 14.184966829400002 81.266712367200014 93.972365491700018 84.807411725000023 40.621691032550004 16.465384711100004 40.301031380450006 101.14502893930002 66.697957758300021 -0.02852 14.424014050250003 86.780739992750014 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 -1 19 -3 5 7 -4 8 16 10 15 -11 13 14 18 -9 -5 -18 -13 21 26 -2 25 24 -24 28 -21 -22 29 -23
right_child=2 3 6 4 -6 -7 -8 9 -10 11 -12 12 -14 -15 -16 -17 17 -19 -20 20 27 22 23 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.0037430010285630956 0.0032018712536072656 -0.0042104721918626792 -0.00094388258945400985 0.0037505021271067199 -0.0064379552320116915 -0.005183171994105608 0.0063977756978314477 -0.0044349624919232172 -0.0065309703867965779 0.003731866264240141 -0.006017602125120358 -0.0082828013343982723 0.005009120535051247 -0.007331567424016229 0.0012533550619158445 0.0044342113881529321 -0.0067763775894184872 0.0038329726506392383 -0.00011420276966743184 -0.00099491112706210499 -0.00010914094641597889 -0.0049323122726220251 0.00029730062861811016 0.003160231537781345 -0.00896331956172167 -0.0033222331443207801 0.0055289571238003009 -0.0087630914270727615 0.0040944049077837981 0.0024310548832332155
leaf_weight=33.77943529933691 84.166970476508141 15.286215689033268 54.345582578331232 6.8653922267258194 5.2573264651000491 7.6201164759695521 3.8439135104417792 3.1954185925424117 7.6796307470649472 23.616467755287886 8.9287654645740968 4.028118457645169 10.585661351680754 4.7210568189621034 49.072407688945532 6.549301702529192 5.3218438588082773 3.0390713289380074 5.9800737351179123 7.6607926413416889 3.3025641962885839 5.3600413277745274 9.6205928474664706 16.705975018441677 9.3942728489637357 5.6227361485362044 8.4976417347788828 6.0505311861634254 35.860559605062008 18.834615916013718
leaf_count=431 264 216 342 38 106 96 9 37 136 86 118 36 33 55 242 24 90 17 28 39 15 28 35 52 61 29 22 51 103 61
internal_value=0.000275914 -0.00108085 0.00129135 -0.000544764 -0.000177228 4.63718e-05 -0.000458903 0.000331863 -0.00213137 0.000815441 -0.00208104 0.00136733 0.00061664 -0.000112139 0.000464757 0.0015259 8.76458e-05 -0.00292003 -0.00340192 0.00177386 -0.000549576 0.00209328 0.00117308 -0.000799223 -0.0042779 0.00224578 0.00243596 -0.00570739 0.00276709 0.000799788
internal_weight=470.793 201.526 269.267 167.747 152.461 147.203 58.1895 139.583 22.9059 116.677 18.6735 98.0038 74.3873 63.8017 59.0806 9.74472 15.2263 8.36092 10.0082 211.077 25.5115 185.566 101.399 35.7208 19.0149 65.678 16.1584 9.3531 60.0552 24.1947
internal_count=2900 1789 1111 1358 1142 1036 351 940 281 659 179 480 394 361 306 61 145 107 64 760 127 633 369 148 96 221 61 66 192 89
is_linear=0
shrinkage=0.00569363


Tree=91
num_leaves=31
num_cat=0
split_feature=13 23 8 9 9 0 10 5 3 3 20 7 22 2 6 7 12 22 22 21 5 16 20 15 17 13 6 17 22 23
split_gain=6.68602 8.30073 5.26641 10.0957 6.70965 5.29054 9.13905 5.44336 9.43454 5.64129 5.03924 4.88999 5.14473 5.23555 4.78814 5.22058 5.67395 7.89112 4.53074 5.53342 5.43995 10.5351 7.45063 6.55858 5.20179 4.83561 8.4012 7.10593 5.91307 5.14423
threshold=95.99139754765001 0.079785000000000009 4.9461400813500012 75.115715165350011 186.67271206880002 85.716110573100011 61.993156030000002 30.133297129900004 94.92945658615001 94.187442142150019 40.742467179200005 22.689595575850003 -0.065399999999999986 70.507592614000018 5.1551204485500008 21.725272673150005 325.25099387990002 -0.23771499999999998 -0.096499999999999989 10.048480919900003 21.746930049350002 22.474947443800005 42.871500973550006 42.385947950200006 195.10209338440004 117.38883580790001 15.925372093750001 203.93111730270002 -0.14869999999999997 0.083565000000000014
decision_type=2 2 2 2 2 2 2 2 2 2 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 -4 6 7 8 9 -6 -2 -7 13 -13 -12 16 17 -16 25 20 21 24 23 -22 -20 26 27 29 -27 -15
right_child=2 -3 4 -5 5 11 -8 -9 -10 -11 14 12 -14 18 15 -17 -18 -19 19 -21 22 -23 -24 -25 -26 28 -28 -29 -30 -31
leaf_value=-0.00053880636545006492 -0.017642853026715498 -0.014092109352115564 0.0081330824947354451 -0.017289880348410981 -0.0086128094330172912 0.0088950777478346375 -0.021478359508816866 0.013827144367247853 -0.019472129096394508 0.012048562836524836 -0.016383349462348745 -0.016283482058951623 0.0037189369927403651 -0.012086089977573804 -0.0099698327821198789 0.014247501467292305 -0.021583813682185135 0.0084929230425748563 -0.01907314755578567 0.0037240216049704137 0.0066880674154992936 -0.029460695242532489 0.014537572423996371 -0.01776638346146979 -0.00036261290534844005 0.0043755046162752493 0.012816814980800114 -0.012631177450536595 -0.021090295798117966 0.0060568960965961018
leaf_weight=31.615100124850869 3.3542655669152728 14.929859034717081 34.284181002527475 9.4731094986200315 5.1393873281776994 20.115111298859119 5.9647138472646466 4.6406578868627539 6.1413389332592478 7.0114098154008389 3.0597283951938143 4.7620250135660163 98.673316191881895 4.0802432931959656 7.8195800483226767 7.4478775709867469 2.4695316106081 15.479049297049647 4.5882826689630809 16.851099070161581 4.2868372555822116 5.4413315355777732 5.3412092253565779 5.7791944891214371 12.202915340662001 4.13724709674716 17.092420052736998 7.7562288604676715 4.0485477149486524 24.96998980268836
leaf_count=413 61 371 126 200 34 68 79 13 49 24 87 39 457 36 96 25 24 75 48 87 15 38 16 44 80 17 53 79 26 120
internal_value=0.00045005 -0.00488619 0.00115484 -0.00339657 0.00189168 0.00109627 -0.0049595 -0.000663026 -0.00433914 0.00330948 -7.55288e-05 0.00182505 0.00117865 -0.000887148 0.00154885 0.00320069 7.7832e-06 0.00229638 -0.000258219 -0.00341059 -0.00660471 -0.0113457 0.000236479 -0.00735193 -0.00547536 0.00250857 0.00413787 0.000107485 -0.00821942 0.00350863
internal_weight=398.956 46.545 352.411 49.1031 303.308 269.024 28.8975 22.9328 18.2921 12.1508 39.63 240.126 220.011 121.338 36.2758 33.216 25.7682 23.2986 116.576 54.4909 37.6398 22.2325 15.4072 10.066 16.7912 62.0847 53.8989 36.8065 8.18579 29.0502
internal_count=2900 784 2116 568 1548 1422 199 120 107 58 368 1223 1155 698 307 220 195 171 659 328 241 166 75 59 128 331 288 235 43 156
is_linear=0
shrinkage=0.0149805


Tree=92
num_leaves=31
num_cat=0
split_feature=10 16 16 16 13 20 23 2 18 13 3 0 20 8 16 17 10 17 22 6 15 9 9 22 22 17 20 22 0 13
split_gain=5.89058 3.78668 6.47013 6.32076 10.9417 8.19444 5.66185 5.89672 5.63009 6.00202 5.5215 8.53636 5.46956 5.03453 5.01358 7.35414 10.2041 4.64015 4.46495 4.22596 4.21577 4.13966 4.06536 3.57639 11.5306 3.80365 3.5432 3.46786 6.99789 9.20962
threshold=90.988176966900014 20.394952307700002 19.974953289850003 20.674951653000004 113.92610173585001 38.592454371550012 0.25847000000000003 330.71431012540006 14.643918747750002 115.63864956495001 93.58791597905001 85.872041144650012 41.289992964000007 2.8477776226000002 22.644947046300004 195.44378352670003 62.084563606450011 161.95900874150001 -0.068524999999999989 16.395383075500003 38.567335632300008 205.20707599510004 186.14781787895004 -0.24103499999999997 -0.59309999999999985 198.80447714770006 42.737166331000005 -0.15895000000000001 92.031298721500022 109.57886493895002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 6 -3 -5 -6 7 17 9 -7 12 19 18 -9 15 16 -14 -1 -11 -12 23 26 -21 24 25 -19 -17 -25 -29 -30
right_child=-2 3 -4 4 5 8 -8 13 -10 10 11 -13 14 -15 -16 21 -18 20 -20 22 -22 -23 -24 27 -26 -27 -28 28 29 -31
leaf_value=-0.012791524321267888 -0.011461907730236321 0.0137246761898523 -0.019936297864492598 -0.019158547535039878 0.011357930126613418 -0.017498992609307613 -0.022348779473250212 -9.7987152782286953e-05 0.017072866986363393 0.00029340111753101773 -0.015598820480628288 -0.021088957648389549 -0.012614131589185777 -0.02110250125914578 0.010339272839697777 -0.029806820893258132 0.012461098166485671 0.011232680215702531 0.014197670299895243 0.0083732403661202649 -0.018149471298435259 -0.0019309843291025214 -0.0023338649561884806 0.0075600178510921859 -0.014170592965881353 -0.0081215811631895896 -0.0078399310602561192 -0.013862645445046607 0.00056533179293989416 0.014357523970247194
leaf_weight=6.3219326185062519 10.449989940971134 12.068925797939299 4.4243221879005423 6.2610690817236891 23.030313462018967 4.710485376417636 2.960448406636714 5.6905680652707797 5.3873347565531722 8.8852305673062819 4.4234879277646533 5.9184240400791159 6.3476910404861 6.1111753173172474 10.00790176540613 4.0297009050846082 12.332426846027372 10.650415154173972 18.137993656098843 13.0953979678452 2.8566855676472178 6.3937462642788887 30.448195794597268 28.50146777741611 13.835890043526886 3.4784846883267155 3.5811046734452248 7.354255609214305 98.531673554331064 14.318665854632853
leaf_count=126 319 43 33 39 76 27 34 56 16 37 32 47 37 76 36 29 36 52 58 61 31 28 181 190 194 35 18 142 773 38
internal_value=0.000440425 0.000767656 -0.000714388 0.00250348 0.00167259 0.00250475 -0.000290465 3.9928e-05 0.000979752 0.000304062 0.000982542 -0.00288066 0.00396853 -0.0109745 0.000387538 -0.00265964 0.00394028 0.000739365 0.00962595 -0.000634023 0.00121584 -0.011463 0.000886214 0.00152897 -0.00374331 0.00646773 -0.0194708 0.00252045 0.00132553 0.00231531
internal_weight=390.545 380.095 205.036 175.059 162.991 156.729 200.612 197.651 133.699 128.312 123.601 53.8855 69.7158 11.8017 42.6926 32.6847 18.6801 185.849 27.0232 47.9671 179.528 14.0046 43.5436 176.671 27.9648 14.1289 7.61081 148.706 120.205 112.85
internal_count=2900 2581 1780 801 758 719 1747 1713 643 627 600 321 279 132 184 148 73 1581 95 274 1455 75 242 1424 281 87 47 1143 953 811
is_linear=0
shrinkage=0.0160694


Tree=93
num_leaves=31
num_cat=0
split_feature=5 21 23 23 21 20 20 20 10 23 8 20 9 0 17 17 18 20 15 16 6 9 0 21 15 10 19 10 10 20
split_gain=5.38796 4.33401 4.25716 3.3143 3.54685 3.06406 5.20759 4.66059 4.35172 4.25592 6.82281 10.2525 4.21174 3.84948 7.76799 3.38246 3.37937 2.99828 2.96994 4.49347 4.94707 4.17502 4.70123 7.58085 5.58415 4.4925 7.34818 6.04524 8.12961 5.00851
threshold=7.7286379265000011 8.8712712239000009 -0.27223499999999995 0.074640000000000026 20.770927814650005 49.110028829250005 47.833738492450003 45.90502654165001 88.436830201100022 -0.22125500000000001 5.9453602998000008 44.710446918150005 192.09062119805003 103.44649194340002 242.64190980425005 192.70224472390001 14.339258036900002 48.919835655300012 45.49682449725001 22.824946625350005 16.495385412050002 188.53841931785004 85.716110573100011 0.61177024580000017 40.452545866750008 66.697957758300021 14.051133688400002 66.318885161900013 64.434276012450013 40.532725462000009
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 17 -3 -5 6 7 8 9 12 11 -11 -4 18 -15 -14 -9 -2 21 20 -20 -12 23 -23 -25 27 -27 28 29 -24
right_child=2 3 5 4 -6 -7 -8 16 -10 10 13 -13 15 14 -16 -17 -18 -19 19 -21 -22 22 25 24 -26 26 -28 -29 -30 -31
leaf_value=-0.01668924659775331 -0.01224958374748549 0.0070558381662985678 0.012324965951083497 -0.017358735070369637 0.0058232566829943743 -0.0091602598730355905 0.011325333740858663 -0.020538094186152357 -0.013672002217901961 -0.018332432912397438 0.0075155841165064231 0.0085917444783734694 -0.011758771910944033 -0.019850751713443065 0.012969059213935208 0.0085762241907921203 0.0045280688087836994 0.0086474299323547558 -0.0021724924956585982 0.014042475072978032 -0.021275481062367069 0.013408203190528795 0.011318145122417179 -0.023816759313515467 -0.0022689003922722723 0.00097455695140344616 -0.016998740728821106 0.016134600846427382 -0.011129284867177219 0.0023350570180017192
leaf_weight=7.8387484513223198 9.6117369066923839 5.8052379302680475 16.621041828766469 4.5724844839423895 2.5730964094400406 7.0316049717366687 12.63261331245303 4.2268956396728745 4.8028191439807406 10.375735857523976 33.565503235906363 5.3465027045458546 4.0565426778048259 5.5195709969848377 2.6691828817129135 4.1064560227096081 1.9658552035689352 2.084356151521205 14.932278733700519 3.0806647688150397 4.3722807858139268 3.5600319579243651 21.955410398542881 5.8878547884523851 6.1181340366601944 100.43195058777928 6.0146971717476836 10.274467371404169 8.7280097007751447 52.533467270433903
leaf_count=312 138 51 83 137 17 72 53 57 121 214 122 42 32 83 16 21 13 8 112 10 48 10 72 65 35 624 41 30 44 217
internal_value=0.000400162 -0.00741962 0.000848624 -0.00180899 -0.00901099 0.00116116 0.00137227 0.000992582 0.00125126 0.00147513 0.000947613 -0.0091766 0.00776192 0.00151682 -0.0091529 -0.0015291 -0.012581 -0.00852554 0.00183869 -0.00367218 -0.00649912 0.00233398 0.00152692 -0.00683395 -0.0128362 0.00217785 -4.10123e-05 0.00470419 0.00329292 0.0049828
internal_weight=383.295 20.7896 362.506 12.9508 7.14558 350.81 343.778 331.145 324.953 320.15 295.366 15.7222 24.784 279.644 8.18875 8.163 6.19275 11.6961 271.455 22.3852 19.3046 249.07 215.504 15.566 12.006 199.938 106.447 93.4914 83.2169 74.4889
internal_count=2900 517 2383 205 154 2237 2165 2112 2042 1921 1785 256 136 1529 99 53 70 146 1430 170 160 1260 1138 110 100 1028 665 363 333 289
is_linear=0
shrinkage=0.0157948


Tree=94
num_leaves=31
num_cat=0
split_feature=13 20 8 17 21 7 23 7 17 13 16 15 16 15 7 20 8 22 17 12 4 9 6 18 3 22 22 23 18 17
split_gain=4.76875 3.34808 3.24188 2.84432 2.5797 7.12401 4.69597 4.29608 3.48614 3.81777 3.43975 6.04179 4.12716 5.01401 3.25677 2.97279 4.84742 3.96244 4.58555 3.48202 3.40153 2.95016 5.67072 3.64261 3.54017 2.91609 6.16973 5.40484 3.28193 3.12854
threshold=73.376087754350024 31.796797363700005 8.2435668022500028 157.96759137085004 2.9845679401500003 25.027970878050002 0.11308000000000003 25.221560561650005 168.45154159730004 117.99105042915001 14.274966618900002 20.310401204950004 17.654958715000003 30.807603489900004 17.605734992150001 42.852084787850011 4.9461400813500012 -0.50001499999999999 176.11179263395005 90.17221166855002 342.29488559810005 38.559541491950007 2.7550643716500001 16.433295803950003 61.62483726615001 -0.071129999999999985 -0.095019999999999993 0.087530000000000011 13.583580954200002 197.94573456765002
decision_type=2 2 2 2 2 2 2 2 2 2 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 -3 5 15 7 -7 14 21 -9 -12 -13 -14 -6 16 20 -18 -19 -20 -5 22 23 -10 -23 26 29 -28 -29 -21
right_child=1 3 -4 4 8 6 -8 10 9 -11 11 12 13 -15 -16 -17 17 18 19 25 -22 24 -24 -25 -26 -27 27 28 -30 -31
leaf_value=-0.017949203117675627 -0.017678241391039629 -0.015013289469339906 0.011387589238217775 -0.017863922909606526 0.0084434652862273359 -0.028133525542327793 0.013048787698690677 -0.016222559866461171 0.015466960225666201 -0.013338796959894809 0.015583226608579656 -0.017771603665946167 0.0095121317686618322 -0.013225792435032441 -0.013301667935517188 0.011480530068005484 -0.008183593326025234 0.015908154861593866 -0.0064740288048937781 0.0022569386641231016 0.0079122217782735694 0.02170895956173105 -0.016903028366061057 -0.0096191307037445505 0.00085984808885125889 0.0090703509759442729 0.0045191923320119726 -0.0057871442625378319 -0.029398964933943762 0.018253899070958136
leaf_weight=3.562245298177003 4.545008414424955 2.8799598691985002 1.2344515621662138 4.231989392079412 2.181498388759791 2.1103085409849944 3.5792711712419978 5.0037544472143081 3.3345429766923171 5.0711386967450371 4.147809416055682 5.0783694311976424 5.7590869404375535 4.274345189332962 8.6569948019459826 14.503913465887306 5.5202613286674014 9.7789518889039737 6.8955455571413031 7.1744670942425675 1.8663639761507509 2.0809278320521107 6.6822440633550286 2.6108456468209624 208.26281640212983 27.732510969042785 5.3976584002375585 3.0139350332319736 2.9437916427850723 5.4364043660461903
leaf_count=145 125 62 4 105 23 21 20 127 14 42 17 57 25 40 155 58 35 32 37 35 12 9 151 55 1306 108 22 18 25 15
internal_value=0.000366177 0.000541569 -0.01147 0.000731133 0.000855932 0.00271278 -0.00404648 -0.00636654 -0.000111419 0.000307475 -0.00447335 -0.00142085 -0.00608804 -0.000174458 -0.00892496 0.0048553 0.00365403 0.00477884 0.00582539 0.00414266 -0.00997529 0.000617838 -0.00684918 0.00445071 0.00106611 0.0055587 0.0014952 -0.00700931 -0.0174541 0.00915305
internal_weight=375.551 371.989 5.77946 366.21 363.33 124.449 29.9529 26.3737 238.881 228.043 24.2634 19.2596 15.1118 10.0334 10.8385 94.4958 79.9919 73.8935 68.3733 58.5943 6.09835 222.971 12.6276 5.94539 210.344 51.6988 23.9663 11.3554 5.95773 12.6109
internal_count=2900 2755 129 2626 2564 809 307 287 1755 1577 266 139 122 65 178 502 444 327 292 260 117 1535 220 69 1315 223 115 65 43 50
is_linear=0
shrinkage=0.0159054


Tree=95
num_leaves=31
num_cat=0
split_feature=7 10 20 8 19 15 13 16 3 13 20 23 6 20 7 15 16 22 13 16 15 13 13 7 18 15 12 23 20 0
split_gain=4.3944 3.03719 2.97287 2.89553 2.56899 2.2968 2.53955 7.14662 6.53901 5.83613 5.79875 5.33734 4.55426 5.63301 4.77257 9.08112 6.7164 5.97697 4.39242 7.76575 3.89812 4.65246 5.51212 3.7388 3.47815 4.596 3.47311 3.40334 5.47383 3.07171
threshold=29.973557588500004 54.884872733100003 31.796797363700005 8.2435668022500028 9.4507625164000029 51.067537391750008 112.82921081865001 19.974953289850003 89.227236891450005 113.92610173585001 38.592454371550012 0.25847000000000003 16.505385645700006 41.621607100200002 22.765858321950002 37.434800281900003 22.574947209950004 -0.036264999999999999 109.72404167800001 19.214955067100004 36.508287084250007 109.34496908160001 108.84491586935002 25.113507579400004 14.073076155300003 36.282341310300005 216.11788648010003 0.082325000000000023 41.169697216150006 93.262612545250008
decision_type=2 2 2 2 2 2 2 2 2 2 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 -4 6 7 11 -8 -10 -11 18 13 26 -14 -16 -17 -18 19 20 21 22 -6 -9 25 -15 27 -12 -29 -20
right_child=-2 2 4 -5 5 -7 8 23 9 10 12 -13 14 24 15 16 17 -19 29 -21 -22 -23 -24 -25 -26 -27 -28 28 -30 -31
leaf_value=-0.017189516488412548 -0.017061566481368935 -0.017669198988790664 -0.01330126987247549 0.01087655562234297 0.00068053530078312173 -0.011527364370719131 0.012400594997799408 -0.025910940449983121 -0.019118928388801564 0.0098159777937888559 0.013240721081855998 -0.021806381676783476 0.00084443665455354966 0.012751433978857489 -0.029202343176459422 0.014094588603129178 -0.023682418076975471 0.0010579891999829435 0.0025398083197793169 -0.019570597651935862 -0.019872088551342006 0.012765318993878923 -0.02143062610744853 -0.0013043623924139875 -0.013128059236350804 -0.0015183343616268538 0.013207289148360276 -0.0113262344451428 0.010355850291083414 0.016670457844125162
leaf_weight=2.4775732159614554 3.6988822985440484 4.1069175703451029 3.2903543869033447 1.1762096434831617 138.86185300722718 3.7629907839000216 15.557600073516367 4.1424332857131949 3.45756010711193 20.815832974389195 5.7012811973691013 2.7460235618054858 29.051020117476583 6.9969220682978621 4.5695831254124668 4.1058673560619345 4.6200359500944614 5.5084929317235929 9.0548477657139319 5.0913610309362403 2.3632859438657752 8.0356368348002416 2.9629804063588372 2.5775445476174355 5.107161719352006 34.173091072589159 16.597763158380985 6.8051490150392038 5.3526975139975548 7.0328794270753852
leaf_count=91 165 123 95 4 1270 44 54 32 24 85 17 33 174 23 34 12 38 29 50 36 37 37 39 14 29 178 61 35 18 19
internal_value=0.000335009 0.000510774 0.000631375 -0.0113139 0.000807487 0.000938237 0.00107177 -0.000237128 0.00249295 0.0014846 0.00196141 0.00038225 0.000689927 0.00301413 -0.00323114 -0.00952765 -0.0032116 -0.0102271 0.000733632 -8.27961e-05 0.000569004 0.000891358 0.000218593 -0.0164727 -0.000642055 0.00090684 0.00792456 0.00301493 -0.00178033 0.00871714
internal_weight=369.802 366.103 363.625 5.28313 358.342 355.052 351.289 182.869 168.42 152.862 149.405 176.149 128.589 80.7341 47.855 18.804 14.2344 10.1285 173.403 157.315 152.224 149.86 141.825 6.71998 46.2772 41.17 34.4569 17.8591 12.1578 16.0877
internal_count=2900 2735 2644 127 2517 2422 2378 1567 811 757 733 1521 648 361 287 113 79 67 1488 1419 1383 1346 1309 46 230 201 131 70 53 69
is_linear=0
shrinkage=0.016041


Tree=96
num_leaves=31
num_cat=0
split_feature=7 23 23 12 20 7 20 15 15 6 13 10 0 19 23 6 10 6 7 5 13 19 16 19 18 6 21 16 17 23
split_gain=3.93786 2.77002 3.2544 4.49559 3.07491 2.81264 2.63712 10.0486 2.70247 2.32232 6.80511 5.77073 4.87785 5.01687 5.10384 4.48102 5.26011 5.21743 4.26207 5.00055 4.21292 5.0558 4.75876 5.11949 4.5556 4.02883 4.02054 3.95034 4.78197 3.92313
threshold=29.973557588500004 -0.27223499999999995 -0.49570500000000001 151.63308792200004 32.785955158400007 22.535351262400003 34.997818021800008 23.304416445750004 51.067537391750008 14.835346625500001 107.97116697695002 64.434276012450013 86.530713386650021 13.351077205700003 0.11614000000000002 13.665319288000001 78.285212300550015 13.775321858200002 24.390191290350007 14.515626273450001 98.362617618700014 12.250988447150002 9.6249774926000011 10.150818999100002 17.327266398450003 16.525386113000007 0.89219292875000011 22.624947093000003 191.06791329340004 0.093480000000000021
decision_type=2 2 2 2 2 2 2 2 2 2 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 9 10 15 -12 13 -11 -15 16 -8 -17 -18 20 22 -22 23 -20 -23 -16 -13 28 -14 -19
right_child=-2 4 -4 -5 6 -7 8 -9 -10 12 11 26 27 14 25 17 18 29 19 -21 21 24 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.021942281723467124 -0.016840882405246577 0.00047279071436936271 -0.018864760955892613 0.0055435519432511628 -0.019722075433279706 -0.022844487886446815 -0.005960132054762435 0.014998865377298566 -0.01367219461884479 -0.015782578634662502 0.005053048114869149 -0.0021639988270749258 0.010503182302681546 0.0016389331149809453 -0.023124442426889394 0.01631128715875264 0.011587920561484354 0.0056209993085584407 -0.010395427783475431 -0.021026431512988233 0.015380594580713676 -0.018445695921484359 -0.0077998019439829555 0.01377001128155861 0.0094094268681375916 -0.0016835689990359415 -0.017498256297971245 0.012108178623978255 0.0007542797898229005 -0.009865460694457949
leaf_weight=2.0045022871345264 3.3647912563756099 2.5818620678037396 3.96108161099255 6.099827703088522 2.6532464269548646 2.6658299276605248 33.338652197271585 10.384309161454437 3.3151722326874724 5.1204387564212075 6.3608728200197246 6.489654257893565 16.940100576728582 83.545748892240226 3.9119881596416217 8.9343460872769374 9.7872278131544572 17.631684394553307 3.2674060761928576 2.6981470733880988 9.2645878717303258 2.7534892857074729 16.401250489987433 6.9514007335528731 3.2404121793806553 5.1431731730699539 13.057406523264943 15.305994108319281 51.653988055884838 5.4228742886334649
leaf_count=41 165 38 70 54 54 85 371 38 43 138 26 36 59 432 33 29 72 83 93 36 32 29 273 40 15 27 143 58 241 46
internal_value=0.0003048 0.000464661 -0.0070361 -0.00125472 0.000724105 -0.0113724 0.000908866 0.00793288 0.000631813 0.000776731 -0.000721448 -0.00812043 0.00197777 -0.000440121 0.000408252 0.000880106 -0.000980564 0.00598142 0.00207315 -1.59021e-05 0.00133776 0.00800835 -0.00248578 0.00604325 -0.00338671 -0.0109464 -0.0124073 0.00479397 0.00316188 0.00197829
internal_weight=364.251 360.887 12.0654 8.10433 348.821 5.24769 343.574 13.0376 330.536 327.221 145.599 25.9079 181.621 97.7213 92.6009 119.691 87.7026 31.9889 54.3639 44.5767 41.8785 15.2585 26.6201 10.2188 5.9939 9.05516 19.5471 83.9001 68.5941 23.0546
internal_count=2900 2735 165 95 2570 123 2447 92 2355 2312 1324 205 988 630 492 1119 961 158 590 518 482 76 406 133 44 60 179 358 300 129
is_linear=0
shrinkage=0.0159228


Tree=97
num_leaves=31
num_cat=0
split_feature=16 10 6 23 23 5 2 0 20 20 21 16 17 10 17 18 9 2 10 6 21 15 16 16 5 16 20 17 17 16
split_gain=9.39209 5.58856 5.86111 4.95221 8.43975 5.35539 5.31341 4.77064 6.70408 8.09101 7.10809 6.32428 5.38868 7.19814 6.62456 5.19155 6.68319 5.44106 5.26903 4.8609 4.81939 11.2873 5.28135 7.91555 4.9748 6.2477 4.60858 5.3889 4.98871 4.626
threshold=18.594956516900002 90.988176966900014 15.675366252400002 -0.17732499999999998 -0.22831499999999999 19.385335982600001 234.61110956795002 86.530713386650021 42.131954243650007 43.45354240915001 6.9984086918000008 22.614947116400003 187.45953903175004 61.917879202350001 190.40793214150003 13.565012728250002 196.26893085885004 101.14502893930002 71.787208999250012 16.575387281250006 5.7087410616000005 38.469938489650012 19.734953851100002 20.784951395750003 21.269675393700002 18.934955721800005 38.238138001450004 182.52313421500003 176.76352991180002 15.794963064500001
decision_type=2 2 2 2 2 2 2 2 2 2 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 26 -1 8 -2 12 -11 15 -10 -14 -15 -9 17 -17 20 -12 21 22 -18 -24 25 -22 27 -5 -28 -30
right_child=7 -3 -4 5 -6 -7 -8 11 9 10 19 -13 13 14 -16 16 18 -19 -20 -21 24 -23 23 -25 -26 -27 28 -29 29 -31
leaf_value=-0.0036028319685182143 0.0012882056209167709 -0.0046370802493360562 -0.005089793833039767 0.0025263175343820557 0.0061493903650504901 -0.0046779614137220805 0.0023933334807116429 0.0033886833552488542 -0.0099204771036275653 0.0040604071089091268 -0.005722481182432417 0.004214026812351032 0.0044155640467230138 -0.00023575498444959779 -0.0076048584748501747 -1.3821358442852664e-06 -0.0026888426015188576 -0.0070273226577359238 0.0062683009979115963 0.0019956696662140486 0.0044853487207696992 -0.0080900969958236282 0.005386415891129104 -0.003232587936093221 0.005451574713301089 -0.0025620703065341627 -0.0043433444456974129 -0.0055863150742968461 0.0014429800800970997 -0.0013090915119676606
leaf_weight=8.8550910372287088 66.071389723569155 11.472080588340758 8.615675710141657 3.6423343066126099 10.001182232052086 10.398531097918747 10.721131987869738 24.587089695036411 4.0115002430975464 11.52403360232711 6.2023667022585851 26.65465509146452 3.830440707504752 7.2292037494480637 8.9707959070801717 8.1565463803708536 9.3440150246024185 6.4990730099380007 6.0241009294986716 4.7120848167687654 7.2197552397847238 5.8189840689301482 11.264193311333658 5.0705921798944464 10.688329704105852 9.6395111978054029 7.7084056120365849 10.243389075621961 56.337946092709899 31.111499020829797
leaf_count=121 295 319 197 38 30 142 51 80 44 43 45 86 15 43 72 36 51 53 16 31 22 41 32 27 29 50 95 163 361 272
internal_value=0.000260269 -0.000776847 -0.000495914 -0.000230316 0.00186822 -0.000749975 -0.000318967 0.000980475 0.000115576 -0.0015513 0.000922661 0.00172376 -0.00386027 -0.00264659 -0.00431642 0.00108743 0.00037773 -0.00311705 0.00116486 -0.00239033 0.000644183 -0.000886356 0.000746059 0.00271093 0.00239419 0.000455893 -0.000375397 -0.00345831 7.44707e-05 0.000463888
internal_weight=412.626 169.107 157.635 149.02 29.5774 119.442 19.5762 243.519 112.552 46.4804 22.4385 130.967 24.0419 20.0304 16.2 104.312 79.7251 14.6556 65.0695 10.9145 59.0454 31.4978 25.6788 16.3348 27.5476 16.8593 109.044 13.8857 95.1579 87.4494
internal_count=2900 1789 1470 1273 202 1071 172 1111 588 293 119 523 174 130 115 437 357 89 268 76 252 151 110 59 101 72 929 201 728 633
is_linear=0
shrinkage=0.00572848


Tree=98
num_leaves=31
num_cat=0
split_feature=16 12 6 21 3 19 6 6 20 18 22 0 18 3 22 20 0 9 2 13 18 23 6 20 7 3 16 16 10 20
split_gain=7.43268 6.86927 4.70274 5.83618 4.83589 4.35894 4.13248 7.32363 5.48682 6.74163 4.71982 4.71979 5.90493 7.55703 6.41652 5.78437 5.57607 4.47885 4.25702 4.10608 4.54299 5.61281 7.69611 3.9921 4.25199 3.86148 3.59182 4.88826 9.41325 9.33294
threshold=13.534968349350001 176.04981466085005 5.1551204485500008 20.770927814650005 108.48197402175002 11.850956171350001 13.665319288000001 13.775321858200002 47.480720532750006 16.915500282450004 -0.078219999999999998 93.972365491700018 13.809421053700001 84.968719212850019 -0.054494999999999995 40.621691032550004 87.181320254150009 185.04294426330003 317.41815758785003 73.376087754350024 13.849588037450003 0.07968500000000002 13.200308423050002 34.997818021800008 19.617375644250004 82.368980200650014 22.634947069650003 19.214955067100004 66.697957758300021 38.175120519550006
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 3 -2 5 -4 8 -8 9 23 17 16 -13 14 15 -14 18 -11 -9 -3 -21 -22 -23 -7 -25 -17 27 -18 -29 -30
right_child=2 19 4 -5 -6 6 7 11 -10 10 -12 12 13 -15 -16 25 26 -19 -20 20 21 22 -24 24 -26 -27 -28 28 29 -31
leaf_value=-0.0058183808396645382 -0.0064530997724059841 -0.0066150385725990465 0.0039806283433525217 0.003739794099057607 -0.0045213739070549498 0.0024334212318085423 0.0057371220425637814 0.00051042587112442098 0.003397293234953832 0.0044867828936810466 0.0045653075142163286 0.0076640098081692766 -0.0055302607701815413 -0.0067686204346467539 0.0027907728746050142 0.0045297788761421692 0.0046388014456180786 -0.0057344305421852511 -0.0055234318059804687 -0.0068640289567086579 0.0020027116401758666 -0.0066515332913545605 0.00406818448783267 0.005005088428704953 -0.0048711940124234621 -0.0024790076196875895 0.0054372375847825246 0.0024073185893634772 0.0014820502001243582 -0.0079743969067419956
leaf_weight=11.464666547253726 6.7157922033220512 3.667085660621523 13.670646198093889 2.6891228146851063 6.0622282652184358 3.4965010862797525 10.292864002287386 124.34432942792773 8.4248028062283975 2.244681678712368 7.8192437812685949 2.5286686271429053 10.242935096845029 7.7089104503393164 13.446299970149996 4.7757630497217161 15.992163572460411 4.2216972131282091 4.1297525167465201 3.1464797034859648 24.422133574262261 6.9688377398997527 3.4095055665820837 1.5920839905738855 23.26988136023283 6.1442168094217777 10.656392604112623 40.353571482002735 7.3375386819243413 6.9438881650567055
leaf_count=231 169 126 65 14 127 23 33 672 33 10 32 5 89 75 53 15 53 45 38 55 210 163 15 6 217 63 37 147 28 51
internal_value=0.000225681 -0.00181115 0.000538956 -0.00353867 0.000653195 0.000748358 0.00060851 0.000902096 -0.000914333 -0.00176614 0.00150918 0.000706631 -0.00101496 -0.00153357 -0.000367502 -0.00237418 0.00107471 -0.00218633 0.00031647 -0.000707163 -0.000136243 0.000472049 -0.00312988 -0.00341609 -0.00423875 0.000586227 0.00227317 0.00179576 0.00096358 -0.00311585
internal_weight=398.183 53.0787 345.104 9.40492 335.699 329.637 315.966 264.897 51.0689 42.6441 14.2856 254.604 44.8468 42.3181 34.6092 21.1629 209.758 6.46638 128.474 41.614 37.947 34.8005 10.3783 28.3585 24.862 10.92 81.2836 70.6272 54.635 14.2814
internal_count=2900 800 2100 183 1917 1790 1725 1359 366 333 87 1326 300 295 220 167 1026 55 710 569 443 388 178 246 223 78 316 279 226 79
is_linear=0
shrinkage=0.00584668


Tree=99
num_leaves=31
num_cat=0
split_feature=16 3 4 6 15 21 13 19 23 23 0 10 7 23 6 18 7 22 7 2 18 20 16 19 21 13 22 20 3 6
split_gain=8.67234 4.75663 3.96618 3.83813 5.24869 3.75417 4.0556 6.21051 3.06855 3.53179 2.87344 7.83971 7.69069 4.89121 4.42732 5.60598 6.84598 7.54086 6.60337 4.75986 8.02237 4.61472 6.84677 10.3645 9.96543 5.68298 4.45289 5.12298 9.0524 5.72734
threshold=11.934972090850001 108.48197402175002 159.66984649465005 4.9151148409000003 17.382777826050003 16.589865017350004 95.870416931800023 10.650859343850001 -0.15684499999999998 -0.22831499999999999 85.716110573100011 62.00390986255001 19.617375644250004 0.10332500000000001 14.835346625500001 15.200392777800003 24.918974924200004 0.06041500000000001 24.071745547300001 116.16618105335002 13.197799034350002 41.24714903835001 22.624947093000003 14.251149826300002 5.7087410616000005 117.50443950750001 -0.101965 39.685256516350002 93.770731131900007 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=5 3 -3 4 -2 6 8 -8 9 -1 11 -5 -13 -14 15 18 -17 -18 -12 26 -21 -22 23 -23 -25 -26 -16 -28 29 -29
right_child=1 2 -4 10 -6 -7 7 -9 -10 -11 14 12 13 -15 19 16 17 -19 -20 20 21 22 -24 24 25 -27 27 28 -30 -31
leaf_value=-0.0045981012099508799 0.0012014620639618054 0.0050446987089892686 -0.0057323527254125265 0.00055644113890217976 -0.0056168476071863987 0.0012723983888732573 0.0045819231492276501 -0.0059523296476821442 -0.0055881295985395554 0.0020208218175856709 0.00063077418215155519 0.0052139462145868991 -0.0073219840422968025 0.00045660504340683087 0.0042002623543644048 0.0045158384010406238 -0.00075035115072394885 0.0033005812108135046 -0.0027459926751903967 -0.003674066304801684 0.0023233786917862998 0.0034182434247898123 0.0029266594978129565 -0.0085574300399180736 0.001268246184386469 -0.0059530432156583366 0.0034658251790409792 -0.00042482513124984778 0.0044251254726346669 -0.0072849178980512394
leaf_weight=4.7575425561517477 5.621684702113269 1.0675299316644657 5.3406522627919912 48.650711923837662 6.1696468349546194 6.4326471686363211 3.8555353302508584 2.344893092289567 13.50669752061367 3.7604817338287866 30.646596189588308 2.0780606046318999 8.7662192694842798 2.7721221800893536 23.835236620157957 12.466117614880202 43.68262411095202 16.492451664060354 29.719393223524094 9.9932679086923581 43.480732221156359 8.0124788396060485 13.549586385488508 6.6520622149109867 9.3726236633956415 4.073252208530902 17.926973253488541 10.899211995303633 7.4826792627573004 4.4715752303600302
leaf_count=86 58 8 119 284 167 36 16 42 400 29 184 8 120 20 71 49 325 78 230 66 163 29 51 47 36 29 56 48 19 26
internal_value=0.000195858 0.000422662 -0.00393702 0.000498825 -0.00236612 -0.00224655 -0.00304854 0.000598054 -0.00407513 -0.00167602 0.000593978 -0.000401724 -0.0038252 -0.00545315 0.000805756 0.000117845 0.00107311 0.000359906 -0.00103168 0.00137851 0.000652384 0.00116019 -5.38257e-05 -0.00149046 -0.00344742 -0.000919349 0.00244759 0.00142319 -0.00017912 -0.00242052
internal_weight=407.881 373.223 6.40818 366.815 11.7913 34.6578 28.2252 6.20043 22.0247 8.51802 355.024 62.2671 13.6164 11.5383 292.757 133.007 72.6412 60.1751 60.366 159.75 95.134 85.1407 41.66 28.1104 20.0979 13.4459 64.6157 40.7804 22.8535 15.3708
internal_count=2900 2291 127 2164 225 609 573 58 515 115 1939 432 148 140 1507 866 452 403 414 641 421 355 192 141 112 65 220 149 93 74
is_linear=0
shrinkage=0.00510427


Tree=100
num_leaves=31
num_cat=0
split_feature=16 16 10 18 9 22 6 21 23 20 20 18 5 7 21 18 8 23 9 22 22 8 8 13 2 3 20 22 20 23
split_gain=4.26578 3.52476 4.28212 4.74118 3.89415 2.89205 3.60589 4.63924 2.73228 2.84999 7.22703 5.99863 4.47148 4.59939 4.0795 4.0349 4.02442 5.58188 5.52284 4.52355 5.88681 9.32279 6.07299 5.76965 4.8496 4.61017 12.4177 4.46375 3.99383 5.06533
threshold=11.934972090850001 10.664975060650002 90.740838818900016 17.248993197150003 56.039380217300014 0.68694500000000025 4.9151148409000003 20.770927814650005 -0.27223499999999995 43.19689381845 42.718072821900002 13.197799034350002 21.377246852200006 23.724432465350002 6.655069997600001 15.064837217800003 4.9461400813500012 -0.22125500000000001 187.70546222865002 0.23643500000000003 -0.065399999999999986 8.9430209551500024 9.3427090425500019 117.68187774410002 289.81495968035006 93.620177476600006 39.852039223600009 -0.011399999999999999 40.259171735100004 0.10098000000000003
decision_type=2 2 2 2 2 2 2 2 2 2 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 -2 -8 10 16 -12 13 -13 -11 -16 17 -10 -18 20 22 25 23 24 28 -22 -27 -23 29 -20
right_child=5 -3 -4 -5 -6 -7 8 -9 9 14 11 12 -14 -15 15 -17 18 -19 19 -21 21 27 -24 -25 -26 26 -28 -29 -30 -31
leaf_value=0.0036910561489382925 -0.017919086296838992 -0.015347616160137108 -0.013262198894911367 0.01296755151665749 -0.019977383499895775 0.012467284954248184 -0.0079727658047682899 0.010041775223886633 0.0082080123607605714 0.0091259400654833712 -0.027376001982965702 0.0046487292667657552 0.0050483522321830565 -0.020656840097214552 -0.0027382921129631295 0.011568831578486784 0.0085290371455180487 -0.019104506484041873 -0.0012850482129151538 -0.010417464107342822 0.0075534998407590839 0.00022265770094630156 0.012176196233808188 -0.019096051720142622 -0.015865935437044284 0.01440283720389747 -0.029235375839490853 -0.029232142202786415 0.0027839174559321036 -0.016082559783016981
leaf_weight=4.7314277403056675 5.9404586274176818 7.734620474278926 6.7204808751121154 6.8061541439965367 3.2480276189744473 5.8998712673783293 9.1629163622856122 2.2731228023767471 3.1905449889600277 28.162099981680512 3.973001440055671 2.9512218981981295 7.3654029779136172 6.1089900750666857 24.72136092372239 7.00982667133212 28.97600731626153 5.9191951509565097 29.682474575936794 9.5695515312254411 68.574915710836649 2.6247610133141279 8.5233311578631383 5.4628675878047934 6.0625498164445153 3.7878720238804808 3.4540843907743692 3.1196934431791297 47.01030726544559 8.1740155257284624
leaf_count=62 204 166 270 47 64 29 120 14 25 133 58 14 35 55 195 33 119 138 189 74 302 15 35 37 64 13 32 27 252 79
internal_value=0.000387727 -0.00571123 -0.00224552 0.00276188 -0.00594315 0.000915821 0.00071042 -0.0101809 0.000986873 0.00124797 0.000479259 -0.0090229 -0.00458369 -0.0124139 0.00451481 0.000422335 0.00130713 -0.00953872 0.00174621 0.000743695 0.00131646 0.00467065 -0.00129109 -0.00248191 -0.00148376 0.00621966 -0.00641061 -0.0157736 -0.000456359 -0.00448014
internal_weight=366.941 29.2407 21.5061 14.7856 7.97946 337.7 331.801 8.21358 323.587 314.424 254.531 20.3986 16.4256 9.06021 59.8933 31.7312 234.132 9.10974 225.022 196.046 186.477 81.5613 104.916 96.3922 90.9293 75.8169 7.24196 5.74445 84.8668 37.8565
internal_count=2900 609 443 173 126 2291 2262 218 2044 1924 1563 162 104 69 361 228 1401 163 1238 1119 1045 389 656 621 584 347 45 42 520 268
is_linear=0
shrinkage=0.0166449


Tree=101
num_leaves=31
num_cat=0
split_feature=15 21 15 6 6 18 16 19 23 3 22 9 16 3 10 7 12 7 8 8 22 14 18 21 12 12 5 7 22 13
split_gain=3.83983 5.98765 3.19866 4.48184 3.51304 4.98371 2.47168 4.34395 3.19546 2.55808 4.53521 2.44297 4.64803 3.93392 3.87784 3.33659 3.29305 2.94392 3.95181 6.45514 4.88992 5.21763 9.15705 4.28462 5.99597 5.21537 4.08485 4.87254 4.80709 5.67981
threshold=11.896459116400001 17.123843457500005 12.389956812050002 4.9151148409000003 2.7550643716500001 16.118666550000004 11.934972090850001 10.650859343850001 -0.17732499999999998 108.48197402175002 0.11529000000000002 66.290220196950017 12.644970430600003 103.44111502715002 55.788194664950005 19.701858966650004 144.78335471795 21.725272673150005 9.5425530862500008 9.0429429770000009 -0.065399999999999986 222.91502314910005 13.258783262950002 10.414935658300001 247.85609524425004 146.09388648530003 18.152162791050003 24.639960683050003 -0.10098 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=1 -1 -2 4 5 -4 7 8 -5 11 -11 16 -13 15 -15 -14 -8 -17 19 20 21 26 -23 -22 25 -25 27 -19 -28 -30
right_child=2 -3 3 6 -6 -7 9 -9 -10 10 -12 12 13 14 -16 17 -18 18 -20 -21 23 22 -24 24 -26 -27 28 -29 29 -31
leaf_value=-0.019130977237727897 0.014523390109725811 0.0077386467287412211 0.018793966066836164 0.013124290535333939 -0.018800161630721714 -0.018779081048010366 -0.009994438258658379 -0.019350123476986163 -0.011046826995706095 -0.018737504972598372 0.026465651308938416 -0.01959527419028248 0.016558822977405761 0.0096995185988355079 -0.021885230013020205 -0.0078430883731489369 0.0087283344648284578 -0.015137238246419604 0.014837404202055463 -0.015499735343813248 0.0060742657101051376 -0.020871314279664932 -0.0014844328938720195 -0.016596614877286024 -0.023243943033764994 0.0061833647022967895 0.011327843519541169 0.0029787295077525885 -0.0053166941946109067 0.011181992927706767
leaf_weight=6.9974907683208567 4.8488027853891245 3.7585582099854946 2.2662049336358887 3.5429110936820507 6.221457839012146 1.9248871672898529 3.1636436525732305 4.849008590914309 2.959660283289848 4.0064192367717615 0.78214235603809346 3.243224471807479 4.1950922384858123 1.5905744694173325 4.1010478120297194 10.377331230789421 22.243965847417712 7.0036876648664501 6.3728496152907601 6.6881890706717959 86.415958292782307 7.9857546258717766 71.473945594392717 3.7361605465412202 3.4467235431075087 14.322015862911938 23.142350543290377 11.673034926876424 17.057519495487217 9.622320391237734
leaf_count=281 36 22 11 18 219 65 30 121 65 125 2 62 19 16 79 114 127 62 23 52 394 84 479 24 34 71 80 69 87 29
internal_value=0.000363146 -0.00974174 0.000674346 0.00047937 -0.0106142 0.0015374 0.00082522 -0.00704973 0.00212275 0.00110228 -0.0113542 0.00128994 0.000846243 0.00107548 -0.0130586 0.00135923 0.00639706 0.00113094 0.00147721 0.00115295 0.00158821 -0.000439022 -0.00343283 0.00436754 -0.00249082 0.00147028 0.00303383 -0.00381468 0.00560112 0.000633703
internal_weight=360.013 10.756 349.257 344.408 10.4125 4.19109 333.996 11.3516 6.50257 322.644 4.78856 317.855 292.448 289.205 5.69162 283.513 25.4076 279.318 268.941 262.568 255.879 147.959 79.4597 107.921 21.5049 18.0582 68.4989 18.6767 49.8222 26.6798
internal_count=2900 303 2597 2561 295 76 2266 204 83 2062 127 1935 1778 1716 95 1621 157 1602 1488 1465 1413 890 563 523 129 95 327 131 196 116
is_linear=0
shrinkage=0.0171707


Tree=102
num_leaves=31
num_cat=0
split_feature=16 20 15 17 7 23 21 21 20 18 22 6 8 22 2 9 22 7 10 3 18 3 6 22 5 21 22 8 5 22
split_gain=5.73707 4.73049 4.13264 4.09385 3.58743 3.38058 3.32102 4.03376 3.1711 5.40615 4.94285 7.23773 6.03156 5.93138 5.68661 10.0176 4.99334 4.88985 4.64897 6.36354 4.47218 4.32215 5.3097 3.52194 7.22015 5.68597 3.53003 6.13582 5.15211 4.89051
threshold=18.594956516900002 38.238138001450004 30.046989284200006 166.83257850275001 29.973557588500004 -0.22125500000000001 3.2821610579500002 2.4738339625000005 41.621607100200002 15.042884401850001 -0.071129999999999985 14.785345457250001 8.9430209551500024 -0.085734999999999992 122.26439358135001 201.44620319810005 -0.075174999999999992 24.955394454050005 65.630639880500027 87.240466333050009 13.197799034350002 93.620177476600006 16.565387047600002 -0.11600999999999999 21.679100857650003 4.1402214890000009 -0.088099999999999998 8.6432548896500023 21.495293572000005 -0.085249999999999992
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 3 5 6 -3 7 -5 10 17 11 -2 18 14 -13 20 -15 23 21 -20 -16 -12 -23 24 -10 -26 27 28 -25 -28
right_child=8 2 -4 4 -6 -7 -8 -9 9 -11 12 13 -14 16 15 -17 -18 -19 19 -21 -22 22 -24 26 25 -27 29 -29 -30 -31
leaf_value=-0.0046206826975159288 -0.0089483122578937566 0.00043847206270848882 -0.0073272729431675 0.00096764006575926335 -0.0093555853606805735 -0.0097691647678077465 -0.00029938506312400884 0.007590155366029046 0.0076715156213860991 0.0074620571739721919 0.0080543093105906495 0.005079129870702497 -0.0050330824158032975 -0.010384777557913241 -0.015036818113760406 0.005277527612604486 0.0017752480285465667 -0.010665332558210795 0.0036481989535300922 -0.0068984965733697766 -0.0028564661530973588 -0.0045413095608466784 0.0083415896137429488 -0.01663187089439485 0.0061854277825156906 -0.005479439424422184 0.00655683414095138 0.0037054516844941573 -0.0039283628484072537 -0.0013225649802106282
leaf_weight=23.371479994617403 5.8553461208939543 4.2746447948738933 6.1380464993417254 22.609284777194262 2.7502567563205949 5.6623125076293928 78.862360144965351 9.941035006195305 11.306869529187681 6.6932886540889731 27.652236953377724 26.803556468337774 5.631402298808097 5.523260273039341 3.5151709131896514 9.4771101102232915 4.6863609403371793 3.4889468103647223 22.389590155333284 5.3145105242729178 6.353436179459095 5.2719168625771982 4.4117925316095352 3.8400907553732377 4.6919686235487452 9.4675447754561883 6.9154894761741152 4.2307711094617835 6.3772361408919096 40.82845276966691
leaf_count=431 55 60 101 163 104 153 733 44 33 22 89 100 32 33 38 36 18 21 82 30 31 29 15 30 16 79 26 20 47 229
internal_value=0.000266112 -0.0010313 -0.000387181 -4.39209e-05 0.000420374 -0.00537808 0.000661697 0.00299019 0.00112988 -5.39335e-05 0.0020015 0.000220452 0.00356942 0.00117303 0.00249514 -0.00108498 -0.00480315 -0.000605861 0.00431425 0.00162501 -0.00719507 0.00630973 0.001328 -0.000205477 0.00250863 -0.00161411 -0.00131685 -0.00506939 -0.00870286 -0.00018127
internal_weight=384.336 153.609 130.238 124.1 114.163 9.93696 111.413 32.5503 230.726 97.8407 132.886 62.2142 70.6714 56.3589 46.1493 19.3457 10.2096 91.1474 65.04 27.7041 9.86861 37.3359 9.68371 87.6584 25.4664 14.1595 62.192 14.4481 10.2173 47.7439
internal_count=2900 1789 1358 1257 1044 213 940 207 1111 523 588 311 277 256 205 105 51 501 245 112 69 133 44 480 128 95 352 97 77 255
is_linear=0
shrinkage=0.00866462


Tree=103
num_leaves=31
num_cat=0
split_feature=16 20 15 16 16 20 12 7 16 19 6 16 23 5 2 2 4 0 23 20 21 2 13 23 3 16 20 21 20 6
split_gain=6.74784 5.18449 4.46264 4.41495 5.06277 6.48281 4.77777 7.72068 6.60087 4.99853 8.12827 4.62033 4.86732 4.54135 4.45416 5.71541 3.81225 3.53784 4.61941 4.18924 5.5153 7.94491 5.23648 5.43281 4.08638 5.99161 8.65361 6.00406 7.55692 5.33849
threshold=18.594956516900002 38.238138001450004 30.046989284200006 11.934972090850001 15.919962772200003 41.395309858300003 207.71672397260002 26.520549809950001 13.894967507500002 11.950964240300001 13.665319288000001 17.844958270700005 0.08883000000000002 16.579584939650001 151.19096455890005 112.95519936480001 371.16724128940001 86.530713386650021 0.12064000000000002 42.131954243650007 2.0547139412000006 101.14502893930002 116.59305220125002 0.10211000000000002 88.727183679150016 18.934955721800005 36.30367149775001 1.0000000180025095e-35 43.124157941850008 16.455384477450004
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 3 -3 6 11 8 -8 -5 -10 -11 12 -6 -12 15 -7 -9 18 19 -2 -21 -22 -23 -24 25 -19 -27 -28 -29 -26
right_child=17 2 -4 4 5 14 7 16 9 10 13 -13 -14 -15 -16 -17 -18 24 -20 20 21 22 23 -25 29 26 27 28 -30 -31
leaf_value=-0.0040588415727344715 0.0019103418678659053 -0.0027134404443169419 -0.006444056750630916 -0.007184167745823168 0.0026252243629983989 -0.0075586819493309127 0.0058137434378771639 0.002557762107519481 0.0060519215180498079 -0.010473141020739441 0.0050476792369321746 0.0056409855719517224 -0.0099858298738458341 -0.0042444604637370716 -0.0076331336352287015 0.0032086924558217939 -0.0091308107872507174 0.003559188642923909 -0.0051337589712558062 0.0053382843789557006 0.0025383700321626548 0.0016420186304894476 -0.0088954806009811978 0.0010434625690474864 0.0042227685852961891 0.0042460751322963113 0.0026107342549246317 -0.0098437286638800251 0.00091258235388636856 -0.00074311117024111804
leaf_weight=24.37866791151464 56.590476064011455 26.844620410352945 6.3330704793333998 5.9399031214416018 4.315981492400172 4.470481017604472 25.94405759125948 3.0398183763027182 9.0388253331184405 3.8017098009586361 8.8017260730266553 9.1700781490653736 2.8404816891998053 4.4236385328695169 10.466517693363128 7.2093609869480133 3.2124293837696314 20.44550346583128 8.6099690143018943 6.1579989008605471 12.357448127120731 5.3573817349970367 14.38168669305742 3.9168533943593493 55.804336547851562 9.7745519764721376 5.4723939672112492 11.45496601238847 5.3698255792260161 15.478526324033735
leaf_count=431 261 457 101 80 28 68 116 18 43 46 28 36 31 31 153 70 52 84 58 22 44 29 150 24 196 36 22 91 25 69
internal_value=0.000297976 -0.000881956 -0.000311866 -1.20226e-05 0.000694269 -0.00145184 0.00198032 0.00401522 -6.66914e-05 0.00155524 -0.000831823 0.00212501 -0.00238025 0.00193963 -0.00408874 -0.00091254 -0.00344787 0.00111582 0.000121993 0.000580184 -0.00120478 -0.00232359 -0.00486339 -0.00676802 0.00197776 0.000394169 -0.00162351 -0.00419659 -0.00641073 0.00314447
internal_weight=391.403 160.231 135.853 129.52 102.675 38.4729 64.2021 32.1963 32.0058 26.0659 17.0271 16.3265 7.15646 13.2254 22.1464 11.6798 6.25225 231.172 107.372 98.7618 42.1714 36.0134 23.6559 18.2985 123.8 52.5172 32.0717 22.2972 16.8248 71.2829
internal_count=2900 1789 1358 1257 800 386 414 186 228 148 105 95 59 59 291 138 70 1111 588 530 269 247 203 174 523 258 174 138 116 265
is_linear=0
shrinkage=0.00748158


Tree=104
num_leaves=31
num_cat=0
split_feature=16 3 4 23 8 16 6 6 19 0 0 18 3 9 2 5 9 20 9 17 18 21 3 0 0 6 9 5 10 9
split_gain=7.05134 4.12234 4.09028 5.39001 4.94095 3.66984 3.63673 6.98622 5.60267 5.45487 5.82897 5.56138 6.6012 6.18886 5.29825 5.24046 6.41207 5.06403 4.79077 4.05145 4.36283 5.38266 4.01193 5.27635 8.25501 5.77434 5.27015 4.55754 7.36365 4.57598
threshold=11.934972090850001 108.48197402175002 398.10712430820007 0.075065000000000021 8.0437227585500022 21.084950694200003 13.665319288000001 13.775321858200002 11.950964240300001 93.972365491700018 87.181320254150009 13.954623666350001 84.968719212850019 206.50942114985003 317.41815758785003 30.133297129900004 202.80137809380003 37.186372654950006 213.24207352880003 192.00356210945003 13.465147564100002 5.7587983756000005 92.751805500450018 86.001087134900004 85.872041144650012 16.375382608200002 66.290220196950017 23.663981639800003 61.86411003975001 186.14781787895004
decision_type=2 2 2 2 2 2 2 2 2 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 -3 8 -8 17 10 14 -11 13 -13 15 16 22 -2 -15 -18 -21 -22 -9 24 25 26 -24 29 -29 -27
right_child=1 5 3 -5 -6 -7 7 9 -10 11 -12 12 -14 18 -16 -17 19 -19 -20 20 21 -23 23 -25 -26 27 -28 28 -30 -31
leaf_value=-0.0067642102360308421 -0.0093917993997854818 -0.0084856044417732767 0.0037336433743908738 -0.0084802457725855311 0.0030666377905323953 0.0084696668545140279 0.0074099962282784936 -0.0068454342109716846 -0.0020752225905403703 0.007980642442481237 0.0030111004839427071 0.0018488011568295376 -0.0087141801976075503 -0.0095761540794304864 -0.0076565040257967829 0.0058114911147002027 -0.009246278443551522 0.0030111316785410582 -0.00040236006320105484 0.0048039771410581193 -0.010757476899617325 0.0017629313525680658 0.0056450344483550225 0.0035359391451387193 -0.0086110260182381652 0.0071875844152442881 -0.0093611163934312434 0.0029628377297771851 -0.0072820277155063043 0.0010400944520975734
leaf_weight=17.664105122908953 2.0932272449135807 4.8296434395015231 8.3925133123993856 2.8527047056704751 3.6319039817899457 0.89097493886947621 10.129778295755385 3.6969577856361857 56.10842782817781 3.3515868633985511 83.257996868342161 20.222562398761511 7.6958819199353448 6.5442031882703287 4.6134299710392943 10.89080625772476 5.7942017316818264 26.456914529204369 6.8816395848989487 4.2765407077968112 4.2366016805171949 3.8728982880711555 1.8519887179136265 37.987174231559038 6.0677673034369937 12.517277784645559 5.4004151877015829 9.8905221503227967 7.1030728463083497 16.592916287481785
leaf_count=425 42 124 64 93 27 3 34 21 531 10 318 105 75 61 41 45 63 186 51 17 30 17 7 133 45 32 65 75 97 63
internal_value=0.000313256 0.000619918 -0.00310999 0.000635205 -0.00508762 -0.00584485 0.000723356 0.00115458 -0.000666576 0.000913408 0.00141417 -0.00152956 -0.00230051 -0.000833612 0.00042778 0.00071428 0.000248914 0.00210178 -0.00487397 -0.00394813 -0.00146965 -0.00477804 0.00100358 0.00130147 -0.000126929 0.000837898 -0.00552911 0.00183947 -0.00131937 0.00368349
internal_weight=395.797 363.255 32.5412 11.2452 21.296 5.72062 357.535 272.876 84.6586 262.746 218.051 44.6959 41.3443 33.6484 134.793 130.179 119.288 28.5501 13.4258 18.1802 12.386 8.1095 101.108 97.4111 59.424 53.3562 7.2524 46.1038 16.9936 29.1102
internal_count=2900 2291 609 157 452 127 2164 1405 759 1371 1069 302 292 217 751 710 665 228 112 127 64 47 538 517 384 339 72 267 172 95
is_linear=0
shrinkage=0.00767626


Tree=105
num_leaves=31
num_cat=0
split_feature=16 20 5 10 5 17 16 6 20 6 9 21 16 19 17 10 0 0 20 6 15 2 10 12 16 22 19 15 0 20
split_gain=12.7349 6.93108 5.82499 5.61137 7.65147 6.86151 5.20837 6.4663 4.78317 7.70125 4.72657 4.66472 4.03539 8.14007 3.97644 4.32578 3.97086 11.879 4.29498 6.56845 11.8158 8.79068 5.11129 3.92838 3.9631 3.76377 5.04052 3.69226 3.944 5.3125
threshold=18.594956516900002 38.238138001450004 23.803605515150004 74.986474174450009 12.294714844000003 195.53954078470002 15.794963064500001 11.585270688000001 44.710446918150005 4.200098134650001 226.28914430085004 17.650944895250003 13.534968349350001 10.650859343850001 197.05557773135004 57.729261435100007 93.972365491700018 96.249489528150022 40.621691032550004 16.455384477450004 40.301031380450006 101.14502893930002 66.697957758300021 96.350437043050007 11.934972090850001 -0.096499999999999989 12.751028791950002 35.194695975650014 86.530713386650021 42.467547400400008
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 16 5 8 23 12 -8 -5 11 14 -10 13 -6 15 -4 18 -18 -2 22 21 -21 27 -3 -25 -26 -27 -20 29 -29
right_child=2 3 10 4 6 -7 7 -9 9 -11 -12 -13 -14 -15 -16 -17 17 -19 19 20 -22 -23 -24 24 25 26 -28 28 -30 -31
leaf_value=-0.0040889450411176545 0.0034856415718915149 -0.0093289973471530341 0.00070943869494567041 -0.004575587944842926 0.0030733266827754598 -0.0084001447871294901 0.0015174553760736453 -0.0090090754888649989 -0.0059748673889371013 0.0067724201509802703 0.0066521675224092058 0.0020143029360825161 0.0040059273272848132 -0.0085091622560221677 0.0022169474009642084 -0.0041287918595634271 -0.0046440457313612045 0.0050687604123948555 0.0069178629226074942 6.8210602226425384e-05 0.0032635250431784593 -0.008987284803225774 -0.0036627784267739016 -0.0061841163315553499 0.0019222950605596886 -0.0085360943705889945 0.00046301692860115117 0.0041348767608394418 0.0040127716411483055 -0.0038882649639227136
leaf_weight=27.728665690869093 76.363777786493301 2.5671677868813267 13.52522882632911 16.980502812191844 9.4919066242873651 7.1741587724536648 7.7513353899121267 4.0684352219104767 7.622182225808503 5.9151451848447314 3.7831940352916709 5.9496527779847383 37.755785092711449 3.9198076948523513 11.748620670288799 22.511203408241272 14.019565109163524 9.7683149427175504 10.666171714663504 9.7433409541845339 16.613469235599041 9.8624169752001745 5.1999577581882468 5.1891818679869166 20.840222474187609 4.4576094970107096 7.8694142736494541 6.8504577428102484 27.151493109762669 8.4001768231391889
leaf_count=431 264 32 93 295 52 93 43 40 185 23 11 41 136 48 52 195 96 31 29 38 56 66 29 85 138 68 79 20 87 44
internal_value=0.000405706 -0.000987269 0.0013974 -0.000404389 0.000512603 -0.00230051 0.00193966 -0.00210584 -0.00195223 0.000333696 -0.000623179 -0.00247256 0.00287418 -0.000311858 -0.00119918 -0.0023129 0.00193274 -0.000655555 0.00229311 0.00132932 -0.000931916 -0.00448704 0.00273489 -0.00123121 -0.000689229 0.000170474 -0.00279118 0.00336177 0.00246724 -0.000284337
internal_weight=421.489 175.281 246.207 147.553 99.4548 48.0978 62.9873 11.8198 36.4675 19.487 51.5682 13.5718 51.1675 13.4117 47.7851 36.0364 194.639 23.7879 170.851 94.4875 36.2192 19.6058 58.2683 40.9236 38.3564 33.1672 12.327 53.0683 42.4021 15.2506
internal_count=2900 1789 1111 1358 863 495 319 83 544 249 351 226 236 100 340 288 760 127 633 369 160 104 209 402 370 285 147 180 151 64
is_linear=0
shrinkage=0.00676168


Tree=106
num_leaves=31
num_cat=0
split_feature=16 20 5 16 16 20 7 12 18 13 9 23 9 5 17 4 23 13 18 23 21 20 17 17 16 23 10 5 16 21
split_gain=17.1826 7.82068 7.08938 6.10369 11.2903 7.75761 6.80231 9.26648 9.04275 9.12062 5.13163 10.9005 5.1224 4.73378 10.4002 4.64635 4.52546 7.11859 5.63801 4.43506 5.13222 7.93408 5.47119 4.83314 4.29171 4.19347 3.71631 11.8188 11.0771 6.77261
threshold=18.594956516900002 38.238138001450004 23.721757872050002 11.934972090850001 15.919962772200003 41.395309858300003 26.626668929150004 211.56805207830004 15.974481919500002 104.02719889955002 187.38923140910003 0.085155000000000022 226.28914430085004 13.809011005350003 191.89151741935004 371.16724128940001 0.075065000000000021 95.99139754765001 14.255915995100002 0.092290000000000025 11.790993765850002 48.315732392000008 192.00356210945003 160.48375154475005 15.444963882950001 0.11207500000000002 66.697957758300021 20.766972852450003 19.974953289850003 8.9353283289500016
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 26 16 6 13 7 8 9 -5 11 -7 19 -6 -15 -8 18 -18 -3 20 21 22 23 -4 -11 -21 -2 28 29 -28
right_child=2 3 12 4 5 10 15 -9 -10 24 -12 -13 -14 14 -16 -17 17 -19 -20 25 -22 -23 -24 -25 -26 -27 27 -29 -30 -31
leaf_value=-0.0025686180880849273 0.0016111173342183969 -0.0048479366225054324 0.0012152894272799948 -0.0038553916616068402 0.0032864053179355703 -0.0035808410629524952 0.00013673517234583582 0.0033069172073442914 0.0027488500108430688 -0.0017167738623936602 -0.0045495479603698827 0.003042153539819209 0.0041127004686200772 0.0018649416476463579 -0.0055258196267684257 -0.0051881054456830054 -0.004662121523299363 0.0019406055942644191 0.00066724874477384303 0.0018744979147343997 -0.00546794098702041 0.0037885190859783544 -2.086995656122038e-05 -0.0053212087408696079 0.0037335031857713267 -0.0029950896803859197 0.0022947368292971617 -0.0061487480192606182 -0.0042423566069247189 -0.0022397429282770497
leaf_weight=30.95241267234087 146.49958399683237 3.8683279827237156 2.3791935034096303 11.853040970861914 7.0057361871004131 11.638282597064977 7.6441479660570604 29.043314211070538 14.115488454699515 4.1337593011558038 13.550617840141056 6.4096436500549308 3.9357107430696479 8.6611727867275459 4.9920385144650927 4.2359069399535656 13.626843903213741 3.3918474391102782 15.184459961950777 14.654106095433237 4.872246801853179 4.8914851024746886 12.187932237982748 8.9937176313251239 5.7392833959311247 3.6800047829747191 37.499721139669418 4.2725923284888259 6.0773202776908866 6.415775552392005
leaf_count=431 511 56 16 101 26 176 53 110 53 34 152 34 11 46 50 51 269 16 116 66 53 13 66 103 15 30 128 36 38 40
internal_value=0.000221481 -0.000687394 0.000916528 -0.000334696 7.99329e-05 -0.00138227 0.00107532 0.00159479 0.000207417 -0.00144376 -0.00265281 -0.00122871 -0.000372277 0.000561072 -0.00083735 -0.00176187 -0.00181776 -0.00334619 -0.000452511 -0.000713973 -0.00160032 -0.000938022 -0.0019193 -0.00395378 0.00145152 0.000897079 0.00127341 0.000361723 0.000918135 0.00163228
internal_weight=452.406 196.046 256.359 165.094 129.022 52.2575 76.7649 64.8849 35.8416 21.7261 31.5985 18.0479 55.5944 20.6589 13.6532 11.8801 36.0715 17.0187 19.0528 51.6587 33.3246 28.4523 23.5608 11.3729 9.87304 18.3341 200.765 54.2654 49.9928 43.9155
internal_count=2900 1789 1111 1358 901 484 417 313 203 150 362 210 358 122 96 104 457 285 172 347 251 198 185 119 49 96 753 242 206 168
is_linear=0
shrinkage=0.0040783


Tree=107
num_leaves=31
num_cat=0
split_feature=16 20 15 16 16 20 16 23 7 12 18 13 0 20 20 21 3 5 16 21 6 5 20 21 3 0 2 2 17 17
split_gain=12.4451 6.70482 5.98897 5.90674 5.94574 8.08288 7.06171 5.90456 5.61963 8.49271 8.37638 6.46054 5.35159 6.60816 7.8136 6.62948 6.47312 7.05986 6.24815 12.198 6.17675 9.61847 11.9556 5.06997 4.89914 10.8806 4.80672 5.67871 4.69643 6.53968
threshold=18.594956516900002 37.572218886150004 30.046989284200006 11.934972090850001 15.919962772200003 41.395309858300003 17.844958270700005 0.08883000000000002 26.626668929150004 211.56805207830004 15.974481919500002 104.02719889955002 86.530713386650021 42.131954243650007 43.45354240915001 6.9984086918000008 88.727183679150016 21.072315829300003 18.934955721800005 6.338788634150001 16.455384477450004 22.443872254700004 40.823855932350007 2.7924425290000001 85.436510927550003 96.249489528150022 151.19096455890005 112.95519936480001 190.40793214150003 187.45953903175004
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 3 -3 8 6 7 -6 9 10 11 -5 13 -2 23 -16 17 18 24 -20 -18 22 -22 -15 25 -14 27 -7 29 -25
right_child=12 2 -4 4 5 26 -8 -9 -10 -11 -12 -13 16 14 15 -17 20 -19 19 -21 21 -23 -24 28 -26 -27 -28 -29 -30 -31
leaf_value=-0.0035843169494965783 0.0012545567584019582 -0.0022563415903345931 -0.0050799219486273774 -0.0044788797311731306 0.0016545437937425882 -0.0054767913392887837 0.0043641200565951938 -0.007512945559534405 -0.0022550166890567989 0.0041483213384722988 0.0035981973728069772 0.0014114767150460044 -0.004845423647238588 0.00071773438438681831 0.0037247354825076357 -0.0021327789604596971 0.0035422707288570452 -0.0055550759101014218 0.0011712924470009076 -0.0072438111235688957 0.0013246663289410898 0.0053466322095940648 -0.010504758961281351 -0.0091880932784791699 0.0058411305631824346 0.0059338137002665691 -0.0057507812533577965 0.0018798275266737336 -0.0080863644647166961 0.00044397760105863588
leaf_weight=22.808449385687709 66.756417378783226 32.282111931592226 7.7770218960940829 12.395135544240476 4.8181419633328932 5.0445655118674058 10.664578465744851 3.6154137346893549 11.14882070943713 28.013961609452963 13.037116484716533 9.8043101467192155 5.3731959611177462 6.0516237504780319 11.654258258640768 11.08246063441038 62.417808569967747 5.3605628237128249 24.013024143874649 6.4176057726144782 6.435913950204851 5.9111531674861899 4.1195876896381378 2.9832246974110621 10.597422711551188 5.6458625644445419 11.879220377653835 7.9407906848937273 8.0707571245729905 6.7868957482278347
leaf_count=364 295 474 105 111 30 68 38 36 112 118 54 56 36 28 43 76 196 38 95 49 23 16 30 35 26 14 153 70 71 40
internal_value=0.000245824 -0.000835741 -0.000440018 -0.000200483 0.000360233 -0.00122068 0.00143213 -0.0022755 0.0012944 0.00192004 0.000148492 -0.00187742 0.00103088 0.000160565 -0.00140564 0.000869633 0.00175493 0.000369759 0.000979985 -0.000603394 0.00276297 -0.000190997 -0.00329211 -0.00357085 0.00320899 0.000677561 -0.00325827 -0.00097808 -0.00502554 -0.00249709
internal_weight=430.907 181.23 158.421 150.644 118.362 43.9627 19.0981 8.43356 74.3993 63.2505 35.2366 22.1994 249.678 113.386 46.6292 22.7367 136.292 57.4077 52.0471 30.4306 78.8845 16.4667 10.5555 23.8925 21.6165 11.0191 24.8646 12.9854 17.8409 9.77012
internal_count=2900 1789 1425 1320 846 395 104 66 451 339 221 167 1111 588 293 119 523 258 220 144 265 69 53 174 76 50 291 138 146 75
is_linear=0
shrinkage=0.00542213


Tree=108
num_leaves=31
num_cat=0
split_feature=16 20 5 15 5 6 20 9 22 16 19 22 6 5 20 22 10 5 16 21 10 20 9 20 2 21 19 4 7 20
split_gain=13.7517 7.42056 6.45445 5.83637 6.02048 5.80505 5.29516 6.15751 6.12792 5.18197 7.07094 8.91424 10.5333 7.81011 6.91674 7.77858 5.13387 12.1316 9.57022 6.43403 5.84256 5.03195 5.0299 4.58657 4.54708 4.4706 4.47508 4.42294 4.82644 4.41512
threshold=18.594956516900002 37.572218886150004 23.803605515150004 30.046989284200006 10.718565385000002 15.675366252400002 44.710446918150005 40.406378633400003 -0.156745 13.534968349350001 11.850956171350001 0.13860000000000003 13.665319288000001 13.697488545350001 45.673096293200011 -0.13324 66.697957758300021 20.766972852450003 19.974953289850003 8.9353283289500016 66.318885161900013 41.43512228960001 226.28914430085004 41.941595803500007 313.37633693555006 17.650944895250003 12.651020723000002 202.07185322905005 24.414141867650006 40.305698932850007
decision_type=2 2 2 2 2 2 2 2 2 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 16 4 6 9 -3 8 25 14 -11 12 13 21 15 -6 20 18 19 29 23 -12 -4 -2 -1 26 -8 28 -14 -18
right_child=2 3 22 -5 5 -7 7 -9 -10 10 11 -13 27 -15 -16 -17 17 -19 -20 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.0046953343697809695 0.0026000492940251941 -0.004859795375853241 -0.0010422886387096502 -0.0050702815508228702 0.0030209669341748858 -0.004607111517933582 -0.0060647458890376402 0.0046512507566962881 -0.0054589175286547855 0.0050453623030271176 0.0032493449226149804 0.0053473951005424073 0.0020875376011037184 -0.0058758864179332179 -0.006792583939377427 -0.0037621376538619681 0.0015451334793044683 -0.0084410684439896692 -0.0055332775310717531 -0.0032270504906519726 0.0057552268248074866 -0.0036253831534755502 0.0054321815451555174 0.00051897884048886038 0.0023249614577044546 0.0043887103637044291 0.0054717204933032232 0.0036155918979697971 -0.0045872821128879636 0.0057937241891654351
leaf_weight=19.982571752741936 81.084352135658264 13.27943188510835 48.838744455948472 7.6661391332745543 11.6527045480907 6.4294743947684756 3.6118621882051247 5.2862459402531377 8.4942296631634253 13.404591359198092 7.1689353063702601 10.469494819641112 8.5024638697504979 12.414216153323649 5.5558552872389546 8.9156895391643047 26.695475712418556 4.5085649117827407 6.0131593942642203 6.4082314744591704 12.099895305931566 5.7183319851756096 3.8689995259046546 51.889982707798481 3.1976100448518983 5.1788562908768654 1.3916825726628301 19.067369110882282 5.2258744016289702 10.062453597784041
leaf_count=337 271 261 340 105 65 135 75 27 154 39 30 33 36 121 77 102 104 37 38 40 31 41 11 215 27 18 4 67 35 24
internal_value=0.000304444 -0.000837218 0.0011335 -0.000417083 -0.000182038 0.000438779 -0.00209113 -0.000556831 -0.00203093 0.000738906 0.00141453 0.000704711 -0.000131931 -0.00278171 -0.00138102 8.0725e-05 0.00158445 0.000140402 0.000927117 0.00182707 0.00211885 0.000198894 -0.000567032 0.00178796 -0.00372691 0.000828721 -0.002856 0.00191234 -0.000453321 0.00270818
internal_weight=434.083 182.614 251.47 159.433 151.767 114.525 37.2423 23.9629 18.6766 108.096 81.9713 68.5667 58.0972 25.3015 26.1242 20.5684 198.762 53.6879 49.1793 43.1662 145.074 12.8873 52.7077 132.974 23.1802 10.1824 5.00354 32.7957 13.7283 36.7579
internal_count=2900 1789 1111 1425 1320 781 539 278 251 646 402 363 330 192 244 167 760 243 206 168 517 71 351 486 364 97 79 138 71 128
is_linear=0
shrinkage=0.00546599


Tree=109
num_leaves=31
num_cat=0
split_feature=16 20 15 17 23 7 16 6 4 7 19 22 19 9 16 12 22 16 0 0 16 13 20 3 20 20 7 17 8 16
split_gain=4.98039 4.266 3.83625 3.90012 3.32096 3.2006 2.8367 3.71402 4.8287 5.3113 4.45746 6.04948 4.92588 5.41489 4.66039 4.97773 4.27164 3.56572 2.74961 7.64722 4.56298 7.8351 8.16791 8.06838 4.99252 4.53997 4.95579 3.76698 4.77702 4.56248
threshold=18.594956516900002 38.238138001450004 30.046989284200006 166.83257850275001 -0.22125500000000001 29.973557588500004 18.384957008000004 13.665319288000001 193.19324462480003 24.052187734100006 11.950964240300001 0.20327000000000003 13.351077205700003 193.75542554275003 13.534968349350001 176.04981466085005 -0.18126999999999999 15.164964537700001 96.249489528150022 94.047642319350018 19.214955067100004 112.82921081865001 38.175120519550006 89.227236891450005 41.941595803500007 43.19689381845 22.509653697550004 195.76335783930003 8.543332867800002 22.584947186600004
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 3 4 -3 6 7 10 9 -9 14 12 13 16 15 -5 -12 -10 19 20 -2 22 -22 -23 -25 26 -26 28 29 -28
right_child=18 2 -4 5 -6 -7 -8 8 17 -11 11 -13 -14 -15 -16 -17 -18 -19 -20 -21 21 23 -24 24 25 -27 27 -29 -30 -31
leaf_value=-0.0084452994981138105 0.010896811179516748 0.0010945839062185085 -0.013786811043412823 -0.019829446985245268 -0.018849633376000884 -0.01785063689295802 -0.015804161168181705 0.0064859081315357748 0.001224027573167284 -0.020597653619001715 0.0060140489595608103 0.011146614943612016 0.0047598279260494033 -0.022141226802569292 0.011484241359149102 0.0021549940635323386 -0.012838922936864672 0.014308892541429283 0.011245196115716385 -0.01102401950027693 0.0019687930480671782 0.014265642663855639 -0.022845676905681025 0.0041003328817896846 -0.023118567822380157 0.0032744847199255639 0.016789053389601911 -0.010508963660598201 -0.013510331540440864 -0.0020941249116130964
leaf_weight=22.924201685003936 16.748555580154061 4.1096208645030856 5.9037299174815407 3.3132708147168186 5.4262507390230876 2.4961828514933577 2.6470694094896308 4.8711486421525461 8.8548699561506528 3.4749983176589012 5.6735491510480669 5.6254675500094882 6.7179361730813971 8.4617212451994401 13.427545377984641 22.305742896161973 8.277454789727928 17.095418084412813 8.8997664563357812 12.370971638709305 7.7892477661371213 15.59501703828573 7.1040938273072243 93.739528862759471 4.1054434254765502 26.735039662569761 6.1406140141189125 13.220596399158238 4.7629042454063883 8.6079479679465276
leaf_count=431 73 60 101 69 153 104 29 22 58 29 39 25 44 94 75 237 147 72 31 90 34 51 53 413 37 142 17 77 44 49
internal_value=0.000552551 -0.0017938 -0.000608865 2.479e-05 -0.0102544 0.000890375 0.00131279 0.00173194 0.00628264 -0.00479059 -0.000382788 -0.00474231 -0.00781065 -0.0115785 0.00349771 -0.000688223 -0.00517186 0.00984402 0.0021278 0.00175373 0.00252652 0.00178003 -0.00986766 0.00278331 0.00164501 -0.00197542 -0.00578558 -0.00361157 0.00106197 0.00576795
internal_weight=377.426 151.606 128.682 122.778 9.53587 113.242 110.746 108.099 34.2964 8.34615 73.8027 34.7561 29.1307 22.4127 39.0466 25.619 13.951 25.9503 225.82 216.92 204.549 187.8 14.8933 172.907 157.312 63.5725 36.8375 32.7321 19.5115 14.7486
internal_count=2900 1789 1358 1257 213 1044 940 911 181 51 730 349 324 280 381 306 186 130 1111 1080 990 917 87 830 779 366 224 187 110 66
is_linear=0
shrinkage=0.0167361


Tree=110
num_leaves=31
num_cat=0
split_feature=13 8 9 23 9 0 13 6 19 22 6 21 12 16 5 3 3 8 8 20 7 22 3 18 9 16 12 7 0 18
split_gain=17.7317 12.6726 12.7614 11.272 8.97013 8.38325 11.1665 7.78529 10.3459 9.40631 7.65927 7.59498 7.65472 6.84332 6.76847 12.9249 8.10415 6.72842 10.0331 6.4599 7.34563 7.50986 5.62066 6.03535 10.9432 9.53703 5.59073 6.22023 5.5837 4.88697
threshold=95.99139754765001 4.9461400813500012 75.115715165350011 0.079785000000000009 186.67271206880002 85.716110573100011 117.60122400020002 14.855347092800002 12.651020723000002 -0.033594999999999993 5.1551204485500008 20.770927814650005 216.11788648010003 18.714956236300004 30.133297129900004 94.92945658615001 94.187442142150019 1.3489472949000001 2.5480115570500002 40.742467179200005 21.725272673150005 -0.24103499999999997 77.225959797100018 15.556223714900002 205.88909726980003 15.444963882950001 312.84386831240005 19.874819532250005 94.964406541850011 17.166139419800004
decision_type=2 2 2 2 2 2 2 2 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 10 11 -3 6 -6 8 22 -10 -2 12 -1 29 15 16 -8 -14 -19 -12 21 -21 -7 24 25 -24 27 -23 -15 -11
right_child=1 4 -4 -5 5 7 14 -9 9 13 19 -13 17 28 -16 -17 -18 18 -20 20 -22 26 23 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.0046434302685755182 -0.0046740603645457476 0.0026660762038142188 -0.0048472179723650401 -0.0041455218887213414 -0.0059061477363860568 -0.002310636863662007 -0.0026710739625312894 0.0014315525042913628 -0.0021971750853048522 -0.0033131770775575455 -0.0049522685099025118 0.0042167844289435243 -0.0031359008010841322 0.00031828501027553896 0.0040615595346982086 -0.0058219976783348733 0.0037458587129190007 0.0033103300785412722 -0.0027786334331929394 -0.0035515130226067291 0.0041785624422148093 0.0036301605860203697 -0.0017678344168407852 0.0032437938127569633 -0.0059412287550360465 0.0053921296960839976 -0.0034173849753124791 -0.0014945690416783783 0.004967158076944196 0.0027489928465555722
leaf_weight=8.1870665363967401 5.6616666801273814 38.735858399420977 12.554741965606807 22.000410854816437 7.0204904153943053 5.6329853758215895 5.5113432072103077 151.34209485352039 41.36184249445796 8.0152961350977439 3.4623702317476264 4.8840222954750052 8.7809318527579325 9.3119894564151782 5.1242517158389083 6.6228123679757109 7.9369804710149765 12.597600653767588 6.9342089779674998 7.7359073609113649 8.5034226849675161 12.566910104826105 5.9469118528068083 25.580831445753574 3.8213518410921088 6.3655787706375122 3.7477163672447196 5.6851124465465537 7.8858951628208152 3.0279911980032912
leaf_count=144 99 126 200 371 79 41 34 569 304 66 49 13 134 38 13 49 24 51 71 82 25 46 43 84 36 14 27 40 17 11
internal_value=0.000203229 0.000520412 -0.00120317 -0.00179423 0.000824834 0.000587496 -0.00137199 0.000822786 3.50018e-05 -0.000962272 -0.00023723 -0.00054424 -0.00118131 0.00084636 -0.000108589 -0.00117325 0.00111609 -0.000180185 0.00114862 0.000365144 0.000846611 -0.000106218 0.00150104 0.00201575 6.86349e-05 0.00193388 0.00110527 0.00203392 0.00244997 -0.00165097
internal_weight=462.547 399.162 59.9178 63.3842 339.245 300.509 32.2159 268.293 116.951 69.603 47.3631 41.3838 36.4998 28.2412 25.1954 20.0711 13.4483 28.3127 19.5318 41.7014 38.2391 29.7356 47.3477 41.7147 16.1338 12.3125 21.9997 18.252 17.1979 11.0433
internal_count=2900 2116 568 784 1548 1422 199 1223 654 436 368 413 400 132 120 107 58 256 122 269 220 195 218 177 93 57 113 86 55 77
is_linear=0
shrinkage=0.00406533


Tree=111
num_leaves=31
num_cat=0
split_feature=16 5 20 9 16 16 23 6 20 9 23 18 13 20 16 6 12 0 3 6 16 13 20 3 20 20 6 17 4 20
split_gain=15.9617 7.37097 7.26127 6.00012 5.85832 13.7137 8.98653 7.97238 6.61729 6.22893 8.69323 5.96887 5.22613 4.91651 4.63576 4.60653 5.93257 4.53004 12.4489 4.76938 4.40491 10.6843 11.4757 6.40947 5.84832 5.36011 4.36152 4.30223 4.15549 7.33278
threshold=18.594956516900002 23.803605515150004 38.238138001450004 226.28914430085004 13.534968349350001 15.689963310050002 0.07968500000000002 11.060258421150001 41.395309858300003 187.38923140910003 0.085155000000000022 13.849588037450003 92.692659421600013 39.945535567850008 16.244962012200002 3.6650856341500009 216.11788648010003 93.972365491700018 84.807411725000023 14.875347560100002 19.214955067100004 112.82921081865001 38.175120519550006 89.227236891450005 42.178283198950005 43.19689381845 13.200308423050002 197.05557773135004 376.98468903265001 48.315732392000008
decision_type=2 2 2 2 2 2 2 2 2 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 27 6 7 11 12 13 10 14 -4 -6 -7 -10 -13 -17 20 -19 -20 -2 22 -22 -23 -25 -26 -8 28 29 -3
right_child=1 3 4 -5 5 8 26 -9 9 -11 -12 15 -14 -15 -16 16 -18 18 19 -21 21 23 -24 24 25 -27 -28 -29 -30 -31
leaf_value=-0.0035011037101958806 0.0050495085508161256 -0.0025498539660364309 -0.0069157215330421925 0.0059507171045374589 0.0021324101650926838 -0.0044619434284913426 -0.0067212716716483394 0.003507838156870106 0.0018734148645351101 -0.0063374632551054686 0.0041125538666495157 -0.0029323505447448042 -0.0048410705972723629 0.0022428144742454598 -0.0059808515485520672 -0.0044168753727485662 0.003640525700230417 0.0025618673877348007 -0.008566083642755731 0.00018544123916163879 0.0018520776235378764 0.0054646157166696368 -0.0079619325187287107 0.0026711372984508236 -0.0016086861149057861 0.0025799401295022117 7.7839149043547792e-05 0.0018129602179017936 -0.0078663748944609591 0.004768496253459013
leaf_weight=29.959967767819762 14.968102164566515 29.997028116136789 3.8342483974993256 4.2340190559625617 6.8122744858264905 4.5832820087671307 14.299535339698197 42.330741841346025 3.2875267826020744 13.508210070431231 6.4898547362536183 8.1586916763335484 7.2378364205360413 16.175181988626719 9.6766856200993043 3.653093937784436 16.290716875344515 15.960433397442104 6.3203385472297651 2.9980108886957169 8.4276528209447843 18.167686708271503 7.2271384298801413 88.518093466758728 24.865303739905357 16.66094421595335 3.9269383549690238 12.336880840361117 3.6473575793206683 5.253802001476287
leaf_count=431 40 237 56 11 46 41 258 157 20 156 35 128 71 84 162 47 73 61 54 12 31 49 51 290 117 55 24 52 35 16
internal_value=0.000338584 0.00126008 -0.000918896 -0.000587085 -0.000436177 0.000301275 -0.00205478 0.00226987 -0.0017648 -0.00335638 -0.00128642 -0.000227613 -0.00145994 0.000762464 -0.00398913 0.000684899 0.00216466 0.00176205 -0.000502243 -0.00575044 0.00208212 0.00181107 -0.00267863 0.00228529 0.00184112 7.18526e-05 -0.00525639 -0.00112736 -0.00205991 -0.00145912
internal_weight=449.808 259.583 190.225 55.4691 160.265 110.102 50.1632 56.3809 53.7207 32.9623 19.4541 31.9368 14.0501 20.7585 12.9642 28.1025 19.9438 204.114 25.2788 9.31835 178.835 163.867 15.6548 148.212 130.044 41.5262 18.2265 51.2351 38.8982 35.2508
internal_count=2900 1111 1789 351 1358 772 586 274 498 373 217 304 117 125 182 248 120 760 127 66 633 593 82 511 462 172 282 340 288 253
is_linear=0
shrinkage=0.00571439


Tree=112
num_leaves=31
num_cat=0
split_feature=5 21 3 22 15 5 10 23 21 8 8 5 13 8 10 18 0 9 19 7 4 0 10 17 15 0 6 16 16 19
split_gain=5.2821 3.84577 3.43863 3.81529 3.08684 3.08398 3.68359 2.93635 4.11142 2.61021 3.72242 3.2176 2.93313 4.94661 5.16977 4.34337 4.80601 6.57179 4.1546 4.52834 4.59826 3.05768 7.63159 9.70333 3.82568 3.1518 4.31186 4.5836 5.04713 11.6375
threshold=7.7286379265000011 8.8712712239000009 108.48197402175002 0.057850000000000006 11.896459116400001 5.2595069053500012 91.28659581940002 0.075065000000000021 20.770927814650005 1.6487133604500002 2.0484014478500003 8.494960530800002 95.870416931800023 2.9476996444500005 82.393176323850014 17.140917755100002 98.615332683000005 187.70546222865002 12.551012654050002 25.582719811950003 193.19324462480003 96.249489528150022 70.284360904350009 192.00356210945003 19.215947067900004 87.181320254150009 14.215332138950002 22.634947069650003 19.214955067100004 13.751109481500002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 4 -4 -2 6 7 -3 -9 11 -11 -6 13 14 -12 16 21 -18 19 -19 -21 22 24 -24 -14 -26 -27 28 -28 -30
right_child=2 5 3 -5 9 -7 -8 8 -10 10 12 -13 15 -15 -16 -17 17 18 -20 20 -22 -23 23 -25 25 26 27 -29 29 -31
leaf_value=-0.022120824631083068 -0.015346613926126736 0.021880898224283307 -0.023122575320951379 0.025396596572146317 0.0086250711894074687 -0.023055129012595973 -0.023171405894415562 -0.023380573127390843 0.019754224471012348 0.017705172421779526 -0.011417137542410893 -0.026677790463665176 -0.015070330364141449 -0.018945208379025223 0.026540841693896443 0.013200047618210439 0.016379085330033762 -0.026103230086407869 -0.024035740270275122 0.022985017904999409 -0.0071539784335270503 0.008313301360801769 0.0026102982198736892 -0.023715566486704979 0.0010664031346963761 -0.0076935330959800371 0.016104217724640362 0.020676105114232856 -0.028265453975434979 0.0057617312072497876
leaf_weight=7.1932073393836644 4.7082518525421611 3.9175910726189596 4.501445146277546 0.84977026190608729 1.8170355763286341 2.6230558780953279 1.9602620080113409 2.1479867147281766 1.7841687202453616 6.5212895926088086 3.4432319495826942 3.0502482745796442 5.1681686304509631 7.7557189203798771 2.9286378771066666 14.821498982608317 4.4064217694103744 3.3866446334868696 7.7949649319052687 3.1694425642490369 7.5546059347689152 33.550511104986072 13.448759541846814 11.418134257197378 126.56456218659878 8.9089182838797552 16.228446111083031 10.460809994488953 4.856530860066413 50.84331513941288
leaf_count=312 86 11 123 4 15 70 69 49 6 32 40 47 76 158 8 68 17 49 94 11 60 156 107 138 707 58 53 36 36 204
internal_value=0.000709812 -0.00989859 0.00129113 -0.0154178 0.00154456 -0.00282736 0.00258125 0.00901228 -0.00380867 0.00177303 0.00198959 -0.0134987 0.00168522 -0.00768122 0.0060291 0.00209542 0.00156063 -0.00702273 -0.0117301 -0.0049323 0.00175346 0.00236308 0.00155777 -0.00947775 0.00278818 0.00321183 0.00618598 0.0076868 0.00579772 0.00279486
internal_weight=377.784 19.6263 358.157 5.35122 352.806 12.4331 9.81001 7.84975 3.93216 348.098 343.231 4.86728 336.709 14.1276 6.37187 322.582 307.76 26.3121 21.9057 14.1107 10.724 281.448 247.898 24.8669 223.031 217.863 91.298 82.3891 71.9283 55.6998
internal_count=2900 517 2383 127 2256 205 135 66 55 2170 2108 62 2076 206 48 1870 1802 231 214 120 71 1571 1415 245 1170 1094 387 329 293 240
is_linear=0
shrinkage=0.0210015


Tree=113
num_leaves=31
num_cat=0
split_feature=16 20 17 15 5 0 20 20 21 16 18 9 2 0 13 0 21 22 17 10 17 10 13 19 20 22 17 6 20 6
split_gain=14.5657 7.33789 5.9421 6.02492 7.0952 5.88195 7.46112 9.06995 7.59643 6.79271 5.62897 8.53991 6.05173 5.61493 7.83589 5.5634 5.37438 6.89367 5.18116 7.27975 6.90999 5.06586 5.00648 5.71691 7.5505 4.7358 4.64753 4.50882 4.41498 3.96273
threshold=18.594956516900002 38.238138001450004 166.83257850275001 30.046989284200006 11.848158554650002 86.530713386650021 42.131954243650007 43.45354240915001 6.9984086918000008 22.614947116400003 13.565012728250002 196.26893085885004 101.14502893930002 96.249489528150022 109.34496908160001 103.82556453975 14.941253073700002 -0.088944999999999996 187.45953903175004 61.917879202350001 190.40793214150003 62.197478847950002 95.870416931800023 13.051052998800001 41.322103772800006 -0.26138499999999998 176.45537817675003 16.575387281250006 42.406961525800007 15.925372093750001
decision_type=2 2 2 2 2 2 2 2 2 2 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 15 6 -2 18 -9 10 -7 12 -12 14 -13 25 17 -17 -8 -20 -21 -16 26 -24 -25 -4 -6 -10 -19 -23
right_child=5 2 3 -5 22 9 7 8 27 -11 11 13 -14 -15 21 16 -18 28 19 20 -22 29 23 24 -26 -27 -28 -29 -30 -31
leaf_value=-0.0030809887138077661 0.001275568032470784 -0.003580498466367875 0.0029719648081150273 -0.0045679013966338135 0.0016617961677085297 0.0032154319326516299 -0.0084280523690848826 0.0036864104310132808 -0.0048444234139257414 0.0039390791953817983 -3.0235041713187935e-05 -0.0044821132376565622 -0.0064376881648362354 0.0048793279383148808 -0.0027769566042717807 -0.0056511085900233828 0.0024403099890449678 -0.0040122822253153261 0.0037671024272946762 -0.00026668309183623836 -0.0067547008443051863 0.00053188947394282185 0.0019263458055031985 0.0020246792070761112 -0.0050216528985346422 -0.0060892882011909502 -0.0052751176395508742 0.0015424645481449438 0.0024106941315612 0.003482350696464629
leaf_weight=30.141736071556807 69.168055031448603 13.376816192641853 1.7373569197952736 7.1833270601928225 4.1490448117256147 26.169680371880531 4.3104037046432522 12.273267995566131 6.3464298620820028 28.373408049345016 8.3870092257857305 6.5348313674330702 6.7342810779809943 9.5354796499013883 6.5631691589951506 7.9363303687423494 10.556259615346788 3.9908518381416824 3.9698646813631084 7.6101781949400928 9.1740214340388757 24.012693218886852 69.998786510899663 7.7922144047915918 7.6234437637031078 9.20710198022425 5.9669121317565441 5.0132922939956188 8.4611890539526922 22.198344439268112
leaf_count=431 295 216 8 98 26 80 44 43 45 86 36 46 53 25 32 161 56 67 15 43 72 98 322 36 78 145 71 31 74 67
internal_value=0.000258847 -0.000804931 -0.00037067 -7.37375e-05 0.000161186 0.00103942 0.000212871 -0.00129654 0.000940733 0.00174278 0.00117697 0.000541637 -0.0028838 0.00129401 0.000717581 -0.00156616 -0.000475158 -0.00198467 -0.00340604 -0.00236303 -0.00381295 0.00136144 0.000918608 0.00131519 -0.00145992 -0.00465088 -0.00242995 -0.00202575 0.000352144 0.0019492
internal_weight=444.496 188.121 157.98 144.603 137.419 256.374 117.866 48.6975 23.633 138.509 110.135 83.9658 15.1213 68.8445 59.309 41.8891 30.9446 20.3884 25.0645 20.7541 16.7842 52.7742 95.5304 85.4144 15.4157 10.9445 10.116 11.3597 12.452 46.211
internal_count=2900 1789 1358 1142 1044 1111 588 293 119 523 437 357 89 268 243 511 358 302 174 130 115 197 533 436 114 153 97 76 141 165
is_linear=0
shrinkage=0.00503385


Tree=114
num_leaves=31
num_cat=0
split_feature=5 3 9 20 9 21 10 18 13 0 4 13 16 10 0 15 9 16 20 22 23 9 5 21 18 20 17 16 13 20
split_gain=9.51945 5.30035 5.53748 5.01797 7.48635 4.81054 4.22078 4.2251 4.90935 6.57957 7.27306 8.36116 5.58323 6.88599 13.1641 8.32406 7.17474 5.94457 7.80276 11.2393 7.07763 6.34236 6.06512 5.36296 7.68167 4.85917 4.64435 4.55168 5.29541 4.25161
threshold=11.848158554650002 103.44111502715002 71.82068887245002 44.710446918150005 38.136666659400014 18.904039828500004 83.715897724050009 17.327266398450003 109.41218053485001 86.530713386650021 248.34582299520005 117.55283175385001 15.919962772200003 72.953999827850012 95.762878606550018 29.049007317550004 191.87997069285004 14.034967180100002 40.878805547300004 0.06041500000000001 0.093480000000000021 57.214511140150002 13.264960807550002 2.1194692063500002 13.583580954200002 40.621691032550004 191.40027208745002 22.614947116400003 117.50443950750001 44.710446918150005
decision_type=2 2 2 2 2 2 2 2 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 6 -3 -1 5 -5 7 8 12 10 -10 -12 17 14 15 26 -15 21 19 20 -19 29 -23 -13 25 -25 -14 28 -11 -2
right_child=1 2 -4 4 -6 -7 -8 -9 9 27 11 23 13 16 -16 -17 -18 18 -20 -21 -22 22 -24 24 -26 -27 -28 -29 -30 -31
leaf_value=-0.0055869181240829954 0.0080463197955726318 0.00047452731007130032 -0.0082096467323719818 -0.0068016526084198224 0.0052646231527590046 0.0023638353915949625 -0.0060062738366955838 0.0057220998232377215 0.0018853060934475433 0.0026043690736826997 -0.0096920283928114779 0.0046698630567093991 0.0026863126883302441 0.0035472663889949494 0.0061034678309439512 -0.0087577266193751089 -0.010203084554213418 -0.00027148933495686523 0.0062880387155938881 0.0078091265144268722 -0.011667883610082612 0.005319446614647381 -0.0077901585926059566 -0.00030460708062012416 0.0039594841730093457 -0.0096728739777955028 -0.0069509884519485107 0.0058480039997066829 -0.0056986970625327593 -0.0029540392949967795
leaf_weight=23.120573703199625 4.978680223226549 10.516364181414248 8.106927549466489 10.642289828509098 9.0275374166667444 5.3725522831082335 5.2539914138615122 12.02728348970413 61.90343701094389 79.977606549859047 7.9653430953621855 8.6142396628856677 11.496935728937389 3.0578558929264537 12.606722813099621 11.511929908767341 10.454519305378197 9.6507071070373076 21.637021835893393 7.0647456124424926 5.2435124777257434 2.7184561342000952 11.542119726538656 5.6698898673057583 7.2226200848817816 8.8239391073584539 4.2775908634066573 26.626518562436104 5.0938842296600333 3.9115615971386433
leaf_count=482 17 81 167 211 52 32 67 45 259 301 80 33 64 13 51 128 117 59 70 24 52 12 158 28 30 82 36 86 28 35
internal_value=0.000366543 0.000798621 -0.00330579 -0.00293444 -0.000485527 -0.00372688 0.00101743 0.00112468 0.000958159 0.00168113 0.000212095 -0.00249256 -0.000316848 -0.0022197 -0.000569589 -0.00365263 -0.00709137 0.00120566 0.00292282 -0.000393063 -0.00428359 -0.00202797 -0.00529111 -0.000601858 -0.00269299 -0.00600807 7.29581e-05 0.00299893 0.0021072 0.00320634
internal_weight=416.117 367.954 18.6233 48.163 25.0424 16.0148 349.331 344.077 332.05 211.897 100.199 38.296 120.152 53.4056 39.8932 27.2865 13.5124 66.7468 43.596 21.959 14.8942 23.1508 14.2606 30.3307 21.7164 14.4938 15.7745 111.698 85.0715 8.89024
internal_count=2900 2123 248 777 295 243 1875 1808 1763 927 512 253 836 409 279 228 130 427 205 135 111 222 170 173 140 110 100 415 329 52
is_linear=0
shrinkage=0.00789597


Tree=115
num_leaves=31
num_cat=0
split_feature=5 21 23 20 20 20 20 10 23 8 20 9 22 3 0 17 18 15 16 21 9 0 21 15 10 5 13 23 20 10
split_gain=5.18719 3.6917 3.3019 3.05293 2.93809 4.4492 4.28415 3.87268 3.88902 6.72994 8.40235 4.37639 7.67617 4.93777 3.86651 6.58782 3.31334 2.93203 4.75266 7.58277 4.19321 4.75336 6.14978 5.40582 3.99975 7.11222 5.70582 5.21024 4.24355 5.02846
threshold=7.7286379265000011 8.8712712239000009 -0.27223499999999995 48.919835655300012 49.110028829250005 47.833738492450003 45.90502654165001 88.436830201100022 -0.22125500000000001 5.9453602998000008 44.710446918150005 64.606296034500005 -0.091779999999999987 84.584269700150017 103.44649194340002 242.64190980425005 14.339258036900002 45.49682449725001 22.674946976100003 15.294585115650001 188.53841931785004 85.716110573100011 0.61177024580000017 40.452545866750008 66.697957758300021 19.385335982600001 111.42314721645 0.081815000000000013 39.344049039350004 68.961639504150014
decision_type=2 2 2 2 2 2 2 2 2 2 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 11 10 -10 -4 13 -13 17 -16 -8 20 19 -19 -11 22 -22 -24 27 26 -26 -23 29 -27
right_child=2 -3 4 -5 -6 -7 16 -9 9 14 -12 12 -14 -15 15 -17 -18 18 -20 -21 21 24 23 -25 25 28 -28 -29 -30 -31
leaf_value=-0.015396312493698197 -0.010401731954944647 -0.0020413468498112859 0.015952704025123107 0.0088305394934049559 -0.0082495765276592442 0.0098495190575313696 -0.018732606608503295 -0.012199653487045837 -0.016794187745749832 0.0070432950271679682 0.0061071242188624301 0.00646070588703959 0.0086189852295231236 -0.025532271417842853 -0.018189212406289991 0.0099733596565403614 0.0045303309289084197 -0.013253928044315509 0.0056700709160459094 0.014471554458882638 0.011237762341497089 0.011531278726245445 -0.021542258545220357 -0.0017932064207128963 0.0022170365254102651 0.011043634143613418 -0.017124801813105543 0.0026322747913443529 -0.021806552885344523 -0.013362839672189278
leaf_weight=7.0109729645773795 9.4315667198970896 12.110798094421623 7.9482468739151981 2.1799296885728827 6.9910970944911233 12.696590561419724 4.0757366651669136 4.5332555659115306 9.6154190683737379 33.639831751585007 5.3486493583768597 1.6382062621414704 12.647335125133392 2.8102464117109776 5.2330216523259869 2.7019066959619522 1.93802835047245 11.881258176639678 8.1518378853797895 2.5747725628316394 3.3144043236970893 17.360466599464417 5.7442780751734954 6.1640683226287365 88.45172818377614 2.9759949147701246 3.3976232558488837 75.481545958667994 4.4584615109488368 4.625925961881876
leaf_count=312 138 205 24 8 72 53 57 121 214 122 42 9 65 38 83 16 13 115 43 12 10 62 65 35 525 10 24 301 61 45
internal_value=0.000494734 -0.00693793 0.00089172 -0.00679109 0.00114925 0.00134285 0.00101226 0.00124194 0.00143467 0.000958217 -0.00860851 0.00697313 0.0027983 -0.0137504 0.00147661 -0.00859963 -0.0112358 0.0017747 -0.00327279 -0.00831573 0.0022393 0.00147692 -0.00640828 -0.0113196 0.002087 0.000113018 0.00150156 0.00429629 -0.0104618 -0.00380821
internal_weight=377.133 19.1218 358.011 11.6115 346.4 339.409 326.712 320.698 316.165 291.121 14.9641 25.044 17.0958 4.44845 276.157 7.93493 6.01377 268.222 22.6079 14.456 245.614 211.974 15.2228 11.9083 196.752 103.91 91.8494 92.842 12.0604 7.60192
internal_count=2900 517 2383 146 2237 2165 2112 2042 1921 1785 256 136 112 47 1529 99 70 1430 170 127 1260 1138 110 100 1028 665 549 363 116 55
is_linear=0
shrinkage=0.0146468


Tree=116
num_leaves=31
num_cat=0
split_feature=16 5 20 2 20 20 15 16 16 20 16 23 7 12 18 9 13 2 4 22 4 23 8 17 10 23 23 17 5 7
split_gain=7.52402 4.73147 4.612 4.64804 4.16224 4.36783 4.02222 4.72068 4.38376 6.37513 5.50712 4.91289 4.54243 6.88294 6.17109 5.73537 5.32285 4.03015 5.25756 3.95792 3.6843 4.95864 3.68414 3.68149 3.65402 3.6096 4.38804 3.45205 6.18042 6.00501
threshold=18.594956516900002 23.721757872050002 37.572218886150004 313.37633693555006 38.115457128050004 39.788107623550012 30.046989284200006 11.934972090850001 15.919962772200003 41.395309858300003 17.844958270700005 0.08883000000000002 26.626668929150004 211.56805207830004 15.974481919500002 204.42645579255003 104.02719889955002 151.19096455890005 217.34171987710002 0.06041500000000001 398.10712430820007 0.075065000000000021 8.0437227585500022 183.58889821140002 59.74022811670001 0.094165000000000013 0.095845000000000027 199.01194954300004 29.040033326300005 23.124786352450005
decision_type=2 2 2 2 2 2 2 2 2 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 25 24 -6 7 20 12 10 11 -10 13 14 15 16 -9 18 -11 -14 22 -22 -4 -18 -3 -1 -27 28 29 -7
right_child=1 4 6 -5 5 27 -8 8 9 17 -12 -13 19 -15 -16 -17 23 -19 -20 -21 21 -23 -24 -25 -26 26 -28 -29 -30 -31
leaf_value=-0.0097882104768349382 0.0020039147930255631 -0.0023308502007855234 -0.0072574503584191792 0.0051457962498731641 -0.011849505226805127 -0.010824066438227326 -0.0072244828457281775 -0.0051167681493185626 0.0026080065410942887 -0.0063883083167739401 0.0065308840623348767 -0.011229859462667776 -0.0069399692164573753 0.0062022964023670515 0.0051348271493911989 -0.013267647846481443 -0.0015106253018101314 -0.0085726055313827092 0.0052308933972917788 0.0047545524871505937 0.0043579295352915021 -0.0095589255164742881 0.003188578527582009 0.010116692506514837 0.0088228689578431288 0.010936261252780901 -0.0056830215715051964 0.0034142417768423926 0.0020449971001174918 -0.0010736751735998988
leaf_weight=10.328379351645713 184.68357568606734 3.5732395406812412 15.371093194931751 2.8480645529925814 3.0761745497584334 8.8908101581037098 6.2256102636456481 9.1915144342929178 4.508808650076392 6.4200607035309094 9.672491727396844 3.2197478525340557 6.9464271869510394 25.440399536862969 11.922830972820519 3.1326313931494942 3.8986950349062672 10.39260738994926 5.1288483841344714 3.0487064756453037 7.5005603805184347 2.4989053551107645 2.9455011654645196 4.0800689570605755 5.4003436863422394 1.5503308847546566 4.6572803352028131 8.9441608786582929 12.43777437135577 9.6368471980094892
leaf_count=250 753 38 326 27 25 113 105 93 30 106 38 36 93 118 54 28 36 153 32 19 51 74 23 10 16 9 78 36 75 55
internal_value=0.00039148 0.00136217 -0.0010359 -0.00495012 -0.000918836 -0.00202532 -0.000499861 -0.000190484 0.000631628 -0.00163957 0.00222812 -0.0031569 0.00195225 0.00287525 0.00024873 -0.00262062 -0.00067812 -0.0047069 -0.00122824 -0.00337292 -0.00329717 0.000880053 -0.00557762 0.00443519 0.00438151 -0.00668898 -0.00153241 -0.00126809 -0.00262055 -0.00575257
internal_weight=397.572 236.643 160.93 19.3841 51.9594 42.9858 141.546 135.32 107.004 39.3426 17.401 7.72856 67.6613 57.6661 32.2257 20.3029 17.1703 21.9415 11.5489 9.99513 28.3161 9.99947 18.3166 7.97876 8.97358 16.536 6.20761 39.9096 30.9654 18.5277
internal_count=2900 1111 1789 364 358 304 1425 1320 846 395 104 66 451 339 221 167 139 291 138 112 474 125 349 46 54 337 87 279 243 168
is_linear=0
shrinkage=0.00855644


Tree=117
num_leaves=31
num_cat=0
split_feature=16 6 10 0 4 10 16 4 6 21 18 23 23 23 2 16 16 19 16 23 17 18 20 22 22 18 18 13 6 17
split_gain=10.548 5.48598 5.99382 5.09608 5.75292 7.96122 5.68005 5.81083 9.73063 5.40984 4.97416 5.88584 4.83371 7.84987 5.12753 4.90771 9.97437 6.43858 6.131 6.53011 6.65016 12.3748 5.77802 5.5256 5.05215 4.80769 4.6456 6.21135 4.58874 4.53911
threshold=18.594956516900002 15.675366252400002 90.988176966900014 86.530713386650021 248.34582299520005 62.041548276350007 22.614947116400003 310.49012963040008 15.925372093750001 2.1194692063500002 13.583580954200002 -0.21013499999999999 -0.17732499999999998 -0.22831499999999999 234.61110956795002 12.644970430600003 9.6249774926000011 10.250827068050002 15.919962772200003 0.083565000000000014 234.67375690460003 14.873215527100003 38.238138001450004 0.11529000000000002 -0.096499999999999989 13.622618370000001 15.287416123250003 104.02719889955002 16.435384010100005 188.16174763880002
decision_type=2 2 2 2 2 2 2 2 2 2 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 29 9 7 -5 -9 -6 11 -11 13 14 25 16 17 -14 22 -20 21 24 23 -17 -21 -1 27 -24 -13 -2
right_child=3 -3 -4 6 5 -7 -8 8 -10 10 -12 28 15 -15 -16 18 -18 -19 19 20 -22 -23 26 -25 -26 -27 -28 -29 -30 -31
leaf_value=0.0020976499317423721 -0.00018488820226008869 -0.0054828273938968847 -0.0047588909965821987 0.0018784667167301458 0.0034223161011328858 -0.0071741574347794533 0.0044142022750819979 -0.0073600629920706866 0.0021273164938069491 0.0016835486719133652 0.0024320308589320236 0.0019614997223183005 -0.007201712460336223 0.0063439361688981321 0.0025037836017796091 -0.0072574409783800996 -0.0071424406586875887 0.0044173798929247384 -0.0061375197352026515 0.0052128322660063547 0.00571451402217725 -0.0066162973693072551 -0.0053143898042793403 0.0037579541723662103 -0.0022494133051930414 -0.0071232819050479085 0.0028842253918880427 0.0026371567368218261 -0.0069449469115420289 0.0029178116720167862
leaf_weight=3.3059370480477863 37.254022415727377 8.9987467359751445 11.908804958686231 88.668406564742327 10.132196478545664 7.5980962309986344 26.461788758635521 7.1446650661528137 8.9628735929727537 6.185292117297652 7.6876335665583602 2.5834631398320225 2.3902461919933575 9.8043882660567743 10.866480927914379 5.4278873950242987 11.900688206776975 6.5875664837658405 10.730054927989839 7.7050624415278435 5.0590388029813758 11.25473398901522 6.9419224672019464 2.4219146594405174 5.8847103044390732 5.604713873937726 36.466637441888452 7.5331013649702072 12.048970248550175 32.437825262546539
leaf_count=22 191 197 319 352 37 72 86 52 33 28 31 11 44 30 51 84 210 34 146 31 16 143 64 18 58 99 197 26 111 107
internal_value=0.00028458 -0.000874339 -0.000618022 0.0010854 0.000158919 -0.00149963 0.0019038 0.00126978 -0.00208091 -0.000383736 -0.00173659 -0.00327599 -0.000289017 0.00190715 -0.000292355 -0.000829035 -0.00350188 0.00132392 -0.000267758 -0.00207913 -0.000622892 -0.00191337 0.000984169 -0.00385884 0.00198149 -0.00370223 0.00173045 -0.00117624 -0.00537245 0.00125925
internal_weight=417.958 170.793 161.794 247.165 115.927 46.2357 131.238 104.776 16.1075 38.6376 28.5054 20.8177 149.885 29.5815 19.7771 120.304 20.8785 8.97781 99.4251 40.6336 29.9035 24.8445 58.7915 7.8498 13.5898 8.91065 50.9417 14.475 14.6324 69.6918
internal_count=2900 1789 1592 1111 588 290 523 437 85 218 181 150 1273 202 172 1071 288 78 783 394 248 232 389 102 89 121 287 90 122 298
is_linear=0
shrinkage=0.00606423


Tree=118
num_leaves=31
num_cat=0
split_feature=16 20 5 9 10 17 5 20 9 21 12 16 22 19 17 10 18 17 3 7 4 18 16 22 23 19 23 19 23 23
split_gain=8.28566 5.0222 4.76734 4.45809 4.21228 6.01251 5.47247 5.42766 6.08492 4.96186 3.65383 4.19584 3.87442 4.55496 3.40692 3.76218 3.80412 6.7269 3.22935 3.16652 5.08514 4.78825 3.84656 5.88968 5.45546 7.69505 5.86083 4.73853 3.70431 3.13657
threshold=18.594956516900002 38.238138001450004 23.803605515150004 226.28914430085004 74.986474174450009 195.53954078470002 10.399809962700003 44.710446918150005 38.559541491950007 18.904039828500004 96.350437043050007 11.934972090850001 -0.096499999999999989 12.751028791950002 197.05557773135004 57.729261435100007 13.278511569200001 193.63201810280003 108.3367972827 24.176224535650004 393.72084208500007 15.103091397600002 13.534968349350001 0.06041500000000001 0.090720000000000023 11.950964240300001 0.10818500000000002 10.550851274900003 0.083905000000000021 -0.22588499999999997
decision_type=2 2 2 2 2 2 2 2 2 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 -2 14 5 10 7 -6 9 -9 -3 -12 -13 -14 15 18 -17 -18 -4 -8 21 -21 27 24 28 -26 -27 -23 -24 -1
right_child=2 4 3 -5 6 -7 19 8 -10 -11 11 12 13 -15 -16 16 17 -19 -20 20 -22 22 23 -25 25 26 -28 -29 -30 -31
leaf_value=0.00069784400314492939 0.002324375460907017 -0.0133125764214314 0.0060896437628096302 0.0093079924331264472 -0.0092298661594271032 -0.011610386309326036 0.0066790500187561023 -0.0087937914683109582 0.0085953138440118919 0.0040064405047578536 -0.008685077380400627 0.0031732112825330447 -0.01204511192348106 0.00069015889010472253 0.0027078661605260935 -0.0095773032749952025 0.0050327060809649098 -0.01084559729477594 -0.0034287943732391819 -0.009156128108154974 -0.0092162836972894402 0.0030001204362890728 -0.0020199637649196463 0.010394982083643103 0.009226481089797501 -0.014158394832127953 0.0021796700986343631 -0.011636076619956633 0.0079722166968921888 -0.0071381317723717645
leaf_weight=6.3504603356122997 187.40709888190031 2.2833440862596026 5.853317413479088 3.6141369938850394 8.8007553964853305 6.3366368506103745 11.781287658959625 7.1954717282205838 5.3686012160032979 4.6266953200101852 5.2838660702109328 19.872584607452154 4.078727029263975 7.2597760679200292 11.67898055911064 11.536660857498648 6.0274548642337304 4.2167060226202011 7.6412726677954197 3.3480591773986808 4.0590821485966435 4.9044554904103261 4.7173040062189164 10.078757621347902 3.3684896677732459 5.3719995915889722 3.2932836189866066 3.54264971986413 12.841057687997816 18.847305646166205
leaf_count=84 760 32 21 11 227 93 45 185 33 27 85 138 68 79 52 133 27 35 72 23 47 41 29 31 10 52 19 53 41 347
internal_value=0.000466914 -0.00120359 0.0016154 -0.00101207 -0.000482734 -0.00290186 0.000687052 -0.00307115 8.17831e-05 -0.00378432 -0.00147883 -0.000738436 0.000606886 -0.00389102 -0.00180641 -0.003301 -0.00577978 -0.00150313 0.000699856 0.00213835 0.0011749 0.00199445 0.0027703 0.0040284 0.00186001 -0.00314127 -0.00794903 -0.00313819 0.00528768 -0.00516327
internal_weight=401.586 163.611 237.976 50.5685 138.413 45.1149 93.298 25.9915 17.1908 11.8222 38.7783 36.495 31.2111 11.3385 46.9544 35.2754 21.7808 10.2442 13.4946 67.3064 55.5251 51.4661 48.118 39.6709 29.5921 12.0338 8.66528 8.44711 17.5584 25.1978
internal_count=2900 1789 1111 351 1358 495 863 472 245 212 402 370 285 147 340 288 195 62 93 391 346 299 276 182 151 81 71 94 70 431
is_linear=0
shrinkage=0.009643


Tree=119
num_leaves=31
num_cat=0
split_feature=5 21 3 22 5 10 15 23 21 21 20 20 21 23 13 0 17 16 0 15 17 19 9 23 18 23 19 22 9 7
split_gain=5.10954 3.67752 3.28725 3.47399 3.06368 3.6677 2.8766 2.77925 4.14281 2.62806 2.30882 4.01916 3.21775 3.21417 2.13485 5.13556 8.44682 5.45452 4.51959 4.48929 4.92998 4.13169 5.47196 4.09978 6.01821 4.5804 6.79333 5.86742 5.24031 4.62399
threshold=7.7286379265000011 8.8712712239000009 108.48197402175002 0.057850000000000006 5.2595069053500012 91.28659581940002 11.896459116400001 0.075065000000000021 20.770927814650005 17.123843457500005 49.275256100300005 48.852845034800005 5.4279412736500001 -0.52484999999999993 109.41218053485001 96.055920542800024 191.19232825540004 18.714956236300004 87.181320254150009 29.049007317550004 166.83257850275001 12.651020723000002 186.98623176200002 0.12064000000000002 13.228319457400001 0.093295000000000031 14.351157895250003 -0.016334999999999999 68.670253264700008 23.789355599150003
decision_type=2 2 2 2 2 2 2 2 2 2 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 7 9 -3 -9 -2 11 13 -12 -8 15 16 19 21 23 20 -15 -17 -23 25 -25 26 28 -28 -16 -30
right_child=2 4 3 -5 -6 -7 10 8 -10 -11 12 -13 -14 14 18 17 -18 -19 -20 -21 -22 22 -24 24 -26 -27 27 -29 29 -31
leaf_value=-0.023049102679532443 -0.025767143209618891 0.022391237818990009 -0.024025087314770873 0.024535634313874476 -0.024078138677221882 -0.024127785460611628 -0.02099302437338187 -0.02440359706854545 0.02061823824617931 0.010803592065947979 0.013108283293504906 0.017371615241561986 -0.022318956481791118 -0.024703535093750534 0.012916349030665967 0.0043319584303059596 -0.021339581131763607 0.020548017833220068 0.0071931657444681794 -0.027108650892217333 0.0079601928473263476 0.015081186007290798 -0.010468649622443054 -0.0015764128652209694 -0.038559473073210226 0.00766670807886347 0.0060021959850488594 -0.016493665320163119 -0.022245213967495781 0.0069026666302638698
leaf_weight=6.9109268225729492 3.363903207704424 3.9087390303611738 4.3108394956216207 0.8498595505952834 2.6440979437902561 1.9858692837879059 2.9771093633025876 2.1410744953900576 1.8238863795995715 1.3178875558078287 1.7600100301206101 8.0915918201208097 4.1450014002621174 2.5346292303875151 3.3857904225587871 55.91069820150733 13.145138463936744 7.3979012891650191 84.588438965380192 2.5052397437393656 18.326166363433003 4.8956082295626429 23.093774786219001 6.9124448541551811 3.0584977343678474 40.204024596139789 40.903132420033216 6.4709489084780207 14.33501832932234 3.2099553346633902
leaf_count=312 79 11 123 4 70 69 43 49 6 7 10 28 51 55 14 421 156 22 342 33 129 24 209 38 26 174 179 47 155 14
internal_value=0.000769655 -0.0101982 0.00136496 -0.0160281 -0.00309531 0.00253178 0.00161957 0.00925574 -0.0036935 -0.0154728 0.00184962 0.00208464 -0.0117597 0.00171413 0.00191844 -0.000304156 -0.00726243 0.00247854 0.00331732 0.000657015 0.00399148 0.000885264 -0.00599974 0.000550172 -0.0129206 0.00178801 -0.00167217 0.00292943 -0.0120873 -0.0169124
internal_weight=377.108 19.4146 357.694 5.1607 12.5037 9.85957 352.533 7.8737 3.96496 4.68179 347.851 341.946 5.90501 333.855 330.877 127.809 36.5112 91.298 203.068 23.366 20.8608 83.9001 27.9894 118.48 9.97094 108.509 68.3048 47.3741 20.9308 17.545
internal_count=2900 517 2383 127 205 135 2256 66 55 86 2170 2109 61 2081 2038 1049 373 676 989 217 184 654 233 647 64 583 409 226 183 169
is_linear=0
shrinkage=0.0219518


Tree=120
num_leaves=31
num_cat=0
split_feature=13 8 9 21 12 9 15 10 7 15 0 10 5 3 3 16 7 15 6 6 23 16 19 13 9 16 19 0 6 6
split_gain=10.0912 7.81476 9.45916 7.79433 6.41065 5.1743 5.022 5.24282 9.90124 6.8462 4.92819 9.3878 5.38758 9.40838 6.03975 5.09413 6.17592 5.20207 5.49052 9.83045 5.9168 6.98378 8.10479 5.29983 7.58251 7.2241 7.30053 5.52778 7.15871 4.847
threshold=95.99139754765001 4.9461400813500012 75.115715165350011 16.589865017350004 216.11788648010003 186.67271206880002 11.896459116400001 78.285212300550015 24.550696209100003 12.389956812050002 85.716110573100011 61.993156030000002 30.133297129900004 94.92945658615001 94.187442142150019 22.654947022900004 22.597569836950004 19.215947067900004 13.665319288000001 13.775321858200002 0.076825000000000018 17.654958715000003 11.850956171350001 109.34496908160001 206.08249486475003 19.154955207400004 13.751109481500002 96.055920542800024 14.755344756250002 5.1551204485500008
decision_type=2 2 2 2 2 2 2 2 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 29 4 -1 -3 -6 -8 -9 -10 11 12 13 14 -7 16 -12 -18 20 -20 -19 22 -22 24 27 -25 -27 28 -21 -2
right_child=1 5 -4 -5 6 10 7 8 9 -11 15 -13 -14 -15 -16 -17 17 18 19 23 21 -23 -24 25 -26 26 -28 -29 -30 -31
leaf_value=-0.0069453043761843539 -0.0068720812775779992 0.0032885501633437265 -0.0071272076729099396 0.0025259598712225333 -0.006933754084203941 -0.0033676010455897191 -0.0078645458373007137 0.007110468594425802 0.0058292135913618412 -0.0055936721409559345 0.004842799544019092 -0.0085087242010040576 0.0060056490538296656 -0.0077840177428415425 0.0053193757091507679 0.0036838196519351882 0.0038052236740617881 -0.0091213781863957264 0.0064833466555974393 -0.0061037170305755211 0.0023876485542281391 0.0031674246997707269 -0.0063663107728764053 0.0048862897399967525 -0.0054241635581855586 -0.0066804470906146607 0.00070623423853579141 0.0032623300542960142 0.0053754333896992102 0.00041221527567966498
leaf_weight=14.007534293457864 3.9161429591476908 35.250711418688297 9.6888662427663785 10.281331369653342 5.5840026214718845 5.3560402207076638 2.9917504750192192 6.5149230677634504 2.743086986243723 7.8682732656598091 13.403037533164023 6.1240515708923331 4.8320238888263694 6.015902053564786 7.3745895810425282 25.421140596270561 16.840929005295038 4.1228604763746253 10.516772821545599 7.5549448132514971 6.2122493200004163 9.6074099764227849 12.058256749063728 15.374017804861067 13.917273087427018 5.4850897490978232 95.402293518185616 12.200924567878245 2.9200291484594345 36.984010780230165
leaf_count=348 99 126 200 60 159 34 38 22 14 143 39 79 13 49 24 92 76 44 30 79 33 44 120 46 134 37 394 44 11 269
internal_value=0.000318509 0.000676369 -0.00159563 -0.00230565 -0.00355662 0.00104011 -0.00170979 -0.000259822 0.00106863 -0.0026408 0.000757785 -0.00164043 0.000143468 -0.00136754 0.00166458 0.00104154 0.000743824 0.00048494 0.000198734 0.000660681 -0.00215962 -0.00113004 -0.00338983 0.000260067 -0.00180643 0.000910495 0.000304632 0.000413947 -0.00290376 -0.000285248
internal_weight=416.57 366.58 50.589 49.9909 39.7096 315.991 25.702 20.118 17.1263 10.6114 280.74 29.7026 23.5786 18.7465 12.7306 251.037 225.616 212.213 195.372 163.371 32.0008 27.8779 18.2705 152.855 36.5932 116.261 100.887 22.6759 10.475 40.9002
internal_count=2900 2116 568 784 724 1548 376 217 179 157 1422 199 120 107 58 1223 1131 1092 1016 775 241 197 153 745 268 477 431 134 90 368
is_linear=0
shrinkage=0.00622623


Tree=121
num_leaves=31
num_cat=0
split_feature=16 0 4 10 16 21 18 23 10 6 4 6 6 15 20 23 23 16 16 2 19 23 9 10 13 21 18 15 22 17
split_gain=13.3571 7.02636 8.41102 8.82729 6.56078 6.44102 6.71902 6.46245 6.4032 6.70421 5.86189 10.2151 5.26982 4.91076 4.96065 4.8109 8.47361 5.93529 11.8118 5.70327 5.59264 7.85946 6.36146 8.69912 5.39733 6.38656 5.22718 5.19671 4.8205 4.77338
threshold=18.594956516900002 86.530713386650021 248.34582299520005 62.041548276350007 22.614947116400003 2.1194692063500002 13.583580954200002 -0.21013499999999999 90.988176966900014 15.675366252400002 310.49012963040008 15.925372093750001 16.435384010100005 32.540328261750005 32.785955158400007 -0.17732499999999998 -0.22831499999999999 12.644970430600003 9.6249774926000011 234.61110956795002 12.651020723000002 0.083565000000000014 59.469124515800011 84.906884675850009 95.99139754765001 18.904039828500004 13.622618370000001 26.135540888150004 -0.08459499999999999 188.16174763880002
decision_type=2 2 2 2 2 2 2 2 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 29 5 10 -4 7 -7 9 13 -3 -12 -9 14 -1 16 19 18 24 26 22 -22 23 -19 25 -17 -16 28 -23 -2
right_child=1 4 3 -5 -6 6 -8 12 -10 -11 11 -13 -14 -15 15 17 -18 20 -20 -21 21 27 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.0056007651120144391 -4.1517678654144816e-06 0.0017042397498750574 0.0028889636489112607 -0.0062475648511336615 0.0038872991368852491 0.0011766623151230557 0.0022482842490096819 0.0015644037054779721 -0.0039943765796812639 -0.0045517924142021793 -0.0058708550682367733 0.0019499392848651841 -0.0061602190804771421 -0.0057028903204779571 0.0018486579220035736 -0.0046157293909850159 0.0054949283386923151 -0.0051972356312266401 -0.0058778849840169902 0.0023221364635319475 -0.0052174184497115715 0.00030933596975052673 0.0020188716478484808 0.0027642785814508308 0.0068375603346620137 0.0059064491374924873 -0.0059675687139570058 0.0024493157352134375 -0.004684731409397111 0.0025771311219394072
leaf_weight=3.9330846313387147 37.615487959235907 92.746823392808437 10.074784867465494 7.9901866801083079 28.539984650909901 6.1183951273560551 7.7584064006805411 2.6161168366670635 13.777893539518116 9.3886762708425504 7.3306944891810444 9.3368928730487806 12.780053716152905 3.94706081226468 3.3866378255188518 4.2988760154694337 10.181610122323034 7.9824374094605428 12.57674667239189 11.030682872980831 9.5657790899276716 12.054481651633976 44.514999821782112 5.8459650203585625 3.0849206745624542 2.1167927458882332 5.5540840588510036 12.213958531618117 7.8455811347812441 33.130168467760086
leaf_count=82 191 352 37 72 86 28 31 11 319 197 52 33 111 66 19 59 28 109 197 47 113 78 205 35 6 5 82 60 82 107
internal_value=0.000278415 0.00100998 0.000122102 -0.00149576 0.00176997 -0.000530836 -0.00170782 -0.00313443 -0.000743453 -0.000479235 0.00121768 -0.00148978 -0.00484765 -0.00024046 -0.000102416 3.96196e-05 0.00181336 -0.00039841 -0.00272547 -6.35355e-05 0.000115223 -0.00127204 0.00110627 -0.0018315 0.00144766 -0.00114403 -0.00300688 -9.68336e-05 -0.00165957 0.00120466
internal_weight=439.338 256.038 118.084 47.3379 137.954 39.3478 29.273 21.5146 183.3 169.522 109.414 16.6676 15.3962 160.134 156.187 152.254 30.153 122.101 22.0773 19.9714 100.023 41.6798 58.3434 13.8284 9.50059 6.41567 8.94072 32.114 19.9001 70.7457
internal_count=2900 1111 588 290 523 218 181 150 1789 1470 437 85 122 1273 1207 1125 176 949 267 148 682 333 349 144 70 64 101 220 160 298
is_linear=0
shrinkage=0.0049587


Tree=122
num_leaves=31
num_cat=0
split_feature=16 5 20 5 10 17 21 9 21 21 19 23 17 6 16 21 10 5 16 21 3 10 20 19 16 16 22 22 7 20
split_gain=17.3472 8.81478 7.77837 6.55387 9.64495 7.35036 5.3191 5.29829 4.77285 7.61822 4.89247 5.63553 4.27166 4.30177 4.89464 5.78009 4.26607 11.1869 7.78884 5.78011 5.94718 5.62787 5.40229 4.23618 7.96502 6.69696 6.87163 4.65738 4.97788 5.61225
threshold=18.594956516900002 23.803605515150004 38.238138001450004 10.718565385000002 74.986474174450009 193.52305340940003 18.904039828500004 226.28914430085004 11.491326747450001 0.89219292875000011 12.751028791950002 -0.15959999999999999 197.05557773135004 22.585527707250005 22.594947163200004 2.1194692063500002 66.697957758300021 20.766972852450003 19.974953289850003 8.9353283289500016 85.436510927550003 66.318885161900013 41.941595803500007 12.851036860900001 17.654958715000003 13.534968349350001 -0.13324 0.06041500000000001 26.153845577000002 40.878805547300004
decision_type=2 2 2 2 2 2 2 2 2 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 6 5 8 -4 12 9 -5 11 -10 13 14 -3 -16 21 18 19 -18 -21 22 -2 25 -25 26 -6 28 29 -27
right_child=1 7 3 4 23 -7 -8 -9 10 -11 -12 -13 -14 -15 15 -17 17 -19 -20 20 -22 -23 -24 24 -26 27 -28 -29 -30 -31
leaf_value=-0.0032786543388563672 0.0026477999884262416 -0.00059349485733158416 -0.0032040664669658421 0.0031681543472979602 0.0022093591238734091 -0.006468082881889433 0.0018978511399512553 0.0051850981157876728 0.0021727965286494834 -0.0037559611097921918 0.0048146156068618771 -0.0064271921698600132 0.0015370131794666282 0.0044528386734150856 -5.9619286242689917e-05 -0.0064959633067473562 0.0026757187654594655 -0.0076416364973015847 -0.004527086839845572 -0.007501620792387048 0.0024550515631299235 0.0054892299997793955 0.00054505344012151344 -0.0043753276113133992 0.0040219783594013514 -8.4540945568277547e-06 -0.0044035807894796187 0.0060414021295852362 -0.0024190561260141819 0.0049084472109528583
leaf_weight=30.552543787285686 84.893446929752827 18.947429526597261 31.121424920856953 5.5231649614870575 9.3300448693335074 7.2235342767089596 6.6903696954250327 3.8953998461365691 5.4300519898533812 19.052709694951773 6.7133704982697955 3.3018137216567984 12.557562857866285 2.6381872296333304 5.5519339032471207 11.647805411368607 36.828866310417652 4.2637626379728308 5.7958556190133086 3.3136769309639922 3.1564042717218399 12.350116699934004 53.782620333135128 8.32563418895006 4.797899790108203 10.207848250865942 7.7527775652706614 10.580377846956251 5.5134783759713164 16.156526155769825
leaf_count=431 271 137 492 26 49 90 38 11 29 233 29 40 52 7 28 116 128 37 38 30 10 31 215 71 19 46 89 27 34 46
internal_value=0.000318326 0.0011883 -0.000881334 -0.000416943 0.000177276 -0.00164857 -0.00230134 -0.000651601 -0.000778681 -0.00219984 0.00148261 -0.00107915 -0.00109443 -0.00194642 -0.00241346 -0.00441836 0.00168556 0.00042382 0.00112428 0.00188076 -0.0026443 0.00213134 0.00183229 0.00136439 -0.00130531 0.00195283 -0.000791822 0.00305712 0.00206663 0.0030047
internal_weight=447.897 259.623 188.274 157.721 119.909 47.2446 37.8118 55.2383 40.0211 24.5759 15.4452 8.73187 51.3429 38.7854 36.1472 17.1997 204.385 53.3586 49.0948 43.2989 6.47008 151.026 138.676 72.6646 13.1235 59.5411 17.0828 42.4582 31.8779 26.3644
internal_count=2900 1111 1789 1358 828 447 530 351 357 259 98 69 340 288 281 144 760 243 206 168 40 517 486 381 90 291 138 153 126 92
is_linear=0
shrinkage=0.00519105


Tree=123
num_leaves=31
num_cat=0
split_feature=16 20 5 10 5 17 20 9 21 9 18 17 21 6 16 22 22 23 16 20 23 7 16 22 19 14 20 10 22 13
split_gain=11.8662 6.00077 5.65746 5.13594 6.91057 6.34827 5.77894 5.98779 5.45698 4.86037 3.85277 7.55602 4.63977 4.02697 3.79364 6.7916 6.11695 4.89775 6.63281 4.84895 3.87572 4.967 3.62833 4.98838 4.62193 3.77396 3.57591 3.39585 3.16616 3.13397
threshold=18.594956516900002 38.238138001450004 23.803605515150004 74.986474174450009 10.399809962700003 195.53954078470002 44.710446918150005 38.559541491950007 18.904039828500004 227.14331114760003 13.278511569200001 174.35320691475002 3.4240268213500005 16.575387281250006 13.534968349350001 0.06041500000000001 -0.13324 0.090720000000000023 15.604963508800003 41.840895355800008 0.082620000000000013 25.614006978800003 11.934972090850001 -0.12350999999999999 12.751028791950002 179.10586382940002 48.680511450650009 75.922057603850007 0.010100000000000003 117.55820867010002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 -2 5 6 22 -5 8 -8 10 11 12 -4 -14 16 17 -6 20 19 27 21 -16 -3 -24 -25 -26 -15 -19 29 -12
right_child=2 3 9 4 14 -7 7 -9 -10 -11 28 -13 13 26 15 -17 -18 18 -20 -21 -22 -23 23 24 25 -27 -28 -29 -30 -31
leaf_value=-0.0029991874158128286 0.0014386649760128418 -0.0048027974170136312 0.0037677019893190976 -0.0051079781628056492 0.0019698307228110728 -0.0064076890062216519 -0.0048022411850991379 0.0044289457929739774 0.0021910963405750209 0.005576188822753513 -0.0039957470915479186 -0.0053411717814156288 -0.0077977774276323276 -0.0032872572384067835 0.0024980520935788063 0.0054575949197880396 -0.0043792137337681225 0.0016147225216938431 -0.0068462107334712283 0.0050636756376175769 0.0038842969779279419 -0.0053813617399015917 0.0013806415389076992 -0.0065514920948762248 -0.0074641553096693571 0.00090459424504385965 0.0050493482602041017 -0.0052635648831392025 0.0049372233650301694 0.00094655565838012361
leaf_weight=27.58556298352778 194.97813968732953 5.8211081866174927 6.0776748247444656 9.7650658152997512 9.0252794623374957 6.8532096259295932 7.8757934495806712 5.5492922309786072 5.0151837132871151 3.3988503813743582 4.6091976165771547 12.017256453633307 2.5125632956624013 3.4402775354683399 6.1751003861427325 11.539537608623503 7.7413165103644124 3.9832802936434764 4.3592291772365561 4.4281139671802521 16.504020258784294 3.4102049358189106 20.178651139140126 5.2816572654992369 1.7865100447088469 8.6178164109587652 2.3976512029767036 3.9018039144575596 3.9287565201520911 14.954765118658541
leaf_count=431 760 85 25 227 50 93 185 33 27 9 34 129 24 42 23 34 95 15 46 13 55 31 135 82 24 76 7 29 12 69
internal_value=0.000287932 -0.000755503 0.00102496 -0.000336773 0.000346257 -0.00173373 -0.00184841 -0.000122297 -0.00208151 -0.000487357 -0.000900049 -0.00227193 0.000284441 -0.00225075 0.00121727 0.00189004 -0.000961591 0.000927313 -0.00129118 0.000675456 0.00234505 -0.000305241 -0.000965318 -0.000342466 -0.00255909 -0.00053239 0.000136606 -0.00178888 0.000644263 -0.000217833
internal_weight=423.713 175.398 248.315 147.812 99.2732 48.539 28.2053 18.4403 12.891 53.337 49.9381 26.4454 14.4282 8.35049 71.0679 54.3013 16.7666 42.7618 16.6724 12.3132 26.0893 9.58531 41.6857 35.8646 15.686 10.4043 5.83793 7.88508 23.4927 19.564
internal_count=2900 1789 1111 1358 863 495 472 245 212 351 342 227 98 73 391 246 145 212 103 57 109 54 402 317 182 100 49 44 115 103
is_linear=0
shrinkage=0.0052403


Tree=124
num_leaves=31
num_cat=0
split_feature=6 0 10 21 2 6 16 23 19 23 23 20 7 6 20 15 10 16 5 20 17 10 12 22 20 0 20 17 3 5
split_gain=5.55386 4.95537 5.8668 6.4824 4.8794 4.12079 4.29911 6.614 5.85459 4.26603 6.41113 3.80672 3.43021 4.50656 8.64148 9.91798 5.86521 11.5513 5.85615 6.5799 4.07523 4.06321 5.85533 4.70127 4.17155 4.01464 5.59676 3.40509 3.32745 4.06
threshold=13.135306904350001 85.716110573100011 62.00390986255001 12.151864830850002 315.70263843430001 12.380289263450001 11.934972090850001 0.075065000000000021 12.050972309250001 0.085715000000000027 0.096845000000000028 37.186372654950006 22.726915405250001 16.465384711100004 38.771633980050005 36.508287084250007 66.697957758300021 19.974953289850003 19.385335982600001 35.131296350900008 192.70224472390001 70.026268923800004 129.90914191640005 -0.054494999999999995 40.922041107600009 86.530713386650021 42.131954243650007 207.79550897605 108.48197402175002 30.133297129900004
decision_type=2 2 2 2 2 2 2 2 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 28 6 7 -1 11 -10 -11 -8 -3 16 -15 -16 25 18 21 -20 -17 -18 23 24 -23 26 -14 -7 29 -2
right_child=1 12 3 -5 -6 27 8 -9 9 10 -12 -13 13 14 15 20 17 -19 19 -21 -22 22 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.00025299400955176648 -0.00011192680367447335 0.0085204042383129966 -0.023427406161596786 0.0064534814011998134 -0.02599319741172177 -0.024003966005469161 -0.020911554965162858 -0.020271141343754774 -0.011202412413315734 0.0063834012847373894 -0.018769508503108181 0.0085135600607441596 0.0077189585975155966 0.016372095784600284 -0.032796858389880411 -0.014792535889946667 0.013918339570140464 -0.028406848351064336 0.02070879289505087 -0.018419692205520279 0.0024048168298711121 -0.022503384367265337 0.0065377502178248902 0.0040030849989262365 -0.001189902393360451 0.010275616320211293 -0.016195960808995751 0.0031720802464065027 -0.013238822802867482 0.013263137019054778
leaf_weight=13.260442778468134 33.035204691812396 36.744044860824943 8.286673163995145 3.6078001726418725 2.354442846029996 5.5075751133263102 1.6142186634242559 10.040708072483538 17.220037147402763 17.102237275801603 4.413583204150199 26.672051658853889 9.6072804108262044 5.8933571241796008 4.7819067612290409 7.0752168446779278 11.736613899469374 4.5517351180315009 1.8189479801803816 8.1740314317867142 14.64419576525688 7.0579095259308833 36.980002410709858 10.231183588504789 5.7850190885365009 51.239303501322865 5.2333421222865573 2.2475731708109379 4.8124052705243221 10.309008348733185
leaf_count=175 238 143 126 24 26 73 46 352 230 109 52 188 35 20 35 44 35 37 5 103 63 65 195 46 37 185 38 14 121 40
internal_value=0.00070521 0.00202367 -0.00260762 -0.014364 0.0001608 -0.00311204 -0.0019945 -0.00887902 0.000399002 -0.00430031 0.00122373 0.00683435 0.00332817 0.00229585 -0.00400648 -0.00853827 0.00363536 0.00044212 0.00204773 -0.0112974 -0.00319731 0.00390532 0.00194844 -0.00540667 -0.0129029 0.00780743 -0.00071431 -0.0161279 0.0014395 0.0030692
internal_weight=382.038 283.96 62.4055 11.8945 50.5111 98.0784 90.3233 23.3012 67.0221 38.7359 21.5158 28.2863 221.554 184.81 32.3947 26.5013 152.415 86.3354 81.7837 9.99298 21.7194 71.7907 60.0541 23.0741 12.8429 66.0799 14.8406 7.75515 48.1566 43.3442
internal_count=2900 1661 575 150 425 1239 1152 527 625 391 161 234 1086 943 162 142 781 523 486 108 107 378 343 148 102 258 73 87 399 278
is_linear=0
shrinkage=0.0186065


Tree=125
num_leaves=31
num_cat=0
split_feature=16 5 20 15 16 12 16 20 6 16 23 20 10 0 21 9 8 16 16 13 23 6 18 12 22 9 22 6 8 14
split_gain=11.5893 6.09676 5.93047 4.99837 6.01768 7.49789 7.35219 6.93794 5.95207 4.85758 5.52726 4.44987 5.06273 4.31651 5.71287 4.15778 5.8651 4.54688 4.11465 4.76297 3.97892 6.17695 4.84788 3.89384 4.82903 8.53311 3.80193 4.11743 3.4997 6.37187
threshold=18.594956516900002 23.803605515150004 38.238138001450004 30.046989284200006 13.534968349350001 176.04981466085005 15.794963064500001 41.395309858300003 11.060258421150001 17.844958270700005 0.08883000000000002 42.508878681700004 80.677940036650014 86.692020874450009 2.1194692063500002 187.38923140910003 5.9453602998000008 16.244962012200002 22.694946929300002 117.57971633515002 0.07968500000000002 13.200308423050002 13.849588037450003 207.71672397260002 0.06041500000000001 205.07255049940002 -0.24103499999999997 3.6650856341500009 8.8430989333000021 168.39662374755002
decision_type=2 2 2 2 2 2 2 2 2 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 -1 4 5 -4 8 9 11 10 -8 -6 -13 14 18 16 17 -9 19 -3 22 -22 -7 24 25 -10 -24 -28 -2 -30
right_child=1 13 3 -5 6 20 7 15 23 -11 -12 12 -14 -15 -16 -17 -18 -19 -20 -21 21 -23 26 -25 -26 -27 27 -29 29 -31
leaf_value=-0.0029928168831055788 0.00165403431748307 0.0022377577384418263 -0.0062083283712091155 -0.0047527407206072536 -0.006840015500261489 -0.0062848426721658166 0.0019597482383488171 0.0031893541256677051 0.0024294954773406096 0.0040567536465718279 -0.0071506641944999172 -0.0046392098944702019 0.0030007496792049302 0.0033272103131741742 -0.0025023345498426711 -0.0056336867785644175 0.0077979393335058361 -0.0040768206691977589 0.0037177174841230942 -0.0067572409397494487 -0.0060576633975865856 0.0028641869935184944 -0.0064491959674393244 0.0050420621104031839 0.00584322667155874 -0.00593434993087624 -0.0018175295468019603 0.0031140928312587421 0.0028758128891449054 -0.0042828892524696119
leaf_weight=28.01779979839921 180.63535467162728 3.7407994270324698 8.4286067560315114 6.8642421532422295 2.9261920675635329 2.7646250668913153 4.8535400778055218 3.1756269969046143 13.369388647377496 9.6195684708654863 3.046314662322402 3.6173226721584779 7.4753840360790491 6.9480651989579192 30.371696880087256 9.3017239291220886 1.8192049860954274 10.176974963396786 9.2138252779841405 2.9664403013885021 7.4700237326323968 3.0802552551031113 1.7366902045905614 15.733359001576899 5.8128738552331916 4.6105471886694422 6.7011459060013321 16.408843893557787 6.3160711824893934 7.8221789970993996
leaf_count=431 696 17 159 101 33 42 28 17 61 36 32 44 45 24 244 98 3 178 29 37 161 14 27 50 17 29 104 79 20 44
internal_value=0.000281097 0.00102066 -0.000755122 -0.000334327 -0.000120935 -0.00168302 0.000640835 -0.00101983 0.00194322 0.00152703 -0.00155338 -0.00102469 0.000509365 -0.00056915 -0.00115395 -0.00284301 -0.00113206 -0.00234872 0.00141828 -0.0017405 -0.000683536 -0.00345284 0.000374616 0.00299586 0.00164277 0.000284777 0.0011156 0.00168408 0.00145522 -0.00108484
internal_weight=425.025 248.014 177.01 148.992 142.128 46.5902 95.538 41.993 53.5451 17.5194 7.89985 14.0189 11.0927 53.2408 46.2928 24.4735 15.1718 13.3526 15.9211 6.70724 38.1616 10.5503 27.6113 39.5262 23.7928 17.9799 24.8467 23.11 194.774 14.1383
internal_count=2900 1111 1789 1358 1257 586 671 392 279 96 60 122 89 351 327 296 198 195 83 54 427 175 252 157 107 90 210 183 760 64
is_linear=0
shrinkage=0.0053014


Tree=126
num_leaves=31
num_cat=0
split_feature=16 5 20 17 15 5 20 9 22 9 22 17 10 18 17 3 23 22 13 8 12 22 9 22 19 20 9 21 6 9
split_gain=10.7051 6.21548 5.78211 5.07066 4.66648 5.43267 4.78431 4.77516 5.22683 4.62975 4.35011 3.70649 3.96724 4.19307 6.70347 3.61792 3.61681 3.35981 3.39278 6.63401 3.79328 5.94606 5.45116 6.05137 4.38767 4.42435 3.24163 3.21951 4.70908 3.19878
threshold=18.594956516900002 23.803605515150004 38.238138001450004 166.83257850275001 30.046989284200006 10.718565385000002 44.710446918150005 40.406378633400003 -0.156745 226.28914430085004 0.06041500000000001 197.05557773135004 57.729261435100007 13.278511569200001 193.63201810280003 108.3367972827 -0.22125500000000001 -0.016334999999999999 95.870416931800023 2.5480115570500002 206.66000365515004 -0.59309999999999985 206.50942114985003 -0.23771499999999998 12.851036860900001 41.093509583400007 68.670253264700008 17.650944895250003 5.1551204485500008 200.80358209610003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 -2 -1 16 5 6 -5 8 27 11 17 12 15 -14 -15 -3 26 18 19 -7 21 -20 23 -23 -22 -26 -4 28 -8 -25
right_child=1 9 3 4 -6 10 7 -9 -10 -11 -12 -13 13 14 -16 -17 -18 -19 20 -21 24 22 -24 29 25 -27 -28 -29 -30 -31
leaf_value=-0.0032956638832472357 0.0016210048953593514 0.0039242897530151581 0.0033398009987156054 -0.0050519064771273655 -0.0049742498647518014 0.0036706781585580683 -0.0065155117343486555 0.0048595997173626971 -0.0056002282426815845 0.0057523817899818317 0.0037756046528857451 0.0016717013951770359 -0.0059239451874086952 0.0031109101506275176 -0.0065388280076259008 -0.0022324871877666247 -0.0067972834673739862 -0.0049221348651197865 0.0047699714389608187 -0.0061373380124898382 0.0042736472100334631 -0.0058057936562057695 -0.0054263562868189672 -0.00042593832638957308 0.0030406830126715992 -0.0059266943390597982 -0.0066977462062720854 0.004533473783829841 0.0066313695634874319 0.0044648391214324968
leaf_weight=27.0470603518188 191.9355706833303 5.8539777174592 3.2043154835700989 10.847248507663606 6.2662582192569962 3.8250391818582994 3.0739850122481602 4.9286593161523333 7.0478531736880567 3.6290766894817343 15.798591364175079 12.081928990781305 12.405737867578866 6.130515728145836 4.247398853302002 7.7048799209296703 6.8846575897186977 3.9497004579752675 7.2519444786012093 6.4677250403910875 20.028963282704357 4.6085634417831853 7.8358630947768679 10.527795180678387 4.3039639443159095 3.4585457369685173 1.7250746283680198 4.754192166030407 1.3740316182374952 8.3637221828103048
leaf_count=431 760 21 22 218 98 14 71 25 133 11 66 52 133 27 35 72 156 48 23 95 76 49 65 59 17 35 38 18 4 28
internal_value=0.000333018 0.0011303 -0.000787706 -0.000324767 4.62126e-07 0.000243153 -0.00186353 -0.000230521 -0.00177436 -0.000679062 0.000942888 -0.00116105 -0.00210279 -0.00360752 -0.000838466 0.000425674 -0.00403328 0.000387791 0.000661327 -0.00249244 0.00115035 -4.73336e-05 -0.00116218 0.000259664 0.00281331 -0.000954685 -0.000172909 0.00115582 -0.00245432 0.00173932
internal_weight=417.563 243.989 173.574 146.527 134.713 128.446 32.026 21.1787 16.2501 52.0535 96.4204 48.4244 36.3425 22.7837 10.3779 13.5589 11.814 80.6218 76.6721 10.2928 66.3794 38.5879 31.3359 23.5001 27.7915 7.76251 4.92939 9.20221 4.44802 18.8915
internal_count=2900 1111 1789 1358 1142 1044 469 251 226 351 575 340 288 195 62 93 216 509 461 109 352 224 201 136 128 52 60 93 75 87
is_linear=0
shrinkage=0.00590365


Tree=127
num_leaves=31
num_cat=0
split_feature=5 21 23 5 17 21 7 15 13 7 13 5 16 23 22 13 20 0 7 22 2 7 22 15 18 7 9 22 9 5
split_gain=5.59264 3.63311 3.44671 3.10311 2.94513 3.7963 4.32157 2.67835 6.75563 4.94223 2.83621 8.51831 3.83002 3.10354 5.03097 4.6226 5.38188 6.35572 4.60055 7.39254 7.25847 4.27267 4.31466 5.7441 4.35663 6.29619 6.78774 4.19426 5.90768 4.44879
threshold=7.7286379265000011 17.650944895250003 -0.27223499999999995 2.7861270712500006 166.83257850275001 0.12836581325000004 17.605734992150001 46.574831689400007 117.61735474900001 23.539316666200005 119.04223755815001 30.133297129900004 22.704946905950003 -0.15684499999999998 -0.23955999999999997 95.870416931800023 42.508878681700004 107.15656416340002 22.087764922150004 -0.59087999999999996 50.734033752200013 22.708075280250004 -0.065399999999999986 44.34858359035001 17.327266398450003 26.153845577000002 215.80505313260002 -0.092289999999999997 206.50942114985003 22.000536998450006
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 -2 -3 5 -4 -7 10 -9 -10 12 -12 13 14 -6 16 -15 -18 19 -17 -21 -20 23 24 25 26 27 -23 29 -29
right_child=2 3 4 -5 7 6 -8 8 9 -11 11 -13 -14 15 -16 18 17 -19 21 20 -22 22 -24 -25 -26 -27 -28 28 -30 -31
leaf_value=-0.015948486889652343 -0.0097083497349279377 0.015756436904488837 0.0072650707217104329 -0.014722768302619088 -0.015325076592732632 0.012907301384631245 -0.022511053767762228 -0.022329032494745552 -0.012545560417078022 0.01724692498508644 -0.028475975667735826 0.016408604072171328 0.013315562106904424 -0.023530834148979111 0.01155045949134482 0.027299625149457669 -0.025126232307941469 0.015982363790449493 0.0096923382413086484 0.016166218826465302 -0.020721015217480564 0.0019968643447792023 0.0053313580177569778 -0.02153382879197949 0.01390239891584061 -0.019200008701658236 0.016872984477536736 -0.0092630490794853859 -0.027761301175074884 0.010496061652404343
leaf_weight=13.561771335080268 11.67866992112249 3.5548339970409861 4.8551321458071461 2.4034292288124561 3.3592570684850243 1.8516024155542234 7.3461659671738744 6.5581787712872055 4.100350193679331 5.7314132824540138 4.4198608715087166 3.0799330398440361 14.321488395333288 6.6176772657781822 27.205326920375228 2.1885307319462326 2.4204563722014427 4.8487935587763786 35.017211351543665 2.8440831825137129 11.754324136301873 52.629254898056374 86.44818364456296 5.4672393016517153 9.1613933071494085 7.5624674875289193 9.6832677749916893 16.517256256192944 5.2306141778826705 6.9497319757938376
leaf_count=468 146 19 46 30 35 22 154 76 38 18 44 11 48 156 130 5 40 29 127 9 163 286 405 46 39 90 41 106 51 22
internal_value=0.000777384 -0.0100237 0.00136329 0.00346181 0.00173467 -0.00755701 -0.015381 0.00212548 -0.0060421 0.00482193 0.0025468 -0.0100433 0.00285117 0.0023447 0.00859665 0.00162454 -0.0100124 0.00229435 0.00226721 -0.00821099 -0.0135346 0.00301677 0.00184592 -0.0008158 0.00023559 -0.00103461 0.000474839 -0.00147762 -0.00784958 -0.0034114
internal_weight=379.368 19.52 359.848 5.95826 348.169 14.0529 9.19777 334.116 16.3899 9.83176 317.726 7.49979 310.227 295.905 30.5646 265.34 13.8869 7.26925 251.454 16.7869 14.5984 234.667 199.649 113.201 107.734 98.5726 91.0101 81.3269 28.6976 23.467
internal_count=2900 517 2383 49 2237 222 176 2015 132 56 1883 55 1828 1780 165 1615 225 69 1390 177 172 1213 1086 681 635 596 506 465 179 128
is_linear=0
shrinkage=0.0207191


Tree=128
num_leaves=31
num_cat=0
split_feature=5 21 3 9 7 6 6 18 7 16 13 9 9 22 0 20 22 23 23 10 16 16 19 13 15 15 21 7 9 18
split_gain=4.7473 3.55834 2.91723 4.42489 3.53729 3.13389 7.12954 4.99515 6.11088 6.89983 4.35939 6.20893 5.14724 4.9291 4.62526 5.07989 5.29301 6.04309 6.45195 5.22619 4.07778 5.22587 8.99261 4.07996 3.97677 3.96578 3.80753 4.56177 3.77773 3.93999
threshold=7.7286379265000011 8.8712712239000009 103.44111502715002 71.82068887245002 19.771475517600006 13.665319288000001 13.775321858200002 16.873483924050003 26.565321014450003 17.654958715000003 109.34496908160001 206.08249486475003 202.89977928865002 -0.02852 86.530713386650021 42.131954243650007 -0.071129999999999985 0.079785000000000009 0.087725000000000011 61.944763783650011 22.614947116400003 19.214955067100004 13.751109481500002 117.50443950750001 20.937157557000003 43.758818131150008 5.977284140550001 24.620903395300001 47.743921201850007 14.708525021850003
decision_type=2 2 2 2 2 2 2 2 2 2 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 -2 7 -7 26 -9 24 11 12 -8 -13 15 -12 17 -17 -19 -20 21 -16 -23 -24 -10 -18 -6 28 -28 -30
right_child=2 -3 3 -5 5 6 10 8 9 -11 14 13 -14 -15 20 16 25 18 19 -21 -22 22 23 -25 -26 -27 27 -29 29 -31
leaf_value=-0.018205646254842622 0.011977915202339599 -0.0023273699649267584 0.0013562530461345415 -0.017448564054484847 -0.0006550943760714542 0.01663705404238032 -0.0033378338498289278 0.014863670805853157 -0.0015651425102349114 0.019911476623609949 0.0029046022971730293 -0.019537557076849732 0.013155767176085452 0.0012450300745424046 0.012295748829166221 -0.025381653522056607 -0.026487271171276104 0.0084450440429342643 0.0096011366068778463 -0.020633782519458372 0.012099400059709707 -0.022283732301894312 0.0044126144774483261 -0.012297897070633284 -0.021955892561950463 -0.0017071866722721009 -0.02164553740573559 -0.019127835145323922 -0.0077762997035899948 0.011728949615237421
leaf_weight=6.5994818722829249 9.2563577499240619 12.018677301704882 9.2949477043002826 6.3624968910589805 30.916866400279105 9.7594046965241414 20.040239281952385 10.28229181468487 10.151703376322986 3.4877876266837111 58.612805556505919 10.035493299365042 7.9876756723970166 5.2451893780380479 15.883846439421175 2.8537045922130373 5.3667903225868923 14.318882994353773 2.5258399210870257 5.4472441747784615 20.641616798937321 4.5869746133685103 52.229026339948177 4.8170255720615378 4.0343713052570811 3.061529478058219 2.984729887917644 9.6709874104708415 7.8161875596269947 5.2093117460608482
leaf_count=312 45 205 81 167 248 34 171 49 157 10 271 118 34 34 54 31 50 57 10 56 75 35 211 27 49 28 48 120 90 23
internal_value=0.000594704 -0.00795566 0.00104582 -0.0062852 0.00138621 0.00108727 0.00208823 -0.00179427 0.00421419 -0.00198146 0.00148055 -0.00349459 0.00136268 -0.0124038 0.00261252 -0.000182085 -0.00557076 -0.00157699 0.00147036 -0.0110555 0.00523712 0.00340979 0.00111973 0.00300156 -0.00736406 -0.0174861 -0.0047621 -0.00970641 -0.00401539 2.44703e-05
internal_weight=371.499 18.6182 352.881 15.6574 337.224 327.968 243.413 84.5542 27.9562 17.6739 233.654 43.3086 28.0279 15.2807 190.345 92.1868 33.574 25.1457 22.292 7.97308 98.1585 77.5169 61.633 57.0461 14.1861 8.42832 56.5981 25.6812 16.0102 13.0255
internal_count=2900 517 2383 248 2135 2090 1296 794 265 216 1262 357 205 152 905 503 232 154 123 66 402 327 273 238 206 78 529 281 161 113
is_linear=0
shrinkage=0.0173738


Tree=129
num_leaves=31
num_cat=0
split_feature=16 20 5 5 10 17 9 16 9 22 19 16 16 22 22 9 2 20 17 10 18 17 21 3 21 23 22 3 23 6
split_gain=12.74 6.49918 6.11537 5.12288 7.49237 6.68645 4.5862 4.07603 4.55851 4.48106 3.97422 7.76821 6.24024 5.76569 4.18938 4.44026 7.91261 3.91174 3.8429 4.00813 4.09591 6.44839 3.72046 4.94564 4.15636 5.71191 3.58697 3.53223 4.49932 3.48867
threshold=18.594956516900002 38.238138001450004 23.803605515150004 10.718565385000002 74.986474174450009 193.52305340940003 226.28914430085004 11.934972090850001 66.290220196950017 -0.23557500000000001 12.851036860900001 17.654958715000003 13.534968349350001 -0.13324 0.06041500000000001 205.70977008025002 194.22594225160003 42.406961525800007 197.05557773135004 57.729261435100007 13.278511569200001 193.63201810280003 3.2403469905500004 75.838715401800016 17.650944895250003 -0.15684499999999998 -0.56818499999999994 108.3367972827 -0.082159999999999997 15.545363214900002
decision_type=2 2 2 2 2 2 2 2 2 2 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 17 5 7 18 -5 9 -9 12 -12 13 -6 15 -14 -17 -3 19 27 -21 -22 -19 24 25 -24 -10 -4 -29 -28
right_child=2 3 6 4 10 -7 -8 8 26 -11 11 -13 14 -15 -16 16 -18 22 -20 20 21 -23 23 -25 -26 -27 29 28 -30 -31
leaf_value=-0.0026589845382260567 0.0012975453124224629 -0.0050501116976675612 0.0030433898407876154 -0.0042323309277434943 0.0017317015104435769 -0.0055398472676805918 0.0044280403682823667 -0.0010234603794817062 0.0044138437046379137 0.0050811905502626204 -0.0037932359931612614 0.003553619735987472 0.0027648558716918078 -0.0037305197202611067 0.0050917370471612712 -0.0058053204910678132 0.0030752957892557198 0.002622936418325192 0.0014007111830787618 -0.0044598430285349077 0.0022821090039709989 -0.0048545097028251756 0.0020397364642152417 -0.0052358950935718386 0.002462570223288248 -0.0049670066601916942 -0.00059507753048395283 -0.0036232972882425875 0.0041042594967852578 -0.0049755276418348166
leaf_weight=27.788653768599033 196.97957832366228 6.2559236809611312 5.8783084675669652 5.2463187538087359 8.5337633676826936 6.4242628887295714 3.6707843095064154 4.1680549085140228 2.1470800749957588 5.9295440614223498 8.2087161764502508 4.5551468208432189 22.413821123540405 7.2972139231860629 9.981504097580908 3.8676993139088136 4.3270931504666805 4.5631641093641546 12.127892866730688 12.278563536703588 6.2996393553912622 4.3614233955740929 3.8321908805519396 6.2959451731294385 5.9763765335082999 6.1993800662457943 14.226557977497579 5.7941455766558647 2.0858042724430561 5.0020530410110942
leaf_count=431 760 152 21 79 49 90 11 33 6 17 71 19 81 89 27 28 17 33 52 133 27 35 31 127 29 158 97 64 8 125
internal_value=0.00028019 -0.000659725 0.000932883 -0.000277766 0.00018202 -0.00129351 -0.000435414 -0.000550598 6.31145e-05 0.00256133 0.00110216 -0.0011713 0.00161648 -0.000786083 0.00255353 0.00172582 -0.00111609 -0.00183702 -0.000801055 -0.00152869 -0.00268342 -0.00063747 -0.00108886 -0.00184826 -0.000515897 -0.00229034 -0.00111701 0.000396617 -0.00157783 -0.00173459
internal_weight=422.717 173.24 249.476 145.452 112.329 43.1439 52.4966 36.7196 31.4733 10.0976 69.185 12.7639 56.4211 15.831 40.5901 30.6086 8.19479 33.123 48.8258 36.6979 22.9396 10.6611 26.8671 22.3039 16.0079 10.0316 21.3757 13.7583 7.87995 19.2286
internal_count=2900 1789 1111 1358 828 447 351 357 278 50 381 90 291 138 153 126 45 530 340 288 195 62 378 345 218 189 228 93 72 222
is_linear=0
shrinkage=0.00451168


Tree=130
num_leaves=31
num_cat=0
split_feature=10 16 6 23 23 2 18 20 5 17 23 17 22 17 23 23 21 18 17 16 13 12 15 16 18 17 0 13 2 16
split_gain=4.37173 2.73381 4.10733 3.50714 6.23785 3.99689 3.92061 3.4067 4.80001 4.18609 3.9991 3.76845 3.13724 4.24676 5.11881 4.8867 3.05553 4.79403 4.62744 3.27015 3.36023 2.98319 2.83259 4.09089 5.48674 3.67061 5.61359 2.97331 5.34278 2.88388
threshold=90.988176966900014 18.594956516900002 15.675366252400002 -0.17732499999999998 -0.22831499999999999 234.61110956795002 13.622618370000001 38.238138001450004 18.613387752550004 179.88087463185005 0.094165000000000013 182.52313421500003 0.13860000000000003 201.78545703200004 0.085155000000000022 0.090865000000000015 3.2025200283000004 15.453654363050001 182.72552322705002 15.474963812800002 104.02719889955002 220.36414724030001 45.49682449725001 22.824946625350005 13.278511569200001 193.63201810280003 86.280686780500005 117.99105042915001 97.066378971950016 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 4 5 6 -1 10 9 -9 -5 -12 13 16 -15 -16 -11 18 -18 -20 -21 -17 27 24 -24 -26 -27 29 -29 -3
right_child=-2 22 -4 7 -6 -7 -8 8 -10 12 11 -13 -14 14 15 21 17 -19 19 20 -22 -23 23 -25 25 26 -28 28 -30 -31
leaf_value=0.0059551535572571436 -0.013306931669748482 0.0022133513466496323 -0.016447801023013481 -0.022714114970327503 0.019425120305658846 0.0074174468518950548 -0.022617936354578587 -0.01284721451708652 -0.013659029636157964 0.012571982795374956 0.016443300662926208 -0.01260327769733559 0.013109349029511806 -0.02359425625394064 0.0089699087328419923 -0.024309818500495833 0.015095367386535949 0.007872737079101029 -0.032763564274346894 -0.023066871622345022 0.0015862888021157613 0.00049505062554752721 -0.023851794732763637 0.016837326972811987 0.01481068308795536 -0.026814154917009857 0.0031838210948661435 0.0067473293561010807 -0.017640267876371518 0.0076700768671722815
leaf_weight=3.015458367764956 8.3461734782904369 132.92838587239385 6.3965372787788501 6.1954584522172791 8.7097179442644101 9.8980181813240034 4.6338373962789774 7.6951294699683777 9.711980381049214 12.092365924268959 2.7805862408131361 4.3681941255927086 8.9274842999875528 5.0295989131554988 8.5929010082036239 3.9234043024480334 2.8192962780594817 17.64677859749645 2.4523792434483758 3.3059158232063037 5.7802263870835304 3.4804529473185539 5.5429445225745502 3.0689977928996077 4.0182536654174319 3.6106651201844198 6.9224408753216267 6.694598760455845 6.9799106158316135 50.968572482466698
leaf_count=22 319 620 197 138 30 51 99 101 149 57 20 67 47 86 48 56 10 118 27 81 38 28 80 10 17 37 32 36 82 197
internal_value=0.000647048 0.000972189 -0.00118704 -0.000442211 0.00593194 -0.00076549 -0.011354 -0.00203918 -0.000696003 0.000844094 -0.011245 -0.00130533 0.00226685 0.000780499 -0.00643223 -0.00103625 0.00421968 0.00106391 -0.00730462 -0.0127778 -0.00738355 -0.0126494 0.00231678 -0.00413583 -0.00733906 -0.00104898 -0.00709925 0.00307328 -0.00570089 0.00372573
internal_weight=366.537 358.19 137.456 131.059 26.257 17.5473 7.6493 104.802 91.4579 81.7459 13.3442 7.14878 74.0508 65.1233 21.0264 15.9968 44.097 32.0046 14.3578 11.5385 9.08614 7.40386 220.735 23.1633 20.0943 14.5514 10.5331 197.571 13.6745 183.897
internal_count=2900 2581 1470 1273 202 172 121 1071 846 697 225 87 596 549 218 132 331 274 156 146 119 84 1111 176 166 86 69 935 118 817
is_linear=0
shrinkage=0.0195037


Tree=131
num_leaves=31
num_cat=0
split_feature=16 20 17 5 15 13 6 8 10 6 18 16 17 18 6 9 17 23 23 17 10 18 17 3 23 9 2 16 19 19
split_gain=8.47637 5.72633 4.50833 4.16133 4.09236 4.33998 5.96484 5.3033 4.07062 6.61653 8.1928 4.01033 4.65455 6.02899 5.5437 3.99826 3.96016 3.68912 3.48179 3.29184 3.57771 3.82527 5.84837 3.27846 4.3183 3.12708 3.04397 2.83284 5.25892 2.97722
threshold=18.594956516900002 38.238138001450004 166.83257850275001 23.803605515150004 30.046989284200006 95.870416931800023 5.1551204485500008 2.9476996444500005 82.204984254750016 3.6650856341500009 16.433295803950003 15.919962772200003 239.21206428850002 14.873215527100003 11.585270688000001 226.28914430085004 173.06150329755005 0.089580000000000021 -0.22125500000000001 197.05557773135004 57.729261435100007 13.278511569200001 193.63201810280003 108.3367972827 -0.082159999999999997 68.670253264700008 313.37633693555006 13.534968349350001 10.650859343850001 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=1 26 18 -2 5 7 -7 8 16 10 -10 27 13 17 -15 19 -4 -13 25 20 23 -22 -23 -5 -25 -3 -1 28 -8 -29
right_child=3 2 4 15 -6 6 11 -9 9 -11 -12 12 -14 14 -16 -17 -18 -19 -20 -21 21 22 -24 24 -26 -27 -28 29 -30 -31
leaf_value=-0.005356393514013927 0.0018661012344775483 0.0045894165761400062 0.0057028016714820448 0.0051628859614510098 -0.0062615751730445042 -0.0086588206813456702 0.0057150924159432778 -0.0073105383838520839 0.0066495083383404869 0.0072001445730629872 -0.0072295282595052079 -0.0016386732395563743 0.0076367186723287949 0.00030721989259784987 -0.010182332300592451 0.0074821201546899068 -0.0078817883475785257 0.0059395787013255793 -0.0089109017529479737 0.0022871274233520317 -0.0076068738728904753 0.0040508250352683968 -0.008174732764416489 -0.0062920649569921669 0.0070588813568475224 -0.0088480376709727457 0.0026172859808515623 0.0071613837808566089 -0.0057540535130891184 0.0026062503508149631
leaf_weight=22.642216967418793 187.35193061828613 3.0668153204023838 1.6606362350285078 5.6699384562671167 5.9205296803265801 3.4989197924733153 4.3808430358767492 8.4643427263945323 4.0848688669502753 7.8603231217712155 7.066655982285738 8.9385063052177447 3.8460519537329665 5.4685874022543413 6.9807033389806747 3.4011438116431227 6.1169161442667246 6.9489070512354365 6.3177421241998655 11.70963319018483 11.239133559167387 5.8244638070464116 4.0286356881260872 5.4787425491958857 2.0173839554190636 1.6059718318283556 3.3442180398851624 12.592923257499931 5.4730247762054205 28.488841228187084
leaf_count=395 760 22 9 21 98 87 17 160 21 39 172 78 11 35 74 11 87 27 156 52 133 27 35 64 8 38 36 41 58 128
internal_value=0.000389423 -0.000969269 -0.000339937 0.00133513 7.24179e-05 0.000380125 0.00131934 -0.0019275 -0.000226684 0.00171836 -0.00214556 0.00173938 -0.000416443 -0.00150947 -0.0055746 -0.000679849 -0.00498125 0.00167594 -0.00513456 -0.00128375 -0.00250429 -0.00449615 -0.000947837 0.000686698 -0.00269901 -2.88492e-05 -0.00433025 0.0031015 -0.000655088 0.00400255
internal_weight=401.49 164.769 138.782 236.721 127.792 121.871 86.6173 35.2537 26.7894 19.0118 11.1515 83.1184 32.1828 28.3367 12.4493 49.3691 7.77755 15.8874 10.9905 45.9679 34.2583 21.0922 9.8531 13.1661 7.49613 4.67279 25.9864 50.9356 9.85387 41.0818
internal_count=2900 1789 1358 1111 1142 1044 556 488 328 232 193 469 225 214 109 351 96 105 216 340 288 195 62 93 72 60 431 244 75 169
is_linear=0
shrinkage=0.00780139


Tree=132
num_leaves=31
num_cat=0
split_feature=16 12 6 21 19 18 23 6 13 23 6 6 20 17 21 7 22 0 18 3 22 20 0 23 18 23 23 21 7 4
split_gain=4.25667 5.12087 3.56853 4.12186 3.93487 3.26201 4.18392 6.07369 3.93696 2.93905 2.61829 6.5918 4.89368 5.6715 6.41246 4.38676 3.56783 3.33833 5.21044 6.64513 5.0738 4.82613 4.73602 3.96288 5.23891 4.19286 7.66667 5.76139 4.76075 3.98023
threshold=13.534968349350001 176.04981466085005 5.1551204485500008 20.770927814650005 11.850956171350001 13.849588037450003 0.07968500000000002 13.200308423050002 73.376087754350024 -0.27223499999999995 13.665319288000001 13.775321858200002 47.480720532750006 199.41622983390002 5.7942671277000013 19.975862989550006 0.066885000000000014 93.972365491700018 13.809421053700001 84.968719212850019 -0.054494999999999995 38.238138001450004 87.181320254150009 0.12064000000000002 13.228319457400001 0.093295000000000031 0.088105000000000017 15.031613344500002 22.296968840150004 240.32447338110003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 3 -2 -4 -3 8 -8 -7 -6 12 -12 13 15 16 -11 -15 22 -19 20 21 -20 23 25 -25 26 29 28 -28 -13
right_child=2 5 4 -5 9 6 7 -9 -10 10 11 17 -14 14 -16 -17 -18 18 19 -21 -22 -23 -24 24 -26 -27 27 -29 -30 -31
leaf_value=-0.017030852657029052 -0.019929452518318593 -0.021070302131911633 0.01180994285288159 0.010836606015397638 -0.010035188464408302 -0.021821884578188261 -0.020228486895716789 0.011370951986533085 0.0065026859124013951 0.01357087074349634 0.017661545709428041 0.0061901099896014356 0.010906922053006815 -0.00027182606839023848 -0.014716530719028457 -0.020918731142797443 0.016909834439778022 0.022959376840840297 -0.025710818354608891 -0.020991999260363554 0.0080904296622589696 -0.0025429833573741992 0.0062901303708018169 -0.001986980110085699 -0.031560947248381849 0.0061495544130803154 0.0013047760157081268 0.0059247719223357266 -0.027698535381005526 -0.0034415485046619693
leaf_weight=9.0636198259890062 5.2499434566125265 2.6612730864435425 12.220694737508891 2.0262214504182339 7.6145161893218747 1.7876258771866584 6.4499084716662747 2.9882555026561022 21.016941308043897 1.4245964474976052 8.9685155749320966 30.824422117322683 7.5598693415522566 13.236597461625939 7.8070173654705277 9.4578655734658224 5.8511648699641219 2.4258179217576972 3.7311576288193491 6.9209411144256583 12.206872060894968 15.808676565065978 74.52825321815908 6.6644394788891059 2.8800568096339703 39.93344668392092 2.5210986956953985 3.7768640443682662 7.7134772017598152 27.040764026343822
leaf_count=231 169 55 65 14 101 65 224 15 210 8 32 199 31 99 87 110 21 5 45 73 52 121 310 38 26 184 29 17 69 195
internal_value=0.000584457 -0.00475965 0.00132244 -0.0113619 0.00161909 -0.00157315 3.61205e-05 -0.0102237 0.00428235 0.00120242 0.00149619 0.00224205 -0.00254993 -0.00524288 -0.000726834 -0.0164038 0.00499504 0.00165849 -0.00308961 -0.00472379 -0.00117724 -0.00696691 0.00265457 0.000421842 -0.0109109 0.00138925 -0.0012555 -0.0134166 -0.0205541 0.00168918
internal_weight=362.361 43.9676 318.393 7.27616 311.117 34.904 32.2427 9.43816 22.8046 298.896 291.282 245.945 45.3371 37.7772 26.8948 10.8825 19.0878 236.976 41.0935 38.6676 31.7467 19.5398 195.883 121.355 9.5445 111.81 71.8766 14.0114 10.2346 57.8652
internal_count=2900 800 2100 183 1917 569 514 239 275 1852 1751 1395 356 325 207 118 120 1363 296 291 218 166 1067 757 64 693 509 115 98 394
is_linear=0
shrinkage=0.0183229


Tree=133
num_leaves=31
num_cat=0
split_feature=16 20 5 17 15 5 9 10 5 16 21 10 20 3 20 20 0 0 13 8 22 2 22 0 21 22 2 22 20 16
split_gain=13.4126 6.64117 5.50713 5.29884 5.61102 6.35706 4.61602 4.5034 11.1632 9.24804 6.41877 6.39084 5.86067 5.65929 5.07737 4.79641 6.30197 5.45195 4.76905 5.08218 5.43136 6.67072 5.67292 4.34331 4.33731 6.6481 4.33646 4.32886 3.83096 3.77518
threshold=18.594956516900002 38.238138001450004 23.803605515150004 166.83257850275001 30.046989284200006 11.848158554650002 226.28914430085004 66.697957758300021 20.766972852450003 19.974953289850003 8.9353283289500016 66.318885161900013 41.941595803500007 85.436510927550003 43.19689381845 40.305698932850007 93.972365491700018 94.964406541850011 113.96105169155001 8.8430989333000021 -0.077279999999999988 117.02022404625002 -0.14380499999999999 103.82556453975 14.941253073700002 -0.088944999999999996 325.75432260090003 -0.26138499999999998 42.406961525800007 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 -1 7 -3 5 23 -4 11 9 10 15 12 18 -12 -14 16 -9 -18 -2 20 21 -20 -23 27 25 -25 29 -5 -27 -7
right_child=2 3 6 4 -6 26 -8 8 -10 -11 13 -13 14 -15 -16 -17 17 -19 19 -21 -22 22 -24 24 -26 28 -28 -29 -30 -31
leaf_value=-0.0023541170875442758 -0.002118197793406888 -0.002732317438010356 -0.00065037914312802937 0.0023405155485359081 -0.0035197615975049701 -0.00078165082876945416 0.0039268528685827515 0.0026387811576173417 -0.0059562510027873945 -0.0038892124775715075 -0.0058051870231328609 0.0041911630084792307 -0.00076141144652194467 0.001613574328062601 0.0018016133399979795 0.0042756503744268565 -0.0044495480918696449 0.0013087623634683303 0.0028112232540565088 -0.00079314339558750867 0.0033414869960225529 0.0018227645178677198 -0.0036830992071095747 -0.0044372085800821861 0.0016999720251495147 -0.0030246915109819468 -0.0031078565868099309 -0.0046705365235473386 0.0018350920703516891 0.0013065009038872727
leaf_weight=28.79664071649313 4.4548234120011321 12.65229372307658 49.286576325073838 1.6707410477101792 6.9661687295883885 16.914531748741865 3.734131045639514 15.925313681364061 4.3687181770801535 6.1484662741422644 3.4468052685260764 12.434179998934267 33.176626738160849 3.0565386340022087 19.238259814679623 10.179342523217199 4.7812919467687589 5.6533046588301659 15.167645424604418 8.5007521882653219 42.57376055419445 5.4404965341091156 6.4359938204288465 7.5566098671406534 9.9176551494747383 3.7111172378063229 4.4655166268348685 8.1827307809144241 8.2071745470166189 70.465761329978704
leaf_count=431 20 216 340 8 98 148 11 49 37 38 30 31 151 10 64 24 34 21 43 36 122 17 33 161 56 67 37 145 74 348
internal_value=0.000222961 -0.000607541 0.000809887 -0.000273818 -4.85089e-05 0.000135952 -0.000328015 0.00111007 0.000124341 0.000664366 0.00131483 0.0014682 0.00121738 -0.00231841 0.000179316 0.00196148 0.00106782 -0.00132978 0.00187631 0.0021041 0.00245787 0.00106685 -0.00116092 -0.00120119 -0.000436661 -0.00152475 0.000707317 -0.00348175 0.000321853 0.00090229
internal_weight=433.51 179.507 254.003 150.71 138.058 131.092 53.0207 200.982 53.5598 49.1911 43.0426 147.423 134.988 6.50334 52.4149 36.5393 26.3599 10.4346 82.5735 78.1186 69.6179 27.0441 11.8765 39.246 29.3926 19.4749 91.8458 9.85347 11.9183 87.3803
internal_count=2900 1789 1111 1358 1142 1044 351 760 243 206 168 517 486 40 215 128 104 55 271 251 215 93 50 511 358 302 533 153 141 496
is_linear=0
shrinkage=0.00396922


Tree=134
num_leaves=31
num_cat=0
split_feature=5 21 5 10 3 22 15 23 21 21 8 15 8 17 13 8 10 18 0 9 18 17 2 22 10 16 17 0 10 15
split_gain=3.96443 3.25611 2.80181 3.22125 2.7192 3.51516 2.60499 2.59267 3.60911 2.08627 1.84636 2.83018 2.78935 2.56141 1.98129 4.48197 4.08463 3.04495 3.39183 6.08319 3.99345 5.53105 3.15647 2.9696 2.73995 3.27846 6.74471 4.43394 7.0261 5.15083
threshold=7.7286379265000011 8.8712712239000009 5.2595069053500012 91.28659581940002 108.48197402175002 0.11529000000000002 11.896459116400001 0.075065000000000021 20.770927814650005 17.123843457500005 1.6487133604500002 21.274833872300004 2.0484014478500003 157.96759137085004 95.870416931800023 2.9476996444500005 82.393176323850014 17.140917755100002 98.615332683000005 187.70546222865002 15.606027545000002 199.55131508320002 95.580212559300023 0.20981000000000005 75.403185184700007 18.594956516900002 191.89151741935004 96.249489528150022 70.284360904350009 27.288673764350005
decision_type=2 2 2 2 2 2 2 2 2 2 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 6 -6 9 -3 -9 -2 11 -8 -12 -14 15 16 -15 18 24 -20 -21 22 -22 -17 25 26 -16 28 -27 -30
right_child=4 2 -4 -5 5 -7 10 8 -10 -11 12 -13 13 14 17 23 -18 -19 19 20 21 -23 -24 -25 -26 27 -28 -29 29 -31
leaf_value=-0.02298872152977904 -0.025614650555514963 0.021769074666679863 -0.023997848130463708 -0.023947545965875908 -0.023833065395310278 0.027773556640847397 0.0082858080125419887 -0.024256062765790773 0.019987558887599434 0.0089058347843692428 0.016658860486225072 -0.028102851883982746 -0.027859855865606461 -0.010163550500570641 0.00042369997104279775 -0.024645317575333781 0.026641161355194582 0.012155924479566871 0.018326985846179145 -0.027427566766872743 0.023267695902531586 -0.022157499973630111 -0.003985187022368334 0.019994493854109056 0.011026061228914346 0.0030170178632003223 -0.022107674276369803 0.020053945404514127 0.012357748274198881 -0.029481912810101919
leaf_weight=5.829993971623483 2.9962550094351164 3.8048308007419092 2.399763047695159 1.7721122419461606 3.9319286886602631 0.76393957436084736 1.7901106439530838 1.978908303193748 1.6291520595550537 1.1836314424872396 6.0390645675361148 2.4584015309810638 1.428078919649123 3.1011376921087486 32.778345808386803 5.884817611426115 2.7637453265488148 13.772139735519884 4.0566246435046223 5.397737110033634 3.1253859810531122 5.8034033030271521 6.0400212816894054 0.82324932329356659 16.298116890713573 197.67094903159887 8.0127179380506259 6.9904806166887274 1.9189647808670987 5.5507613383233547
leaf_count=312 79 11 70 69 125 2 16 49 6 7 32 46 29 37 322 147 8 68 15 76 12 76 46 6 73 944 127 21 8 61
internal_value=0.000674851 -0.00957011 -0.00281723 0.00271662 0.0011987 -0.0154375 0.00143129 0.00909091 -0.00427868 -0.0158394 0.00164892 -0.0127705 0.001836 0.0015575 0.00168878 -0.00687682 0.00718016 0.00203911 0.00156462 -0.00629075 -0.0111941 -0.00534037 0.00530799 -0.0191669 0.00227724 0.00171348 -0.00400221 0.00281255 0.00222503 -0.0187333
internal_weight=357.995 17.4148 11.5848 9.185 340.58 4.69587 335.884 7.41289 3.60806 4.17989 331.704 4.24851 327.456 321.417 319.989 12.5729 5.86488 307.416 293.644 24.4232 20.3665 14.9688 9.16541 6.70807 269.22 252.922 40.7911 212.131 205.141 7.46973
internal_count=2900 517 205 135 2383 127 2256 66 55 86 2170 62 2108 2076 2047 198 45 1849 1781 225 210 134 58 153 1556 1483 449 1034 1013 69
is_linear=0
shrinkage=0.0220144


Tree=135
num_leaves=31
num_cat=0
split_feature=16 20 16 16 20 7 12 18 9 13 2 5 16 8 9 23 9 17 16 22 17 10 18 17 19 10 0 10 12 13
split_gain=8.34229 5.49735 4.54762 6.82337 5.78956 4.92946 6.18037 6.53491 5.45524 4.85913 4.53317 4.1975 4.12915 4.8027 4.09679 7.58721 4.02691 3.92956 3.71195 3.71184 3.68686 3.86393 3.73314 5.78294 3.55972 3.40099 11.2572 5.94261 5.91071 5.68576
threshold=18.594956516900002 37.572218886150004 11.934972090850001 15.919962772200003 41.395309858300003 26.626668929150004 211.56805207830004 15.974481919500002 204.42645579255003 104.02719889955002 313.37633693555006 23.803605515150004 17.844958270700005 7.5441126493500006 187.38923140910003 0.085155000000000022 226.28914430085004 183.58889821140002 18.144957569200002 0.06041500000000001 197.05557773135004 57.729261435100007 13.278511569200001 193.63201810280003 11.750948102400001 66.697957758300021 92.031298721500022 66.318885161900013 240.89943760205003 113.96105169155001
decision_type=2 2 2 2 2 2 2 2 2 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 5 12 6 7 8 9 24 -1 25 13 -5 15 -6 20 -11 -14 -7 21 -13 -23 -24 -4 27 -27 29 -28 -2
right_child=11 2 3 4 14 19 -8 -9 -10 17 -12 16 18 -15 -16 -17 -18 -19 -20 -21 -22 22 23 -25 -26 26 28 -29 -30 -31
leaf_value=-0.0042702464220442816 -0.0039317447032370754 -0.0021703816238813488 -0.00044698121545777981 0.0029075247022642479 -0.0042349027059054804 -0.0042439266920764954 0.0038078290539619976 0.003408896085642136 -0.0080166854884217431 -0.0010514889320809367 0.0028803111855454813 0.00048500530295614519 0.0051502175174407269 -0.005373142345529467 -0.0054941619621697892 0.0035726920595668 0.0050227795733851525 0.0063159395710821907 -0.001182618007393245 0.002722694395426598 0.0016722351952862095 -0.0051544225834721001 0.0025839573260335461 -0.0055515157523299196 -0.0072421422678230528 -0.0065384104584666064 0.0015932737422591425 0.0053482891475018736 -0.0055913113408687229 0.0015848797423283422
leaf_weight=17.241253959015015 5.4453802332282057 28.700779447332025 5.7650377824902588 3.2437650635838526 9.0197894126176852 7.0978567935526353 25.17537010833621 11.998561380431054 3.0544257014989844 4.0427955985069257 2.88959952071309 13.588481020182369 7.1379271447658521 4.9215139150619507 10.98599676042795 5.6510293800383797 3.4832410886883727 4.0406044498085976 4.0492659173905849 3.0531603805720806 11.950178653001784 11.585711088031532 5.9386105686426145 4.1387188918888569 3.4337229486554861 6.2927265018224707 40.12449512258172 11.295754283666609 3.4730443358421317 123.32826659455895
leaf_count=337 27 474 50 22 176 94 121 54 28 36 27 93 23 52 152 34 11 10 37 19 52 133 27 35 43 40 175 31 28 459
internal_value=0.000268171 -0.000660709 -0.000292878 0.000185381 -0.00140875 0.00124582 0.00184495 0.000316695 -0.0015077 -0.000357312 -0.00324385 0.000891566 0.000773052 -0.00208354 -0.00305445 -0.00122751 -0.000459291 0.00263123 0.00285801 -0.00214855 -0.00086384 -0.00172356 -0.00310892 -0.000757249 -0.00298349 0.001252 6.74681e-05 0.00167391 0.00102094 0.0013516
internal_weight=402.147 161.502 141.372 112.671 45.0093 67.6615 57.5105 32.3351 20.3366 17.2822 20.1309 240.645 19.3525 8.16528 25.6568 14.6708 50.6849 8.0834 11.1872 10.151 47.2017 35.2515 21.663 10.0773 9.19876 189.96 49.8903 140.069 43.5975 128.774
internal_count=2900 1789 1425 951 496 455 342 221 167 139 364 1111 134 74 362 210 351 46 60 113 340 288 195 62 93 760 243 517 203 486
is_linear=0
shrinkage=0.00528337


Tree=136
num_leaves=31
num_cat=0
split_feature=16 20 5 10 10 17 19 16 2 9 6 10 0 13 7 16 21 12 16 6 6 15 20 22 10 5 16 10 20 21
split_gain=12.1143 6.62243 6.07728 5.10584 6.17796 6.36103 4.88411 7.2728 4.74723 4.62182 4.07388 5.81727 5.37664 4.35473 6.5855 9.63367 6.03292 4.07359 4.52877 4.75975 5.3021 5.74125 4.0681 5.18739 3.85964 11.2962 8.82336 5.81228 5.40081 4.80109
threshold=18.594956516900002 37.572218886150004 23.803605515150004 90.988176966900014 74.986474174450009 195.53954078470002 12.851036860900001 17.654958715000003 313.37633693555006 226.28914430085004 13.665319288000001 78.285212300550015 95.897301513100004 98.238948544700023 24.101221167900004 9.6249774926000011 20.770927814650005 96.350437043050007 11.934972090850001 15.675366252400002 14.815346158200002 23.584170344250001 40.878805547300004 -0.054494999999999995 66.697957758300021 20.766972852450003 19.974953289850003 66.318885161900013 41.941595803500007 8.9353283289500016
decision_type=2 2 2 2 2 2 2 2 2 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 24 4 5 17 10 -8 -1 -4 11 12 -6 14 -13 -16 -17 -3 -19 20 21 -20 23 -12 27 26 29 28 -2 -26
right_child=2 3 9 -5 6 -7 7 -9 -10 -11 22 13 -14 -15 15 16 -18 18 19 -21 -22 -23 -24 -25 25 -27 -28 -29 -30 -31
leaf_value=-0.0042034048283413807 0.0023225275607923206 -0.0068461805870833501 -0.00091070957135091514 -0.0037697815432464568 0.0023765577702017618 -0.0060476318102747157 -0.0040019996736701058 0.0034156108665320023 0.0024449675223539961 0.0049307236620990307 -0.0025914086232700184 0.0039645791063678132 -0.0069978885839120332 0.0031781513810890259 0.0029704210166918432 -0.0047354506350147938 0.004778882507394981 -0.0046126089153671751 0.0021667204253414036 -0.0040042361971126556 0.0046121877660719231 -0.0030303346100940343 0.0054224397624263367 0.0042445348021903648 0.0024474019493374993 -0.0076151007682162585 -0.0048090503755671464 0.0051943548284416911 0.00025519283563157089 -0.0023310436897130467
leaf_weight=19.423233721405271 82.150593772530556 2.6686358973383895 50.098830658942461 10.3449973128736 2.3350668381899586 6.830979796126484 11.555948533117773 4.7112163342535487 3.1620369311422101 3.6814851835370055 5.3534153960645199 8.06491428054869 4.6020966582000256 16.602791428565979 8.7597202137112635 14.072845410555598 1.9173218607902534 5.6426870524883261 11.684037264436489 5.6083604767918578 7.7948085889220229 9.9783457256853563 9.8656064979732019 5.917367950081827 35.683467373251915 4.276224546134471 5.958779849112033 11.842548921704291 52.406796831637621 6.257340356707572
leaf_count=337 271 34 340 244 20 98 135 23 27 11 30 35 49 73 49 205 6 87 56 117 24 96 27 17 128 37 38 31 215 40
internal_value=0.000281886 -0.000727756 0.000989625 -0.000355287 -0.000109931 -0.00153435 0.00065285 -0.00185375 -0.0032726 -0.000510839 0.00117904 0.000472473 -0.00384243 0.00107819 1.57075e-05 -0.00127106 -0.00359462 -0.000823601 -0.00042879 0.000244463 0.00105337 -0.0002272 0.00306293 0.000997587 0.001396 0.000220901 0.000920458 0.00181479 0.00151735 0.00173448
internal_weight=429.253 176.896 252.356 154.311 143.966 50.2079 93.7583 16.2672 22.5853 53.7803 77.4911 56.3548 6.93716 49.4176 32.8148 24.7499 15.9902 43.3769 40.7082 35.0656 29.4572 21.6624 21.1364 11.2708 198.576 52.1758 47.8996 146.4 134.557 41.9408
internal_count=2900 1789 1111 1425 1181 512 669 158 364 351 511 437 69 368 295 260 211 414 380 293 176 152 74 47 760 243 206 517 486 168
is_linear=0
shrinkage=0.00503184


Tree=137
num_leaves=31
num_cat=0
split_feature=16 6 10 0 20 16 20 21 16 18 9 10 2 21 17 17 23 23 2 20 17 16 16 16 16 20 13 18 6 13
split_gain=12.2977 6.10594 6.18035 5.93923 7.12742 7.22198 6.92227 6.00578 5.75403 5.55931 7.19335 5.90763 5.87303 4.87658 4.48561 5.97741 4.48364 7.10773 5.37868 4.63041 6.11137 5.22039 8.07033 6.3732 6.18778 5.92401 5.5933 4.62915 4.32824 4.45654
threshold=18.594956516900002 15.675366252400002 90.988176966900014 86.530713386650021 42.131954243650007 21.979948601300006 43.45354240915001 7.362244800500001 22.614947116400003 13.5538556217 196.26893085885004 62.197478847950002 101.14502893930002 2.7924425290000001 190.40793214150003 187.45953903175004 -0.17732499999999998 -0.22831499999999999 234.61110956795002 38.238138001450004 167.16910179850004 15.644963415300001 13.534968349350001 17.844958270700005 9.6249774926000011 41.395309858300003 99.962250206350021 13.622618370000001 11.060258421150001 92.692659421600013
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 16 4 5 -2 13 -8 9 -5 12 -12 -11 -6 15 -15 17 18 27 -18 -21 22 24 26 -22 -25 -23 -1 29 -24
right_child=3 -3 -4 8 6 -7 7 -9 -10 10 11 -13 -14 14 -16 -17 19 -19 -20 20 21 23 28 25 -26 -27 -28 -29 -30 -31
leaf_value=0.0016994183047065513 -0.0060253756921389524 -0.005159730436880075 -0.0044677308444374267 0.0036569842968105035 0.00075028724263172394 0.0017899137744277244 0.0032905619977309682 -0.0025057760228662258 0.0042143857930670723 0.00021272375259888765 -0.0036010123720085531 0.0019586481216725699 -0.0068584530447466218 -0.0092387306455333131 -0.0082024918559466253 0.00020812100325845353 -0.0036195394829853216 0.0055926546851131969 0.0023940694256376505 -0.0067218675035108115 0.0022459749869708362 0.00045112276350131776 0.0024595817104170132 0.0037682838855971727 -0.0044817708097151113 -0.0029524413955432875 -0.0059108173609267282 -0.0065406794400573133 0.0032329447038877339 -0.0047574101244500433
leaf_weight=3.4243832826614433 3.9063006862998 9.4990041106939298 11.65698269754648 24.978554226458073 6.0701724775135544 64.781831197440624 12.624969050288202 9.9666775874793512 27.339050374925137 8.4200926274061185 6.5922833383083335 61.609242957085371 6.4733235277235499 2.9565922133624571 7.8457199260592452 7.09504134953022 15.112114498391746 9.7674804739654046 11.075367838144301 4.4368644915521136 6.5538489148020771 6.3562582489103105 5.8341854475438577 9.3630586117506045 12.167956177145241 7.2514351718127719 13.348179915919898 5.5950646363198757 33.528777737170458 4.9093303605914116
leaf_count=22 45 197 319 76 28 250 49 70 86 36 33 239 53 35 71 40 225 30 51 69 47 55 42 41 163 80 165 99 123 61
internal_value=0.000348136 -0.000811346 -0.000553802 0.00113395 0.000202585 0.00134546 -0.00148348 0.000733412 0.00192663 0.0013479 0.000653784 0.00142126 -0.00286072 -0.00357311 -0.00503946 -0.00257058 -0.000247029 0.00168658 -0.000212038 -0.00073282 -0.000312343 -2.5994e-05 0.000945746 -0.00171145 -0.00212662 0.000835007 -0.00385858 -0.00341219 0.00224499 -0.000838277
internal_weight=420.54 169.88 160.381 250.66 115.247 68.6881 46.5592 22.5916 135.413 108.073 83.0949 68.2015 14.8934 23.9675 17.8974 10.0516 148.724 29.8623 20.0948 118.862 103.75 99.313 62.9941 36.3189 18.7218 16.6145 19.7044 9.01945 44.2723 10.7435
internal_count=2900 1789 1592 1111 588 295 293 119 523 437 361 272 89 174 146 75 1273 202 172 1071 846 777 436 341 210 121 220 121 226 103
is_linear=0
shrinkage=0.00558194


Tree=138
num_leaves=31
num_cat=0
split_feature=5 20 0 13 16 10 10 20 10 10 13 16 10 7 23 22 22 9 16 15 16 10 0 21 6 22 17 3 20 8
split_gain=7.45186 4.57104 4.42314 4.88444 8.59834 6.16861 5.5612 5.72789 6.26338 6.71836 5.52941 7.89424 4.85784 6.28406 4.96464 4.39068 9.19049 4.27442 9.03401 4.5793 7.66556 4.6946 11.538 4.13932 4.83554 5.53861 5.84178 5.44837 4.75559 7.17911
threshold=11.848158554650002 40.742467179200005 85.716110573100011 112.82921081865001 19.974953289850003 66.318885161900013 65.630639880500027 38.441102963850007 63.910026677050006 62.837331883000012 109.72404167800001 19.214955067100004 62.00390986255001 19.617375644250004 0.10332500000000001 -0.24103499999999997 -0.59511499999999995 57.214511140150002 12.644970430600003 29.049007317550004 18.684956306450005 70.343506983200015 96.249489528150022 2.5883591406000002 17.325404805300003 -0.01762 189.27091549140002 108.42013948475001 42.541806567400009 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 -1 12 4 10 6 7 -5 9 -9 11 15 23 -14 -15 16 -4 -17 -19 -20 -21 -22 -23 28 25 26 27 -25 29 -2
right_child=2 -3 3 5 -6 -7 -8 8 -10 -11 -12 -13 13 14 -16 17 -18 18 19 20 21 22 -24 24 -26 -27 -28 -29 -30 -31
leaf_value=-0.0058980482367465793 -0.0069524041243879953 -0.0010474721767032326 0.0021311317575499057 0.0055764011241757373 -0.0065219115796473536 0.00608656153739498 -0.005144793756979172 0.0010050293996085333 -0.0049570298655720853 0.0064410880584353175 0.0037945778270191345 -0.0078311947020446703 0.0057556614388056745 -0.0086372209373535985 0.0010242329610716644 0.0048302267215194119 -0.0061463196103144621 -0.0057047938077216106 0.0019045913363421149 -0.0053896657833766943 0.0086948019816004175 -0.0082040129377980772 0.0065601388841240874 0.0012648777168956533 -0.0063218296668478401 0.0057989826427150299 -0.0099632184242896115 -0.0079074966540737621 0.007454716156534983 0.0026742423039822958
leaf_weight=9.7751483945175988 3.857232738286263 31.89191905874759 9.746430955827238 12.732817322015761 7.0595978498458853 11.750349938869475 4.8337997347116461 88.019531235098839 6.0576851814985266 9.7225481569766981 17.203936062753201 4.7170716300606719 2.01948532834649 8.0295853186398727 2.7496732342988244 9.5424107871949655 10.99100364372134 8.31249727681279 63.732213944196701 9.9565189909189957 3.027333289384841 3.831728555262087 4.3555093631148338 14.400115424767145 6.3350855847820631 4.7244620993733433 2.812021527439355 3.0163374636322251 4.8572145216166964 13.168104656040667
leaf_count=292 81 485 57 36 46 33 24 372 32 29 56 37 8 123 20 38 131 129 342 121 6 43 12 86 106 18 25 48 13 51
internal_value=0.000296026 -0.00218542 0.000590126 0.00092467 0.000166371 0.00179325 0.00137758 0.00164813 0.00116626 0.00154576 0.00049107 4.77963e-05 -0.000858172 -0.00429054 -0.00617269 0.000348744 -0.00225598 0.000874399 0.000469445 0.00107394 -0.00142662 0.00209186 -0.000349667 -3.19635e-05 -0.00148 -0.000250752 -0.0016637 -0.000323676 0.00203847 0.000493245
internal_weight=393.229 41.6671 351.562 285.593 152.476 133.117 121.366 116.533 103.8 97.7421 145.417 128.213 65.9693 12.7987 10.7793 123.496 20.7374 102.758 93.2158 84.9033 21.1711 11.2146 8.18724 53.1706 31.288 24.9529 20.2285 17.4165 21.8826 17.0253
internal_count=2900 777 2123 1544 1018 526 493 469 433 401 972 916 579 151 143 879 188 691 653 524 182 61 55 428 283 177 159 134 145 132
is_linear=0
shrinkage=0.00620571


Tree=139
num_leaves=31
num_cat=0
split_feature=5 21 10 5 10 23 21 15 22 23 17 17 22 6 16 3 20 10 6 8 10 13 0 15 2 17 22 23 4 8
split_gain=4.32098 3.21822 3.02019 2.69034 3.14342 2.45248 3.53006 2.43388 2.33204 9.79495 6.09799 5.44277 3.14125 4.92911 4.83634 6.13554 3.70098 6.07519 6.8968 5.91668 5.54019 4.68724 4.39283 4.14078 4.14883 4.73176 4.54018 4.95853 4.23922 4.11613
threshold=7.7286379265000011 8.8712712239000009 54.884872733100003 5.2595069053500012 91.28659581940002 0.075065000000000021 20.770927814650005 11.896459116400001 -0.23771499999999998 0.091705000000000023 195.76335783930003 203.77077094980004 -0.16297999999999999 16.485385178400005 12.644970430600003 64.342868436000018 41.621607100200002 80.288113607700012 13.400313096150002 6.0452823216500002 72.026481772850005 109.96062599345002 90.337570099350003 46.574831689400007 68.519383356500015 193.11174173740002 -0.063985 0.10575500000000003 196.92079858070002 8.8430989333000021
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 -2 4 5 -3 -7 -4 9 -9 -11 -12 13 -10 15 -14 19 18 -18 -16 21 -20 -23 24 25 -21 27 -26 -29 -28
right_child=2 3 7 -5 -6 6 -8 8 12 10 11 -13 14 -15 16 -17 17 -19 20 23 -22 22 -24 -25 26 -27 29 28 -30 -31
leaf_value=-0.017033339615760222 -0.017361616449930225 0.015638930601508085 -0.011379003281843698 -0.017731255360626249 -0.017695231661634354 -0.01792332925326048 0.014578561381566138 -0.010326292691481494 0.010982307746036073 0.009618164034793663 -0.026993368873455981 0.0035515927965352966 0.021748185652365651 -0.0047994862355606911 -0.016370286475332917 -0.016474224706888072 -0.013554752836170147 0.012314936166911872 -0.015273799209401983 0.0020640772866418727 0.01447667043150465 -0.0018913136419660178 0.009935042334049158 -0.010989512991782663 0.0039725784873893572 -0.0170420124169803 0.009100334752779958 0.0067812298379076605 -0.016887991584812061 -0.0057628893496384573
leaf_weight=5.9923616629093912 2.3754991311579934 3.7635884284973127 4.113018828444182 2.3823957918211809 1.783342696726322 1.9631030466407537 1.6243334263563156 21.139897488057613 20.800464814528826 18.235647018998865 2.6122017167508593 3.8221529554575682 1.3154167458415011 7.0477209463715544 3.9781502336263648 7.4089025687426329 11.86032775044441 8.7078723572194558 6.0258194254711261 12.470806997269394 6.2716955188661805 61.959184240549803 9.6563484221696836 4.8799972161650649 45.014765625819564 4.7653398364782324 66.666407452896237 2.9836174435913545 6.1853625308722258 5.3540239073336116
leaf_count=312 91 11 85 70 69 49 6 260 104 79 26 35 4 71 75 162 129 37 86 57 24 352 36 35 232 34 272 14 53 30
internal_value=0.000564358 -0.00733994 0.000964754 -0.0022963 0.0017294 0.00644177 -0.003207 0.00109157 0.00124281 -0.00217946 0.00480162 -0.00884897 0.00177723 0.00698831 0.00123065 -0.0107112 0.00163638 -0.000727583 -0.00191343 0.00325813 -0.000268038 -0.00145908 -0.000296696 0.00378459 0.00428722 -0.00321825 0.00531227 0.00174589 -0.00918595 0.0079954
internal_weight=363.16 17.5091 345.651 11.5168 9.13437 7.35102 3.58744 343.275 339.162 45.8099 24.67 6.43435 293.352 27.8482 265.504 8.72432 256.78 104.481 95.7734 152.298 83.913 77.6414 71.6155 148.32 143.44 17.2361 126.204 54.1837 9.16898 72.0204
internal_count=2900 517 2383 205 135 66 55 2292 2207 400 140 61 1807 175 1632 166 1466 664 627 802 498 474 388 727 692 91 601 299 67 302
is_linear=0
shrinkage=0.0163093


Tree=140
num_leaves=31
num_cat=0
split_feature=5 21 10 17 5 23 16 15 21 22 23 17 17 2 23 20 6 2 23 5 5 5 9 3 22 7 0 10 9 23
split_gain=3.79482 2.93876 2.69222 2.45446 2.71203 2.37465 3.12869 2.03426 2.2655 1.92921 8.07866 5.07332 4.76015 3.02418 2.93535 4.35983 6.20043 5.10433 3.92963 6.44862 4.06034 6.84934 6.50755 5.95887 3.75506 5.848 3.68742 4.15222 4.73878 4.3919
threshold=7.7286379265000011 8.8712712239000009 54.884872733100003 201.37020668845003 5.2595069053500012 0.074640000000000026 14.184966829400002 11.896459116400001 17.123843457500005 -0.23771499999999998 0.091705000000000023 195.76335783930003 203.77077094980004 127.00089009170001 0.088165000000000021 39.344049039350004 14.815346158200002 74.86597289860002 0.09642000000000002 15.821180766350002 21.623222698850004 22.073674782200005 204.88165762580005 90.367143138750023 0.11529000000000002 24.071745547300001 90.837623311600012 62.106071271500007 202.64563922830004 0.12064000000000002
decision_type=2 2 2 2 2 2 2 2 2 2 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 -3 -7 8 -4 10 13 -12 -13 -9 -11 16 24 -17 19 -19 23 -22 -23 -21 25 -16 27 29 -29 -20
right_child=2 3 7 -5 -6 6 -8 9 -10 14 11 12 -14 -15 15 17 -18 18 26 20 21 22 -24 -25 -26 -27 -28 28 -30 -31
leaf_value=-0.019616642461949843 -0.019958014895015294 0.016958853023821305 -0.02157196016097845 -0.022596815210762948 -0.020226695446656558 -0.021591301599242683 0.014052427997775519 0.0020804534089419878 0.0093938104062674631 0.0036764445890118038 0.010234979424961901 -0.029942596849241863 0.0036957725530653235 -0.014904197127464089 0.015991988962697663 -0.019005236928309209 0.010453049502186645 0.0066149471006045381 0.0040838136724740837 -0.010214093947670085 0.014639272995745691 -0.028225349310399807 0.0042125210624970452 -0.0396710970714877 0.0094178087033161724 -0.017729760274292516 -0.0073725421366078884 0.02109660648638885 -0.001315683914815175 -0.015021275070122556
leaf_weight=5.4432757981121567 2.1615946115925899 3.7247209604829532 2.7858601370826359 1.8137065898627032 1.6652178121730683 1.8437222624197604 1.6687963390722869 4.8678545122966197 1.2034254372119901 152.79015548806638 17.855793267488483 2.458830662071704 3.8227206878364086 15.936658716760574 2.3212619721889487 6.1587488166987887 26.533325666561723 9.9511966304853541 21.313180401921276 7.497762920334937 4.4776850435882798 4.9967406392097455 3.9301561927422881 3.6230561137199402 4.804128758609294 8.6299782898277027 11.637200543656943 9.0803751610219461 5.3226422034203997 5.3553536813706151
leaf_count=312 91 22 79 54 56 59 14 48 6 946 79 26 35 212 12 41 107 63 95 68 16 58 25 27 29 115 109 27 29 40
internal_value=0.000597816 -0.00833169 0.00102282 -0.00259949 0.00147458 0.00646784 -0.00465698 0.00115725 -0.0122307 0.00131746 -0.00231717 0.00510652 -0.00947152 -0.0109301 0.00188381 -0.000135588 0.00488813 -0.00241154 -0.00123936 -0.00619016 -0.0113858 -0.00439617 -0.0139443 -0.0198109 -0.00448365 -0.010582 0.00199893 0.00465424 0.0128141 0.000247288
internal_weight=355.675 16.1594 339.516 10.7162 8.90246 7.23724 3.51252 337.354 3.98929 333.365 44.9419 24.1373 6.28155 20.8045 288.423 135.633 42.2887 93.3441 87.1853 34.4766 24.5254 13.4046 8.9269 11.1208 15.7554 10.9512 52.7088 41.0716 14.403 26.6685
internal_count=2900 517 2383 205 151 95 73 2292 85 2207 400 140 61 260 1807 861 263 598 557 257 194 99 83 95 156 127 300 191 56 135
is_linear=0
shrinkage=0.01886


Tree=141
num_leaves=31
num_cat=0
split_feature=5 20 0 10 7 23 3 3 20 16 7 0 18 6 15 8 21 22 8 2 22 21 17 10 10 2 0 16 13 17
split_gain=3.38987 3.29161 2.62158 4.58795 5.45457 4.23005 3.44882 5.35852 9.72391 3.53724 3.37474 6.5695 6.11529 7.26023 6.31956 4.46252 3.27817 5.65086 4.78273 4.37103 3.22683 3.10882 2.96932 5.28745 2.95009 5.13896 3.01527 4.43926 7.05524 3.38689
threshold=11.848158554650002 40.742467179200005 85.716110573100011 62.00390986255001 19.617375644250004 0.10332500000000001 93.770731131900007 93.58791597905001 40.532725462000009 22.644947046300004 24.176224535650004 103.44649194340002 15.042884401850001 14.835346625500001 29.049007317550004 8.543332867800002 4.1402214890000009 -0.013805 8.543332867800002 122.26439358135001 -0.50001499999999999 5.1659621353500009 200.39804233735001 62.025417527550012 65.727424373200009 287.56973319225006 96.249489528150022 18.714956236300004 104.27722550570002 206.41783130310003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 3 16 -5 -6 7 9 -9 10 20 12 13 -12 -15 21 17 -2 19 -18 -4 -16 23 -11 -14 26 29 28 -28 -26
right_child=2 -3 6 4 5 -7 -8 8 -10 22 11 -13 24 14 15 -17 18 -19 -20 -21 -22 -23 -24 -25 25 -27 27 -29 -30 -31
leaf_value=-0.013272762602884226 0.0067023977122200543 -0.0017004081303455699 -0.0094991262623120715 0.013673002146842082 -0.020663552353572517 0.0017201337312038527 0.0088607226288374939 0.0035203228181228635 -0.025233420484473888 0.0098948214218752117 -0.011870670798603497 -0.018002981033595811 0.017527831620669388 0.014611600136029841 -0.0011843923653484622 0.0064562256864850445 0.0092035191797424816 -0.013976436964169251 -0.019529299445376114 -0.0058084408879626424 0.0034203125147324325 -0.017344002405856512 0.015128992028928059 -0.0097121090865406288 0.0027950307977757244 -0.01633881144651074 0.0043271426805726147 0.016163694760630683 -0.018927863928837746 -0.019787194709898266
leaf_weight=6.8296975968405595 21.182109536603097 25.819616756401956 4.431019837036728 1.7492439858615387 7.0719704199582321 2.5149787310510874 13.404833823442457 5.825180418789385 4.6454490497708321 9.0682882368564623 17.139810438267887 4.6842264644801608 2.8674427568912497 5.5868989601731327 5.0896650180220622 6.1037318035960189 6.266998269595212 3.3651854312047353 3.6306688115000716 13.322380062192677 102.94323780946434 5.382746109738946 7.2070676684379569 4.5331252366304389 3.4367241272702804 3.1347493333742014 41.072183920070529 6.1324186995625487 3.0818655211478463 2.5365928448736668
leaf_count=292 143 485 36 8 123 20 47 25 45 33 167 84 8 18 26 23 35 44 35 171 520 36 26 28 26 43 262 18 44 29
internal_value=0.000427154 -0.00412115 0.000894999 -0.00192136 -0.0103993 -0.0147916 0.00153941 0.00113868 -0.0092367 0.00160208 0.00103378 -0.000839224 -4.76216e-05 -0.0046258 0.000977036 -0.00361842 9.06348e-05 0.00386754 -0.00390216 -0.00100584 0.00288717 -0.00949032 0.00743632 0.00336016 0.00284235 0.00213337 0.00316262 0.0043454 0.00270399 -0.0067946
internal_weight=350.06 32.6493 317.411 59.1035 11.3362 9.58695 258.307 244.902 10.4706 234.432 213.623 106.249 101.565 39.3029 22.163 16.5761 47.7673 24.5473 23.22 19.5894 107.374 10.4724 20.8085 13.6014 62.262 59.3945 56.2598 50.2865 44.154 5.97332
internal_count=2900 777 2123 579 151 143 1544 1497 70 1427 1340 784 700 270 103 85 428 187 241 206 556 62 87 61 430 422 379 324 306 55
is_linear=0
shrinkage=0.0148237


Tree=142
num_leaves=31
num_cat=0
split_feature=16 20 15 20 15 23 15 22 23 2 22 9 23 8 4 5 4 0 0 10 22 15 13 23 16 9 22 15 13 23
split_gain=3.21886 2.46299 3.49843 2.33859 2.90131 2.54676 2.48975 2.08271 6.84743 6.57695 3.96727 4.80119 3.44276 3.02003 3.7754 3.41478 3.15761 3.01956 3.63118 2.58319 2.49127 8.25602 5.2681 2.49009 5.18625 4.17315 6.79094 7.8551 7.81039 3.69549
threshold=7.4549825670500001 32.785955158400007 36.282341310300005 34.542090938800008 23.516184833950003 0.10211000000000002 51.067537391750008 -0.24103499999999997 0.083905000000000021 127.74713841330002 -0.15895000000000001 40.406378633400003 -0.27223499999999995 2.8477776226000002 375.86663358980007 24.225659292200003 207.98441978950004 110.50907145210002 113.28087178455002 61.944763783650011 -0.59309999999999985 33.005488016050009 96.429616222950017 0.083415000000000031 12.644970430600003 210.39795333110001 -0.088514999999999996 32.706399462450001 109.96062599345002 0.076825000000000018
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=-1 2 -2 4 5 -3 7 8 9 -5 13 17 19 -9 16 -16 -15 -12 -19 -13 -10 22 -22 25 -25 26 27 28 -14 -27
right_child=1 3 -4 6 -6 -7 -8 10 20 -11 11 12 23 14 15 -17 -18 18 -20 -21 21 -23 -24 24 -26 29 -28 -29 -30 -31
leaf_value=-0.015862264325688148 -0.017345441262358537 -0.021587516097511146 0.015476882124808744 0.0059790094840063692 0.015036889999610554 0.014036666287594582 -0.015667178374694828 0.014063590101551242 0.0073248166514143336 -0.023826294515682862 -0.020769250983321465 0.0012631736325784293 -0.018680034104948555 -0.011072997923336323 0.0046851029164577535 -0.026340952329192951 0.011508579713275888 0.016292071830994133 -0.020218516024432497 -0.028160459607790986 0.0076859009807435479 0.01121804076222253 -0.026750725552010426 -0.020172595923144836 0.00060803373321160624 -0.020835004977950773 0.0090978405319715686 -0.025194046791742575 0.019033243990874398 0.0015395318978445288
leaf_weight=3.9292983077466479 5.0940720010548821 1.5902959257364258 1.3556120246648786 3.4917568229138842 7.7072370760142803 1.1330571938306091 3.0693369107320896 13.053986874409022 13.536612251773475 8.1114552151411754 5.5486038969829661 1.7143970513716329 2.8827001024037582 2.4909335160627988 2.2521481346338978 2.4332424029707909 11.318701816722749 2.0739585636183624 1.5841309446841476 2.3083528457209468 2.0422595310956257 6.4820194058120251 5.1788189727813005 4.0595245994627467 161.04160098172724 3.7422022726386768 48.012953565455973 4.4811921082437038 4.8680625073611736 6.9612844316288829
leaf_count=183 146 40 4 34 31 8 43 77 77 159 158 31 44 34 17 25 60 18 60 33 31 26 62 119 966 34 287 33 16 44
internal_value=0.000477992 0.000667044 -0.0104468 0.00088219 0.00934431 -0.00676599 0.000608704 0.000764978 -0.00317588 -0.014857 0.00131006 0.000542276 0.00103576 0.00737657 0.00265681 -0.0114275 0.00743539 -0.0123258 0.000481209 -0.0156208 0.00179988 -0.00365793 -0.0170114 0.00131962 9.70773e-05 0.00416457 0.00602077 -0.00605735 0.00500674 -0.00628316
internal_weight=343.55 339.621 6.44968 333.171 10.4306 2.72335 322.74 319.671 38.8429 11.6032 280.828 249.279 240.072 31.549 18.495 4.68539 13.8096 9.20669 3.65809 4.02275 27.2397 13.7031 7.22108 236.05 165.101 70.9484 60.2449 12.232 7.75076 10.7035
internal_count=2900 2717 150 2567 79 48 2488 2445 389 193 2056 1843 1607 213 136 42 94 236 78 64 196 119 93 1543 1085 458 380 93 60 78
is_linear=0
shrinkage=0.0181578


Tree=143
num_leaves=31
num_cat=0
split_feature=13 10 20 15 20 19 15 15 13 16 10 13 20 10 10 14 20 5 15 2 16 12 9 20 16 9 5 22 15 22
split_gain=2.91267 2.20318 2.16111 3.00583 1.9652 2.61005 4.13108 2.12759 2.06869 8.88009 6.11918 5.43745 4.11003 4.2351 6.62329 6.20741 6.08985 4.12603 4.05186 5.00071 4.21147 4.56345 4.32558 4.09742 3.90592 3.67125 4.1838 3.62818 3.57607 3.47575
threshold=73.376087754350024 54.884872733100003 32.785955158400007 36.282341310300005 34.542090938800008 13.951125619400001 23.304416445750004 51.067537391750008 112.82921081865001 19.974953289850003 66.318885161900013 113.96105169155001 38.592454371550012 63.910026677050006 62.837331883000012 151.37567628355004 43.022303514600004 20.206488238950005 30.046989284200006 98.229281563700013 17.844958270700005 207.71672397260002 224.73355223045004 49.275256100300005 18.474956797500003 214.57164835430004 19.998562110200005 -0.24103499999999997 26.285853065250006 -0.59309999999999985
decision_type=2 2 2 2 2 2 2 2 2 2 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 18 11 -10 -13 14 15 -14 -15 -17 20 -20 21 29 23 27 -21 26 -26 -23 -22 -6
right_child=1 2 4 -5 7 -7 -8 -9 10 -11 -12 12 13 16 -16 17 -18 -19 19 24 28 22 -24 -25 25 -27 -28 -29 -30 -31
leaf_value=-0.020049682035795335 -0.018891228200455877 -0.016368287313379276 -0.021601307898558977 0.014551943291026282 0.0074940715143402585 0.019167231379194696 0.011316881556655596 -0.014618770144965581 -0.018619268977664954 -0.022698834465155623 0.016180775182456076 0.010437569720183068 -0.02531889938355282 -0.029263280042525246 0.017497589510879926 0.015816805640953301 0.0072594881254374423 0.0003175237128546322 -0.030418533918683623 -0.020120357605889819 -0.0070603683478723533 -0.0082490274423046555 -0.022921947470468215 -0.012114113694624132 0.0020944714126545417 0.017583151844878738 -0.02262131906776451 0.0083470697651371571 0.0098291346154453698 -0.0060672995721893549
leaf_weight=2.2397822416387489 1.878739715553819 4.8740408299490801 1.8324808087199906 1.2910005673766134 7.119785794056944 4.3792294561862946 3.8126317821443081 2.9443637235090128 4.3095807526260606 5.7377120517194262 9.5804783925414068 16.307278214022517 2.9547447301447383 3.5116374772042027 7.9186414871364823 5.8895075097680083 2.5644477643072605 104.68954228051007 2.6317054368555572 3.8122923336923149 4.8313691029325154 4.8439541198313227 1.922972167842089 4.2813876364380112 8.5085116103291494 3.1511972583830348 3.0099823065102091 36.497142498847097 25.818524911999702 44.374865204095848
leaf_count=145 91 147 44 4 52 13 20 43 28 44 33 68 22 34 30 20 17 543 26 89 46 83 40 102 52 17 31 279 110 627
internal_value=0.000428765 0.000565568 0.000675208 -0.00989339 0.000874318 0.00872883 0.000631187 0.000626104 0.000768933 -0.000698421 0.00222527 0.00132277 0.00192027 0.000831151 0.00156556 0.000454347 -0.0138486 0.00114302 0.000138641 -0.00718104 0.00133029 -0.000475935 0.00354908 0.00466483 -0.00387218 0.000350317 -0.00436419 0.0064025 0.00716683 -0.00419227
internal_weight=337.52 335.28 333.401 6.16504 327.236 10.0243 5.64511 317.212 314.267 156.541 157.726 148.145 143.836 127.529 121.452 113.534 6.07609 110.579 150.804 21.1137 129.69 99.0401 47.5455 45.6225 18.482 14.6697 11.5185 41.3411 30.6499 51.4947
internal_count=2900 2755 2664 151 2513 77 64 2436 2393 1598 795 762 734 666 615 585 51 563 1554 215 1339 1183 504 464 189 100 83 362 156 679
is_linear=0
shrinkage=0.0180177


Tree=144
num_leaves=31
num_cat=0
split_feature=16 6 10 23 23 5 2 18 19 16 16 19 23 20 15 9 10 5 19 22 9 9 5 9 17 10 18 17 6 21
split_gain=6.90768 5.70399 4.50726 3.98128 6.85084 4.53657 4.25623 4.46876 3.83066 3.82659 9.82157 5.09298 7.07386 5.02015 5.12533 4.82371 6.05818 4.51007 7.03144 4.37414 9.02002 5.00123 3.46441 4.81304 3.20147 4.24375 3.29274 5.66378 3.14361 3.13317
threshold=18.594956516900002 15.675366252400002 90.988176966900014 -0.17732499999999998 -0.22831499999999999 19.385335982600001 234.61110956795002 13.622618370000001 10.250827068050002 9.744977212000002 12.644970430600003 12.651020723000002 0.083565000000000014 47.833738492450003 23.969938375100003 59.469124515800011 84.906884675850009 13.809011005350003 13.051052998800001 0.06041500000000001 205.70977008025002 216.74970536510003 23.721757872050002 227.14331114760003 197.05557773135004 57.729261435100007 13.278511569200001 193.63201810280003 16.435384010100005 11.133313228750003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 3 4 6 8 7 -1 -5 -10 -11 15 -13 14 -14 16 -12 -16 -19 20 -17 -22 -2 24 25 29 -27 -28 -26 -24
right_child=22 -3 -4 5 -6 -7 -8 -9 9 10 11 12 13 -15 17 19 -18 18 -20 -21 21 -23 23 -25 28 26 27 -29 -30 -31
leaf_value=0.001710180952297035 0.0011310170663610568 -0.0046755494990095873 -0.0037540269142674861 -0.0059061158103876224 0.0051861288761459092 -0.0038726082760118319 0.0020189576396113722 -0.005900930147252445 0.0040495585330350779 -0.0058431683414529572 -0.0059209978222914284 -0.0053533867797371359 -0.0035002058222413802 0.0067240218221241814 0.0055001205889922194 0.0030116291975069843 0.0022597706912371538 0.0020938724091475245 -0.0062353943650857169 0.004767259193780491 -0.0066839824009906328 0.0012597327436743345 0.0021458194746275592 0.0054963316907839406 -0.0016883915004055094 -0.0046593642232569624 0.0022815497461285477 -0.0053476066936379036 0.0035492477165557897 -0.0034725230065475194
leaf_weight=3.2951927930116707 182.43634988740087 8.2718922393396479 9.3535970784723741 2.9676092378795138 9.1825565192848426 9.6340186521410924 10.206537842750548 4.9916287045925856 5.5112507566809645 7.5544449277222148 4.8086010348051769 8.2338405540212971 10.249653307721024 2.580812692642211 4.3488746825605658 18.002069238573316 4.5171274766325951 8.3022088371217233 3.8020732887089244 11.236321426928042 4.8724946454167348 3.5070602409541607 10.092648990452288 3.3808677941560736 4.8899936676025373 12.186404958367349 6.2469623051583749 4.1785599924623966 7.426357626914978 3.4191773086786261
leaf_count=22 753 197 319 69 30 142 51 99 29 153 99 115 113 5 16 73 52 45 49 41 45 25 60 9 27 137 29 36 27 33
internal_value=0.000252139 -0.000576966 -0.00034658 -0.000115297 0.00160459 -0.000547515 -0.000173755 -0.00287443 -0.000228752 -5.5997e-05 -0.000301898 0.000193729 -0.00119959 -3.16484e-05 -0.00068458 0.00130727 -0.00195846 0.00106944 -0.000522432 0.00211687 0.00098803 -0.00335933 0.000802251 -0.000355174 -0.000763579 -0.00152502 -0.00286899 -0.000776224 0.00146973 0.000724094
internal_weight=389.687 155.43 147.158 137.804 27.6759 110.128 18.4934 8.28682 100.494 97.5268 92.0156 84.4611 37.5175 29.2836 26.7028 46.9437 9.32573 16.4532 12.1043 37.6179 26.3816 8.37955 234.257 51.821 48.4401 36.1238 22.6119 10.4255 12.3164 13.5118
internal_count=2900 1789 1592 1273 202 1071 172 121 929 860 831 678 343 228 223 335 151 110 94 184 143 70 1111 358 349 295 202 65 54 93
is_linear=0
shrinkage=0.0050725


Tree=145
num_leaves=31
num_cat=0
split_feature=7 17 6 13 16 15 21 8 3 16 18 20 15 8 20 22 2 18 13 14 9 15 16 19 10 15 22 18 16 20
split_gain=2.77737 2.25837 2.00031 5.56234 2.82297 3.36344 3.49453 3.69551 4.73772 2.87665 7.19049 3.67636 3.79025 3.73523 2.53389 2.34651 2.14896 4.71319 4.03986 3.19359 2.92058 2.33868 2.40319 4.86146 3.46113 3.14938 2.5602 2.96343 5.22419 7.08947
threshold=29.973557588500004 157.96759137085004 20.305474434200004 119.04223755815001 22.724946859200003 45.49682449725001 15.294585115650001 8.543332867800002 93.491131486350014 22.624947093000003 12.933745112000002 42.178283198950005 39.466660082200001 8.543332867800002 41.261521012900012 -0.040019999999999993 325.75432260090003 14.597307883300003 113.17333345935002 414.62864134155001 72.638117411050018 44.34858359035001 11.934972090850001 10.550851274900003 83.715897724050009 6.9561856507500011 0.68694500000000025 13.809421053700001 20.719951547750004 40.712530798250008
decision_type=2 2 2 2 2 2 2 2 2 2 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 9 7 8 -7 16 -11 14 -13 -14 15 -12 19 -18 20 21 -19 22 23 24 -3 -26 27 -24 -29 -30
right_child=-2 2 -4 -5 -6 6 -8 -9 -10 10 11 12 13 -15 -16 -17 17 18 -20 -21 -22 -23 26 -25 25 -27 -28 28 29 -31
leaf_value=-0.01980309606763132 -0.022854362214960722 0.015325154804221638 0.01362409184602938 -0.021259903459996395 0.011970212273630303 0.0078813596199079662 0.014736933215996293 -0.03145296523443445 -0.021934271461555428 -0.01904436029622825 -0.0031796991460246835 -0.01451747658723484 -0.004719795247343503 0.022665040205194397 0.022445346970642443 0.016051094024831486 -0.031298448755037664 0.0015911669223087023 0.025253312226619265 0.019278788701996268 -0.026882563086236863 -0.021682031644732962 0.0042267544195409464 -0.022148734514160648 0.017082848532317972 -0.023951112323465494 0.016500049072177263 0.00046270026381169197 0.0040615501461176385 -0.025293209244150218
leaf_weight=2.5483333840966216 2.4100237763486794 4.8162177801132184 5.751542553305625 5.4544466203078619 10.816492106765507 5.3405612930655497 2.5192947015166274 3.8512835018336764 4.8628238253295422 4.7250989079475394 5.1644449383020374 5.0030059292912474 4.7554578408598882 4.7595031782984734 11.118439197540281 7.3327280320227191 3.2266449201852074 4.8943227715790254 2.1972225159406662 4.3515993300825349 2.6529388725757599 2.2717828210443249 77.19571774918586 6.4806481050327411 1.2732638372108338 2.993244344368577 5.1024242192506781 114.72218756936491 6.8258323855698135 9.2591565400361997
leaf_count=86 165 39 24 70 43 26 16 51 63 25 23 27 25 15 33 30 42 61 7 36 43 19 514 181 18 123 27 980 28 60
internal_value=0.000521164 0.000690713 0.000849106 0.000622305 0.000997033 0.00061129 -0.00896462 -0.0132131 -0.00632845 0.00115646 0.00638485 0.00953576 0.000881564 0.00897844 0.014856 0.00810399 0.000253862 -0.00840574 -0.000825387 0.000731247 -0.00841764 0.000381756 0.000600956 -0.00768917 0.00262793 -0.0117053 0.0012064 0.000831234 -0.00117263 -0.0128362
internal_weight=334.677 332.267 329.718 323.967 318.512 307.696 16.574 14.0547 10.2034 291.122 42.8587 38.1336 14.518 9.51496 23.6156 12.4972 248.263 12.9711 9.74448 235.292 7.54726 230.94 228.669 15.5634 9.08273 4.26651 213.105 208.003 130.807 16.085
internal_count=2900 2735 2649 2625 2555 2512 156 140 89 2356 178 153 67 40 86 53 2178 153 111 2025 104 1989 1970 361 180 141 1609 1582 1068 88
is_linear=0
shrinkage=0.0218537


Tree=146
num_leaves=31
num_cat=0
split_feature=16 6 10 23 23 2 10 20 17 13 20 16 16 13 21 7 6 18 2 15 16 18 13 2 13 2 3 16 14 5
split_gain=10.2348 6.17248 5.44894 5.07701 7.56118 5.62435 5.42839 5.86651 5.5625 5.40124 5.88114 4.9553 8.51759 6.20662 6.34736 5.54212 6.03644 4.93293 4.72614 4.66991 4.56611 6.2555 4.32119 6.16667 4.12459 3.78697 3.77353 3.51462 6.93232 5.24117
threshold=18.594956516900002 15.675366252400002 90.988176966900014 -0.17732499999999998 -0.22831499999999999 234.61110956795002 74.986474174450009 38.238138001450004 168.75790693355003 108.61908538635001 47.833738492450003 15.794963064500001 17.654958715000003 98.238948544700023 18.904039828500004 24.101221167900004 13.200308423050002 13.622618370000001 159.92742394165003 45.49682449725001 22.824946625350005 13.278511569200001 117.99105042915001 97.066378971950016 99.593931442450014 69.280267125550012 74.63428615940002 22.624947093000003 307.90126551520001 21.377246852200006
decision_type=2 2 2 2 2 2 2 2 2 2 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 17 9 25 -9 10 -5 13 26 14 15 -10 -17 -1 -11 22 21 -21 27 -24 -12 -8 -13 28 -2 -30
right_child=19 -3 -4 6 -6 -7 7 8 11 18 24 12 -14 -15 -16 16 -18 -19 -20 20 -22 -23 23 -25 -26 -27 -28 -29 29 -31
leaf_value=0.0012805430016534884 0.0010293719374292467 -0.0033969391443259538 -0.0028132965181377053 -0.0036714471511878175 0.0038070179689197203 0.0016851688748884639 0.0013283689431850753 -0.0044827862904267823 0.0018883485751510964 0.0037484420799450842 -0.0026150784483670681 0.002170836830477486 0.0028510811831976516 0.0020584209163521457 0.003290329994490567 -0.0036782600590535511 0.0020983723411453492 -0.0042748607840229023 -0.0022854467845264247 -0.0045171070950585793 0.0032150844380435459 -0.00015668265210663388 0.0014030473092530775 -0.0032632591856752461 0.0029521361823308459 -0.0035724757398543196 -0.0039504126797605659 0.0017945043591613469 -0.0043268650417962054 -0.00010799699871650472
leaf_weight=3.3407778069376999 123.78797971829772 8.8674032455310208 10.507659066468475 17.381672240793712 9.8624724447727186 10.791770420968531 2.7027681171894065 2.9664204660803071 5.2812711745500627 3.8410236462950698 3.3690287973731747 1.5418626125901926 4.5699210576713076 33.574694417417049 5.0148483440279952 11.148904420435427 3.0026282630860797 5.5832030940800905 3.0417981799691916 6.0457963366061511 3.2133881822228423 14.919084027409552 7.1782872527837736 7.6504067238420248 3.5994557738304138 8.6941867293789965 9.0277113374322635 55.172976598143578 5.4280522800982025 13.250734750181435
leaf_count=22 510 197 319 217 30 51 18 44 28 11 42 8 21 126 17 185 13 99 42 80 10 86 36 82 15 163 121 197 41 69
internal_value=0.000222657 -0.000460744 -0.000296832 -0.000118574 0.00122195 -7.11842e-05 -0.000452448 9.39316e-06 0.000371631 -0.00174668 -0.00254619 0.000568458 -0.00127394 0.00104919 -0.000336824 -0.00127285 -0.00245259 -0.00219514 0.00108182 0.000706982 -0.000798889 -0.00141413 0.000878346 -0.00100439 0.000260574 -0.00241025 -0.00305746 0.00101961 0.000719511 -0.001334
internal_weight=404.358 167.711 158.844 148.336 29.5782 19.7158 118.758 87.5252 76.1283 31.233 24.3502 73.1618 15.1395 58.0223 24.4477 19.4328 14.1515 8.92398 6.88282 236.647 24.1783 20.9649 212.468 14.8287 6.96848 11.397 10.5696 197.64 142.467 18.6788
internal_count=2900 1789 1592 1273 202 172 1071 744 563 327 274 519 150 369 243 226 198 121 53 1111 176 166 935 118 57 181 129 817 620 110
is_linear=0
shrinkage=0.00361617


Tree=147
num_leaves=31
num_cat=0
split_feature=5 20 3 9 7 3 5 21 13 3 7 20 21 21 23 23 22 4 22 7 20 6 10 21 17 16 21 15 22 21
split_gain=5.88887 3.93817 3.37059 5.02583 3.14381 4.00418 7.69859 4.96126 3.6985 7.17035 8.16443 5.54605 4.31647 6.08724 4.45159 5.24038 4.22333 6.28959 4.09916 4.09884 4.59081 3.75677 5.06292 5.14262 4.50174 3.64136 3.91703 4.9713 5.80274 4.50939
threshold=11.848158554650002 40.742467179200005 103.44111502715002 71.82068887245002 19.617375644250004 94.92945658615001 31.302824910800002 0.61177024580000017 109.41218053485001 84.968719212850019 22.620341628000002 40.621691032550004 8.3174718251500028 10.738578069800001 0.09254500000000003 0.083905000000000021 -0.054494999999999995 168.72122291465004 -0.13978499999999996 24.101221167900004 38.238138001450004 16.505385645700006 62.009286778800011 6.6145699112000012 189.57010944335005 22.644947046300004 15.121227527900002 36.168474401900006 -0.088099999999999998 5.7587983756000005
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 4 -4 -2 8 7 -7 9 12 -11 -10 16 -14 15 -15 17 -6 -13 -19 -21 25 24 -24 -23 26 27 -20 -29 -30
right_child=2 -3 3 -5 5 6 -8 -9 11 10 -12 18 13 14 -16 -17 -18 19 21 20 -22 22 23 -25 -26 -27 -28 28 29 -31
leaf_value=-0.0053593136285444596 0.0043904796288158198 -0.00089843296935215606 0.00065111511619340133 -0.0058989406186303025 -0.0081763824616313072 0.0014977561581933239 0.0056837222561008866 -0.0068028556849519277 0.0023418945236871008 -0.00012023626660692911 -0.0078394910682472903 0.0033156265109978052 -0.0072499759603210819 -0.0029974264812874488 -0.0038893833999620012 0.0044646232134473865 0.0028771720759251671 0.0046738131854706672 0.0021142974961525728 -0.0044235042591726018 0.00088955297811718625 0.0031747344707827507 -0.0023589442884689982 -0.011583404263510566 -0.0036624186009561609 0.0027124542475059346 0.0041473926100759079 -0.0069445007869135692 -0.0036986632167379649 0.001185063215724546
leaf_weight=8.3892469918355328 7.1895351931452742 29.756102416664362 9.2952613644301874 6.6413672007620326 2.8592221327126017 3.3057613167911759 3.1128451712429515 8.5125941243022663 79.486272845417261 10.695040337741377 7.8611466642469159 13.292270101606844 4.9594274805858758 4.8650156073272255 6.9456649087369433 8.63713241368532 29.914798302575946 6.9300682954490176 13.498084940016268 6.7450040616095057 26.531145326793194 7.1041215881705302 5.7937571331858617 3.0508954599499702 5.7715884447097778 18.78555865958333 5.9434866830706587 6.3997813872992912 10.6341825593263 15.171715763397513
leaf_count=292 32 485 81 167 28 31 10 109 309 89 95 51 65 50 67 38 148 35 54 83 177 29 32 26 35 85 21 47 62 67
internal_value=0.000262906 -0.00187951 0.000503316 -0.00207853 0.000630311 0.000544979 -0.00236191 -0.00448106 0.000688758 -0.000111663 -0.00339042 0.00119491 0.000506721 -0.00153464 -0.000148443 0.00177594 0.0012174 6.44613e-05 0.000330302 0.0006505 -0.000187392 -0.000100304 -0.00219109 -0.00554085 0.000109953 0.000544459 -0.000244101 -0.000815187 -0.002043 -0.000827439
internal_weight=378.078 38.1453 339.933 15.9366 323.996 316.807 14.9312 11.8184 301.875 116.944 18.5562 184.932 98.3875 25.4072 20.4478 13.5021 72.9802 43.0654 105.445 40.2062 33.2761 92.1532 21.7204 8.84465 12.8757 70.4328 51.6473 45.7038 32.2057 25.8059
internal_count=2900 777 2123 248 1875 1843 150 140 1693 875 184 818 691 220 155 88 471 323 509 295 260 458 122 58 64 336 251 230 176 129
is_linear=0
shrinkage=0.00575046


Tree=148
num_leaves=31
num_cat=0
split_feature=16 12 8 8 8 5 19 6 6 21 9 21 20 17 3 6 10 21 10 7 13 0 0 2 19 0 15 21 6 5
split_gain=2.70011 4.03764 4.1845 3.19161 3.17899 2.82614 2.59697 3.13429 5.8197 2.80876 3.59118 3.15458 3.96486 3.43445 3.071 3.7789 2.81945 2.45148 2.42955 4.75633 2.40109 2.29221 4.17089 4.5003 4.02084 4.45292 4.84023 4.17164 3.85485 7.95218
threshold=13.534968349350001 234.88438170465002 2.9476996444500005 1.3489472949000001 7.6440346712000009 13.999568943650003 11.850956171350001 13.665319288000001 13.775321858200002 5.9038172716500013 184.56123852025004 2.4738339625000005 41.093509583400007 199.41622983390002 83.960547413900017 5.6401317807500009 65.727424373200009 23.332574394100003 84.906884675850009 21.330714749000006 95.99139754765001 93.972365491700018 86.530713386650021 317.41815758785003 12.851036860900001 94.776214472700005 26.744537432900007 5.1084261806000013 16.455384477450004 22.443872254700004
decision_type=2 2 2 2 2 2 2 2 2 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 17 20 -2 9 -9 11 14 12 13 -8 15 -11 -16 -1 19 -5 -6 22 23 -10 -23 -26 -27 -28 -24 -30
right_child=6 2 -4 18 5 -7 7 8 21 10 -12 -13 -14 -15 16 -17 -18 -19 -20 -21 -22 24 28 -25 25 26 27 -29 29 -31
leaf_value=-0.018700256306881605 0.0090409041963066053 -0.009287277905739964 -0.016421691524718778 0.017054756904175024 -0.011564238980826487 -0.021305687083146979 -0.02217426651202618 0.016884963153696968 -3.3293215112393591e-05 -0.012499886794081842 -0.018717462300793377 0.0060678542798005535 -0.025456889703166331 0.0049116406900353909 0.0093339765252221877 0.016683389774176792 -0.022325122232290565 0.020772893765522278 0.020484586859824194 -0.013777170266043517 0.014410940433984325 0.003983568744613252 0.0065500860494237638 -0.023505854353094338 -0.019449892111933844 -0.023831762131998221 0.0094613166215801806 -0.015026808761278642 -0.013639333733322441 0.014678499910605349
leaf_weight=10.464114194735885 13.293333365581928 3.6270923218689886 3.5290819071233264 3.8847344890236837 1.8310564141720522 1.7518028207123277 2.0337099498137849 8.1483103409409505 101.25248594675213 2.4122646274045128 7.8757077045738688 14.267105513252316 2.9318684414029113 7.4854469811543822 1.3246860094368456 4.0786274038255215 3.4997701207175851 0.56658217310905534 4.9050298356451094 3.0522182509303093 3.6174811609089375 16.027488609775901 72.653925012797117 2.8694185428321353 7.7760842749848988 2.8610754646360865 8.865750893019138 3.2467734087258568 9.7155424728989583 5.2013228535652152
leaf_count=380 99 138 97 14 48 32 41 33 728 55 105 102 32 67 7 15 91 2 28 38 23 85 312 40 89 33 51 42 55 18
internal_value=0.000469363 -0.00422352 0.00173914 0.00588231 -0.0104371 -0.00088424 0.001056 0.000682938 0.00153383 -0.00373966 -0.0091339 0.0001349 -0.00666342 -0.000875099 -0.00246355 0.00583776 -0.0136323 -0.0166728 0.0105286 0.00348889 0.00568162 0.000991086 0.00182012 -0.000680156 -0.00310721 -0.00810277 -0.00220999 0.00289725 0.00479296 -0.00376526
internal_weight=335.05 37.2292 18.9982 15.4691 18.231 7.20034 297.821 284.527 238.618 45.9092 19.1911 26.7181 12.451 9.51916 11.3153 6.49089 4.82446 11.0307 11.842 6.93695 5.44854 230.47 191.693 104.122 38.7772 22.7497 14.9736 12.1125 87.5708 14.9169
internal_count=2900 800 315 218 485 103 2100 2001 1486 515 273 242 140 108 168 70 98 382 80 52 71 1453 1153 768 300 215 126 93 385 73
is_linear=0
shrinkage=0.0184828


Tree=149
num_leaves=31
num_cat=0
split_feature=16 10 20 15 20 2 15 7 3 6 9 23 3 0 8 17 3 3 20 18 19 18 18 23 21 6 5 6 16 2
split_gain=2.31014 2.03109 1.9352 2.55694 1.87524 1.78421 1.75651 1.6286 2.66637 5.43955 3.68745 4.2247 2.67758 3.02605 3.62008 4.4299 2.86615 4.16233 8.53267 2.8697 4.0636 3.73045 3.62737 3.12267 2.54372 2.43605 10.4212 6.03543 3.82413 3.37955
threshold=7.4549825670500001 54.884872733100003 32.785955158400007 36.282341310300005 51.779769178100004 58.396949525950006 8.149661848700001 19.041006859700005 94.92945658615001 20.305474434200004 186.67271206880002 0.091705000000000023 94.319176590550015 85.716110573100011 8.2435668022500028 188.54236693505001 93.770731131900007 93.58791597905001 40.532725462000009 13.278511569200001 14.351157895250003 13.064341268650002 12.918470885650002 0.10872000000000002 13.811848270300002 16.455384477450004 22.963361893800002 16.565387047600002 22.654947022900004 181.83510701155004
decision_type=2 2 2 2 2 2 2 2 2 2 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 -3 -6 -4 12 10 11 24 13 14 -9 -16 17 19 -19 20 21 22 -15 -23 -10 28 27 29 -21 -27
right_child=1 2 4 -5 6 -7 -8 8 9 -11 -12 -13 -14 16 15 -17 -18 18 -20 25 -22 23 -24 -25 -26 26 -28 -29 -30 -31
leaf_value=-0.015876562251555027 -0.020699268878817543 0.0060938663522454349 0.0085991220681563493 0.014993557857946945 0.016062192847546626 -0.023719982507766559 -0.021620540323853993 0.006271131586187426 -0.02415312151037826 0.0097496458598390033 -0.028182883831691381 0.012973014145876692 0.013465291945288262 -0.0056209421169614495 -0.033713975884347512 -0.0058780266372372124 0.010664716147584576 0.0045113941324480614 -0.032466428430753397 0.00084206838877876251 0.01680173289004442 -0.022796294296347646 0.018953059961423793 0.0049123436481775407 0.011601671225039739 -0.043506151509781071 0.012325904898780424 -0.0019922282637042221 0.0134052887693833 -0.016418440365719926
leaf_weight=3.369071054738014 1.7462877174839366 1.0077719036489714 10.994117287918924 1.2208106219768522 0.60271243657916729 3.6379288672469556 2.5182515000924468 5.2789458930492428 3.9174107909202593 5.5342701226472846 4.5134934401139617 2.966718178242445 6.9357849825173608 3.9721149168908649 3.1193071547895661 8.0439563747495395 12.790824990719555 5.6671803183853608 4.326134879142046 179.98255324177444 11.177389204502104 3.5778290666639796 5.8242060244083405 2.8911021575331688 0.9774580169469117 3.2060828059911746 8.1554220207035524 6.4986272193491459 10.057746689766644 4.1608390808105469
leaf_count=183 90 6 73 4 6 140 86 33 96 24 61 16 29 25 37 61 47 25 45 1549 36 27 24 13 4 24 32 31 45 28
internal_value=0.000457878 0.000627049 0.00074215 -0.0105422 0.000950529 -0.0172526 -0.0143433 0.00110227 0.000830763 -0.00659077 -0.0138984 -0.00569736 0.00129604 0.00099323 -0.00725826 -0.0136561 0.0015105 0.00104119 -0.0114964 0.00156432 0.00759766 0.00127267 0.00898904 -0.0104127 -0.0170132 0.000783557 -0.00545946 -0.0159204 0.00150697 -0.028207
internal_weight=328.672 325.303 323.557 5.86651 317.69 4.6457 3.12096 314.57 303.575 17.9094 12.3751 7.86159 285.666 278.73 16.4422 11.1633 262.288 249.497 9.99332 239.504 27.4426 16.2653 9.79632 6.46893 4.89487 212.061 22.021 13.8655 190.04 7.36692
internal_count=2900 2717 2627 150 2477 146 92 2385 2312 201 177 116 2111 2082 131 98 1951 1904 70 1834 125 89 49 40 100 1709 115 83 1594 52
is_linear=0
shrinkage=0.0198279


Tree=150
num_leaves=31
num_cat=0
split_feature=16 20 0 20 20 21 16 18 9 21 10 2 17 17 17 15 16 19 6 6 22 6 23 23 6 18 6 2 0 13
split_gain=10.2769 5.49558 5.02859 6.58657 8.8654 6.59471 5.57213 5.32524 6.73279 5.3153 5.24817 5.23821 4.90869 4.69244 6.23594 4.55883 4.78725 6.84882 7.75896 5.74036 5.61367 5.79981 5.52385 5.05681 4.51332 4.12281 3.96946 8.86475 6.75432 6.92036
threshold=18.594956516900002 38.238138001450004 86.530713386650021 42.131954243650007 43.45354240915001 6.9984086918000008 22.614947116400003 13.5538556217 196.26893085885004 2.7924425290000001 62.197478847950002 101.14502893930002 166.83257850275001 190.40793214150003 187.45953903175004 30.046989284200006 13.534968349350001 11.950964240300001 13.665319288000001 13.825323026450002 0.20327000000000003 11.585270688000001 0.07968500000000002 0.083905000000000021 16.575387281250006 13.849588037450003 15.925372093750001 228.97475477770004 96.249489528150022 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 -1 3 -2 9 -6 7 -4 11 -5 -10 -9 -3 14 -11 16 22 -18 20 -20 21 23 25 -19 -7 -14 27 28 29 -12
right_child=2 12 6 4 5 24 -8 8 10 13 26 -13 15 -15 -16 -17 17 18 19 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.0022986013491980155 0.00096054014546709319 -0.0028511954007382299 0.0025869058677113364 0.00052668144111823589 0.0029706170411524326 -0.00379942376651124 0.003002282246700906 6.1386028161792297e-06 -0.0025157625204225141 -0.0069964658836655447 -0.0042131025140121851 -0.0050011268004169452 -0.0049135741318181931 -0.0062487265878005509 0.00015081712715250972 -0.0034523733226373859 0.0029451148551169109 -0.0035749521105359681 0.0041709950674153661 0.00043505118916462802 0.0027776050641078022 -0.0049078574302252442 -0.0033750957884533918 0.00069254296088660616 0.0015981422615066357 0.00062559990784477105 0.0026500503269727528 -0.0049941176744260872 0.0045057483724391164 0.0012518408125003994
leaf_weight=25.735207395628095 66.403922509402037 11.120728068053721 24.078868523240089 6.049271751195195 11.473584447056057 6.1601074822247011 26.402129724621773 8.1254765018820745 6.6745991036295882 2.9513738472014683 4.8951866552233723 6.2166159562766543 2.5323361866176155 8.0483442991971952 6.7980007901787758 6.1675075814127913 17.965454515069723 7.2797152865678134 9.5020542293786985 25.648573679849505 4.8310500383377066 8.2667893841862661 11.94904315844178 13.112863227725027 4.5337036456912756 21.475721638649702 23.232892520725727 4.388909623026847 7.966912977397441 19.337207444012165
leaf_count=431 295 216 76 28 43 45 86 36 33 35 38 53 40 71 40 98 85 130 28 143 20 82 217 86 31 213 74 33 20 74
internal_value=0.0002344 -0.000554915 0.000770635 0.000133235 -0.00106066 0.000808587 0.00131629 0.000892018 0.000387168 -0.00279825 0.000937474 -0.00216427 -0.000234046 -0.00392836 -0.00201284 -7.95777e-06 0.000165368 0.000688227 9.75302e-05 0.00144497 -0.0013167 -0.00200687 -0.00109399 -0.000830862 -0.00151109 4.13356e-05 0.00132277 0.000479973 0.00122612 0.000147867
internal_weight=409.324 165.587 243.737 112.418 46.0144 22.1674 131.319 104.917 80.8378 23.847 66.4957 14.3421 139.852 17.7977 9.74937 128.731 122.564 86.6065 68.641 35.1506 33.4904 28.6594 35.9571 20.3926 10.6938 24.0081 59.8211 36.5882 32.1993 24.2324
internal_count=2900 1789 1111 588 293 119 523 437 361 174 272 89 1358 146 75 1142 1044 574 489 171 318 298 470 216 76 253 239 165 132 112
is_linear=0
shrinkage=0.00410586


Tree=151
num_leaves=31
num_cat=0
split_feature=16 20 15 17 0 20 20 21 3 16 20 21 20 6 5 20 17 10 17 5 6 0 22 22 19 20 16 22 9 9
split_gain=8.20837 5.75326 4.69943 4.71143 4.53001 5.55709 6.17145 5.43572 5.39464 7.21646 8.84884 7.60725 6.19251 4.9754 8.40153 10.2004 4.1548 5.44442 5.06475 4.06467 3.99553 3.9707 4.08544 3.68128 3.67096 6.14999 4.13389 4.56034 4.35856 4.4041
threshold=18.594956516900002 38.238138001450004 30.046989284200006 166.83257850275001 86.530713386650021 42.131954243650007 43.45354240915001 6.9984086918000008 88.727183679150016 18.984955604900005 36.30367149775001 1.0000000180025095e-35 43.124157941850008 16.455384477450004 22.443872254700004 40.823855932350007 187.45953903175004 61.917879202350001 190.40793214150003 11.848158554650002 16.575387281250006 103.82556453975 -0.50001499999999999 -0.21094499999999999 13.051052998800001 41.322103772800006 13.534968349350001 0.06041500000000001 206.08249486475003 216.74970536510003
decision_type=2 2 2 2 2 2 2 2 2 2 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 16 -8 9 -6 -11 -12 -13 -10 15 -15 -7 -18 -19 21 -9 22 -5 -23 26 -26 -21 28 -28 -30
right_child=4 2 -4 19 8 6 7 20 13 10 11 12 -14 14 -16 -17 17 18 -20 24 -22 23 -24 -25 25 -27 27 -29 29 -31
leaf_value=-0.0028325496229996304 0.0010322798839971011 -0.0032194520140184377 -0.0044186547006018293 0.0034612521886679894 0.0024280140416875636 -0.0080803128519918339 0.0031024729260425532 -0.0045735008777551336 0.0030192627971387001 0.0028076917470725182 0.0022985797782605977 -0.0065732007532844196 4.5651501214068812e-05 0.0011990885284537906 0.004834970544726298 -0.0088867389008947459 0.003458354499904991 -0.00034408187414068208 -0.0061134407496504506 -0.00091942279212137764 0.0016307733708605663 -0.0057511553553155938 -0.005795460748693507 0.00050732325075707012 0.0017728543074494233 -0.0049775720958558948 0.0022023992174068701 0.0050992216267741934 -0.0034162199391536007 0.0030987164290496123
leaf_weight=24.66517776157707 63.266879323869944 10.393553145229815 6.2854931559413663 1.4304036647081373 22.494414240121841 3.5270854383707073 10.865974877029659 6.0291116125881654 58.521802917122841 9.2838938087224978 5.1632251068949726 11.862564567476513 4.9846108779311171 6.3632083386182803 5.5575726926326743 4.0904159992933273 3.4602710530161884 6.9812027402222148 8.2348521389067155 16.121747063472867 4.5018043965101242 2.6269736969843533 6.8691077940166014 20.902945695444942 6.8270146287977678 6.5820444580167532 34.04534381441772 9.4544909596443159 7.9822429697960597 3.804360743612051
leaf_count=431 295 213 101 7 93 44 43 45 196 34 19 88 24 23 16 30 15 43 72 157 31 66 146 292 36 79 157 30 57 17
internal_value=0.000256684 -0.000621764 -0.00021277 -4.67777e-06 0.000846792 8.89824e-05 -0.0012798 0.000629936 0.0014779 0.000275219 -0.00127221 -0.0029931 -0.00461487 0.00234585 -0.000115526 -0.00274741 -0.00312017 -0.00218343 -0.00346643 0.000281768 -0.00192127 -0.00123666 -0.00420009 -0.000191398 0.00085159 -0.0015407 0.00130081 0.00194824 0.00129824 -0.00131339
internal_weight=393.18 157.991 133.326 127.04 235.189 106.867 43.6003 21.3969 128.322 53.7887 31.2943 22.0104 16.8472 74.533 16.0112 10.4536 22.2034 18.6763 15.2161 116.647 10.5309 31.8294 8.29951 23.5299 84.8172 13.4091 71.4082 55.2864 45.8319 11.7866
internal_count=2900 1789 1358 1257 1111 588 293 119 523 258 165 131 112 265 69 53 174 130 115 1044 76 511 153 358 533 115 418 261 231 74
is_linear=0
shrinkage=0.004983


Tree=152
num_leaves=31
num_cat=0
split_feature=16 6 10 5 15 9 23 23 2 16 16 19 19 23 23 6 9 22 18 2 0 5 6 21 22 22 13 21 13 7
split_gain=7.73884 5.47809 4.89688 4.30428 3.97846 3.82266 3.75842 7.01869 5.73233 5.0399 9.54375 5.78084 4.77828 7.44554 4.78335 4.6702 4.85913 5.60753 4.36294 3.40273 3.92931 3.30972 3.56515 5.9121 2.97516 2.96098 3.66167 2.90821 5.0928 4.3198
threshold=18.594956516900002 15.675366252400002 90.988176966900014 23.803605515150004 32.540328261750005 227.14331114760003 -0.17732499999999998 -0.22831499999999999 234.61110956795002 12.644970430600003 9.6249774926000011 10.250827068050002 11.950964240300001 0.083565000000000014 0.090720000000000023 13.665319288000001 44.114531459200009 0.11529000000000002 13.622618370000001 195.12355368615002 97.483491810050012 14.624842172000003 5.0951190466500007 20.770927814650005 -0.097799999999999984 -0.053019999999999991 104.51649827935002 11.790993765850002 117.07428620665002 23.282607548150004
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 4 -2 6 27 7 8 18 10 11 -8 21 25 -15 16 -16 -18 -1 20 24 22 23 -11 -17 -14 -27 28 -5 -29
right_child=3 -3 -4 5 -6 -7 9 -9 -10 12 -12 -13 13 14 15 19 17 -19 -20 -21 -22 -23 -24 -25 -26 26 -28 29 -30 -31
leaf_value=0.0011843843555791786 0.0010390670945438758 -0.0039067042764348451 -0.0032695635164347336 0.0026664760049031544 -0.0047900420493610582 0.0042823626223405849 -0.0051084458193118628 0.0044635553911495035 0.0021020235499594436 -0.0048092654032057102 -0.0049550181008095068 0.0033792426943019928 -0.0044359834555948987 0.0017225682543419555 0.0035974845672430917 0.0042047257068112878 -0.0053700758293718691 0.0013731021429927142 -0.0050332874516658879 0.00419056676945342 -0.0035517885686870213 -0.0012016348063130212 0.0038241604110068978 0.0050790874232706984 -0.0011734721661221532 -0.003619687800672935 0.0030518067961175562 -0.0056449270363180815 -0.0010682380031095519 0.00067835143400564088
leaf_weight=3.3539603315293842 183.7851224988699 8.0867117960005981 9.4871012158691865 8.6895789653062803 3.2249108999967566 2.9929511547088614 1.9563933666795517 9.2043743599206191 10.075310949236153 2.5866445880383315 10.865980627946554 5.8186633735895157 10.137963546440007 23.525900794193149 1.9472148586064602 3.7230959981679908 8.9684921093285066 3.0037353355437508 5.3338437117636204 3.9055701978504649 4.5069711096584797 5.2356925979256621 12.80787882581353 1.9236510694026945 3.7843097355216733 3.3910707272589198 2.6931994408369064 4.7458054684102517 28.551650980487466 3.3717972040176392
leaf_count=22 760 197 319 36 66 9 44 29 48 56 210 34 153 139 13 12 113 20 98 15 31 37 46 5 30 42 10 62 228 16
internal_value=0.000242961 -0.00048127 -0.000298382 0.000740727 -9.9841e-05 -0.000393263 9.17154e-06 0.00140836 -9.03821e-05 -0.00034406 -0.00236964 0.00124353 6.57332e-05 -0.000488044 0.00028231 -0.000853215 -0.00266045 -0.00367827 -0.00263293 0.000726922 -0.000399021 0.00177435 0.00267406 -0.000591861 0.0014937 -0.00302223 -0.000666554 -0.000701779 -0.000196809 -0.00301844
internal_weight=391.686 159.549 151.462 232.137 141.975 48.3518 138.75 27.9675 18.7631 110.782 18.641 7.77506 92.1414 69.5875 53.3653 29.8394 13.9194 11.9722 8.6878 15.9199 12.0144 22.5539 17.3182 4.5103 7.50741 16.2222 6.08427 45.3588 37.2412 8.1176
internal_count=2900 1789 1592 1111 1273 351 1207 197 168 1010 288 78 722 578 373 234 146 133 120 88 73 144 107 61 42 205 52 342 264 78
is_linear=0
shrinkage=0.00427152


Tree=153
num_leaves=31
num_cat=0
split_feature=5 16 20 15 22 5 9 23 13 13 20 21 0 21 23 23 23 6 15 21 20 21 9 3 2 22 8 2 13 9
split_gain=8.72246 4.9831 6.23927 5.65898 7.17388 5.64476 9.33624 5.59725 5.67258 7.20076 5.35799 5.83732 5.31758 6.35869 5.88641 5.73746 5.07149 5.06424 4.4092 4.33249 4.31571 4.30981 4.4308 4.24636 6.20231 3.95764 8.4731 7.42378 9.03211 4.34334
threshold=7.7286379265000011 20.394952307700002 41.919251152600005 46.574831689400007 -0.095714999999999995 20.766972852450003 66.290220196950017 0.25847000000000003 111.42314721645 109.57886493895002 38.238138001450004 1.0085888034000001 86.20003303655001 5.4279412736500001 0.10575500000000003 0.070195000000000021 0.088165000000000021 13.400313096150002 23.163629804900005 12.953111773950001 37.572218886150004 11.702496363450001 221.96229337275003 94.187442142150019 163.32842070695003 -0.072569999999999982 8.8430989333000021 115.23517099855002 117.58509325145 201.44620319810005
decision_type=2 2 2 2 2 2 2 2 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 5 3 25 -5 7 17 8 9 10 11 18 14 16 15 -4 -14 -7 20 -1 -2 22 -8 24 -17 27 -27 -3 29 -29
right_child=1 2 12 4 -6 6 21 -9 -10 -11 -12 -13 13 -15 -16 23 -18 -19 -20 -21 -22 -23 -24 -25 -26 26 -28 28 -30 -31
leaf_value=-0.0039856226760202496 -0.0051261612675248709 0.002472455113689708 -0.0057909370008802528 0.0020380273404176363 -0.0062631309887904987 -0.0025306897712781993 -0.0045594906295840492 -0.0056700301181816038 -0.0051673451806798047 0.0031623017638554691 0.00056957159797100545 -0.0045625076951186731 0.00064901221578089481 0.0023789782804974212 -0.0061108792135604155 0.00043548017488875731 -0.0043709487544162304 0.0028447400836683879 0.0014525223624352044 -0.00029255342438091802 0.0023283623055067723 0.00047237383677750774 0.002945092271896313 0.0025562901928689792 -0.0054011357598961465 0.0032417616464964854 -0.0019436667008640972 -0.0012711258291857915 -0.0053727928150705886 0.002985095033132767
leaf_weight=12.468380027450623 4.6782502103596988 26.13888343796134 3.4226455539465013 3.797262292355299 3.6441241167485705 4.5526964515447608 18.209198888391263 2.783079531043767 3.2320113554596892 16.152052320539951 115.9444238897413 7.9935042038559905 10.32744190841913 23.076672673225403 4.0734871067106715 11.627135243266826 5.514053873717784 10.021815929561852 10.880345880985258 10.41263163462281 1.9719529487192629 4.8340066745877257 1.5227993670850981 8.0789528377354127 4.5149245448410502 45.690663799643517 6.4194989353418341 9.1535907573998028 5.8147281631827346 8.04792971909046
leaf_count=390 78 86 40 19 31 43 321 34 21 48 777 100 42 78 41 48 34 39 57 127 12 44 10 39 53 144 34 41 43 26
internal_value=0.000229672 0.000381446 0.000894644 0.00153009 -0.00202714 -7.24429e-05 -0.00151425 0.000272427 0.000375244 0.000488894 0.00018366 -0.00156936 -8.32899e-05 0.000963557 -0.00136781 -0.000668888 -0.00109832 0.0011656 -0.000204563 -0.00230499 -0.00291571 -0.00310414 -0.00398033 5.49033e-05 -0.00119702 0.00179148 0.00260296 0.000931222 -0.000819111 0.000720196
internal_weight=404.999 382.118 179.342 108.707 7.44139 202.776 39.1405 163.636 160.853 157.621 141.468 25.5241 70.6353 38.9182 31.7171 27.6437 15.8415 14.5745 17.5305 22.881 6.6502 24.566 19.732 24.221 16.1421 101.265 52.1102 49.1551 23.0162 17.2015
internal_count=2900 2383 799 424 50 1584 457 1127 1093 1072 1024 247 375 154 221 180 76 82 147 517 90 375 331 140 101 374 178 196 110 67
is_linear=0
shrinkage=0.00422636


Tree=154
num_leaves=31
num_cat=0
split_feature=16 20 17 15 5 0 22 15 16 18 13 2 2 22 6 22 22 12 9 22 13 23 16 14 22 17 5 22 0 13
split_gain=7.97458 5.13511 4.23593 4.33112 4.20564 3.9171 4.42574 3.8334 4.67537 5.99833 4.14521 5.0743 3.79859 3.63663 3.50148 3.48548 4.40004 4.2742 5.93899 4.84769 3.50739 3.47312 3.46677 7.4462 5.65349 5.3909 4.31986 4.29245 4.52604 7.25383
threshold=18.594956516900002 38.238138001450004 166.83257850275001 30.046989284200006 11.848158554650002 103.82556453975 -0.50001499999999999 45.49682449725001 22.824946625350005 13.278511569200001 117.99105042915001 97.066378971950016 325.75432260090003 -0.21094499999999999 19.2554499005 0.06041500000000001 -0.040019999999999993 206.66000365515004 206.08249486475003 -0.11808 99.739108181550009 -0.22125500000000001 22.624947093000003 307.90126551520001 -0.079824999999999993 216.38715945000004 21.964328598750004 -0.10710499999999999 96.249489528150022 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 -1 21 4 5 6 -4 10 9 -9 22 -12 15 -7 -13 16 17 18 20 -20 -6 -3 23 27 -24 26 -25 -2 29 -29
right_child=7 2 3 -5 12 13 -8 8 -10 -11 11 14 -14 -15 -16 -17 -18 -19 19 -21 -22 -23 24 25 -26 -27 -28 28 -30 -31
leaf_value=-0.0027360086653120471 0.0026454871220379199 0.00014147833733742308 0.0038785741294796662 -0.0041879173441784091 -0.0029638258991524996 -0.0057550151823853235 -0.0058438751505174233 -0.0061535185902045625 0.0045036568019454345 -0.00021499077508438781 0.0015553215050839147 -0.006152814135117768 -0.0038542161693019823 0.00042835463320398977 0.0017825310902891711 0.0034582632796279042 -0.0033052901348682366 0.002573792725029821 -0.00023364951513041199 -0.007210586577028489 0.0020467101870825983 -0.0057046953245651717 0.00026387535930712366 -0.0070837002064704719 0.003572537808389062 0.003036550756183583 -0.0014383865438116893 -0.0052634798995758137 0.0048036355973549941 0.0007396529258124453
leaf_weight=24.084486518055201 39.914293605834246 4.3747325111180544 1.414436627179384 5.810595139861106 4.2248842846602157 2.6905980445444575 7.0447435379028303 5.9884123839438024 3.3107333183288565 14.992240011692045 7.211743485182522 5.946367222815752 4.1321468222886315 21.631598035804931 1.8293419294059274 12.975196773186324 6.4938983395695749 26.131997879594564 5.6227985732257366 4.5192187502980214 20.912909835577011 6.151617010124026 20.84772739559412 5.3966238349676159 34.48319448530674 4.0257729366421691 9.2646611146628839 5.4497028812766066 6.0987938344478598 71.560358865186572
leaf_count=431 146 60 7 98 46 66 146 80 10 86 36 73 37 292 9 56 67 139 39 49 100 156 84 41 113 16 53 46 19 299
internal_value=0.000268016 -0.000603507 -0.000220598 3.9522e-05 0.000248054 -0.0012782 -0.00421821 0.0008515 -0.00103586 -0.00191 0.00106773 -0.0014752 0.000836583 -0.000255669 -0.00428592 0.00107623 0.000621082 0.00103627 -0.000102584 -0.00334253 0.00120459 -0.00327504 0.00126115 0.000845421 0.00232589 -0.00210465 -0.00351635 0.00129353 0.000644237 0.000314835
internal_weight=394.536 158.216 134.131 123.605 117.794 32.7814 8.45918 236.32 24.2914 20.9807 212.029 14.9875 85.0131 24.3222 7.77571 80.8809 67.9057 61.4118 35.2798 10.142 25.1378 10.5263 197.041 141.71 55.3309 18.6871 14.6613 123.023 83.1089 77.0101
internal_count=2900 1789 1358 1142 1044 511 153 1111 176 166 935 118 533 358 82 496 440 373 234 88 146 216 817 620 197 110 94 510 364 345
is_linear=0
shrinkage=0.00501583


Tree=155
num_leaves=31
num_cat=0
split_feature=16 20 17 15 13 6 23 4 19 20 22 6 8 22 2 9 20 10 0 13 22 5 21 13 18 7 6 0 8 7
split_gain=6.23837 4.75968 4.03878 4.2128 4.12646 4.59328 4.37525 3.93867 4.22114 3.51964 4.7805 7.78867 7.28841 6.35455 5.47903 9.98289 4.8297 4.24272 6.56925 4.04942 3.98502 6.42188 5.78565 3.9486 3.8755 3.92939 3.50419 6.49457 3.28692 3.24179
threshold=18.594956516900002 38.238138001450004 166.83257850275001 28.452330424200003 95.870416931800023 5.1551204485500008 0.079785000000000009 178.77399478955002 12.751028791950002 41.621607100200002 -0.071129999999999985 14.785345457250001 8.9430209551500024 -0.085734999999999992 122.26439358135001 201.44620319810005 35.616518500750011 65.630639880500027 92.313586825200005 117.57433941890001 -0.11600999999999999 22.000536998450006 3.4703576882500005 116.55003687120002 14.752187928300001 24.891451065550005 14.855347092800002 94.964406541850011 3.0476216663000004 22.426784932800004
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 -3 4 6 -6 28 8 -7 10 11 -2 17 14 -13 16 -16 -12 -19 -15 21 -11 -23 -24 25 29 27 -20 -4 -22
right_child=9 2 3 -5 5 7 -8 -9 -10 20 12 13 -14 19 15 -17 -18 18 26 -21 24 22 23 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.0030257839131804807 -0.0061427791828246306 -0.0037367679732989278 0.00080609279529998592 -0.0036211891686039558 -0.0062067873134596116 0.00069264953628288804 -0.0048539955828537347 0.0018290591245653251 -0.0078818764649706136 0.0047743854888813884 0.0042877530207594957 0.0035165663171854442 -0.0037846013502639223 -0.0064124566783963742 0.0011655002257925724 0.0036727924258349036 -0.0072913383714258906 -0.0045293393145422519 -0.0040003291136861668 0.00084903708186358706 -0.0042414054523283486 0.0054366477274880049 0.0012525630057803674 -0.0059030516135220607 0.0039085910799552771 -0.007285700349407653 0.0049760610074066321 0.004576046926302391 -0.0064740231321524103 -0.00024290357531515781
leaf_weight=22.486408594995737 5.4927796535193911 9.5787789179012162 18.481088528409607 9.0481641944497806 2.6905069211497894 5.2205422557890397 8.4609046261757594 67.261140479706228 2.9064262732863426 13.144869782030584 37.587989650666714 27.094468323513865 5.516071453690528 5.5344512164592725 3.2929507195949572 9.6801317781209928 6.5926118530333042 5.0597850456833866 5.512079484760763 4.5508347451686859 7.533487517386674 3.6090679317712775 4.2710484750568849 6.0743122436106205 5.5388223156332961 3.1389621123671523 10.930253393948076 5.9932863637804985 2.263774834573268 52.854693884029984
leaf_count=431 55 216 230 124 85 26 209 387 32 42 133 100 32 32 21 36 48 29 33 19 62 10 20 65 22 19 31 19 49 283
internal_value=0.000301651 -0.000609121 -0.000177531 0.000115536 0.000430684 0.00111469 -0.00139792 0.00137598 -0.00237384 0.000891846 0.00149336 0.00034119 0.00250908 0.000968817 0.00185601 -0.000443527 -0.00447431 0.00304249 0.00134013 -0.00313582 6.09469e-05 0.00191417 -0.00078011 -0.00294888 -0.0006662 -0.00106507 0.00266385 0.00046721 1.16531e-05 -0.000741721
internal_weight=377.401 148.398 125.911 116.333 107.284 78.0786 29.2058 75.3881 8.12697 229.003 132.838 62.2382 70.5995 56.7454 46.6602 19.5657 9.88556 65.0834 27.4954 10.0853 96.1653 27.0993 13.9544 10.3454 69.066 63.5271 22.4356 11.5054 20.7449 60.3882
internal_count=2900 1789 1358 1142 1018 530 488 445 58 1111 588 311 277 256 205 105 69 245 112 51 523 137 95 85 386 364 83 52 279 345
is_linear=0
shrinkage=0.00570254


Tree=156
num_leaves=31
num_cat=0
split_feature=16 20 0 4 10 16 21 17 18 9 2 17 15 5 21 16 16 3 17 9 17 21 23 23 0 22 21 22 5 16
split_gain=11.9887 5.86583 5.46587 7.00206 9.43972 6.20576 5.89181 6.52487 5.23477 6.56372 5.38943 4.63401 4.6353 5.45155 4.47506 11.7664 5.18861 9.50979 4.34997 6.15194 5.50447 5.70073 4.7538 4.11824 3.90996 4.34485 3.87865 5.72014 3.82601 5.6414
threshold=18.594956516900002 38.238138001450004 86.530713386650021 248.34582299520005 62.041548276350007 22.614947116400003 11.790993765850002 192.34053301495001 13.5538556217 196.26893085885004 101.14502893930002 166.83257850275001 30.046989284200006 11.848158554650002 5.7087410616000005 21.979948601300006 19.734953851100002 84.807411725000023 188.16174763880002 195.39349636155001 186.34046889365004 12.650480313250002 0.089785000000000018 -0.26439499999999999 103.82556453975 -0.50001499999999999 14.941253073700002 -0.088944999999999996 21.269675393700002 18.984955604900005
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 3 18 6 8 -5 -8 -4 10 -10 -3 13 24 15 16 17 -11 20 -20 -2 -22 -21 -15 25 -13 27 -26 29 -16
right_child=2 11 5 4 -6 -7 7 -9 9 14 -12 12 -14 23 28 -17 -18 -19 19 22 21 -23 -24 -25 26 -27 -28 -29 -30 -31
leaf_value=-0.0022487696380036012 0.00079827554499218255 -0.0026124994935621667 0.0024732308991078163 0.00061654366375874469 -0.004944003779447992 0.0029899557818558733 -0.0057363570337584787 0.001177640986383358 0.0001256794696007599 0.0024251284370232166 -0.0046684446741706567 0.0027375632880789814 -0.003291699623608698 -0.0038840130155372611 0.0031872113844232165 -0.0048623637401851421 0.0025964939671559561 -0.0038464478069105716 0.0030777107841437564 0.0016756753674149936 -0.005972398362291886 0.00075630116753454691 -0.003902235940121302 0.00080277591555646759 -0.0043367198980563751 -0.0045556840820987982 0.0016952632571769833 0.00027120246940637603 0.0038813953954613513 -0.00099975132221535824
leaf_weight=26.521229969337583 29.474512934684753 11.603328645229338 24.664528019726276 29.298763934522867 7.7656010035425416 27.090486340224743 5.3223343193531019 3.41175277531147 8.226195424795149 7.5414749905467051 6.312465537339448 1.4864074513316152 6.3466723561286917 2.9543483089655629 9.4050974026322418 6.248100943863391 15.507704652845858 7.1973668485879898 22.988790020346642 5.5938822627067548 4.2026468589901915 3.5277190655469894 3.9853115007281303 85.510152792558074 6.5991521310061243 7.6346220001578313 8.8940613530576211 10.850137541070582 10.983244165778158 10.236491538584231
leaf_count=431 151 216 76 150 72 86 53 15 36 28 53 7 98 37 30 39 50 47 66 19 28 12 22 496 161 146 56 141 29 49
internal_value=0.000240239 -0.000564041 0.000784212 0.000162925 -0.00102279 0.00132241 -0.000222151 -0.00303558 0.00089753 0.000421596 -0.00195586 -0.000249117 -3.86157e-05 0.000127982 0.000936573 1.34231e-05 0.00102063 -0.000637448 0.000941221 0.00198277 2.94832e-05 -0.00290179 -0.000644949 0.000646257 -0.00116483 -0.00336714 -0.000402315 -0.00147147 0.00203666 0.00100512
internal_weight=417.385 168.4 248.984 115.571 45.7985 133.413 38.0329 8.73409 106.323 81.6581 14.5387 141.879 130.276 123.929 67.1195 36.4946 30.2465 14.7388 69.7729 32.568 37.2049 7.73037 9.57919 88.4645 35.4644 9.12103 26.3434 17.4493 30.6248 19.6416
internal_count=2900 1789 1111 588 290 523 218 68 437 361 89 1358 1142 1044 272 164 125 75 298 107 191 40 41 533 511 153 358 302 108 79
is_linear=0
shrinkage=0.00390278


Tree=157
num_leaves=31
num_cat=0
split_feature=16 20 5 17 13 16 21 17 18 9 9 2 10 21 22 20 10 5 16 21 0 20 20 18 20 17 0 3 13 6
split_gain=14.9335 7.34469 6.35372 6.33159 5.59127 10.7763 6.80288 6.11741 6.56598 5.63753 5.44168 5.37883 5.504 7.59614 5.17597 6.28109 4.46903 11.2284 9.09896 4.97725 5.71879 4.69594 5.05724 4.4239 7.70064 4.37236 4.29353 5.35118 4.092 4.94032
threshold=18.594956516900002 38.238138001450004 23.721757872050002 166.83257850275001 95.870416931800023 15.919962772200003 16.027392061700002 234.67375690460003 14.873215527100003 192.53043113735001 227.14331114760003 201.92500828480004 71.090898343450007 4.7627705569500014 -0.088944999999999996 42.508878681700004 66.697957758300021 20.766972852450003 19.974953289850003 8.9353283289500016 94.157869102700019 42.131954243650007 43.19689381845 12.903279561150002 39.646013290900008 197.05557773135004 86.388225105700016 93.82450029455002 116.59305220125002 22.585527707250005
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 16 -3 6 -6 14 8 11 -10 25 12 -7 -14 -5 -16 21 18 19 -18 -21 23 26 24 -2 28 27 -23 -4 -30
right_child=2 3 10 4 5 7 -8 -9 9 -11 -12 -13 13 -15 15 -17 17 -19 -20 20 -22 22 -24 -25 -26 -27 -28 -29 29 -31
leaf_value=-0.0022739905770633459 0.0019983675651671171 -0.0027117060834149762 0.0010008616631001265 -0.0036753494947250574 0.00153023916186268 0.0020464687006649654 0.001253531172694706 0.0026450806624524021 0.00075669593337837236 -0.0046068203913083782 0.004014255669102124 -0.0043960036910483703 0.0033192086871891837 -0.0044425777009744222 -0.0042020583476738487 0.0010479905375380017 0.0018213632923439688 -0.0054342737843546107 -0.003474825281228723 0.0018053724723322987 -0.0050925894897354447 -0.004536173134195509 0.0019257751575338111 0.0022111097623530047 -0.0040629029960789122 0.0012552487430888585 0.00077252738971755441 0.000238935649018469 -0.0022978488656161399 0.0030352312468788075
leaf_weight=28.029019689187407 7.8954905569553357 12.616566194221376 8.6465647555887681 14.165051799267529 54.458840327337384 12.025785077363258 11.036297930404542 5.6055046617984763 3.3933191001415244 11.128979502245782 3.6484876573085776 3.4893700275570145 2.4826790541410437 5.1308915447443724 4.3635829929262426 9.8491034843027574 36.358087673783302 4.2955780252814284 6.0430264547467223 3.1681455150246611 3.2115194648504257 5.9972438737750071 20.34646213799715 84.226018466055393 4.2939867302775383 12.778316352516411 16.575346976518631 6.477848082780838 27.217547740787271 2.5181589126586905
leaf_count=431 25 216 41 244 256 69 66 23 31 134 9 55 10 75 85 94 128 36 38 10 30 41 67 265 23 54 63 27 247 7
internal_value=0.000246986 -0.000562586 0.000814281 -0.000242251 -1.50487e-05 0.000452107 -0.00117322 -0.000905233 -0.00143381 -0.00335357 -0.00028387 -0.000228406 0.00051206 -0.00191157 -0.002117 -0.000563881 0.00111691 0.00021185 0.000709041 0.00130063 -0.00166706 0.00144635 0.000533047 0.00191427 -0.000136836 -0.000590389 -0.000442397 -0.00205664 -0.00120484 -0.00184622
internal_weight=431.473 177.775 253.698 149.746 137.129 97.7154 39.414 43.2565 37.651 14.5223 54.8091 23.1287 19.6394 7.61357 28.3777 14.2127 198.889 53.0764 48.7808 42.7378 6.37966 145.812 49.3969 96.4155 12.1895 51.1606 29.0504 12.4751 38.3823 29.7357
internal_count=2900 1789 1111 1358 1142 653 489 397 374 165 358 209 154 85 423 179 753 242 206 168 40 511 198 313 48 349 131 68 295 254
is_linear=0
shrinkage=0.00364274


Tree=158
num_leaves=31
num_cat=0
split_feature=16 6 10 0 3 5 16 21 20 20 21 23 23 2 20 5 17 6 5 18 17 10 17 3 22 23 9 17 22 22
split_gain=11.2316 6.09564 6.20206 5.03942 6.70774 7.59188 6.39404 11.4615 5.74854 6.43426 6.39948 4.84313 7.56594 5.59942 5.1042 6.37091 4.96212 5.09605 7.94572 4.8325 4.6008 6.21564 5.73125 4.5524 5.66171 5.36163 4.60156 7.42869 4.24106 4.51486
threshold=18.594956516900002 15.675366252400002 90.988176966900014 86.530713386650021 88.727183679150016 21.072315829300003 18.934955721800005 6.338788634150001 42.131954243650007 43.45354240915001 6.9984086918000008 -0.17732499999999998 -0.22831499999999999 234.61110956795002 38.238138001450004 18.613387752550004 176.76352991180002 5.0951190466500007 2.7861270712500006 13.622618370000001 187.45953903175004 61.917879202350001 190.40793214150003 89.227236891450005 -0.068524999999999989 0.086355000000000029 205.20707599510004 192.34053301495001 0.06041500000000001 -0.59511499999999995
decision_type=2 2 2 2 2 2 2 2 2 2 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 8 5 6 -5 -8 -2 20 -11 12 13 19 -13 16 -16 18 -18 -1 -10 -22 -23 -6 25 -25 27 -27 29 -19
right_child=3 -3 -4 4 23 -7 7 -9 9 10 -12 14 -14 -15 15 -17 17 28 -20 -21 21 22 -24 24 -26 26 -28 -29 -30 -31
leaf_value=0.00105452958560672 0.00077220533687868812 -0.0031785034294490202 -0.0027369301011843025 0.0020735084484467623 0.003491254247096647 -0.0037628700350478567 0.00069826078214063202 -0.0044885986056523754 -0.005489558389255975 0.002283524666186284 -0.0013504483049413358 -0.0022695854645657359 0.003528116605404078 0.0015325911869124474 -0.002786951517963225 -0.0025376576089589939 0.0017935572209702882 0.0025119860068262686 -0.0038847856119195823 -0.0040392418591709261 0.0025524723099629191 -9.9395721429883504e-05 -0.0042495482494772077 -0.0014693894474758905 0.0025462918927298332 0.0026034558248347922 0.0034289375272745066 -0.0019766500802507097 0.0024293594010552375 -9.7766982800686074e-05
leaf_weight=3.5566798299551063 67.318834856152534 9.2918603308498842 11.612287376075981 20.711124639958143 14.564210146665571 5.145330272614955 23.547719180583957 6.3629373833537093 3.8478137291967895 11.594833366572859 11.204274434596298 15.679792404174803 10.011576652526854 11.063211582601069 6.3722390700131646 11.853793393820522 4.7099036853760463 9.1987712942063649 7.5304496120661497 5.6992395259439945 3.794210601598027 7.2579135298728934 8.4888895228505117 11.384006939828394 27.346500471234322 8.3598229885101372 8.4491632357239705 8.2964033707976323 13.462971381843088 51.06354646943511
leaf_count=22 295 197 319 76 39 38 95 49 44 43 76 225 30 51 82 149 34 37 157 99 15 43 72 53 87 24 22 40 57 330
internal_value=0.000198028 -0.000477603 -0.000322509 0.000664789 0.00111469 0.000205592 0.000608957 -0.000405147 0.000133003 -0.000798634 0.000497664 -0.000135848 0.00108825 -0.000113912 -0.000445578 -0.000171083 0.000132724 0.000349146 -0.00169984 -0.00208191 -0.00206225 -0.00138738 -0.00233669 0.00176134 0.00136665 0.000482591 0.00136771 0.000322122 0.000689333 0.0003006
internal_weight=418.78 171.106 161.814 247.674 134.167 55.7671 50.6218 29.9107 113.507 46.1879 22.7991 150.202 30.3307 20.3191 119.871 104.192 92.3379 85.9656 12.2404 9.25592 23.3888 19.541 15.7468 78.4001 63.8359 36.4894 25.1054 16.6562 73.7253 60.2623
internal_count=2900 1789 1592 1111 523 258 220 144 588 293 119 1273 202 172 1071 846 697 615 191 121 174 130 115 265 226 139 86 64 424 367
is_linear=0
shrinkage=0.00342906


Tree=159
num_leaves=31
num_cat=0
split_feature=16 12 18 23 6 6 21 19 22 23 4 7 19 0 19 6 6 20 17 21 7 0 0 5 23 23 9 16 21 4
split_gain=3.54455 4.3425 2.89972 3.52723 5.23421 2.75526 4.02944 3.26389 2.70726 2.57214 2.56108 2.4336 2.49889 2.64907 3.28191 2.33653 5.86069 3.88528 4.79704 5.35145 4.24558 2.9162 4.33749 4.07263 3.98666 3.8781 3.42223 3.31418 4.4465 6.93154
threshold=13.534968349350001 176.04981466085005 13.849588037450003 0.07968500000000002 13.200308423050002 5.1551204485500008 20.770927814650005 11.850956171350001 -0.24103499999999997 -0.27223499999999995 172.73046293330003 21.061418062900003 9.4507625164000029 105.48703166445002 10.950883550750001 13.665319288000001 13.775321858200002 47.480720532750006 199.41622983390002 5.7942671277000013 19.617375644250004 93.972365491700018 86.530713386650021 19.731257453750004 0.094625000000000029 0.12064000000000002 188.53841931785004 22.614947116400003 5.7087410616000005 274.17744294440007
decision_type=2 2 2 2 2 2 2 2 2 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 8 -5 6 -2 -7 -4 -9 -1 -10 -13 14 -14 17 -17 18 20 -20 -11 22 25 24 -23 -18 -24 28 29 -28
right_child=5 2 3 4 -6 7 -8 9 11 15 -12 12 13 -15 -16 16 21 -19 19 -21 -22 23 26 -25 -26 -27 27 -29 -30 -31
leaf_value=0.010104053638357273 -0.020939915816816659 -0.022072733968381063 -0.021651929154086393 -0.021301886559915256 0.01130345489414631 0.011646926172499322 0.012439597269545966 -0.01001351333291337 0.021050065109248679 0.017529718990724502 -0.021772941404984553 -0.022132015269405926 0.0077335500404341652 0.011157553759026257 -0.024337423424824488 0.018270730095283731 0.0011091799492470244 0.010507324624748373 0.0049152424003183811 -0.014522619414547617 -0.021058547730458788 0.0023805672688629845 0.017943204072921722 -0.024173181703594181 -0.01258731751228147 -0.0129496514257391 0.0027430950093751635 0.012064210313189808 0.0086122756035271822 -0.01745883280529004
leaf_weight=1.1040808744728545 4.6222320636734358 2.3999292217195061 1.4089322863146723 5.6218704124912602 2.7875536065548658 11.952377408742903 1.9447485692799089 7.4457759521901599 3.4713153745979097 1.2257603257894505 7.0163886956870556 1.360673028044405 2.7608873769640914 9.9960033902898413 2.1468331692740321 8.4120032191276533 94.975036681629717 7.1645525917410842 18.4603062029928 7.5548745263367882 9.0239388477057201 28.04301705956459 8.0735235810279828 3.1760859591886392 8.8641911093145591 8.0564848911017162 28.652647335082293 17.897023290395737 26.869712166488171 8.2879697829484922
leaf_count=12 169 55 40 224 15 65 14 101 14 5 219 57 17 109 38 32 631 31 120 87 113 157 27 61 78 58 124 70 104 53
internal_value=0.000710605 -0.00473487 -0.0015064 0.000163681 -0.0104939 0.00141296 -0.0110549 0.00168217 0.00440229 0.00127454 -0.0174389 0.0062623 0.00310615 0.00541033 -0.00629558 0.00156972 0.00231738 -0.0025845 -0.00517094 -0.000729562 -0.0164438 0.00174116 0.00273376 -0.00303354 -0.00121435 9.85849e-06 0.00585967 0.00466569 0.00259062 -0.00178939
internal_weight=350.777 40.0745 31.954 29.5541 8.40942 310.702 6.56698 304.135 21.1446 292.183 8.12047 19.7357 16.2644 14.9037 4.90772 284.737 241.308 43.4294 36.2649 26.0152 10.2497 232.896 192.812 40.0833 36.9072 103.032 89.7809 81.7074 63.8103 36.9406
internal_count=2900 800 569 514 239 2100 183 1917 275 1852 231 235 221 164 55 1751 1395 356 325 207 118 1363 1067 296 235 689 378 351 281 177
is_linear=0
shrinkage=0.019455


Tree=160
num_leaves=31
num_cat=0
split_feature=16 6 10 5 9 23 23 5 2 20 17 17 18 16 16 20 6 21 9 23 7 17 10 18 17 10 0 18 22 22
split_gain=8.92418 6.93792 5.56272 4.16673 4.27038 4.03211 6.99397 4.90766 4.80829 4.6372 5.66215 4.91826 4.61097 4.08077 6.67459 6.05383 5.54064 6.70883 4.87454 4.68759 4.25125 3.61898 4.36922 4.15166 5.72509 3.17074 10.0779 5.31338 5.07815 4.6405
threshold=18.594956516900002 15.675366252400002 90.988176966900014 23.803605515150004 227.14331114760003 -0.17732499999999998 -0.22831499999999999 19.385335982600001 234.61110956795002 38.238138001450004 182.52313421500003 176.76352991180002 13.622618370000001 15.794963064500001 17.844958270700005 41.43512228960001 11.060258421150001 18.904039828500004 188.14427954665004 0.086230000000000015 24.101221167900004 197.05557773135004 57.729261435100007 13.278511569200001 193.63201810280003 66.697957758300021 92.031298721500022 14.025183600500002 -0.073724999999999999 0.072320000000000023
decision_type=2 2 2 2 2 2 2 2 2 2 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 25 21 6 8 9 12 10 -7 -11 -1 16 18 -16 17 20 19 -15 -13 22 -5 -24 -25 -2 -27 -28 -29 -30
right_child=3 -3 -4 4 -6 7 -8 -9 -10 11 -12 13 -14 14 15 -17 -18 -19 -20 -21 -22 -23 23 24 -26 26 27 28 29 -31
leaf_value=0.0015849187519843958 0.0014817007672794393 -0.004301597119664915 -0.0035804652409325713 0.00064948534760728149 0.0046942739731422618 0.0022634447301963295 0.0046659414050367783 -0.003568183493881296 0.0019450014451768288 -0.0034547638642630695 -0.0044242694281715119 0.00094152838169038618 -0.0053077747312245214 -0.0038260518897601046 0.0038621663856683469 -0.0023136169237666588 0.0022812066368842502 0.0037365420994650285 -0.0052048434100647285 0.0033189394042919982 -0.0043541488098525144 0.0015039335301948655 -0.0044604754654767147 0.0021871098374222297 -0.0047669217942074718 -0.0052840664788643731 0.0045108166733054044 -0.0020745370736983551 0.0028061991654667693 -0.0017183707076142952
leaf_weight=3.2291661575436645 139.67927848547697 9.5700298957526666 10.052633410319684 13.326432293280957 3.2510155364871016 3.5316338501870623 9.3045541029423458 9.6180055569857341 10.233001008629797 7.0419176518917075 9.9161806926131231 4.887245092540982 5.2297699544578791 3.7171522825956407 8.4048822931945306 5.339132420718669 35.561262328177691 4.9470012858510009 8.4789009839296323 3.8401033189147711 8.6151510067284089 11.729617748409508 11.892163006588818 6.2535162195563299 3.9885459132492542 6.1600041612982741 7.0777658000588408 12.81879987195134 16.114291518926624 6.561530962586402
leaf_count=22 517 197 319 93 9 38 30 142 51 95 163 37 99 79 32 52 151 19 91 18 154 52 134 28 35 40 20 93 57 33
internal_value=0.000267395 -0.00055604 -0.000320136 0.000824221 -0.000333529 -8.9156e-05 0.00145294 -0.000468206 -0.000146441 -0.000182289 -0.00266796 0.000185715 -0.00267652 0.000491666 -0.000856273 0.00146306 0.00123489 -0.000781895 -0.00284409 -0.000195434 -0.00243736 -0.000679902 -0.00140227 -0.00263757 -0.000520985 0.00113417 0.000138067 0.000922621 0.000207121 0.00149696
internal_weight=400.371 161.518 151.948 238.853 50.4413 141.895 27.9965 113.899 18.6919 104.281 13.4478 90.8327 8.45894 83.7908 29.7802 13.744 54.0107 18.4494 16.0362 7.55726 13.5024 47.1903 35.4607 22.1342 10.2421 188.412 48.7324 42.5724 35.4946 22.6758
internal_count=2900 1789 1592 1111 351 1273 202 1071 172 929 201 728 121 633 272 84 361 210 188 97 191 342 290 197 63 760 243 203 183 90
is_linear=0
shrinkage=0.00453546


Tree=161
num_leaves=31
num_cat=0
split_feature=10 3 22 13 16 10 13 20 18 10 23 5 19 22 13 16 0 13 7 17 20 16 15 6 23 23 15 23 17 17
split_gain=3.25114 2.25568 3.39975 2.28934 6.76991 6.04376 6.32913 4.81073 4.08948 5.76854 4.02047 3.95535 3.726 3.60879 3.5672 5.23654 4.34625 3.37549 3.08654 2.97472 2.96267 4.35001 6.46693 4.15607 3.37527 3.35051 3.17897 3.69224 3.05326 3.01307
threshold=90.988176966900014 108.48197402175002 0.11529000000000002 112.82921081865001 19.974953289850003 66.318885161900013 113.92610173585001 38.592454371550012 14.643918747750002 63.910026677050006 0.25847000000000003 19.915533535850003 14.251149826300002 -0.097799999999999984 109.72404167800001 19.214955067100004 92.313586825200005 116.55003687120002 25.113507579400004 187.98346801990002 38.238138001450004 18.684956306450005 29.049007317550004 9.8952312005000014 -0.093074999999999991 0.094165000000000013 27.992471162000005 0.11906000000000001 182.52313421500003 205.63493178080003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 3 -3 4 10 6 -5 12 9 11 14 -9 19 -11 15 20 -16 -13 -6 -8 24 22 26 -24 29 -26 27 -22 -27 -1
right_child=-2 2 -4 5 18 -7 7 8 -10 13 -12 17 -14 -15 16 -17 -18 -19 -20 -21 21 -23 23 -25 25 28 -28 -29 -30 -31
leaf_value=-0.003569660018983338 -0.012915730783443515 -0.021274997150000606 0.024518562480900549 -0.023229875088750608 -0.030455170337759373 0.01784379045291044 -0.021801283260884877 0.01926604474958463 0.019912021259378517 -0.0033122078602001439 -0.025601518023735156 0.014177919465880019 0.01525858426187071 -0.036649801215825818 -0.0071507729920237796 -0.02078562283662274 0.0156323300843694 -0.00027934074322399704 -0.0028192068269691883 0.010650074033406346 8.2952198804710055e-05 0.013709820988648452 0.012150824979031551 -0.023311655157174326 -0.021174402069660161 0.014818124969207015 0.016647064690599733 0.017804401240060479 -0.010814065313870047 0.023295834987695892
leaf_weight=5.2741862926632193 6.7454922785982481 3.5909521570429197 0.77104431390762318 3.844322780147194 4.1620964277535668 9.8260059505701047 2.1473110057413605 4.5962470471858969 4.348351687192916 2.5026221368461847 2.3084161393344393 6.7089453991502515 17.267696924507618 2.5840082205831996 4.510311076417568 4.7256775349378577 12.002219840884207 109.94626548606902 2.5527872629463673 2.2806106060743332 86.321398107334971 10.704674094915388 1.608521836809812 6.6158729596063495 7.2296576965600243 2.6401294358074647 5.4043971113860598 4.8624727874994269 5.8539744513109326 2.3685160428285599
leaf_count=83 319 125 2 30 34 33 31 15 16 21 34 26 59 27 40 37 39 578 15 9 845 49 15 104 155 21 23 22 81 12
internal_value=0.000686884 0.000957105 -0.0131803 0.00114108 -0.000479163 0.0027915 0.00184477 0.00247736 0.00104487 0.000395489 0.000325715 0.00126149 0.0111062 -0.0202477 0.000699498 -0.000301968 0.00940925 0.000552109 -0.0199488 -0.00508714 0.000395012 0.0016948 0.000467684 -0.0163759 -0.00603077 -0.0112738 0.0019019 0.00102797 -0.00284709 0.00475611
internal_weight=346.305 339.56 4.362 335.198 169.145 166.052 156.226 152.382 130.686 126.338 162.43 121.251 21.6956 5.08663 160.122 143.609 16.5125 116.655 6.71488 4.42792 138.884 115.517 104.813 8.22439 23.3665 15.7238 96.5883 91.1839 8.4941 7.6427
internal_count=2900 2581 127 2454 1609 845 812 782 683 667 1560 619 99 48 1526 1447 79 604 49 40 1410 1058 1009 119 352 257 890 867 102 95
is_linear=0
shrinkage=0.0197871


Tree=162
num_leaves=31
num_cat=0
split_feature=16 5 20 16 16 20 9 7 12 16 9 23 19 6 19 10 23 16 23 10 5 16 20 16 21 17 10 18 17 21
split_gain=13.5147 8.28408 6.97032 5.74211 9.20792 6.55796 5.39119 5.19605 5.04596 7.60609 4.81925 7.89553 4.70822 7.43337 3.87367 6.7198 3.86644 3.74035 5.00737 3.64918 10.3537 9.32867 6.33144 6.06432 4.14685 3.63498 4.37377 3.69881 6.04917 3.40244
threshold=18.594956516900002 23.803605515150004 38.238138001450004 11.934972090850001 15.919962772200003 41.395309858300003 226.28914430085004 27.520749477550002 207.71672397260002 13.894967507500002 187.38923140910003 0.085155000000000022 11.950964240300001 13.665319288000001 10.650859343850001 90.740838818900016 0.093480000000000021 17.844958270700005 0.08883000000000002 66.697957758300021 20.766972852450003 19.974953289850003 41.941595803500007 22.494947397000004 8.9353283289500016 197.05557773135004 57.729261435100007 13.278511569200001 193.63201810280003 11.133313228750003
decision_type=2 2 2 2 2 2 2 2 2 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 14 7 17 25 8 9 -5 11 -7 -11 -14 15 -4 -15 18 -6 22 21 24 -2 -24 -21 26 29 -28 -29 -3
right_child=1 6 3 4 5 10 -8 -9 -10 12 -12 -13 13 16 -16 -17 -18 -19 -20 20 -22 -23 23 -25 -26 -27 27 28 -30 -31
leaf_value=-0.0021786174062269153 0.0019790555611661625 0.0013152457190773524 0.00071601824740231046 -0.0033931569365025704 0.0010463773400640731 -0.00282294455776685 0.0035795994490855285 -0.0028088918964473434 0.0022881358633890757 0.0029832499106253272 -0.0038717896297156065 0.0023637259392643327 -0.0046314447724239557 0.0023269279826821426 -0.0033165089349458717 -0.0038501250303103144 -0.0017340395900747485 0.0019467159372904706 -0.0046803775387573316 0.0018406963290354564 -0.0051491171797205006 -0.0034359413704177313 0.0029615181659936292 -8.5017114677183022e-05 -0.001330480493051538 0.00090368255145135631 -0.0035732783069380865 0.0015521133842981562 -0.0039359499213561747 -0.002724895044583185
leaf_weight=26.647094117477536 91.6946060359478 10.067622911185024 13.696123210713273 5.8517199680209151 4.7786812707781809 9.8856865707784909 3.8645141571760169 4.2736299354583016 30.578063275665045 10.25964041426778 11.88332345895469 5.946193639189004 3.5690457597374943 9.918386943638323 10.576553665101526 5.8055052142590275 4.2312180474400511 10.663715880364178 3.2419043909758329 35.009763024747372 4.0600819848477832 5.8390487767755976 10.074976809322832 46.027270764112473 6.1299794577062121 12.139224167913197 12.686576329171659 6.1434654593467695 4.3326613195240498 3.5727854762226334
leaf_count=431 292 60 112 68 30 176 11 58 147 41 152 34 44 35 169 176 24 56 36 128 37 38 31 194 40 52 133 27 35 33
internal_value=0.000262475 0.000787505 -0.00050653 -0.000199583 0.00016207 -0.00106197 -0.000464733 0.000989001 0.001241 0.000294523 -0.00215987 -0.000874916 0.00106581 -4.44484e-05 -0.00158329 -0.000643292 0.00111256 0.000566582 -0.00126837 0.00112007 0.000300125 0.000771069 0.00140323 0.000462087 0.00136818 -0.000784076 -0.00134077 -0.0022817 -0.000717611 0.000257025
internal_weight=423.449 251.643 171.806 145.159 115.081 46.3995 52.8068 68.6817 64.4081 33.83 27.7152 15.8319 27.9783 17.7187 30.0782 19.5016 14.1496 18.6843 8.02059 198.836 51.0389 46.9788 147.797 56.1022 41.1397 48.9423 36.8031 23.1627 10.4761 13.6404
internal_count=2900 1111 1789 1358 901 484 351 417 359 212 362 210 144 103 457 288 59 122 66 760 243 206 517 225 168 340 288 195 62 93
is_linear=0
shrinkage=0.00355676


Tree=163
num_leaves=31
num_cat=0
split_feature=16 12 18 23 6 6 21 19 22 2 7 22 23 12 10 22 15 22 9 20 22 8 17 18 7 9 6 13 13 6
split_gain=3.11024 4.07717 2.70346 3.13602 4.78106 2.54551 3.73067 2.83515 2.46364 2.27027 2.20923 2.18912 5.31356 6.21097 4.099 3.93582 2.85057 4.99281 4.27124 2.62338 6.25268 5.77582 3.98416 5.62562 6.33212 4.46122 3.94127 4.6291 5.70176 4.65317
threshold=13.534968349350001 176.04981466085005 13.849588037450003 0.07968500000000002 13.200308423050002 5.1551204485500008 20.770927814650005 11.850956171350001 -0.24103499999999997 69.280267125550012 21.061418062900003 -0.23401999999999998 0.083905000000000021 155.27099795600003 71.381251821550009 -0.59511499999999995 46.810838056050009 -0.082314999999999985 199.02473417820002 41.621607100200002 -0.11600999999999999 4.9461400813500012 188.16174763880002 13.030213775350001 22.535351262400003 187.38923140910003 13.400313096150002 108.10021296720002 112.82921081865001 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 9 -3 8 -5 6 -2 -7 -4 -1 -10 12 13 -9 -14 -16 19 18 -18 21 -21 -13 23 24 -22 -24 -27 -28 -29 -30
right_child=5 2 3 4 -6 7 -8 11 10 -11 -12 16 14 -15 15 -17 17 -19 -20 20 22 -23 25 -25 -26 26 27 28 29 -31
leaf_value=0.0097526529897885555 -0.02372597007205695 -0.024892151097931657 -0.024498027165581131 -0.024087865983555737 0.01199377049392303 0.012449217282989542 0.013083665453405502 0.0037412743240745798 0.023215218443150932 -0.024591109653702731 0.0033813941043646352 -0.019247329853812105 0.0084136773616635841 -0.030026177911340785 0.0029726001534860838 -0.028962330686669518 -0.018587614102547258 -0.024446556570281528 0.018901096742277239 0.0096348089906445663 -0.014490058617108668 0.0054034402469872785 0.012348797642796854 -0.033962308173860263 0.025661511670483153 -0.018767332012708478 0.018555792724426444 -0.030310918568057007 0.0089115962354932177 -0.007556773724567146
leaf_weight=1.1021882733330119 4.3807679750025263 2.2612405903637436 1.3181943064555586 5.1891713999211779 2.7556479386985302 11.766523640602825 1.9501335881650446 4.4592287009581906 3.3213563319295671 6.545387458987534 16.067811189219356 4.8244580188766113 16.101032154634598 6.6519477134570479 4.2430135998874903 3.4127310346812001 2.4011253789067268 5.3111402690410596 3.923134371638298 24.354700487107038 7.6930885817855579 135.35110880061984 10.536324281245468 4.5748709663748732 2.5674272701144218 7.1087018717080346 5.2266925852745763 3.5665597487241021 14.075666662305592 20.886105135083199
leaf_count=14 169 55 40 224 15 65 14 57 14 217 221 103 75 103 27 46 39 55 14 117 115 679 43 51 6 70 24 55 55 118
internal_value=0.000756017 -0.00516836 -0.00158792 0.000251255 -0.011573 0.00150413 -0.0123873 0.00179823 0.00478788 -0.0196414 0.00677892 0.00136197 -0.00383757 -0.0164743 0.00207272 -0.0112632 0.00208026 -0.00862186 0.0046678 0.00259746 -0.000130482 0.00455503 -0.00325017 -0.0135462 -0.00444317 -0.000762469 -0.00347844 -0.000994519 -0.00364668 -0.000926581
internal_weight=343.927 38.561 30.9134 28.6522 7.94482 305.366 6.3309 299.036 20.7074 7.64758 19.3892 287.269 34.868 11.1112 23.7568 7.65574 252.401 11.6354 6.32426 240.766 100.59 140.176 76.2354 14.8354 10.2605 61.4001 50.8637 43.755 38.5283 34.9618
internal_count=2900 800 569 514 239 2100 183 1917 275 231 235 1852 308 160 148 73 1544 108 53 1436 654 782 537 172 121 365 322 252 228 173
is_linear=0
shrinkage=0.0221382


Tree=164
num_leaves=31
num_cat=0
split_feature=16 20 5 9 17 5 16 16 19 9 20 5 18 0 22 17 4 20 23 20 21 22 6 23 10 0 18 22 22 10
split_gain=8.93546 5.31922 4.89797 4.57224 4.5348 4.05503 5.13889 6.62038 4.49277 4.25304 5.9681 4.16828 7.44966 4.08821 3.86538 3.77649 4.01813 5.85316 5.11008 4.67786 3.66063 5.65127 3.53708 3.32252 3.16489 8.07968 5.03812 5.30531 4.67314 4.08735
threshold=18.594956516900002 38.238138001450004 23.721757872050002 226.28914430085004 166.83257850275001 11.848158554650002 15.919962772200003 13.534968349350001 10.650859343850001 53.944017839150007 41.395309858300003 13.809011005350003 14.873215527100003 103.82556453975 -0.50001499999999999 197.05557773135004 376.98468903265001 44.921040431000009 0.092290000000000025 41.621607100200002 14.941253073700002 -0.088944999999999996 16.435384010100005 -0.22125500000000001 66.697957758300021 92.031298721500022 13.878370392300001 -0.073724999999999999 -0.092624999999999999 66.318885161900013
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 24 15 23 13 7 8 -7 -8 11 -11 -13 14 -6 16 17 18 -4 -20 21 -15 -17 -3 29 -26 -27 28 -28 -2
right_child=2 4 3 -5 5 6 9 -9 -10 10 -12 12 -14 20 -16 22 -18 -19 19 -21 -22 -23 -24 -25 25 26 27 -29 -30 -31
leaf_value=-0.0025917460888421075 0.001356121418533296 -6.1296866332567036e-05 -0.0039689445722456244 0.0046183931176012726 0.0029987628228800986 0.0016627150523794603 0.0048923976732496927 0.0024268264557719328 -0.0031698178227192162 0.0039180552697646864 -0.0037188020199464527 0.0018425932163662812 -0.0061770509117208281 -0.0051841641177179281 -0.0054450209043173624 -0.0016798182479592723 -0.0063671521643335199 0.0029832828613170557 0.0021015045022420979 -0.0041964245466474563 0.002124881742993199 0.00046612732698638642 0.0034578853811706887 -0.005330539571811883 -0.00497627087203304 0.0049674306831986714 -0.00045396283257505006 0.0015923410200179193 -0.0068173097833053101 0.0044591775678527231
leaf_weight=24.153095874935389 127.18898948282003 4.5142417084425688 13.889022214338185 3.6853976026177397 1.4156413897871969 7.5242319479584721 2.5284409821033469 40.703408487141132 9.5743782818317396 5.2527008578181329 13.548754761926828 6.77010704949498 4.0567840300500393 6.2052727658301619 7.3614216186106187 4.8236627839505655 3.4393220841884604 6.3459165357053271 8.4776657000184041 3.7145390734076491 8.4981083609163743 10.330146058462562 7.493641085922718 6.2478606626391393 5.8327134028077117 5.7594287618994704 9.5119871050119347 23.251499071717262 3.442072723060849 10.029347606003283
leaf_count=431 480 60 158 11 7 45 8 168 118 19 183 36 48 162 151 27 36 26 33 40 56 141 27 156 39 16 59 93 35 31
internal_value=0.000289724 -0.000569631 0.000865387 -0.000405517 -0.00020659 4.67665e-05 0.000566067 0.00140033 -0.00104326 -0.000933521 -0.0014307 0.000497274 -0.00116233 -0.00133492 -0.00408313 -0.000789777 -0.00155755 -0.00104743 -0.00202815 0.000182745 -0.000371363 -0.00165427 0.00144587 -0.00312032 0.00122168 0.000184631 0.000901945 0.000255225 -0.00214479 0.00158293
internal_weight=395.57 158.685 236.885 51.8692 134.531 123.769 89.9588 57.802 17.0986 32.1568 29.6283 16.0796 10.8269 33.8106 8.77706 48.1838 35.8665 32.4271 26.0812 12.1922 25.0335 16.5354 12.3173 10.7621 185.016 47.7977 41.965 36.2056 12.9541 137.218
internal_count=2900 1789 1111 358 1358 1142 625 331 163 294 286 103 84 517 158 347 293 257 231 73 359 303 54 216 753 242 203 187 94 511
is_linear=0
shrinkage=0.00467976


Tree=165
num_leaves=31
num_cat=0
split_feature=16 6 5 5 15 9 22 10 5 16 20 16 20 13 13 20 9 21 20 10 7 5 23 22 16 20 22 16 12 6
split_gain=12.3875 6.93375 6.55163 6.42658 5.52962 4.82889 4.33188 4.12707 10.4533 8.93426 5.26874 5.35387 3.96563 3.84237 4.81157 3.9869 3.80878 3.80678 3.79119 4.43204 3.96008 9.14829 3.79117 5.39545 5.13156 5.74316 5.49911 4.922 4.28287 4.1174
threshold=18.594956516900002 15.675366252400002 23.803605515150004 11.848158554650002 32.540328261750005 227.14331114760003 0.68694500000000025 66.697957758300021 20.766972852450003 19.974953289850003 41.941595803500007 22.494947397000004 40.742467179200005 108.61908538635001 107.97116697695002 38.238138001450004 191.40721473735002 8.9353283289500016 37.962710038050005 60.474177186300004 23.124786352450005 29.040033326300005 0.093675000000000022 -0.59309999999999985 13.534968349350001 45.673096293200011 -0.13324 15.919962772200003 243.55407972130004 11.175261108200003
decision_type=2 2 2 2 2 2 2 2 2 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 12 6 18 13 10 9 17 -2 -12 -1 14 15 16 -5 -9 19 -4 21 -20 24 -24 25 26 -17 -26 -25 -29
right_child=2 -3 5 4 -6 -7 -8 8 -10 -11 11 -13 -14 -15 -16 22 -18 -19 20 -21 -22 -23 23 28 27 -27 -28 29 -30 -31
leaf_value=-0.0035298746357653077 0.0019515204766068586 -0.0034940389259176361 -0.0011908926997177174 0.00083118574924983591 -0.0042623493804456172 0.0038845556718727979 0.0034901879667698747 0.0017787783261986247 -0.0054259367900797353 -0.0035503962684201714 0.0029692156908601611 -1.5646610870039657e-05 -0.00091264971470237874 0.0026675662190565352 -0.0046170313399452592 0.0023351799530758354 -0.0030433661951420848 -0.0014279659693347999 -0.0047692169674117702 0.0040609036258519842 9.1744977251627434e-05 5.0327200736713714e-06 0.0019878168052408639 -0.0037694664604385336 0.0024427154859166279 -0.0043387867071556698 -0.0025260857319904179 0.0019942297092548191 0.00093554679035662053 -0.0017602343874843964
leaf_weight=10.38188663497567 90.262660421431065 9.9872543942183238 4.1771796420216543 5.3214858882129183 3.7690385188907376 3.3954619318246833 5.4051090329885474 34.071496602147818 4.1454920992255202 5.8973913677036753 9.9066924154758436 46.037095509469509 32.257414424791932 7.4057100750505915 3.0768417268991461 7.9590419009327897 9.7454159893095476 5.8904828093945971 10.092179421335461 4.5594901889562607 19.390869289636612 11.824659015983341 5.4202134832739857 9.0211065839976055 27.773453302681446 4.6891152989119282 5.232196383178235 7.0474291965365436 3.7017112150788298 9.0533242598175985
leaf_count=288 292 197 38 48 65 9 20 128 37 38 31 194 480 29 34 42 113 40 121 11 98 74 24 90 96 73 56 35 24 75
internal_value=0.000257601 -0.000518102 0.000777264 -0.000329107 0.000125028 -0.000366063 0.000274202 0.00108866 0.000175242 0.000681565 0.00140106 0.000512922 -0.0015499 0.000109353 -8.38854e-05 6.29882e-05 -0.00167491 0.0013061 -0.000654463 0.00154991 -0.00112069 -0.00219339 0.000390717 -0.00108952 0.000825601 -0.000837581 0.000406999 0.00150341 -0.00240054 -0.000116875
internal_weight=416.899 167.248 249.651 157.26 114.621 53.4398 110.852 196.211 50.0049 45.8594 146.206 55.9438 42.6393 105.447 98.0413 94.9645 15.0669 39.962 50.0444 8.73667 41.3077 21.9168 79.8976 18.143 61.7546 17.8804 13.1912 43.8742 12.7228 16.1008
internal_count=2900 1789 1111 1592 824 351 759 760 243 206 517 225 768 739 710 676 161 168 342 49 293 195 515 138 377 171 98 206 114 110
is_linear=0
shrinkage=0.00368326


Tree=166
num_leaves=31
num_cat=0
split_feature=7 17 16 16 13 20 16 20 2 8 23 15 22 22 8 2 13 2 9 22 22 22 22 0 13 16 9 9 15 21
split_gain=3.08059 2.47894 2.16193 4.80842 7.40527 5.11271 4.80167 4.28097 3.81172 3.8098 3.75711 3.15407 6.19585 3.19811 7.31667 6.88346 8.14222 4.07149 3.56835 2.99626 2.95773 8.53359 2.88197 5.63562 5.11241 5.37436 3.72366 3.65704 3.34391 3.19346
threshold=29.973557588500004 157.96759137085004 20.394952307700002 20.674951653000004 113.85351336640001 41.840895355800008 19.974953289850003 43.19689381845 330.71431012540006 2.8477776226000002 0.25847000000000003 46.574831689400007 -0.095714999999999995 -0.072569999999999982 8.8430989333000021 117.02022404625002 117.58509325145 136.00952513250002 201.44620319810005 -0.0086649999999999991 -0.24103499999999997 -0.59309999999999985 -0.15895000000000001 92.031298721500022 109.72404167800001 19.214955067100004 66.290220196950017 40.406378633400003 35.194695975650014 8.0764874338000023
decision_type=2 2 2 2 2 2 2 2 2 2 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 11 8 19 10 -10 20 13 -13 15 17 -6 18 -15 -17 -7 21 -3 26 28 25 27 -22 -25 -24 -28
right_child=-2 2 3 4 5 7 -8 -9 9 -11 -12 12 -14 14 -16 16 -18 -19 -20 -21 22 -23 23 24 -26 -27 29 -29 -30 -31
leaf_value=-0.014130255711518359 -0.016143050223541094 0.0050123125416795793 0.012436367047861279 -0.016871729711375641 0.0081968846570900575 -0.0030570395298990956 -0.017068443067975586 0.0042111602854815345 0.00029106857432136115 -0.019389148684350051 -0.019576412967556744 0.0087781542817677877 -0.02145069128263568 0.0028151975354207153 -0.0080717667898462069 -0.0053990762487383182 -0.021753447456905817 0.01430717433252441 0.011380314220598752 -0.018062494924825392 0.010436309193179838 -0.013120652097339904 -0.016961489892420172 -0.0085812792353802455 0.011480814726535759 -0.018519574832380353 -0.012634276856690482 0.0020959804243549712 0.010890590548646968 0.0061284041783496697
leaf_weight=2.6628354070708147 2.6038925754837683 12.221344989724459 9.9428834915161115 5.0835426170378915 20.111224792897701 36.150803278200328 3.9990128949284545 21.143747398629785 4.6428009625524265 4.6760554192587733 2.1707440074533215 3.3101556561887264 3.119045164436101 10.359760880470274 5.5699508115649214 7.1583862155675906 4.9359390474855891 24.734885733574629 5.169407345354557 3.4526462629437438 17.295604055747393 12.366740098223088 6.183151137083768 8.3905257266014797 10.943336032330988 3.4395607858896247 3.7438453417271358 80.373074602335691 1.2228343561291692 5.0417187046259642
leaf_count=86 165 99 42 36 69 210 33 111 56 73 34 19 30 42 31 34 37 84 17 35 103 223 175 216 36 28 73 663 6 34
internal_value=0.00053228 0.000660132 0.000777016 0.00207153 0.00138586 0.00202499 -0.000396858 -0.00138012 -1.08387e-05 -0.00958415 0.000535162 0.00447384 -0.00588699 0.0053274 0.00831415 0.00207777 -0.00505064 0.0109148 0.00163702 -0.00436522 0.000805951 -0.00410778 0.00169021 0.000604601 0.00153566 0.0003553 0.00629186 0.00108669 -0.0123627 -0.00186705
internal_weight=342.219 339.616 336.953 160.242 150.299 145.216 176.71 60.7472 172.711 9.31886 163.392 84.4688 6.4292 78.0396 40.6646 37.375 17.2637 35.0946 12.3278 39.6034 161.222 24.5881 136.634 110.552 103.146 92.2032 26.0812 88.7636 7.40599 8.78556
internal_count=2900 2735 2649 797 755 719 1852 356 1819 129 1690 363 49 314 157 157 88 126 51 245 1656 322 1334 1124 943 907 210 879 181 107
is_linear=0
shrinkage=0.0153896


Tree=167
num_leaves=31
num_cat=0
split_feature=7 17 21 7 2 4 20 23 8 20 15 13 5 15 18 5 15 16 21 23 13 15 2 12 8 8 8 23 22 22
split_gain=2.7595 2.30722 3.82324 2.21736 3.38041 2.14895 1.9851 2.6443 3.73616 2.426 4.81744 2.55079 8.17445 2.85447 4.37348 3.52146 5.14658 3.09157 5.72201 2.67177 2.64505 3.81632 2.46619 2.66572 3.82288 2.65422 3.29654 2.38121 2.30544 3.40185
threshold=29.973557588500004 168.45154159730004 0.66871128820000014 17.605734992150001 215.60007756200005 329.34765841865004 32.785955158400007 0.088565000000000019 7.943800736700001 35.461062230100005 23.304416445750004 117.99105042915001 31.302824910800002 45.169600924000008 13.278511569200001 22.963361893800002 20.742056627150003 22.674946976100003 7.4080080539000006 -0.27223499999999995 117.66037007905001 43.938093326450009 45.36220315740001 90.17221166855002 8.3434888241000014 8.8430989333000021 8.7431769115000026 -0.54481999999999997 0.68694500000000025 0.25828500000000004
decision_type=2 2 2 2 2 2 2 2 2 2 2 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 -3 10 -8 13 -13 15 -15 19 -17 18 -16 27 21 -18 -21 24 -24 26 28 -11 29 -25
right_child=-2 6 3 4 5 -7 9 -9 -10 11 -12 12 -14 14 17 16 20 -19 -20 22 -22 -23 23 25 -26 -27 -28 -29 -30 -31
leaf_value=0.0080259982733484128 -0.026193843801172435 -0.026704565914057826 0.0075538734590632258 -0.030514820161474072 0.020929092079766839 -0.01874442037067103 -0.017721308375695504 -0.042841747660903116 0.02530661422291805 0.0035200193684181156 0.01749731451927054 -0.026978595491791615 0.023222394782750119 -0.029378677685443191 -0.025657237809293108 -0.022486416168749999 0.012931308459396322 0.02051964816504781 0.0094107909145084486 0.023526297302278728 0.02435982957396662 -0.015354784069143769 -0.027164913412426037 0.0019342289686627352 0.0018013939906635025 -0.013093122484304841 0.019892100206982496 -0.036728146163657438 0.018148729081284638 -0.020143043202283901
leaf_weight=6.5655297245830324 2.3658570842817417 1.8649815884418779 2.1539254495874038 6.9239548668265325 1.6185752591118219 1.8295068060979245 2.9832903789356378 1.4426760030910371 1.6263406202197073 1.6058200029656293 13.491520514711736 6.6201981287449581 2.9492762312293053 4.4712106781080392 5.533704271540044 2.8134066807106128 17.836973439902074 3.2528771832585326 6.2126702554523945 3.1787077486515036 9.0220988094806653 3.6070132106542578 4.9333285596221668 187.83504483755678 6.8389596939086914 7.1518257744610301 6.5965333618223658 2.1797170182690015 5.3242689166218033 4.4953072387725106
leaf_count=86 165 78 41 193 12 31 64 38 7 16 55 60 9 77 51 47 99 11 32 10 26 26 45 1410 33 44 25 36 32 41
internal_value=0.000796968 0.000988752 -0.0074764 -0.015602 -0.0204107 -0.00012115 0.00150366 -0.0142791 -0.00247653 0.00175573 0.0111199 0.00122822 -0.0115068 0.00165902 -0.00760762 0.00234396 0.00996962 -0.00111776 -0.00710972 0.00124125 0.0129668 0.00817341 0.00159071 0.00127828 -0.0103373 0.00192511 0.00245097 -0.0196549 0.00186889 0.00141822
internal_weight=335.325 332.959 19.0915 12.526 10.372 3.44808 313.868 4.934 3.49132 308.934 16.4748 292.459 9.56947 282.889 19.4705 263.419 33.2795 14.9993 11.7464 230.14 30.4661 21.444 226.354 223.175 11.7723 211.403 204.251 3.78554 197.655 192.33
internal_count=2900 2735 363 277 236 43 2372 123 85 2249 119 2130 69 2061 171 1890 198 94 83 1692 151 125 1640 1630 78 1552 1508 52 1483 1451
is_linear=0
shrinkage=0.0250803


Tree=168
num_leaves=31
num_cat=0
split_feature=5 21 5 6 23 23 20 20 21 22 12 20 7 20 15 6 22 6 15 20 15 13 18 23 7 22 0 7 8 21
split_gain=2.58204 2.90827 2.50781 2.07266 1.90864 2.05631 1.98696 3.0687 2.31732 1.95365 2.62218 1.71072 2.4006 2.06977 2.48528 2.1139 1.7561 1.82438 5.04181 4.52406 6.39045 5.16125 3.75466 4.47593 3.54951 3.96313 3.43022 4.5468 5.89391 4.49421
threshold=7.7286379265000011 8.8712712239000009 5.2595069053500012 1.8100422913500003 -0.27223499999999995 -0.27687999999999996 49.110028829250005 48.852845034800005 5.3455647436000007 -0.23557500000000001 151.63308792200004 32.785955158400007 22.708075280250004 34.997818021800008 31.198916099800005 13.315311110100001 0.68694500000000025 14.835346625500001 23.214301336750001 40.259171735100004 19.215947067900004 95.870416931800023 14.708525021850003 0.090720000000000023 26.153845577000002 -0.078219999999999998 86.530713386650021 22.765858321950002 8.8430989333000021 1.8462237188500004
decision_type=2 2 2 2 2 2 2 2 2 2 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 9 7 11 -8 -2 -11 12 -6 14 15 -13 17 19 -19 20 21 -15 -21 24 -24 -26 27 -20 29 -29
right_child=4 2 -4 -5 6 -7 8 -9 -10 10 -12 13 -14 16 -16 -17 -18 18 26 22 -22 -23 23 -25 25 -27 -28 28 -30 -31
leaf_value=-0.019512575991465653 -0.023108353586032113 -0.019987755868868654 -0.020260880852870016 0.0073298261082073209 0.00086687391748410637 -0.027356849459395208 0.010368523852776472 0.016476841105824917 -0.016683660973990554 -0.014782799882608394 0.0094746585473484482 0.011194262089444027 -0.030553070652897345 -0.020448341086495878 0.017582655480205489 -0.012091151071616022 0.013592102366699024 -0.021605444156167955 0.0036426127308010459 -0.0047175974932625242 -0.010769116037069044 0.01489158821094539 0.013167663414877091 -0.0043599229667629106 -0.0093548976911256871 0.011429535376583066 0.0053087135325050527 0.011929359325990624 -0.028311533503697063 -0.0057016175503240519
leaf_weight=4.6167655838653436 1.482489445246755 1.1469293003901819 1.9916505767032502 6.6920120008289814 2.1258991593495007 1.5170854218304146 1.5047389566898335 4.6654546968638888 4.3240925231948495 2.4644576767459503 4.3330364488065243 2.8719687713310105 1.436478530988097 1.840491421520708 5.9083587229251862 2.6357239224016666 3.8321934118866912 3.1315588979050508 50.386230429634452 21.983298321254551 28.320505633950233 6.9892860557883978 20.744514222256839 13.747560644522308 6.7243706239387357 6.2308762120082992 78.26295317709446 6.1761203221976748 3.4557869769632807 29.163732711225748
leaf_count=312 36 60 70 75 36 25 9 18 63 48 37 28 28 72 20 28 22 97 310 204 266 38 117 145 101 36 352 25 36 186
internal_value=0.00054212 -0.00722006 -0.0014471 0.00333294 0.000896712 -0.00726116 0.00115751 0.00136802 -0.00970002 -0.00357917 0.000680024 0.00112985 -0.0118028 0.00128741 0.00912446 5.09533e-05 0.000969005 0.000794468 0.00199859 -0.00113266 -0.00642095 0.00752528 0.00169695 0.00466894 0.0083522 0.000641456 0.00244003 -7.74193e-05 -0.00490885 -0.00262036
internal_weight=330.707 14.4474 9.83059 7.83894 316.259 9.79707 306.462 300.633 5.82883 8.27998 6.79749 295.968 3.56238 292.406 11.4161 5.50769 280.989 277.157 170.576 106.581 37.1503 8.82978 69.4306 47.4473 33.6998 12.9552 167.445 89.1819 38.7956 35.3399
internal_count=2900 517 205 135 2383 146 2237 2165 72 121 85 2147 64 2083 76 56 2007 1985 1006 979 376 110 603 399 254 137 909 557 247 211
is_linear=0
shrinkage=0.0187757


Tree=169
num_leaves=31
num_cat=0
split_feature=16 20 5 10 5 17 20 9 21 20 12 16 15 8 22 17 5 7 17 22 0 10 5 16 10 21 0 10 20 6
split_gain=8.893 5.26097 4.40112 4.32191 6.21822 5.48511 5.02533 5.70144 5.07518 4.23791 3.60425 3.89321 4.51439 3.9114 6.18988 3.43358 6.76451 4.98261 4.57506 3.41376 5.44576 3.17132 9.4108 7.32867 4.76314 4.49531 4.65858 3.84795 5.68524 4.94827
threshold=18.594956516900002 38.238138001450004 23.721757872050002 74.986474174450009 10.399809962700003 195.53954078470002 44.710446918150005 38.559541491950007 18.904039828500004 38.115457128050004 108.47758681740001 11.934972090850001 29.049007317550004 4.9461400813500012 -0.18126999999999999 199.01194954300004 29.040033326300005 23.124786352450005 193.63201810280003 -0.23771499999999998 94.73051068445001 66.697957758300021 20.766972852450003 19.974953289850003 66.318885161900013 8.9353283289500016 94.157869102700019 65.630639880500027 39.344049039350004 16.455384477450004
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 21 5 6 10 -5 8 -8 -4 -3 -12 13 14 19 16 17 -11 -19 20 -13 24 23 25 27 -23 -27 28 -2 -30
right_child=2 3 9 4 -6 -7 7 -9 -10 15 11 12 -14 -15 -16 -17 -18 18 -20 -21 -22 22 -24 -25 -26 26 -28 -29 29 -31
leaf_value=-0.0025268682146768928 0.003647022572259984 -0.0048133627625133535 0.002564594315908711 -0.0044231596031981141 0.0011300738968188068 -0.0054921345971104037 -0.0042721975692936783 0.0038786904862523272 0.0019732482230569669 -0.0058693464390556591 -0.0041195339864370274 -0.005511874582380367 -0.0036918976062233237 0.0040685919734469653 -0.0042671174784834577 0.0014937460196269071 0.00096326330879391233 0.001626384203371557 -0.004615262417073036 0.0039351712275467517 0.0040515280343747821 0.0021457003665589069 -0.0067613148841223856 -0.0041304090038903497 0.004531622390070985 0.001911926066706275 -0.006220226534555221 -0.0026604177770946651 0.0019136007593929122 -0.00015179533436166366
leaf_weight=24.616901187226176 20.877581864595413 4.1377914305776349 8.6463762633502466 8.6406207531690615 65.130720939487219 6.014002736657857 7.2823881329968589 5.2995382640510789 4.4867913909256458 9.2431351915001922 4.757598850876092 2.7231789901852608 4.8253498859703532 7.1520890258252612 5.0917382705956742 9.1704830974340421 12.298309724777935 5.5752780362963659 4.5512515939772129 6.8821794539690053 2.3816451169550419 32.978115994483232 3.8551173508167258 5.7026986852288237 10.469813615083693 2.9746953994035712 3.0382783710956573 5.0522673279047003 55.799883056432009 44.480221327394247
leaf_count=431 64 56 54 227 391 93 185 33 27 122 85 45 65 23 95 40 77 28 37 24 9 128 36 38 31 10 30 24 200 192
internal_value=0.000278693 -0.000563215 0.000850535 -0.000204632 0.000370769 -0.00139351 -0.00155281 -9.97719e-05 -0.00189123 -0.000373236 -0.000744015 -0.00024605 0.000388187 0.0012007 -2.93341e-07 -0.000995237 -0.001716 -0.00341714 -0.00117885 0.00181213 -0.00105009 0.00117747 0.000163333 0.000760627 0.0015377 0.00147597 -0.00219715 0.00128933 0.00145404 0.000997474
internal_weight=394.136 159.423 234.714 134.806 90.8401 43.9656 25.7093 17.0687 11.7692 49.4848 37.9516 33.8138 29.0562 24.2308 17.0787 40.8385 31.668 19.3697 10.1265 11.987 5.10482 185.229 48.5489 44.6938 136.68 38.9911 6.01297 126.21 121.158 100.28
internal_count=2900 1789 1111 1358 863 495 472 245 212 358 402 346 261 196 173 304 264 187 65 78 54 753 242 206 511 168 40 480 456 392
is_linear=0
shrinkage=0.00461923


Tree=170
num_leaves=31
num_cat=0
split_feature=16 5 20 10 5 21 17 20 23 10 17 5 7 17 23 21 10 5 0 3 20 20 21 3 22 7 18 15 3 7
split_gain=11.8593 6.37395 6.28778 5.64768 7.38725 5.51921 5.40915 4.99341 4.39933 4.3742 4.34834 7.67917 4.95756 5.15611 4.29724 4.18013 4.14923 9.49946 7.67167 4.79484 4.99975 4.99211 4.50763 5.44078 3.8647 6.56431 6.44626 5.74805 4.87617 3.73666
threshold=18.594956516900002 23.721757872050002 38.238138001450004 74.986474174450009 10.399809962700003 18.904039828500004 195.53954078470002 38.115457128050004 -0.13743499999999997 59.74022811670001 199.01194954300004 29.040033326300005 23.124786352450005 193.63201810280003 -0.22125500000000001 11.133313228750003 66.697957758300021 20.766972852450003 92.031298721500022 89.227236891450005 42.178283198950005 43.19689381845 8.9353283289500016 85.436510927550003 -0.072569999999999982 23.302979953550004 12.903279561150002 33.755638987250002 93.394346993650018 22.969987962250006
decision_type=2 2 2 2 2 2 2 2 2 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 6 5 8 -4 9 14 -3 11 12 -9 -14 -5 -13 19 18 -18 -2 24 -22 -20 -24 25 26 -21 -26 -28 -10
right_child=1 7 3 4 -6 -7 -8 10 29 -11 -12 15 13 -15 -16 -17 17 -19 22 20 21 -23 23 -25 27 -27 28 -29 -30 -31
leaf_value=-0.0021651416409042236 0.0032176118257515947 -0.0010533073151307213 -0.00077147527701469957 -0.0028016343750809736 0.00093046133869410569 0.0017876067563289163 -0.0044452968414734981 -0.0048003501815513687 0.0015512426610840198 0.0039936035161334919 0.0012353846372195638 0.0019359864080648955 0.0011240932406220653 -0.0040292956997273529 0.0030015054120751646 -0.0029066077944553607 -0.0037702780882863125 -0.0053048716404693946 0.0016434494645038351 -0.0020228733204337747 -0.0010058951295458252 0.0016327587095434444 -0.0051214170945345769 0.001779820721027362 -0.00091797649298517258 -0.0021471374326076679 0.00087919261173658142 0.0029024380992654954 0.0040740393751230045 -0.0040576850742832724
leaf_weight=26.640783477574587 17.135715886950493 3.8759944029152376 39.43294164352119 3.3498590756207705 70.032146899029613 6.0797885172069064 6.3548000901937476 10.071239579468967 1.8572691176086653 5.9376004934310913 9.891725540161131 9.5323779881000501 5.9058812372386438 4.8110740184783936 3.6316712554544273 3.2689239308238021 4.8630667999386779 4.0103270336985579 35.493149295449257 5.6418193131685284 24.099148094654083 16.491634793579578 3.2040173113346091 3.0402892529964447 6.2323862239718428 8.1865410283207876 14.365550376474859 39.228375554084778 11.951012849807737 12.802554832771419
leaf_count=431 52 38 402 59 391 34 93 122 22 16 40 48 28 37 21 29 31 36 135 26 115 57 30 10 28 39 50 117 27 336
internal_value=0.000234413 0.000751188 -0.00051635 -0.000210339 0.000291327 -0.00132332 -0.00128136 -0.000380693 -0.00219729 0.00200027 -0.00091807 -0.00155224 -0.00293878 -0.00118938 0.000217059 0.000699388 0.00106222 0.000152613 0.000622271 0.00138341 0.00113435 6.61639e-05 0.00113407 -0.00176127 0.00164084 0.000805299 0.0015616 0.00237868 0.00233005 -0.00334708
internal_weight=417.42 247.238 170.182 143.541 97.7533 27.7211 45.7877 53.2948 21.6414 9.81359 43.4812 33.5895 20.7882 10.717 6.98153 12.8013 193.943 50.6108 46.6005 143.332 126.196 40.5908 41.7375 6.24431 85.6057 40.1449 31.9584 45.4608 26.3166 14.6598
internal_count=2900 1111 1789 1358 863 472 495 358 438 54 304 264 187 65 80 77 753 242 206 511 459 172 175 40 287 142 103 145 77 358
is_linear=0
shrinkage=0.00369538


Tree=171
num_leaves=31
num_cat=0
split_feature=16 16 21 13 23 12 10 22 6 21 9 13 3 10 15 16 7 19 10 12 12 15 18 15 19 15 6 22 13 22
split_gain=2.53248 3.02222 3.00522 4.6677 2.21092 2.24035 2.05948 1.9208 2.78362 3.42017 1.81886 4.12692 3.32275 6.42631 4.37545 3.06151 3.55694 2.90825 3.4115 3.4111 2.87768 2.67312 2.58412 2.44658 4.73541 3.24993 4.90917 7.72431 7.503 6.75525
threshold=11.934972090850001 10.664975060650002 16.589865017350004 95.870416931800023 -0.15684499999999998 316.7844411196001 54.884872733100003 0.68694500000000025 4.9151148409000003 20.770927814650005 187.70546222865002 98.238948544700023 93.862138708350017 61.928633034850002 42.670190152050004 22.664946999500003 22.597569836950004 14.451165964200003 77.52437864960001 325.25099387990002 82.187369520450019 19.527500348350003 13.5308213324 23.900317844600004 12.851036860900001 28.566186095050004 15.925372093750001 -0.073724999999999999 117.38883580790001 0.072320000000000023
decision_type=2 2 2 2 2 2 2 2 2 2 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 8 9 -8 17 -12 15 14 -14 16 -13 18 19 -10 -18 -22 -17 24 -23 -25 27 -27 -28 -29
right_child=6 -3 -4 -5 -6 -7 7 -9 10 -11 11 12 13 -15 -16 22 20 -19 -20 -21 21 23 -24 25 -26 26 28 29 -30 -31
leaf_value=-0.013738370787286854 -0.017432648308634672 -0.01485210384501953 0.010905136223762 0.013388334613400821 -0.017917090475539615 0.010311741655256879 -0.017761309582525649 0.011245937164529008 0.0013030006989872963 0.0093649362260578312 -0.014463456713042569 0.010563891050005682 -0.0092641290651866107 -0.018196053198024753 0.008158275807141957 0.00082027430671517329 -0.012895716199423158 0.010866267649808496 0.010771597456724034 -0.01558837238586804 0.0098159398651563382 -0.00054684771716758253 0.015126285329033991 0.0058191413357527224 -0.02085291647876478 -0.012673942084256802 0.0092797390758577823 0.0065117153603431385 -0.0021565504997317015 -0.012792327540699725
leaf_weight=2.1955351084470776 1.6999984267167736 6.1613313267007461 4.2806308940052977 2.8807806344702831 5.4199203085154322 2.1274319533258677 4.5777530712075523 5.0217489991337052 46.399667419493198 1.8089405894279478 5.1452440936118355 9.8382863998413068 7.1037897504866185 7.3561029061675063 9.2659482490271312 6.2895756885409346 4.5319628342986098 12.037169281393288 10.008537977933882 3.5932804364711037 8.3271491918712837 11.863430868834259 8.0048393756151182 28.783013444393873 4.3887323122471562 19.43543467298149 26.605171654373407 18.690353427082314 40.157026100903749 6.9324395135045043
leaf_count=75 89 166 26 17 311 14 204 29 394 14 84 34 51 100 43 31 31 48 60 45 44 75 33 166 62 199 106 96 207 46
internal_value=0.000499772 -0.0048381 -0.00118816 -0.00528895 -0.0108115 -0.00190275 0.000899691 0.00100148 0.00083065 -0.0100782 0.00106702 0.000320849 0.000670473 -0.00522925 0.000597672 0.00139257 0.000800335 0.00337392 0.00187084 8.89207e-05 0.000234346 0.000594583 0.00883161 0.00010504 -0.0060303 0.000814215 -0.000474072 -0.00473386 0.00240089 0.00128886
internal_weight=330.931 23.0656 16.9043 12.6237 9.74289 4.32297 307.866 306.166 301.144 6.38669 294.757 222.719 217.573 23.7258 16.3697 193.847 179.553 72.0387 60.0015 49.9929 169.715 165.183 14.2944 156.856 16.2522 140.603 111.82 45.0582 66.7622 25.6228
internal_count=2900 609 443 417 400 89 2291 2202 2173 218 1955 1408 1324 194 94 1130 1066 547 499 439 1032 1001 64 957 137 820 654 341 313 142
is_linear=0
shrinkage=0.0167019


Tree=172
num_leaves=31
num_cat=0
split_feature=5 21 17 5 23 16 21 17 8 7 7 23 20 8 22 9 9 13 7 0 23 20 12 22 18 21 5 12 6 13
split_gain=2.21171 2.59399 2.2275 2.40289 1.75369 2.68251 1.70324 3.62101 3.68167 3.44438 4.21833 3.06513 2.72255 6.32167 3.57881 2.87222 2.83679 2.67822 2.71507 4.17356 7.67147 5.74733 3.31505 3.401 3.60852 8.18023 5.82508 5.26367 3.51816 4.32082
threshold=7.7286379265000011 8.8712712239000009 201.37020668845003 5.2595069053500012 0.074640000000000026 14.184966829400002 2.9845679401500003 168.45154159730004 1.7486353823000003 25.027970878050002 25.221560561650005 0.11308000000000003 42.871500973550006 4.9461400813500012 -0.25089499999999998 44.114531459200009 185.04294426330003 117.99105042915001 22.765858321950002 86.20003303655001 0.10332500000000001 42.049402686800001 96.350437043050007 -0.079824999999999993 13.849588037450003 12.488762019500003 18.895511665650005 216.90516601515003 12.085282370700002 117.38883580790001
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 3 4 -3 -6 9 -8 -9 12 -11 -12 13 15 -15 -2 -16 18 -10 20 21 -20 -21 28 -25 26 -26 -28 -24 -30
right_child=6 2 -4 -5 5 -7 7 8 17 10 11 -13 -14 14 16 -17 -18 -19 19 22 -22 -23 23 24 25 -27 27 -29 29 -31
leaf_value=-0.018643215769439229 0.0095269544421984643 0.016090221627201178 -0.021196739465251416 -0.019212095451683571 -0.019978701356135484 0.013917821179669537 -0.010753944011572739 -0.021012313909128909 0.0045229914497000165 -0.029282899575510172 -0.003869194670629282 0.015499107621492467 0.012089569781608845 -0.0073848508142645396 0.019281518994627933 -0.020023206420270074 0.0049070332515832558 -0.012877115923554689 0.008619299047343848 -0.013045236283867518 -0.030229521152482685 -0.014626029069575643 -0.012251499576354645 0.012382911495944745 0.0098965751075830929 -0.021060862626022855 -0.026761689262809259 0.0015832316436887048 0.0032051168252247722 -0.010049290303458564
leaf_weight=4.087074175477027 1.3447024058550585 3.3659402504563314 1.5427561439573763 1.3631578949280081 1.4958489667624237 1.5367558002471922 10.001130199991165 2.5797401294112197 51.260754404589534 1.8840887844562555 19.326373906340454 3.0749133601784697 12.447630911134182 7.1849303375929585 4.8520199786871663 5.1885826466605067 54.815555384382606 4.6287379097193471 7.5075778756290692 5.2776986407116047 4.0590030159801236 6.3948521725833416 8.4446474183350713 14.808360699564224 23.692799971438944 4.449352726340293 2.9149473654106242 7.8696991764008999 37.33750981092453 10.157707538455723
leaf_count=312 11 22 54 56 59 14 222 58 315 21 224 20 55 51 17 144 270 42 31 43 40 65 134 56 134 52 29 47 249 53
internal_value=0.000492495 -0.00667771 -0.00142175 0.00250883 0.00713629 -0.00280182 0.000800743 -0.000184509 0.000367819 0.00260256 -0.00338849 -0.0012106 0.00429765 0.00297599 0.00462924 -0.0139411 0.00607593 0.000659949 0.00100017 -0.000358475 -0.00843602 -0.00207311 0.000903646 0.00157488 0.00481234 0.00193237 0.00489967 -0.00607803 -0.00153497 0.000370423
internal_weight=324.895 13.3915 9.30446 7.7617 6.39855 3.0326 311.503 201.385 191.383 110.119 24.2854 22.4013 85.8334 73.3858 66.8525 6.53329 59.6676 188.804 184.175 132.914 17.9614 13.9024 114.953 109.675 53.7352 38.9268 34.4774 10.7846 55.9399 47.4952
internal_count=2900 517 205 151 95 73 2383 1570 1348 813 265 244 548 493 338 155 287 1290 1248 933 136 96 797 754 318 262 210 76 436 302
is_linear=0
shrinkage=0.0180187


Tree=173
num_leaves=31
num_cat=0
split_feature=16 20 15 16 2 16 20 16 7 12 18 9 13 23 0 16 4 6 4 10 21 18 23 18 9 0 13 7 16 17
split_gain=8.3865 5.31392 4.90643 5.33561 4.67755 4.53164 7.06249 5.26588 5.2404 6.87843 6.33815 5.80083 5.42722 5.12581 4.51706 5.52692 5.32024 10.6702 5.12794 7.79253 5.09939 5.05073 5.16834 4.07455 7.15006 4.50876 6.28625 4.16171 4.04579 4.46155
threshold=18.594956516900002 37.572218886150004 30.046989284200006 11.934972090850001 313.37633693555006 15.919962772200003 41.395309858300003 17.844958270700005 26.626668929150004 211.56805207830004 15.974481919500002 204.42645579255003 104.02719889955002 0.08883000000000002 86.530713386650021 22.614947116400003 310.49012963040008 15.925372093750001 248.34582299520005 62.041548276350007 2.1194692063500002 13.583580954200002 -0.21013499999999999 13.5538556217 196.26893085885004 96.249489528150022 109.34496908160001 23.9444576715 9.6249774926000011 180.19381692845005
decision_type=2 2 2 2 2 2 2 2 2 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 28 -1 8 7 13 9 10 11 12 -5 -7 18 16 23 -18 -2 20 -20 22 -22 -16 27 26 -26 -25 29 -3
right_child=14 2 -4 5 -6 6 -8 -9 -10 -11 -12 -13 -14 -15 15 -17 17 -19 19 -21 21 -23 -24 24 25 -27 -28 -29 -30 -31
leaf_value=-0.0032253202312191127 0.0008146490488457409 -0.0035692920602510276 -0.003568021291753468 -0.002324734376660682 0.0024189596874016842 0.0013916726530927362 -0.0022503805828306463 0.0031367220246503198 -0.0016638669753296367 0.0029819114292995211 0.0025150951735158022 -0.0061760682921732125 0.0021411686673624788 -0.0052530314952120563 0.0026630130085554858 0.0028966209375334601 -0.005034261379481376 0.0016062896198739277 0.0024280883091354088 -0.0048278892782359578 0.0010387452413625799 0.0018079329937652979 -0.0035344244493954067 -0.00053796583954166053 -0.0030735359051965896 0.0042962581584314076 0.0014646698470600521 -0.0055879672648747256 -0.0033229266869265186 0.001063341373417083
leaf_weight=16.799712301231924 65.736085055395961 4.7107397774234476 6.6488047987222663 9.3757335226982885 2.7577533498406401 4.6391256377100971 21.728763425722718 9.7804831936955434 10.25424640253186 26.225390357896686 12.269248623400925 3.1190186664462081 8.2567915767431241 3.1414491888135672 22.745413593947887 25.670996025204659 6.9966145306825629 8.8322155773639661 8.8648275919258577 7.0693647135049096 5.6790408380329636 7.0463320389389983 13.382992414757611 9.0854631066322309 5.6677474752068511 7.2317088097333899 37.555341817438602 3.7071984671056262 12.25888665486127 11.646369187161325
leaf_count=337 298 113 105 93 27 30 291 38 112 118 54 28 46 36 72 86 52 33 37 72 28 31 122 42 42 19 141 36 208 153
internal_value=0.000233605 -0.000464812 -0.000198087 -3.50232e-05 -0.00242943 0.000370924 -0.000719406 0.00117491 0.000987307 0.00144617 0.000226468 -0.00112667 -0.000233484 -0.00129116 0.000719299 0.00123103 0.000811101 -0.00132895 0.00011397 -0.000981585 -0.000204105 -0.00109784 -0.00217197 0.00120502 0.000680692 0.00136073 0.000869585 -0.00200141 -0.00157832 -0.000270827
internal_weight=398.884 163.613 144.055 137.406 19.5575 108.79 39.2898 17.5611 69.5004 59.2462 33.0208 20.7515 17.6325 7.78057 235.271 127.493 101.822 15.8288 107.779 42.0426 34.9732 26.1084 19.062 85.9929 63.2475 50.4548 43.2231 12.7927 28.616 16.3571
internal_count=2900 1789 1425 1320 364 846 395 104 451 339 221 167 139 66 1111 523 437 85 588 290 218 181 150 352 280 202 183 78 474 266
is_linear=0
shrinkage=0.00401672


Tree=174
num_leaves=31
num_cat=0
split_feature=16 12 18 23 6 19 6 6 17 20 20 23 10 0 17 6 8 0 23 0 21 18 0 2 6 5 20 6 16 10
split_gain=2.15967 3.66812 2.39077 2.60554 3.93235 2.07649 2.51723 5.03993 3.21276 2.36359 3.45624 3.25036 3.59199 3.16145 3.52803 2.04244 2.01445 1.99159 4.36442 3.79293 4.83292 3.8349 3.07953 4.33418 3.52972 7.04926 7.21596 3.02869 4.41484 6.43492
threshold=13.534968349350001 176.04981466085005 13.849588037450003 0.07968500000000002 13.200308423050002 11.850956171350001 13.665319288000001 13.775321858200002 242.64190980425005 47.480720532750006 41.24714903835001 0.086945000000000022 80.677940036650014 102.84427732220001 199.41622983390002 11.060258421150001 0.84933718570000016 94.047642319350018 0.094625000000000029 96.055920542800024 0.89219292875000011 14.117867417450002 86.530713386650021 317.41815758785003 16.455384477450004 22.443872254700004 40.823855932350007 16.245379570700006 19.214955067100004 65.727424373200009
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 -3 16 -5 15 8 -8 9 10 13 12 -11 14 -7 -2 -4 22 19 20 -19 -22 23 -9 27 26 -26 28 -24 -30
right_child=5 2 3 4 -6 6 7 17 -10 11 -12 -13 -14 -15 -16 -17 -18 18 -20 -21 21 -23 24 -25 25 -27 -28 -29 29 -31
leaf_value=-0.016854874595555527 -0.0051738730002172289 -0.021510674222155138 -0.020394817225939658 -0.020808292663011343 0.0091981659573758968 -0.014872470999769924 0.0169633154493904 0.00019482679358560483 0.013471532121697886 -0.017627491262228519 -0.014593101249037342 0.016636113013355557 0.01747683083110951 -0.022835165625612712 0.0069455124725423412 0.012915598783243694 0.0059025265780971959 0.0069633042084706574 -0.015178654092633678 0.0069204143280277826 0.0075350975418306725 -0.024403042247968177 0.013970977346521488 -0.024381793916803778 0.00028697350849368378 0.014505422621536763 -0.033783777642237819 0.012246552213917742 0.0067229326425306329 -0.0097942138198960464
leaf_weight=6.6804807041771701 3.0315541410818687 1.9512069467455173 1.1501948712393701 4.3072683555074027 2.5949785858392715 3.6560722109861734 7.5696535408496848 98.177134538535029 3.7757509630173436 3.4642539331689459 14.273606277536599 3.9633511863648891 1.5708500323817132 2.2811220479197791 11.064864560961722 9.7816871646791679 17.717844075988978 5.3317205887287873 8.5225977245718223 15.615630142390726 1.8245186544954775 5.9073827425017953 11.597476609051226 2.7347455453127614 5.5449251830577833 4.9312488064169875 3.9445806890726089 21.813560355454683 22.671127490699291 14.238374363631008
leaf_count=231 43 55 54 224 15 62 33 728 23 83 194 14 12 50 77 56 221 26 90 74 11 93 45 40 25 18 30 84 99 90
internal_value=0.000512886 -0.00404646 -0.000959819 0.000596197 -0.00952702 0.00105886 0.000705147 0.00151141 -0.00351244 -0.00510471 -0.00760686 0.00359196 -0.00667566 -0.00174176 0.00152683 0.00863571 0.00429944 0.000986564 -0.00307992 0.000515454 -0.00714073 -0.0168665 0.00180142 -0.000471208 0.00450772 -0.0041705 -0.0138755 0.00628738 0.00360754 0.000351204
internal_weight=321.69 34.402 27.7215 25.7703 6.90225 287.288 274.475 230.425 44.0499 40.2741 31.2757 8.99846 5.0351 17.0021 14.7209 12.8132 18.868 222.855 37.2018 28.6793 13.0636 7.7319 185.653 100.912 84.7413 14.4208 9.48951 70.3205 48.507 36.9095
internal_count=2900 800 569 514 239 2100 2001 1486 515 492 383 109 95 189 139 99 275 1453 294 204 130 104 1159 768 391 73 55 318 234 189
is_linear=0
shrinkage=0.0192558


Tree=175
num_leaves=31
num_cat=0
split_feature=15 21 15 16 19 22 23 20 21 15 23 22 23 20 23 4 9 17 23 22 7 20 6 10 6 17 0 7 22 23
split_gain=1.96262 4.19108 1.75506 2.65517 2.78598 3.16919 1.63261 2.32103 1.86866 1.87025 1.79326 5.05044 4.18489 5.48244 4.63919 3.33767 2.84767 2.68818 2.65385 4.71981 5.52116 3.66112 2.98255 4.51341 2.63637 2.47537 3.72224 3.46181 2.90386 6.37732
threshold=11.896459116400001 17.123843457500005 12.389956812050002 11.934972090850001 10.650859343850001 -0.18126999999999999 -0.27223499999999995 48.919835655300012 5.0287037994000015 30.124327028350006 -0.15684499999999998 -0.24103499999999997 1.0000000180025095e-35 41.468518788800004 -0.093074999999999991 162.32075757215003 192.09062119805003 192.70224472390001 0.083415000000000031 -0.065399999999999986 22.708075280250004 42.674081447500008 14.615341485100002 86.858705278550005 16.385382841850003 242.64190980425005 102.84427732220001 24.071745547300001 -0.091779999999999987 0.086520000000000027
decision_type=2 2 2 2 2 2 2 2 2 2 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 -4 7 8 9 -5 11 -8 13 14 -12 -16 -13 -18 19 20 24 -22 23 -23 -14 26 28 -28 -20 -30
right_child=2 -3 3 6 -6 -7 10 -9 -10 -11 12 16 18 -15 15 -17 17 -19 25 -21 21 22 -24 -25 -26 -27 27 -29 29 -31
leaf_value=-0.018744899884015405 0.012039785943280968 0.0074539272371327318 0.0075962450351669923 -0.01903766752525245 -0.019063321360617894 -0.018506073401750311 -0.021870057084757828 0.010411938509146939 -0.021841664385029238 0.0078609175873579386 0.0090428690022069623 0.011308311048131545 -0.00063818455076331394 -0.017576950717643633 0.0030536874709187691 -0.018640785155082898 -0.012382853520768861 0.0092233288504678206 0.0032844698718807971 0.012221753960751702 -0.013794445871897237 -0.023380856669959402 0.0092160344689120842 0.0089636511047926897 0.018454985848897949 0.015137116501033547 0.01434434932588723 -0.020892230387110564 -0.013129357989109471 0.00022929207799656431
leaf_weight=4.4976766919717184 3.9223158434033385 3.0004948955029249 4.2336833225563169 1.2646749806590372 4.0992426336742938 2.0277084442786855 1.8618359630927468 1.764904214069247 2.9265636368654668 1.9165346771478651 7.9115455173887339 16.740040529984984 3.3179840128868836 8.2483150395564717 3.6945466808974761 4.8139093732461333 3.4885607510805121 3.3056774623692036 69.882286330685019 16.817145307082683 7.5688554090447751 2.7252614097669703 6.5438204631209373 2.3841116903349757 5.9617602583020926 3.2950903661549082 1.0184234008193005 4.2572271730750799 11.772249111905692 100.11159131117165
leaf_count=281 36 22 52 39 145 86 39 8 67 12 60 114 33 136 18 59 29 20 433 94 84 72 30 29 20 17 6 93 109 657
internal_value=0.000417456 -0.00826108 0.000628818 0.000481567 -0.00806032 -0.00085681 0.000783003 -0.00692975 -0.0119408 -0.00283249 0.000995518 0.00535019 0.000570695 -0.0061573 -0.000420828 -0.0092206 0.00750363 -0.00187055 0.00127498 0.00500879 0.000752866 -0.00449737 0.00154116 -0.00828841 0.0116282 0.000385962 0.000126093 -0.0140901 0.000538709 -0.00117628
internal_weight=315.374 7.49817 307.876 303.954 10.3606 6.26139 293.593 7.87268 6.10777 3.18121 285.72 25.3961 260.324 24.6683 16.42 8.50846 23.5343 6.79424 235.656 45.3189 28.5018 19.222 11.6532 5.10937 9.27974 190.337 187.042 5.27565 181.766 111.884
internal_count=2900 303 2597 2561 283 138 2278 126 118 51 2152 202 1950 273 137 77 163 49 1677 362 268 215 131 101 53 1315 1298 99 1199 766
is_linear=0
shrinkage=0.0171685


Tree=176
num_leaves=31
num_cat=0
split_feature=16 6 5 21 5 15 9 7 10 12 13 22 21 10 15 20 22 22 16 4 19 15 8 17 10 18 17 22 22 23
split_gain=8.85763 6.03637 4.88473 4.9038 4.57889 4.04955 3.98476 3.33241 3.8079 4.13408 7.48456 6.38791 6.10789 4.85458 3.6071 3.27105 3.26153 5.45332 3.29761 3.16561 3.08053 6.37799 4.96124 3.03009 3.47728 3.35868 4.65819 2.9221 2.91962 3.75276
threshold=18.594956516900002 15.675366252400002 7.7286379265000011 20.770927814650005 23.803605515150004 32.540328261750005 226.28914430085004 19.041006859700005 66.499011856650014 207.71672397260002 95.99139754765001 -0.24103499999999997 6.9984086918000008 71.090898343450007 27.471913688500003 48.008184682100008 -0.030145000000000002 0.20327000000000003 14.614965823850001 299.42191931745009 12.751028791950002 26.870208776000002 7.6440346712000009 197.05557773135004 57.729261435100007 13.278511569200001 193.63201810280003 -0.29600999999999994 -0.054494999999999995 0.090225000000000014
decision_type=2 2 2 2 2 2 2 2 2 2 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 7 23 -4 15 10 -10 19 20 -14 16 -9 -13 -18 -19 -11 28 22 -22 24 -6 -26 -27 -15 29 -12
right_child=4 -3 5 -5 6 -7 -8 8 9 11 12 14 13 27 -16 -17 17 18 -20 -21 21 -23 -24 -25 25 26 -28 -29 -30 -31
leaf_value=-0.0029496218556171573 0.0010217549164437147 -0.0036367418289482076 0.0042885966698994202 0.0021952640722184306 0.00038350468898619541 -0.0044159356804336896 0.0037212571987216923 -0.0047634734508178699 -0.0045138397638170369 0.0015671650365977063 -0.0021088558383263074 0.002633978202752 0.0017280313230360934 0.00074836351039636356 -0.0023916375080044404 0.0006771636879041998 -0.0039083328210647852 -0.0009186484334510757 0.0041525805159817741 -0.0039695996502642781 0.0013164187169589254 0.0025855131709588103 -0.0051013282036544158 0.0010969638310221526 -0.003685048372918226 0.0016841941173970766 -0.0038574495974525798 -0.0045784393212788725 0.0028655942433827289 0.0018641981475744603
leaf_weight=16.828524379990998 186.74324836954474 8.7875860678032023 2.900201153010129 3.4601843580603591 12.761824555695055 3.1272860728204241 3.489910513162612 4.5867471601814023 6.4065536735579363 2.2878617607057086 6.0127853713929591 28.819768000394106 3.5427909791469565 1.9569280743598927 3.2406875975430003 2.7314912546426058 3.5418296232819548 3.5134397186338884 4.570725329220295 5.3190643582493067 2.8115166537463647 5.2698919847607604 5.5494848005473614 11.553675368428229 11.271045865491034 5.8717592060565931 3.9178419299423695 8.6360878646373731 12.773684732615955 9.5057975724339467
leaf_count=494 760 197 8 21 93 66 11 69 154 14 50 149 21 12 35 17 46 31 16 79 18 24 64 52 133 27 35 104 58 42
internal_value=0.000259227 -0.000467663 -0.000278723 -0.00207218 0.000741069 7.55197e-06 -0.00033158 0.000119133 1.92604e-05 0.000196303 -0.000483625 0.00102432 -2.30418e-05 -0.00226045 0.00160393 -0.00273279 0.00192407 0.00016429 0.00194859 -0.00230436 0.000731375 -0.00080576 -0.00294326 -0.000643286 -0.00123775 -0.00222016 -0.000533596 -0.00359438 0.00147195 0.00032481
internal_weight=391.79 156.181 147.393 20.2887 235.609 127.105 48.8661 123.977 121.077 113.759 62.4655 51.2934 56.059 14.1358 43.6865 7.31824 40.4458 11.626 8.08417 7.60693 41.9232 13.6309 8.361 45.3761 33.8225 21.0606 9.7896 10.593 28.2923 15.5186
internal_count=2900 1789 1592 515 1111 1077 351 1011 1003 917 547 370 393 137 277 86 242 93 47 93 256 106 82 340 288 195 62 116 150 92
is_linear=0
shrinkage=0.003936


Tree=177
num_leaves=31
num_cat=0
split_feature=13 17 6 8 22 8 22 20 13 6 2 15 5 20 21 13 4 6 16 3 5 17 0 10 5 15 16 12 17 9
split_gain=2.16023 1.61885 1.92029 2.07023 4.9794 4.15883 2.62404 4.60002 8.13325 4.88044 3.96347 3.7343 3.88178 3.3794 3.69625 3.34317 3.34082 3.20414 4.93618 3.17671 3.34485 2.83631 2.80452 2.74129 2.66529 2.8108 3.18859 2.64199 3.68476 3.52884
threshold=73.376087754350024 157.96759137085004 22.585527707250005 8.8430989333000021 -0.087910000000000002 9.3427090425500019 -0.062629999999999991 41.24714903835001 98.238948544700023 16.415383542800004 159.92742394165003 40.301031380450006 21.788492303450003 40.21994457600001 1.1877328917500003 117.45604726115 197.66210197150005 16.515385879350003 22.514947350300002 73.733652685700008 12.953076575250002 188.16174763880002 85.716110573100011 61.885617704800005 21.072315829300003 32.393814985100008 15.644963415300001 160.67073594290002 199.55131508320002 199.82130058355003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=-1 -2 3 6 5 -5 13 8 -8 15 11 12 -11 -3 -15 19 21 -18 -19 -9 -21 22 -16 -12 25 26 -22 28 29 -10
right_child=1 2 -4 4 -6 -7 7 9 27 10 23 -13 -14 14 16 -17 17 18 -20 20 24 -23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.022038165147653128 -0.017268107739031313 -0.0048574275243572418 0.018516780940050211 -0.010155792060508175 -0.016473248550905678 0.01422857808372963 -0.022733061330459079 0.013328745649044581 0.0016660877565517474 -0.041657479051580862 0.00094211771967779568 0.017291729780763748 0.0048242279713541086 0.010981237407951644 -0.016727575058392102 0.021034024080420918 -0.00056914105442648752 -0.00094964487452825854 -0.029980251807283746 -0.023490799756688233 0.0070161624470733734 0.011011284883811269 0.0040354251228834842 -0.029594773763450346 -0.016749069878328346 0.012826479048728905 -0.01958262049164735 0.012334070324512277 -0.01096725571614046 0.016323970606009069
leaf_weight=1.6403163895010937 1.9506985531188537 48.987389892339706 2.3257534280419341 4.8964426498860139 8.9242737544700486 6.0524331638589501 3.4641476874239734 5.5127826146781507 16.879664160311226 1.2354162260889991 1.4689457574859259 2.5634190887212753 1.5902716745622454 13.412990550044922 3.3254508730024126 3.3665135502815238 78.166047688107938 5.5882100854068977 3.8132380899041891 2.7979170987382558 3.8257129676640051 17.070623401552439 10.362075529061256 5.0437562754377723 3.0835483381524673 6.5130819827318192 3.2053697947412729 30.912160649895668 5.1505364724434903 10.194801907986401
leaf_count=145 64 564 7 35 81 33 132 47 97 9 30 8 37 81 24 13 782 66 38 74 27 68 57 53 32 31 41 150 37 37
internal_value=0.000477928 0.000596424 0.000708935 0.000574206 -0.00556638 0.00332365 0.000998618 0.00344315 0.00661515 -0.00181117 -0.0123806 9.89882e-05 -0.015498 -0.000446087 0.00119428 0.00263311 8.48674e-05 -0.00187417 -0.0127245 0.000149119 -0.00359112 0.00566218 -0.00100905 -0.0227072 -0.000242629 0.00351533 -0.00510984 0.0082254 0.00428411 0.00718547
internal_weight=313.324 311.684 309.733 307.407 19.8731 10.9489 287.534 106.808 66.6013 40.2067 11.9018 5.38911 2.82569 180.726 131.739 28.3049 118.326 87.5675 9.40145 24.9384 19.4256 30.7581 13.6875 6.5127 16.6277 13.5442 7.03108 63.1372 32.225 27.0745
internal_count=2900 2755 2691 2684 149 68 2535 855 453 402 137 54 46 1680 1116 265 1035 886 104 252 205 149 81 83 131 99 68 321 171 134
is_linear=0
shrinkage=0.0196719


Tree=178
num_leaves=31
num_cat=0
split_feature=16 20 8 20 15 15 22 7 16 18 16 22 20 16 15 6 23 18 20 6 20 18 9 2 18 4 22 21 12 6
split_gain=1.68636 1.47388 1.68224 1.46931 1.81986 1.29312 1.20076 1.1513 3.49207 3.23409 2.74445 2.31949 2.01876 2.30728 2.25859 3.23795 2.09002 2.38049 1.84096 3.68528 3.72194 5.57867 3.14331 4.85716 2.50397 3.46317 2.64398 2.86294 2.99286 3.32493
threshold=7.4549825670500001 31.796797363700005 8.2435668022500028 51.779769178100004 7.712282214750001 51.067537391750008 -0.096499999999999989 26.752366550650006 17.654958715000003 17.140917755100002 9.6249774926000011 0.06041500000000001 35.461062230100005 11.934972090850001 31.000143748900005 13.475314848550001 -0.22125500000000001 14.708525021850003 43.19689381845 11.060258421150001 42.718072821900002 13.197799034350002 201.63419974125003 282.08781659895004 15.008481731450003 403.46457168010005 0.11970500000000002 6.750392208550001 197.02116758845003 16.910395108650004
decision_type=2 2 2 2 2 2 2 2 2 2 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 5 -5 7 -7 9 10 12 -9 -12 14 16 15 -3 17 -14 19 -15 -21 -22 -23 -24 25 26 27 -20 29 -29
right_child=1 3 -4 4 -6 6 -8 8 -10 -11 11 -13 13 18 -16 -17 -18 -19 24 20 21 22 23 -25 -26 -27 -28 28 -30 -31
leaf_value=-0.017125587315078589 -0.024170387078972063 0.015785252090447843 0.01206672820951965 0.021321552664679486 -0.024402129695589858 0.0021786596724598511 -0.027344879184254312 0.0088600238530632067 0.014809778986959215 0.015999323717454102 -0.019553246447960592 0.0041958242136965664 -0.018622735405492384 -0.024325816684898572 0.016493618943594624 -0.015253949441708299 -0.026179745748868499 0.019849082464924114 0.011777369315858753 0.0012928227527729944 -0.036350507299504432 0.0069692443972329708 -0.031777417690939322 0.009050087416618521 0.015381435632443803 -0.02130789209152929 -0.019007659066628463 -0.014200038574973565 0.0097465233201634444 0.01642047968813963
leaf_weight=2.7543890743982038 2.4181945244781669 3.2296397699974468 0.90048308670520771 0.55482834763824884 2.2695821011438966 1.2736250720918181 1.5819526547566045 3.4047472779639092 3.936770122498273 7.6591594927012911 9.2768703466281277 2.7250102027319363 1.7293310621753337 3.1582581982947877 8.874508108943699 3.6858979864045978 3.0957372020930043 1.573113767430186 19.122043948154896 174.60683304443955 3.2842954047955599 7.0230033099651319 3.6663030870258808 2.5170730464160442 9.2368707768619043 2.9396343603730193 2.3860182110220185 9.0875948201864976 8.3844377249479276 2.2699408875778309
leaf_count=183 126 34 4 4 88 13 31 79 25 59 215 33 36 62 35 49 99 9 107 1136 55 39 34 12 70 37 48 93 63 22
internal_value=0.000503355 0.000662104 -0.0143379 0.000826638 -0.0154202 0.000979735 -0.014177 0.00112553 -0.00421283 0.0014976 -0.00907357 -0.0141611 0.00108603 0.000598071 0.00893784 -0.000758267 -0.0128201 -0.000296753 0.000944694 -7.8547e-05 0.000322186 -0.00995512 -0.00339085 -0.0151577 0.00466514 0.00242513 0.00411644 0.00553612 -0.000509147 -0.00808016
internal_weight=308.626 305.872 3.31868 302.553 2.82441 299.729 2.85558 296.873 19.3434 277.53 15.4066 12.0019 269.871 254.08 15.79 6.91554 6.39818 3.30244 247.682 194.256 191.098 16.4907 13.2064 6.18338 53.4265 44.1897 41.25 38.864 19.742 11.3575
internal_count=2900 2717 130 2587 92 2495 44 2451 352 2099 327 248 2040 1922 118 83 144 45 1778 1338 1276 140 85 46 440 370 333 285 178 115
is_linear=0
shrinkage=0.0226314


Tree=179
num_leaves=31
num_cat=0
split_feature=16 20 10 17 5 20 3 8 12 16 15 5 9 22 23 23 21 20 18 17 16 7 10 0 15 10 20 0 13 16
split_gain=6.62204 5.27182 4.15372 5.09388 4.29478 4.30523 3.68386 3.7126 3.67296 3.86485 4.14676 3.55673 4.09682 3.48564 2.9487 3.84772 3.00487 5.39748 3.57743 3.49641 3.33591 3.9039 2.9224 8.88312 4.98933 4.54452 4.29793 3.73464 7.45208 5.31535
threshold=18.594956516900002 38.238138001450004 74.986474174450009 195.53954078470002 10.399809962700003 43.45354240915001 75.838715401800016 0.84933718570000016 108.47758681740001 11.934972090850001 29.049007317550004 23.721757872050002 226.28914430085004 -0.01762 0.099425000000000027 0.11207500000000002 11.790993765850002 48.315732392000008 13.316069313700003 160.48375154475005 22.634947069650003 23.587720440700004 66.697957758300021 92.031298721500022 28.566186095050004 66.318885161900013 41.941595803500007 96.249489528150022 109.34496908160001 19.214955067100004
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 3 8 5 -4 7 -7 -3 -10 13 22 14 -11 16 -16 17 18 19 -13 21 -20 25 -24 -25 26 -2 28 -26 -30
right_child=11 2 4 -5 -6 6 -8 -9 9 10 -12 12 -14 -15 15 -17 -18 -19 20 -21 -22 -23 23 24 27 -27 -28 -29 29 -31
leaf_value=-0.0020658016471302942 0.0015048300893278027 -0.0039276638299025474 -0.0040700022763711435 -0.0043899116575424751 0.00087593881324986756 -0.0031825885396084825 -0.0040679042746461121 0.0016235393027508084 -0.0033693152234249529 0.0016449907260594635 -0.0029095737383497294 0.0014091350238217921 0.0036035260534553535 -0.0023384435574940405 0.0021849989635367023 -0.0025233805539017443 -0.0037395419415155889 0.0031137466876651992 0.00093293686048001102 -0.0040699970622322737 0.0015957558937441448 -0.0052990522358530388 -0.0042456909599348659 0.0024974265578912736 -0.0049470686257719202 0.0035727314234267212 8.6304039812848797e-05 0.0023612971123412397 0.002683403167532961 -0.0016335220620252392
leaf_weight=22.253450476564467 75.053936883807182 3.97426021285355 5.0327075114473727 5.5336098894476882 62.217116966843605 2.7977164788171676 2.7560820877552024 11.008445348590611 4.4068493228405741 19.491429951041944 4.4390171077102414 2.0031930059194627 3.5103118419647208 3.6141856871545306 9.284787289798258 3.2529499679803839 5.2643495239317408 4.4023630693554869 2.744102116674183 8.3732704706490022 7.2526598535478115 2.8380059860646725 5.8320957422256461 13.746177438646553 5.0341210737824502 9.8570663109421712 48.999183565378189 5.9011361300945273 7.0114977359771755 9.09211268275976
leaf_count=431 268 56 179 93 391 89 86 118 85 130 65 16 11 66 42 30 58 13 18 113 31 26 39 51 54 31 212 22 23 53
internal_value=0.000220931 -0.000394865 -9.8037e-05 -0.00106258 0.000379091 -0.00105237 -0.000135417 0.000649613 -0.000550068 -0.000129949 0.000388315 0.000616852 -0.000274122 0.0010219 -0.000573837 0.000963397 -0.00116005 -0.000668286 -0.00138561 -0.00301224 -7.05267e-05 -0.00223548 0.000858321 5.49475e-05 0.000669921 0.00113799 0.000944533 -0.000259156 -0.000990723 0.000246063
internal_weight=376.978 147.525 125.271 41.4594 83.8121 21.595 16.5622 13.8062 35.9257 31.9515 27.5446 229.453 48.926 23.1056 45.4157 12.5377 32.8779 27.6136 23.2112 10.3765 12.8348 5.58211 180.527 46.6171 40.785 133.91 124.053 27.0389 21.1377 16.1036
internal_count=2900 1789 1358 495 863 472 293 207 402 346 261 1111 358 196 347 72 275 217 204 129 75 44 753 242 203 511 480 152 130 76
is_linear=0
shrinkage=0.0037255


Tree=180
num_leaves=31
num_cat=0
split_feature=16 6 15 10 20 22 6 8 22 2 9 20 18 7 10 3 13 23 3 6 0 18 21 23 23 16 16 19 23 23
split_gain=5.00517 4.68981 3.65019 3.34093 3.30384 3.82219 6.8332 5.91367 5.88498 5.18856 9.23025 4.64968 3.78693 3.91553 3.60615 4.74122 3.49361 3.19568 2.95464 4.76167 2.92893 7.07965 3.54069 2.91854 4.49389 3.64166 6.9069 4.0475 5.41591 4.48894
threshold=18.594956516900002 15.675366252400002 32.540328261750005 90.988176966900014 41.621607100200002 -0.071129999999999985 14.785345457250001 8.9430209551500024 -0.085734999999999992 122.26439358135001 201.44620319810005 35.461062230100005 15.042884401850001 24.955394454050005 65.630639880500027 87.240466333050009 117.57433941890001 0.088500000000000023 93.620177476600006 16.555386813950005 89.057864029250013 13.987466292050001 8.0764874338000023 -0.17732499999999998 -0.22831499999999999 12.644970430600003 9.6249774926000011 11.950964240300001 0.083565000000000014 0.090720000000000023
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 3 23 5 6 -2 14 9 -8 11 -11 13 20 18 -16 -10 -13 -7 -20 21 -6 -22 24 -1 26 -25 -27 -29 -30
right_child=4 -3 -4 -5 12 7 8 -9 16 10 -12 17 -14 -15 15 -17 -18 -19 19 -21 22 -23 -24 25 -26 27 -28 28 29 -31
leaf_value=0.00015565135020648239 -0.0060935499210358728 -0.005344999769307834 -0.0068070356843821251 -0.0042163483511767118 -8.7227716244595585e-05 0.0053902698208502841 0.0037036748728270195 -0.003459191929112686 -0.0064357589340013318 0.0017444110877505817 0.0038900945585222599 -0.012183660781382086 0.0047892828382017196 -0.0066311559844519207 0.0026424958433454116 -0.0037946415673081836 0.00084013073721899193 -0.0037561446030590366 -0.003064630498248188 0.0054480244603579194 0.0047572675620772041 -0.0086911597669319038 -0.0015469505790538121 0.0016091822052247222 0.0058234477089757946 0.0025197140240851715 -0.0068088070770835974 -0.0038742265024024449 0.0023754807337338724 -0.0013088731786414514
leaf_weight=15.768266266211869 5.3791463561356059 7.1690427837893358 3.1008387189358464 7.0310451602563253 65.039908155798912 25.734450843185186 26.486617300659418 5.5661677569150916 5.4415382966399175 2.9734804257750529 9.231854669749735 2.8721022680401802 5.721247322857379 3.4357478767633429 20.98363230004907 5.2427513673901549 4.3561106398701668 3.8751276060938835 4.5266880542039853 5.14912398904562 9.0207614526152593 3.7057845816016188 5.1196627989411345 6.286492094397544 7.6005253791809073 19.501879273913801 8.2791015282273275 14.573029899038373 21.827727977186441 27.267978970892727
leaf_count=168 55 197 66 319 392 89 100 32 32 20 36 27 22 21 82 30 19 22 26 18 30 28 30 78 29 144 210 205 139 234
internal_value=0.000325645 -0.000576345 -0.000315849 -0.000158764 0.000893459 0.0015233 0.000420854 0.00251769 0.00105525 0.00197295 -0.000445771 -0.00456358 1.88081e-05 -0.00029737 0.00305744 0.00135569 -0.00320084 -0.0073435 0.00431783 0.0014655 -3.48253e-05 -0.000551029 0.00247477 7.68084e-05 0.00199906 -0.000382803 -0.00317561 0.000106299 -0.000632935 0.000329174
internal_weight=358.268 138.406 131.237 128.136 219.862 127.819 60.616 67.2028 55.2368 45.4392 18.9526 9.72071 92.0431 86.3219 61.6366 26.2264 9.79765 6.74723 35.4103 9.67581 82.8861 68.7457 14.1404 121.105 23.3688 97.7362 14.5656 83.1706 63.6687 49.0957
internal_count=2900 1789 1592 1526 1111 588 311 277 256 205 105 69 523 501 245 112 51 49 133 44 480 420 60 1207 197 1010 288 722 578 373
is_linear=0
shrinkage=0.00605478


Tree=181
num_leaves=31
num_cat=0
split_feature=16 6 15 5 2 2 21 17 10 9 4 2 0 20 20 16 21 18 9 2 17 10 17 21 15 16 16 3 5 16
split_gain=4.92185 3.97606 3.38511 3.38278 3.15254 3.88564 4.82063 5.17701 3.83883 3.57907 2.96043 3.32439 2.74159 4.38485 4.46473 4.3785 4.2644 4.14077 5.54883 4.03853 4.03272 4.70596 4.81329 3.77946 10.3648 4.05905 5.02286 7.58853 3.51359 5.8708
threshold=18.594956516900002 15.675366252400002 32.540328261750005 11.848158554650002 323.30468295165002 181.83510701155004 6.9984086918000008 210.17222418255002 70.96454081135002 201.2906445504 168.72122291465004 86.011634045550025 86.530713386650021 42.131954243650007 43.45354240915001 22.614947116400003 6.9984086918000008 13.565012728250002 196.26893085885004 101.14502893930002 187.45953903175004 61.917879202350001 190.40793214150003 5.7087410616000005 38.469938489650012 20.784951395750003 19.734953851100002 84.807411725000023 21.269675393700002 18.984955604900005
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 3 -1 5 6 7 9 -8 10 -5 -12 13 -2 20 17 -16 -14 19 -19 -15 -22 -23 24 25 26 27 -20 29 -25
right_child=12 -3 -4 4 -6 -7 8 -9 -10 -11 11 -13 15 14 16 -17 -18 18 23 -21 21 22 -24 28 -26 -27 -28 -29 -30 -31
leaf_value=-0.0019623327217878372 0.0012518405431498863 -0.0053677075401736274 -0.0069802922568386007 -0.006900835300679059 -0.0049415099923817455 0.0021169887824798203 0.0022480966232406229 -0.0064518523538294095 -0.0056409981931704869 0.0029201750468136785 0.0053033118507329969 -0.0020642036399008629 0.0033339417877802503 -0.0098842104602775774 0.0036122668508847995 0.0040555594647246262 -0.0022225256480419738 -0.00033095379961930983 0.0040836712979910707 -0.007350328468852088 0.0045972489674347304 9.3938123041476931e-05 -0.0072265498130337572 0.0048659156531374748 -0.0082790277048697559 -0.004044314692888934 0.005564948190530535 -0.0060127003052270513 0.0057859710719699422 -0.002485104112927732
leaf_weight=31.763121073599905 58.638763882219791 6.4643729180097571 2.9362347256392232 2.786741115152835 4.1412153597921124 39.269100688397884 3.1675739660859099 3.6652547102421513 10.032215776853262 21.800510972738266 3.5285258665680868 7.4115229062736034 22.364272125065327 3.2221483634784844 9.8128499053418654 22.482073325663805 9.7433197237551195 7.2112532332539541 6.4984537884593063 5.7501612044870853 3.1775083392858532 6.5577169954776746 7.5324797295033932 8.2451878935098701 5.3887975811958304 4.7041527926921836 10.174805901944636 5.2554712370038033 9.7833595760166627 8.7305581793189031
leaf_count=767 295 197 66 25 46 285 21 46 120 117 13 86 80 44 43 86 76 36 24 53 15 43 72 30 41 28 32 36 29 48
internal_value=0.000340812 -0.000585034 -0.000348126 -0.000195471 0.000390328 0.000631218 -0.000482397 0.000617382 -0.00374784 0.0013467 -0.00115226 0.000312063 0.000929877 0.000163549 -0.00143002 0.00157852 0.000705243 0.00098676 0.00025507 -0.00344501 -0.00346798 -0.00227071 -0.00381952 0.00107095 -0.000377208 0.00122162 0.00235126 -0.000430667 0.00280392 0.00108532
internal_weight=352.24 136.966 130.502 127.566 95.8027 91.6614 52.3923 39.1926 13.1998 35.5273 13.7268 10.94 215.273 98.6848 40.046 116.589 19.5562 94.1065 71.7422 12.9614 20.4899 17.2677 14.0902 58.7808 32.0217 26.6329 21.9287 11.7539 26.7591 16.9757
internal_count=2900 1789 1592 1526 759 713 428 287 141 241 124 99 1111 588 293 523 119 437 357 89 174 130 115 268 161 120 92 60 107 78
is_linear=0
shrinkage=0.00624749


Tree=182
num_leaves=31
num_cat=0
split_feature=10 18 0 10 9 17 3 10 6 8 9 5 9 21 15 22 3 6 5 3 10 10 5 22 22 6 3 2 7 3
split_gain=1.87704 1.9565 3.12595 3.91874 3.86947 3.41066 3.36512 2.81841 3.16115 2.72459 5.89135 3.84687 3.55923 3.8196 3.24428 4.0573 3.00698 6.18927 3.16748 6.71535 3.93854 2.86454 2.81117 2.8017 3.64099 2.36558 2.38398 2.27403 4.50273 3.39683
threshold=90.988176966900014 17.327266398450003 98.615332683000005 78.220689305400015 210.70699256735003 201.37020668845003 79.056799783950012 78.494912034700022 11.865277230300002 4.9461400813500012 75.115715165350011 16.069922422900003 186.67271206880002 1.1268005785500004 23.969938375100003 -0.053019999999999991 93.862138708350017 16.465384711100004 30.133297129900004 94.92945658615001 61.928633034850002 75.645146416450004 22.665750084250003 -0.23955999999999997 -0.61225999999999992 16.395383075500003 93.733092718100025 122.26439358135001 23.102607264700001 88.727183679150016
decision_type=2 2 2 2 2 2 2 2 2 2 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 7 -7 -5 -9 10 21 -11 13 -13 15 -14 27 -18 19 20 -19 23 -22 24 -1 -15 -27 -16 -29 -30
right_child=-2 -3 3 4 -6 6 -8 8 -10 11 -12 12 14 25 16 -17 17 18 -20 -21 22 -23 -24 -25 -26 26 -28 28 29 -31
leaf_value=0.014888841137517013 -0.0099650805657933057 0.0062922741661803581 -0.013257029340643225 0.021672461558732588 -0.018820980140979975 -0.021205828631588635 0.010892936083118298 0.0044501190240163538 -0.022220208173868317 0.012499697360061039 -0.018783237928885151 0.01987283281342854 -0.026594877249473119 -0.0077993876606895383 0.0042041039674639638 0.0030742613006588832 -0.025799203664760597 0.011368682005994699 0.013266508396347153 -0.020141967247781747 0.0044686128706532555 -0.020303688828772055 -0.022449898205054507 0.0039494779587234 -0.017267896804308187 -0.0033961818027362484 0.011010347001064296 -0.0099548068193744781 -0.0038998497631541626 0.0037846150216382726
leaf_weight=1.3659901469945905 5.009451034013181 17.024314888287336 10.460586611647157 2.5093096885830262 3.1277613732963792 3.261387418024241 1.3672704482451079 15.1474008676596 1.4350858442485321 9.3224307484924775 6.0982209108769885 5.5090179406106499 2.8951571732759476 4.160135047510269 62.007278161123395 2.5633375355973831 3.5516041787341264 6.8172598425298983 3.6491248551756135 5.4107128158211699 2.2494162395596504 1.96195788681507 2.3294330779463053 22.014121352694932 4.3336305515840676 4.8253085948526886 11.37573434691876 11.806304175406693 24.546946378424764 54.954168869182467
leaf_count=6 319 172 161 8 51 79 10 222 21 48 211 17 29 25 302 12 41 29 14 69 9 86 37 184 108 24 47 81 216 262
internal_value=0.000463569 0.000633141 0.000302129 -0.00433967 -0.000865295 0.00150233 -0.0117241 0.00470897 0.00214201 0.00098462 -0.00340834 0.00170559 0.00122332 0.00718574 0.000379418 -0.0126621 0.000780873 -0.00487098 -0.00123738 -0.00438649 0.00309399 -0.000248869 -0.00922585 0.00117089 -0.00956111 0.00375306 0.00671952 0.0016659 -5.78103e-05 0.00141194
internal_weight=313.09 308.08 291.056 37.3088 26.8482 23.7205 4.62866 19.0918 16.5825 253.747 35.7739 217.973 208.651 25.8702 182.781 5.45849 177.322 24.0076 20.4559 16.8068 11.3961 29.6757 4.57885 27.7137 5.69962 20.3612 16.201 153.315 91.3074 79.5011
internal_count=2900 2581 2409 552 391 340 89 251 243 1857 595 1262 1214 113 1101 41 1060 199 158 144 75 384 46 298 114 96 71 861 559 478
is_linear=0
shrinkage=0.0171747


Tree=183
num_leaves=31
num_cat=0
split_feature=16 16 20 0 21 23 23 2 23 23 17 5 15 8 0 2 15 22 22 22 6 9 7 23 5 16 22 23 20 21
split_gain=6.88015 5.69651 5.54499 5.11253 5.5862 4.98043 4.53961 4.50903 4.41536 4.34455 4.40209 4.42268 4.25418 4.0798 4.03181 5.31087 3.75856 6.16588 3.65363 11.0329 4.35224 4.2587 4.75702 4.39698 3.49576 4.49778 4.15769 4.96632 3.33744 3.23009
threshold=20.394952307700002 19.974953289850003 41.919251152600005 86.20003303655001 5.4279412736500001 0.10575500000000003 0.088165000000000021 325.75432260090003 0.070195000000000021 0.25847000000000003 161.95900874150001 11.848158554650002 38.567335632300008 2.8477776226000002 85.40693788805001 136.00952513250002 46.574831689400007 -0.095714999999999995 -0.24103499999999997 -0.59309999999999985 16.665389384150004 204.17620834730005 24.673428656250003 0.076825000000000018 18.895511665650005 18.634956423400002 0.06041500000000001 0.089850000000000027 42.406961525800007 3.3208308644500009
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 7 16 5 6 8 -5 9 -4 10 -1 28 18 -9 -10 -16 -2 -18 19 -13 21 -20 -23 -24 25 26 27 -25 -12 -30
right_child=2 -3 3 4 -6 -7 -8 13 14 -11 11 12 -14 -15 15 -17 17 -19 20 -21 -22 22 23 24 -26 -27 -28 -29 29 -31
leaf_value=-0.0036938901517765406 0.0018736518934547356 -0.0056756113645830145 -0.0061871616042053421 0.00072722973978282769 0.0025605458150087619 -0.0066377460042374619 -0.0046924103467980444 -0.00037788942046104918 0.0027536852520056178 -0.006042884216130166 -0.0038099245910172956 0.0020587110309903921 -0.0052867567596383384 -0.0058284583178528204 0.00070233133861879581 -0.0049842942467679683 0.0026183949035223242 -0.006490312499690969 0.0018030290657057831 -0.0044969548866917539 -0.0033481522537165678 -0.0053152693781802788 -0.0043399467958496205 0.0013927500146509557 -0.0035552964740816072 0.0049944501295450874 0.0036519942766152992 -0.0042032260829585662 0.0028852200481864006 -0.0014330037111178653
leaf_weight=6.6367619037628165 97.223276935517788 4.2963655181229106 2.9958183709532085 9.8781421706080419 22.179597772657871 3.7295553404837838 5.2181599438190451 6.362354417331515 7.3228311007842448 2.6106728622689834 9.10264057852328 11.877676323056223 2.7115431092679492 5.7992761954665184 9.428212143480776 5.8980375919491044 3.3856555409729481 3.18761072307825 77.119243431836367 10.854533542878924 4.9148083031177512 3.5309740193188182 3.823497846722602 8.5773304887116044 3.3116885498166075 6.4342137500643721 6.4127598963677874 5.923271505162119 5.0230792742222574 16.07051070779562
leaf_count=166 376 33 40 42 78 41 34 89 39 39 305 65 31 93 36 65 19 31 435 162 97 29 36 50 38 19 30 71 34 277
internal_value=0.000266766 -0.000321421 0.000961744 -9.6214e-05 0.00105939 -0.00156267 -0.00114611 -0.000204709 -0.000824595 -2.23992e-05 6.38071e-05 0.000205757 0.000545502 -0.00297699 -0.000115283 -0.00148607 0.00164109 -0.00179874 0.000656262 -0.00107159 0.000983448 0.00116836 -0.000119218 0.000412848 0.00100557 0.00155787 0.000500569 -0.00089312 -0.0014312 -0.000404692
internal_weight=371.84 201.393 170.447 66.6504 37.2759 29.3745 15.0963 197.097 25.6449 184.935 182.325 175.688 145.492 12.1616 22.6491 15.3262 103.797 6.57327 142.78 22.7322 120.048 115.133 38.0137 34.4828 30.6593 27.3476 20.9134 14.5006 30.1962 21.0936
internal_count=2900 2099 801 375 154 221 76 2066 180 1884 1845 1679 1063 182 140 101 426 50 1032 227 805 708 273 244 208 170 151 121 616 311
is_linear=0
shrinkage=0.00470027


Tree=184
num_leaves=31
num_cat=0
split_feature=5 21 23 23 3 23 7 3 12 13 16 3 20 10 3 9 7 22 0 2 3 15 9 15 13 3 22 22 21 2
split_gain=1.83746 2.40444 2.11061 2.29772 1.60757 2.77954 2.03833 2.52109 1.4988 1.40393 5.15525 5.13199 4.03924 3.22078 5.22411 4.70769 3.08422 4.06486 3.34506 4.16181 6.07373 5.3395 4.11409 2.99892 3.22575 4.57711 6.17175 4.20139 2.90534 5.87157
threshold=7.7286379265000011 18.904039828500004 -0.21013499999999999 -0.22125500000000001 108.42013948475001 0.070195000000000021 19.041006859700005 103.44111502715002 369.59988112290006 112.82921081865001 19.974953289850003 89.227236891450005 41.941595803500007 64.434276012450013 91.334988065750011 195.07922778810004 22.426784932800004 -0.13978499999999996 85.447264760050004 107.86920410340001 93.394346993650018 38.842471172100005 199.82130058355003 38.567335632300008 109.41218053485001 84.968719212850019 -0.16030499999999998 -0.23771499999999998 6.9984086918000008 181.83510701155004
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 3 8 6 -6 -2 9 -1 10 23 -11 13 14 -13 -15 17 -14 -18 -20 21 22 -21 24 25 28 27 -27 -8 -30
right_child=4 -3 -4 -5 5 -7 7 -9 -10 11 -12 12 16 15 -16 -17 18 -19 19 20 -22 -23 -24 -25 -26 26 -28 -29 29 -31
leaf_value=-0.02485156689623335 0.012422198415245679 0.0078970005763234295 -0.022821373198323697 0.023079466179498454 -0.021321797311902545 0.016356399922759755 0.0040254869048209707 -0.019720672368719355 0.020505493117581396 0.015687580836741835 -0.020433800362517584 0.025562808463086225 0.010622843339986331 0.0030820112966226392 0.0041089139919540316 -0.028954762397571665 0.015448045441423926 -0.029694414121804052 0.0094439812254792505 -0.00038265946121725681 -0.022787644464855771 0.006609939239220596 -0.033814438500648608 -0.023318842024292987 0.0086638207377148398 -0.016833132726294161 -0.025114575360407204 0.011450235715911269 -0.016572427984855566 0.0034271069375749618
leaf_weight=1.5711600473150613 7.463225493207573 3.3140474362298837 5.1795741776004425 1.2451930777169757 3.6222407226450732 1.2691248897463081 61.86037199664861 2.8387267980724564 0.44984150398522604 12.985547572374342 5.9810623191297045 5.9478656798601142 1.6647782968357203 6.7555729970335943 64.863109415397048 3.2662898488342762 4.8758670827373853 4.3032387848943463 8.7981045320630056 3.6063737720251146 8.9690250623971206 13.948199812322853 3.4641096219420433 2.5197961172088972 21.077972883358598 4.1428972845897079 8.0080048739910108 6.4401259133592266 11.493220598436894 18.212698230985552
leaf_count=81 48 33 392 7 125 12 569 74 4 54 47 22 12 30 313 25 35 46 32 18 100 58 24 39 97 74 136 48 160 185
internal_value=0.000576382 -0.00791825 -0.014124 -0.000331632 0.000911177 -0.0115457 0.00111879 0.000823848 -0.0147558 0.00102979 -0.000533212 0.00255235 0.00124494 0.00426568 0.00591096 -0.0073593 -0.00367499 -0.0184479 -0.00165572 -0.00380588 -0.00769326 -0.00125223 -0.0167622 0.000356673 0.000811257 -0.000691286 -0.0106027 0.000378249 0.00132106 -0.00431071
internal_weight=310.137 11.7598 8.44577 3.26619 298.378 4.89137 293.486 286.023 2.021 283.184 139.736 143.448 130.463 80.8328 70.811 10.0219 49.6297 5.96802 43.6617 38.7858 29.9877 21.0187 7.07048 133.755 131.235 110.157 18.591 10.583 91.5663 29.7059
internal_count=2900 517 484 92 2383 137 2246 2198 85 2124 1355 769 715 390 335 55 325 58 267 232 200 100 42 1308 1269 1172 258 122 914 345
is_linear=0
shrinkage=0.0219093


Tree=185
num_leaves=31
num_cat=0
split_feature=16 12 6 21 5 13 15 5 18 22 9 23 23 9 18 10 20 20 23 2 18 20 16 17 16 20 9 20 20 4
split_gain=5.42467 4.71425 3.58144 4.08362 3.70034 3.86381 7.40074 5.57226 5.6349 5.40255 3.83948 3.90007 4.38619 4.08645 5.09857 3.74161 3.9603 3.93769 3.85185 3.66903 3.63322 6.956 4.40479 4.04774 3.5538 5.7334 3.52996 6.33256 3.84474 3.20806
threshold=13.534968349350001 176.04981466085005 5.1551204485500008 20.770927814650005 23.721757872050002 112.82921081865001 28.566186095050004 20.766972852450003 14.073076155300003 -0.073724999999999999 226.28914430085004 0.099425000000000027 0.11207500000000002 71.82068887245002 13.316069313700003 66.318885161900013 42.178283198950005 43.19689381845 0.087725000000000011 107.86920410340001 12.903279561150002 39.646013290900008 22.624947093000003 199.55131508320002 22.634947069650003 40.580626202750004 210.70699256735003 39.468990633150007 42.34047585750001 375.60734721795006
decision_type=2 2 2 2 2 2 2 2 2 2 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 26 8 -8 -10 11 13 -13 29 -15 16 20 18 -18 -11 21 -7 23 -22 25 -16 -4 -28 -29 -6
right_child=2 -3 4 -5 10 15 7 -9 9 19 -12 12 -14 14 24 -17 17 -19 -20 -21 22 -23 -24 -25 -26 -27 27 28 -30 -31
leaf_value=-0.0043767270579260645 -0.0050897917688970751 -0.00051647036369338822 0.0014342436888468558 0.0029782408783390435 0.001963369426239718 0.0020874230919698511 0.0030947420618797081 -0.0062489126932730836 -0.003910722053782097 -0.0036817606193749364 0.0042145871397490878 0.0029744473042939584 -0.0033223268850115012 -0.0045327984928678769 0.0017778629277801733 0.0041837714458239786 0.0007123450230669267 0.0016981379353520685 -0.0030403614820633381 0.001590975006256858 0.0019144879398387614 -0.0055653648053095731 0.0035697700709506038 -0.0018054903552408377 0.0016702618202168338 -0.0066334527894463292 -0.0059861400591652838 0.0020024844786893344 -0.0036355939471882496 -0.0040523775109739188
leaf_weight=8.8194204820319992 5.0396578181534997 33.842099180445075 71.019122630357742 1.9143718034029005 9.6395686957985145 7.1616923511028272 6.5681373588740817 4.7701582945883265 13.386123871430753 3.9662094227969673 3.534050039947032 9.7665192279964668 3.2640399951487771 14.153238371945919 3.1991932243108732 9.589187525212763 11.480352059006693 16.776804517954588 12.78445018827915 11.04827757924795 30.966130673885345 4.1479629874229431 28.417816326022148 8.1766991168260557 7.5610580891370773 4.0746198035776615 4.1524062789976623 10.809957766905425 3.5542005561292163 2.4608648270368567
leaf_count=231 169 569 407 14 75 25 24 60 146 25 12 47 32 267 16 32 47 64 74 54 109 24 98 39 34 43 54 58 32 19
internal_value=0.000261659 -0.0013145 0.00046959 -0.00286875 0.000542956 0.00078299 0.000207859 -0.00148107 -0.000830679 -0.0017385 -0.000534435 -0.000844553 0.00139716 -0.00155548 -0.00251365 0.00135711 0.00113107 -5.36541e-05 -0.00126485 0.000198135 0.00174756 -0.000719336 0.00216052 0.00113741 -0.000587273 -0.00293396 0.000957462 -0.000871206 0.000607425 0.000739947
internal_weight=366.044 42.6615 323.383 6.95403 316.429 258.776 129.275 39.7389 34.9687 28.4006 57.6532 54.1191 13.0306 41.0885 28.9881 129.501 119.912 41.0416 24.2648 15.0145 78.8703 11.3097 67.5606 39.1428 14.8349 7.27381 89.5357 18.5166 14.3642 12.1004
internal_count=2900 800 2100 183 1917 1372 860 309 249 225 545 533 79 454 360 512 480 185 121 79 295 49 246 148 93 59 551 144 90 94
is_linear=0
shrinkage=0.00470263


Tree=186
num_leaves=31
num_cat=0
split_feature=16 6 5 15 20 22 8 6 22 2 9 20 10 0 18 22 22 13 2 20 16 16 13 6 20 22 7 9 3 6
split_gain=8.41826 5.53436 4.21088 4.87974 3.99555 5.48409 7.79769 7.7405 6.36888 5.76372 9.57713 4.53514 4.22268 6.51789 4.20912 4.42647 3.73415 3.73078 3.60752 3.3366 4.06845 7.76212 5.90912 6.556 4.21223 6.0913 4.11101 3.40024 3.29654 4.63634
threshold=18.594956516900002 15.675366252400002 11.848158554650002 32.540328261750005 41.621607100200002 -0.071129999999999985 8.9430209551500024 14.785345457250001 -0.085734999999999992 122.26439358135001 201.44620319810005 36.625813070500008 65.630639880500027 92.313586825200005 15.042884401850001 -0.024989999999999998 -0.23771499999999998 117.57433941890001 159.92742394165003 38.238138001450004 13.534968349350001 15.919962772200003 108.61908538635001 11.585270688000001 45.673096293200011 -0.13324 20.234873028950002 191.40721473735002 93.620177476600006 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 -1 19 5 7 12 -2 9 -9 11 -11 28 -14 15 -6 -13 -10 -17 27 24 -22 23 -23 25 -21 -25 -4 -7 -30
right_child=4 -3 3 -5 14 6 -8 8 17 10 -12 16 13 -15 -16 18 -18 -19 -20 20 21 22 -24 26 -26 -27 -28 -29 29 -31
leaf_value=-0.0013736797817796742 -0.003912168799599742 -0.0034483006608138638 0.00093295594845390739 -0.0042805315107441637 0.00029589847575095383 0.0036030664203935627 -0.002483958998658982 0.0024028464770969593 -0.0040658731367515626 0.00021574482905401034 0.0024057471677382406 -0.0017791114617668447 -0.0027107255050712329 0.0019224735108923513 0.0030847852753046897 0.00035240306072060752 -0.0077611058006409554 0.00054191742409858833 -0.0033119977260490665 0.0019272851783886892 0.0020258655402590271 0.00097172759801792883 0.0027116040774651743 0.0012251401069524753 -0.0043681469575731612 -0.0030340225112337471 -0.004091234663195881 -0.0027698717656905224 -0.0015715929711030202 0.0034939629619050593
leaf_weight=36.288262512534857 5.6246266402304164 8.1849183207377774 5.6175461988896123 3.4711838793009511 74.328670918941498 29.329036228358746 5.5264852792024604 27.645262936130166 5.5625694394111616 4.0689194388687628 9.687839709222315 2.7953389957547161 5.2940015345811871 23.005184456706047 6.3299133852124205 6.2338851690292385 3.141093451529744 4.5098703131079674 9.785361383110283 8.7135064378380775 40.370405210182071 9.6606580726802402 6.3187830857932559 2.5394776538014403 4.1514264531433573 5.870876220986248 10.955981787294148 9.3917594496160728 4.8087543621659261 5.4789488278329372
leaf_count=768 55 197 54 65 388 89 32 100 32 25 36 20 29 83 22 33 24 19 80 54 165 59 23 16 76 77 120 115 26 18
internal_value=0.000253547 -0.000437278 -0.000265356 0.000110308 0.000702534 0.00111734 0.00181651 0.000302732 0.000715672 0.00129409 -0.000262387 -0.00284585 0.00216645 0.00105573 0.000116965 -9.09652e-05 -0.00494431 -0.00200276 -0.001886 0.000257439 0.000535569 0.000953454 -0.000515378 -0.00139595 -0.00102227 -6.98664e-05 -0.00309084 -0.00138401 0.00295987 0.00112618
internal_weight=384.691 151.535 143.35 107.062 233.156 136.478 73.4424 63.0355 57.4109 47.3385 19.6932 10.0054 67.9159 28.2992 96.6778 90.3479 5.93643 10.0724 16.0192 103.59 88.5811 69.8453 29.4749 23.1561 18.7358 14.5844 13.4955 15.0093 39.6167 10.2877
internal_count=2900 1789 1592 824 1111 588 277 311 256 205 105 69 245 112 523 501 44 51 113 759 590 383 218 195 207 131 136 169 133 44
is_linear=0
shrinkage=0.00376483


Tree=187
num_leaves=31
num_cat=0
split_feature=13 23 13 16 9 18 7 21 5 19 0 9 7 23 5 15 7 6 0 16 9 0 10 23 20 22 5 13 3 22
split_gain=1.84214 4.25994 2.88155 3.06803 3.54862 2.34501 2.82528 2.91137 2.24465 2.99549 2.73479 3.25587 3.29729 2.77145 2.21731 2.41134 2.88869 2.40302 2.35723 2.18085 4.75278 2.05897 8.33164 2.252 2.18693 3.47304 4.42608 4.31298 3.20957 3.42522
threshold=95.99139754765001 0.079785000000000009 96.429616222950017 12.644970430600003 38.136666659400014 14.708525021850003 24.199020305550004 16.589865017350004 13.361597395450001 12.050972309250001 98.615332683000005 189.78071820640002 25.967949918250003 0.10017000000000002 16.069922422900003 23.516184833950003 24.176224535650004 13.665319288000001 76.591483678350016 17.924958083650004 194.29350362915002 96.055920542800024 71.090898343450007 -0.04931 41.621607100200002 -0.11600999999999999 21.679100857650003 112.82921081865001 89.227236891450005 -0.088099999999999998
decision_type=2 2 2 2 2 2 2 2 2 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 -2 -4 -5 -1 -7 -8 9 -6 14 -12 -13 -14 17 16 18 -10 -16 20 -11 22 24 -24 -17 26 -26 -27 -29 -30
right_child=2 -3 3 4 8 6 7 -9 10 19 11 12 13 -15 15 21 -18 -19 -20 -21 -22 -23 23 -25 25 27 -28 28 29 -31
leaf_value=-0.018603708865261106 0.018566275807781106 -0.017158003319227035 -0.017268617636869078 -0.024932771814179758 0.021341565220169119 0.015125880659732244 -0.0097588328228374582 0.01089797908156716 -0.0035056529354215164 0.0092493403842198261 0.016346844539015703 -0.025071636347700418 -0.012657086154514838 0.010489284985464271 -0.019312575154190312 0.0037358310269114971 -0.027189483525810812 0.017949389896674009 0.001391085470882339 0.014903634784761675 -0.024779798853229142 0.0088359665299034742 0.0014054148378382803 -0.025322556276349141 0.018190725896527909 -0.027178660886557043 -0.0012512717336551665 0.013575259225033451 -0.013704500776355917 -0.00074342026084407774
leaf_weight=2.3927946495823624 3.9296115953475228 7.9813903274480245 3.9058573860675088 2.1989477542228988 5.3249370567500618 5.6540947430767146 8.0787455206736905 4.4899340849369755 3.2969635184854251 4.4404128231108171 2.1236668750643757 4.6769535318016997 5.7855882924050075 3.5189262703061104 2.9542159307748106 109.6502137389034 2.4601069726049891 6.6860644109547138 10.940539784729479 3.9605757296085358 2.8505652975291014 15.220666550099848 1.6941039729863403 6.2624647729098788 8.2502123378217238 3.0306021058931938 12.392706550657747 5.0946102812886229 11.004419488832353 39.876612321939319
leaf_count=54 22 371 87 70 22 43 282 34 31 59 9 72 61 23 93 597 22 27 102 21 43 85 14 88 29 55 102 20 87 275
internal_value=0.000572807 -0.00440062 0.00107799 0.000830434 0.00108872 0.000538447 0.00305196 -0.00237956 0.00129948 0.00863294 0.000822612 -0.00738034 -0.0109843 -0.00390323 0.0013758 0.00096188 -0.00664777 0.0108637 -0.0030108 0.00261843 -0.00405509 0.00154761 0.00098523 -0.0196317 0.00185179 -0.000741897 0.00651898 -0.00328206 -0.00198827 -0.00354661
internal_weight=310.128 28.597 281.531 277.601 273.695 20.6156 18.2228 12.5687 271.496 16.5765 254.92 16.1051 13.9815 9.30451 238.815 228.831 16.3549 9.98303 13.8948 11.2516 7.29098 212.477 197.256 7.95657 189.299 79.6492 20.6429 59.0062 55.9756 50.881
internal_count=2900 784 2116 2094 2007 413 359 316 1937 145 1792 165 156 84 1627 1569 217 58 195 123 102 1352 1267 102 1165 568 131 437 382 362
is_linear=0
shrinkage=0.0205666


Tree=188
num_leaves=31
num_cat=0
split_feature=16 20 15 15 16 18 2 21 16 16 20 16 23 23 18 6 9 8 12 5 20 10 16 20 10 21 18 5 6 18
split_gain=5.49232 4.5432 3.82646 3.75645 3.86363 4.2478 3.26546 3.21019 3.13039 4.43588 4.56776 4.86778 4.39392 3.73717 3.90461 3.58819 3.53152 4.33288 3.40106 3.93173 3.36346 3.52456 3.16299 3.10363 2.9727 4.91305 4.89333 3.1134 3.23924 8.6431
threshold=18.594956516900002 37.572218886150004 30.046989284200006 45.49682449725001 22.724946859200003 13.278511569200001 313.37633693555006 6.5365111340500013 13.534968349350001 15.794963064500001 41.395309858300003 17.844958270700005 0.08883000000000002 0.07968500000000002 13.849588037450003 11.060258421150001 187.38923140910003 5.9453602998000008 207.71672397260002 16.579584939650001 42.508878681700004 80.677940036650014 16.244962012200002 39.468990633150007 61.614083433650009 11.790993765850002 11.955585097900002 22.963361893800002 16.455384477450004 13.278511569200001
decision_type=2 2 2 2 2 2 2 2 2 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 8 24 5 -5 -1 -7 13 15 11 12 -11 14 -3 20 17 22 19 -17 -10 -22 -12 -15 25 26 -2 28 -26 -30
right_child=3 2 -4 4 -6 7 -8 -9 9 10 16 -13 -14 23 -16 18 -18 -19 -20 -21 21 -23 -24 -25 27 -27 -28 -29 29 -31
leaf_value=-0.0032317382224024021 0.0023959170584186176 -0.0048025972328223808 -0.0035290502825082531 -0.0051056283674438185 0.002324853778687934 -0.0028040433051761135 0.0021886655410946879 0.0014315220718089225 -0.0050804452324022566 0.0012172076188228908 0.0024765225128377303 0.00307684709854842 -0.0054184818939473633 0.00056551791380921067 0.00057530283363806914 0.0020976353254603406 -0.0041942693649297553 0.0057696550017778741 0.0035657453079982839 -0.0017842104123261646 -0.0032858840475557339 0.0024587692986305617 -0.0029625052194679697 -0.004202492720664878 0.0011630814917695661 -0.0059378971054362935 -0.0019219267659549726 0.0023771065310274537 0.0012732082840273477 -0.0027335140502971486
leaf_weight=14.211334789171817 8.8417644519358927 2.6958610424771932 5.6027316730469456 5.1306759081780973 4.9542415253818026 6.0050083026289922 2.2831669691950074 6.7015143521130085 2.4933013599365941 4.2298795990645912 2.5342736504971999 8.9966057986021024 3.0322862882167101 3.3220896795392028 21.025683754123747 15.285388987511398 7.8405271824449292 1.6518925726413716 14.244016535580156 6.6172972563654175 2.8794529158622009 5.5026975274085999 7.4712946256622672 8.8618823802098614 111.06057710945606 2.7072820551693431 9.7878681346774083 25.596737910062075 25.497990310192108 15.214903190732
leaf_count=337 53 59 105 75 20 46 27 35 36 31 17 38 37 51 256 68 98 3 59 55 44 45 178 245 482 33 87 99 94 87
internal_value=0.000242868 -0.000406879 -0.000131557 0.000655839 -0.000961869 -0.00187475 -0.00248145 -0.000570175 2.8828e-05 0.000478814 -0.000637993 0.00100865 -0.0015535 -0.0010086 -3.58745e-05 0.00132806 -0.00201108 -0.000542718 0.00196552 0.000924842 -0.000790658 0.000485355 -0.00158487 -0.00290244 0.000841388 -0.00064222 0.000127355 0.00101986 0.000790959 -0.000224153
internal_weight=362.28 140.782 124.287 221.499 22.7914 17.8372 16.4945 12.7065 118.684 82.7789 35.7568 16.2588 7.26217 35.9055 23.7215 47.0222 19.498 11.6575 36.1467 21.9027 10.8755 8.38215 10.0056 12.184 198.707 21.3369 18.6296 177.37 151.773 40.7129
internal_count=2900 1789 1425 1111 176 156 364 81 1320 709 402 106 68 611 315 307 296 198 182 123 125 89 195 296 935 173 140 762 663 181
is_linear=0
shrinkage=0.00420704


Tree=189
num_leaves=31
num_cat=0
split_feature=13 20 8 20 15 17 15 16 18 17 0 16 21 22 2 20 20 18 15 9 17 20 17 14 22 10 23 0 8 2
split_gain=2.00264 1.47818 1.48644 1.41311 1.58081 1.30722 1.33994 2.8515 4.15237 2.50795 3.60512 1.91976 4.12401 5.36767 3.85325 3.77076 5.06251 3.2664 1.76209 1.63453 2.6204 2.08192 1.43755 3.25456 2.05859 1.85845 2.21057 3.27517 2.80397 2.44405
threshold=73.376087754350024 31.796797363700005 8.2435668022500028 51.779769178100004 7.712282214750001 157.96759137085004 45.49682449725001 22.824946625350005 13.278511569200001 193.63201810280003 86.280686780500005 22.624947093000003 0.61177024580000017 -0.096499999999999989 88.427520302100007 42.718072821900002 43.245737185650007 12.903279561150002 44.34858359035001 188.78154115175002 199.01194954300004 40.621691032550004 201.78545703200004 161.53444867420004 -0.58892999999999995 62.116825104000007 0.098200000000000023 90.837623311600012 8.0437227585500022 206.83709544035003
decision_type=2 2 2 2 2 2 2 2 2 2 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 5 -5 -3 11 8 -8 -10 -11 18 -13 14 -14 17 -17 -15 22 -19 21 -21 -7 -24 -25 -26 -27 -28 29 -29
right_child=1 3 -4 4 -6 6 7 -9 9 10 -12 12 13 15 -16 16 -18 19 -20 20 -22 -23 23 24 25 26 27 28 -30 -31
leaf_value=-0.022896066266457276 -0.021703323271682357 -0.016771138657009885 0.009868092437843954 0.017072150844738634 -0.021978804303705739 0.0017321776155676547 -0.024230645054086057 0.016180184897114307 0.013528620690553666 -0.02604981393950289 0.0018659598311197728 0.020230259447913002 0.0024096939012013007 -0.003554579766499066 -0.027051875712233941 -0.021958685559888117 0.011275265465194313 0.020577043642778323 -0.016470753528051725 0.012815014444558646 0.020834274063730788 -0.0037919136510788888 -0.039816059962055436 -0.018024652741440321 -0.021251339201303458 0.0022284027399208221 0.0088816256973961259 -0.024752217692265391 -0.031451072834895191 0.012780574750330509
leaf_weight=1.5150849567726243 2.3192128976806994 1.7305493848398317 0.85306474566459645 0.54482370056211893 2.1220723688602448 166.12903845543042 4.4062261460349026 2.5148191154003134 3.5058602765202513 2.8142654914408904 6.1902221515774727 6.446250155568122 3.517385058104991 6.9657225273549548 3.9319100342690945 4.2710637040436259 3.4776785410940647 7.106477968394759 2.5050684064626685 5.8869070746004599 5.475591465830802 6.8079973589628935 0.93863704800605674 2.9525568932294837 1.7398346289992321 41.478968030307442 2.8854460492730123 1.2792285834439101 3.0336896292865276 1.6764359823428092
leaf_count=145 125 60 4 5 88 1452 80 10 17 37 32 24 15 38 32 32 13 20 22 23 25 37 8 64 13 379 12 31 41 16
internal_value=0.000557265 0.000673576 -0.0132134 0.000819286 -0.014001 0.00095118 0.00105412 -0.00413796 -0.00715846 -0.00114553 -0.00685885 0.00141637 0.00488281 0.0027974 -0.0131408 0.00576624 -0.0070431 0.00884465 0.000584758 0.0122616 0.00900941 0.00390909 0.000777116 -0.00205693 -0.00141307 -0.00047156 0.000246428 -0.00901691 -0.0176398 -0.00346383
internal_weight=307.022 305.507 3.17228 302.335 2.6669 299.668 297.937 19.4314 16.9166 12.5103 9.00449 278.506 53.887 47.4407 7.4493 39.9914 7.74874 32.2427 224.619 25.277 18.1705 12.6949 222.114 55.9848 55.0462 52.0936 50.3538 8.8748 5.98935 2.95566
internal_count=2900 2755 129 2626 93 2533 2473 176 166 86 69 2297 259 235 47 188 45 143 2038 105 85 60 2016 564 556 492 479 100 88 47
is_linear=0
shrinkage=0.0204501


Tree=190
num_leaves=31
num_cat=0
split_feature=16 12 3 9 23 2 7 22 8 20 12 20 13 0 10 18 8 16 9 6 10 12 20 6 18 22 22 20 23 17
split_gain=5.23536 4.29477 3.66102 3.78492 3.44908 3.49258 3.33163 3.35441 7.91406 5.61536 4.93469 4.83698 4.62304 6.12625 4.30669 4.3681 4.21557 4.10895 6.60042 4.56863 4.0286 3.84762 6.42864 3.39433 3.53195 3.24703 7.09938 3.97511 3.76682 3.11837
threshold=13.534968349350001 275.00831105065009 103.44111502715002 71.82068887245002 -0.15684499999999998 266.28898953815008 19.617375644250004 -0.065399999999999986 8.9430209551500024 41.495754733000005 158.37848859105003 39.788107623550012 113.96105169155001 92.313586825200005 70.026268923800004 12.949570119650001 9.6424751081000029 15.919962772200003 204.88165762580005 14.855347092800002 80.468240302450013 139.31809447045003 40.878805547300004 11.125259939900001 16.118666550000004 -0.22699 -0.087910000000000002 42.852084787850011 0.086785000000000015 218.56744384050003
decision_type=2 2 2 2 2 2 2 2 2 2 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 -2 10 9 12 14 -12 13 -9 15 -8 -10 23 25 29 -11 22 -16 24 -13 -19 -27 28 -28 -20
right_child=2 4 3 -5 5 -7 7 8 16 20 11 17 -14 -15 21 -17 -18 18 19 -21 -22 -23 -24 -25 -26 26 27 -29 -30 -31
leaf_value=-0.0025021334712581559 0.004070494533374683 0.0029142646633677697 0.00015086970454216556 -0.0046869516166954906 0.004653380251385739 -0.003031550647900982 -0.00090522191565539471 -0.0037584562982857202 -0.0065175221190478571 -0.00068345775177417877 -0.0029446553121845881 0.0018812013595216137 0.0034916161965040334 0.0017850336598282707 -0.0049269204260498 0.0023645506799246391 0.00056279807323171126 0.0007748133874355518 -0.0051236010272216921 0.0022969867027878769 0.0047341148310265499 0.0021045547339025817 0.00051044443991069195 0.0035328314393105083 -0.0059332270510599481 -0.0060960149133731708 0.00034107963591798016 0.002358860341693505 -0.005480495684222683 0.0011203301510158922
leaf_weight=26.092607967555523 6.0352476406842461 7.6774134002625969 8.9647272918373329 6.132120423950254 1.6642978759482483 6.6610257755964994 11.614362960681317 5.0725029278546563 4.4643567465245715 31.15495210327208 17.163741332478821 3.4826218672096756 33.20310441032052 39.010788939893246 8.2411357909441048 44.244314262643456 3.2879770789295435 6.6178243272006503 3.7864952906966236 18.490951592102647 3.4310096409171811 8.5090988948941213 12.0622701048851 10.642979074269531 2.080268420279026 9.8881086530163902 4.783375024795534 5.353841394186019 5.2487782556563616 3.4346826132386923
leaf_count=567 25 51 78 161 11 171 64 41 37 245 167 30 118 196 91 163 25 45 56 82 15 53 78 43 39 135 23 24 42 24
internal_value=0.000256966 -0.00131515 0.000466127 -0.00181418 0.000620231 -0.00149527 0.000580381 0.000509044 0.0011219 0.00144319 9.16526e-05 -0.000675664 0.00215437 0.00114716 0.000916084 0.00168469 -0.00351456 -0.000148033 -0.000741874 0.00104701 -0.000146022 -0.000574002 -0.00169658 0.00196279 -0.00104104 -0.00218412 -0.0029589 -0.000942768 -0.00270474 -0.00215374
internal_weight=358.497 42.0953 316.402 15.0968 16.0027 8.32532 301.305 295.27 119.625 111.872 175.645 90.9737 77.2864 44.0833 84.6712 55.8587 7.75233 73.8099 57.6041 25.7121 34.586 28.8125 20.3034 16.2059 5.56289 31.8919 25.2741 15.386 10.0322 7.22118
internal_count=2900 800 2100 239 233 182 1861 1836 677 615 1159 710 355 237 449 227 62 543 431 162 260 222 169 112 69 269 224 89 65 80
is_linear=0
shrinkage=0.00474518


Tree=191
num_leaves=31
num_cat=0
split_feature=16 2 8 8 20 8 10 7 16 21 19 6 6 5 20 18 22 15 23 15 0 21 0 22 0 23 18 23 23 21
split_gain=1.72015 3.28191 3.34559 2.37893 2.35387 2.25652 2.11213 3.84009 2.08751 1.88288 1.86053 2.26295 4.80648 2.39602 4.37436 3.0229 3.52831 3.49952 3.02255 2.48954 2.20725 3.61188 5.49147 3.83132 2.82493 3.02919 3.80236 3.4037 5.1609 4.2209
threshold=13.534968349350001 219.74617996645003 2.9476996444500005 7.6440346712000009 39.468990633150007 1.3489472949000001 84.906884675850009 21.061418062900003 11.599972874200001 23.332574394100003 11.850956171350001 13.665319288000001 13.825323026450002 13.697488545350001 34.997818021800008 13.057710350500001 -0.053019999999999991 32.188927121800006 0.086230000000000015 19.351912300100004 93.972365491700018 6.9984086918000008 94.776214472700005 -0.11808 87.181320254150009 0.12064000000000002 13.228319457400001 0.093295000000000031 0.088105000000000017 15.031613344500002
decision_type=2 2 2 2 2 2 2 2 2 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 9 -5 -3 7 -7 -9 -1 -2 13 -13 18 -15 -16 -17 -18 19 -12 24 22 -22 -24 25 27 -27 28 -14 -30
right_child=10 2 -4 4 -6 6 -8 8 -10 -11 11 12 20 14 15 16 17 -19 -20 -21 21 -23 23 -25 -26 26 -28 -29 29 -31
leaf_value=-0.01925016498064229 0.0084541424625126874 -0.0084054752767591112 -0.016316281027909014 0.0085686246402832469 -0.015210995905349869 0.019727014884882418 0.020955408011306714 -0.025999220897885356 0.0047924027876112612 0.021199833797249188 0.006695417049341696 0.015664796170251839 0.00078146948028228944 0.012919926854535599 0.013512658579730955 -0.023088680651330164 -0.016421547335567589 0.012202502080964619 0.0075742808672178029 -0.014367176816848572 -0.019369360465541184 -0.014236919051375786 -0.012535320523450619 0.0080497825025101326 0.0049088152760173413 -0.0026538195275216218 -0.030654663336948818 0.0056148172758131608 -0.019914417265664255 0.0053160677327100531
leaf_weight=8.0480573570821434 12.024652638472615 3.0409038562793311 3.0044317087158552 3.7055713157169512 2.6985265938565135 2.8549154065549356 4.3052532854489982 1.6884910482913258 1.6165737900882957 0.45611912012100297 3.1939068199135381 8.5603695660829526 54.633366445079446 3.0571275167167213 1.5462273061275507 8.5807378422468918 3.7562792524695352 2.793687891215086 11.707575235515831 6.1739825117401779 4.5264991149306324 8.8943495694547874 4.2028450258076218 17.568516851402819 66.231248877942562 5.9613981433212739 2.6180051378905773 35.67513089813292 9.0867765517905337 3.4244905877858391
leaf_count=373 99 136 103 48 57 11 27 30 13 2 37 42 474 20 7 132 50 12 99 158 56 101 34 100 316 38 26 184 98 17
internal_value=0.000512937 -0.00377954 0.00216853 -0.0103669 -0.00145151 0.00628047 0.0105478 0.00327384 -0.0109384 -0.0170806 0.00100475 0.000663111 0.00143563 -0.00352766 -0.00837741 -0.0122815 -0.0149175 -0.00421284 0.00101342 -0.00718605 0.000863293 -0.00356797 4.04344e-05 0.00407594 0.00174122 -0.000142047 -0.0111983 0.000780498 -0.00178806 -0.0130085
internal_weight=305.636 31.4188 16.5106 14.9083 6.4041 13.5061 10.4652 6.15998 3.30506 8.50418 274.217 262.193 221.383 40.8095 19.7341 16.6769 15.1307 6.54997 21.0755 9.36789 212.823 35.1922 26.2979 21.7714 177.63 111.399 8.5794 102.82 67.1446 12.5113
internal_count=2900 800 320 480 105 217 81 54 43 375 2100 2001 1486 515 221 201 194 62 294 195 1444 291 190 134 1153 837 64 773 589 115
is_linear=0
shrinkage=0.0193676


Tree=192
num_leaves=31
num_cat=0
split_feature=16 6 15 5 20 9 22 23 7 16 6 22 9 15 23 20 22 8 8 6 5 17 3 3 20 18 22 10 0 2
split_gain=5.77698 5.14793 3.99365 4.12484 5.76066 3.9083 3.96261 3.08498 4.91942 4.59242 5.32907 4.78144 6.19665 5.11326 3.56324 2.98596 5.5089 7.32394 6.89696 5.00448 6.18987 6.98528 4.81785 4.28176 4.01764 3.89703 4.54716 3.8934 6.23418 3.46214
threshold=18.594956516900002 15.675366252400002 32.540328261750005 10.293758831600002 44.710446918150005 40.406378633400003 -0.156745 -0.17732499999999998 22.087764922150004 12.644970430600003 13.200308423050002 0.06041500000000001 206.08249486475003 23.969938375100003 -0.22831499999999999 41.621607100200002 -0.071129999999999985 8.9430209551500024 9.3427090425500019 14.785345457250001 20.884258922850005 188.07781354100004 93.673946639200011 92.539417308200015 38.238138001450004 15.042884401850001 -0.024989999999999998 65.630639880500027 92.313586825200005 159.92742394165003
decision_type=2 2 2 2 2 2 2 2 2 2 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 14 -9 10 -10 12 -11 -14 -5 16 18 27 19 -2 -21 24 23 -23 -22 26 -17 -18 -29 -28
right_child=15 -3 -4 7 5 -7 -8 8 9 11 -12 -13 13 -15 -16 25 17 -19 -20 20 21 22 -24 -25 -26 -27 29 28 -30 -31
leaf_value=-0.0046591442835386063 -0.0047935128553180262 -0.0042767865313379783 -0.005417990410076806 0.00058297732435346969 0.00091850626501400936 0.0039737055827258044 -0.0044169691164249285 -0.00373828731585997 -0.0053831566208083128 0.0013309477658967768 0.0017491418483213336 0.0032370911290854872 -0.0045740755282544674 0.00021311623064231453 0.0048296337139002209 0.00034287757886834822 0.0035723246942908236 -0.0031472008868594524 0.004524844103768192 0.0019193653585740512 -0.0018231431547339322 0.00049110419822894489 0.0029902387887895707 -0.0051820282078251928 -0.00938927744249911 0.0038816911239678252 0.0004095115986343695 -0.0036463620749314233 0.0022808805731877914 -0.0042877039222487838
leaf_weight=10.018431491218509 5.3643990829586974 7.6567907417193046 3.3249605204910031 13.973810078576209 7.2983962297439584 4.0528643112629643 5.5587622253224263 7.7068485710769883 6.3865176560357195 33.270406443625689 3.7804701309651136 13.483572430908678 9.4243174754083174 10.916340334340928 6.5917726308107367 71.217595722526312 37.275800406932831 5.5028919279575339 7.2247370705008498 21.910295702517033 2.9965673889964846 7.1266005039215106 7.1998912170529357 5.2282660305500031 3.3915382027626038 5.7647676542401305 5.6893265023827544 4.9244360923767116 21.963162291795015 9.4908774718642217
leaf_count=392 55 197 66 114 96 25 154 112 151 189 25 61 101 83 23 388 133 32 21 80 35 30 28 33 29 22 33 29 83 80
internal_value=0.000266443 -0.000478446 -0.000264265 -0.0001349 -0.00179816 -0.000103156 -0.00138827 0.000289503 -0.00011098 0.000250844 -0.0027311 0.000702703 6.52866e-05 -0.00200491 0.00194413 0.000747163 0.00121161 0.00212415 0.000159811 -0.000432779 5.60647e-05 -0.0015176 -0.000105536 -0.00190962 -0.00584011 9.14877e-05 -0.000161408 0.00257624 0.00119531 -0.00252725
internal_weight=365.715 143.444 135.787 132.463 26.9285 16.91 12.8572 105.534 84.9685 77.2616 10.167 67.0946 53.6111 20.3407 20.5656 222.271 130.109 69.6663 60.4423 53.2176 47.8532 25.9429 19.5548 12.3549 6.38811 92.1626 86.3978 64.1634 26.8876 15.1802
internal_count=2900 1789 1592 1526 667 275 250 859 722 610 176 434 373 184 137 1111 588 277 311 290 235 155 91 63 64 523 501 245 112 113
is_linear=0
shrinkage=0.00476116


Tree=193
num_leaves=31
num_cat=0
split_feature=5 21 17 5 23 5 23 23 20 7 23 23 20 23 22 4 16 16 13 23 9 17 13 10 10 19 17 0 20 19
split_gain=1.64174 2.17304 1.74135 1.82053 1.63392 1.82374 1.84424 1.856 1.58803 2.0406 1.61701 3.46261 5.46998 3.59653 3.01656 2.74044 2.36584 2.64709 3.02937 2.319 2.15799 2.07001 2.03607 3.25261 1.98915 1.8679 1.825 2.29639 2.55976 2.89705
threshold=7.7286379265000011 8.8712712239000009 201.37020668845003 5.2595069053500012 -0.27223499999999995 20.361635946650004 -0.49570500000000001 -0.57253499999999991 32.785955158400007 22.708075280250004 -0.15684499999999998 1.0000000180025095e-35 41.43512228960001 -0.093074999999999991 -0.23955999999999997 162.32075757215003 12.644970430600003 9.6249774926000011 95.99139754765001 0.07968500000000002 192.09062119805003 192.70224472390001 106.33120751740002 80.677940036650014 75.465019721650009 11.050891619700002 242.64190980425005 102.84427732220001 34.997818021800008 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=1 -1 3 -3 5 -2 7 -7 9 -6 14 12 13 -12 25 -15 17 18 -13 22 -16 -22 23 -18 -17 -10 27 28 -21 -30
right_child=4 2 -4 -5 8 6 -8 -9 10 -11 11 16 -14 15 20 24 19 -19 -20 26 21 -23 -24 -25 -26 -27 -28 -29 29 -31
leaf_value=-0.018120565855919809 -0.023822359090515888 0.0065590779258225861 -0.020039579209844796 -0.018495378992925277 0.0002633385516745704 -0.013977138968868014 -0.016217265283368414 0.01008766325475116 0.0056275678668285638 -0.02871836561730759 0.0089041877832920051 -0.012760656476758631 -0.016878251154796849 0.0036272928003133046 0.010293948741155462 -0.025790618478614875 -0.014970757868974541 -0.015652911263499721 0.020171016969033985 0.011618072551325791 -0.010640764992339289 0.0087317505525873144 0.011844981775676314 0.013618503409678528 -0.0011936917153273822 -0.023220381222601644 0.014717073229575156 -0.011401753325842276 0.010807439193516608 0.000359607579214021
leaf_weight=3.2973508869763446 1.5875608110800365 5.5094802347011864 1.2600647406652568 1.0674133552238343 1.8362934263423079 1.3900903286412352 2.2212302833795556 3.4170515094883736 1.1427360326051741 1.2650760076940057 7.877200766466558 1.6716331904754027 8.6408618981949967 3.5724527053535002 17.914084553252909 2.8519406048581004 2.6182115888223079 5.1759820054285228 1.7764712721109388 7.0428784955292931 3.533387402072548 3.2784498445689678 11.923793823458253 2.308924863114953 1.5726542118936775 1.7545249429531393 3.0081222336739293 4.5440734419971696 8.5736033450812084 179.48653649818152
leaf_count=312 31 95 54 56 36 31 41 43 15 28 51 59 154 17 117 35 45 165 6 36 30 21 62 15 22 33 15 59 52 1164
internal_value=0.000455766 -0.00616169 -0.00113006 0.0024928 0.00070811 -0.0068247 -0.00298529 0.0031288 0.000937147 -0.0115586 0.00107542 0.000634412 -0.00563631 0.000483036 0.00510895 -0.00781191 0.00130827 -0.00771294 0.00420582 0.0016627 0.0070952 -0.00131702 0.0079215 -0.00157343 -0.017048 -0.0118422 0.00114228 0.000937743 0.00122514 0.000835921
internal_weight=303.12 11.1343 7.83696 6.57689 291.986 8.61593 7.02837 4.80714 283.37 3.10137 280.269 252.645 24.5151 15.8742 27.6232 7.99705 228.13 8.62409 3.4481 219.506 24.7259 6.81184 16.8509 4.92714 4.42459 2.89726 202.655 199.647 195.103 188.06
internal_count=2900 517 205 151 2383 146 115 74 2237 64 2173 1957 279 125 216 74 1678 230 65 1448 168 51 122 60 57 48 1326 1311 1252 1216
is_linear=0
shrinkage=0.0175589


Tree=194
num_leaves=31
num_cat=0
split_feature=16 6 5 21 15 5 20 10 20 12 21 16 22 10 6 19 13 22 8 16 9 23 22 9 23 17 5 7 17 21
split_gain=8.7995 5.94165 5.34731 4.72078 4.38648 4.24589 3.78947 3.82868 3.56708 3.41164 5.99048 5.32586 5.08222 4.79541 4.24392 4.19723 5.39381 3.90146 3.77047 7.31289 3.29842 3.10121 3.0646 3.16707 4.03313 2.90696 5.55154 5.53513 4.78695 3.64049
threshold=18.594956516900002 15.675366252400002 7.7286379265000011 18.904039828500004 32.540328261750005 23.721757872050002 38.115457128050004 59.74022811670001 39.788107623550012 191.59589549940003 6.9984086918000008 12.644970430600003 -0.24103499999999997 70.96454081135002 13.200308423050002 12.751028791950002 108.61908538635001 -0.58892999999999995 2.7478556007500008 13.534968349350001 186.98623176200002 0.10790500000000001 -0.054494999999999995 205.20707599510004 0.090225000000000014 199.01194954300004 29.040033326300005 23.124786352450005 193.63201810280003 11.133313228750003
decision_type=2 2 2 2 2 2 2 2 2 2 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 -2 7 -7 -8 10 11 -4 14 -12 -11 22 20 -15 -14 -20 -17 -3 23 24 -13 26 27 -10 -29 -28
right_child=5 21 4 -5 -6 6 8 -9 25 12 13 15 18 17 -16 16 -18 -19 19 -21 -22 -23 -24 -25 -26 -27 29 28 -30 -31
leaf_value=-0.0030995060251634158 0.00099072009440477615 -0.0043011033654995886 -0.0033197593685103596 0.0013129828534810257 -0.004391266149296239 -0.0011533351780911897 -0.0049239314154062843 0.0040077488481763219 -0.0048282683471965312 -0.0036483868254905713 0.001016576743214563 -0.0012176695612414147 0.0027710320878763404 0.0014640887590771565 0.0014050426977002433 0.0010981715171729965 0.004050560124931611 -0.0050767495854384436 -0.0027873125988200171 0.0014241047728662172 -0.0038328866868600295 0.0029501465947791936 0.0029897621314375305 -0.0028357981711743725 0.0037326239791580129 0.0015199747449120414 0.0022058317739177659 0.0021355137115849398 -0.0035569305870767854 -0.002673195096894918
leaf_weight=16.186353717930619 183.34695666283369 8.1452297624200547 5.7480698544532052 4.7218244150280944 3.3145850338041773 3.5714669488370401 2.9287771061062804 5.5107062086462975 8.0374894831329637 6.5390336513519269 3.7995805926620951 4.6376504600048012 16.571102244779468 1.6249168403446663 4.0617866106331348 2.8656657189130765 2.4090654999017707 8.933799382299183 7.8454848956316701 29.934130974113941 7.1425319761037827 0.99817496351897794 12.246106974780565 3.5586428679525843 5.3364514149725437 8.5184111967682821 8.9883538186550123 5.006106209009884 4.0121994391083717 3.1011096201837054
leaf_count=482 753 190 122 33 66 38 25 16 113 104 25 36 86 10 22 20 6 123 117 167 78 7 50 27 18 36 46 21 34 29
internal_value=0.00023953 -0.000472205 -0.000283897 -0.00210301 1.66065e-05 0.000717907 -0.000289034 0.00197821 -0.000796307 0.000135144 -0.000546693 0.000164744 0.000747182 -0.00272407 -0.00171213 0.000689121 -0.00116543 -0.00407016 0.00122686 0.000549543 -0.00242097 -0.00350949 0.00158243 0.000308899 0.00143089 -0.000475338 -0.00105852 -0.00248524 -0.000397027 0.000954296
internal_weight=389.642 156.62 147.477 20.9082 126.569 233.022 49.6746 9.08217 40.5924 123.254 58.3025 43.9442 64.9515 14.3583 10.6008 38.1961 12.4173 10.5587 54.3507 37.7796 10.0082 9.1434 25.7789 13.5327 9.9741 37.6637 29.1453 17.0558 9.01831 12.0895
internal_count=2900 1789 1592 515 1077 1111 358 54 304 1011 515 357 496 158 126 235 104 133 370 284 98 197 131 81 54 279 243 168 55 75
is_linear=0
shrinkage=0.00388283


Tree=195
num_leaves=31
num_cat=0
split_feature=16 16 13 20 16 18 13 5 2 8 23 10 5 9 9 5 5 7 21 17 15 0 21 18 9 20 22 9 8 8
split_gain=1.56739 3.84448 6.02054 4.03777 3.83427 3.09897 4.19481 3.34084 3.00484 3.05255 2.82934 2.67584 2.90075 11.434 3.80555 2.54812 3.1159 4.80194 3.14273 2.49226 2.51392 2.45892 2.45566 2.26835 3.70475 1.96912 4.26826 2.87309 2.82508 2.89386
threshold=20.394952307700002 20.674951653000004 113.85351336640001 38.441102963850007 19.974953289850003 14.643918747750002 115.63864956495001 19.915533535850003 330.71431012540006 2.8477776226000002 0.25847000000000003 62.837331883000012 21.197160116700001 197.19111486365003 192.33792147965002 23.721757872050002 31.302824910800002 23.124786352450005 6.5365111340500013 161.95900874150001 38.567335632300008 74.09121761705002 1.8462237188500004 13.373311100250001 193.60452210450003 42.178283198950005 -0.067574999999999996 194.59941400375001 8.543332867800002 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=4 -2 -3 23 8 6 -5 -8 10 -10 19 12 13 14 -9 25 17 21 22 -1 -21 -17 -19 24 -4 28 27 -27 -14 -30
right_child=1 2 3 5 -6 -7 7 11 9 -11 -12 -13 15 -15 -16 16 -18 18 -20 20 -22 -23 -24 -25 -26 26 -28 -29 29 -31
leaf_value=-0.016318569534985634 0.016947277070101522 -0.023819978505530848 0.015706976922958971 -0.021504476358812117 -0.023760492474796217 0.021339008218466134 0.021076520399423378 -0.0081819620093614032 0.00019197919058460029 -0.027502955130137265 -0.027585665229061508 0.019397888438872593 0.011542631136660104 -0.04091326285475827 0.017170135738173286 0.00953140711066436 0.01856711737287765 0.0038659264911535636 0.0091548446021788299 0.0015961401418491063 -0.023661471351244606 -0.028230760891363744 -0.025093941483182659 0.022418854262405429 -0.01129124510549912 -0.0060551538705519809 -0.019014929402615385 0.012634300592336487 -0.016037093689742411 0.0090808253039071397
leaf_weight=4.3391080647706977 8.7306266315281373 4.7615902265533796 7.277457110583784 4.5279003679752341 3.7495626751333466 3.6405258476734152 4.0927327498793593 7.8994596675038355 4.0896759808529151 4.1764606714714319 1.8617181084118772 3.5900505110621443 23.947483651340008 4.3796307742595664 5.0326002761721611 1.0444184113293946 2.6031922809779635 2.706225097179412 8.1392934396862966 136.70406386302784 2.0770540582016102 6.2700825221836567 3.4688608907163143 6.962272346019744 4.1401462517678738 7.7818183004856172 5.3983679525554171 9.4647741056978685 4.632243409752844 4.9011767394840717
leaf_count=167 43 36 30 29 33 16 15 37 76 89 39 16 90 33 18 15 12 15 44 1664 31 112 34 22 24 39 38 37 25 21
internal_value=0.000583233 0.00228792 0.00135141 0.00226009 -0.000995451 0.000655937 -2.93293e-05 0.000893643 -0.000438452 -0.0138009 0.000323405 7.78873e-05 -0.00063226 -0.00909256 0.00168398 0.00119036 -0.0049848 -0.00781944 -0.000144705 0.000686448 0.00121812 -0.0228388 -0.0124023 0.012168 0.00591713 0.00385646 -0.00133314 0.00420145 0.00736647 -0.00312385
internal_weight=302.391 145.393 136.662 131.901 156.998 113.521 109.88 105.352 153.248 8.26614 144.982 101.26 97.6696 17.3117 12.9321 80.3579 24.2321 21.6289 14.3144 143.12 138.781 7.3145 6.17509 18.3799 11.4176 56.1259 22.645 17.2466 33.4809 9.53342
internal_count=2900 801 758 722 2099 646 630 601 2066 165 1901 586 570 88 55 482 232 220 93 1862 1695 127 49 76 54 250 114 76 136 46
is_linear=0
shrinkage=0.0227859


Tree=196
num_leaves=31
num_cat=0
split_feature=16 20 15 17 13 6 21 22 20 4 23 7 9 15 16 18 21 13 2 23 12 23 17 20 16 14 18 20 6 0
split_gain=5.7394 5.32018 4.15827 4.12081 3.73243 3.95127 3.85593 3.76671 4.47343 3.13334 3.04827 2.96027 2.7976 2.77388 3.09031 3.65373 3.12521 3.06745 4.17832 2.42265 3.1322 3.1242 3.46449 2.39327 2.2627 6.21402 4.343 4.66797 4.09487 6.37576
threshold=18.594956516900002 38.238138001450004 30.046989284200006 166.83257850275001 95.870416931800023 5.1551204485500008 16.027392061700002 -0.088944999999999996 42.508878681700004 178.77399478955002 -0.22125500000000001 24.052187734100006 68.670253264700008 45.49682449725001 22.724946859200003 13.278511569200001 6.5365111340500013 117.99105042915001 97.066378971950016 -0.22588499999999997 269.99091998845006 0.094165000000000013 182.52313421500003 33.151194885250007 22.624947093000003 307.90126551520001 12.903279561150002 42.178283198950005 15.925372093750001 89.057864029250013
decision_type=2 2 2 2 2 2 2 2 2 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 10 6 -6 7 -5 -9 11 12 -7 -3 17 15 -15 -17 24 -19 20 -1 -21 -23 -24 25 -2 -26 -28 -27 -30
right_child=13 2 -4 4 5 9 -8 8 -10 -11 -12 -13 -14 14 -16 16 -18 18 -20 21 -22 22 23 -25 26 28 27 -29 29 -31
leaf_value=-0.0032145459999878912 0.0011627407206924506 0.0032228051283532764 -0.0040506268115215521 -0.0043810956311012908 -0.0050668881159632983 0.00044951781723775975 0.001629157218022126 -0.0052508614862573164 0.0017172209077404713 0.0014446331042526949 -0.0053402402982608167 -0.0053639305799558978 -0.0052680240182017297 -0.0055413893841682084 0.0025823177983681955 -0.0030471222149590252 0.0017514507923828096 0.0014773780805349673 -0.0038568942120690924 -0.0054286179721689427 0.0039768884505061624 0.0027391426108373633 0.0021258854390585921 -0.0055801799060688729 -0.0019038316768601642 -0.0049930403492421897 0.0036283253991977391 0.00040523473413585245 -0.0026625693271777151 0.0050506774822218596
leaf_weight=2.8679766897112158 115.50636241398752 2.4478171784430747 5.5403914861381045 9.3923185719177145 2.3715528324246398 5.5387567263096553 8.0762059101834875 2.8363584131002444 7.2546454183757305 66.558436980471015 5.0767106758430582 2.9825316853821278 1.3230479229241607 4.3039151513949099 4.499161221086978 5.6425827797502262 6.4235235173255205 6.3049595393240434 6.7073944509029388 8.6896025892347115 2.516701003536582 2.9085452193394294 1.1717009739950297 3.736322920769453 5.6942828819155684 6.0510227344930199 27.610769420862198 15.543937416747211 7.3124133851379138 3.5105017125606537
leaf_count=68 510 22 101 243 87 35 66 85 94 408 153 26 38 75 20 46 35 36 82 231 16 25 24 67 26 47 98 73 52 11
internal_value=0.000275121 -0.000461517 -7.06276e-05 0.000123041 0.000382828 0.0009119 -0.00110404 -0.002237 -0.000241353 0.00110075 -0.00296034 -0.00158524 0.000243708 0.000758962 -0.00087088 -0.00181996 -0.000492549 0.000934071 -0.00127224 -0.00259353 0.0001466 -0.00348743 -0.00132942 -0.0037405 0.00109249 0.000773163 0.00195785 0.0024674 -0.00189359 -0.000160714
internal_weight=356.4 141.29 119.399 113.858 105.011 77.4513 27.5595 19.4833 10.091 75.0797 8.84758 8.52129 3.77087 215.111 20.8692 16.37 12.0661 194.242 13.0124 21.8908 5.38468 16.5062 7.81657 4.90802 181.229 132.38 48.849 43.1547 16.8739 10.8229
internal_count=2900 1789 1358 1257 1044 556 488 422 179 469 213 61 60 1111 176 156 81 935 118 431 84 347 116 91 817 620 197 171 110 63
is_linear=0
shrinkage=0.00470451


Tree=197
num_leaves=31
num_cat=0
split_feature=16 20 15 16 12 16 20 16 23 6 15 13 7 9 8 20 10 20 22 6 8 2 13 9 14 5 17 22 10 0
split_gain=7.28595 4.97947 4.23315 4.80945 5.35176 5.14993 5.06056 4.62619 4.64938 4.53856 3.82764 7.22925 4.41805 3.77848 5.13889 3.52559 4.08476 3.48261 5.74553 7.4632 5.51078 5.45167 7.15116 4.48525 4.28693 6.24933 6.88758 4.25765 4.21591 4.79334
threshold=18.594956516900002 38.238138001450004 30.046989284200006 13.534968349350001 176.04981466085005 15.794963064500001 41.395309858300003 17.844958270700005 0.08883000000000002 11.060258421150001 46.574831689400007 117.61735474900001 23.539316666200005 187.38923140910003 5.9453602998000008 42.508878681700004 80.677940036650014 41.621607100200002 -0.072569999999999982 14.785345457250001 8.8430989333000021 122.26439358135001 117.58509325145 201.44620319810005 279.71565730850006 21.377246852200006 200.69710494525003 -0.090694999999999998 65.630639880500027 92.313586825200005
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 3 4 -3 9 7 8 -7 15 17 -12 -13 14 -8 -5 -17 18 19 -2 28 27 23 -23 -19 -26 -27 -21 -20 -30
right_child=10 2 -4 5 -6 6 13 -9 -10 -11 11 12 -14 -15 -16 16 -18 24 20 21 -22 22 -24 -25 25 26 -28 -29 29 -31
leaf_value=-0.001849805524450084 -0.0034623874923155494 -0.0039149230111326727 -0.0029095641160721284 -0.0041964014062268861 -0.00041432961599978439 0.0011104658461893776 -0.0013035883530373195 0.0025631194180787908 -0.0044899367931696991 0.001829343142266209 -0.0038030613639917334 -0.0020346981158022937 0.0028639405565487677 -0.0033926976471875744 0.0049481528068065911 -0.0028620435925325875 0.0020351959162117923 0.00067868317136595118 0.0027919447174419164 0.0021908109751168927 -0.0013527924867139255 -0.00135403396648152 -0.0041571599277960827 0.0022851988834172859 -0.0041916351736789176 -0.001888323605857982 0.0021391114589517589 -0.0011038403563804551 -0.0019066523443791556 0.0017094801476370137
leaf_weight=22.643199133686721 5.6412515826523295 6.1773783927783361 6.0043934397399417 2.5430316571146241 29.3821992110461 4.4074432868510511 10.806327613070609 9.1530414763838035 2.8546185754239559 35.640100622549653 6.4661734048277131 3.550438476726411 5.4622183293104172 8.233134685084222 1.7914353013038624 3.0165023179724795 5.8529961034655571 61.269212462007999 36.363791909068823 25.252242902293801 6.1901747882366172 7.8782115280628222 5.1680839098989955 7.9545240625739098 5.5651658698916462 11.163821281865241 8.9346765354275686 5.6010725572705296 5.2819432765245464 22.679624192416668
leaf_count=431 52 159 101 33 427 28 195 36 32 157 76 38 18 98 3 44 45 291 119 92 32 38 43 26 39 81 29 25 29 83
internal_value=0.000216594 -0.000373899 -0.000108377 3.19503e-05 -0.00102245 0.000476726 -0.000473008 0.000946543 -0.00109098 0.00122852 0.000597162 -0.00104477 0.000934175 -0.00159164 -0.000414574 -0.000647792 0.000369653 0.000715404 0.00107401 0.000271913 0.00172801 0.000678171 -0.000665414 0.000474353 0.000187347 -0.000985665 -9.79495e-05 0.0015927 0.00202448 0.00102639
internal_weight=378.928 148.506 125.863 119.858 35.5596 84.2986 37.246 16.4151 7.26206 47.0526 230.423 15.4788 9.01266 20.8309 12.5978 11.4125 8.8695 214.944 128.011 57.4954 70.5155 51.8541 21.0008 15.8327 86.9329 25.6637 20.0985 30.8533 64.3254 27.9616
internal_count=2900 1789 1358 1257 586 671 392 96 60 279 1111 132 56 296 198 122 89 979 539 276 263 224 107 64 440 149 110 117 231 112
is_linear=0
shrinkage=0.00341869


Tree=198
num_leaves=31
num_cat=0
split_feature=16 6 15 5 5 9 20 3 22 22 6 2 2 20 5 6 19 9 13 7 20 6 23 23 21 20 17 12 10 5
split_gain=6.73516 4.98937 3.59663 4.18 3.52839 3.24807 2.97685 3.14249 3.69391 2.96712 3.14771 2.81334 3.94829 4.31182 3.42947 8.11408 5.75215 5.0416 3.63349 3.56542 3.33962 3.33961 3.27103 2.77612 4.31598 4.99056 3.99803 4.37754 2.99951 6.10936
threshold=18.594956516900002 15.675366252400002 32.540328261750005 11.848158554650002 23.721757872050002 226.28914430085004 40.742467179200005 75.838715401800016 -0.50001499999999999 -0.21094499999999999 1.8100422913500003 323.30468295165002 296.01432942755008 37.572218886150004 13.999568943650003 13.665319288000001 13.051052998800001 57.214511140150002 98.238948544700023 26.941522665750004 44.710446918150005 13.200308423050002 0.094165000000000013 0.092290000000000025 11.790993765850002 48.315732392000008 192.00356210945003 102.43818663380002 61.923256118600001 24.375372008600007
decision_type=2 2 2 2 2 2 2 2 2 2 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 -2 23 -1 9 -9 -8 -11 12 13 22 18 17 -17 20 21 -19 -16 -15 -5 24 25 26 27 -6 -25 -30
right_child=4 -3 -4 11 5 -7 7 8 -10 10 -12 -13 -14 14 15 16 -18 19 -20 -21 -22 -23 -24 28 -26 -27 -28 -29 29 -31
leaf_value=-0.0038435824657179402 0.00098646064136510055 -0.003733969844227475 -0.0047330346150546961 -0.0049952492495819551 0.0021552791297596735 0.0038265329331486791 -0.0048628885660412556 0.0030896347997752057 -0.0048023759610355769 -0.0045078733808835616 0.0011472169138312396 -0.0031435882700974944 0.0035520853612421863 -0.0038910093256553729 0.0043867172736268374 0.0018221172013680815 -0.0031264192560916718 -0.0044384023496311003 0.0028704474810945756 0.0010883164418085793 -0.0015387643262236605 0.0031027709439180986 4.5893075068294214e-05 0.0025815059828303666 -0.0054613092521299117 0.0034799667663625569 0.00011824845513173059 -0.0052089640530091821 -0.0067265828181893566 0.0014097832166198498
leaf_weight=7.183105517178773 175.71575539931655 7.7965960456058374 3.1322613637894383 4.7242678273469192 1.7990648783743468 3.1328822225332251 1.9913545483723307 1.3050763811916111 5.4734684322029343 1.9548171795904696 16.603272553533316 4.1079137679189435 6.6502732001245013 3.1388619281351593 2.8345033004879978 31.82622342556715 4.8037373572587958 12.116617786698042 16.762781873345375 2.5024490747600785 4.1858252603560686 1.9774637818336485 4.4332149904221296 8.1037173345684987 4.0196997728198758 4.1182173155248156 10.61609494872391 7.0729391779750586 2.3680800013244143 5.3317873049527407
leaf_count=288 753 197 66 80 11 11 55 6 140 87 191 46 33 46 11 149 47 156 74 19 47 8 43 36 53 13 66 108 21 39
internal_value=0.000251551 -0.000453491 -0.00026776 -0.00016383 0.000713073 -0.000318625 -0.00142883 -0.00079412 -0.00328292 2.68499e-05 0.000551538 0.000272456 0.000418698 0.000185366 0.000498447 -3.5854e-05 0.00117315 -0.0020824 0.00192142 -0.00349235 0.000853687 -0.00118791 -0.00255479 -0.000617644 -0.00142371 -0.000736184 -0.00162714 -0.00371564 0.000791426 -0.00109254
internal_weight=367.782 145.504 137.707 134.575 222.278 46.5625 34.5111 27.328 6.77854 20.5494 18.5581 100.064 95.9562 89.3059 80.1485 58.2694 36.63 21.6394 21.8791 14.6191 7.02033 5.11633 9.15748 43.4296 27.626 23.6063 19.4881 8.872 15.8036 7.69987
internal_count=2900 1789 1592 1526 1111 358 767 479 146 333 278 759 713 680 557 429 196 233 128 175 58 54 123 347 251 198 185 119 96 60
is_linear=0
shrinkage=0.00421527


Tree=199
num_leaves=31
num_cat=0
split_feature=16 6 15 13 13 20 16 12 16 6 12 13 16 2 23 17 20 9 6 20 22 23 22 23 6 18 0 0 20 9
split_gain=4.22163 4.42441 3.22344 3.12639 3.81692 3.06894 3.54861 4.87187 4.78685 3.56773 3.14026 2.85701 2.74816 2.68541 2.98821 2.97691 2.67217 2.65347 2.92641 2.62081 4.29702 4.5086 2.6049 2.49752 3.26503 2.89066 2.49191 6.1639 3.36218 3.75654
threshold=18.594956516900002 15.675366252400002 32.540328261750005 108.61908538635001 107.97116697695002 38.238138001450004 13.534968349350001 176.04981466085005 15.604963508800003 11.060258421150001 144.78335471795 92.692659421600013 18.054957779650003 313.37633693555006 0.094165000000000013 182.52313421500003 33.151194885250007 192.53043113735001 5.1551204485500008 41.028010303750008 0.06041500000000001 0.093480000000000021 -0.54972999999999994 0.07968500000000002 13.200308423050002 13.849588037450003 96.249489528150022 94.047642319350018 40.621691032550004 223.24918598180003
decision_type=2 2 2 2 2 2 2 2 2 2 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 13 7 -7 9 11 -10 -8 17 14 -1 -16 -17 18 -12 20 21 -11 -3 25 -25 -9 27 28 -2 -30
right_child=26 22 -4 -5 -6 6 8 23 10 19 12 -13 -14 -15 15 16 -18 -19 -20 -21 -22 -23 -24 24 -26 -27 -28 -29 29 -31
leaf_value=-0.0050135607944170602 0.0015560464397026527 0.0039880575387295294 -0.0055043019402475878 0.0032207235270239058 -0.0060337553515458801 -0.0055686322574180188 0.0019855569957336746 -0.0056381000043578527 -0.0045716450188893545 0.001734524625610009 -0.0052479299169281065 -0.0034191671758667308 0.0036013739586283388 0.0029555469540289317 0.0035873841821902632 0.0034309193108223259 -0.0057654963050308532 -0.0031343405522153461 0.0019613854599207399 0.0040069064673261788 0.0056541528308936386 -0.0051479047280532384 -0.0053886752180227872 -0.0054433439939457233 0.0019509574617738506 0.0010963843944609701 0.0033816576381864474 -0.0029746015928925284 2.4889694319182919e-05 0.0043481765578841508
leaf_weight=7.6900190464220959 80.15913856215775 0.82122254371643055 2.7711588041856876 6.5166256651282302 2.7685738839209071 5.1941670696251121 4.6877518668770772 1.7017054352909387 4.5503877401351955 7.2769210487604159 1.6500231055542887 4.8792127054184675 4.0807360745966426 2.1892096386291078 2.6389284166507423 1.0670824521221223 2.7960193622857332 7.4649537485092869 8.2975409496575576 16.816685348749161 3.8005716353654853 3.4202190637588501 6.1303577506914726 4.3852260857820502 2.1880583018064499 18.447726701386273 8.0400412529706937 11.290498789399861 105.46277194470167 5.1529076509177676
leaf_count=224 369 4 66 29 34 155 45 36 65 29 67 66 23 29 21 23 56 82 56 61 13 28 193 161 13 210 31 90 602 19
internal_value=0.000244786 -0.000440116 -0.000230342 -0.000112961 -0.000297079 -0.000159238 0.000169247 -0.00118729 0.000816185 0.00187156 -0.000840464 -0.000770887 -5.05266e-05 -0.00214126 -0.00292748 -0.000460243 -0.00322522 -0.000906373 0.000765561 0.00267886 0.00113839 -0.000466009 -0.00428096 -0.000335672 -0.00298199 0.000527628 0.000682353 0.000574949 0.00078502 0.000226285
internal_weight=344.336 134.231 127.28 124.508 117.992 115.223 98.8419 31.9169 66.925 40.8814 26.0436 9.56696 21.4933 16.3813 14.192 6.50203 3.8631 17.4125 9.94756 31.3144 14.4977 10.6971 6.95158 26.7227 6.57328 20.1494 210.105 202.065 190.775 110.616
internal_count=2900 1789 1592 1526 1497 1463 1110 575 535 242 293 111 228 353 324 100 79 205 123 131 70 57 197 420 174 246 1111 1080 990 621
is_linear=0
shrinkage=0.00494411


Tree=200
num_leaves=31
num_cat=0
split_feature=16 20 15 16 16 12 20 6 16 23 5 9 12 22 9 9 23 20 10 17 10 6 23 6 18 16 21 2 10 5
split_gain=7.40818 5.54144 4.01773 3.95205 5.66514 5.45863 5.22201 4.59562 4.49055 4.39586 3.74937 3.55333 3.50493 3.94302 9.3271 3.49978 4.77052 3.45191 3.89967 3.03021 3.1908 2.81635 2.66507 3.70019 3.07587 2.58846 4.4675 2.57645 2.56065 8.83905
threshold=18.594956516900002 38.238138001450004 30.046989284200006 13.534968349350001 15.919962772200003 176.04981466085005 41.395309858300003 11.060258421150001 17.844958270700005 0.08883000000000002 23.721757872050002 226.28914430085004 207.71672397260002 0.06041500000000001 205.88909726980003 187.38923140910003 0.085155000000000022 42.508878681700004 80.677940036650014 197.05557773135004 57.729261435100007 16.435384010100005 0.07968500000000002 13.200308423050002 13.849588037450003 22.594947163200004 2.1194692063500002 313.37633693555006 66.697957758300021 20.766972852450003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 27 3 5 7 -3 8 17 9 -6 28 19 13 14 -9 16 -8 -5 -19 20 -12 -21 24 -24 -7 -22 -27 -1 -2 -30
right_child=10 2 -4 4 6 22 15 12 -10 -11 11 -13 -14 -15 -16 -17 -18 18 -20 21 25 -23 23 -25 -26 26 -28 -29 29 -31
leaf_value=-0.002971200209148954 0.0013551973438531879 -0.0048539472586401318 -0.0035919022496201285 -0.0052365464949246047 0.0012656047612727157 -0.0048256996970922434 -0.0029451122338923471 0.0019172920327426555 0.0031078380457068094 -0.0056049605492033243 0.00044930052873065515 0.0039775280640943758 0.0038796312550529416 0.0045111103343574667 -0.0056333364904003385 -0.0043239261045125562 0.0026336025856740931 -0.0035794063926908198 0.0024289731760776894 -0.0012753650226268918 -9.5039703944128909e-05 0.0030455981624981899 -0.0047125322251494956 0.0017712830123572582 0.00087013967970532666 0.00016217016081486544 -0.0050579885657807957 0.0014151108956341706 0.0007384715647991638 -0.0061077733244320658
leaf_weight=19.372822889126841 131.01765359565616 5.9577874299138776 5.7245775712653986 2.5210880748927584 4.2758930502459398 1.8800691142678321 6.8304846910759824 12.998393313959246 8.844429384917019 2.7813808983191848 11.784090129658582 3.2531315311789504 14.491796176880596 4.9663051757961503 3.8337281420826903 8.1461671479046327 4.6706596026197076 2.9427454695105535 5.8227452598512173 4.647956579923628 6.3331673908978727 6.6141920909285545 4.9068338265642515 2.3582798801362514 19.626143351197243 4.3643437419086686 9.2649802099913341 2.769820691086351 42.996256418526173 3.7068731747567645
leaf_count=395 511 159 101 34 28 42 163 63 36 31 93 11 52 17 28 96 32 46 45 27 57 27 161 14 210 27 116 36 206 36
internal_value=0.000283809 -0.000462757 -0.000111613 5.74355e-05 0.00056095 -0.00114775 -0.000723795 0.0015209 0.00108851 -0.00144219 0.000769522 -0.000309239 0.00225822 0.0011803 0.000197541 -0.0021906 -0.000679574 -0.00084984 0.000411843 -0.000633485 -0.00130602 0.00126231 -0.000380295 -0.00260786 0.00037221 -0.00234221 -0.0033864 -0.00242252 0.00105033 0.000195078
internal_weight=369.705 145.722 123.58 117.855 83.1258 34.7291 35.549 47.5768 15.9017 7.05727 223.983 46.2619 36.2902 21.7984 16.8321 19.6473 11.5011 11.2866 8.76549 43.0087 31.7466 11.2621 28.7713 7.26511 21.5062 19.9625 13.6293 22.1426 177.721 46.7031
internal_count=2900 1789 1358 1257 671 586 386 285 95 59 1111 358 160 108 91 291 195 125 91 347 293 54 427 175 252 200 143 431 753 242
is_linear=0
shrinkage=0.00425398


Tree=201
num_leaves=31
num_cat=0
split_feature=16 6 20 15 6 19 10 7 13 21 16 15 19 16 2 23 17 5 23 5 9 16 23 23 20 22 21 7 20 17
split_gain=5.32941 4.60382 3.44838 3.44416 3.98478 4.35397 3.74856 4.22834 5.33787 3.88412 4.729 3.82855 3.52784 3.74085 3.2126 3.21069 3.59289 3.30519 5.66555 3.04616 3.47683 2.99918 2.69028 3.75914 2.63961 2.57289 2.53906 3.44959 3.19351 3.00215
threshold=18.594956516900002 15.675366252400002 37.572218886150004 30.046989284200006 13.665319288000001 13.051052998800001 78.285212300550015 24.390191290350007 98.238948544700023 20.770927814650005 9.6249774926000011 11.325487309600001 12.250988447150002 17.484959112600002 313.37633693555006 -0.21013499999999999 174.84606933240002 14.624842172000003 0.087725000000000011 23.721757872050002 226.28914430085004 14.524966034300002 0.094165000000000013 0.094625000000000029 33.151194885250007 -0.54972999999999994 11.790993765850002 23.282607548150004 48.315732392000008 197.05557773135004
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 14 4 6 21 15 -8 9 10 11 -9 -10 -14 22 16 -4 18 -17 -2 26 -6 -1 -24 -25 -3 28 -28 29 -21
right_child=19 25 3 -5 5 -7 7 8 12 -11 -12 -13 13 -15 -16 17 -18 -19 -20 20 -22 -23 23 24 -26 -27 27 -29 -30 -31
leaf_value=-0.0057439191121039504 0.0010913547342181816 0.0039592796916166949 0.0037927475246844452 -0.0040984756133893071 -0.0019889093744902418 -0.0032650162915651834 0.0033876801673973617 -0.0036685235549729295 0.0037719693826794563 0.0036157801723080201 -0.0043050515419114904 0.0029186603992433537 -0.0043681697181212602 0.0040361403272478899 0.0029967552044823415 -0.0058197067120849709 -0.0033661419927406597 -0.0054844074350755192 0.0022127296814483562 -0.0019003824154575064 0.0047042669671222238 0.0028198196316920054 0.0069173105567958155 0.0032227903828362225 -0.0058907449712347851 -0.0054952455276884148 -0.0065346025812395968 0.00051353824487166766 0.0039979760932326008 0.0015034511528737747
leaf_weight=6.7845633346587402 171.8572982288897 0.82949835062026966 4.2245243657380369 4.9643388874828807 3.7591713350266245 4.1446355488151303 9.4321225900202972 3.7128159692511016 10.064357295632361 3.0549631789326659 13.965911664068697 5.7145753242075443 3.5707821082323781 2.1730216443538666 2.1933236615732303 3.8275210354477185 3.1006664447486401 8.5006054416298849 5.3994845189154148 20.03507089056075 3.1690578982233992 27.582606764510274 1.2018931144848464 1.1362921758554878 2.8285256074741483 6.3891408657655111 4.1190969608724108 3.107500221580267 4.0564976334571829 9.8630190528929216
leaf_count=202 753 4 26 95 39 39 70 165 42 14 287 49 38 10 26 89 44 127 36 207 11 110 4 24 56 193 63 16 13 48
internal_value=0.000291282 -0.000481977 -0.000266146 1.81633e-05 0.000200261 0.00159974 -0.00044688 0.000330223 -0.000352237 -0.00173998 -0.0024394 0.000324411 0.00196957 -0.00118861 -0.00262173 -0.00205019 0.000762474 -0.0032124 -0.00111926 0.000786821 -0.000393249 0.00224305 -0.00365285 -0.000907003 -0.00327886 -0.00440882 -0.000785524 -0.00350384 -0.000206981 -0.000777499
internal_weight=354.763 138.555 131.337 117.192 112.228 35.4864 76.7414 51.6885 42.2564 26.4483 23.3933 9.42739 15.8082 5.7438 14.1446 25.0528 7.32519 17.7276 9.22701 216.208 44.3502 31.3418 11.9513 5.16671 3.96482 7.21864 41.1812 7.2266 33.9546 29.8981
internal_count=2900 1789 1592 1280 1185 188 997 675 605 515 501 214 90 48 312 322 70 252 125 1111 358 149 286 84 80 197 347 79 268 255
is_linear=0
shrinkage=0.00505046


Tree=202
num_leaves=31
num_cat=0
split_feature=16 6 10 15 5 9 10 5 16 10 20 21 3 20 23 23 16 16 19 20 16 16 13 17 2 17 20 15 18 13
split_gain=7.79277 5.44912 3.7756 4.04954 3.65335 3.78232 3.51831 8.88355 7.72408 5.17684 4.69985 4.21055 4.5502 3.89338 3.28643 5.60789 4.23369 8.38117 5.18576 4.2065 5.53874 6.48277 4.52277 4.35693 3.90214 4.13465 3.76318 3.9513 3.68265 5.73096
threshold=18.594956516900002 15.675366252400002 90.988176966900014 32.540328261750005 23.721757872050002 226.28914430085004 66.697957758300021 20.766972852450003 19.974953289850003 66.318885161900013 41.941595803500007 8.9353283289500016 85.436510927550003 43.19689381845 -0.17732499999999998 -0.22831499999999999 12.644970430600003 9.6249774926000011 10.250827068050002 38.238138001450004 15.604963508800003 17.844958270700005 99.962250206350021 172.11348093270001 234.61110956795002 172.11348093270001 41.43512228960001 28.321365561200004 15.287416123250003 104.02719889955002
decision_type=2 2 2 2 2 2 2 2 2 2 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 6 -6 9 8 11 10 -2 -8 -13 -12 15 24 17 18 -16 23 28 22 -22 -18 25 -1 -23 -28 29 -21
right_child=4 -3 -4 -5 5 -7 7 -9 -10 -11 13 12 -14 -15 16 -17 19 -19 -20 20 21 26 -24 -25 -26 -27 27 -29 -30 -31
leaf_value=0.0012378537533886823 0.0015581863609582503 -0.0032882658260597656 -0.0025747265607525128 -0.0041316580990217889 -0.00052886519202619887 0.0034653496692280406 0.0016041095460636297 -0.0052600111595430526 -0.003474523139826317 0.003638893775371215 -0.00067990399277437284 -0.0049351555618458182 0.0015071921883045751 0.0014736737467818085 -0.0042872147093134414 0.0036298094832212659 0.0025203700770458372 -0.0041780654743097867 0.0028169276556807713 -0.003057784225342143 0.00046988955505013929 0.0026692294628126037 -0.0033959339141085708 -0.0034050841378244741 0.0015348063476674826 -0.0042429811011404145 -0.0046200927651964705 0.0016290342361067651 0.0018226246577544402 0.0017986536573746843
leaf_weight=3.1504748510196867 75.518394790589809 8.3452194761484844 8.7492850571870786 3.2474644370377055 44.467556562274694 3.4251021817326537 32.919495441019535 3.8928640261292449 5.692243166267871 10.716680102050303 31.113235432654619 2.9835468977689734 2.9000462889671326 17.647504135966301 1.845765520818534 8.4382545165717584 2.099947338923811 9.7172406762838346 5.4420368429273367 6.1403220407664758 5.8755241986364153 8.2267848812043649 13.134076754562555 8.0276219984516484 9.6313088722527009 4.4599627982825041 2.5183427333831778 2.9437162987887859 32.350945929065347 6.9472252130508423
leaf_count=26 268 197 319 66 347 11 128 36 38 31 148 30 10 64 44 29 15 210 34 59 56 31 174 131 48 94 32 18 182 24
internal_value=0.000234757 -0.000411531 -0.000243587 -9.16033e-05 0.000657532 -0.000243214 0.000892772 4.54408e-05 0.000509611 0.00119649 0.000985881 0.00109407 -0.0017597 9.95196e-05 8.58749e-06 0.00118332 -0.000277984 -0.00195134 0.00101768 4.44054e-05 0.000332257 -0.000817225 -0.00220108 -0.00217644 -1.40077e-05 -0.00197409 0.00110452 -0.00125219 0.00115945 -0.000479855
internal_weight=382.568 151.292 142.946 134.197 231.277 47.8927 183.384 48.3882 44.4953 134.996 124.279 38.8031 5.88359 48.7607 130.95 25.68 105.27 17.005 7.2878 88.2645 78.1369 32.6984 19.0096 10.1276 17.2417 7.61044 13.6888 5.46206 45.4385 13.0875
internal_count=2900 1789 1592 1273 1111 358 753 242 206 511 480 168 40 212 1207 197 1010 288 78 722 576 311 230 146 168 120 81 50 265 83
is_linear=0
shrinkage=0.00366249


Tree=203
num_leaves=31
num_cat=0
split_feature=16 20 15 16 21 13 2 18 16 14 17 6 0 7 21 3 13 16 10 3 20 21 23 15 17 13 6 8 20 8
split_gain=6.26234 5.21981 3.43923 4.44337 5.16682 4.18783 4.32925 3.66579 3.46983 6.92762 4.84942 4.41071 6.6288 3.94766 4.89204 3.96856 7.78633 6.64576 4.18818 6.82698 6.51082 3.85315 5.9697 3.42703 3.64006 3.64921 4.29168 3.88628 3.37582 3.29949
threshold=18.594956516900002 38.238138001450004 45.49682449725001 22.674946976100003 15.294585115650001 117.99105042915001 97.066378971950016 13.415872650200003 22.624947093000003 307.90126551520001 188.07781354100004 15.925372093750001 89.057864029250013 22.580174331950005 7.7850244945500009 83.511574906150017 109.34496908160001 19.154955207400004 66.697957758300021 89.227236891450005 38.175120519550006 4.8606555829000007 0.093295000000000031 30.046989284200006 166.83257850275001 95.870416931800023 5.1551204485500008 2.9476996444500005 40.823855932350007 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 5 4 -4 8 -7 -5 9 13 -10 -11 -13 14 -2 -15 -17 -18 19 -19 -20 22 -21 24 -3 27 -27 -26 -23 -30
right_child=2 23 3 7 -6 6 -8 -9 10 11 -12 12 -14 15 -16 16 17 18 20 21 -22 28 -24 -25 25 26 -28 -29 29 -31
leaf_value=-0.0024924663039447952 0.0041679686137153157 -0.0027043685411215898 -0.0036033164669466789 -0.0011045741440442668 0.0036898504385582992 0.001197920122456408 -0.0037852673611924025 0.00505879567447951 -0.00029652574188067637 -0.0050323373958801937 0.0029014147687340115 -0.0026339113379009538 0.0049720628506464372 0.0040519120890489466 -0.00037513099721071087 -0.0039867701134540792 0.0040412565190104718 0.004469593684247512 0.00064252778137519192 -0.0040293898835176102 -0.00565276488199991 0.0037564033012312766 0.0014863465641478946 -0.0036899062323767946 -0.00014422932597212557 -0.0049324808656446197 0.0010213123229048534 -0.0040696323031026342 0.0013239507252409107 -0.002895278163192514
leaf_weight=22.188753246329725 16.3634995110333 9.0109211010858399 12.287134353071453 4.2363301664590818 2.4035615138709536 6.884154584258793 7.5816352423280478 3.7783206477761269 13.020627755671738 6.189498238265517 39.841176778078079 7.5005041826516372 3.467719741165638 6.8350717648863784 7.0051045864820471 7.474406410008668 11.664014585316179 9.2060973793268186 8.4978115707635862 9.1449004709720629 5.6675879135727874 7.7127395421266582 7.3044759556651107 5.2397139575332394 22.090709797106687 2.5923883756622663 74.845589796081185 6.8344606496393672 14.476147763431074 5.2185479328036299
leaf_count=431 53 213 120 34 12 36 82 10 56 47 141 52 11 23 38 66 35 30 36 51 43 23 27 101 328 87 469 160 55 30
internal_value=0.000279657 -0.000464653 0.000754671 -0.000923626 -0.00241007 0.000944202 -0.00141381 0.001801 0.00112701 0.000736974 0.00211372 -0.00196189 -0.000229202 0.00113421 0.0028061 0.000715019 0.000450937 0.000871373 0.000321403 0.00090807 -0.00187622 0.000160462 -0.00158008 -9.16061e-05 7.18107e-05 0.000307004 0.000821997 -0.00107173 0.0012051 0.000205972
internal_weight=366.564 142.803 223.761 22.7053 14.6907 201.056 14.4658 8.01465 186.59 133.728 52.8618 17.1577 10.9682 116.57 23.3686 93.2018 86.3667 78.8923 67.2283 53.0629 14.1654 43.8568 16.4494 120.614 115.374 106.363 77.438 28.9252 27.4074 19.6947
internal_count=2900 1789 1111 176 132 935 118 44 817 620 197 110 63 510 91 419 396 330 295 216 79 186 78 1358 1257 1044 556 488 108 85
is_linear=0
shrinkage=0.00454921


Tree=204
num_leaves=31
num_cat=0
split_feature=16 6 15 13 13 20 16 12 16 17 9 6 20 10 2 22 9 22 7 6 2 23 23 2 6 3 10 15 16 13
split_gain=2.30761 3.51944 2.81546 2.74833 3.41964 2.50077 2.37104 4.26999 3.73428 3.38704 4.28147 3.24514 2.7266 3.07417 2.72626 2.38254 3.5412 2.34188 2.29091 3.64073 2.27989 2.49755 2.59406 3.74149 2.10183 2.09354 4.56745 6.46027 3.64429 6.24305
threshold=18.594956516900002 15.675366252400002 32.540328261750005 108.61908538635001 107.97116697695002 38.238138001450004 13.534968349350001 176.04981466085005 15.919962772200003 234.67375690460003 192.09062119805003 11.060258421150001 42.508878681700004 80.677940036650014 187.77144079505004 -0.013805 203.31429194770001 -0.54972999999999994 22.372035319250003 13.475314848550001 313.37633693555006 0.094165000000000013 0.094625000000000029 69.280267125550012 5.3251244207000008 83.511574906150017 70.284360904350009 27.122924609850003 19.214955067100004 112.82921081865001
decision_type=2 2 2 2 2 2 2 2 2 2 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 20 7 -7 11 10 18 12 -8 -14 15 16 -13 -3 19 -10 21 -1 -23 -24 -20 -2 28 -28 -27 -30
right_child=25 17 -4 -5 -6 6 8 -9 9 -11 -12 14 13 -15 -16 -17 -18 -19 24 -21 -22 22 23 -25 -26 26 27 -29 29 -31
leaf_value=-0.020998418821153754 0.013184279867548294 0.016853418181085045 -0.02313923608275905 0.013441824003154315 -0.02513801703267559 -0.0234403951325277 -0.024799575402941247 -0.00067235167420262012 -0.024823040437578648 0.012512721781370232 -0.02060699291102585 0.0083881160917992879 -0.016506602624302445 0.011868429530007739 0.018282195051537328 0.019066390680263737 -0.013992118461495737 -0.02262488303888429 -0.010758292891822775 0.012778805225377448 0.012607673675749869 0.026350804010841493 0.014351685706376084 -0.023802224324255793 0.019150955475016683 0.012081202842989365 0.016402177274115852 -0.027208975919167815 -0.011490417715652896 0.0027377059402081856
leaf_weight=6.4043992795050126 7.2862802240997544 0.760676760226488 2.4144277954474083 6.1030666120350352 2.5283372513949862 4.3081374233588603 2.100015062838791 22.840751580893993 2.8213371979072743 4.3741094898432484 7.0939165819436303 9.7249890007078665 2.5423952452838421 4.9533428773283958 11.650887005031107 4.2814513668417957 4.5742135420441619 5.0547957853414109 1.447925225831568 1.8934202492237089 1.9270794526673842 1.139510362409055 1.8564901314675806 2.8937619491480291 3.6151865795254707 15.571354517713187 2.1036132574081412 5.1626434251666069 14.895091082900761 152.51349957659841
leaf_count=224 31 4 66 29 34 155 34 420 59 24 97 42 47 45 51 17 30 193 65 10 29 5 11 84 14 79 8 62 99 832
internal_value=0.000758285 -0.00154522 -0.000729656 -0.00024254 -0.00103815 -0.000443358 0.000872508 -0.00428531 0.00316532 -0.00393646 -0.00820101 0.00695376 -0.00367427 0.00224422 0.0103272 0.00533906 0.00122884 -0.017461 0.000799617 -0.00972235 -0.00860638 -0.0119316 -0.00207261 -0.00889094 0.0105976 0.00214954 0.00172692 -0.0145834 0.00237462 0.00147177
internal_weight=316.837 119.305 113.489 111.075 104.972 102.443 88.2221 27.1489 61.0732 21.2459 16.8718 39.8273 9.59575 7.49574 30.2315 18.5807 14.2992 5.81547 9.77787 4.71476 14.2212 12.2942 5.88976 4.75025 5.06311 197.532 190.246 7.26626 182.98 167.409
internal_count=2900 1789 1592 1526 1497 1463 1110 575 535 269 245 266 126 92 140 89 72 197 148 69 353 324 100 95 79 1111 1080 70 1010 931
is_linear=0
shrinkage=0.0209766


Tree=205
num_leaves=31
num_cat=0
split_feature=16 20 17 15 5 5 20 20 10 0 22 10 5 16 10 20 13 0 15 20 10 0 17 9 20 6 2 22 22 22
split_gain=7.52001 5.30288 4.41582 4.28379 3.72565 3.69203 3.9971 3.77487 3.59213 3.46707 3.71977 3.41796 9.51059 9.1307 5.33604 4.85443 4.13198 8.43529 6.90492 3.85965 3.54011 5.36404 4.4436 4.4304 3.72497 4.2016 3.32297 3.18519 3.13235 5.26729
threshold=18.594956516900002 38.238138001450004 166.83257850275001 30.046989284200006 11.848158554650002 23.721757872050002 38.115457128050004 39.788107623550012 59.74022811670001 103.82556453975 -0.50001499999999999 66.697957758300021 20.766972852450003 19.974953289850003 66.318885161900013 41.941595803500007 109.41218053485001 96.249489528150022 27.288673764350005 43.19689381845 64.434276012450013 87.29692395375001 191.19232825540004 202.89977928865002 39.646013290900008 16.535386346650004 325.75432260090003 -0.21094499999999999 0.06041500000000001 -0.016334999999999999
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 -3 4 9 11 8 -8 -7 10 -4 14 13 16 15 20 17 18 -13 -17 21 23 -22 24 -2 -26 28 -11 29 -6
right_child=5 2 3 -5 26 6 7 -9 -10 27 -12 12 -14 -15 -16 19 -18 -19 -20 -21 22 -23 -24 -25 25 -27 -28 -29 -30 -31
leaf_value=-0.0021692196302453971 0.0035047811706875715 -0.0026422403595406751 0.0025759436760177615 -0.0032038966223642039 0.00075889388327117036 -0.00099326442788944891 -0.005049994356430821 -0.00045304671354348599 0.0040612592397108209 -0.0044472651318472533 -0.0044525844184523421 0.0020497073916454635 -0.0056499987860151313 -0.0039966385504860598 0.0038454211565753355 -0.00073955110270800797 0.0023906795853166009 0.0033336019866498428 -0.0043527995511403999 0.0015231371992614022 0.001781726469478852 0.0040549563195257524 -0.0031247943530627069 -0.0015757379889484648 0.0018393318465194544 -0.001608597916669865 -0.0028305062138304395 0.00035604998870416459 0.0026853740768845173 -0.0047869175660029545
leaf_weight=22.560654067434371 13.659045025706289 9.6769618894904834 1.3815793283283708 5.6613675579428664 61.323883447796099 3.4596049189567548 2.8871070705354205 37.703272808343172 5.414093941450119 2.3131769318133619 6.2185174655169275 3.8300258815288561 4.0366758555173865 5.7549102790653697 10.866125598549841 31.733758587390184 21.146275296807289 6.6162938550114623 7.4432641789317131 17.591444492340088 6.2808355018496496 14.446290999650953 4.9588427767157555 6.6230662763118735 23.848614752292637 6.8240457102656356 3.8337169941514722 19.925866290926933 11.976014971733091 2.6835766006261172
leaf_count=431 39 216 7 98 399 38 25 279 16 66 146 14 36 38 31 148 68 21 65 64 23 44 24 31 77 30 37 292 56 41
internal_value=0.000245338 -0.000440293 -0.000128234 8.273e-05 0.000252413 0.000675616 -0.00026503 -0.000780018 0.00209064 -0.000915653 -0.00317491 0.000926227 4.61614e-05 0.000559516 0.00124027 0.00101554 0.00123121 -0.000139328 -0.00217759 6.74188e-05 0.00162575 0.00197096 -0.000382985 0.00138013 0.00182173 0.00107224 0.000689087 -0.000143563 0.000866667 0.00052638
internal_weight=382.679 147.555 124.995 115.318 109.656 235.124 49.4641 40.5904 8.8737 29.8391 7.6001 185.66 48.8274 44.7908 136.832 125.966 39.0359 17.8896 11.2733 49.3252 76.6407 65.4011 11.2397 50.9548 44.3317 30.6727 79.8172 22.239 75.9835 64.0075
internal_count=2900 1789 1358 1142 1044 1111 358 304 54 511 153 753 242 206 511 480 168 100 79 212 268 221 47 177 146 107 533 358 496 440
is_linear=0
shrinkage=0.00387461


Tree=206
num_leaves=31
num_cat=0
split_feature=16 6 5 10 23 23 20 5 17 2 18 9 6 21 22 13 16 6 23 7 2 9 17 8 10 5 16 10 20 13
split_gain=10.104 6.11538 5.70231 5.0275 4.59978 6.7967 4.82724 6.06575 5.20412 4.81384 4.61924 4.24053 4.2276 6.59042 4.54642 3.74912 3.89006 7.79865 5.03024 4.27365 4.38138 4.67791 3.42548 3.55675 3.24004 9.8212 7.1468 4.58595 5.07376 4.05027
threshold=18.594956516900002 15.675366252400002 23.803605515150004 90.988176966900014 -0.17732499999999998 -0.22831499999999999 38.238138001450004 18.613387752550004 176.76352991180002 234.61110956795002 13.622618370000001 227.14331114760003 5.0951190466500007 18.904039828500004 0.06041500000000001 108.61908538635001 15.604963508800003 11.585270688000001 0.086230000000000015 26.752366550650006 187.77144079505004 205.70977008025002 182.52313421500003 7.6440346712000009 66.697957758300021 20.766972852450003 19.974953289850003 66.318885161900013 41.941595803500007 109.41218053485001
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 3 24 4 5 9 22 8 -8 10 -1 -4 13 -10 15 16 19 18 -18 20 21 -14 23 -6 27 26 29 28 -2 -26
right_child=2 -3 11 -5 6 -7 7 -9 12 -11 -12 -13 14 -15 -16 -17 17 -19 -20 -21 -22 -23 -24 -25 25 -27 -28 -29 -30 -31
leaf_value=0.00094730074243066652 0.0013206129113149611 -0.002623051739943605 -0.00049312446469299172 -0.0021807138610093575 -0.0031364386955068445 0.0029316470300685864 -0.0023995795590593481 -0.0021194757922410462 -0.0031326344295749082 0.0012792790462786026 -0.0033285540016406 0.0029266666895603447 0.0011656982149786915 0.0014886793806376929 0.0020954763208044535 0.0027584012873756738 -0.0025502567067415072 -0.0030292212121029683 0.00166881691469795 -0.001954346815289968 0.0024529479601455633 -0.0019009639178153277 -0.0027932962858677394 0.0021200042897037467 -1.3462228717036512e-05 -0.0041054467399907089 -0.002479117249048654 0.0028107918629575231 0.00016677034749155723 0.0018197934304066878
leaf_weight=3.4240044206380897 79.733507476747036 9.052757326513527 47.050611572340131 9.8508016001433116 1.6480422383174289 9.4112744051963073 6.0995907019823781 10.828507075086234 6.5073849204927665 10.282238660380242 5.1207529716193676 3.1414797306060782 12.496763249859219 4.0761480312794447 13.086796645075081 4.4300509169697753 3.1243629660457399 8.5329396091401559 8.6468519493937475 4.5283741857856503 10.898245211690663 5.9696481041610232 10.020402569323776 2.8594041727483273 18.12252888828516 4.0077827349305144 5.5441785082221022 10.732389055192469 50.589506942778826 21.28163368999958
leaf_count=22 271 197 342 319 40 30 82 149 164 51 99 9 52 27 57 14 39 87 39 57 40 39 169 16 100 37 38 31 215 68
internal_value=0.000205066 -0.000347597 0.000575256 -0.000211936 -7.53501e-05 0.000954139 -0.000330911 -0.000106276 0.000140337 -3.43809e-05 -0.00161516 -0.000279083 0.000328586 -0.00135278 0.000576722 0.000237705 3.16641e-05 -0.000954784 0.000548974 0.000622611 0.00102001 0.000174336 -0.00186518 0.000198109 0.000800932 0.00016925 0.000550399 0.00102017 0.000872708 0.000976653
internal_weight=401.099 160.895 240.204 151.843 141.992 28.2383 113.754 99.2257 88.3972 18.827 8.54476 50.1921 82.2976 10.5835 71.714 58.6272 54.1972 20.3042 11.7712 33.893 29.3647 18.4664 14.5278 4.50745 190.012 48.9561 44.9483 141.055 130.323 39.4042
internal_count=2900 1789 1111 1592 1273 202 1071 846 697 172 121 351 615 191 424 367 353 165 78 188 131 91 225 56 760 243 206 517 486 168
is_linear=0
shrinkage=0.00284985


Tree=207
num_leaves=31
num_cat=0
split_feature=16 20 5 9 17 15 13 6 21 22 20 23 16 4 18 6 9 17 17 21 18 17 6 20 8 14 19 0 3 20
split_gain=8.08231 5.63285 5.4232 4.51827 4.17272 4.02312 4.81609 5.19032 4.41494 4.43659 4.87352 3.33577 3.27349 3.49381 3.35856 8.51636 3.19949 3.02366 3.46814 4.78989 3.73799 5.1203 3.22854 3.06181 2.86243 4.55977 4.21055 3.44228 10.9194 4.97313
threshold=18.594956516900002 38.238138001450004 23.803605515150004 226.28914430085004 166.83257850275001 30.046989284200006 95.870416931800023 5.1551204485500008 16.027392061700002 -0.088944999999999996 42.508878681700004 -0.22125500000000001 15.919962772200003 178.77399478955002 14.873215527100003 11.585270688000001 68.670253264700008 197.05557773135004 174.35320691475002 3.4240268213500005 13.278511569200001 193.63201810280003 16.575387281250006 48.680511450650009 8.8430989333000021 168.39662374755002 14.351157895250003 93.972365491700018 84.807411725000023 40.621691032550004
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 24 17 11 6 8 -8 9 -6 -11 16 -9 -14 -15 -16 -3 18 19 -4 -20 -22 -21 -24 27 -26 -27 29 -29 -2
right_child=2 4 3 -5 5 -7 7 12 -10 10 -12 -13 13 14 15 -17 -18 -19 20 22 21 -23 23 -25 25 26 -28 28 -30 -31
leaf_value=-0.0019845478776861899 0.0019963271572561283 0.0024114061300849637 0.002612083228764803 0.0034510745526394283 -0.003355412189289881 -0.00294593212599245 -0.0038823905002837262 0.0014254278422371435 0.0011369305002340842 -0.0039368561910013969 0.0011998354835070994 -0.0039910283548733006 -0.0033853482950189887 0.0016746139482385419 0.0014346821395746156 -0.0043481204051049396 -0.0040121478142706654 0.00089232722677035309 -0.0036090416806971648 -0.0051815235055020815 0.001542320055175626 -0.0037530924333375325 -0.002354979618291076 0.0030635073516670479 0.0017012254697011686 0.00031150486953274587 -0.0049246134093980758 0.0015564338192293112 -0.0038290286656679404 0.00069524030134596431
leaf_weight=23.248997993767262 64.40984582901001 2.723448259755969 5.7331512756645662 3.5503823757171622 11.185818007215859 5.2078508362174025 2.9916431484743944 48.850039286538959 9.1781533155590278 3.1987977083772448 8.3087261011823994 5.8961179414764029 3.4950277470052269 12.774188006296756 8.010105010122059 5.2859895229339591 1.5056371446698902 11.258164029568432 10.531601099297406 2.2853088155388832 5.7679914310574514 3.7793523259460926 3.2338245492428541 2.1851851120591164 5.9810228794813138 3.6880153864622116 4.006632886826992 13.842481397092344 7.1340571641921988 85.496552288532257
leaf_count=431 227 22 25 11 243 98 87 244 66 85 94 156 36 78 45 66 38 52 128 24 27 35 42 7 20 16 28 61 63 345
internal_value=0.000251951 -0.000382738 0.000665823 -0.000388738 -9.31798e-05 9.30156e-05 0.000232728 0.000688949 -0.000932564 -0.00176956 -0.000228034 -0.00227206 0.000863351 -6.53542e-05 0.00037973 -0.000864326 0.000124495 -0.000693214 -0.0012258 0.000164676 -0.00215635 -0.000553889 -0.00165656 -0.000170005 0.00094195 -0.000614757 -0.00241496 0.00106653 -0.000275146 0.00125427
internal_weight=384.744 151.861 232.884 48.325 128.612 118.486 113.278 81.407 31.8715 22.6933 11.5075 10.1252 78.4153 29.5653 26.0703 13.2961 4.22909 44.7746 33.5164 13.4375 20.0789 9.54734 7.70432 5.41901 184.559 13.6757 7.69465 170.883 20.9765 149.906
internal_count=2900 1789 1111 351 1358 1142 1044 556 488 422 179 216 469 225 189 111 60 340 288 98 190 62 73 49 760 64 44 696 124 572
is_linear=0
shrinkage=0.00353616


Tree=208
num_leaves=31
num_cat=0
split_feature=5 21 23 23 3 23 7 3 6 9 16 21 16 15 21 8 0 5 0 10 18 6 17 4 6 13 15 0 9 13
split_gain=2.4304 2.47386 2.39303 2.46103 2.02199 2.57369 1.77094 2.89248 5.38769 3.08335 4.0351 3.40949 2.4792 3.37687 3.12475 3.11222 3.63936 2.39203 2.66794 3.79713 2.9631 7.02618 5.14081 5.55087 4.28319 4.04779 5.49755 5.3116 3.89595 3.66534
threshold=7.7286379265000011 18.904039828500004 -0.21013499999999999 -0.22125500000000001 108.42013948475001 0.070195000000000021 19.041006859700005 94.92945658615001 20.305474434200004 186.67271206880002 21.534949641950003 14.673280803050002 22.724946859200003 45.49682449725001 15.294585115650001 8.543332867800002 86.162394622750014 23.151456684850004 85.716110573100011 62.00390986255001 13.278511569200001 16.455384477450004 184.84480138465003 172.73046293330003 16.565387047600002 112.82921081865001 36.508287084250007 92.031298721500022 197.58039077460003 109.57886493895002
decision_type=2 2 2 2 2 2 2 2 2 2 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 -6 -2 12 9 10 11 -9 13 17 15 16 -15 18 19 -8 22 25 23 -20 28 26 27 -22 -23 -29
right_child=4 -3 -4 -5 5 -7 7 8 -10 -11 -12 -13 -14 14 -16 -17 -18 -19 20 -21 21 24 -24 -25 -26 -27 -28 29 -30 -31
leaf_value=-0.01203545293286018 0.0095593897446703824 0.0058737258042050244 -0.018587930354429804 0.018616128817497059 -0.016878833571598105 0.011444089578451127 0.00080078361344153759 -0.020320179030633781 0.0089330012671756109 -0.024493202848460915 0.011276467138529624 0.018266911332253485 0.011407084993306399 -0.01711446963796126 0.011984032070877759 -0.024488669754643304 0.0049118106902910083 0.0073475609955959195 0.0053066671085477638 -0.023949189836541131 -0.016866596014536484 -0.0081153148749745461 0.0095375419368551803 -0.023284463270506432 -0.00023992067339295492 0.0066164052401508711 -0.02221489976402834 0.00032671579502241692 -0.031906482914263248 0.010146533427671503
leaf_weight=2.1009917659685016 7.7539050076156846 3.4799872897565356 5.8744744206778696 1.36425117496401 4.0495275938883415 1.351126351393759 5.0271384315565211 4.8832031814381498 5.4424101933836928 4.2734938301146022 2.8464648798108101 0.84874487482011307 7.6184518486261359 4.3162036854773742 2.3402381110936394 3.5601032571867099 5.2498959377408028 21.109594885259867 5.5267641358077508 3.2055316334590316 5.2267835373058906 4.6891005709767324 29.491525314748287 3.5035032778978348 6.6763769388198844 38.729863975197077 3.4049171404913059 106.57716510491446 4.0513571500778198 13.526119314134119
leaf_count=85 48 33 392 7 125 12 23 136 25 61 11 4 32 63 16 51 26 106 23 23 59 27 108 33 31 163 57 1039 33 48
internal_value=0.000665143 -0.0069146 -0.0116795 3.19424e-05 0.000983441 -0.00979305 0.00117752 0.000955039 -0.00588598 -0.0121614 -0.00601808 -0.0146065 0.00141208 0.00112604 -0.00693241 -0.010305 -0.0050264 0.0016231 0.00109688 -0.00883604 0.00146622 0.000522733 0.00594542 -0.00578593 -0.0109568 0.00157954 6.42073e-05 0.000669477 -0.0191429 0.00143263
internal_weight=318.099 12.8197 9.33972 3.46524 305.28 5.40065 299.879 292.125 18.2943 12.8519 8.57841 5.73195 273.831 266.212 15.4664 13.1262 9.5661 250.746 229.636 8.23267 221.403 182.882 38.5218 9.03027 15.4168 167.465 128.735 125.33 8.74046 120.103
internal_count=2900 517 484 92 2383 137 2246 2198 237 212 151 140 1961 1929 156 140 89 1773 1667 46 1621 1457 164 56 91 1366 1203 1146 60 1087
is_linear=0
shrinkage=0.01777


Tree=209
num_leaves=31
num_cat=0
split_feature=13 3 16 6 6 0 23 2 5 16 19 16 16 19 23 15 7 17 18 5 5 15 0 17 3 16 6 0 23 16
split_gain=2.15394 1.69207 2.73334 1.58603 4.50351 2.55577 2.19278 4.83998 4.24112 3.6896 2.83869 2.56834 3.6122 2.95925 4.381 4.36096 2.27528 2.07783 3.36366 2.00835 3.62051 2.27089 1.83288 4.02537 5.02142 3.64767 2.5309 2.5205 3.51208 2.84154
threshold=73.376087754350024 108.48197402175002 21.084950694200003 13.665319288000001 13.775321858200002 97.835679825150024 -0.15684499999999998 185.83358638795002 15.299679811400003 18.844955932300003 10.250827068050002 9.6249774926000011 12.644970430600003 11.950964240300001 0.085715000000000027 20.044580420600003 22.969987962250006 234.67375690460003 16.255760498500003 16.579584939650001 16.892865140250006 19.215947067900004 93.972365491700018 192.00356210945003 84.807411725000023 18.714956236300004 14.755344756250002 86.530713386650021 0.12064000000000002 22.614947116400003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=-1 3 -3 6 -5 19 7 -2 10 -10 -8 -12 16 -14 -15 -16 -13 18 -17 -6 -21 -22 27 26 25 -25 -24 28 -23 -29
right_child=1 2 -4 4 5 -7 8 -9 9 -11 11 12 13 14 15 17 -18 -19 -20 20 21 22 23 24 -26 -27 -28 29 -30 -31
leaf_value=-0.024221196816088562 -0.024406165550604545 -0.023356524474562761 0.024804423680768517 0.01882628621049923 0.013495869187231183 -0.017029492027511021 -0.023919540084192135 0.0096391718371622876 -0.023317580098511547 0.001011219519625897 0.016514161339052452 0.021358519899509747 0.0098215000243404762 -0.016204277513162561 -0.026202905521916332 0.0089520227813387528 -0.023648092416174098 0.020029014781742592 -0.019490770033386826 -0.022304499223802891 -0.0157699129903211 0.0015732521262820127 -0.0030763056435415622 -0.021182035993793154 -0.028836903201726848 0.0095914707985738697 0.017743293241630327 0.003471483739991709 -0.014096266992150048 0.013406337652793735
leaf_weight=1.6426089284941543 2.2922848407179144 2.9039140306413169 0.69857338815927494 7.3468638323247424 6.7149131596088401 3.5275626070797435 2.3770287670195094 15.403387505561112 8.3337319800630194 4.6355817615985861 4.3779462561942628 0.6092119412496676 12.820138309150932 8.2115575009956974 2.1212873086333301 8.3221154152415675 4.5126151689328253 4.3467721547931424 2.6098932893946758 3.0467531234025946 3.4946766975335768 87.450388414785266 6.4407000169158 2.8243670091032964 5.0850191386416546 5.2840142082422972 4.9225431382656097 65.017441598698497 7.4145858185365787 17.448813024908304
leaf_count=145 79 124 3 34 30 36 121 130 153 25 46 5 118 178 40 62 176 18 38 24 82 575 53 45 75 27 17 308 58 75
internal_value=0.000744786 0.000876821 -0.0140174 0.0010516 0.00199205 0.00142646 -0.00157345 0.00522896 -0.00347575 -0.0146218 -0.000602342 0.000554008 -0.00105028 0.00124791 -0.00304369 0.00316715 -0.0182948 0.00724485 0.00216163 0.00172907 0.00134998 0.00170089 0.00200331 -0.00359381 -0.0118075 -0.00112777 0.00594272 0.00277839 0.000348533 0.00557357
internal_weight=312.237 310.595 3.60249 306.992 226.019 218.672 80.9736 17.6957 63.2779 12.9693 50.3086 47.9315 43.5536 38.4318 25.6116 17.4001 5.12183 15.2788 10.932 215.144 208.429 205.383 201.888 24.5566 13.1934 8.10838 11.3632 177.331 94.865 82.4663
internal_count=2900 2755 127 2628 1439 1405 1189 209 980 178 802 681 635 454 336 158 181 118 100 1369 1339 1315 1233 217 147 72 70 1016 633 383
is_linear=0
shrinkage=0.0218597


Tree=210
num_leaves=31
num_cat=0
split_feature=8 15 10 17 23 20 20 4 9 13 22 8 18 6 6 21 6 17 17 22 22 22 19 16 6 9 23 9 0 0
split_gain=1.99061 2.14268 2.34452 1.89426 1.87649 1.84089 1.98711 1.91606 1.7621 3.37134 2.71274 2.78956 2.27 2.78533 4.56201 3.04978 2.66382 3.80805 3.14211 2.25296 2.10461 2.03214 2.02151 3.46575 1.89006 3.32728 4.6959 3.75439 3.72645 3.88379
threshold=1.6487133604500002 21.073645951400003 90.988176966900014 201.37020668845003 -0.27223499999999995 48.919835655300012 40.380906245900007 221.58417634125001 53.944017839150007 95.870416931800023 0.20981000000000005 2.5480115570500002 17.140917755100002 13.665319288000001 13.775321858200002 13.996357022800002 12.26528657645 199.41622983390002 205.10400128480003 -0.026349999999999998 0.049615000000000013 -0.22866 12.150980378200002 17.484959112600002 14.835346625500001 206.08249486475003 0.092290000000000025 213.24207352880003 96.055920542800024 93.577162146500015
decision_type=2 2 2 2 2 2 2 2 2 2 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 -2 19 10 11 -10 13 15 -15 16 18 -18 -11 21 -21 -6 -14 -24 25 28 27 -27 29 -16
right_child=4 -3 -4 -5 8 -7 -8 -9 9 12 -12 -13 22 14 24 -17 17 -19 -20 20 -22 -23 23 -25 -26 26 -28 -29 -30 -31
leaf_value=0.0048157224191954532 -0.015408970810463015 -0.021248425683601382 -0.018988406395272113 -0.020750981638333044 0.0023030373667362182 0.0093125083459137219 -0.022771956392401427 0.01006875756628102 0.0059796456723969433 0.0054652203654047002 0.01201760207695092 -0.018788763649063196 0.0174315446524759 0.016323250501274401 0.0068088834343742102 -0.022995906867800942 -0.021531648602272621 0.00052053608456476409 -0.013285239941061643 0.018152680648125086 -0.020450387284869587 0.01832790378411691 -0.0097776254341030971 0.017580019266306566 0.0019392488867862841 -0.014235743679365132 -0.025687338853685408 0.0091928416143359382 0.0092004257468080528 -0.012342333921012373
leaf_weight=7.5667989184148592 2.0200677416287349 2.5529240616597226 2.3204426167067131 1.0958116576075552 4.7016469142399719 1.7276891767978666 3.0050560552626848 1.8845704263076184 1.9246885655447821 14.607094822917142 1.6556892790831614 6.8378164770547301 5.2528004720807058 6.7274444475769988 5.8034231513738659 2.6151993963867417 4.8818784616887552 5.5009519290179014 3.6995824389159671 0.66552753653377239 1.5597586804069576 5.8861121661029747 3.516586946323514 2.7067880742251873 172.3135997815989 4.5050313640385848 4.2304948698729268 4.5319064725190401 11.201863832771776 8.8030819930136186
leaf_count=132 35 94 190 49 49 8 81 27 19 127 22 256 23 32 32 43 68 53 45 7 61 30 35 12 1087 47 58 28 47 103
internal_value=0.000563292 -0.0062505 -0.00276436 0.00158156 0.000878326 -0.00746682 -0.0116623 -0.00311217 0.00113201 0.000820985 -0.00931714 -0.0133484 0.00122582 0.000862188 0.00158978 -0.00420733 -0.00249465 -0.00984813 0.00167595 0.00771804 -0.00890517 0.0112118 0.00912899 0.00212128 0.00112089 -0.00248787 -0.00988447 -0.00248661 0.00131454 -0.00473322
internal_weight=306.302 13.536 10.9831 8.66261 292.766 8.63738 6.90969 3.90464 284.129 271.316 10.4182 8.76251 260.898 249.422 218.117 31.3047 28.6895 10.3828 18.3067 12.813 2.22529 10.5878 11.4762 6.22338 211.389 39.0758 13.2674 9.03694 25.8084 14.6065
internal_count=2900 465 371 181 2435 151 143 62 2284 2137 297 275 1840 1770 1434 336 293 121 172 147 68 79 70 47 1402 315 133 75 182 135
is_linear=0
shrinkage=0.0181742


Tree=211
num_leaves=31
num_cat=0
split_feature=5 21 5 5 5 23 2 4 5 16 20 23 5 18 5 7 8 14 6 22 22 23 18 17 17 6 6 5 17 22
split_gain=1.75959 2.12566 1.84938 1.71216 3.03812 2.7175 3.1386 3.73683 3.02809 3.00625 2.80348 2.62493 3.70365 2.4068 2.30454 2.99538 2.1993 4.18361 4.67752 1.9488 1.89471 1.80787 1.81085 8.17775 4.61225 4.46262 5.84141 3.84621 3.49675 3.11577
threshold=7.7286379265000011 17.650944895250003 2.7861270712500006 23.606333875400001 23.151456684850004 0.099425000000000027 323.30468295165002 225.05241822990004 25.556820288350004 22.634947069650003 40.712530798250008 0.10872000000000002 26.907574285750005 11.257534840550003 24.225659292200003 23.789355599150003 8.8430989333000021 168.39662374755002 16.395383075500003 -0.081844999999999987 -0.068524999999999989 -0.27223499999999995 13.278511569200001 188.07781354100004 186.52991945525002 16.455384477450004 16.565387047600002 22.204885925350002 184.84480138465003 -0.058529999999999992
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 -3 4 16 6 7 13 9 10 -9 -7 -13 -5 -11 -16 21 -18 -19 -10 -6 -2 23 24 28 29 27 -27 -23 -24
right_child=3 2 -4 5 20 11 -8 8 19 14 -12 12 -14 -15 15 -17 17 18 -20 -21 -22 22 25 -25 -26 26 -28 -29 -30 -31
leaf_value=-0.012515101932419115 -0.012256270211099988 0.013817796155109741 -0.010985914418106807 0.0014875678208339659 0.0024310485742937357 0.01136257057413494 -0.021148199534604395 -0.00019303792162607503 0.0088192504137420257 0.013117122340459676 -0.025954483449799063 -0.023235768450583109 0.011729770611667325 -0.021570957898071914 -0.01917455374097083 0.0094122087026430185 0.0055110467249589934 0.0018171142844511522 -0.029580937737726101 -0.0084551433230344638 0.015662452008897685 -0.0050238529427797125 -0.00063059573217898982 0.012644895938454387 -0.017871544196000552 -0.028268480550578338 0.0091341716276222406 -0.0032524100687205998 0.011389802715977717 0.0046231697780316867
leaf_weight=7.1021554353646916 3.1626087976619592 2.449559691362083 1.6448135091923175 2.1095003210939458 6.609112836420536 7.9121116520836932 3.4025955758988848 2.257286777719858 11.964872944168741 3.1640818491578084 3.5698294965550303 2.0913325604051356 1.8860061559826133 4.9803016614168882 2.7515118941664696 2.1278172433376312 5.03598998300731 2.657177746295929 3.7385607864707708 2.6030013766139772 7.6364624481648189 10.577027925290173 91.785272052045912 21.933403648436069 5.1609134757891288 5.0354668311774713 3.655307985842227 3.350784607231617 7.1017747819423667 61.856219659093767
leaf_count=468 50 19 30 51 36 44 47 15 105 14 50 32 9 133 33 10 21 16 33 51 30 76 867 76 32 41 13 17 26 455
internal_value=0.000508681 -0.00652939 0.00385352 0.000780303 0.00142085 -0.00223581 -0.00454794 -0.0029581 -2.8281e-05 -0.00607884 -0.0159751 0.00533503 -0.00665553 -0.0147101 0.00109059 -0.00670821 0.00090793 -0.00682383 -0.0165363 0.00573265 0.00952386 0.00132169 0.00152573 0.00475425 -0.00282329 0.00065328 -0.00995344 -0.0182731 0.0015697 0.00148458
internal_weight=301.313 11.1965 4.09437 290.116 239.296 50.8202 38.9308 35.5282 28.4384 13.8705 5.82712 11.8895 3.97734 7.0898 8.04341 4.87933 225.051 11.4317 6.39574 14.5679 14.2456 213.619 210.456 44.7731 22.8397 165.683 12.0416 8.38625 17.6788 153.641
internal_count=2900 517 49 2383 1789 594 509 462 278 122 65 85 41 184 57 43 1723 70 49 156 66 1653 1603 210 134 1393 71 58 102 1322
is_linear=0
shrinkage=0.0180931


Tree=212
num_leaves=31
num_cat=0
split_feature=7 16 18 16 19 23 7 22 6 5 0 0 21 9 18 10 23 5 0 10 21 0 3 2 17 21 18 19 18 18
split_gain=1.60604 2.62163 1.53234 2.1558 2.57503 2.73609 1.90658 1.69275 1.68775 2.73632 2.35383 2.0691 3.19006 2.72558 3.48957 2.08995 1.72603 2.81903 1.65064 3.67717 4.25001 2.42868 3.48532 9.1223 4.73532 2.13463 2.11219 2.88537 2.67361 4.40361
threshold=27.952168727600004 17.924958083650004 17.327266398450003 11.934972090850001 10.650859343850001 -0.17732499999999998 26.752366550650006 0.68694500000000025 5.0951190466500007 2.7861270712500006 105.70748523110002 98.327667663000014 5.977284140550001 191.40721473735002 15.7619177074 76.919475570250015 0.10017000000000002 13.175707186950001 85.716110573100011 62.00390986255001 15.440607301650003 85.807518149550006 93.58791597905001 86.011634045550025 193.01551328760004 16.464809133250004 13.278511569200001 14.351157895250003 13.064341268650002 13.216310940950001
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 -2 3 4 5 -1 7 8 9 -5 11 15 13 -13 -15 18 17 -16 19 25 -21 -20 26 -24 -25 -10 27 28 -23 -30
right_child=1 -3 -4 6 -6 -7 -8 -9 10 -11 -12 12 -14 14 16 -17 -18 -19 21 20 -22 22 23 24 -26 -27 -28 -29 29 -31
leaf_value=0.010915597911319653 -0.012264181614953169 0.0157588194670387 0.0077872450944554391 0.018689070349000112 -0.022205160700317195 -0.01761932994093637 -0.011504315941107532 0.013676278755824056 0.0015593026013657734 -0.021098884147987121 0.018819420419685959 0.014608159462626467 -0.016167340666138952 -0.024563196763475983 0.012860091534338976 0.014744290563096198 0.017010837172771343 -0.022925253919383135 0.011050541441526542 -0.019572433880160334 0.015238460071291144 0.0090945868840916037 0.012555437881554698 -0.036972864967710732 -0.0004679707176469525 -0.018874248172818346 0.0010819535577149717 0.015558145527305351 -0.022601175859182684 0.0090971152280265068
leaf_weight=3.2590166148729622 7.7501731314696354 1.5627265395596621 11.619803515728561 0.86907326336950008 3.5201282021589577 2.1877368595451099 4.8248448469676068 4.0507883168756953 37.353415691293776 2.9895959491841495 2.8598399031907311 3.7577018663287189 6.8964224047958842 2.6038364404812437 1.6655896678566935 4.4324916508048764 2.1427565366029739 1.7676232270896433 10.707661528140305 7.6231999685987812 1.6645624302327631 8.9693795982748288 4.2789036557078344 4.1709290985018015 2.0718612782657146 2.1037705773487678 132.4100655419752 9.9903704188764078 3.5345253590494385 3.302471861243248
leaf_count=29 352 11 157 7 109 88 91 26 386 157 15 25 97 43 11 22 11 31 41 136 10 46 14 47 15 25 819 36 28 15
internal_value=0.000504931 -0.00756186 0.000766119 0.000470534 -0.00904856 -0.000545709 0.000790171 0.00101639 0.000817751 -0.0121376 0.00101433 0.000811819 -0.00548031 0.000693702 -0.00569843 0.00132127 0.00311094 -0.00556434 0.00106052 -0.00216024 -0.0133336 0.00193547 0.00135702 -0.00964267 -0.0248576 0.000469831 0.00208856 0.00725529 0.0020075 -0.00728996
internal_weight=296.941 9.3129 287.628 276.009 8.96688 5.44675 267.042 262.217 258.166 3.85867 254.307 251.448 18.8339 11.9375 8.17981 232.614 5.57597 3.43321 228.181 48.7449 9.28776 179.436 168.729 10.5217 6.24279 39.4572 158.207 25.7967 15.8064 6.837
internal_count=2900 363 2537 2380 226 117 2154 2063 2037 164 1873 1858 218 121 96 1640 53 42 1618 557 146 1061 1020 76 62 411 944 125 89 43
is_linear=0
shrinkage=0.0197371


Tree=213
num_leaves=31
num_cat=0
split_feature=16 20 5 9 17 15 5 19 20 16 22 19 17 10 9 9 16 10 21 22 23 20 18 17 8 14 19 8 20 21
split_gain=6.43089 5.27322 4.7456 4.1427 3.39699 3.27368 3.10423 3.06173 4.37324 3.42615 3.40676 2.90171 2.89854 4.01336 2.89565 3.38927 3.14216 2.82104 3.13954 4.35505 3.01813 2.87477 2.81263 4.6326 2.73833 4.89882 4.43775 3.6054 2.91166 2.66375
threshold=18.594956516900002 38.238138001450004 23.803605515150004 226.28914430085004 166.83257850275001 30.046989284200006 11.848158554650002 13.051052998800001 41.093509583400007 13.534968349350001 0.06041500000000001 10.650859343850001 197.05557773135004 57.729261435100007 206.08249486475003 216.74970536510003 15.379964034950001 82.204984254750016 16.589865017350004 -0.088944999999999996 0.090640000000000012 42.406961525800007 13.278511569200001 193.63201810280003 8.8430989333000021 168.39662374755002 14.351157895250003 8.7431769115000026 35.461062230100005 11.133313228750003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 24 12 -3 6 17 9 -9 11 14 -8 13 29 -11 16 -16 20 19 -19 -6 -21 -15 -24 27 -26 -27 28 -2 -4
right_child=2 4 3 -5 5 -7 7 8 -10 10 -12 -13 -14 22 15 -17 -18 18 -20 21 -22 -23 23 -25 25 26 -28 -29 -30 -31
leaf_value=-0.0023340856745659028 0.0029873209648375271 -0.0025375883043953101 0.0015619160430400364 0.0038610241923278466 -0.0041790873157775488 -0.0031585062823766569 0.0013509286982552949 0.0016143040141179728 -0.0034934104356375553 0.0017309436870640389 0.0040262802113116749 -0.002515459031997997 0.0010234098754567933 -0.0039234204858684535 -0.0062017381546367184 0.0026044211892523729 -0.00040839692982450667 -0.0043926783892983606 0.0025775158034974251 -0.0043109652632884604 0.0016418866097795623 0.0019657114350218668 0.0015025946327750779 -0.0043252812135836484 0.0019917219952579049 0.00027185145045779984 -0.0059984608924904372 0.0034798938228182579 0.00084566558643680916 -0.0028151477028833674
leaf_weight=19.876383757218719 11.189532058313487 8.4354526065289956 8.9496852848678845 3.3881585523486129 6.4132146621122974 4.7137867463752618 5.771257868036626 4.9245847277343255 6.1842784136533737 30.014451751485467 7.7821204699575892 7.0555210448801517 10.828381117433308 10.686297949403526 2.3399306163191778 3.2672726009041071 4.4296267591416836 4.3057115399278727 5.3719449304044238 1.4908032873645414 1.8849045326933263 5.9819426173344254 5.4651895053684694 3.7691573910415173 5.905915327370165 3.5939946398139 3.7953466922044754 10.221999689936636 143.85379820689559 3.0483899004757395
leaf_count=431 40 216 60 11 161 98 45 29 86 157 30 112 52 133 21 17 36 155 37 63 18 77 27 35 20 16 28 31 625 33
internal_value=0.000298381 -0.000416606 0.000712818 -0.000443412 -7.128e-05 0.000132822 0.000292409 0.000722724 -0.00122915 0.00108018 0.00157787 -0.000775823 -0.000784584 -0.00139794 0.00110214 -0.000778267 -0.00241089 -0.000921152 1.54305e-05 -0.00115309 -0.00285686 0.000713522 -0.00251084 -0.000876153 0.00101156 -0.000754123 -0.00294873 0.0011536 0.00100023 0.000449821
internal_weight=354.939 130.243 224.696 46.1353 110.367 101.931 97.2176 71.769 11.1089 60.6602 47.8334 12.8268 42.7471 31.9187 40.0513 10.0368 6.76956 25.4485 17.1504 11.7785 8.29812 7.47275 19.9206 9.23435 178.561 13.2953 7.38934 165.265 155.043 11.9981
internal_count=2900 1789 1111 351 1358 1142 1044 533 115 418 261 157 340 288 231 74 57 511 332 295 179 140 195 62 760 64 44 696 665 93
is_linear=0
shrinkage=0.00404408


Tree=214
num_leaves=31
num_cat=0
split_feature=19 3 23 7 3 21 20 20 20 10 20 5 10 16 15 7 10 10 13 7 17 0 23 16 9 2 4 22 23 16
split_gain=1.51928 1.40192 2.08214 1.55028 2.20408 1.65815 2.75328 1.28398 2.37619 2.34715 1.453 1.3604 3.19087 2.27185 2.92164 2.82753 4.20144 3.16431 3.13636 2.89488 2.68901 2.67722 5.86106 4.50229 3.2275 3.14824 2.66075 2.55569 2.38233 3.42991
threshold=9.4507625164000029 108.42013948475001 0.070195000000000021 19.041006859700005 103.44111502715002 20.770927814650005 50.666627092000006 47.833738492450003 48.988717865950008 89.619751778500017 50.065525775750011 30.133297129900004 60.474177186300004 22.724946859200003 45.49682449725001 22.087764922150004 68.579878449600017 63.154569942350008 113.96105169155001 22.726915405250001 192.00356210945003 86.20003303655001 0.10273500000000002 22.624947093000003 200.63976601170003 151.19096455890005 292.27430887770004 -0.076709999999999987 0.11467000000000002 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 3 -3 -2 5 6 7 9 -9 11 -10 12 -5 14 15 16 17 -14 -19 -17 -16 22 24 28 25 -21 -18 -25 29 -23
right_child=1 2 -4 4 -6 -7 -8 8 10 -11 -12 -13 13 -15 20 19 26 18 -20 21 -22 23 -24 27 -26 -27 -28 -29 -30 -31
leaf_value=-0.015286409691364031 0.009766125006787264 -0.017854797092574488 0.011831763595015483 -0.015485692089822579 -0.01721547120046104 0.011060158181300525 -0.02114267491372334 0.014381572660010838 -0.015631181194373733 -0.01621167817781503 0.0075691170989091918 0.012950486278799392 -0.046522333414818373 0.010286453688017685 -0.0231906110214555 0.0067816197492972284 -0.016187924485051797 -0.020725915421332616 0.0091202848350598678 0.0013820809140152122 -0.0032842470722500381 0.00033748507158646126 -0.028605861237743183 -0.00063586913884235098 0.013381533441144094 -0.025112344530919237 0.013998708891259535 0.016940891013581975 0.0077317758689024524 -0.010832387647151975
leaf_weight=2.3463117848150423 7.3004782050847998 3.4742374625056973 1.2456265296787021 4.7769094333052626 2.6780848214402786 5.9157464830204836 2.2585300519131115 6.8898340351879579 2.1687244628556073 3.2525705017615101 2.0265755816362798 3.430983453989028 1.2092276606708745 9.3661956265568715 3.5474240677431217 33.722589265555143 1.5949778254143891 4.5841457778587937 1.9466127464547751 4.8377173580229265 10.222257899120448 119.96372684510425 3.7957255169749251 4.6479817405343047 4.205141119658947 2.7187059316784143 3.9139363095164299 10.379654817283152 14.598573265597222 11.710146978497503
leaf_count=183 49 125 12 54 74 42 102 45 43 184 24 17 15 42 74 163 41 89 25 23 79 1057 32 23 15 28 25 47 105 63
internal_value=0.000502571 0.000629274 -0.0100202 0.000804006 0.000570637 0.000742173 0.000517575 0.000699091 0.00726435 0.000417474 -0.00442408 0.000629439 0.000461515 0.000769974 0.000394832 0.000936657 -0.00789065 -0.0172498 -0.0118297 0.00149204 -0.00841264 0.000483437 -0.00732105 0.00123617 -0.000451957 -0.00815028 0.00525887 0.0115045 0.000181237 -0.000655885
internal_weight=294.729 292.383 4.71986 287.663 280.363 277.685 271.769 269.51 11.0851 258.425 4.1953 255.173 251.742 246.965 237.599 223.829 13.2489 7.73999 6.53076 210.58 13.7697 176.857 15.5573 161.3 11.7616 7.55642 5.50891 15.0276 146.272 131.674
internal_count=2900 2717 137 2580 2531 2457 2415 2313 112 2201 67 2017 2000 1946 1904 1751 195 129 114 1556 153 1393 98 1295 66 51 66 70 1225 1120
is_linear=0
shrinkage=0.0196999


Tree=215
num_leaves=31
num_cat=0
split_feature=10 19 20 15 3 5 7 3 5 20 23 14 9 3 5 15 8 14 7 8 16 7 0 19 22 15 2 22 7 18
split_gain=1.34778 1.44209 1.81131 1.25335 1.30316 2.95759 2.604 2.55129 4.28206 3.33486 2.72307 2.13023 2.79532 2.06542 2.24941 3.04258 1.80333 4.21504 4.20671 3.05379 1.99634 2.0454 5.15967 3.64968 2.48046 3.68203 3.2161 2.82993 3.9334 2.57285
threshold=90.988176966900014 10.850875481800001 48.315732392000008 51.067537391750008 103.44111502715002 29.040033326300005 19.617375644250004 94.92945658615001 31.302824910800002 39.039757512550004 0.096845000000000028 386.55805551320003 71.82068887245002 94.319176590550015 25.763052016400003 46.810838056050009 8.8430989333000021 168.39662374755002 23.856905110850004 8.7431769115000026 22.724946859200003 22.726915405250001 86.001087134900004 14.451165964200003 -0.065399999999999986 43.376643616500012 70.507592614000018 -0.055714999999999994 23.220446641850003 13.849588037450003
decision_type=2 2 2 2 2 2 2 2 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 6 -6 -1 13 9 10 -9 12 -7 14 15 16 19 -18 -19 20 21 -8 23 -23 25 26 -24 -26 -29 -30
right_child=1 2 -4 -5 5 11 7 8 -10 -11 -12 -13 -14 -15 -16 -17 17 18 -20 -21 -22 22 24 -25 27 -27 -28 28 29 -31
leaf_value=0.01478730966070169 -0.021031837128309437 -0.020882448955133734 0.020433300608392619 -0.013543475938341135 -0.023293938865820662 0.012173464520748389 0.0045888949737473081 -0.024338302148763702 0.018258781356746773 -0.027344286455208307 0.0091515036406215906 -0.023997016678007538 -0.015248633526986532 0.012839890589384397 0.016299619326921786 -0.015181714007707237 0.0085746600940035562 -0.034291764803826549 -0.0021533542280872757 0.013196065731833857 0.016461780643268548 -0.031838921144246843 -0.018824989067308985 -0.0030101055329959593 0.014126022187099688 -0.022723564712231956 -0.00018208127085420452 -0.013209643452594887 0.013622215222298532 0.0016271899447374769
leaf_weight=5.5634040255099526 2.4417675700969985 0.75719444849528361 1.0314692612737415 2.5412868540734044 2.9837111774832001 5.3013150095939618 43.501885414123535 1.5272314180619995 1.9570992290973652 4.4267464354634285 2.8891162592917681 1.2874697148799894 2.1500957263633609 6.095088727772235 3.8371504247188559 4.8974310597404829 4.3363480046391469 3.1266594417393208 3.6122182086110115 8.62538083642721 3.3378934860229483 3.5353908296674481 3.9800365660339443 3.6964515037834644 8.6527780350297672 3.3232710734009734 87.996321256039664 6.484885344281806 8.6935943365097028 47.911962591344491
leaf_count=32 249 64 6 44 116 31 327 38 8 84 18 22 79 27 21 60 16 27 24 39 15 38 46 28 41 30 849 49 36 436
internal_value=0.000471261 -0.010895 0.00294312 0.000639228 0.000766258 -0.00585608 0.00105166 0.000764855 -0.00889266 -0.0149016 -0.00242971 9.77146e-05 0.00426085 0.00117286 0.000887895 0.000647219 0.000969131 -0.00702598 -0.0170647 0.00135456 0.000892635 0.000654004 -0.00032821 -0.0171035 0.000398048 -0.00174673 -0.000988804 0.00324706 0.00175502 0.00346941
internal_weight=290.503 4.23043 1.78866 286.272 283.731 11.7226 272.008 266.445 10.8002 8.84309 4.41635 8.73888 7.45141 255.645 249.55 245.713 240.815 11.0752 6.73888 229.74 221.114 217.777 174.275 7.23184 167.043 95.2996 91.9764 71.7432 63.0904 56.6056
internal_count=2900 319 70 2581 2537 248 2289 2257 148 140 56 132 110 2109 2082 2061 2001 67 51 1934 1895 1880 1553 66 1487 925 895 562 521 472
is_linear=0
shrinkage=0.0202855


Tree=216
num_leaves=31
num_cat=0
split_feature=16 20 15 2 20 22 8 8 2 18 18 7 6 12 10 0 22 5 21 7 7 0 10 5 23 23 22 9 10 3
split_gain=2.83984 3.62758 2.8501 2.6867 2.65889 4.14596 6.20746 5.25217 4.14227 4.2129 3.9441 5.30932 3.40101 4.91919 3.21239 5.92449 3.10368 5.93382 4.67372 3.07071 3.41234 3.85978 5.3839 4.64403 6.71714 11.5169 2.92887 2.88636 2.78409 2.74149
threshold=18.594956516900002 37.572218886150004 30.046989284200006 313.37633693555006 41.621607100200002 -0.071129999999999985 9.3427090425500019 8.9430209551500024 131.42729508740004 13.340835220050002 12.903279561150002 24.122256664450003 15.955372794750003 200.90818438210002 65.630639880500027 92.313586825200005 -0.11600999999999999 22.000536998450006 3.4703576882500005 22.426784932800004 22.726915405250001 86.20003303655001 61.928633034850002 21.495293572000005 0.10970500000000002 0.081815000000000013 -0.075840000000000005 185.04294426330003 66.499011856650014 93.620177476600006
decision_type=2 2 2 2 2 2 2 2 2 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 8 14 10 -10 -2 -12 13 -11 29 -16 17 -6 -19 27 -21 22 -22 24 25 -23 -25 -18 -27 -7
right_child=4 2 -4 -5 16 7 -8 -9 9 12 11 -13 -14 -15 15 -17 19 18 -20 20 21 23 -24 26 -26 28 -28 -29 -30 -31
leaf_value=-0.0038199470456904559 -0.0035835112897817192 9.4081699027786768e-05 -0.0040588035323240925 0.0026232775450669554 0.0040168422005321357 0.0043826619607543384 0.0046982824532654042 -0.0028361129285294179 -0.0065544074929413526 0.0018551298630060935 0.0027990220305508656 -0.0031443361025802708 0.00057842124115717493 -0.0083361780487808488 -0.0041593818215173153 0.0022434966211835167 -0.0012528150033963349 0.0044576935325943709 -0.0028579543079860501 0.0022236390153112522 0.0020986365910803002 0.0031545103038030835 -0.0056086814284057613 0.0038188198462843822 0.0044115191074177735 -0.0089711868917308306 -0.00054647068744756108 -0.0080097782925222533 -0.0028287279627132299 0.0010760773109313511
leaf_weight=11.606998511124401 4.6478992477059391 100.65262175584212 4.4919914407655588 1.9697202774696041 11.95000045374036 23.845897324383259 6.6414255127310744 5.3837711513042441 4.6684315633028772 1.9969994332641388 18.70732377842069 4.9448179975152007 10.84643806517124 3.2187829874455929 4.6291837170720127 20.032671149820089 4.2003419268876305 3.0223303809761992 9.1571667855605465 11.203900691121815 3.2790425494313231 4.3857478871941593 8.3991648554801923 9.1363465189933795 3.4440571293234816 5.9042094051837903 7.1130419559776774 2.7039556130766869 2.8453958816826344 8.9820337276905757
leaf_count=337 38 1320 105 27 42 89 21 32 49 11 70 38 50 34 29 83 34 10 85 54 18 18 91 30 12 43 33 28 25 44
internal_value=0.00022423 -0.000403748 -8.3338e-05 -0.00288516 0.000587396 0.00108399 7.02127e-05 0.00198165 -0.00055668 -0.00228901 0.000712304 0.00155648 -0.00104928 -0.00443417 0.00243282 0.00104164 -9.1253e-05 0.00146307 -0.00104258 -0.000690229 -0.000292555 -0.000925965 -0.0034446 -3.00107e-05 -0.00192939 -0.00359197 0.00190795 -0.00389907 -0.00697364 0.00347795
internal_weight=324.012 118.721 105.145 13.5767 205.29 118.546 55.6721 62.8736 49.0307 20.7307 28.3 23.6521 16.0622 5.21578 57.4898 24.6619 86.7447 24.1295 12.1795 62.6152 55.7109 44.507 11.6782 32.8288 16.5794 13.1354 16.2494 6.9043 8.74961 32.8279
internal_count=2900 1789 1425 364 1111 588 311 277 290 144 146 108 95 45 245 112 523 137 95 386 324 270 109 161 98 86 63 62 68 133
is_linear=0
shrinkage=0.00510104


Tree=217
num_leaves=31
num_cat=0
split_feature=16 6 20 15 6 4 10 7 13 19 16 19 21 7 18 5 23 17 2 5 5 23 17 15 13 7 20 12 5 17
split_gain=4.39267 4.58835 3.37041 3.59016 4.23689 3.70511 3.58834 3.66016 4.78354 4.44799 3.77392 3.6484 3.60016 3.40659 3.36239 3.29616 3.22294 3.30839 3.177 3.13991 2.84305 5.26485 2.82624 2.79617 5.39836 3.33005 2.8692 4.36361 4.87096 6.40052
threshold=18.594956516900002 15.675366252400002 37.572218886150004 28.452330424200003 13.665319288000001 202.07185322905005 78.285212300550015 24.390191290350007 98.238948544700023 12.250988447150002 9.6249774926000011 9.4507625164000029 20.770927814650005 24.052187734100006 14.025183600500002 16.579584939650001 -0.21013499999999999 174.84606933240002 313.37633693555006 12.953076575250002 14.624842172000003 0.087725000000000011 242.64190980425005 46.574831689400007 117.61735474900001 23.539316666200005 41.621607100200002 217.21823064915003 21.377246852200006 200.69710494525003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 18 4 6 13 16 -8 10 -10 11 -9 22 -6 -5 -15 17 -4 -1 -11 21 -18 -12 26 -25 -26 -2 -28 -29 -30
right_child=23 -3 3 14 5 -7 7 8 9 19 12 -13 -14 15 -16 -17 20 -19 -20 -21 -22 -23 -24 24 25 -27 27 28 29 -31
leaf_value=-0.0027206294530269671 0.0010479326245798576 -0.0033418702513973971 0.0028417407567217288 0.0019061787706016432 0.0017298873299970935 0.0023237124357865509 0.0025876551027330802 -0.0042450291389151806 0.0030486805547154821 0.0011978941440565413 -0.0039635275619187057 0.0016897949694223142 0.0031064289931462159 0.00014760176003002169 -0.0037894221810392216 -0.0057517556544578437 -0.0044001033848951607 -0.0024346925105671827 0.0022331714762654576 -0.0048198720596340158 -0.0040853795452820791 0.0015892766186781718 0.00055658005991445652 -0.0039291972824074435 -0.0021082742796309359 0.0028265747551632463 0.00069134241388834066 -0.0045445562101577019 -0.0023216415168917891 0.0021668984816341197
leaf_weight=11.771487757097928 117.79725193418562 6.9767314661294213 4.1775289643555906 1.9999260548502187 5.508338073268531 21.260673594661057 8.5669647259637696 1.8459494463168109 9.7901143096387369 3.0128222377970806 10.475724795367567 8.1903966926038247 1.5209081172943104 3.0691142790019512 6.1210236204788089 2.498897023499012 3.6726837661117333 2.9476427808403969 2.2412721849977961 2.1686407402157784 7.7881279923021784 5.0961825810372829 2.4899076633155337 5.756739253178238 3.2900383248925191 5.0277291536331177 56.480238243937492 5.1330391094088581 10.52970350906253 8.2326300442218763
leaf_count=286 539 197 26 13 25 104 69 116 40 20 252 105 7 18 110 24 88 44 26 26 122 36 35 76 38 18 291 38 82 29
internal_value=0.000211578 -0.000331289 -0.000164873 5.53585e-05 0.000245908 0.00139198 -0.000270661 0.000328025 -0.000162124 0.00153647 -0.00119914 0.000598224 -0.00244437 -0.000396451 -0.00238678 -0.0025 -0.00148566 0.000658911 -0.00192829 -0.00132077 -0.00240855 -0.000919269 -0.00309549 0.000552243 -0.00109023 0.000874628 0.000668893 0.000113379 -0.00125272 -0.000352138
internal_weight=345.438 133.191 126.214 112.202 104.081 32.337 71.7436 48.0614 39.4945 14.9716 24.5229 10.0363 14.4865 11.0763 8.12095 5.56801 23.6822 7.12517 14.0128 5.18146 16.557 8.76887 12.9656 212.247 14.0745 8.31777 198.173 80.3756 23.8954 18.7623
internal_count=2900 1789 1592 1280 1157 171 986 670 601 86 515 221 294 67 123 42 316 70 312 46 246 124 287 1111 132 56 979 440 149 111
is_linear=0
shrinkage=0.00381357


Tree=218
num_leaves=31
num_cat=0
split_feature=13 8 23 18 0 9 18 17 2 18 19 16 8 9 20 15 10 10 13 18 3 16 9 20 22 15 5 7 3 18
split_gain=1.4202 3.54698 2.45208 1.91218 2.2152 2.89675 2.7633 3.40797 2.00576 1.85837 1.83147 2.9149 1.78719 4.81038 2.97442 2.59261 4.99617 5.71196 4.59187 4.46101 3.85089 4.53424 3.36133 3.21204 3.70224 3.58453 3.07045 3.27525 6.97886 2.95699
threshold=95.870416931800023 2.9476996444500005 0.079785000000000009 17.140917755100002 98.615332683000005 187.70546222865002 15.606027545000002 199.55131508320002 90.278415124550008 14.708525021850003 12.150980378200002 17.484959112600002 4.9461400813500012 75.115715165350011 34.997818021800008 28.566186095050004 66.697957758300021 66.318885161900013 113.85351336640001 13.954623666350001 86.130133125200004 18.634956423400002 206.08249486475003 41.792045663550006 -0.0023999999999999998 46.574831689400007 18.895511665650005 25.159995955100005 85.54673771085001 12.903279561150002
decision_type=2 2 2 2 2 2 2 2 2 2 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 12 -6 -7 8 -8 -1 -5 -12 13 -2 -14 22 17 18 -17 -18 21 -21 -16 25 -25 29 27 28 -23 -20
right_child=3 -3 -4 10 5 6 7 -9 -10 -11 11 -13 14 -15 15 16 19 -19 23 20 -22 26 -24 24 -26 -27 -28 -29 -30 -31
leaf_value=-0.016650752942732869 0.00010214328802485709 -0.016988954880779384 -0.01633589973173136 0.017860615142462507 0.0079033075583182684 -0.023250934569154204 0.017773185288604068 -0.018493343960568939 -0.0038735365069086868 0.0054156840150613667 -0.0098880912803343251 0.017885607907503796 0.012238656920013911 -0.021232347054159578 0.0099137101062963459 -0.028438028594732451 0.012589201296096992 0.017396596364751042 -0.0034292025857491242 -0.023422590388591995 -0.026139011191080301 -0.026785180472806716 -0.0031647326242601535 -0.00099446956420358337 -0.021083280741944259 -0.013397702003284403 -0.014985652334676426 0.020280641603292217 0.014143866302393225 0.007260807894633247
leaf_weight=1.6243943930603659 24.405431695282463 6.0734240354504427 2.9087548044044516 4.8576278723776323 4.683164848014715 4.1793732531368724 2.4655510112643224 4.3224969562143087 4.8750647269189358 14.42050607409328 3.4722471237182617 2.4765055924654007 9.8208725079894048 4.8454537121579042 24.937715730629861 2.0402395278215399 3.6725798398256329 8.3265107348561269 12.29676113091409 4.6165855638682904 4.8400644324719897 2.7788436822593194 10.761332043446599 50.531383801251643 3.7712237704545322 4.2422499097883692 4.2716049514710894 3.4386545419692993 3.7364259958267212 50.748147925361991
leaf_count=33 330 260 187 23 55 79 12 76 47 293 35 12 42 199 124 13 15 32 65 99 39 34 89 312 46 45 46 13 14 231
internal_value=0.000472221 -0.00398164 0.00018637 0.000892195 0.000550183 -0.00561065 -0.00960549 -0.00471576 0.00339712 0.00318167 0.00895028 0.00167429 0.0010904 -0.00343195 0.00173621 0.0012073 0.000139776 0.00171677 0.000660729 -0.00746748 -0.0105778 -0.00658054 0.00597127 0.001149 -0.0023896 0.00400475 -0.00111483 0.00483767 -0.00331288 0.00517575
internal_weight=290.441 25.0271 18.9537 265.414 254.608 20.5257 15.8425 11.6631 7.34062 16.0449 10.8064 5.94875 234.082 29.2509 204.831 195.01 159.311 131.957 123.63 27.3548 23.6822 18.8421 35.699 121.59 54.3026 67.2872 14.2255 9.95392 6.51527 63.0449
internal_count=2900 773 513 2127 2057 269 214 135 59 326 70 47 1788 529 1259 1217 1004 744 712 260 245 206 213 699 358 341 107 61 48 296
is_linear=0
shrinkage=0.0195584


Tree=219
num_leaves=31
num_cat=0
split_feature=16 20 15 17 5 15 13 7 20 12 17 5 22 6 2 3 8 10 21 0 22 22 6 6 22 22 19 19 20 16
split_gain=6.84481 5.66546 3.86624 3.54709 3.41962 3.2134 6.0457 3.43155 3.16668 4.72048 5.29297 4.57896 4.1311 6.20578 5.79085 6.51514 5.58611 4.45539 3.95524 3.86117 3.60198 3.51279 3.28303 3.23842 4.27145 3.54694 3.62913 3.16242 4.81322 3.50374
threshold=18.594956516900002 38.238138001450004 30.046989284200006 166.83257850275001 11.848158554650002 46.574831689400007 117.61735474900001 23.539316666200005 41.621607100200002 217.21823064915003 213.85098605320005 21.377246852200006 -0.072569999999999982 14.785345457250001 122.26439358135001 92.837836160650014 8.9430209551500024 65.727424373200009 11.133313228750003 92.464140480550014 -0.086339999999999986 -0.090694999999999998 15.955372794750003 16.665389384150004 -0.11420499999999999 -0.088099999999999998 14.351157895250003 13.051052998800001 41.093509583400007 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 -1 3 -3 -5 8 -7 -8 12 23 11 -11 13 -2 21 22 17 -14 -13 -19 -17 -15 -16 24 -10 26 -26 29 -29 -6
right_child=5 2 -4 4 27 6 7 -9 9 10 -12 18 16 14 15 20 -18 19 -20 -21 -22 -23 -24 -25 25 -27 -28 28 -30 -31
leaf_value=-0.0019274458117172534 -0.0032239662045621563 -0.0020114389698773433 -0.0028619455758918245 -0.00080294768492812001 -0.00059094525637566522 -0.0035447323456654946 -0.0018288602158126515 0.002603556633449649 0.0024158906714529587 -0.0049348061544728641 0.0024485300958731557 0.00017883197968523748 0.0026515176376447642 0.0022001854003999869 -0.001203496591569546 -0.0051469702787386683 -0.0017648725480555443 -0.0017600221246983848 -0.0033511792181538892 0.0014743049163122362 -0.00036098469756341237 -0.00076013653521330219 0.0022867252808997257 -0.001938791153232494 0.00098014757710540188 0.00092525815548080931 -0.0032428695735362114 0.0013937260643375868 -0.0029006109763244185 0.0012930062834903466
leaf_weight=22.640321774408221 5.0732080563902846 8.8175605800934118 5.4735576454550019 27.463310687337071 14.535092927515505 6.06311953626573 3.2718122284859401 5.1900433599948883 15.943827651441095 4.1503024846315446 4.1372960135340682 11.334563419222834 36.139390591531992 24.600936679169536 5.4341662675142306 4.4510888159275064 5.2344263717532149 5.3301443904638317 5.3765739407390347 20.747168757021427 3.0410409867763502 5.6659736856818226 7.1974697634577751 4.8864851314574471 4.0496888086199707 28.573997274041179 5.5313670299947262 5.3755358532071096 6.7817898821085691 51.621918860822916
leaf_count=431 52 213 101 511 157 76 38 18 60 31 15 59 125 92 27 42 29 29 44 80 14 25 24 54 21 122 34 29 86 261
internal_value=0.000206699 -0.000372169 -7.89039e-05 5.4026e-05 0.000226202 0.000579782 -0.000961327 0.000889744 0.000687973 0.000180668 -0.00105371 -0.00174829 0.0010346 0.000349328 0.000709079 -0.000700105 0.00159808 0.00188102 -0.0009569 0.000813216 -0.00320435 0.00164601 0.000785222 0.000703815 0.000942509 0.000326827 -0.0014579 0.000587105 -0.00100181 0.000879091
internal_weight=364.133 142.709 120.069 114.595 105.778 221.424 14.525 8.46186 206.899 83.9841 24.9987 20.8614 122.915 55.4639 50.3907 20.1238 67.4511 62.2167 16.7111 26.0773 7.49213 30.2669 12.6316 58.9854 54.0989 38.1551 9.58106 78.3143 12.1573 66.157
internal_count=2900 1789 1358 1257 1044 1111 132 56 979 440 149 134 539 276 224 107 263 234 103 109 56 117 51 291 237 177 55 533 115 418
is_linear=0
shrinkage=0.00338955


Tree=220
num_leaves=31
num_cat=0
split_feature=16 6 10 15 23 23 2 17 20 17 23 16 16 16 16 13 6 13 20 22 23 17 16 0 7 8 21 22 19 16
split_gain=4.89852 4.56147 3.11002 3.07948 2.83567 4.80715 3.32506 3.58949 3.06077 4.26754 3.30687 2.65588 5.08482 4.35975 3.97059 3.76588 3.09949 3.40675 2.83794 3.48888 2.94428 2.63322 2.61838 2.54161 4.84345 6.64387 4.75914 6.35391 5.85377 3.5175
threshold=18.594956516900002 15.675366252400002 90.988176966900014 32.540328261750005 -0.17732499999999998 -0.22831499999999999 234.61110956795002 172.11348093270001 38.238138001450004 167.16910179850004 0.094165000000000013 15.604963508800003 17.844958270700005 13.534968349350001 9.6249774926000011 99.962250206350021 11.060258421150001 92.692659421600013 41.028010303750008 -0.030985000000000002 0.093295000000000031 182.52313421500003 18.384957008000004 86.530713386650021 22.765858321950002 8.8430989333000021 1.8462237188500004 0.010100000000000003 14.351157895250003 22.614947116400003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 3 4 5 6 7 -1 10 -10 -6 13 15 14 -11 -13 17 -15 19 20 -18 -12 -14 24 -2 26 -26 28 -28 -25
right_child=23 -3 -4 -5 8 -7 -8 -9 9 11 21 12 22 16 -16 -17 18 -19 -20 -21 -22 -23 -24 29 25 -27 27 -29 -30 -31
leaf_value=0.0012998001588804444 0.0008637751489689561 -0.003535162143202385 -0.0028181161753827069 -0.0044454589633930279 -0.0046532991218439287 0.0038779929890952443 0.0016412379294424829 -0.0046444148861129004 -0.0046454792661346786 0.0016558279264578374 0.0028702220411281855 0.00048034429801650579 0.0023331590666772436 0.0016832682384959568 -0.0028708177705294162 -0.0036636717949497868 0.0011391499386347588 -0.0034034507059579832 0.0034016563182519988 0.0039528369723111877 -0.0035162655718021609 -0.0024740336570319649 -0.0018387712580636292 0.00067179068033521136 0.0025512435410828612 -0.0060625613729927835 -0.0052229750159066028 0.0032585554103557275 -0.00077002050877705331 0.0024830514656846376
leaf_weight=2.8804067214950946 59.365515440702438 7.1034110682085148 7.0326867564581326 2.5498692905530325 5.102128501981495 7.851013269275426 8.7901134081184846 3.9105186630040407 3.1063485275953999 4.9977437648922196 2.5683891549706459 5.3535380195826354 8.7758658789098245 4.6999572012573463 8.6221930477768165 10.810611174441872 6.3385932296514422 3.9617839837446809 14.069068536162375 4.0992711894214251 3.4120829291641712 3.6368547193706036 3.4109369236975899 92.79513599164784 7.0711583606898776 3.7653975598514071 6.5476968269795242 4.5310559086501589 18.268207807093859 21.576422195881605
leaf_count=26 338 197 319 66 132 29 48 94 69 47 19 56 48 42 163 161 25 58 50 17 26 64 33 437 27 36 59 18 110 86
internal_value=0.000223913 -0.000384765 -0.000207129 -5.27561e-05 4.3473e-05 0.0012997 5.48715e-07 -0.00212314 -0.000273162 -3.30566e-07 -0.00224346 0.000183363 -0.000805314 0.000741721 -0.0012098 -0.00229118 0.00146832 -0.00064334 0.00212345 0.000825026 -0.000489933 -0.000262013 0.00116549 0.00060258 0.000130489 -0.000952838 -0.000424525 -0.00114154 -0.00194494 0.00101349
internal_weight=347.004 133.083 125.98 118.947 116.397 23.4321 15.581 6.79093 92.9654 81.658 11.3074 78.5516 28.351 50.2007 13.6199 16.1641 36.5808 8.66174 27.919 13.8499 9.75068 6.20524 12.1868 213.921 99.549 40.1835 36.4181 29.347 24.8159 114.372
internal_count=2900 1789 1592 1273 1207 197 168 120 1010 795 215 726 298 428 210 217 218 100 118 68 51 83 81 1111 588 250 214 187 169 523
is_linear=0
shrinkage=0.00404071


Tree=221
num_leaves=31
num_cat=0
split_feature=10 8 9 13 12 18 9 2 22 18 0 9 18 17 19 16 2 23 23 0 10 2 23 9 23 0 5 15 21 3
split_gain=1.56921 1.5437 1.79502 2.28791 2.84327 2.22915 2.60133 2.81517 1.75173 1.60293 2.14698 3.19151 2.53272 3.37453 1.8014 3.03379 1.75575 1.51998 2.93661 1.50963 4.17871 5.24395 2.64789 5.0286 4.58186 2.20727 2.2269 2.02502 1.66084 1.62418
threshold=54.884872733100003 1.7486353823000003 44.114531459200009 95.870416931800023 225.59153217100001 14.708525021850003 72.638117411050018 206.09225218925002 -0.156745 17.108018746400003 98.615332683000005 187.70546222865002 15.606027545000002 199.55131508320002 12.150980378200002 17.574958902100004 90.278415124550008 -0.21013499999999999 -0.22125500000000001 96.055920542800024 71.090898343450007 200.56137765870002 0.088990000000000027 208.47660979520001 0.076825000000000018 97.483491810050012 15.821180766350002 19.215947067900004 12.151864830850002 84.968719212850019
decision_type=2 2 2 2 2 2 2 2 2 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 -4 -6 -7 -8 -2 10 19 -12 -13 16 -11 -16 -14 18 -10 20 27 -22 24 25 -21 -24 -27 28 -5 -29
right_child=1 2 3 9 5 6 7 -9 17 14 11 12 13 -15 15 -17 -18 -19 -20 22 21 -23 23 -25 -26 26 -28 29 -30 -31
leaf_value=-0.020032687069962422 0.0016973500761119232 0.014031813185219304 -0.020848062595444711 -0.019407804375910241 -0.024503110270154026 0.012841268708919468 0.026663214338787704 -0.021143018838030082 -0.021643692935827717 0.017122831353856418 0.011303836421108663 -0.022626395848222871 0.016631288284926327 -0.018895220985230672 -0.0095950638199113533 0.018716017433239616 -0.0034638977181324373 -0.018109086354317447 0.021674066760696584 -0.0054944099688812899 -0.019045408763686066 0.010716530996660749 0.017135800717614866 -0.022165963695459159 0.018008943787303777 0.011118106990231006 -0.013300192491305285 0.011591203259066818 0.0098345452010538265 0.0013529916680963853
leaf_weight=1.3784860963933159 6.338105040602386 3.8184342714957884 3.9670924546662709 2.9746001637540753 1.268335971981285 4.2089510406367481 0.57827734947204623 2.2008448543492705 1.1262301066890359 4.8350522778928262 3.4332448062486973 3.9226467357948414 2.4024262875318509 4.0030679479241371 3.6644046530127525 2.284487321972847 4.940826702862978 5.020316126290707 1.2036690227687359 4.3753343774005797 7.9697966403327865 3.04075329285115 3.9137555137276632 3.1243431698530904 10.445314276963471 2.6331664063036442 2.9375590682029724 5.9506368674337855 0.95355967432260502 180.39028416760266
leaf_count=91 174 24 200 72 28 31 1 96 48 24 23 79 12 74 39 10 47 268 6 28 143 27 14 36 45 20 23 41 9 1167
internal_value=0.000490443 0.000588701 0.000904125 0.000718756 -0.00743239 -0.000986346 0.00328195 -0.0111955 -0.00573063 0.00110465 0.00078747 -0.00549371 -0.00927065 -0.00465331 0.00838154 0.00127693 0.00311046 -0.0121358 0.000735064 0.0013011 0.000722812 -0.0108261 0.00554463 -0.000950368 0.0110703 0.0060384 -0.00175817 0.00139113 -0.0123092 0.00167994
internal_weight=289.304 287.926 274.237 270.419 12.2235 8.25641 6.98807 2.77912 13.6883 258.195 247.411 18.7022 15.269 11.3463 10.7839 5.94889 7.34325 7.35022 2.3299 228.709 201.28 11.0105 27.4295 12.6088 14.8206 9.48448 5.57073 190.269 3.92816 186.341
internal_count=2900 2809 2313 2289 356 156 128 97 496 1933 1860 235 212 133 73 49 59 322 54 1625 1459 170 166 93 73 57 43 1289 81 1208
is_linear=0
shrinkage=0.0192815


Tree=222
num_leaves=31
num_cat=0
split_feature=9 21 9 8 6 15 7 0 4 15 7 22 15 20 15 21 19 2 0 6 13 3 20 6 0 20 2 16 20 19
split_gain=1.30852 1.56198 1.29541 1.36178 4.26619 2.19531 1.90388 2.43557 1.8781 1.68978 3.31413 1.78656 3.78887 3.35251 3.46008 3.35688 3.10785 5.31494 3.09764 4.30438 3.52603 3.90345 5.34536 3.5701 3.0439 3.16902 2.78841 2.65703 2.71835 2.49226
threshold=28.686210334850006 21.991168361800003 233.97947574895002 9.5425530862500008 17.495408777450006 43.376643616500012 21.725272673150005 78.029808778150013 158.72829101635003 46.810838056050009 23.539316666200005 -0.062629999999999991 42.670190152050004 40.21994457600001 42.133814420300006 1.1877328917500003 13.951125619400001 110.52061241095002 86.345209775600011 16.565387047600002 115.63864956495001 86.302194445500007 40.08085804200001 14.855347092800002 94.776214472700005 36.921550069850007 122.26439358135001 12.594970547500003 45.027406014450008 10.550851274900003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 3 4 9 8 7 -5 -6 11 -11 13 18 14 16 -15 17 -2 19 -13 21 23 -23 24 25 -20 -19 28 -26 -28
right_child=2 -3 -4 6 5 -7 -8 -9 -10 10 -12 12 -14 15 -16 -17 -18 26 20 -21 -22 22 -24 -25 27 -27 29 -29 -30 -31
leaf_value=-0.020129012077013113 -0.027539942897828434 0.016706409384642573 -0.017822111850125121 0.017297605971927546 -0.0050312225670477977 0.010168125400585724 0.020826685031590835 -0.021718961050057224 -0.031491645588959935 -0.02844941467079156 0.0019814235513764054 -0.018478994348034881 0.016902717407553069 0.014646834555777239 -0.034556232421608622 0.00075480237294785733 0.0039740332368263746 0.014826906981948084 0.0095985039028550906 0.012783409005658124 0.015174199246887935 0.0028298548783692121 -0.029622697516927154 0.021477753268870636 -0.026774319093654513 -0.033299188639209366 0.015081395313084122 0.0073640305059689756 0.012214907442643003 -0.012542081369232912
leaf_weight=3.4127513875719151 6.989870898891243 0.84787758439779271 2.1950454297475508 1.8752845525741562 2.4441849081777018 1.5085910595953462 4.694820623844862 1.9004369983449576 4.4888201276771724 3.3233867660164815 5.7893068268895149 8.523749669082461 12.036732614040373 11.402955510653554 2.330690409988164 102.53994490485638 16.66046273522079 4.1721291253343251 1.6319558769464482 3.7375935539603224 14.028029810637234 7.299452528357504 5.0769283981062472 6.5674690008163443 2.9055777669418594 2.69156245701015 2.3204885965678832 28.155833613825962 1.656346370000392 11.359904827782882
leaf_count=208 122 8 44 7 20 9 20 37 126 74 38 69 57 68 24 909 77 30 8 30 63 38 76 26 137 35 59 234 27 220
internal_value=0.000560767 -0.0127987 0.000763828 0.000910521 0.000609279 -0.0163853 0.0104999 -0.00234063 -0.0221632 0.00115852 -0.00911666 0.00152995 0.00417469 -5.09428e-05 -0.00575934 0.00214506 -0.00414218 -0.00958529 0.00231258 -0.00894936 0.00428488 0.00155637 -0.0104825 0.00497308 0.00204677 -0.017107 -0.00255543 0.00457787 -0.0126181 -0.00785655
internal_weight=284.568 4.26063 280.308 278.113 269.642 8.4416 8.47054 3.77572 6.93301 261.2 9.11269 252.088 94.3112 157.776 43.8335 113.943 41.5029 24.8424 82.2745 12.2613 70.0132 55.9851 12.3764 43.6087 37.0413 4.32352 17.8525 32.7178 4.56192 13.6804
internal_count=2900 216 2684 2640 2576 155 64 44 146 2421 112 2309 800 1509 532 977 508 431 743 99 644 581 114 467 441 43 309 398 164 279
is_linear=0
shrinkage=0.024289


Tree=223
num_leaves=31
num_cat=0
split_feature=19 20 21 7 7 23 21 23 23 22 6 15 22 21 20 17 7 2 4 2 23 7 20 0 23 21 20 20 12 20
split_gain=1.24428 1.15837 1.29956 3.14346 3.32093 2.62338 3.50361 4.31198 3.17328 2.87702 2.47062 2.45958 4.4497 2.43949 2.39474 1.97096 2.15843 2.31097 2.09774 2.29879 1.96639 1.71649 3.58316 3.29831 5.39564 4.15347 3.98829 2.34264 2.30804 2.09509
threshold=9.4507625164000029 31.796797363700005 2.9845679401500003 25.027970878050002 25.221560561650005 0.083565000000000014 2.1194692063500002 0.092425000000000021 0.094625000000000029 -0.24103499999999997 18.255426535100003 38.97275740620001 -0.097799999999999984 1.1877328917500003 42.541806567400009 168.45154159730004 17.605734992150001 215.60007756200005 128.88186563570002 59.615984903700003 0.082975000000000021 22.765858321950002 39.56957118270001 86.20003303655001 0.10332500000000001 6.5006332158500006 42.049402686800001 40.380906245900007 96.350437043050007 42.207998345450008
decision_type=2 2 2 2 2 2 2 2 2 2 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 9 7 11 -9 -3 15 12 -7 -10 20 16 -4 -18 -17 -20 -6 22 -21 24 25 -23 -27 -24 -25 -29
right_child=1 2 10 4 14 6 -8 8 13 -11 -12 -13 -14 -15 -16 18 17 -19 19 21 -22 23 27 28 -26 26 -28 29 -30 -31
leaf_value=-0.016889613674164482 -0.014024850130689843 -0.012663948361097473 0.013385584149654082 -0.036237431493558729 -0.014026341880034305 0.002145324667907587 0.013486167978269731 0.019547401371238487 0.0041652269380923921 0.012135946651806355 -0.021533087135804499 -0.00058720980532355437 -0.036518455509793532 -0.015276457723885136 -0.028726268150265046 0.023163349277967413 -0.027860027819443172 0.0018408687120942552 -0.023517520235907766 0.018816892168035695 0.0041925367881386795 -0.031764827600910893 -0.020859099630057817 -0.018685585749842467 -0.035070293831041051 0.014358901879234307 -0.014361447399662254 0.01059982502632773 0.0010920998876212311 -0.0010230449074873972
leaf_weight=2.0839497486595056 2.7266045860014847 2.5969301154837039 1.4257237194105972 1.5861164741218114 3.8736467559356305 2.3849376831203699 9.5190406301990134 4.9777476061135557 12.52111239731312 28.473470739554614 2.7632293929345897 4.3983650291338563 4.1486564800143224 4.4506940860301247 1.5947151761502016 2.04400511085987 3.8391379239037633 2.0415545096620917 2.0580327697098246 7.2015393087640396 13.580414345022289 2.1743939118459812 2.2511233370751134 3.0921457284130147 3.5365824233740559 5.9983913553878647 4.1699849721044302 11.864581227768211 102.91519153863192 23.55404238216579
leaf_count=183 129 30 16 21 75 25 51 19 74 195 88 30 46 34 34 6 116 20 17 39 168 33 16 31 41 25 44 57 987 250
internal_value=0.000474276 0.000604551 0.000749582 0.00289942 -0.00487929 0.00508413 0.00143562 -0.00205296 0.00371144 0.0100631 -0.000368601 -0.0136269 -0.0224051 -0.000933169 -0.00226823 -4.03552e-05 -0.0115126 -0.017549 0.000450229 0.000175221 0.000149151 0.000467624 0.00423923 -0.000920854 -0.0105077 -0.00346972 0.00258087 0.00145234 0.000515201 0.0028704
internal_weight=279.846 277.762 275.036 94.1058 20.6349 73.471 42.4006 32.8815 21.9496 31.0704 180.93 10.932 6.53359 16.9718 19.0488 178.166 7.30642 5.88069 170.86 168.816 17.4541 166.758 44.8713 121.887 15.8794 12.3428 10.1684 37.6697 106.007 35.4186
internal_count=2900 2717 2588 802 298 504 279 228 127 225 1786 101 71 108 277 1698 152 136 1546 1540 243 1523 362 1161 143 102 69 323 1018 307
is_linear=0
shrinkage=0.0225556


Tree=224
num_leaves=31
num_cat=0
split_feature=6 20 23 8 8 22 8 23 12 22 20 6 13 13 13 0 13 5 18 20 20 15 13 23 18 21 14 6 16 23
split_gain=1.19504 1.37484 1.94516 2.76538 1.44716 3.88566 3.18738 1.72273 2.83198 1.66013 3.54633 4.52714 4.26572 3.92017 3.30674 3.20353 5.23398 2.88815 2.35932 2.34491 3.37024 3.35525 3.28279 3.53159 3.12122 2.46712 2.65374 3.11663 3.44648 2.52393
threshold=22.585527707250005 32.785955158400007 0.088500000000000023 7.943800736700001 8.8430989333000021 -0.087910000000000002 9.3427090425500019 -0.27223499999999995 197.53682473415003 -0.062629999999999991 41.028010303750008 16.415383542800004 117.69263157665002 113.96105169155001 117.45604726115 92.313586825200005 98.238948544700023 21.495293572000005 14.297806230850002 40.259171735100004 35.461062230100005 35.34809845485001 109.72404167800001 0.095845000000000027 14.767724047450001 1.1877328917500003 203.18538194120003 16.515385879350003 22.514947350300002 0.10176000000000003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 3 -1 7 6 -6 8 -3 19 13 14 -13 15 17 -11 -17 -12 -18 20 -9 22 23 24 -22 -21 29 -28 -29 -27
right_child=-2 4 -4 -5 5 -7 -8 9 -10 10 11 12 -14 -15 -16 16 18 -19 -20 25 21 -23 -24 -25 -26 26 27 28 -30 -31
leaf_value=-0.023943299157747473 0.01741886120227832 -0.029292029451162889 -0.037017321181969869 0.02247078763105111 -0.010392156742240621 -0.017842516450891552 0.016035826297681702 0.0087319024224690647 0.0013580710730005685 -0.015549190498743754 0.0033351938236680818 -0.020383821057324371 0.013613957315387811 0.016503651213971765 0.024541783276444313 -0.026313236062747911 0.021515953711735324 -0.023439071462995561 0.0051393577166270916 0.011487168099757795 -0.031282272879483423 -0.022298531750130093 0.007180058846652613 -0.02873396486460409 0.00043725851849596724 0.0031460063415844298 -0.00045684928248310256 -0.0025218908048617148 -0.034578073000682885 0.021148906711496541
leaf_weight=1.4571029320359228 2.1789647936820975 2.6116760941222301 1.242223549634218 1.2755761556327341 4.4800797794014233 7.9188485159538677 5.2534184120595455 7.7302044655662021 4.1123061585240066 4.2569968076422802 20.566236695740379 9.4490191664081049 2.465700674802064 17.576881716027856 3.5114362239837638 2.4720339283812818 5.9293463081121471 2.3819393953308454 21.79273447021842 11.76263047987595 1.9312717318534911 6.9989701481536022 8.702491043135522 4.1266646322328588 11.03896629414521 25.848309214226905 64.873253328492865 4.1110595418140283 3.1301084524020553 4.9099012054502955
leaf_count=108 8 90 52 7 35 82 33 83 47 40 281 126 12 85 16 106 20 32 133 85 47 68 43 82 152 153 772 48 36 18
internal_value=0.000439466 0.000304398 -0.0131345 -0.00227786 0.000502286 -0.0058693 0.0038717 0.000948096 -0.0105468 0.00126284 0.00374237 -0.00156616 -0.0133481 0.00765778 0.00373924 0.00314463 0.00578023 0.00055612 0.00864207 -0.000181788 -0.00494086 -0.00816338 -0.00432873 -0.0101868 -0.00428579 0.00150075 0.00035889 -0.0020556 -0.0163787 0.00601979
internal_weight=276.096 273.917 3.9749 2.73268 269.942 17.6523 9.7335 252.29 6.72398 245.566 90.4023 38.3743 11.9147 52.028 26.4596 34.4511 30.1941 22.9482 27.7221 155.164 40.5286 32.7984 25.7994 17.0969 12.9702 114.635 102.873 72.1144 7.24117 30.7582
internal_count=2900 2892 167 115 2725 150 68 2575 137 2438 851 467 138 384 329 299 259 313 153 1587 475 392 324 281 199 1112 1027 856 84 171
is_linear=0
shrinkage=0.0230185


Tree=225
num_leaves=31
num_cat=0
split_feature=20 20 10 21 21 3 7 7 18 9 20 17 3 0 7 7 20 23 0 21 18 21 23 23 22 6 18 14 13 17
split_gain=1.16285 1.99323 2.18063 1.91874 2.4715 1.87058 2.0934 1.83303 1.58505 3.25605 4.22421 2.82282 2.13389 2.29908 1.6891 1.61712 2.80604 3.95163 2.77236 4.09471 2.17939 2.6282 2.10401 4.61427 1.66228 1.91573 3.34237 3.19496 4.60746 3.41744
threshold=49.275256100300005 47.833738492450003 89.619751778500017 21.991168361800003 3.4240268213500005 103.44111502715002 19.874819532250005 17.605734992150001 12.903279561150002 195.51131808980003 39.646013290900008 177.48499193625003 94.92945658615001 85.253695774650012 22.296968840150004 22.726915405250001 42.718072821900002 0.086355000000000029 85.737618238150006 1.8462237188500004 13.278511569200001 3.6826023594000006 0.082325000000000023 -0.13743499999999997 0.68694500000000025 14.835346625500001 15.312071772700003 275.45622032450007 109.57886493895002 205.32027903760002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 5 4 -2 6 -1 -7 9 10 -8 -11 13 -10 -12 16 20 22 19 -17 -15 -22 23 -18 25 26 27 28 -20 -29
right_child=3 -3 -4 -5 -6 7 8 -9 12 11 14 -13 -14 15 -16 18 17 -19 24 -21 21 -23 -24 -25 -26 -27 -28 29 -30 -31
leaf_value=0.017456120952728266 0.022210800971702499 0.010700784007077946 -0.020402019284892943 0.01724120133238323 -0.020526367546015639 0.0089776046055296561 0.0011162742047059291 -0.02337443152200849 0.020161673438747904 -0.017708586527595344 -0.021084497940180968 0.016872299933565191 -0.02157547487469523 0.015488006247139662 -0.051161083693869618 0.01380930169304528 0.010489121602815397 -0.029941191028481667 -0.0088612177605697784 -0.032435997519182899 -0.024660446781712048 0.012376433558989602 0.019050673074274278 -0.036533996136212797 0.019501750934484349 0.0027318345317749368 0.0017372610480333897 -0.035379229081064417 0.022310593032842347 -0.0021895112554887802
leaf_weight=4.7651732731610528 1.0128456456586699 12.25916171283461 3.2295970468549049 1.4950006287544964 5.9801742334384471 1.5718717603012908 4.5887887133285421 3.9082411946728826 4.0857268422842017 2.1944330451078704 3.1955628637224436 4.851310521364212 2.6274754446931174 17.58047006838024 1.9093313347548244 1.8108946382999409 4.0018349587917301 2.8298076437786213 20.236524779349569 3.7915186434984207 2.1386640369892111 2.875111797824502 3.6978683480992913 2.0049681379459807 2.9262547045946112 92.526887616142631 45.796780658653006 5.0724562271498126 3.5707019641995421 3.2633837219327688
leaf_count=40 10 100 293 15 194 36 30 179 20 37 37 24 58 81 17 8 44 43 228 64 27 17 22 31 23 515 574 99 12 22
internal_value=0.000442348 0.000739465 0.000253042 -0.00877466 -0.0143365 0.000522217 0.000852754 -0.0140948 0.000519734 -0.00698623 -0.0164992 0.00610191 0.00108868 0.00136158 -0.0323337 0.00100286 0.00596591 -0.00363435 2.88338e-05 -0.0174879 0.0112918 -0.00342193 0.00403652 -0.00520639 0.000594808 0.000270249 -0.00265204 -0.00890583 -0.00418595 -0.0223858
internal_weight=271.799 263.311 251.052 8.48802 6.99302 247.822 242.342 5.48011 237.577 16.7394 9.69368 7.04574 220.837 218.21 5.10489 214.124 35.1287 12.5345 178.995 5.60241 22.5942 5.01378 9.70467 6.0068 173.393 170.467 77.9398 32.1431 23.8072 8.33584
internal_count=2900 2681 2581 219 204 2288 2073 215 2033 145 84 61 1888 1830 54 1810 265 140 1545 72 125 44 97 75 1473 1450 935 361 240 121
is_linear=0
shrinkage=0.0253001


Tree=226
num_leaves=31
num_cat=0
split_feature=16 20 15 15 2 0 4 10 21 17 16 4 6 18 0 10 16 13 20 2 6 20 5 16 16 20 13 7 20 0
split_gain=3.62831 3.72376 3.3088 3.23652 3.04133 2.74209 3.66619 6.35247 3.57423 4.6699 3.55004 3.47406 6.9477 2.55451 2.52134 5.93974 4.45699 5.2702 5.97528 4.27899 4.07338 5.04783 3.23564 2.25106 3.21236 3.99036 3.78043 3.74116 3.66019 3.27941
threshold=18.594956516900002 37.572218886150004 28.452330424200003 28.321365561200004 313.37633693555006 86.530713386650021 248.34582299520005 62.041548276350007 11.790993765850002 192.34053301495001 22.614947116400003 310.49012963040008 15.925372093750001 14.025183600500002 96.249489528150022 70.284360904350009 19.214955067100004 112.82921081865001 38.994321257850011 67.628418476450022 16.455384477450004 40.823855932350007 18.092020786850004 11.934972090850001 15.919962772200003 41.289992964000007 99.962250206350021 19.468732114900003 39.945535567850008 80.828493691950015
decision_type=2 2 2 2 2 2 2 2 2 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 23 -1 6 -2 8 -8 -10 11 14 -13 -4 15 16 -7 18 22 -17 -19 -22 -18 -3 -25 28 -27 29 -26 -28
right_child=5 2 13 -5 -6 10 7 -9 9 -11 -12 12 -14 -15 -16 19 17 20 -20 -21 21 -23 -24 24 25 26 27 -29 -30 -31
leaf_value=-0.0033722038535064672 0.00074734738131128852 -0.0013259558501687741 0.0011525929565760541 0.0055304219498510812 0.0025096524715521405 0.0035362051640689444 0.00062469979168771294 -0.0053390372358448736 -0.0061298147692792375 0.0012608333029622272 0.0027460560094551265 -0.004953210264123523 0.0014682695893503551 -0.0044137781558182577 0.0037136912113067324 0.0017195975027557405 0.0024427725201800398 0.0024302871152914016 -0.0064239350274536552 -0.005706774339742867 0.0017120843553161272 -0.0053856688304281556 -0.0026787849827300905 0.00097845606438641043 -0.0030039173277208019 0.0012220462958456913 -0.0046910489388961247 -0.0052924614462317564 0.0026365570475221588 0.0053395181330618
leaf_weight=12.017793191131203 58.043556509539485 19.751370392274112 2.300137681886552 2.1767908260226241 2.0533989500254384 13.473092541098593 22.651702733710412 5.8259114427492014 4.0619090525433412 2.9401693362742662 21.043752990663052 6.0221036151051504 7.6073822751641273 5.7722227443009615 6.6223670504987231 2.3722509816288939 5.4454047307372075 26.138489723205566 3.8535923957824698 4.4537547528743744 4.9364298060536367 3.3591524586081505 4.4899616800248623 54.233360641170293 3.1804365999996689 4.0905145397409788 1.1819701697677367 8.2529727383516711 8.2450799420475942 1.4454303905367849
leaf_count=337 298 474 28 6 27 45 150 72 53 15 86 52 33 110 24 11 19 96 34 53 18 23 29 445 35 42 61 172 48 4
internal_value=0.000250142 -0.00034969 -7.4426e-05 0.000142285 -0.00251387 0.000617997 5.59515e-05 -0.00107515 -0.000237446 -0.00302649 0.00109665 0.000705658 -0.00136902 -0.0028277 0.00108196 0.000827612 0.00126502 0.000630474 -0.00170288 -0.00312588 0.00156486 -0.00116203 0.000128253 2.54415e-05 0.000356485 -0.000921401 -0.0024385 -0.0038147 0.00106646 0.000827138
internal_weight=328.042 124.701 110.63 102.558 14.0712 203.341 93.5232 35.4797 29.6538 7.00208 109.818 88.774 13.6295 8.07236 75.1445 68.5221 61.6961 48.223 13.789 6.82601 34.4341 8.29558 9.93537 100.381 80.6298 26.3964 14.9709 10.8804 11.4255 2.6274
internal_count=2900 1789 1425 1287 364 1111 588 290 218 68 523 437 85 138 352 328 264 219 82 64 137 41 48 1281 807 362 279 237 83 65
is_linear=0
shrinkage=0.00446649


Tree=227
num_leaves=31
num_cat=0
split_feature=9 21 22 6 8 22 22 2 21 9 8 16 13 20 17 7 22 22 17 13 20 18 22 22 10 7 22 22 20 16
split_gain=1.08209 1.24624 1.20352 1.01408 1.27124 3.20841 2.85055 2.20367 1.73552 1.62858 1.43023 1.73916 1.79067 2.99487 1.49239 1.35631 1.31192 3.56671 2.20305 1.90973 2.54721 2.32723 1.8055 2.31206 4.3296 4.3609 3.12515 2.64072 4.01003 3.15702
threshold=28.686210334850006 21.991168361800003 0.68694500000000025 22.585527707250005 8.8430989333000021 -0.087910000000000002 -0.13820499999999999 56.184788788300004 4.413275124550001 217.37165979795003 8.7431769115000026 22.724946859200003 117.79210452745001 43.968221017800005 161.95900874150001 17.407776082150004 -0.59309999999999985 -0.25167499999999993 197.57625617845002 117.49368567500001 35.616518500750011 14.356876324550003 -0.117115 -0.088099999999999998 62.55235532115001 23.031046061850002 -0.085734999999999992 -0.073724999999999999 42.049402686800001 18.144957569200002
decision_type=2 2 2 2 2 2 2 2 2 2 2 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 6 7 -6 9 -7 11 12 14 -14 15 -2 18 19 -16 20 -18 -22 -19 24 25 -24 -25 28 29 -28
right_child=3 -3 -4 -5 5 8 -8 -9 -10 -11 -12 -13 13 -15 16 -17 17 22 -20 -21 21 -23 23 26 -26 -27 27 -29 -30 -31
leaf_value=-0.020582944710737093 0.015606972864210892 0.011709053932755663 0.013959556137209174 0.014006592454798454 0.0091106213909795068 -0.019242985078995446 0.013569408626273432 -0.018367853571987291 -0.028778029683428314 0.001634824965333735 0.0085668718211933791 0.0094719222759031083 -0.030042040777487684 0.010172103265641622 0.012225316166198652 -0.018443169882615663 0.0073073459457807044 0.0042044603007439863 -0.0081627126419197699 0.0092134698222665588 -0.036192987345219529 -0.01214888294913294 -0.0057353033599983061 0.012260892943916551 0.00026954566984205622 -0.031712950153486887 0.00019016388937384898 0.0017632745859071733 0.0014061194468094548 -0.021228222949586747
leaf_weight=2.6148075730307028 0.53105959342792575 0.80314626358449448 0.44763722317293275 2.0898192524909964 1.7925491854548452 2.6938326284289351 4.7452525254338997 2.8870175154879689 2.158022771589458 2.9840862601995468 8.5622074361890537 7.8629744425415984 1.8540628766641014 1.1290772808715699 8.1062640950549376 2.6816264584194869 1.8024007286876429 45.917179181007668 2.6697017173282793 1.620055442675947 2.0504613146185857 5.9564977777190506 6.8894581096246856 8.694850620813666 20.846351591171697 3.7988775540143251 3.9777005165815229 89.308706609997913 15.012029227335004 7.5712929861620069
leaf_count=200 9 8 8 8 7 23 25 36 38 21 49 40 51 12 59 137 25 511 51 12 33 114 52 58 208 39 47 841 108 70
internal_value=0.00035148 -0.00987366 -0.0155339 0.000499966 0.00039309 -0.00471412 0.00293833 -0.00784198 -0.0139182 -0.00827045 0.000750218 0.00046934 0.000162128 -0.0148215 0.000358661 -0.0128147 0.00054741 0.000212849 0.00717426 -0.0103662 -0.0135999 -0.0183062 0.000811378 -0.00018671 -0.00489517 -0.0149683 0.00100528 0.000160661 -0.00522796 -0.0138513
internal_weight=270.059 3.86559 3.06244 266.193 264.104 17.2608 9.42482 4.67957 7.83594 5.67792 246.843 238.281 230.418 2.98314 227.435 3.21269 224.222 213.446 10.776 11.4294 9.80936 8.00696 202.016 156.099 31.5347 10.6883 124.565 115.87 26.561 11.549
internal_count=2900 216 208 2684 2676 150 68 43 82 44 2526 2477 2437 63 2374 146 2228 2118 110 184 172 147 1934 1423 299 91 1124 1066 225 117
is_linear=0
shrinkage=0.019466


Tree=228
num_leaves=31
num_cat=0
split_feature=6 6 0 10 7 2 0 5 19 22 13 18 0 19 18 2 17 22 5 21 16 7 22 20 23 16 5 5 0 22
split_gain=1.00928 3.75404 1.93548 1.60763 2.11053 2.26867 2.15148 2.84373 2.79567 2.08889 2.05652 2.27186 2.05376 2.87867 2.42963 2.51812 2.00095 2.78007 1.89146 1.73411 1.64245 1.61027 1.60162 1.56221 1.46946 2.14398 1.42096 2.79406 1.39442 1.33941
threshold=13.665319288000001 13.775321858200002 97.835679825150024 78.220689305400015 24.373474566200006 219.74617996645003 102.65877371115 13.361597395450001 12.551012654050002 -0.22089 98.362617618700014 17.327266398450003 97.671683879200017 13.351077205700003 14.708525021850003 300.91297426285007 242.64190980425005 -0.156745 17.708776378750006 16.589865017350004 11.934972090850001 24.176224535650004 -0.046474999999999995 46.650420857800007 -0.21013499999999999 16.604961170400003 16.579584939650001 16.892865140250006 103.44649194340002 -0.15605499999999997
decision_type=2 2 2 2 2 2 2 2 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 26 12 5 21 8 9 10 -8 11 -6 14 -14 15 20 17 19 -16 -11 -1 -5 -19 28 -22 -26 -3 -28 -24 -27
right_child=1 2 -4 4 6 -7 7 -9 -10 16 -12 -13 13 -15 18 -17 -18 22 -20 -21 24 -23 23 -25 25 29 27 -29 -30 -31
leaf_value=-0.023348836729219134 0.017265011096412118 0.011150016788654505 -0.016012129932148077 -0.022976520663622463 -0.017962848531116769 0.019358855289007833 -0.023287397549533396 -0.025653630984078857 -0.014339849595445934 -0.0091646361197362854 0.016698091343600615 0.013519491113963132 -0.020412108604792173 0.0051251293407462784 -0.0073040299602295158 -0.028187944220853765 0.015860566859494715 -0.023115179502551399 0.019742684738888169 0.019491175967089321 0.013834372531646938 0.017996192221585564 0.015333875324117528 0.014112330919053178 -0.024350895971027218 0.011250205525087976 -0.020437962373835047 0.0008451449606944522 -0.022995073523413231 -0.010160074520763441
leaf_weight=1.4575905418023527 6.1791102476418009 5.7644131314009419 3.073382942005991 1.1769299902953196 2.0297692515887302 4.7916299970820546 1.898729003034531 2.7786553744226685 2.6664585834369054 1.420214200858023 6.9285465604625642 2.0423413142561913 7.1973525923676771 2.6943194679915905 1.7238860297948111 1.989001232665031 2.8984778386075041 3.143900593509894 3.4396432796493173 2.7617975287139416 2.7089634826406845 0.66768836695700873 0.55723939836026204 1.4818508878815917 1.790993368253109 3.103726108558476 2.7813821099698535 181.99114165222272 1.7311767790233714 2.2301601055078208
leaf_count=48 34 30 36 50 55 42 118 58 45 81 38 12 158 26 36 31 37 171 19 15 23 6 3 43 37 17 24 1442 128 37
internal_value=0.000342757 0.00109469 0.000578611 -0.00188909 0.000887905 0.0117136 -0.00133362 -0.00598413 0.00501992 -0.0025453 0.00971255 -0.00217308 -0.00570883 -0.0134562 -0.00155384 -0.00632324 0.000268894 -0.00380387 0.0107129 0.00975964 -0.00247175 -0.00814581 -0.0120077 -0.00274557 0.000622695 -0.00440054 0.000846221 0.00052477 -0.0136618 0.00229832
internal_weight=267.1 199.789 193.61 67.311 38.9754 6.63625 32.3392 18.672 13.6671 15.8934 11.0007 4.07211 28.3356 9.89167 18.444 13.2804 13.9947 11.0962 5.16353 4.18201 11.2914 1.84462 6.91417 3.77027 9.83384 7.12488 190.537 184.773 2.28842 5.33389
internal_count=2900 1566 1532 1334 902 98 804 654 150 596 105 67 432 184 248 193 478 441 55 96 162 56 345 174 114 91 1496 1466 131 54
is_linear=0
shrinkage=0.0210743


Tree=229
num_leaves=31
num_cat=0
split_feature=15 16 16 21 13 23 22 6 21 20 20 18 5 2 8 9 9 21 21 2 9 23 4 17 10 21 18 20 21 22
split_gain=1.00157 0.989617 2.06466 1.53224 2.31385 1.43629 1.35964 1.59143 2.07864 1.57217 3.25706 3.95566 3.12286 3.78343 2.71517 3.95647 2.82143 2.47412 3.23978 2.43979 3.05737 2.24535 2.05353 2.74523 3.58613 1.8576 2.18778 2.36672 2.1576 2.1333
threshold=51.067537391750008 11.934972090850001 10.664975060650002 16.589865017350004 95.870416931800023 -0.15684499999999998 0.68694500000000025 4.9151148409000003 20.770927814650005 43.19689381845 42.718072821900002 13.197799034350002 21.377246852200006 90.278415124550008 4.9461400813500012 187.70546222865002 60.983947735000008 9.6758169699000014 15.031613344500002 59.615984903700003 203.09362050815002 0.085345000000000018 377.66810554405004 204.75389752000004 66.447931152150019 6.655069997600001 15.064837217800003 43.509905336500005 6.415941214150001 -0.08459499999999999
decision_type=2 2 2 2 2 2 2 2 2 2 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 7 8 -3 10 14 -12 13 -13 16 17 -9 -16 -19 20 -17 -15 -21 -24 -25 28 27 -27 29 -11
right_child=-2 6 -4 -5 -6 -7 -8 9 -10 25 11 12 -14 21 15 19 -18 18 -20 22 -22 -23 23 24 -26 26 -28 -29 -30 -31
leaf_value=-0.00093918353234357039 -0.013262788322688445 -0.021076434396442512 -0.016929617544457778 0.011837986380051957 0.014427756160215931 -0.021241071696807595 0.013058677570674143 0.0055933551541742701 0.010930012668766446 0.0096903017497532301 -0.030646421093802806 0.01342246687873982 0.0065485408788456614 -0.0050794805117179752 0.013731688829830386 -0.021640598460834687 -0.022116605663652759 -0.013561854398111273 0.012435689221585741 0.0012242657316951274 0.0043083088897909981 -0.032300619982569362 -0.024632261315207005 0.01270684400819058 -0.019268106718834905 0.012637559556913614 0.012968834662805108 -0.0055449103437683949 0.023267146136518792 -0.0068317745262775282
leaf_weight=2.7363646605517706 2.1795004634186617 2.8835285422392181 4.0172165934927753 3.1064639342948794 1.8683736626990137 2.8903423319570711 3.5448658680543295 2.321005356963723 1.142872082069516 13.019132553599778 2.7684953762218347 1.6113427951931933 5.8915427401661873 1.9864663230255244 15.061998003162445 4.5035294964909545 4.1010561888106167 3.7733362168073645 3.9655581787228584 132.29304128838703 3.0869121886789799 3.1772580109536648 2.9412132734432799 3.3467937335371971 2.4509676098823547 3.4873183886520627 4.566614467650651 16.792284839320928 3.3693847600370637 4.1593593703582892
leaf_count=89 44 204 166 26 17 311 29 30 14 87 56 9 33 20 75 34 184 26 15 966 17 40 36 21 44 23 33 195 10 46
internal_value=0.00029551 0.000408789 -0.00466819 -2.19968e-05 -0.00493757 -0.0113679 0.000710191 0.00052983 -0.0119916 0.000741064 -4.88894e-05 -0.00889873 -0.00414542 -0.0134448 0.000719184 0.0011995 -0.0121019 0.00898946 -0.000240214 4.40769e-06 -0.0110876 -0.0218287 0.000601387 -0.00882793 -0.000810368 0.00410456 0.000409847 -0.00241822 0.00857215 0.00568988
internal_weight=263.044 260.865 14.6188 10.6015 7.49508 5.62671 246.246 242.701 4.0264 238.675 193.281 15.4351 12.6666 6.77507 177.845 171.423 6.42206 22.8009 7.73889 148.622 7.59044 5.16372 141.032 8.73897 5.79776 45.3941 24.8462 20.2796 20.5479 17.1785
internal_count=2900 2856 609 443 417 400 2247 2218 218 2000 1606 158 102 69 1448 1234 214 116 41 1118 51 60 1067 101 65 394 251 218 143 133
is_linear=0
shrinkage=0.020084


Tree=230
num_leaves=31
num_cat=0
split_feature=16 19 10 17 12 22 6 21 0 10 21 0 3 2 17 7 6 0 13 15 17 22 7 4 22 13 20 6 17 15
split_gain=2.57005 2.83133 3.51474 2.45949 2.31328 2.16473 3.03173 3.16077 1.88906 4.10876 4.59541 3.17604 3.41389 8.56337 4.01315 3.18889 2.67267 2.42877 2.49851 3.90533 2.73928 3.61075 3.61513 2.41838 2.30159 3.46939 9.89656 6.91831 3.22377 3.13207
threshold=11.934972090850001 10.650859343850001 90.740838818900016 237.45530840880002 176.04981466085005 0.68694500000000025 4.9151148409000003 20.770927814650005 85.716110573100011 62.00390986255001 15.440607301650003 85.807518149550006 93.58791597905001 86.011634045550025 193.01551328760004 22.862300195000003 14.275333540900002 86.232294534150014 97.22808828765001 37.576156502300009 192.34053301495001 -0.080319999999999989 21.841300704500004 390.96858665540009 -0.068524999999999989 117.38883580790001 42.674081447500008 15.925372093750001 195.24502669890003 28.777417478550003
decision_type=2 2 2 2 2 2 2 2 2 2 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 7 -2 9 23 16 -10 15 -14 -15 17 -11 -13 -19 20 21 22 -20 -8 25 27 28 29 -27 -17
right_child=5 3 -4 -5 -6 -7 8 -9 11 10 -12 12 13 14 -16 24 -18 18 19 -21 -22 -23 -24 -25 -26 26 -28 -29 -30 -31
leaf_value=-0.0061379295108749147 -0.0062120711099486418 -0.0065740856248215985 -0.0060222682506301736 0.0022323856141851909 0.0022441787788377069 0.0043589340872262463 0.00052165926677864535 0.0031952602248835312 0.0036345878500030496 0.0032898450186000777 0.0048794664387201547 0.0054322769057929864 0.0036812893957139663 -0.010223439073941579 -0.00050234553887396787 0.00028421439361945189 -0.0071712983235231644 0.0053000501617707562 -0.0016733628911911895 0.0045657988627756385 -0.0059257323593902211 -0.0044833407733924843 0.0051168387140525006 -0.0058293726182162484 0.0010507155483587454 -0.010894209123963607 0.0020716692528076606 0.0034437545609872829 -0.0039608527476161434 -0.002508010655615268
leaf_weight=1.2487497148104036 4.5162367909215382 5.3970413452479979 2.7951598071958861 1.3229778376407919 9.458233322016893 4.4760078005492678 37.209507536608726 1.6279593817889688 11.100853905081747 0.92932633869349768 1.5898111332207916 6.4225829280912867 4.1919372826814634 4.2463419120758772 2.1398075260221958 37.131703150458634 6.8454956132918596 4.803363740444186 4.7886000396683865 6.452217109501361 2.8238605391234151 3.8647333774715653 5.8194332020357251 2.1234088419005266 74.832879024557769 3.6686111278831977 8.0865255221724492 17.268045831471682 5.7975526750087738 21.112091341987252
leaf_count=64 204 176 238 32 99 29 382 14 41 5 10 21 14 47 15 312 132 24 48 24 30 36 23 29 466 31 33 71 33 217
internal_value=0.000223414 -0.00177029 -0.00024233 -0.00484035 0.00126658 0.000365441 0.000301463 -0.00371952 0.000391878 -0.000641588 -0.00408733 0.000616002 0.000459015 -0.00274675 -0.00696619 0.000626169 -0.00592088 0.00221618 0.00149275 0.000722696 -0.000710909 0.000306584 0.00205166 0.000178795 0.000294952 -0.000312754 -0.00263078 0.00022607 -0.00664787 -0.000727906
internal_weight=304.091 20.2222 13.5021 6.72002 10.707 283.869 279.393 6.1442 273.249 48.6975 9.36463 224.551 213.45 10.5781 6.38615 202.872 7.77482 34.9748 28.5522 23.7488 17.2966 14.4728 10.608 39.3329 167.897 93.0645 17.5527 75.5118 9.46616 58.2438
internal_count=2900 609 401 208 163 2291 2262 218 2044 558 147 1486 1445 76 62 1369 137 206 185 161 137 107 71 411 1163 697 97 600 64 529
is_linear=0
shrinkage=0.00578826


Tree=231
num_leaves=31
num_cat=0
split_feature=8 8 23 22 22 15 19 22 20 12 0 4 5 3 13 20 4 19 20 19 19 0 0 2 17 20 21 15 20 8
split_gain=0.980443 3.08445 3.51209 1.52986 1.40189 2.35333 4.53291 3.5625 2.82378 2.63961 2.69151 2.67914 2.44031 2.55246 2.09658 3.78748 2.07391 4.33497 4.69488 3.10597 2.192 1.84553 1.67768 1.61763 3.34887 1.73799 2.40424 2.20851 4.2321 3.17223
threshold=9.5425530862500008 8.9430209551500024 0.093760000000000024 -0.01762 -0.065399999999999986 26.285853065250006 12.651020723000002 0.68694500000000025 41.495754733000005 203.04351287870003 86.866770652900016 197.66210197150005 16.579584939650001 82.866344954800013 98.238948544700023 42.508878681700004 222.56810966585002 13.451085274650001 39.852039223600009 14.251149826300002 13.751109481500002 95.502098167950024 86.280686780500005 357.36576196840008 218.56744384050003 41.134354310300004 0.61177024580000017 38.469938489650012 35.461062230100005 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 4 -3 -2 23 6 12 -8 16 11 -11 -10 14 -14 15 -6 17 -7 19 -19 -18 -15 -22 25 -25 27 -27 -1 -29 -30
right_child=3 2 -4 -5 5 8 7 -9 9 10 -12 -13 13 21 -16 -17 20 18 -20 -21 22 -23 -24 24 -26 26 -28 28 29 -31
leaf_value=-0.0013425740753704224 0.014490511005387443 -0.0021495403341534299 -0.031169134474593314 -0.0056797455669660817 -0.02328020415890834 0.017575228855549647 -0.024787375262326262 0.012255179033143467 -0.0091983001454102892 -0.022661933059610371 -0.00035698586744477561 0.013612821729324072 -0.034713726025703093 -0.022065724338864192 0.012440038091357191 0.0091980152876774534 -0.00044308847306616817 -0.006493904565022691 -0.023376784066580263 0.016467680623040909 0.0061739263292332324 0.023437189226640349 0.019658619683492435 -0.02805911384768852 0.016140303401426134 0.014760648254929487 0.00052249019997525849 0.015116704888506275 -0.0099364435457225588 -0.038169264584955842
leaf_weight=45.895841136574745 5.1539924019016325 5.1583834858611208 2.9916382431983948 2.5529954922385505 2.6082135953474888 6.3444387875497368 5.7316235280595711 1.4839840680360792 3.5642075189389306 4.171720134560017 5.9732742607593536 6.7930869041010737 1.4989208048209541 0.71441079303622224 9.4309374424628896 4.3476728738751262 5.0914884749799993 5.9823809117078763 3.9469875544309607 4.837553359568119 6.1969242282211807 0.93347585573792458 12.927973428741096 2.5698315493063997 1.1164165429072452 5.737099378835409 87.629898708779365 2.0541790276765814 5.5920442026108486 2.66948451846838
leaf_count=635 41 37 35 26 166 28 157 11 27 56 37 48 19 51 63 101 40 34 25 22 34 3 64 52 16 39 946 11 50 26
internal_value=0.000321783 9.45984e-05 -0.0128018 0.00780897 0.000522129 0.00259242 -0.00273701 -0.0171691 0.00475797 -0.00180386 -0.009529 0.00576294 0.00259411 -0.0145923 0.00589446 -0.00298018 0.00772597 0.0028445 -0.00348438 0.00377214 0.0119815 0.00371024 0.0152893 -0.000728427 -0.0146729 -0.000384777 0.00139738 -0.00334493 -0.0122536 -0.0190591
internal_weight=261.701 253.994 8.15002 7.70699 245.844 92.5793 26.7492 7.21561 65.83 20.5023 10.145 10.3573 19.5336 3.14681 16.3868 6.95589 45.3277 21.1114 14.7669 10.8199 24.2164 1.64789 19.1249 153.265 3.68625 149.579 93.367 56.2115 10.3157 8.26153
internal_count=2900 2833 72 67 2761 986 571 168 415 168 93 75 403 73 330 267 247 109 81 56 138 54 98 1775 68 1707 985 722 87 76
is_linear=0
shrinkage=0.0213079


Tree=232
num_leaves=31
num_cat=0
split_feature=9 21 22 9 8 6 22 22 23 20 5 5 15 18 17 0 16 22 23 6 20 15 3 13 9 23 13 2 13 15
split_gain=0.935357 0.968398 0.902633 0.85583 0.983943 2.60334 1.73326 2.32597 2.10992 1.66147 2.41053 2.68617 1.24581 2.06326 1.93922 2.80575 1.50954 3.56473 3.15968 2.62959 2.66424 2.04857 5.05536 1.26443 4.1519 4.37574 3.63591 2.70304 4.08718 2.17937
threshold=28.686210334850006 21.991168361800003 0.68694500000000025 233.97947574895002 9.5425530862500008 17.495408777450006 -0.075840000000000005 -0.11420499999999999 0.085590000000000013 38.703421923500009 31.302824910800002 24.375372008600007 45.49682449725001 13.278511569200001 193.63201810280003 86.280686780500005 22.624947093000003 -0.079824999999999993 0.083795000000000022 16.405383309150004 41.395309858300003 42.80317728375001 93.58791597905001 117.38883580790001 197.58039077460003 0.095645000000000022 117.30011668960002 160.69077775455003 117.55283175385001 42.385947950200006
decision_type=2 2 2 2 2 2 2 2 2 2 2 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 12 7 8 -7 -6 11 -11 16 -14 -15 -16 23 19 -19 -18 -21 22 -20 26 27 -26 29 -25 -29 -2
right_child=3 -3 -4 -5 9 6 -8 -9 -10 10 -12 -13 13 14 15 -17 17 18 21 20 -22 -23 -24 24 25 -27 -28 28 -30 -31
leaf_value=-0.020861708447357401 0.00081527713163037088 0.010187272098303496 0.011667165306964346 -0.01245494345915267 0.020714936159765482 0.005959797348901074 -0.024611777056396073 0.01408150111176784 -0.030098550662367485 0.010021485076459138 0.017469929823210949 -0.029164694041642198 -0.018619579503947804 0.012979387414809565 -0.024492655103345667 0.0017477847966502285 -0.015963607887303499 0.020152309293499586 0.0098008946162403236 -0.010264938481299926 0.0087406177578481774 0.015518479693503576 -0.019129773392052383 0.0058390458438705587 -0.024792336742318285 0.0021605794007486354 0.020095837524862149 -0.030449985963588583 0.0030320591889183078 -0.018407817352743664
leaf_weight=2.1915868131909519 146.89662368164863 0.71770635992288578 0.39704464212991286 2.0211583130294448 2.5260802377015343 1.0671714805066588 2.5727140386588863 1.6988106667995451 1.5954621806740759 1.2755708615295591 1.9908180162310598 1.4998386199586091 3.3741705766879013 2.9184026494622213 2.281040801666677 5.4233261421322823 4.199498753994706 7.5743175595998791 6.7219258360564691 4.4545534551143637 8.3632887769490463 4.5557873100042334 3.6847526133060455 15.704624908976262 5.9390044659376127 3.9535848554223776 3.8312656916677943 2.3228780105710021 3.7656590016558766 2.3613763204775742
leaf_count=200 1810 8 8 44 13 25 97 10 23 15 8 28 81 17 37 31 28 37 37 25 37 19 22 83 43 21 15 22 31 25
internal_value=0.000274711 -0.0102156 -0.0158724 0.000410957 0.000513922 0.000300271 -0.0116897 -0.00406727 -0.0156465 0.0076996 0.000801521 -0.0111548 0.000649122 -0.00509658 -0.00080119 -0.00602125 0.00100762 0.00452713 0.00970552 -0.00233083 0.00213566 0.00441714 -0.000442754 0.000254215 -0.00335525 -0.0140206 0.00100129 0.00148607 -0.0097419 0.000511153
internal_weight=257.88 3.30634 2.58863 254.574 252.553 245.26 6.93416 4.36144 2.66263 7.29231 4.76623 2.77541 238.326 13.9969 10.6228 7.70437 224.329 39.5541 22.5368 17.0173 12.8178 14.9625 10.4067 184.775 31.6858 9.89259 153.089 21.7932 6.08854 149.258
internal_count=2900 216 208 2684 2640 2576 155 58 48 64 51 43 2421 166 85 68 2255 205 115 90 62 78 59 2050 200 64 1850 136 53 1835
is_linear=0
shrinkage=0.0198508


Tree=233
num_leaves=31
num_cat=0
split_feature=6 6 10 0 6 0 9 0 2 23 22 16 16 10 20 3 18 18 21 15 20 16 20 21 23 3 23 23 5 16
split_gain=3.23074 4.32894 2.91395 4.11292 3.87685 4.41203 3.86967 3.30617 3.25627 2.9774 2.86951 2.66883 2.88344 6.03074 6.97358 5.8714 3.9935 3.57201 2.65563 2.43876 2.3892 4.37162 4.19656 3.52424 3.50216 2.43761 2.31193 4.4882 4.03143 4.2639
threshold=13.665319288000001 13.775321858200002 70.182199495350019 96.055920542800024 14.755344756250002 94.614906984850009 206.50942114985003 87.181320254150009 317.41815758785003 -0.087385000000000004 -0.02852 22.634947069650003 19.214955067100004 66.697957758300021 38.175120519550006 89.227236891450005 13.713893333650001 14.117867417450002 4.3636502323000004 23.969938375100003 47.001379125850008 21.979948601300006 39.56957118270001 12.260331702700002 0.11614000000000002 112.71898403535002 -0.21013499999999999 -0.22831499999999999 15.299679811400003 18.844955932300003
decision_type=2 2 2 2 2 2 2 2 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 7 4 9 -6 19 8 20 -4 -8 12 -9 15 -15 -14 18 -18 -17 -5 21 23 -23 25 -24 -3 27 -1 -28 -30
right_child=1 2 3 6 5 -7 10 11 -10 -11 -12 -13 13 14 -16 16 17 -19 -20 -21 -22 22 24 -25 -26 -27 28 -29 29 -31
leaf_value=-0.0007250951490510117 0.0033942408591605363 -0.003833131142196345 0.0011786456219581754 -8.5108732825418647e-05 -0.0035607707360257907 0.0028226258015315651 -0.0034279116026432522 0.0025382648738795075 -0.0036592021280386325 -0.004883701991544631 0.0017273412237007204 0.003323965123521747 0.0035475244853825456 0.00077392501306561658 -0.0049305877227433315 -0.0001610820578978042 -0.0038734229494769377 0.00055589376645979755 0.0034699833077341717 0.0035043857311386965 0.0023975123877333299 0.0022490329138441017 0.00024395238200346128 0.0025512985316829655 -0.0028822428042582886 0.0038200238998486805 -0.00029028459812032359 0.0035755017590711324 -0.0042470770911014061 0.00042484102390306808
leaf_weight=10.063587432261558 7.5164323262870303 8.553926315158602 1.5124034434556932 5.2528284415602702 2.9651007396168998 3.8924396112561226 4.9709413405507812 13.705228404141961 3.4297466818243256 7.5232807910069832 2.5337147042155248 8.2258562929928285 12.301129557192324 7.5185091737657768 5.9807409271597862 6.011072479188444 5.2704572156071645 6.1120567545294762 6.5340052098035812 6.6882135607302189 7.4454716369509688 15.370545648038386 65.856729720719159 1.9715220434591163 6.084729383699595 0.69983127713203508 53.780973273795098 6.0334592415019861 9.1035650111734849 4.5562663450837126
leaf_count=174 34 276 12 27 38 18 54 61 48 120 13 37 43 35 51 28 31 26 21 23 35 72 384 21 53 5 938 35 162 25
internal_value=0.000206024 0.000452867 0.000350706 -0.000684864 -0.00217263 6.2538e-05 0.000531103 0.000552814 0.000121673 -0.00386898 -0.0016874 0.0012111 0.000937109 0.000495824 -0.00175342 0.00133392 0.000195906 -0.00149502 0.00173013 0.00192538 0.000244027 8.13103e-05 0.000379067 -0.00223469 -2.04578e-05 -0.00325435 -0.00045565 0.000886845 -0.000776083 -0.00268875
internal_weight=307.465 223.927 216.41 35.3389 15.8932 6.85754 19.4457 181.072 109.413 9.03568 7.50466 71.6591 63.4332 49.728 13.4993 36.2287 23.9276 11.3825 12.5451 11.941 105.983 98.5373 87.312 11.2253 71.9415 9.25376 83.5379 16.097 67.4408 13.6598
internal_count=2900 1566 1532 305 188 56 117 1227 894 132 67 333 296 235 86 149 106 57 49 50 846 811 509 302 437 281 1334 209 1125 187
is_linear=0
shrinkage=0.00394257


Tree=234
num_leaves=31
num_cat=0
split_feature=16 20 15 2 0 16 20 21 2 21 18 9 2 3 21 16 16 5 17 5 23 16 8 9 18 20 20 5 13 21
split_gain=3.84101 3.29502 3.11742 3.01995 2.87296 3.95547 3.35201 3.73974 3.42965 4.04467 3.22616 5.63219 3.70695 3.43966 5.00895 6.88632 6.673 4.50021 4.33104 3.11315 2.90005 2.66309 2.40856 7.91669 3.9279 4.62252 2.65703 2.51519 2.39617 2.38076
threshold=18.594956516900002 37.572218886150004 30.046989284200006 313.37633693555006 86.530713386650021 22.614947116400003 42.131954243650007 0.39820604590000008 101.14502893930002 3.4240268213500005 13.5538556217 196.26893085885004 101.14502893930002 83.511574906150017 5.7087410616000005 22.399947619200002 19.734953851100002 21.269675393700002 200.83528241485001 22.852794041600003 0.10211000000000002 22.614947116400003 9.5425530862500008 201.78065190905002 12.903279561150002 39.646013290900008 40.166811829450005 23.803605515150004 116.55003687120002 3.2821610579500002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 3 29 -1 6 10 22 -8 21 -10 -6 12 -12 -13 15 16 -15 18 -16 -11 28 -9 23 24 25 -2 -25 -26 -21 -3
right_child=4 2 -4 -5 5 -7 7 8 9 19 11 13 -14 14 17 -17 -18 -19 -20 20 -22 -23 -24 26 27 -27 -28 -29 -30 -31
leaf_value=-0.0027047700375414652 0.0011695766554835508 0.00086928725931763383 -0.002982860002218978 0.0021073988919727954 0.0018622966268754537 0.0023182016798572909 0.0040453970229320487 0.0022854979400869623 0.00096086471234123436 -0.0052612148144845399 -0.0002896900402206668 0.0030334128626477871 -0.0043198522785881264 -0.0022372108863753506 0.0019367089185556025 -0.0043359223268104562 0.001960739724317049 0.0035267664595574578 -0.0020018489801886374 8.0935985912742078e-06 0.0014663813031094979 -0.0012814483516373706 0.0027606842432414125 -0.0056690856618169111 0.0022436816390625247 -0.0038065783497032691 -0.00130362018740204 -0.00010641451336140619 -0.003757268901993471 -0.00033187059114519096
leaf_weight=11.648382152430711 5.68147408030927 31.9354636548087 4.7261782195419064 2.034693685360252 20.117981158196926 21.360892497003078 1.9884907975792874 5.7908007353544217 5.1890941131860044 4.6468285620212582 7.0348727256059629 7.2376763150095931 5.3265522345900536 8.6128971260041052 9.0028605721890944 5.6167201399803153 12.087643720209597 9.3175590261816961 6.3057346642017356 3.161218121647833 2.8445417257025829 5.3471367135643959 6.129062019288539 3.0869049653410903 22.6954554989934 4.3993541542440653 4.6283243969082832 8.2465394325554353 7.7428162647411227 69.862899152096361
leaf_count=337 39 326 105 27 76 86 6 20 29 42 36 25 53 61 35 38 46 28 39 20 27 29 24 25 76 32 33 66 120 994
internal_value=0.000210935 -0.000305639 -8.93867e-05 -0.00198919 0.000515927 0.000907357 3.71176e-05 -0.000815289 -0.00109365 -0.00188077 0.000574942 0.000207802 -0.00202629 0.000682467 0.000348462 -0.000756986 0.000214094 0.00152982 0.000314385 -0.00268236 -0.00181074 0.000573067 0.000607452 0.000336672 0.000973659 -0.00100206 -0.00305027 0.00161734 -0.00266564 4.49482e-05
internal_weight=323.807 120.208 106.525 13.6831 203.599 112.021 91.578 36.7109 34.7224 23.5845 90.6605 70.5425 12.3614 58.1811 50.9434 26.3173 20.7005 24.6262 15.3086 18.3954 13.7486 11.1379 54.8671 48.7381 41.0228 10.0808 7.71523 30.942 10.904 101.798
internal_count=2900 1789 1425 364 1111 523 588 293 287 238 437 361 89 272 247 145 107 102 74 209 167 49 295 271 213 71 58 142 140 1320
is_linear=0
shrinkage=0.00364444


Tree=235
num_leaves=31
num_cat=0
split_feature=6 6 0 0 2 19 0 16 6 5 20 17 9 17 23 6 16 15 16 10 20 5 20 23 21 6 0 6 17 13
split_gain=3.77955 5.55801 3.50057 4.58074 5.22679 4.14265 3.97309 4.50529 3.74263 6.54854 6.27828 3.72918 3.48315 3.09347 3.01863 2.83106 3.38841 6.23068 3.21746 5.42636 6.26574 2.28473 2.43718 5.34643 2.99718 3.00688 3.19243 2.86001 3.72221 2.16582
threshold=13.665319288000001 13.775321858200002 93.972365491700018 86.530713386650021 317.41815758785003 12.851036860900001 94.776214472700005 18.714956236300004 16.455384477450004 22.443872254700004 40.823855932350007 192.00356210945003 206.08249486475003 197.05557773135004 0.12064000000000002 16.245379570700006 22.654947022900004 42.133814420300006 19.214955067100004 65.727424373200009 38.994321257850011 20.361635946650004 47.001379125850008 0.070195000000000021 13.040554425100002 20.305474434200004 86.162394622750014 16.375382608200002 192.15389660515004 73.376087754350024
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=29 -2 3 4 14 12 -7 11 15 10 -10 -8 -4 -14 21 16 17 18 -5 -20 -21 -3 23 24 25 26 -23 28 -25 -1
right_child=1 2 5 8 -6 6 7 -9 9 -11 -12 -13 13 -15 -16 -17 -18 -19 19 20 -22 22 -24 27 -26 -27 -28 -29 -30 -31
leaf_value=-0.003957596812932067 0.0032978141138477607 0.0028171668719891327 0.0018515187197832008 0.0027078673265326725 -0.0047218265883453387 -0.0036925366010225392 0.00027946154412122556 0.0016320826487774527 9.9477014437211338e-05 0.0028180680958343426 -0.0058774674519628317 -0.0044505505105453969 -0.0047969906794039178 0.00091889147472777881 -0.0021489746365193664 0.0024990669465090624 0.0036695025655871403 -0.0031467121148528814 0.0019133623740927345 0.00041631180770231063 -0.005012618909195226 -0.0043880397278543617 0.0021399633334422325 -0.0051207239744039531 0.00043511199837350509 0.0030574630699321554 0.0027241877674664444 0.0007045523706094291 0.00078600098800825423 -0.00033161347814935309
leaf_weight=2.146965365856885 8.3865711800754053 4.4754844084382048 11.206419643014671 11.650293907150624 2.8724125884473315 7.6859684046357897 3.9320264719426614 6.7313967887312165 5.5982252359390241 4.8641918450593939 3.7190846353769302 4.5972559191286564 2.2734697461128226 2.5590274147689342 6.6925182687118641 23.079251725226641 5.3511875346302977 4.8546302244067183 15.254635006189348 8.8709641769528371 3.8876884281635276 8.058857815340156 7.517940209247171 2.5687024923972777 4.6139524918980888 0.92978399246931154 0.89120326936245042 56.674757404252887 2.8744928576052189 85.739945390727371
leaf_count=145 34 17 51 51 44 89 29 33 26 18 30 64 27 13 55 84 21 36 57 38 35 234 35 40 35 3 4 345 18 1189
internal_value=0.000209797 0.000447762 0.000341192 0.000545525 1.73461e-05 -0.000630014 -0.0016018 -0.000548814 0.00114063 -0.000535506 -0.00228627 -0.00227 0.00076031 -0.00177017 0.000160192 0.00146647 0.000988597 0.000666347 0.00113305 0.000478103 -0.00123794 0.000334608 0.000202542 1.24218e-05 -0.00193769 -0.0030458 -0.00367984 0.000467434 -0.00200145 -0.000420192
internal_weight=320.559 232.672 224.286 185.3 98.1701 38.9856 22.9466 15.2607 87.1302 14.1815 9.31731 8.52928 16.0389 4.8325 95.2977 72.9487 49.8694 44.5182 39.6636 28.0133 12.7587 88.6052 84.1297 76.6118 14.4938 9.87985 8.95006 62.118 5.4432 87.8869
internal_count=2900 1566 1532 1226 830 306 215 126 396 74 56 93 91 40 786 322 238 217 181 130 73 731 714 679 276 241 238 403 58 1334
is_linear=0
shrinkage=0.0035658


Tree=236
num_leaves=31
num_cat=0
split_feature=16 20 5 15 16 16 20 23 6 18 21 13 10 7 23 12 22 9 13 7 0 20 10 18 8 5 23 4 20 23
split_gain=5.83862 4.33669 3.8187 3.26213 3.77875 4.42107 4.24779 4.17671 3.4471 3.12997 3.1094 4.20179 3.49721 3.24282 3.07499 2.84411 3.23132 6.17855 2.83543 2.82431 3.07713 2.79681 2.73216 2.5448 2.34151 7.72794 2.19225 2.43782 2.07439 2.05907
threshold=18.594956516900002 38.238138001450004 23.803605515150004 28.452330424200003 13.534968349350001 15.919962772200003 41.395309858300003 0.07968500000000002 11.060258421150001 13.849588037450003 11.790993765850002 116.59305220125002 61.917879202350001 23.282607548150004 0.070195000000000021 207.71672397260002 0.06041500000000001 205.88909726980003 99.962250206350021 19.468732114900003 80.828493691950015 40.036761086100007 80.677940036650014 14.025183600500002 8.7431769115000026 30.133297129900004 -0.22588499999999997 351.06419557740008 44.710446918150005 0.094165000000000013
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 26 -2 4 7 8 21 9 22 -3 11 -4 14 -12 -13 16 17 -10 -8 20 -20 -7 -6 -5 -16 -26 27 -1 -24 -28
right_child=2 3 10 23 5 6 18 -9 15 -11 13 12 -14 -15 24 -17 -18 -19 19 -21 -22 -23 28 -25 25 -27 29 -29 -30 -31
leaf_value=-0.0015805991796604829 0.00057921502746322842 -0.0027265116550027851 0.0016165862324436847 0.00061149156506130724 -0.0021696281355168788 -0.0011693398772200992 0.0004726760200888073 -0.0019797944159615426 0.00099512081188083226 0.00029863944513090204 -0.0031016376310464117 -0.0019377813193672986 -0.0015408646953390653 0.00020500703805524157 0.0016908744150880021 0.0021399383540809738 0.0024874246176399724 -0.0026400797340308392 -0.0025301572808909944 -0.0024120718183498558 0.0028133027653228565 0.001450464421879766 -0.0012987988641777004 -0.0024099208307604065 -0.0033295901970855067 0.0019816126896246671 -0.0027020969575531732 0.0019310637155481648 0.0014737392533129099 -0.00082261167820737362
leaf_weight=2.3644343172200051 170.34929658286273 2.2213409449905219 7.7669041324406853 2.259758334606885 3.2657772758975607 3.2534197531640556 4.3892903979867723 9.3717064731754345 11.535421530716123 17.834870772436261 4.025515883229672 2.9847475960850778 9.7125645671039802 2.9816754870116711 7.2547180559486133 12.562624111771582 4.3892961274832478 3.5256783720105878 1.1129843280650669 9.1722379559650999 1.4121825769543646 8.5084916502237302 2.399794771336019 5.599192219786346 2.7725680693984032 3.6853391155600548 7.0944782905280572 2.2078724023886025 4.4461448397487402 6.4066756246611476
leaf_count=68 760 56 35 28 52 31 41 282 63 248 62 60 101 16 33 51 17 28 61 171 4 51 37 103 31 13 231 16 34 116
internal_value=0.000176912 -0.00023412 0.000420449 -5.06182e-05 6.72272e-05 0.000371096 -0.000371853 -0.000655309 0.000862259 -3.64135e-05 -0.000236254 6.27487e-05 -0.00039422 -0.00169461 0.000272763 0.00124863 0.000672948 0.000144151 -0.00117442 -0.00179247 0.000458137 0.00072581 -0.000360959 -0.00154115 0.00075392 -0.000298642 -0.00132315 0.00011511 0.000501846 -0.00181023
internal_weight=336.867 125.334 211.533 107.26 99.4013 69.9733 27.8486 29.4279 42.1247 20.0562 41.184 34.1768 26.4099 7.00719 16.6974 32.013 19.4504 15.0611 16.0867 11.6974 2.52517 11.7619 10.1117 7.85895 13.7126 6.45791 18.0735 4.57231 6.84594 13.5012
internal_count=2900 1789 1111 1358 1227 641 359 586 282 304 351 273 238 78 137 159 108 91 277 236 65 82 123 131 77 44 431 84 71 347
is_linear=0
shrinkage=0.00240323


Tree=237
num_leaves=31
num_cat=0
split_feature=16 16 10 16 20 18 10 20 22 0 7 22 20 2 23 8 0 21 23 21 2 15 16 18 19 21 23 22 22 6
split_gain=4.07764 5.71956 7.52244 5.56687 5.55142 3.95134 4.20966 4.32291 3.98496 5.1035 5.10309 8.71633 4.63277 3.73755 3.89812 3.77896 3.37539 3.46094 3.19343 3.74252 4.55834 3.16119 3.3238 3.08612 3.07199 3.05242 3.00733 2.87666 8.94266 3.26578
threshold=20.394952307700002 20.674951653000004 65.727424373200009 19.974953289850003 38.441102963850007 14.643918747750002 63.910026677050006 42.178283198950005 -0.069554999999999992 86.345209775600011 22.892948161350002 -0.14581999999999998 41.261521012900012 330.71431012540006 0.25847000000000003 2.8477776226000002 86.20003303655001 5.4279412736500001 0.10575500000000003 1.8462237188500004 101.14502893930002 38.567335632300008 11.934972090850001 12.993406580100002 14.451165964200003 3.2025200283000004 0.10133000000000002 -0.24103499999999997 -0.59309999999999985 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=3 -2 4 13 -3 6 7 8 10 -10 12 -12 23 14 21 -15 18 25 19 -9 -21 22 -1 -6 -13 -18 -22 28 -24 -29
right_child=1 2 -4 -5 5 -7 -8 16 9 -11 11 24 -14 15 -16 -17 17 -19 -20 20 26 -23 27 -25 -26 -27 -28 29 -30 -31
leaf_value=-0.0011702580174846899 0.0029442381199746817 0.0022094964374889461 -0.0035161138306249768 -0.0040153686121563109 -0.0026668375521235171 0.00337493522374069 -0.0029934177912606446 0.0029634493552771167 0.00042203219450263023 0.0030073963622362088 0.0016925834207322803 -0.0049620104577094929 0.0030193635451669252 0.00012778275578313099 -0.0042300511523651278 -0.0041204348129012186 0.00047479783612478112 0.0016355171398239547 -0.004593395102395501 0.00038321105486634048 -0.0038734444883469273 -0.0037324502701958145 0.0014957001618056509 0.0014763390854752936 -0.00099892239337340911 -0.0036107735853960366 0.0012208179937634519 0.00068657063181495155 -0.0031161881140640275 -0.0023009180748821021
leaf_weight=17.60548191703856 10.982700997963546 20.161974955350161 5.2335252724587908 4.0734623260796061 3.9094024524092692 4.5443332493305197 4.5062805339694014 2.4770274907350602 18.156787080690265 16.3198576644063 6.2268832772970137 5.7197905108332669 8.5381241440772992 4.5042801471427065 2.3301445813849559 4.9443192738108337 5.1862637549638766 12.132971115410326 3.0293924193829289 8.244753601029517 7.8847779808565956 2.3349558413028708 9.3715449697338062 4.1956020444631577 3.5795654952526093 3.4131854400038719 1.5630203671753404 112.09727112343535 9.5614004256203753 4.2760009774938217
leaf_count=540 43 76 36 33 25 16 29 9 90 61 27 46 26 76 39 89 21 44 38 35 109 31 64 20 19 23 8 914 165 148
internal_value=0.000217526 0.000609824 0.000433038 -0.000140167 0.000580888 0.000306404 0.000185237 0.000314774 0.000853363 0.00164584 4.04863e-06 -0.00137946 0.00129471 -4.56578e-05 7.72396e-05 -0.00209525 -0.000502292 0.000481462 -0.00138145 -0.00089903 -0.00143979 0.000141889 0.00020105 -0.000522098 -0.00343651 -0.0011468 -0.00303066 0.000379479 -0.000833367 0.000576799
internal_weight=327.105 156.006 145.024 171.099 139.79 119.628 115.084 110.577 66.646 34.4766 32.1694 15.5262 16.6431 167.025 157.577 9.4486 43.9314 20.7324 23.199 20.1696 17.6926 155.247 152.912 8.105 9.29936 8.59945 9.4478 135.306 18.9329 116.373
internal_count=2900 801 758 2099 722 646 630 601 314 151 163 92 71 2066 1901 165 287 88 199 161 152 1862 1831 45 65 44 117 1291 229 1062
is_linear=0
shrinkage=0.00335508


Tree=238
num_leaves=31
num_cat=0
split_feature=16 20 15 17 5 0 22 19 20 16 22 19 9 9 16 22 5 21 7 5 17 20 23 2 21 22 23 20 20 6
split_gain=5.50626 4.40984 3.17223 3.11527 2.81514 3.67974 3.20651 3.14568 4.46182 3.6566 3.56533 3.49073 3.44724 3.63753 3.27297 2.81504 2.73399 3.27475 3.5388 3.07998 2.95221 5.8876 2.67138 2.40632 2.37001 4.09126 2.35269 3.29099 2.32667 2.276
threshold=18.594956516900002 38.238138001450004 30.046989284200006 166.83257850275001 11.848158554650002 103.82556453975 -0.50001499999999999 13.051052998800001 41.322103772800006 13.534968349350001 0.06041500000000001 10.650859343850001 206.08249486475003 216.74970536510003 15.379964034950001 -0.21094499999999999 23.721757872050002 11.790993765850002 23.282607548150004 29.040033326300005 199.01194954300004 38.115457128050004 -0.22125500000000001 313.37633693555006 16.589865017350004 -0.088944999999999996 0.093760000000000024 41.840895355800008 42.406961525800007 16.505385645700006
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 23 3 22 5 6 -5 9 -9 11 12 -6 26 14 -14 -7 -2 19 -19 20 21 -18 -3 -1 25 -17 -11 -28 -27 -23
right_child=16 2 -4 4 7 15 -8 8 -10 10 -12 -13 13 -15 -16 24 17 18 -20 -21 -22 29 -24 -25 -26 28 27 -29 -30 -31
leaf_value=-0.0022059888988385031 0.00076971058410385746 0.00026417625463037784 -0.0027473089525106762 0.0020815009776458701 0.0011974803645712464 -0.0037224047164492852 -0.0038182590442684687 0.0010053062795807675 -0.0031715764780987053 0.0020158401223430308 0.0033052478632778284 -0.0022196610379316968 -0.0052237869548980888 0.0021229442218789066 -0.00044262438478496531 -0.0035880736783944463 0.0018565861569829361 -0.0042987722744171324 0.00054752027396408245 0.0017476706977897242 0.0013832655656965172 -0.001360336518007851 -0.0037194525448528836 0.0013176524559336668 0.0022790728990990054 -0.0022340496169740783 -0.0019016811956720106 0.0024740528868126225 0.0017853089005608676 -0.0044000131381085146
leaf_weight=16.860746435355399 164.5792076215148 3.2978795943781734 4.5753871155902734 1.2361702937632797 6.0306314416229707 1.9623384419828678 5.7166297677904394 5.764783523976801 5.5268264412879944 21.909810893237594 8.1009617261588556 7.2796383071690798 2.4606392681598646 3.2219512090086937 4.4123117830604315 3.1735629914328518 4.9317957349121633 4.0035684164613476 2.842781376093626 10.301160447299479 6.9906070791184893 7.452920423820613 4.2516593951731911 2.448849987704306 5.4914156319573513 2.0925073265097982 4.6181560903787604 3.2175988852977753 6.6032072301022708 4.2776515875011683
leaf_count=395 753 60 101 7 45 66 146 36 79 109 30 112 21 17 36 112 36 63 16 71 33 79 153 36 35 68 35 13 77 60
internal_value=0.000240083 -0.000294146 -3.91705e-05 7.73185e-05 0.000234437 -0.000697095 -0.00276931 0.000571846 -0.00103912 0.000868825 0.00129645 -0.000671419 0.000887994 -0.000789193 -0.00215437 4.85297e-05 0.000578896 -0.000190805 -0.00228647 0.000231754 -0.000428446 -0.00118854 -0.00197928 -0.00175912 0.000474771 -0.000360003 0.00145719 -0.000104872 0.000818104 -0.00246878
internal_weight=335.633 130.254 110.944 106.369 98.8191 26.2758 6.9528 72.5433 11.2916 61.2517 47.9414 13.3103 39.8405 10.0949 6.87295 19.323 205.38 40.8005 6.84635 33.9541 23.653 16.6624 7.54954 19.3096 17.3607 11.8693 29.7456 7.83575 8.69571 11.7306
internal_count=2900 1789 1358 1257 1044 511 153 533 115 418 261 157 231 74 57 358 1111 358 79 279 208 175 213 431 292 257 157 48 145 139
is_linear=0
shrinkage=0.0033216


Tree=239
num_leaves=31
num_cat=0
split_feature=8 22 9 13 12 18 9 2 18 14 0 9 19 16 13 23 0 10 23 23 23 9 0 15 5 10 10 16 13 3
split_gain=1.1555 1.51688 1.37348 1.85068 2.37447 1.93317 2.08485 2.31043 1.57721 1.98982 1.86549 3.12606 1.88542 2.18382 2.42143 1.76497 1.66049 4.08429 4.63912 2.20298 3.53934 3.38941 1.81967 1.77081 1.73523 1.34254 2.90578 1.74423 5.01741 5.49919
threshold=1.7486353823000003 -0.156745 44.114531459200009 95.870416931800023 225.59153217100001 14.708525021850003 72.638117411050018 206.09225218925002 17.327266398450003 342.58502326785009 98.615332683000005 191.40721473735002 12.551012654050002 14.184966829400002 99.381543250150017 0.11467000000000002 96.055920542800024 71.090898343450007 -0.085699999999999998 0.088990000000000027 0.076825000000000018 208.47660979520001 97.483491810050012 19.215947067900004 15.821180766350002 70.865067860500019 70.343506983200015 19.214955067100004 112.82921081865001 89.227236891450005
decision_type=2 2 2 2 2 2 2 2 2 2 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 -8 10 -10 16 -12 13 -13 -15 -16 17 23 -19 20 -18 22 -21 -5 -24 26 27 -25 -29 -30
right_child=2 -3 3 8 5 6 7 -9 9 -11 11 12 -14 14 15 -17 19 18 -20 21 -22 -23 24 25 -26 -27 -28 28 29 -31
leaf_value=0.0022522056287224111 0.01578481248888907 -0.014621525846886266 -0.025418989204718967 -0.015052815706040938 -0.029529020984557973 0.014879173722557544 0.030815269504013081 -0.025666271090072766 0.019489153373375975 -0.0053027088164911002 0.010971769903846251 -0.02070492467577208 -0.023937598907344732 0.023046352098030052 -0.024507334148449661 0.0074717071424243225 -0.0045685744757250155 0.0094356357620935093 -0.024825929929850766 0.01978134551320242 0.021156520406149324 -0.02132801770031292 0.012578240644836427 0.007951315482898888 -0.014750553149321074 0.018516066419864939 -0.022182566836014928 -0.01275669658140938 0.017629780109078366 0.00084735829723804037
leaf_weight=5.6561815903987736 3.415838952176272 6.2740985613781941 3.3482149587944132 3.5587193998508146 1.1468249629251657 3.7478927592746913 0.51650822162628207 1.8624418766703454 5.4869198687374574 2.6955391112715006 4.4080501738935736 3.4393289182335121 4.7570900581777087 2.1434182375669479 1.8991386685520413 1.9561262419447301 4.2955436343327191 3.2338838987052441 6.9459286089986545 3.6799391061067563 9.7955431975424272 3.1908343806862822 2.4444209318608046 23.14787205378525 2.7640462890267372 2.6371409725397816 2.8382265493273726 13.492904882878063 11.989290632307528 120.14506560983136
leaf_count=174 24 322 200 87 28 31 1 96 30 24 38 62 96 10 29 16 28 43 128 14 45 38 20 295 23 13 56 99 53 777
internal_value=0.000565847 -0.00662164 0.000902139 0.000700059 -0.00895255 -0.00137271 0.00389759 -0.0134032 0.00112559 0.011322 0.000767145 -0.00641018 -0.0118078 -0.00569403 0.00291243 -0.00828146 0.00139061 0.000614301 -0.0139418 0.00696707 0.0133145 -0.000437505 0.00706195 0.00144766 -0.00192469 0.00178465 0.00152754 0.00192626 0.000968566 0.00237012
internal_weight=266.913 11.9303 254.983 251.567 10.6219 7.27367 6.12684 2.37895 240.945 8.18246 232.763 18.6032 14.1951 9.43801 5.99868 3.85526 214.159 187.989 10.1798 26.1703 14.0911 12.0792 8.88841 177.809 5.20847 174.251 171.613 168.775 145.627 132.134
internal_count=2900 496 2404 2380 356 156 128 97 2024 54 1970 251 213 117 55 45 1719 1551 171 168 73 95 57 1380 43 1293 1280 1224 929 830
is_linear=0
shrinkage=0.0236291


Tree=240
num_leaves=31
num_cat=0
split_feature=16 20 15 2 20 22 22 6 2 9 8 9 20 18 7 0 18 21 23 10 0 6 0 3 6 22 17 17 20 7
split_gain=3.87533 3.82957 3.25712 3.10741 2.71332 3.28758 5.71166 5.63179 5.00579 7.58491 4.05795 3.93485 3.55002 2.94973 4.08044 3.05357 6.13455 2.9097 2.77896 2.6436 5.33135 2.65755 5.002 2.51433 3.80548 2.44421 3.12867 4.35696 3.44962 4.25542
threshold=18.594956516900002 37.572218886150004 30.046989284200006 313.37633693555006 41.621607100200002 -0.071129999999999985 -0.085734999999999992 14.815346158200002 122.26439358135001 201.44620319810005 8.9430209551500024 200.80358209610003 35.461062230100005 15.042884401850001 24.955394454050005 89.057864029250013 13.987466292050001 8.0764874338000023 0.088500000000000023 65.630639880500027 92.313586825200005 14.855347092800002 94.964406541850011 93.620177476600006 16.555386813950005 0.0023400000000000005 199.88268747760003 195.76335783930003 42.178283198950005 23.368583030350006
decision_type=2 2 2 2 2 2 2 2 2 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 -9 12 19 -8 -10 14 15 16 25 -17 -14 23 -21 22 -22 -7 -25 26 27 28 -6 -30
right_child=4 2 -4 -5 13 10 11 8 9 -11 -12 -13 18 -15 -16 17 -18 -19 -20 20 21 -23 -24 24 -26 -27 -28 -29 29 -31
leaf_value=-0.00286962903073802 -0.0035225316108022618 6.3483527126772409e-05 -0.0030701471731577877 0.0020170636442428036 0.0020570817508277759 0.0031269207650379571 -0.00082662619922653849 0.0022810055649880429 0.00091806941374501067 0.0021763827990686447 -0.0016670887082424293 -0.0059467418922088452 -0.0070787867536666119 0.0027868699793439627 -0.004198573044640351 0.0029336221540096135 -0.0051864467082710468 -0.00073540255630802711 -0.002102629709775922 -0.0026935245837935401 -0.0022614427067996594 0.0030967590797765306 0.0029084436830020865 -0.0016574772475470647 0.0032150790170330265 -0.0027131927723845367 0.0033595512902930384 -0.0032234057187506336 -0.00086001727027251772 0.0026446982350237084
leaf_weight=12.057805660180746 3.8492652941495171 105.0611834009178 4.834372552111744 2.1340427212417117 11.622450388967989 23.192231677472591 7.4248276203870756 24.653846805915236 2.6585048753768223 8.6692972443997842 5.2217562124133101 2.9114620704203844 2.715667836368084 5.0541101172566405 3.3301001936197272 8.6258404627442342 3.4110870361328116 4.6273150444030753 3.6863749474287033 4.7619617879390743 5.0892960913479346 9.764408275485037 5.3476212248206139 4.4349580146372301 4.4989611301571131 4.4261844363063565 3.9766850359737864 5.4827584810554972 29.545682768337429 5.76997997611761
leaf_count=337 41 1320 105 27 47 89 40 98 20 36 32 28 27 22 21 30 28 30 21 29 33 31 19 26 18 54 15 40 213 23
internal_value=0.000210509 -0.000310019 -7.43668e-05 -0.00213481 0.000525968 0.000891175 0.000239685 0.000800513 0.00119313 -0.000319592 0.00148263 -0.00226883 -0.00270779 2.03802e-05 -0.000152627 2.125e-05 -0.000315334 0.00165259 -0.00421345 0.00177072 0.000859489 0.00169702 0.000387481 0.00247879 0.000796255 -4.21543e-05 0.000167474 -7.46795e-05 0.000293118 -0.000287406
internal_weight=328.84 124.087 109.896 14.1918 204.753 118.88 56.5692 46.233 42.3837 17.7298 62.3112 10.3363 9.06055 85.8722 80.8181 77.488 64.2348 13.2532 6.40204 57.0894 24.9633 20.2013 10.4369 32.1262 8.93392 60.8237 56.3976 52.4209 46.9381 35.3157
internal_count=2900 1789 1425 364 1111 588 311 243 202 104 277 68 68 523 501 480 420 60 48 245 112 83 52 133 44 392 338 323 283 236
is_linear=0
shrinkage=0.00373278


Tree=241
num_leaves=31
num_cat=0
split_feature=6 6 0 0 2 9 19 17 23 6 5 20 22 9 6 16 15 17 23 2 5 16 19 16 16 19 23 15 8 20
split_gain=4.36562 5.561 3.37808 5.79132 5.42045 4.04524 4.75567 3.55634 3.50552 3.44832 6.24955 6.40144 3.34828 3.6355 2.71005 3.12056 6.11048 2.86375 2.51958 5.3915 4.7367 5.0116 4.54477 3.39628 4.84068 4.20673 4.51405 3.43782 6.1417 2.99128
threshold=13.665319288000001 13.775321858200002 93.972365491700018 86.530713386650021 317.41815758785003 206.08249486475003 13.051052998800001 204.75389752000004 0.12064000000000002 16.455384477450004 22.443872254700004 40.823855932350007 -0.02852 216.18094582280003 16.245379570700006 22.654947022900004 42.133814420300006 205.10400128480003 -0.21013499999999999 185.83358638795002 15.299679811400003 18.844955932300003 10.250827068050002 9.6249774926000011 12.644970430600003 11.950964240300001 0.085715000000000027 23.304416445750004 7.2443465838000014 46.177190236600005
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=18 -2 3 4 8 6 -4 -8 -3 14 11 -11 13 -7 15 16 17 -5 19 -1 22 -22 -20 -24 -25 -26 -27 28 -28 -21
right_child=1 2 5 9 -6 12 7 -9 -10 10 -12 -13 -14 -15 -16 -17 -18 -19 20 29 21 -23 23 24 25 26 27 -29 -30 -31
leaf_value=-0.0040668657412689935 0.0034048820895745385 0.00032521623678554682 0.0016741951500379552 0.0016426777591128075 -0.0048832859736784332 -0.0051534159352854087 -0.0029448584187435297 0.001762970949529511 -0.0023715625508024438 0.00026996547646801066 0.0029240354713184684 -0.0059525960600716665 0.00037795874263883835 -0.00056463551635191312 0.0026174519768319689 0.0037513645981725819 -0.0031220889166357463 -0.0012373178691546113 -0.0039758961018939495 0.0024049831537540549 -0.0040704465489828099 0.00047922556432573182 0.0028086783800543875 -0.0033542851323619129 0.0017618826668756879 -0.0026092605087245264 0.0018712265546413146 0.0019583463489450835 -0.0040395112612118854 -0.001614667338373469
leaf_weight=2.6354596698656705 8.4587461538612825 91.55526176514104 14.317083247005941 34.911382356658578 2.9722992824390522 5.9333349745720607 7.3975164573639614 3.0325029976665974 6.9516179151833049 5.7154909297823888 5.0168275460600844 3.6193926334381104 4.7820079512894145 3.794111518189311 23.463946089148521 5.3615606054663649 4.7687924727797499 5.3352477271109811 4.1566752479411653 12.364502889569847 10.039424511604009 4.7954900413751593 5.2039707396179429 6.1009909277781835 14.217340763658283 10.350971537176521 4.5869229095987993 9.4595173397101444 4.845712598413229 3.1046381909400216
leaf_count=84 34 731 66 147 44 76 77 16 55 26 18 30 32 39 84 21 36 34 236 78 162 25 54 184 120 186 41 53 64 47
internal_value=0.000227452 0.000489704 0.000381991 0.000584321 -1.20766e-05 -0.000595586 0.000304325 -0.00157607 0.000134905 0.00127057 -0.000371553 -0.00214269 -0.00213046 -0.0033636 0.00158973 0.00111105 0.000796575 0.00126089 -0.000450257 0.000773583 -0.000750664 -0.00259973 -0.000285121 -4.9923e-06 -0.000300429 0.000128272 -0.000665952 0.000398783 -0.00116522 0.00159824
internal_weight=329.249 237.387 228.928 189.672 101.479 39.2566 24.7471 10.43 98.5069 88.1926 14.3517 9.33488 14.5095 9.72745 73.8409 50.377 45.0154 40.2466 91.8616 18.1046 73.757 14.8349 58.9221 54.7654 49.5615 43.4605 29.2431 18.8922 9.43264 15.4691
internal_count=2900 1566 1532 1226 830 306 159 93 786 396 74 56 147 115 322 238 217 181 1334 209 1125 187 938 702 648 464 344 158 105 125
is_linear=0
shrinkage=0.00366117


Tree=242
num_leaves=31
num_cat=0
split_feature=16 6 15 13 13 5 20 22 22 2 21 16 19 21 21 0 4 10 3 16 20 21 20 3 21 17 16 18 20 15
split_gain=6.23808 4.30522 3.71519 3.84114 3.76648 3.33953 5.14785 3.35615 6.32099 4.29555 4.7661 3.97199 3.38501 3.83372 3.02643 3.00169 4.50758 7.09036 4.13536 4.91255 6.50633 5.15454 6.23604 4.23502 4.07781 4.78329 3.88448 5.61096 4.17866 8.99363
threshold=18.594956516900002 15.675366252400002 32.540328261750005 108.61908538635001 107.97116697695002 10.293758831600002 44.710446918150005 -0.24103499999999997 -0.59511499999999995 178.89104431090001 7.080793571600001 12.644970430600003 12.651020723000002 1.9498618639500001 14.756414863600002 86.530713386650021 248.34582299520005 62.041548276350007 88.727183679150016 18.934955721800005 36.30367149775001 1.0000000180025095e-35 43.124157941850008 89.227236891450005 11.790993765850002 192.34053301495001 22.614947116400003 13.713893333650001 40.712530798250008 40.128253618400009
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 3 4 5 6 -1 8 -7 10 11 -9 -13 -14 -12 16 -2 24 19 -17 -21 -22 -23 -20 -18 -26 27 -25 -29 -30
right_child=15 -3 -4 -5 -6 7 -8 9 -10 -11 14 12 13 -15 -16 18 17 -19 23 20 21 22 -24 26 25 -27 -28 28 29 -31
leaf_value=-0.0031536324838689405 0.00070509275227993533 -0.002862576305089088 -0.0036553740541284225 0.0022780209907250475 -0.0039562556865185734 0.001069117729757204 -7.8802236211540516e-05 -0.0036037954795409802 -0.0028439276883423423 0.0011933591375528844 -0.0041379498372343809 0.0015677542841394854 -0.0039140245771521476 0.00063793070001412033 0.00014324789024959994 0.0015108464480094381 0.0005858122081356938 -0.0039136847122760669 0.0031455886024715318 0.0016929966622669396 0.0011917383438027726 -0.0039382553528450369 0.00051415279890092906 0.0014957984215128628 -0.004419976032711488 0.00093355249521296681 0.0021916814594114937 0.00092656636259690777 -0.0056773064046181029 0.00099698899543827963
leaf_weight=8.8903125287033635 59.353065267205238 6.5387211125344029 3.1220718733966342 6.7690496332943431 2.7550521902739993 7.7043919600546387 15.732958945911376 2.5034496337175396 9.7660406772047264 38.759542500600219 4.9202297171577802 15.510633755475284 2.9888050556182844 5.4503363706171513 2.650711752474308 18.467934764921665 22.410336581990126 6.1144228549674144 12.488084644079207 8.8754693847149628 5.105641886591914 10.566779777407644 4.7602948546409598 20.690315425395966 4.2191995568573466 2.9646285604685545 20.225324239581823 6.0517520532011977 4.5500256344676 3.92179836332798
leaf_count=392 298 197 66 29 34 56 275 69 147 280 73 80 41 33 17 84 150 72 39 36 22 91 25 75 53 15 79 23 35 14
internal_value=0.000238324 -0.000306391 -0.000175323 -8.79854e-05 -0.000224135 -0.000134629 -0.00118898 0.00015302 -0.00111829 0.000458176 -0.000379328 0.000267401 0.000672054 -0.000974189 -0.00263903 0.000584804 0.000159545 -0.000747238 0.000934196 0.000206082 -0.000616088 -0.0016191 -0.00255542 0.00144631 -9.30209e-05 -0.00221068 0.00106353 0.000415574 -0.00112331 -0.00258762
internal_weight=344.827 134.062 127.524 124.402 117.632 114.877 24.6233 90.2541 17.4704 72.7837 34.0242 26.4532 23.9498 8.43914 7.57094 210.765 95.0617 35.7086 115.703 47.7761 29.3082 20.4327 15.3271 67.9273 29.5942 7.18383 55.4392 35.2139 14.5236 8.47182
internal_count=2900 1789 1592 1526 1497 1463 667 796 203 593 313 223 154 74 90 1111 588 290 523 258 174 138 116 265 218 68 226 147 72 49
is_linear=0
shrinkage=0.00322997


Tree=243
num_leaves=31
num_cat=0
split_feature=6 6 0 9 15 0 9 9 2 0 2 16 9 7 18 18 18 13 6 15 3 3 5 20 23 21 6 9 16 0
split_gain=1.20619 3.51947 1.74306 2.96714 3.22778 3.98179 3.67208 2.77283 2.94257 2.3511 2.71231 2.35114 2.60691 2.70643 3.05761 2.57606 2.63732 2.47398 6.5812 4.80533 2.99948 2.08229 1.87545 1.88504 2.7049 2.84226 2.51073 2.86026 2.43962 2.70177
threshold=13.665319288000001 13.775321858200002 93.972365491700018 206.08249486475003 29.049007317550004 95.002044955650021 202.89977928865002 213.24207352880003 159.92742394165003 87.181320254150009 317.41815758785003 22.654947022900004 188.53841931785004 23.031046061850002 13.544020937350002 14.117867417450002 13.954623666350001 112.82921081865001 15.065351999550002 30.046989284200006 89.324021384150015 92.751805500450018 20.361635946650004 47.001379125850008 1.0000000180025095e-35 13.040554425100002 16.355382140900002 194.04304600165003 23.314945479550005 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=-1 -2 9 4 6 -6 -4 -5 -9 10 21 12 -11 -14 -15 16 -16 18 19 -17 -19 -3 -23 24 25 28 27 -26 29 -24
right_child=1 2 3 7 5 -7 -8 8 -10 11 -12 -13 13 14 15 17 -18 20 -20 -21 -22 22 23 -25 26 -27 -28 -29 -30 -31
leaf_value=-0.0018351727729491523 0.016634442998933945 -0.014382898690356348 -0.00054605495624501159 -0.021547081616010034 -0.026251027536950012 0.006692378733359837 0.021676042573284638 0.010169688793013583 -0.019502342269924439 0.017466927552465122 -0.018644212190058324 0.018026641422052618 -0.010871539333311876 0.019436857103204506 0.0009673023255054123 0.020226077535358246 -0.019267461955084875 0.0204113081870619 -0.022694724169812268 -0.0075772136024258767 0.0010571443403151915 0.01472969116337881 -0.025504818119670754 0.010882757520076173 -0.030652403350538947 0.0041208922838367069 0.0022785358047629481 0.00059132386637782087 0.016866479333519837 0.0037617012389842708
leaf_weight=66.814060410950333 6.1787113435566416 3.8604412944987407 9.8279385734349507 5.9735864074900729 3.3795349951833478 2.8692326229065657 4.62518062070012 3.5437968708574772 2.3515976276248693 5.2559670675545922 3.2603053366765371 5.2740473598241797 5.8785009309649459 4.8245069533586493 8.2100489586591703 6.0367412716150302 4.0772180110216132 7.6178259626030904 4.0394169073551884 4.6577449142932892 6.0977051556110382 4.0435862811282268 6.2770359078422171 6.7336000688374034 2.1632527741603544 4.6748198571149251 65.158189966809005 2.9014364741742611 0.87632913142442692 1.6941987909376619
leaf_count=1334 34 26 60 83 56 26 17 24 40 30 48 28 33 17 41 21 26 30 38 32 29 18 231 35 38 37 437 20 3 8
internal_value=0.000560697 0.00135174 0.000870421 -0.0034743 0.00122572 -0.0111245 0.0065653 -0.0116721 -0.00166611 0.00173534 -0.000189622 0.00489267 0.00367089 0.00226125 0.0039557 0.00212225 -0.00574709 0.005521 -0.000330298 0.00811697 0.0118068 0.000421944 0.0010266 0.000414192 -0.000427541 -0.00885026 0.00119437 -0.0127536 -0.0157039 -0.0192845
internal_weight=269.177 202.362 196.184 32.5709 20.7019 6.24877 14.4531 11.869 5.89539 163.613 101.643 61.9697 56.6957 51.4397 45.5612 40.7367 12.2873 28.4494 14.7339 10.6945 13.7155 98.3829 94.5224 90.4789 83.7453 13.5224 70.2229 5.06469 8.84756 7.97123
internal_count=2900 1566 1532 306 159 82 77 147 64 1226 901 325 297 267 234 217 67 150 91 53 59 853 827 809 774 279 495 58 242 239
is_linear=0
shrinkage=0.0205657


Tree=244
num_leaves=31
num_cat=0
split_feature=10 19 20 18 6 6 22 22 6 21 22 16 15 15 0 22 0 16 15 21 18 9 17 10 3 22 21 9 5 2
split_gain=1.10877 1.24043 1.36478 1.18826 2.12551 3.50595 2.34092 3.7683 3.2733 1.94864 3.75475 1.80869 1.95781 1.94119 4.1507 2.0952 1.72199 1.56526 3.46804 1.54265 1.48424 1.47706 2.0526 1.43804 2.94241 2.97641 2.46139 2.27318 2.09144 1.92546
threshold=90.988176966900014 10.850875481800001 48.315732392000008 17.327266398450003 13.665319288000001 13.775321858200002 -0.15818499999999999 -0.053019999999999991 12.595294287050001 3.3559787654000002 -0.24103499999999997 12.294971249000001 17.382777826050003 32.188927121800006 101.99741301110002 0.68694500000000025 89.665455566700004 17.654958715000003 23.214301336750001 2.4018027644000006 17.454031341500002 212.89864875025003 199.30127897920002 70.182199495350019 84.968719212850019 -0.14581999999999998 6.9984086918000008 204.17620834730005 17.671168838450004 104.42372959990001
decision_type=2 2 2 2 2 2 2 2 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 6 -6 8 -8 9 -1 -11 -9 -13 14 15 -14 -10 18 20 -16 -5 -22 -23 28 25 -25 29 -28 -7 -27
right_child=1 2 -4 17 5 23 7 11 16 10 -12 12 13 -15 19 -17 -18 -19 -20 -21 21 22 -24 24 -26 26 27 -29 -30 -31
leaf_value=0.020410345735766042 -0.028454517093210542 -0.028087294390017101 0.026460330040218524 0.029293282914251369 0.022937370965795151 0.019844861994055725 -0.022076280606790826 -0.030390800098825312 0.011641474020886963 -0.022089886917559472 0.012903491655195302 0.01943637284653554 -0.032906741843743398 0.016146327051023982 -0.009957674761288754 0.0089503840444535594 -0.031684470377350206 0.030787301158755304 -0.034468330236796005 0.022160158301285194 0.012493884034099382 0.019511593319102346 -0.032416965062026432 -0.027950683055669844 -0.024179942868654544 -0.0021173546437201944 0.0024858020651623309 -0.034303473634199916 0.0015653077348792993 0.016403412135874446
leaf_weight=5.9968022676184836 2.0478989483090113 0.57499418896622934 0.87236346676945686 2.4215029301121822 5.7192094586789599 4.8757543861865988 11.237772118998693 1.5392814069055045 0.92688405513763372 3.5636054421775079 6.6216156999580509 3.3811404127627638 4.7251558415591699 2.8573850467801085 1.847737982869148 1.1172029972076414 2.7482429295778275 2.0620685666799536 1.4845180986449111 2.9085534606128931 5.6664431733079237 0.91801438573747907 1.5398074295371769 2.6930769216269317 4.7965507814660659 8.0155265312641912 2.8251066580414763 2.303896714001894 157.34945782856084 9.0071316240355355
leaf_count=69 249 64 6 13 33 19 266 73 11 82 62 22 123 15 38 9 58 8 22 18 84 8 37 30 82 53 26 41 1208 71
internal_value=0.000690896 -0.0146882 0.0047901 0.000896732 0.000453898 0.00172966 -0.00464142 -0.00953765 0.00266064 0.00797917 0.000660007 -0.00186989 0.000737542 -0.00396097 -0.00938188 -0.0249026 -0.0207575 0.00866018 0.00486745 0.00968293 0.0104047 0.00477482 -0.0130213 0.00109749 -0.00446967 -0.000664381 0.00265294 -0.0140396 0.00211471 0.00768247
internal_weight=264.645 3.49526 1.44736 261.149 247.057 197.586 49.4714 29.6142 19.8572 16.182 10.1852 18.3765 16.8372 13.456 10.5987 5.84236 3.67513 14.0924 12.0303 4.75629 10.5458 8.12426 2.45782 191.867 29.6413 24.8447 22.1517 5.129 162.225 17.0227
internal_count=2900 319 70 2581 2409 1563 846 564 282 213 144 298 225 203 188 132 69 172 164 56 142 129 45 1530 303 221 191 67 1227 124
is_linear=0
shrinkage=0.0274876


Tree=245
num_leaves=31
num_cat=0
split_feature=17 9 15 3 21 20 20 21 15 6 0 3 6 22 23 12 20 15 3 23 5 22 6 18 6 22 9 9 0 13
split_gain=1.16687 1.08722 1.87742 2.25174 1.18772 1.85518 1.01688 2.02388 1.80716 1.4921 2.69515 2.45737 2.22917 1.99835 1.76988 1.72498 1.49359 2.11985 2.10202 1.87682 1.96689 1.46144 1.4139 4.04934 1.92344 2.61189 2.46348 2.66171 2.62294 2.80479
threshold=157.96759137085004 37.256168974800005 21.073645951400003 66.676450093250011 20.770927814650005 50.264779514000004 47.833738492450003 12.025531657300002 22.863620006050002 10.715250360100002 102.65877371115 83.960547413900017 11.175261108200003 -0.24103499999999997 0.09660500000000001 172.01106897260004 45.90502654165001 18.871799531050005 81.430708313150021 0.11308000000000003 14.320088925450003 -0.23378499999999999 13.825323026450002 14.597307883300003 14.815346158200002 -0.14380499999999999 206.50942114985003 214.57164835430004 96.055920542800024 109.57886493895002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=-1 2 3 -2 5 -5 9 8 21 11 12 13 -11 -3 15 -15 17 -14 19 20 -19 -8 23 -20 25 -24 28 -28 29 -27
right_child=1 6 -4 4 -6 -7 7 -9 -10 10 -12 -13 16 14 -16 -17 -18 18 22 -21 -22 -23 24 -25 -26 26 27 -29 -30 -31
leaf_value=-0.020359753780656485 -0.024553113898783022 -0.025180723733742066 -0.027266582458230902 0.0098881772646248096 0.024993880131375636 -0.024578281628670453 -0.0146248552494511 -0.0086725705640571405 0.020139188711097281 0.018711132336502821 -0.022372581350934329 -0.026862249780183912 0.010589692833992831 -0.024892312533907009 -0.025818223267487003 0.0072832018500362172 -0.016766280898737558 -0.0011738944092626719 -0.015447282218451498 0.0043189046788211895 -0.025499268052515407 0.013325240213910393 -0.029243717290074942 0.017777735713129218 0.0017912396801600841 -0.014706435744486535 -0.026791129095632225 0.0012971498756552567 0.012072383137738545 0.011707042243879381
leaf_weight=1.4341282721143205 1.746352642076088 1.779489824781195 1.9771861248882485 2.8097725443076342 1.3141931593418119 1.2026730072684584 1.9051373014226545 3.3053403636440626 6.1733445227146149 3.9200320094823828 2.6120255114510647 2.6125503107905379 12.342121009016408 0.99208556558005412 1.1734031317755587 9.5322466115467233 2.5107448254711917 2.9792186636477691 2.6342521784827095 3.7505264058709145 4.5004650987684727 2.1444544005207709 2.1906824465841082 7.9430241361260414 149.93777573038824 6.5941667649895006 4.0220863865688434 3.3221948845311999 7.7113404534757128 3.2299867626279593
leaf_count=96 162 87 87 57 7 57 23 41 26 20 61 73 146 66 49 170 60 37 28 37 93 18 31 59 1077 91 61 35 31 14
internal_value=0.000529657 0.000645384 -0.00726161 -0.00166941 0.00583307 -0.000442649 0.00093183 0.00712385 0.0122312 0.00057732 0.00107615 -0.0062495 0.00135764 -0.00225373 0.00123398 0.00425015 0.00103926 0.00125098 0.000671247 -0.00908778 -0.0158103 0.00017607 0.00125549 0.0095031 0.000762649 -0.00493451 -0.00279406 -0.0140854 0.001935 -0.00602221
internal_weight=260.303 258.869 9.05018 7.07299 5.32664 4.01245 249.819 13.5283 10.2229 236.29 220.201 16.0898 217.589 13.4772 11.6977 10.5243 213.669 211.158 198.816 11.2302 7.47968 4.04959 187.586 10.5773 177.008 27.0705 24.8798 7.34428 17.5355 9.82415
internal_count=2900 2804 370 283 121 114 2434 108 67 2326 1881 445 1820 372 285 236 1800 1740 1594 167 130 41 1427 87 1340 263 232 96 136 105
is_linear=0
shrinkage=0.0232224


Tree=246
num_leaves=31
num_cat=0
split_feature=3 23 7 3 21 12 12 21 21 18 17 14 16 14 17 18 22 14 21 0 16 6 15 16 22 7 10 15 13 12
split_gain=1.01873 1.66009 1.16719 1.40457 1.00377 0.971535 1.24611 1.70636 3.32686 2.81395 1.29471 1.18823 2.04597 2.23465 1.93684 2.14372 1.91655 3.29804 2.71345 2.54319 3.24926 2.73933 4.39424 5.24549 2.84742 2.4569 2.39171 2.30352 2.28976 2.1815
threshold=108.42013948475001 0.070195000000000021 19.041006859700005 103.44111502715002 2.2747687716500002 58.770113158150004 88.918697887850016 2.7327447008500005 4.9552152050000009 13.934548574650002 161.95900874150001 241.54317565595002 13.894967507500002 175.50005449115002 206.02826764000002 15.946034773700001 -0.068524999999999989 244.99684607285005 14.398283575950002 86.692020874450009 22.674946976100003 15.925372093750001 27.471913688500003 22.664946999500003 -0.085249999999999992 27.764933725700001 68.579878449600017 46.574831689400007 117.38883580790001 198.12617315580005
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 4 -1 5 -2 -4 7 9 -9 -7 -8 12 13 -12 15 -14 17 -13 19 20 -19 22 25 24 -24 26 -21 -18 -23 -28
right_child=1 -3 3 -5 -6 6 10 8 -10 -11 11 16 14 -15 -16 -17 27 18 -20 21 -22 28 23 -25 -26 -27 29 -29 -30 -31
leaf_value=0.010389992290402876 0.0047464728498485429 0.013487773780983783 0.016643323920980412 -0.018417734757401511 -0.028186391747446433 0.0095221429023943944 -0.019314863974039698 -0.03827807809875089 -0.0016004333940934379 -0.017477799455072732 0.029106419449270858 -0.031177130312858389 0.0034083249670706492 -0.02571649380666249 -0.011427604353076744 0.020937494965683652 0.0040260989630760326 -0.02161643028275401 0.007638510619405901 -0.026555599733828719 0.0037032007767140726 0.01659827489257041 -0.034011181234856462 0.017652521627174591 -0.0067222778090988734 -0.018226687036660357 -0.0061302432705366656 -0.018424716940063517 -0.0038450994296969857 0.010683359636104933
leaf_weight=6.382503527449443 0.63867384055629361 1.0423399261198936 1.9816808737814415 2.0908541902899733 2.1448343128431588 5.8478091806173307 1.6807614662684489 2.1919167956802985 3.28711829893291 3.1626048998441547 0.47540736198425237 2.1274603519123039 89.352611072361469 2.3479704909259453 4.4549715821631244 3.8704755976796141 48.988525731256232 8.3448411757126433 12.670908860862253 1.3175690858624935 3.9807271789759389 6.8321134671568853 5.8286763055948532 1.9045184105634678 3.1223887335509053 3.1932909500319502 5.9051777112763402 2.5569806983694425 5.0791296660900116 13.447759452741591
leaf_count=60 24 12 9 74 101 32 101 27 30 36 1 26 585 114 60 20 520 116 160 36 33 28 104 9 41 197 108 40 28 168
internal_value=0.000475323 -0.0113347 0.000654319 0.000401771 -0.02063 0.000563067 0.000431375 -0.00612548 -0.0162735 4.53143e-05 0.000849013 0.000999103 0.00286689 -0.0164853 0.00342627 0.00413611 -0.000499026 -0.0028832 -0.00204281 -0.00412353 -0.0134391 -0.00166122 -0.00493485 -0.0170981 -0.024492 0.000598192 0.00350636 0.0029124 0.00788092 0.00555301
internal_weight=256.253 3.82585 252.427 246.044 2.78351 243.953 241.972 14.4894 5.47904 9.01041 227.482 225.802 100.501 2.82338 97.6781 93.2231 125.3 73.7546 71.6271 58.9562 12.3256 46.6306 34.7194 10.8556 8.95107 23.8638 20.6705 51.5455 11.9112 19.3529
internal_count=2900 137 2763 2703 125 2629 2620 125 57 68 2495 2394 780 115 665 605 1614 1054 1028 868 149 719 663 154 145 509 312 560 56 276
is_linear=0
shrinkage=0.0230596


Tree=247
num_leaves=31
num_cat=0
split_feature=16 20 0 20 23 21 2 0 10 16 16 4 6 18 12 23 15 21 7 22 15 20 20 16 6 15 16 12 16 20
split_gain=3.59762 3.2378 2.3869 3.6397 4.05893 4.29769 6.36367 3.55316 3.20879 3.09518 2.93898 2.93392 6.43372 2.69973 4.46356 4.31115 3.13094 3.75503 2.49764 3.46285 3.19342 2.72162 3.66176 2.54277 2.40352 2.30517 2.39486 4.11183 3.57343 3.81583
threshold=18.594956516900002 38.238138001450004 86.530713386650021 42.131954243650007 0.087725000000000011 1.8462237188500004 101.14502893930002 85.253695774650012 61.971648364950006 22.614947116400003 22.604947139800004 310.49012963040008 15.925372093750001 13.809421053700001 103.44931853055 0.082975000000000021 37.128521979500007 9.0075195581500012 22.862300195000003 0.010100000000000003 42.133814420300006 41.261521012900012 39.56957118270001 22.604947139800004 16.435384010100005 30.046989284200006 13.534968349350001 176.04981466085005 15.919962772200003 41.395309858300003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 3 18 5 -5 -7 -6 -8 11 -9 13 -13 24 15 -15 17 -16 21 20 -20 22 -2 -22 -4 26 27 -3 -28 -30
right_child=2 25 9 4 7 6 8 10 -10 -11 -12 12 -14 14 16 -17 -18 -19 19 -21 23 -23 -24 -25 -26 -27 28 -29 29 -31
leaf_value=-0.0019467193803887641 0.0020004253874264617 -0.0044781823667308391 0.0026281944284129587 0.0045967494199742305 0.0014017649544989358 0.0022163849659127067 -0.0010438903187596537 -0.001334329406964082 -0.0055723229539353892 0.0024354932522383591 -0.0056950603828197464 -0.0042708160877708333 0.0013792428668035932 -5.4883028548769478e-05 0.0019600697901504729 -0.0062751715709683121 -0.0019766903936358042 -0.0017779566740842257 -0.0040874242140255864 0.0026198212507689417 0.0028055374805534658 0.0030085735473684666 -0.001298349513111858 -0.001599386267904436 -0.00039972944987577631 -0.0029813386375460538 0.0012877093600189085 -0.00022749084409924954 0.0010359386682746859 -0.001899783436152815
leaf_weight=16.634544131578878 12.648781137540938 4.3575790622271624 20.552401147782806 2.9706955328583744 2.6592189306393257 7.9182129092514542 8.2857651058584434 4.376388428732751 3.577034378424286 19.226901035755873 5.6584103563800454 5.697617666795848 7.3939898535609245 4.7001687809824935 28.309028834104538 2.8626191280782223 5.0702542997896662 5.0575256347656241 4.6944851540029076 4.5197732001543036 3.2483631558716279 11.349474219605325 9.3405000995844585 5.8801487497985363 5.2563595101237288 4.0731919156387439 38.354699731338769 21.870937413070351 12.850160765927287 15.714699476491658
leaf_count=431 81 159 75 9 18 29 86 33 45 86 73 52 33 22 125 28 36 40 31 19 15 50 55 44 26 101 285 427 95 291
internal_value=0.000244695 -0.000317671 0.000579478 9.14692e-05 -0.000894703 0.000115311 -0.000557707 -0.00270497 -0.00240937 0.000987815 -0.00379325 0.000659966 -0.00107973 0.000977135 0.000396784 -0.00240935 0.000948916 0.00139348 0.000767834 -0.000416435 -0.00140922 0.00141941 0.000599188 -3.19027e-05 0.00201151 -3.89408e-05 8.97247e-05 -0.000933696 0.000490845 -0.000579122
internal_weight=305.11 113.856 191.254 87.1273 35.4457 22.7517 19.781 12.694 11.8628 104.127 10.0348 84.9 13.0916 71.8084 45.9996 7.56279 38.4368 33.3666 51.6815 18.3428 13.823 33.3388 21.9893 9.12851 25.8088 97.2213 93.1481 26.2285 66.9196 28.5649
internal_count=2900 1789 1111 588 293 169 160 124 131 523 106 437 85 352 251 50 201 165 295 109 90 186 136 59 101 1358 1257 586 671 386
is_linear=0
shrinkage=0.00399587


Tree=248
num_leaves=31
num_cat=0
split_feature=16 9 13 18 7 22 6 3 20 20 23 23 23 8 20 10 16 0 17 15 21 21 10 22 2 9 5 22 22 6
split_gain=0.99033 0.987026 1.65415 1.89193 1.23227 1.19032 1.16819 1.09549 1.13952 1.55484 1.6198 1.53296 1.42243 3.26829 3.78881 2.55789 3.25609 2.03797 2.92088 1.84923 1.62044 3.65351 2.44517 1.51193 2.66537 4.75497 3.4171 3.87211 2.72741 2.41812
threshold=7.4549825670500001 37.256168974800005 96.209162656250015 16.511813275700003 21.943165609950004 -0.15818499999999999 2.7550643716500001 63.587411701350007 49.275256100300005 47.833738492450003 -0.27223499999999995 -1.0000000180025095e-35 -0.22125500000000001 5.9453602998000008 44.710446918150005 75.085947125300024 21.084950694200003 103.44649194340002 242.64190980425005 41.018034898650008 12.151864830850002 2.2033311313000001 74.986474174450009 -0.10098 122.26439358135001 202.13708171315002 17.501078540900004 -0.58892999999999995 -0.22699 16.355382140900002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=-1 2 3 5 -5 -2 -7 -3 9 10 -9 -11 19 14 -14 16 -16 23 -19 20 21 -12 -23 24 26 28 27 -15 29 -26
right_child=1 7 -4 4 -6 6 -8 8 -10 11 12 -13 13 17 15 -17 -18 18 -20 -21 -22 22 -24 -25 25 -27 -28 -29 -30 -31
leaf_value=-0.016748541759306314 0.018898324316775642 0.020094447453536605 -0.028968819790207441 0.024153755950645905 -0.025398744101406804 0.018288115554476309 -0.025352730085803053 -0.013311055241070223 -0.014945326425853129 0.0010754346216261504 0.018055589509605334 0.020707653495160575 -0.026233791975653571 0.018950866065889079 -0.027010851196978887 0.020586479106866278 0.027374810965914455 -0.026953083813935446 0.010552011329008444 -0.010615479727762845 0.019228349647746713 -0.034307479581066079 0.0084368117567632395 5.9925293575553576e-05 -0.021575579848982132 0.0071140712024700698 0.013577066800896318 -0.023494263579231393 -0.031919946921696418 0.0079941662103258492
leaf_weight=1.9180477788904671 2.3989951550029223 1.7140207162592549 1.67637576861307 0.337573787197471 2.1242423144867644 0.58088433486409285 0.91967177367769182 4.7907422354910514 2.6501245051622382 4.7435046657919884 4.1053615952841955 4.4971595229580981 5.6574770642910135 1.9857998732477424 2.3585331174544995 2.3904795944690704 0.87637705355882634 3.4220693709794423 1.8605116782709954 2.7374330144375554 7.0508155566640198 1.8461769144050779 1.3409942407160995 136.64787028636783 2.8709605257026851 16.395780210383236 24.206107097677886 3.3552632303908494 3.3030173722654599 3.6407775729894638
leaf_count=183 28 34 67 2 153 7 47 131 40 37 37 23 270 13 73 18 3 146 34 22 40 50 23 1027 29 135 115 60 31 22
internal_value=0.000497454 0.000628466 -0.00767852 -0.002068 -0.0186039 0.00837124 -0.0084588 0.00090161 0.000766083 0.000939512 0.000551605 0.0106299 0.000845398 0.000299021 -0.0123125 0.0016881 -0.0122771 0.00101881 -0.0137439 0.00752993 0.010993 0.0030306 -0.0163229 0.00142413 0.00476745 -0.000825204 0.00972855 -0.00771322 -0.014088 -0.00504284
internal_weight=254.403 252.485 8.03774 6.36137 2.46182 3.89955 1.50056 244.447 242.733 240.083 230.843 9.24066 226.052 208.971 11.2829 5.62539 3.23491 197.688 5.28258 17.0808 14.3433 7.29253 3.18717 192.406 55.7577 26.2105 29.5472 5.34106 9.81476 6.51174
internal_count=2900 2717 304 237 155 82 54 2413 2379 2339 2279 60 2148 1976 364 94 76 1612 180 172 150 110 73 1432 405 217 188 73 82 51
is_linear=0
shrinkage=0.0240919


Tree=249
num_leaves=31
num_cat=0
split_feature=5 20 3 22 22 6 3 22 21 22 19 7 16 18 15 21 9 22 8 3 0 19 20 16 5 6 6 6 0 6
split_gain=3.65958 2.50864 2.36839 3.26298 2.53038 2.2999 2.2737 2.05623 1.63351 3.80943 1.41315 1.34898 3.55174 1.74661 1.71285 2.91758 1.71986 3.85812 3.17197 3.45047 2.64741 3.28097 2.73671 2.61265 2.55394 2.35673 4.80163 3.42018 4.34819 3.95038
threshold=11.848158554650002 40.742467179200005 75.838715401800016 -0.16297999999999999 -0.21094499999999999 1.8100422913500003 108.48197402175002 0.11529000000000002 16.589865017350004 -0.088944999999999996 10.850875481800001 27.054163064550004 17.654958715000003 17.108018746400003 14.840977869100001 17.123843457500005 66.290220196950017 -0.24103499999999997 4.9461400813500012 83.960547413900017 98.851916998450022 11.850956171350001 34.997818021800008 14.034967180100002 13.264960807550002 13.400313096150002 13.825323026450002 14.835346625500001 86.530713386650021 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 -1 4 -4 -3 -6 11 -8 9 -7 -11 13 -13 14 15 -2 17 -16 19 -18 22 23 -20 24 -22 -24 -27 -28 29 -29
right_child=6 2 3 -5 5 8 7 -9 -10 10 -12 12 -14 -15 16 -17 18 -19 20 -21 21 -23 25 -25 -26 26 27 28 -30 -31
leaf_value=-0.0032159428404801983 -0.004103783978152805 -0.004132213845494101 0.0010611096553075022 -0.0040921156707840346 -0.0037651257981145278 -0.0038658018797859193 -0.0038130461212857346 0.0032574599437958833 0.0029459105129661179 -0.0013913403008957567 0.002467036946287777 -0.0030644197377539726 0.0020796558654686556 0.0022135116375972914 -0.0026729842585548769 0.0031042626819071393 0.003214386872709116 0.0021801350987508002 0.0022728038921677237 -0.0022689896135026058 0.0021010461798279135 -0.0023959843189289959 -0.0019707454593852233 0.0030593206332064256 -0.0040567442014787479 0.002953875944284983 -0.00069059217060301356 -0.0028257837006832637 0.0011559330808452834 0.00020833486975251346
leaf_weight=5.3844193296972689 2.5861121048219498 1.5347234299406469 2.4379531592130661 4.4372794525697818 1.3446159991435696 2.162127783056353 2.8907060595229264 0.64406004548072804 4.3503502123057833 1.5781200523488159 5.2910870080813766 4.6174821015447369 2.7379738558083773 6.6599727794527999 2.4466941347345736 0.99605810828506935 1.7157273441553105 14.70365604944527 10.712077904492615 10.241231650579719 1.5506456345319777 9.1907159425318223 5.1563640609383574 3.4709446877241135 1.9435360170900819 9.5699944235384447 33.118631577119231 5.9207905270159236 81.548633936792612 76.42097241897136
leaf_count=292 76 55 19 133 87 73 125 2 22 50 46 78 16 44 44 6 8 79 43 191 10 130 46 14 41 49 263 46 363 449
internal_value=0.000206912 -0.00101598 -0.000503988 -0.00226479 0.000240485 0.000696193 0.000327662 -0.00252475 0.00114447 0.000276731 0.00158062 0.000363001 -0.0011496 0.000403029 0.000358584 -0.00209951 0.000391475 0.00148778 0.000316435 -0.00148217 0.000406567 -0.00099212 0.00050815 0.000860326 -0.00132404 0.000418873 0.00047852 0.000358276 0.000570229 -9.83365e-06
internal_weight=317.364 28.5207 23.1363 6.87523 16.261 14.7263 288.843 3.53477 13.3817 9.03133 6.86921 285.308 7.35546 277.953 271.293 3.58217 267.711 17.1504 250.56 11.957 238.603 16.1558 222.447 6.96513 3.49418 211.735 206.579 197.009 163.89 82.3418
internal_count=2900 777 485 152 333 278 2123 127 191 169 96 1996 94 1902 1858 82 1776 123 1653 199 1454 195 1259 65 51 1216 1170 1121 858 495
is_linear=0
shrinkage=0.00357848


Tree=250
num_leaves=31
num_cat=0
split_feature=15 21 15 6 6 18 21 6 7 7 23 21 23 22 23 15 22 10 22 22 5 20 10 16 15 23 7 23 16 3
split_gain=0.9392 2.81225 1.01559 1.83865 1.64707 1.96117 1.00682 2.07346 1.90643 2.90719 1.99683 2.82766 3.13474 2.7217 2.5948 2.13069 2.7437 1.92573 2.97072 3.55389 1.85968 2.63204 1.90465 1.80335 2.26355 2.48211 1.74407 1.56685 2.06343 1.92097
threshold=11.896459116400001 17.123843457500005 12.389956812050002 4.9151148409000003 2.7550643716500001 16.118666550000004 2.9845679401500003 18.255426535100003 25.027970878050002 25.221560561650005 0.083565000000000014 2.1194692063500002 0.092425000000000021 -0.24103499999999997 0.094625000000000029 37.576156502300009 -0.097799999999999984 61.82916008405001 -0.071129999999999985 -0.095019999999999993 21.269675393700002 38.703421923500009 61.944763783650011 14.274966618900002 20.310401204950004 0.081550000000000025 23.824098587650003 0.11048000000000002 17.654958715000003 82.979260196300018
decision_type=2 2 2 2 2 2 2 2 2 2 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 -4 8 -8 10 -10 13 12 15 -5 -14 16 -12 -16 19 -19 -15 -22 -23 -11 -25 -26 -20 28 -27 -30
right_child=2 -3 3 6 -6 -7 7 -9 9 23 11 -13 14 20 17 -17 -18 18 26 -21 21 22 -24 24 25 27 -28 -29 29 -31
leaf_value=-0.029325141877617544 0.017229983938048907 0.011510797958664011 0.027084360724759816 -0.016822477489979851 -0.028573376571466205 -0.028234450792849166 3.8728670816210027e-05 -0.025151068533723935 -0.04121456383277048 -0.031126637517475068 -0.0023278131128964337 0.015133930838803135 0.021953894704323781 0.018997732337838653 0.016850702169428237 -0.00085616520250602647 -0.040368786860643942 -0.00089464447564208409 -0.0076191145076653262 -0.043495396828803476 -0.0215642314288031 0.025288925083008913 -0.0015833450102803121 0.024013176204947719 -0.033653547483661492 -0.025185989864314196 0.020637659865321515 0.02187805594927621 0.023554625333152154 -0.0092681195973685938
leaf_weight=2.7717173261335111 2.7313170176930717 2.2424447629600763 1.1110585571732361 2.4027961823157993 2.9567575386026874 0.81776547443587322 152.75215914240107 2.4402404141146681 1.4708108238410229 1.3640436490532 2.2984349532052875 8.5743314304854703 4.494035443756732 16.218533856794242 3.3269366770982733 4.6916560661047697 3.5399424140341598 3.1291232611984015 3.2637220043688995 2.6654589278623462 2.2656719107180816 3.8202348556369543 3.9362920299172401 2.6690510716289273 1.7279487149789918 2.3750833338126522 3.1601247889921069 2.1765956562012434 2.344882395118475 2.9714020118117332
leaf_count=281 36 22 11 39 219 65 1401 88 22 62 27 49 22 92 18 33 46 26 22 25 70 22 33 18 29 40 19 14 14 35
internal_value=0.000554215 -0.0110624 0.000789372 0.000606063 -0.0158592 0.00363079 0.000941128 -0.000357355 0.00331504 -0.00477442 0.00535567 0.00137524 -0.0024839 0.0107952 0.00380945 -0.0144606 -0.0253929 -0.00143596 -0.00641521 -0.0204906 0.0133241 0.00414277 0.0116518 -0.00134512 0.00150264 -0.00367864 0.00628142 0.00157017 -0.0041768 0.00520919
internal_weight=252.711 5.01416 247.696 244.965 4.88558 1.92882 240.08 155.192 84.8871 17.0998 67.7873 39.1438 30.5694 28.6435 20.0394 10.53 5.83838 15.5454 12.2184 5.79458 26.2407 10.0222 7.75653 15.629 14.265 11.5959 6.42385 9.86796 7.69137 5.31628
internal_count=2900 303 2597 2561 295 76 2266 1489 777 234 543 287 238 256 132 106 73 110 92 51 217 125 55 212 150 132 41 103 89 49
is_linear=0
shrinkage=0.0271114


Tree=251
num_leaves=31
num_cat=0
split_feature=3 2 20 7 3 5 20 9 8 3 0 9 0 3 2 17 18 19 18 18 18 8 8 22 16 5 20 6 15 2
split_gain=0.912126 1.44273 2.1815 0.984948 1.88996 3.5645 1.88881 1.98777 2.9216 1.49893 2.6353 3.71035 2.61334 2.6285 5.9819 2.7516 1.80784 2.26501 1.83222 3.1638 2.2593 1.37561 1.53922 1.3934 1.89817 5.71487 4.57876 2.57585 2.75183 3.35293
threshold=108.42013948475001 170.32456123625002 44.921040431000009 19.617375644250004 94.92945658615001 30.133297129900004 39.039757512550004 186.67271206880002 8.0437227585500022 94.260030511650015 85.716110573100011 187.38923140910003 85.807518149550006 93.58791597905001 86.011634045550025 193.01551328760004 13.278511569200001 14.351157895250003 13.064341268650002 13.216310940950001 12.918470885650002 9.0429429770000009 8.7431769115000026 -0.065399999999999986 22.554947256700004 22.000536998450006 42.654057868200006 16.015374196650004 28.777417478550003 154.60082690140004
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=3 2 -2 -1 9 6 7 8 -6 10 11 -5 -12 16 -15 -16 17 18 20 -20 -14 22 23 24 27 -26 -27 28 -18 -30
right_child=1 -3 -4 4 5 -7 -8 -9 -10 -11 12 -13 13 14 15 -17 21 -19 19 -21 -22 -23 -24 -25 25 26 -28 -29 29 -31
leaf_value=0.0079019548287512752 -0.023656332101544695 -0.029298762273354984 0.022885299825974006 0.0033980699466858474 -0.023721925354873243 0.011590701409798797 -0.028425210925227203 -0.030961311316134485 0.025429790281909441 0.01170066589144122 0.012560401548480421 -0.022181615231665567 -0.0050119226535394528 0.011369735614928945 -0.037753857720437101 -0.0026988231196756057 0.00071123285737389802 0.016377647597476442 -0.02306648014231823 0.0096576462166625687 0.019998663475076364 -0.012486017838764468 0.010854140047357533 0.0026710721149085701 -0.026740626486541463 -0.012572147905110862 0.018721056715376553 0.0096595037790537745 -0.001684990863518563 -0.022867982306451377
leaf_weight=9.2019573961151746 0.99805431021377433 1.3763027957174925 1.0983572695404289 5.604970087297259 1.066097279312088 3.0967260235920548 3.9211789984256029 1.1320622004568575 1.5276356488466261 6.3060696590691796 9.724939947947858 6.2021837588399649 3.3696500919759291 3.5473289340734464 3.6966565940529108 1.6960049942135809 48.417384952655979 8.502590060234068 3.2907043322920799 2.8734867163002491 4.2287547253072262 4.3106064405292264 7.201623933389782 63.593178900773651 5.860690761357545 5.318590395152567 4.4664398096501827 11.589020997285841 9.7148445444181579 6.4592461464926592
leaf_count=93 85 46 6 37 66 28 98 14 6 41 41 82 27 14 47 15 895 36 28 15 24 36 39 717 41 34 16 54 85 134
internal_value=0.000424121 -0.0111723 0.000727878 0.000587877 0.000303557 -0.0090341 -0.0173863 -0.00576858 0.00522705 0.000747505 0.00043307 -0.0100387 0.0010279 0.000461859 -0.0116117 -0.026729 0.00103236 0.00713129 0.00141886 -0.00781187 0.00890727 0.000218891 0.000555661 7.8463e-05 -0.00171702 -0.0089461 0.00171184 -0.000232331 -0.00200713 -0.0101446
internal_weight=249.393 3.47271 2.09641 245.921 236.719 10.7437 7.64697 3.7258 2.59373 225.975 219.669 11.8072 207.862 198.137 8.93999 5.39266 189.197 22.2652 13.7626 6.16419 7.5984 166.932 162.621 155.419 91.8262 15.6457 9.78503 76.1805 64.5915 16.1741
internal_count=2900 137 91 2763 2670 212 184 86 72 2458 2417 119 2298 2257 76 62 2181 130 94 43 51 2051 2015 1976 1259 91 50 1168 1114 219
is_linear=0
shrinkage=0.0227863


Tree=252
num_leaves=31
num_cat=0
split_feature=5 21 23 23 16 10 17 12 12 7 13 16 15 21 5 7 21 10 21 20 10 20 3 10 15 16 13 20 13 0
split_gain=3.91079 3.13126 2.09453 2.39427 1.91327 3.43022 5.1287 4.12754 3.68153 4.54957 4.30732 3.92145 4.18731 3.0422 3.45663 5.95958 2.69784 4.2524 6.89353 3.25676 2.78946 2.27623 2.24106 4.43855 5.62389 3.8923 7.04559 3.80767 7.3928 5.92327
threshold=7.7286379265000011 18.904039828500004 -0.21013499999999999 -0.22125500000000001 18.594956516900002 74.986474174450009 195.53954078470002 107.90491928010002 207.71672397260002 26.367140210550001 95.99139754765001 17.654958715000003 20.310401204950004 7.080793571600001 16.069922422900003 24.176224535650004 11.491326747450001 69.276189105400007 5.3110029590500014 48.008184682100008 70.96454081135002 41.558544840500012 83.511574906150017 70.284360904350009 27.122924609850003 19.214955067100004 109.72404167800001 38.592454371550012 112.82921081865001 90.337570099350003
decision_type=2 2 2 2 2 2 2 2 2 2 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 -2 10 -10 -7 12 -11 14 -12 -16 17 19 -19 -9 -18 -15 -6 25 -25 -24 -27 -28 -29 -30
right_child=4 -3 -4 -5 22 8 -8 16 9 11 13 -13 -14 21 15 -17 20 18 -20 -21 -22 -23 23 24 -26 26 27 28 29 -31
leaf_value=-0.0022331608182787192 -0.0032633145214778642 0.0010262942460523023 -0.0033225018569703535 0.0031112883394322703 0.0021528455972667591 -0.0035107668933227862 -0.0036126028718506975 -0.0035949037768659752 0.0020370453178388767 0.00039878461406650127 0.0011557306225704128 0.0034014090025246404 -0.0038250533021019278 -0.0041594186337495804 0.0014634727964109632 -0.0045923806476370031 0.0021105239582121403 0.002041665088085978 -0.0037258561228266812 0.0013688870492057608 -0.0016928488914388052 -5.1509849460577519e-05 0.0019722420164149015 0.0023185497079356051 -0.0040046104561855369 -0.0044374874841846598 0.001425534139168978 -0.0037177335318173362 0.00010649412717664315 0.0024710488462905346
leaf_weight=2.4034910034388304 4.2682336331345132 3.7875821329653254 6.9719287753105155 1.2714996868744486 7.2137391045689574 3.8482855982147148 5.6364536238834253 5.9191875383257928 19.887756256386641 5.8572948146611434 18.964456647634513 2.1713283304125062 3.8646677080541849 2.7142227925360194 3.2795127220451823 3.1708305180072784 8.6920024338178319 8.0934471040964109 2.7559413528069845 1.6844245232641695 2.4528558021411291 2.639486663043499 15.393200003542004 1.9754001572728146 4.7527173347771168 3.0360299833118907 29.668542817234993 4.6637812443077555 116.8350536338985 11.548738323152064
leaf_count=85 74 33 392 7 29 138 115 200 121 85 141 9 59 41 13 33 71 51 55 13 34 21 79 8 62 30 146 40 669 46
internal_value=0.000168236 -0.00143326 -0.00230824 -0.00038405 0.000245039 -9.57979e-05 -0.000830725 -0.000367727 0.000341438 0.00111548 -0.000369195 -0.00042555 -0.00128027 2.37279e-05 0.000478289 -0.00151344 4.98384e-05 -0.00068917 0.00057661 -0.00249528 0.00127345 -0.00213414 0.000430057 0.000363908 -0.00214811 0.000457209 0.00031651 0.000405212 0.000177689 0.000319197
internal_weight=315.422 14.4345 10.6469 3.67499 300.988 105.9 39.5025 33.8661 66.3978 31.781 34.6168 11.8933 9.72196 30.7685 25.4148 6.45034 29.5979 18.453 10.8494 7.60361 11.1449 5.35371 195.087 187.873 6.72812 181.145 165.752 162.716 133.048 128.384
internal_count=2900 517 484 92 2383 1274 613 498 661 274 387 153 144 249 187 46 424 319 106 213 105 62 1109 1080 70 1010 931 901 755 715
is_linear=0
shrinkage=0.00314969


Tree=253
num_leaves=31
num_cat=0
split_feature=5 21 5 23 13 15 18 7 16 15 0 21 9 0 22 19 15 16 18 23 3 6 7 5 10 9 3 10 20 10
split_gain=0.869876 1.59783 1.27868 1.18315 1.52142 0.963195 1.12455 2.05952 2.40155 2.96751 1.58282 2.31527 2.69176 1.52715 1.25425 1.11887 1.10107 2.45874 1.0519 2.57107 1.70107 1.35925 3.00888 2.88171 3.02048 2.43239 2.32986 4.08934 2.32273 4.99553
threshold=7.7286379265000011 8.8712712239000009 5.2595069053500012 0.074640000000000026 92.138837046750012 11.896459116400001 16.873483924050003 26.565321014450003 17.654958715000003 20.937157557000003 98.615332683000005 5.977284140550001 210.70699256735003 105.70748523110002 0.19122000000000003 11.750948102400001 19.112687623850004 9.5499776680000021 15.312071772700003 0.088990000000000027 82.753429713350016 14.815346158200002 24.071745547300001 18.483418961650003 68.961639504150014 207.97320095065001 89.227236891450005 66.697957758300021 38.441102963850007 63.910026677050006
decision_type=2 2 2 2 2 2 2 2 2 2 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 10 -8 9 16 18 12 14 -13 15 -12 17 -9 21 20 -20 22 -7 -23 26 -26 27 -25 -28 -30
right_child=5 2 -4 4 -6 6 7 8 -10 -11 11 13 -14 -15 -16 -17 -18 -19 19 -21 -22 23 -24 24 25 -27 28 -29 29 -31
leaf_value=-0.021857397383712174 -0.013581470582843137 0.014517394342762368 -0.022269716717494035 -0.022506848371473123 0.013719077191951494 0.0021433134743993783 0.01665014554045012 0.015956121172712303 0.021451163768517127 -0.024490348180366113 0.017653681466999808 -0.018872825806956123 -0.021657190193712456 0.0070974251978999951 -0.0093118365430723896 0.0012796969545630788 0.016210929138319636 -0.022852100528306708 0.019232979625482358 -0.0059348878040877268 0.0020571882127059632 0.011055537081294883 -0.010042807723060878 0.018919582170046953 -0.032556648851075169 -0.00153017110481342 0.007021073521524859 -0.0052086008887920502 -0.00011366003962126263 -0.022818628227466841
leaf_weight=2.2226677740691221 2.1426266871858379 2.4097259654663503 1.0028682848205788 1.242543686879799 0.90965795656666149 21.105550874490291 5.5736264744773498 1.4305976727046057 1.9317183457314966 2.4285668097436428 3.6626808657310921 6.3171053421683601 2.0572307594120494 1.2245499745476989 2.1222896743565798 3.9070618734695017 2.0413302863016725 1.5309643421787766 6.3172739539295453 5.3366213133558622 4.4535453328862786 12.762017995119093 16.241794416215271 8.1471105292439443 2.212227805517613 2.3718623043969274 18.688167761079967 5.2212850209325543 96.484761046944186 4.5989560019224873
leaf_count=312 86 28 70 90 17 234 47 17 11 52 40 130 39 23 38 50 16 81 35 66 40 61 198 37 22 22 184 36 759 59
internal_value=0.000398181 -0.00660272 -0.000509763 0.00427382 -0.00719546 0.00062505 0.000752855 0.00640671 0.000309089 -0.00518654 0.000374547 -0.00545267 0.000454786 -0.014656 0.00514827 0.00920238 0.00418416 -0.00410559 0.000925747 0.00614558 0.0121311 0.000478128 -0.00315625 0.0013801 0.000483538 -0.0165032 0.0010684 0.00949585 0.000127765 -0.00114666
internal_weight=248.099 7.78746 5.5648 4.56193 2.1522 240.312 238.169 14.9368 9.36318 7.43146 223.232 19.2909 11.7493 7.54166 9.69203 7.56974 5.00289 2.96156 203.941 16.1074 10.7708 187.834 37.3473 150.486 137.724 4.58409 133.14 13.3684 119.772 101.084
internal_count=2900 517 205 135 107 2383 2297 224 177 166 2073 320 167 153 128 90 114 98 1753 141 75 1612 432 1180 1119 44 1075 73 1002 818
is_linear=0
shrinkage=0.0212838


Tree=254
num_leaves=31
num_cat=0
split_feature=13 23 18 7 13 9 16 0 10 21 21 4 20 8 9 5 7 2 7 3 3 20 16 0 18 4 10 12 6 6
split_gain=2.841 4.03819 2.67223 2.61631 2.53683 3.57074 3.43779 2.18186 3.01751 4.32231 2.18624 2.06438 3.35988 3.01196 3.33704 2.66166 3.58662 2.93669 2.11842 1.9694 4.0152 6.51273 2.18453 2.86925 2.23367 3.69011 3.79307 3.28901 3.58963 3.32158
threshold=95.99139754765001 0.079785000000000009 14.708525021850003 21.403954852200005 96.429616222950017 38.136666659400014 12.644970430600003 85.716110573100011 62.00390986255001 12.151864830850002 16.464809133250004 390.96858665540009 48.315732392000008 5.9453602998000008 186.14781787895004 30.133297129900004 22.446731871300006 136.00952513250002 17.605734992150001 93.770731131900007 93.58791597905001 40.532725462000009 22.624947093000003 86.280686780500005 13.809421053700001 168.72122291465004 62.245871094250013 247.01970978410003 16.485385178400005 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 -1 -4 -2 -6 -7 8 10 -10 11 12 13 18 -15 16 -16 -18 -8 20 22 -22 24 -24 27 -26 -27 29 -29 -9
right_child=4 -3 3 -5 5 6 7 19 9 -11 -12 -13 -14 14 15 -17 17 -19 -20 -21 21 -23 23 -25 25 26 -28 28 -30 -31
leaf_value=-0.0038850248266821315 0.003521943205886998 -0.0033554136665706778 0.0043252700677363226 -0.00010361946867171924 -0.0047185295602639853 -0.0033901329623502044 0.0011543287265682258 0.002118237932813208 -0.0042418107752648058 0.0016161354513324732 -0.0037718919167647712 -0.0035131458765489225 0.0038185655440388009 0.0030746796978432184 -0.0040334637634652877 0.0029796194456159189 0.0033931587872563086 -0.0012950723429146814 -0.0042047769704259188 0.0021204125839514136 0.00080747829678298689 -0.006030826534710299 -0.00074704568708608031 0.0023378070418561023 -0.002003562147481903 -0.0031046370327456737 0.00050331019717889591 -0.0053244389851583853 0.0015399705801421204 -0.00014399875525494265
leaf_weight=2.4459298299625578 3.8364548822864881 8.0467717594001424 2.4322455693036344 14.474352876422925 2.2073894669301799 3.8273990564048281 1.6602119365707064 32.347548015415668 6.3368406845256668 2.8511857390403748 2.1398564046248785 2.0417286893352857 4.3446377441287032 6.6427718102932003 4.216238550841811 3.2250062599778166 3.2403781265020353 5.8545630183070898 3.7583810789510608 11.762569837272165 5.0388542450964433 3.8246347364038229 6.1124448888003853 20.472696579992771 11.633743088692425 4.7635266073048106 101.04016727302223 2.4818073417991391 2.2836620137095451 14.754164237529038
leaf_count=54 22 371 11 348 70 87 34 142 123 23 25 28 14 26 41 13 11 57 158 47 25 45 35 90 88 32 768 30 10 72
internal_value=0.000209799 -0.00100303 -2.49168e-05 0.000533537 0.000331658 0.000286136 0.000327565 0.000381703 -0.000396697 -0.002424 0.000105055 0.000342196 0.000581146 8.93067e-05 0.000709293 -0.000240909 -0.00102117 0.000375267 -0.00256279 0.000548199 0.00045788 -0.00214328 0.000575575 0.00162854 0.000410233 0.000108625 0.000340872 0.00109313 -0.00203494 0.00140961
internal_weight=300.098 27.3993 19.3525 16.9066 272.699 268.862 266.655 262.828 46.3118 9.18803 37.1238 34.9839 32.9422 28.5976 23.179 16.5362 13.3112 9.09494 5.41859 216.516 204.753 8.86349 195.89 26.5851 169.305 117.437 105.804 51.8672 4.76547 47.1017
internal_count=2900 784 413 359 2116 2094 2024 1937 553 146 407 382 354 340 148 122 109 68 192 1384 1337 70 1267 125 1142 888 800 254 40 214
is_linear=0
shrinkage=0.00395117


Tree=255
num_leaves=31
num_cat=0
split_feature=6 6 0 10 21 10 16 10 20 3 10 9 9 20 22 21 21 13 20 6 22 22 22 9 23 21 21 21 22 9
split_gain=2.55331 4.13435 2.51622 4.16487 4.66097 3.29015 3.65504 5.15784 6.69113 5.3143 3.63302 3.29575 3.67806 2.8702 4.95206 3.99475 4.14396 2.43406 2.55934 3.35364 3.1826 2.47376 2.41454 2.52976 2.19701 2.87264 2.80382 2.00842 3.76237 3.06615
threshold=13.665319288000001 13.775321858200002 85.716110573100011 62.00390986255001 15.440607301650003 70.182199495350019 19.214955067100004 66.697957758300021 37.360990606650006 89.227236891450005 69.64719632740001 206.08249486475003 202.89977928865002 41.792045663550006 -0.024989999999999998 5.2269517379000012 3.0760100505500003 113.96105169155001 38.441102963850007 16.495385412050002 -0.069554999999999992 -0.121865 -0.02852 216.18094582280003 0.095290000000000027 2.5883591406000002 11.491326747450001 4.1402214890000009 -0.013805 190.58777288605003
decision_type=2 2 2 2 2 2 2 2 2 2 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 6 -4 9 -9 -8 -10 12 24 17 15 16 -15 -11 -19 20 21 -20 23 -13 25 -7 -27 28 -3 -29
right_child=1 2 5 4 -6 11 7 8 10 13 -12 22 -14 14 -16 -17 -18 18 19 -21 -22 -23 -24 -25 -26 26 -28 29 -30 -31
leaf_value=-0.00039134652566056525 0.0032910001880089071 0.0016255722551340205 0.0025432270183882487 -0.004428693959737948 0.0028541956550093422 0.002105541508303211 0.0032913011276512068 0.0014677915256930377 -0.0058605994664817831 -0.0017563970395145089 -0.00031319461267957616 -0.0048632633993941181 0.0028361341986001 0.00011242670261006408 -0.0036335108383820777 0.001227877541159528 -0.004880625096003067 0.0030565811180083792 0.0020130756272653911 -0.00052275478613563755 0.0028932388395708848 -0.0013185107578421393 0.00035873725778451306 -0.00061037459085678516 -0.0036206576417337913 -0.0039597055742824445 0.0017315928730402851 -6.0429253005431859e-05 -0.0033291846418106487 -0.0039162045644930178
leaf_weight=76.566475922241807 7.0447303652763358 16.189865490421656 15.46572209894657 6.3901279862038782 1.5972945392131803 5.2796328365802783 11.590422071516512 5.708241440355776 5.0769512988626957 4.0397356748580924 2.5938530471175909 5.2676960621029121 6.2514579966664305 7.011218458414076 5.4061160683631888 22.184055676683784 3.6889130398631096 9.9618566855788213 6.3553342092782259 15.299496892839668 15.009885473176846 6.6136532835662276 4.0247579598799339 3.31313263066113 2.9329305384308091 3.3970261719077826 1.9997969903051851 15.36563532240689 2.5843742815777651 3.7264163102954617
leaf_count=1334 34 141 69 137 10 23 44 24 44 19 18 81 34 35 41 101 26 35 26 83 64 34 33 39 35 38 17 192 44 45
internal_value=0.000208914 0.000416529 0.000322047 -0.00046995 -0.00297229 0.000537608 0.000797979 0.000574057 -0.0016584 0.00085278 -0.00398477 -0.000553115 0.000414833 0.000557045 -0.000251234 0.000304808 -0.00160895 0.00109736 0.0013139 0.000912763 0.00169774 0.000314103 -0.00207817 -0.00322119 -0.000697389 0.000105662 -0.00185079 5.78878e-05 0.000943524 -0.000813005
internal_weight=297.937 221.37 214.326 45.8537 7.98742 168.472 136.005 120.54 13.379 107.161 7.6708 32.4664 19.8608 95.5703 38.2903 32.8842 10.7001 57.28 53.2402 43.2784 27.9789 12.969 12.6056 8.58083 13.6094 10.6765 5.39682 37.8663 18.7742 19.0921
internal_count=2900 1566 1532 569 147 963 663 594 86 508 62 300 147 464 203 162 61 261 242 207 124 60 153 120 113 78 55 422 185 237
is_linear=0
shrinkage=0.00381338


Tree=256
num_leaves=31
num_cat=0
split_feature=16 12 15 13 13 23 10 23 23 0 6 21 19 16 22 19 23 10 16 20 22 7 16 9 3 21 20 9 22 14
split_gain=0.904394 2.3561 1.75235 1.9142 1.39273 1.52286 1.54256 1.26393 1.86023 1.24676 1.22495 1.62389 1.53862 1.24799 2.40617 1.61864 2.22855 1.19205 1.14964 2.21248 2.65854 2.71242 2.19071 5.96101 3.13379 2.27811 1.80653 2.1018 2.78081 2.71072
threshold=13.534968349350001 275.00831105065009 17.382777826050003 95.99139754765001 73.376087754350024 -0.15684499999999998 82.393176323850014 0.074640000000000026 -0.22831499999999999 100.67200315280002 5.1551204485500008 20.770927814650005 11.850956171350001 14.994964935250001 0.13860000000000003 12.250988447150002 0.092095000000000024 80.468240302450013 15.919962772200003 40.878805547300004 0.11529000000000002 24.101221167900004 17.844958270700005 191.87997069285004 82.511468481600005 12.151864830850002 41.621607100200002 212.35308743945004 -0.071129999999999985 203.18538194120003
decision_type=2 2 2 2 2 2 2 2 2 2 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 -3 -6 -7 8 -1 -5 11 -2 17 14 15 16 -14 -12 19 20 21 -15 23 24 -20 -26 27 28 29 -24
right_child=10 4 -4 9 5 6 -8 -9 -10 -11 12 -13 13 18 -16 -17 -18 -19 22 -21 -22 -23 26 -25 25 -27 -28 -29 -30 -31
leaf_value=-0.025264964306038324 -0.023899541931581992 -0.026871072635655028 -0.025005055444889249 -0.0084836371598306596 0.016911109629114792 -0.026352376603438012 0.0061931377960478401 -0.0247221543971981 0.0083649026347849334 0.019314351666923593 0.004373026808390551 0.011604204938703358 0.0083249002318932473 0.0078426929660035602 0.016850493849504385 -0.028756223914111315 -0.028029325886584154 0.023003709618973307 0.018674606779330045 0.015886650438163664 0.022074663120875429 -0.02126014316893008 0.0036805446785814857 -0.024221975518389959 -0.021410920587938743 0.011039825754021321 -0.0013856902101278992 0.010781165802409861 0.0058689290324309166 -0.0080230239087856394
leaf_weight=1.3657597530400383 2.2214355537435035 0.65524458896834303 3.1379720272961995 1.4061212807428094 4.3710044817998996 1.0534797413274639 2.7212866677436978 2.7018375098705292 2.3060964883770811 2.0950854700058699 4.9713283847086123 0.96309335716068734 2.3826773371547456 3.0979062425903994 1.5973250307142732 2.5087084891274571 1.3937196731567381 2.7995123192667961 4.2487657591700536 7.617915612878277 2.0121805295348167 3.623486852273345 19.881425142288208 6.5395949734374872 2.8122176434844732 1.883956881938502 74.736349999671802 16.39071860909462 43.665256449952722 21.460649415850639
leaf_count=74 169 75 125 40 38 32 88 264 48 16 49 14 26 26 11 53 24 16 20 55 13 48 138 134 118 22 619 101 259 185
internal_value=0.000474113 -0.00396705 -0.0101392 -0.00541521 0.00515884 0.00773532 -0.00288982 -0.0128671 -0.00414384 0.00815039 0.000901254 -0.0131622 0.00110153 0.000742118 -0.00817701 -0.0145376 -0.00509202 0.0110849 0.00108017 0.00689243 -0.000952842 -0.00784658 0.000584189 -0.00765096 0.00446402 -0.00839271 0.00130817 0.0032937 0.00185 -0.00239477
internal_weight=248.622 21.8139 13.0129 9.8749 8.80102 8.14577 3.77477 6.37369 3.67186 3.50121 226.808 3.18453 223.624 215.853 7.88243 6.28511 3.7764 7.77084 207.97 16.3515 8.73357 6.72139 191.619 15.4845 8.94494 4.69617 176.134 101.398 85.0073 41.3421
internal_count=2900 800 567 442 233 158 120 386 122 56 2100 183 1917 1852 114 103 50 65 1738 142 87 74 1596 294 160 140 1302 683 582 323
is_linear=0
shrinkage=0.0228363


Tree=257
num_leaves=31
num_cat=0
split_feature=8 9 10 20 9 3 6 5 3 10 15 5 21 22 20 20 17 7 6 16 16 13 2 7 18 4 21 6 6 15
split_gain=3.42098 6.15988 5.65815 3.68166 3.29256 3.57443 5.26627 3.16792 6.3431 3.99476 2.79007 2.71334 2.62577 4.12347 3.07829 2.52867 2.54625 2.44807 2.50985 5.74208 3.94071 2.84896 2.1906 2.08015 4.91539 3.96436 5.57991 3.25145 3.6481 5.01685
threshold=4.9461400813500012 75.115715165350011 83.715897724050009 40.742467179200005 186.67271206880002 93.862138708350017 16.465384711100004 30.133297129900004 94.92945658615001 61.928633034850002 33.349666957650008 22.665750084250003 3.4240268213500005 -0.24103499999999997 48.988717865950008 42.718072821900002 187.45953903175004 22.689595575850003 16.515385879350003 22.514947350300002 22.654947022900004 117.63886241405002 313.37633693555006 23.031046061850002 13.809421053700001 203.63782228400004 12.151864830850002 16.405383309150004 16.245379570700006 43.376643616500012
decision_type=2 2 2 2 2 2 2 2 2 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 22 10 17 -7 8 9 -8 -2 -11 -5 -14 -15 16 -12 -6 20 -20 23 -21 -1 25 -25 -19 -27 28 29 -26
right_child=2 -3 -4 12 5 6 7 -9 -10 11 15 -13 13 14 -16 -17 -18 18 19 21 -22 -23 -24 24 27 26 -28 -29 -30 -31
leaf_value=-0.0038482178911752487 0.003229873171911422 -0.003838535141278182 -0.0031572103569626076 0.0019750622382754958 0.0017958402657369242 -0.0050655961915972367 0.0023179581526375135 0.0027225121650754536 -0.0040441161580882226 0.00083203861109396667 -0.00031895854302081347 -0.0045521995133743932 -0.0032871656222559363 0.0010830899511414852 -0.0013224457257892091 -0.0016020659465021355 0.002624645990847772 0.0010068516329833116 0.0012982742787102889 -0.0046023565284031027 0.0022992833042732612 -0.00034707236045299365 0.0011809619634894613 0.001800618798009637 0.00016213432827727738 -0.0070667778745017954 0.00014831702010992159 -0.0028430134940697128 0.002143978654495342 -0.0047694654634320849
leaf_weight=4.7022370761260381 9.0768502112478036 6.2929690973833194 5.3994263857603064 8.581218106672166 16.60273963958025 3.3203439135104444 6.7193830870091968 3.6018109191209069 5.4598746513947836 2.2671147920191288 5.8634908758103874 2.3895458523184061 4.6633813320659057 19.775057163089521 9.9337025014683586 4.0854994002729645 9.6869081296026689 5.2691497728228551 7.3608744069933882 5.1299801990389806 13.986365977674721 3.1604526899755001 1.3961760145612059 27.189509697258472 92.373311102390289 2.5544665679335594 2.784650906920433 4.3977674581110469 11.302931118756531 2.637171382084488
leaf_count=226 36 217 228 72 66 41 29 14 72 10 28 37 113 246 217 26 37 20 34 37 63 18 26 105 742 25 15 28 46 26
internal_value=0.000239135 -0.000554735 0.000413059 -0.000133449 0.000491036 0.000343547 -0.000947469 -0.000278431 -0.000920442 0.00057875 0.00161344 -0.00193086 0.000230495 -0.000205048 0.000278752 0.000866233 0.00151472 0.000501042 0.000380371 -0.000968 0.000510244 -0.00298017 -0.00269683 0.000341755 0.000457483 -0.00116264 -0.0033037 0.000127623 0.000250507 2.52497e-05
internal_weight=307.964 55.3447 252.62 49.0518 247.22 218.507 23.7581 20.4377 16.8359 11.376 28.7127 4.65666 42.9534 34.3721 29.7088 19.6359 15.5504 194.749 178.147 15.6513 162.495 8.29043 6.09841 148.509 137.901 10.6083 5.33912 110.711 106.313 95.0105
internal_count=2900 1117 1783 900 1555 1428 203 162 148 76 127 47 648 576 463 91 65 1225 1159 89 1070 55 252 1007 947 60 40 842 814 768
is_linear=0
shrinkage=0.00352557


Tree=258
num_leaves=31
num_cat=0
split_feature=16 20 0 16 4 10 21 17 18 9 20 3 21 15 5 16 16 20 7 15 17 23 17 9 17 21 23 6 7 21
split_gain=4.07419 3.80606 2.95989 4.27741 3.79729 6.47954 3.74884 5.07748 3.4125 4.46349 3.68239 3.27481 4.25323 6.82964 4.24859 4.24814 3.57466 4.49177 3.01367 2.68741 2.76472 2.62233 2.35925 3.9622 3.93765 3.94299 2.30127 2.24895 2.23944 2.25313
threshold=18.594956516900002 38.238138001450004 86.530713386650021 22.614947116400003 248.34582299520005 62.041548276350007 11.790993765850002 192.34053301495001 13.565012728250002 196.26893085885004 36.625813070500008 83.511574906150017 5.7087410616000005 38.469938489650012 21.269675393700002 18.934955721800005 19.734953851100002 41.093509583400007 24.199020305550004 30.046989284200006 166.83257850275001 -0.22125500000000001 188.16174763880002 195.39349636155001 186.34046889365004 12.650480313250002 0.089185000000000028 16.265380038000004 29.973557588500004 3.2821610579500002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 4 8 22 6 -6 -8 -4 10 -10 -11 13 16 15 -14 -13 -18 -17 20 21 -3 24 -24 -2 -26 -25 -12 29 -22
right_child=2 19 3 -5 5 -7 7 -9 9 11 27 12 14 -15 -16 18 17 -19 -20 -21 28 -23 23 26 25 -27 -28 -29 -30 -31
leaf_value=-0.0016485110386998227 0.00062210031902028826 0.00041013330344733868 0.001634881819387482 0.0020930058648200374 0.00050365998691418595 -0.0037147664917410997 -0.0043433111004548171 0.0010528086742965022 0.000847310048612866 0.0026298217508313113 -0.003965680479298685 -0.0016496024749525907 0.0022626723239073518 -0.0039778120710364786 0.0029622908248705428 0.00058517324463929485 0.002586069714272467 -0.0013913974384943263 -0.0032420609170256249 -0.0025015664693874944 0.0010952409681214738 -0.0035489720700166297 0.0020849417360505819 0.001086877656186865 -0.0042444184273764283 0.0004558264694884454 -0.002289726979078143 -0.00024928741669519555 -0.0033713785968308959 -2.0528161080880761e-05
leaf_weight=16.624260525451973 22.410738878883425 2.9012247184291482 20.847500056028366 21.63541978597641 22.479119686409835 5.9999497067183247 4.1869322676211587 2.9425066579133272 4.0507182069122774 6.626409299671649 5.4194322377443314 6.7606318332254949 5.6243281029164818 4.8883261904120436 8.7521534822881204 4.1539865620434266 8.0550759583711606 4.3241573721170417 4.0044164210557938 4.1485948245972386 25.302003655117005 3.8687813449650994 18.179945856332782 4.0683161579072458 3.8167120777070513 3.2962428480386734 3.9348248913884163 2.2978412583470345 1.6742437840439368 61.602736625820398
leaf_count=431 151 60 80 86 150 72 53 15 21 25 56 47 23 40 28 20 27 28 30 101 207 153 66 17 28 12 24 12 104 733
internal_value=0.000214255 -0.000254223 0.000487961 0.000842123 7.12575e-05 -0.000731674 -0.000127173 -0.00211619 0.000526717 0.000171062 -0.00158331 0.000559211 0.000264541 -0.000656846 0.00124699 0.000157752 0.000191329 0.00119671 -0.00129336 -2.12629e-05 8.66541e-05 -0.00185233 0.000584502 0.00127243 -2.5589e-05 -0.00206626 -0.000573264 -0.00285911 0.000234849 0.000304324
internal_weight=314.878 116.122 198.756 107.44 91.3153 35.6085 29.6086 7.12944 85.805 64.9575 11.768 53.1895 46.5631 24.0282 22.5349 13.7827 19.1399 12.3792 8.1584 99.4976 95.349 6.77001 55.7068 26.1831 29.5237 7.11295 8.00314 7.71727 88.579 86.9047
internal_count=2900 1789 1111 523 588 290 218 68 437 357 89 268 243 142 101 73 102 55 50 1358 1257 213 298 107 191 40 41 68 1044 940
is_linear=0
shrinkage=0.00314801


Tree=259
num_leaves=31
num_cat=0
split_feature=3 23 6 6 0 5 18 10 22 22 6 10 16 18 21 22 20 21 0 7 15 22 21 22 0 9 3 22 9 0
split_gain=0.889959 1.33274 1.01173 2.85577 1.43153 1.48221 1.28701 2.07643 1.49451 2.3724 2.24539 1.82052 1.90991 1.87426 1.67272 2.59239 1.55853 2.14556 1.53268 1.43834 1.32531 1.71269 1.51344 1.32228 1.28117 2.44321 2.52003 2.44202 2.42377 1.88699
threshold=108.42013948475001 0.070195000000000021 13.665319288000001 13.775321858200002 97.835679825150024 15.941372635650001 17.166139419800004 90.988176966900014 -0.15818499999999999 -0.093604999999999994 12.595294287050001 80.288113607700012 12.644970430600003 16.158105979900004 3.3559787654000002 -0.24103499999999997 36.173488152900006 2.6720444286000005 89.665455566700004 24.005763052250003 32.188927121800006 0.68694500000000025 7.7850244945500009 -0.59681499999999998 94.047642319350018 206.50942114985003 84.968719212850019 -0.10965999999999999 214.22994816675003 86.530713386650021
decision_type=2 2 2 2 2 2 2 2 2 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 -5 8 -8 10 -10 14 13 19 16 -1 23 -11 -18 -12 -13 21 22 -19 -16 29 26 -26 -28 -27 -7
right_child=1 -3 3 4 -6 24 7 -9 9 11 18 12 -14 -15 15 -17 17 20 -20 -21 -22 -23 -24 -25 25 28 27 -29 -30 -31
leaf_value=0.018375396960747702 -0.023543788540219931 0.014472390467252795 0.021380031571676304 0.028316761900869899 -0.018623934050723122 -0.00068092882738133523 0.0084874764978586405 -0.019250838778313829 -0.027832567019368717 0.024092940300129095 0.011149738689885329 0.017133438185780774 0.014032397503799121 -0.03492359579123247 0.0047976934781293586 0.010315803918458563 -0.033908083033384849 0.0014852965206167718 -0.030683103943797987 -0.029643437215664876 0.013475142092836685 0.018564615990430713 -0.031485584107106404 -0.032297003752788024 0.0063714623267925371 -0.033305053477333826 0.0082487881688862365 -0.036119402607061264 -0.0014917643942081158 0.0053428609761091515
leaf_weight=5.1582460009958622 2.481086246669292 0.93505998933687795 5.3168026842176905 1.5046051032841194 2.6427780417725435 80.354708835715428 13.246053588576613 2.3382662772200993 4.1258903738344115 1.0740090464241827 0.89351824671029989 0.69340351200662498 5.382924627745524 2.1017908891662946 1.0439377734437587 5.4354882808402163 2.2104958719573897 1.6706299632787702 2.3188957702368498 1.6037889071740208 2.3385491110384464 1.1459233891218898 2.6541257116477937 2.1970191495493054 13.724701421335345 3.6555284969508639 1.5124872121959927 2.3070891196839503 3.4077348415739834 73.169602448120713
leaf_count=65 125 12 34 8 36 693 206 306 165 14 11 10 67 37 16 61 37 31 58 84 13 8 79 66 98 67 14 36 41 402
internal_value=0.000617548 -0.0131381 0.00080917 0.0017753 0.00120346 0.00149516 -0.00233561 0.00432563 -0.00480444 -0.00902902 0.00139139 -0.00531266 0.00519184 -0.0114265 0.0061373 -0.00113839 -0.00697484 -0.010305 -0.0190475 -0.0155239 -0.00362384 -0.0109331 -0.0187491 -0.0203485 0.00126861 -0.00447989 0.000945717 -0.0185504 -0.0179564 0.00219001
internal_weight=248.645 3.41615 245.229 187.596 182.279 179.636 57.633 15.5843 42.0486 25.0015 17.0471 20.8756 7.68012 13.1955 13.8347 8.67645 11.0937 10.0197 3.21241 2.29719 7.80923 5.47068 4.32476 3.24096 178.132 24.6075 17.5443 3.81958 7.06326 153.524
internal_count=2900 137 2763 1429 1395 1359 1334 512 822 545 277 380 161 219 208 143 182 168 69 94 131 118 110 82 1351 256 148 50 108 1095
is_linear=0
shrinkage=0.0271374


Tree=260
num_leaves=31
num_cat=0
split_feature=16 20 15 17 23 0 16 18 9 21 15 16 16 18 20 20 21 17 10 18 16 20 5 16 7 5 5 6 6 10
split_gain=3.0598 3.84072 2.63605 2.23458 2.28318 2.16606 3.72208 3.47457 4.24198 3.5562 8.58827 3.43165 4.31347 6.02805 3.42136 3.89476 3.79213 3.25783 3.98296 4.32554 4.81883 3.19701 3.09656 5.06706 2.95794 2.37469 4.82094 2.15087 2.00421 6.88453
threshold=18.594956516900002 38.238138001450004 30.046989284200006 166.83257850275001 -0.22125500000000001 86.530713386650021 22.614947116400003 13.565012728250002 196.26893085885004 5.7087410616000005 38.469938489650012 20.784951395750003 19.734953851100002 15.042884401850001 42.131954243650007 43.45354240915001 7.362244800500001 187.45953903175004 61.917879202350001 13.042786209850002 22.574947209950004 36.625813070500008 21.269675393700002 18.984955604900005 24.199020305550004 20.361635946650004 21.125470787600005 16.265380038000004 20.305474434200004 60.474177186300004
decision_type=2 2 2 2 2 2 2 2 2 2 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 14 7 -7 21 10 11 12 13 -10 25 17 -17 -16 -19 -20 -21 -9 23 -11 -25 -2 -27 -23 29 -28
right_child=5 2 -4 -5 -6 6 -8 8 9 22 -12 -13 -14 -15 15 16 -18 18 19 20 -22 27 -24 24 -26 26 28 -29 -30 -31
leaf_value=-0.0018056613513266334 0.0030224579845838889 0.00042568838058808391 -0.0027010920086534555 0.00027655711791872256 -0.0037691412316530658 0.0017181815642549852 0.0021193935684193982 0.00076158674631849298 -0.0032753859978961594 0.0026502475594852013 -0.0043774957797138034 -0.0022149175328961593 0.0028637677203412703 0.0020142991170206061 -0.005232830452718884 0.0018266979650602428 -0.0013588238782522829 0.0024650081430099557 0.0023825176678892411 2.6582432277040419e-06 -0.0047266957132382006 -0.0042851156662069611 0.0030723957021152283 0.00065938536401064526 -0.0034604813204166898 -0.0032180124270285012 -0.0041734931190759057 -0.00037377307753209044 0.0028926164028770913 0.0009106120703610978
leaf_weight=16.073159702355042 4.4653137847781172 2.8088132236152887 4.0542207965627304 84.976827515987679 3.3743716822937122 20.425182186067104 20.289828542619944 3.8675824943929893 4.6329110041260808 7.1588225401937988 5.0649505238980046 4.3401995077729216 9.2702819332480413 5.6477684676647186 2.8351552272215512 9.896820794790985 7.9702193224802604 2.8274813536554566 2.1773379184305659 4.1074218414723855 6.6922010034322739 5.3260341100394726 8.9892077483236772 4.3262480646371824 3.9281689375638962 3.9883353337645522 3.4356020409613839 2.4136407077312469 4.5298593193292609 37.401747707277536
leaf_count=431 15 60 101 1044 153 80 86 21 36 30 41 28 32 24 44 49 70 15 10 26 79 56 29 20 28 22 61 12 17 180
internal_value=0.000203616 -0.000251559 1.07896e-05 0.000131397 -0.00186357 0.00046205 0.000796095 0.000481665 9.2906e-05 0.000502544 -0.000312035 0.000549847 0.00116361 -0.000369458 7.12253e-05 -0.000740996 0.000405684 -0.00184015 -0.00123154 -0.00203696 -0.00292798 -0.0017902 0.00146913 0.000534084 -0.00130121 0.000622154 0.000404993 -0.00306535 0.0007235 0.000482892
internal_weight=307.296 111.287 95.2142 91.16 6.18318 196.008 105.681 85.391 64.9658 53.3586 28.9561 23.8912 19.551 10.2807 90.3275 36.5066 17.867 18.6396 15.8044 12.977 10.7996 11.6073 24.4024 15.4132 8.25442 53.8209 49.3555 7.73967 45.3672 40.8373
internal_count=2900 1789 1358 1257 213 1111 523 437 357 268 161 120 92 60 588 293 119 174 130 115 105 89 107 78 48 295 280 68 258 241
is_linear=0
shrinkage=0.00343713


Tree=261
num_leaves=31
num_cat=0
split_feature=6 6 10 3 22 21 0 2 16 13 5 20 23 6 17 23 20 22 5 21 16 0 9 18 18 18 15 13 20 3
split_gain=3.29333 5.14175 2.93515 3.67937 3.53005 3.75017 3.51539 4.84091 3.0465 3.54564 2.77864 2.78587 4.0243 2.73605 3.40238 2.80167 2.98938 3.29903 3.19378 2.62228 3.12757 3.59842 2.46988 2.43513 2.854 2.65686 2.51222 5.81669 4.4981 2.34619
threshold=13.665319288000001 13.775321858200002 70.182199495350019 84.968719212850019 -0.14581999999999998 6.9984086918000008 86.530713386650021 317.41815758785003 22.614947116400003 117.50443950750001 20.361635946650004 47.001379125850008 0.070195000000000021 16.375382608200002 192.15389660515004 0.083795000000000022 42.131954243650007 -0.082509999999999986 21.125470787600005 13.040554425100002 23.314945479550005 86.162394622750014 204.17620834730005 13.583580954200002 14.117867417450002 13.954623666350001 28.566186095050004 112.82921081865001 39.134693790050008 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 6 4 -4 -6 7 10 9 23 -3 12 19 14 -14 -15 18 -18 -17 20 21 -12 -7 -8 25 -25 -26 28 -28 -19
right_child=1 2 3 -5 5 22 8 -9 -10 -11 11 -13 13 15 -16 16 17 29 -20 -21 -22 -23 -24 24 26 -27 27 -29 -30 -31
leaf_value=-0.00036256943881095706 0.0029177679886520222 0.0026046945236815576 -0.0032710983309893059 -0.0028947609223913791 0.0009916079888652896 -4.9805307544307412e-06 0.0017966491296445611 -0.0041242536446795377 0.0020958225870576852 -0.0021632135167536279 -0.0039577571672478754 0.0019014829024667764 -0.0046118832368791914 0.0019109767172370701 0.00042343941594691955 -0.0022313790587829068 0.00033482466055203197 -0.0045497536795756858 0.00089485253358654031 0.00029218599896443275 0.0028662945783046448 0.0027279133180060614 -0.0040841430355527016 8.524809180223245e-05 0.0028584995915348702 -0.0029729897610836701 0.00039581660143245864 0.0020077390105479155 -0.0035714199425077131 -0.00097742885594573488
leaf_weight=80.299049030989408 7.8539672866463652 4.4863398969173423 3.1460873540490892 5.6954119135625652 19.213783516548578 3.2684065066277972 18.075773316435516 2.7480530799366525 17.806753873825073 4.346517600119113 7.6269537692423874 7.4449266269803038 2.5916713718324891 10.133972827345131 2.8571834359318018 3.6809237822890273 7.9828935973346233 3.4178677797317487 32.78694108594209 4.5994775933213523 0.94221051037311632 0.91285970807075489 2.7832956369966269 10.503782557323573 5.7415616586804417 3.9619079083204261 8.1589601151645201 13.216270066797732 4.485371407121419 4.0896739661693573
leaf_count=1334 34 15 30 82 126 26 74 44 75 27 234 35 39 46 19 20 60 35 189 35 3 4 41 50 21 26 43 51 36 46
internal_value=0.000190553 0.000388341 0.000296668 -0.00056027 -9.2296e-05 0.000303532 0.000456732 3.87483e-05 0.000923177 0.0006183 0.000161032 3.79449e-05 -0.000132031 0.000190612 -0.00197154 0.00038035 8.18154e-05 -0.00108938 0.000579303 -0.00167957 -0.00263602 -0.0032431 -0.00188107 0.000806782 0.000418385 -0.000752352 0.000954282 0.000531508 -0.0010115 -0.00260376
internal_weight=304.859 224.56 216.706 34.107 28.4116 25.2655 182.599 96.3019 86.2969 68.4901 93.5539 89.0676 81.6226 67.5411 5.44885 62.0923 51.9583 15.4904 36.4679 14.0815 9.48202 8.53981 6.0517 64.1436 46.0679 14.4657 31.6022 25.8606 12.6443 7.50754
internal_count=2900 1566 1532 305 223 193 1227 824 403 328 780 765 730 454 58 396 350 141 209 276 241 238 67 301 227 76 151 130 79 81
is_linear=0
shrinkage=0.00318231


Tree=262
num_leaves=31
num_cat=0
split_feature=16 20 0 20 16 23 4 6 18 12 23 5 21 4 2 21 20 10 21 23 2 7 2 6 10 8 15 23 23 20
split_gain=3.04067 3.1209 3.07554 3.94304 3.64108 3.28412 2.87391 6.69536 2.75745 4.54717 4.58163 3.20303 3.70741 2.72197 3.6877 3.54424 4.57833 3.03816 4.79874 2.98832 2.9447 2.83776 2.5886 2.56937 2.50362 3.18309 2.41358 2.32982 2.73014 2.61251
threshold=18.594956516900002 37.572218886150004 86.530713386650021 38.771633980050005 22.614947116400003 0.11614000000000002 310.49012963040008 15.925372093750001 13.809421053700001 103.44931853055 0.082975000000000021 21.495293572000005 8.8712712239000009 150.90301220960004 103.98563613345001 2.0076445649000005 42.131954243650007 61.971648364950006 11.790993765850002 0.08708500000000001 189.76529655395004 22.597569836950004 313.37633693555006 16.435384010100005 60.474177186300004 9.6424751081000029 30.046989284200006 0.094165000000000013 0.094625000000000029 33.151194885250007
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 22 3 24 6 13 8 -8 23 10 -10 12 -11 -5 -15 19 -17 18 20 -16 -18 -19 27 -4 25 -2 -3 -1 -29 -30
right_child=2 26 4 5 -6 -7 7 -9 9 11 -12 -13 -14 14 15 16 17 21 -20 -21 -22 -23 -24 -25 -26 -27 -28 28 29 -31
leaf_value=-0.0035536422067678386 -0.0037657091612005177 6.0735051414510928e-05 0.0021085500155437744 -0.0030396506548379006 0.0020154556572428849 -0.0022928326793237473 -0.0034343752294886134 0.0011487412408836967 -5.4547160367845703e-05 0.0015606479785445289 -0.0051578562731526244 -0.0018884027382317398 -0.0011971301255448332 0.0012750244789310474 0.0030406872293160829 0.00023093498183708537 -0.0024498228514672482 0.00021609648592362204 -0.0043443276554377642 -0.00059387373628846149 0.0017913493445837468 -0.0044536073102705879 0.0017287686450273309 -0.00040318740640861369 0.0027345676078771412 0.0027263813056410706 -0.002462693177302962 0.0040120382952718798 0.0023367772392900625 -0.0037232416253931266
leaf_weight=6.4938345488626492 1.6304931519553059 95.963532244320959 20.71376192569733 3.0164204854518166 20.486886851489544 7.4597282027825704 5.8698821142315847 7.5094679892063141 4.8931114599108687 28.216323729604483 2.8935830369591713 4.2565899528563014 6.1338177975267163 19.216666113585234 5.1346795447170717 20.838354166597128 2.4620532011613268 1.7100905291736106 2.9472473533824086 4.2930944748222828 5.4105538427829742 6.3018186390399933 1.9180170269682992 5.2831308692693701 8.0012777969241125 1.497572489082813 4.0844478262588373 1.0433263741433618 1.048839617520571 2.4596360987052321
leaf_count=250 38 1320 75 21 86 59 52 33 22 126 28 27 48 74 19 114 39 16 38 27 30 78 27 26 29 6 105 4 24 59
internal_value=0.00018546 -0.000234599 0.000427444 -1.01403e-05 0.000797752 -0.000263164 0.000506892 -0.000861996 0.000759894 0.000290192 -0.00195097 0.000742218 0.0010682 -5.09026e-05 8.10652e-05 -0.000386244 -0.000807338 -0.00195624 -0.00084504 0.00138563 0.000464979 -0.00345689 -0.00171881 0.00159811 0.00178115 -0.000657598 -4.22836e-05 -0.00231746 -0.000553857 -0.00191163
internal_weight=309.188 113.012 196.177 89.92 106.257 78.7907 85.7697 13.3794 72.3903 46.3934 7.78669 38.6067 34.3501 71.331 68.3146 49.0979 39.6701 18.8318 10.8199 9.42777 7.87261 8.01191 12.9637 25.9969 11.1293 3.12807 100.048 11.0456 4.5518 3.50848
internal_count=2900 1789 1111 588 523 515 437 85 352 251 50 201 174 456 435 361 315 201 107 46 69 94 364 101 73 44 1425 337 87 83
is_linear=0
shrinkage=0.00321496


Tree=263
num_leaves=31
num_cat=0
split_feature=16 20 5 9 20 17 20 17 15 13 21 22 20 16 20 9 8 8 14 19 8 20 6 7 5 23 13 16 9 10
split_gain=4.63295 4.07927 3.72002 2.93815 2.50162 2.64877 2.79211 2.49231 2.70804 2.39508 2.8798 2.83123 3.04641 2.70379 2.96219 2.9173 2.61521 2.36442 2.96568 3.02117 2.60215 2.55499 2.33267 3.27617 2.65008 2.26102 2.24279 1.91511 1.89632 1.88625
threshold=18.594956516900002 38.238138001450004 23.803605515150004 227.14331114760003 37.962710038050005 199.01194954300004 44.921040431000009 166.83257850275001 30.046989284200006 95.870416931800023 16.027392061700002 -0.088944999999999996 42.508878681700004 15.919962772200003 41.43512228960001 187.38923140910003 5.9453602998000008 8.8430989333000021 168.39662374755002 14.351157895250003 8.7431769115000026 35.461062230100005 16.505385645700006 23.124786352450005 31.302824910800002 -0.22125500000000001 117.62273166525001 16.859960574100004 52.394053035900008 84.906884675850009
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 17 4 -4 6 22 25 9 10 11 -9 -13 -11 -15 16 27 20 -19 -20 21 -2 23 -6 -24 -3 -25 -16 -10 -12
right_child=2 7 3 -5 5 -7 -8 8 28 13 29 12 -14 14 15 -17 -18 18 19 -21 -22 -23 24 26 -26 -27 -28 -29 -30 -31
leaf_value=-0.0017573943179643196 0.0023315065916990211 0.00024712682221428718 0.0013940868266394048 0.0030420111200300287 -0.0036462077541776789 0.00079056037674416586 0.00039092290763312055 -0.0029721296498884842 0.0023185740397297641 0.0011265666524506205 -0.0015183108628245357 -0.0035284329013212179 0.0011161058635682298 0.0009688165430683152 0.00072982276372976799 -0.0029391414254331056 0.0040695611475442921 0.0012123135994073224 0.00022899041548405251 -0.0040616421590333298 0.0025631470820214114 0.00065501824089620104 -0.0041728782735830439 -0.0015761605432558182 0.00031912763177932606 -0.0035696440760057341 0.0021944078561047229 -0.0029366322459915277 -0.0035334870661228195 0.0022868955443433167
leaf_weight=16.386009129928425 10.246249821037052 2.8576448131352663 5.9351716935634604 2.5577149689197531 3.213892383500939 7.5568487197160712 6.7213487848639479 6.958568527130411 0.70593806263059322 37.523281421512365 1.9658118300139893 2.0106792445294568 5.5746187842451036 11.380482599139215 3.4911817414686066 6.0567824728786945 1.3982886672019956 5.33544162660837 3.3035838007926941 3.5758881010115147 9.0565146133303625 132.72781391069293 6.8781878482550365 3.2550547420978546 1.7173499185591934 3.7620435392018399 3.3489039689302444 2.6014497764408588 3.2323388764634728 4.4457891094498336
leaf_count=431 40 60 49 9 60 37 41 243 8 253 24 85 94 80 43 92 3 20 16 28 31 625 95 27 20 156 13 85 90 42
internal_value=0.000266525 -0.000268065 0.000553691 -0.000315593 -0.00053792 -0.000888677 -0.00139355 -8.34908e-06 0.000136681 0.000260447 -0.00068584 -0.00148203 -0.000115049 0.000577972 -0.000247803 -0.0012698 7.99453e-05 0.000771664 -0.00059757 -0.00200124 0.000881675 0.000775164 -0.00204492 -0.00096764 -0.0032754 -0.00192199 0.000335916 -0.000835691 -0.0024845 0.00112021
internal_weight=315.781 110.351 205.43 41.1845 38.6268 32.6916 25.1347 93.9649 87.3452 83.4069 20.9555 14.5439 7.5853 62.4515 24.9282 13.5477 7.49092 164.245 12.2149 6.87947 152.031 142.974 18.4134 9.81785 8.59554 6.61969 6.60396 6.09263 3.93828 6.4116
internal_count=2900 1789 1111 351 342 293 256 1358 1142 1044 488 422 179 556 303 223 131 760 64 44 696 665 215 100 115 216 40 128 98 66
is_linear=0
shrinkage=0.00323475


Tree=264
num_leaves=31
num_cat=0
split_feature=13 23 18 7 19 10 21 7 18 14 6 6 21 7 6 17 10 17 3 0 10 21 20 20 3 9 0 6 15 22
split_gain=1.00659 2.33107 1.68332 1.71864 1.47071 1.324 1.32261 2.20256 1.22538 1.60518 1.35603 3.01008 1.76482 1.50613 1.78276 3.05204 1.89282 2.2905 1.30764 1.3342 3.76913 4.34378 2.34965 2.54183 4.08545 3.45831 3.20971 2.40975 2.18636 2.52832
threshold=95.99139754765001 0.079785000000000009 14.708525021850003 21.403954852200005 12.451004585100002 82.204984254750016 16.589865017350004 24.575790737200006 17.108018746400003 364.26157294055002 13.665319288000001 13.775321858200002 14.159547889500002 19.771475517600006 12.26528657645 199.41622983390002 67.649671936450019 205.32027903760002 81.796338618900009 85.716110573100011 62.00390986255001 15.440607301650003 43.19689381845 42.178283198950005 93.394346993650018 201.63419974125003 85.807518149550006 16.415383542800004 46.074827201850006 -0.063985
decision_type=2 2 2 2 2 2 2 2 2 2 2 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 -5 7 -7 10 -10 12 -12 13 -2 16 -16 -15 -18 -13 20 -20 -22 23 26 25 27 -21 -25 -28 -30
right_child=8 4 3 5 -6 6 -8 -9 9 -11 11 18 -14 14 15 -17 17 -19 19 22 21 -23 -24 24 -26 -27 28 -29 29 -31
leaf_value=-0.022788399799762139 0.020175681382345097 -0.026942162151519504 0.02618504236480684 -0.020310999685756562 0.0031882956853568583 0.017855245715184671 0.017720923170285591 -0.013313947286917736 0.016618560642887099 -0.0083793698471378835 0.020253518214391811 -0.017059554899590178 -0.019480736899039956 -0.021188134068110018 -0.030326356559491455 0.001011716370256063 0.0076211083063604055 -0.020073246939973234 0.00080642775164454735 0.01969454079075662 -0.028921888703196674 0.018784471071421005 0.011165325962750335 0.02354093505979752 -0.026843386151969028 -0.011577142374876566 0.0024953829511094468 -0.0031650875904047889 -0.03402346107457007 0.004760891957879038
leaf_weight=1.6944524878636027 1.7983430549502433 3.8079749708995214 1.7742061046883453 1.6932385726831842 1.3511258850339798 2.1085517674218845 2.8118843287229538 4.1279612452490255 6.3495250046253187 2.1057377960532904 5.1551505997776976 2.4266229486092916 3.9659756643231949 2.0947383837774458 3.5190570675767949 4.1922950511798263 13.713902335148303 2.1230431585572651 33.112423518905416 6.5230438262224189 5.6769070813897988 1.4815845154225824 16.602533899247646 4.3134420663118416 4.7373811090365043 8.9052281645126623 95.877095875330269 4.0169555619359016 2.2125759106129408 1.9436852484941471
leaf_count=54 12 343 11 56 28 24 28 240 47 24 33 34 89 33 71 52 200 45 417 23 136 10 90 20 49 79 587 21 29 15
internal_value=0.000668499 -0.0047661 0.000420179 0.00356226 -0.0190512 -0.000174362 0.00359383 -0.00277571 0.00112058 0.010393 0.000771186 0.00154929 -0.00400992 -0.00177399 -0.00331332 -0.0132893 0.000976772 0.0039085 0.00103593 0.00127277 -0.00272289 -0.0190482 0.00238148 0.00124685 -0.00643681 -0.000827858 0.0028313 0.0106632 0.00173166 -0.0158859
internal_weight=252.217 19.3694 14.2103 12.5158 5.1591 10.7416 9.0484 6.23651 232.847 8.45526 224.392 192.985 31.4074 27.4414 25.643 7.71135 17.9317 15.8369 187.829 185.403 40.2709 7.15849 145.132 128.529 21.973 17.2356 106.556 8.3304 100.033 4.15626
internal_count=2900 784 413 359 371 348 292 264 2116 71 2045 1543 502 413 401 123 278 245 1510 1476 563 146 913 823 169 120 654 41 631 44
is_linear=0
shrinkage=0.0248114


Tree=265
num_leaves=31
num_cat=0
split_feature=16 16 10 20 16 17 13 3 22 2 20 15 17 6 15 16 2 23 8 21 22 20 5 9 15 16 20 21 2 10
split_gain=4.53623 4.48193 6.27159 5.43136 4.40475 3.93145 4.98972 3.9353 4.64773 3.95704 3.71146 3.62386 3.47664 3.92212 3.35859 3.53532 3.29394 3.46715 3.38483 2.97174 2.78746 4.1882 3.39062 2.78464 2.67441 3.01991 3.74729 3.55086 2.79211 2.61135
threshold=20.394952307700002 20.674951653000004 65.727424373200009 38.441102963850007 19.974953289850003 212.33270692945004 115.63864956495001 93.308316333450009 -0.068524999999999989 162.53466164215004 42.297164883650005 41.403124198950003 187.45953903175004 16.445384243750002 42.670190152050004 22.674946976100003 325.75432260090003 0.25847000000000003 2.8477776226000002 13.296557277800002 -0.14739999999999998 42.526729949000007 21.850554661550003 190.24759545780003 38.567335632300008 18.594956516900002 38.238138001450004 11.133313228750003 313.37633693555006 61.944763783650011
decision_type=2 2 2 2 2 2 2 2 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 16 6 -5 8 20 12 -10 -11 14 19 15 -9 17 24 -18 -14 -8 22 -22 -15 25 26 28 -27 -1 -13
right_child=1 2 -4 5 -6 -7 7 9 10 11 -12 29 13 23 -16 -17 18 -19 -20 -21 21 -23 -24 -25 -26 27 -28 -29 -30 -31
leaf_value=-0.0022398325822252244 0.0029430874479023333 0.0023898325623465887 -0.0033383571339852978 -0.0036276417844200264 -0.0038973948219857084 0.0034004461842043572 0.0023964700973170164 -0.00020136249777385817 0.0030653577410605028 -0.0049195613686390718 -0.00060515847983905505 0.00054496994194737358 -0.0028551414052051596 0.0036986079627583527 0.0020470809546998211 -0.0040982422594832155 -4.7543567291184768e-06 -0.0044026339561629886 -0.0042661728049645433 0.0016352575559286679 -0.00052490762038933194 0.00099522859764593981 -0.0049968030966845945 0.00068823264304197025 -0.0037672092252947877 0.0013551971625997234 0.00014021497286148437 -0.0020797480072995448 0.0029602645378970535 -0.0022045108421069439
leaf_weight=13.963683618232606 10.352154674008487 19.736996300518513 5.0979939755052319 4.0546682998538008 3.8821870107203713 5.1685549989342681 5.2277724072337177 7.4757331032305974 17.620845161378387 3.2435518242418793 4.3162218555808058 8.6616474967449921 4.0307118035852936 8.5519833862781507 3.907253634184598 4.8183515593409538 4.7456141286529583 2.163427790394052 4.6387646668590605 3.4359446465969086 5.3333555459976214 10.494697868824003 3.5568795688450336 7.0592637062072745 2.1927338130772105 36.517627147957683 88.613860550103709 4.2258085245266548 1.4328233124688257 8.7280437527224404
leaf_count=382 43 76 36 28 33 18 17 41 67 37 21 58 28 24 15 39 89 39 93 12 26 43 27 32 31 187 1192 41 12 113
internal_value=0.000247457 0.000690341 0.000524381 0.000669794 -0.00016405 0.000376339 0.000234911 0.000382018 0.00115581 -0.000219186 0.00234317 -0.00147711 0.000441597 0.00132591 -0.000818058 -0.00172864 -7.26046e-05 5.56966e-05 -0.0021112 -0.000788786 9.75219e-05 -0.000522464 -0.00231406 0.00233734 0.000121335 0.000180238 -0.000140465 0.000998933 -0.0017559 -0.000835019
internal_weight=313.249 150.873 140.52 135.422 162.377 115.685 110.517 106.462 46.5498 59.9125 21.9371 20.6332 39.2792 23.0779 16.2013 12.2941 158.494 149.11 9.38438 7.46666 24.6127 19.3849 8.89024 15.6112 146.947 144.754 104.01 40.7434 15.3965 17.3897
internal_count=2900 801 758 722 2099 646 628 600 201 399 88 208 191 96 95 80 2066 1884 182 40 113 96 53 56 1845 1814 1586 228 394 171
is_linear=0
shrinkage=0.00354757


Tree=266
num_leaves=31
num_cat=0
split_feature=16 2 8 8 15 19 19 22 21 10 0 6 21 19 16 22 19 23 10 20 15 8 8 16 18 16 9 17 7 6
split_gain=0.92433 2.07917 1.75364 1.42927 1.35726 1.47024 2.06413 2.09595 1.22316 1.19014 1.85648 1.17169 1.55281 1.46789 1.14933 2.27006 1.5223 1.89959 1.05135 0.946108 1.63324 1.82368 1.82579 1.08225 2.04489 1.79531 4.51692 2.09936 1.55441 2.0016
threshold=13.534968349350001 234.61110956795002 2.9476996444500005 1.3489472949000001 17.382777826050003 10.350835137000002 10.550851274900003 0.28022500000000006 18.904039828500004 84.906884675850009 96.693085119700015 5.1551204485500008 20.770927814650005 11.850956171350001 14.994964935250001 0.13860000000000003 12.250988447150002 0.092095000000000024 80.468240302450013 35.337501601400007 33.202295547750005 4.9461400813500012 8.1436447804000007 15.604963508800003 15.103091397600002 17.844958270700005 188.14427954665004 168.75790693355003 25.926164922500003 14.815346158200002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 4 3 8 5 -1 -7 -8 -3 10 -5 12 -2 18 15 16 17 -15 -13 20 21 -16 -23 24 -21 26 27 -25 29 -27
right_child=11 2 -4 9 -6 6 7 -9 -10 -11 -12 13 -14 14 19 -17 -18 -19 -20 23 -22 22 -24 25 -26 28 -28 -29 -30 -31
leaf_value=-0.029177172997571884 -0.027690774785791288 -0.027477451767706433 -0.019796731759193439 0.022728229820189204 -0.028858505048505737 0.018647687560097066 -0.024606867697052521 0.016013458669384601 0.027630538960168503 0.026664823162694661 -0.013434386250443773 0.0057385843179965186 0.013324285136048808 0.0083073021985313987 -0.028100756105311441 0.018814441448079249 -0.032817942151861755 -0.031981541324566522 0.026544582739874707 -0.0040273560519026629 0.018069535703538493 0.019998879039608248 -0.0097492770408442089 -0.029270944200443509 0.017457311311433289 -0.0072496346313341538 -0.023389629318056066 0.010845670425000235 0.013821003844816687 0.0017778460838699149
leaf_weight=1.7165104686282591 2.1271595017751674 1.1745044841663892 1.8122993373544876 1.9981853142380712 2.7305157529190174 2.3167276591993868 3.0082565271295607 1.2788449565414337 0.37549708038568486 3.0219580514822155 2.0133569600293413 4.9819153249263755 0.94035578705370415 2.383240615483373 1.3656893721781651 1.6280366741120813 2.4309809952974319 1.2658422589302061 2.6169670149683952 5.4162905830889922 6.3076228033751249 3.0994348339736462 2.7512367255985737 1.0629525727126727 7.4126853244379163 19.758355231489986 7.3231910532340407 6.9267862138804048 6.616175288334488 142.39080570451915
leaf_count=168 169 121 87 11 119 37 174 21 2 25 35 49 14 26 65 11 53 24 16 46 30 19 25 74 55 215 143 71 60 935
internal_value=0.000704187 -0.00457194 0.00396046 0.0089765 -0.0125986 -0.00726249 -0.00156628 -0.0124898 -0.0141272 0.014068 0.00457854 0.00119873 -0.0151175 0.00142045 0.00102043 -0.00905988 -0.0165237 -0.00566863 0.0129039 0.00138967 0.00819001 -0.000445412 0.00601002 0.000922606 0.00838666 0.000402413 -0.00831158 0.00550857 0.00119308 0.000677821
internal_weight=250.252 21.4467 10.3958 8.5835 11.0509 8.32034 6.60383 4.2871 1.55 7.0335 4.01154 228.806 3.06752 225.738 218.139 7.7081 6.08006 3.64908 7.59888 210.431 13.524 7.21636 5.85067 196.907 12.829 184.078 15.3129 7.98974 168.765 162.149
internal_count=2900 800 281 194 519 400 232 195 123 71 46 2100 183 1917 1852 114 103 50 65 1738 139 109 44 1599 101 1498 288 145 1210 1150
is_linear=0
shrinkage=0.0265789


Tree=267
num_leaves=31
num_cat=0
split_feature=21 7 7 23 22 2 23 22 4 22 5 23 16 21 2 6 7 5 22 17 7 13 20 12 0 16 13 20 6 5
split_gain=0.840968 2.06457 2.43974 1.95229 1.86725 2.07993 1.90745 2.67899 5.03543 3.07158 4.12393 2.48473 3.48896 1.86217 4.02028 2.47423 6.36832 1.85786 1.68167 1.66226 1.87677 1.69909 1.62041 1.59518 1.64505 4.90133 3.44991 2.45763 3.23095 3.50218
threshold=2.9845679401500003 25.027970878050002 25.221560561650005 0.082975000000000021 -0.25089499999999998 151.19096455890005 0.083565000000000014 -0.095019999999999993 167.53623354625003 -0.071129999999999985 22.073674782200005 0.092425000000000021 22.624947093000003 4.3636502323000004 61.427631630050008 16.315381206250006 22.832271203950004 19.731257453750004 0.68694500000000025 166.83257850275001 17.605734992150001 117.99105042915001 42.541806567400009 72.692757749350008 91.410264893400026 18.984955604900005 109.41218053485001 40.621691032550004 16.465384711100004 22.382291025900006
decision_type=2 2 2 2 2 2 2 2 2 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 18 5 -1 -6 -8 -9 10 -10 12 -11 14 -2 22 -17 -5 -4 20 -15 23 -16 -21 27 26 -26 -25 -29 -30
right_child=13 2 3 17 6 -7 7 8 9 11 -12 -13 -14 19 15 16 -18 -19 -20 21 -22 -23 -24 24 25 -27 -28 28 29 -31
leaf_value=0.00073575340820863488 -0.04844352131924079 -0.033625230632976073 -0.022864699998132981 0.0056421380654513896 0.010196982579085849 -0.026853023351175339 0.012390013447100825 -0.03577519372542276 -0.034229757698632179 -0.022478106169221617 0.0020017178358273714 0.013568722701006402 0.015266697657338782 0.010550056260964872 0.0068256814252172782 0.002311322381735828 -0.035571610374641169 -0.022742857339456479 0.019036548563187726 0.022533736876771258 -0.021295088379158816 -0.018096315966467762 -0.012552495355261121 0.010243831186209206 -0.0015985650026682765 -0.020760615953671093 0.018700850240893161 0.0053027045853262858 -0.017389620426003852 0.00085231984332809793
leaf_weight=5.2316472353413692 1.1256304057315016 1.3915753834880913 3.209207756677642 10.60466086224187 25.925468627130613 1.955251767998561 9.286631004768422 2.1026403009891537 2.583706084406006 2.9035123959183684 4.4621652802452445 10.034319761209188 2.2749719098210335 1.3288859212771047 9.7805964667350072 5.7260210821405035 3.8756755329668522 1.3544109752401698 0.59071707888506342 1.8360899537801731 3.5097188246436417 2.3675858397036782 2.9181636720895758 19.394554897211492 40.453547140117735 6.3897005990147582 4.887543410062789 35.028002328239381 8.4540885910391825 15.590669118566437
leaf_count=51 11 26 140 215 239 33 64 25 28 35 35 57 14 33 106 49 38 23 7 6 171 30 56 102 785 64 19 238 57 143
internal_value=0.000548767 0.00240448 -0.00465842 -0.00210055 0.00421892 -0.00676999 0.00554462 0.00196001 -0.00201595 0.00117308 -0.0112843 0.00694275 -0.00589635 -0.000408495 -0.0063617 -0.0042376 -0.0129799 0.00242743 -0.0163509 0.000593085 -0.0125491 0.00106622 0.00237259 0.00140983 0.00111194 -0.00204753 0.000589611 0.00319487 0.000880575 -0.00556151
internal_weight=246.577 83.9109 17.1506 15.759 66.7603 7.1869 59.5734 33.6479 24.3613 22.2587 7.04587 15.2128 5.17848 162.666 23.4261 22.3005 9.6017 11.9591 3.79992 139.24 4.8386 134.402 12.6988 132.034 130.198 51.7308 45.3411 78.4673 59.0728 24.0448
internal_count=2900 992 411 385 581 84 497 258 194 169 63 106 49 1908 260 249 87 238 147 1648 204 1444 162 1414 1408 868 804 540 438 200
is_linear=0
shrinkage=0.0228222


Tree=268
num_leaves=31
num_cat=0
split_feature=23 23 12 20 7 20 19 15 15 8 22 8 0 8 16 22 23 23 7 23 22 12 9 17 19 23 13 10 22 22
split_gain=0.837044 1.38231 2.67185 1.25955 1.51614 1.1881 1.53554 1.99228 1.45775 1.22531 2.80779 2.94004 3.04411 1.29826 1.19828 1.1089 1.07112 2.94979 2.93202 2.96392 2.63338 2.25203 1.90578 2.1388 1.80787 1.70843 1.88308 2.93772 1.70012 4.04079
threshold=-0.27223499999999995 -0.49570500000000001 151.63308792200004 32.785955158400007 22.535351262400003 34.542090938800008 13.951125619400001 23.304416445750004 51.067537391750008 8.8430989333000021 -0.011399999999999999 9.3427090425500019 88.576630023850015 8.7431769115000026 22.724946859200003 0.17273000000000005 -0.15684499999999998 1.0000000180025095e-35 22.398098708400003 -0.064204999999999998 -0.24103499999999997 288.67761128475007 192.09062119805003 194.94351320275004 10.250827068050002 0.079785000000000009 106.33120751740002 80.677940036650014 -0.59309999999999985 -0.5422499999999999
decision_type=2 2 2 2 2 2 2 2 2 2 2 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 13 11 12 -11 14 16 -12 20 18 -18 21 -7 -20 -22 -24 -19 26 27 -26 -27 -30
right_child=3 -3 -4 5 -6 8 -8 -9 -10 10 15 -13 -14 -15 -16 -17 17 24 19 -21 22 -23 23 -25 25 28 -28 -29 29 -31
leaf_value=-0.033127350748884045 0.0032025396415616431 -0.023275872675966428 0.0096621686254456836 -0.027180997739766455 -0.033466759330441277 -0.028609011970579457 0.023381577666403218 0.012101946929626971 -0.020827965044673779 -0.026501743379291728 -0.03560445166396195 0.012238253193307983 0.0072663225029225799 0.010963030324108499 0.011192273598270366 -0.0094143063342043472 -0.029861744379179284 -0.025957667949234164 0.0062270537588244319 -0.032102057380921055 0.012114142806583617 -0.021768175994189991 -0.023270657414422947 0.010677587269636215 -0.020389607005543115 0.011336354960317192 0.017372091094375521 0.011803297242752997 -0.030589670177745901 0.00036175399466412627
leaf_weight=1.1356030870229004 1.2973408331163221 2.3039938730653367 3.7367382713127881 1.1064639464020722 1.3982153406250288 1.2455662013962889 3.1923916935920715 2.5378278791904449 1.8661980386823405 3.5712801823392528 2.1222968902438875 6.0848958357237279 2.8766723517328501 8.076914865523575 6.620650351047515 1.7691503991372881 3.4698209695052382 1.469244846724904 8.5013681331183744 1.9611317075323285 15.261318744393067 2.1483192390296617 2.1879582423716775 2.2431063000112772 2.6518553080968541 8.0304300962015969 7.8461356973275542 4.6726689528441057 2.5674964296631506 128.98411843366921
leaf_count=41 38 72 55 49 101 40 13 17 43 38 28 48 16 47 36 18 121 197 67 30 171 41 27 18 95 68 51 93 60 1161
internal_value=0.000535419 -0.00768387 -0.000310842 0.000785606 -0.0158182 0.000977641 0.0110113 0.000175031 0.00067442 0.000853272 -0.00557055 5.79417e-05 -0.0114365 0.00136067 0.000972611 -0.0236977 0.000622473 -1.15616e-05 -0.00997459 -0.00450271 0.00584007 0.000579687 0.00801902 -0.00608528 0.00101398 0.00127005 0.00905606 0.000147807 0.000423819 -0.000242326
internal_weight=242.937 7.17634 4.87234 235.761 2.69556 233.065 6.83668 3.64429 226.229 224.362 16.4243 12.5328 6.44795 207.938 199.861 3.89145 193.241 172.303 16.0806 12.6108 20.9379 10.6497 19.6924 4.43106 156.222 154.753 15.1707 7.32452 139.582 131.552
internal_count=2900 168 96 2732 139 2593 79 66 2514 2471 148 102 54 2323 2276 46 2240 1984 259 138 256 108 216 45 1725 1528 239 188 1289 1221
is_linear=0
shrinkage=0.0244299


Tree=269
num_leaves=31
num_cat=0
split_feature=13 12 21 13 6 16 5 22 13 13 19 16 23 18 7 14 4 23 22 9 22 23 2 8 23 20 20 3 9 2
split_gain=0.810888 1.83828 2.29329 1.6503 1.88432 1.82727 1.70701 1.36276 1.29771 2.03792 1.25552 1.32575 2.18074 1.21499 1.60433 1.13651 1.26113 1.52193 1.09151 0.917662 2.66321 2.95296 2.01908 1.7108 2.71942 2.08834 1.2521 2.0269 1.45411 2.19638
threshold=95.99139754765001 216.11788648010003 20.770927814650005 96.429616222950017 6.9451622726000011 12.644970430600003 13.361597395450001 -0.24103499999999997 101.13441795120001 98.542744313500023 12.050972309250001 16.514961380800003 0.084365000000000009 14.708525021850003 24.101221167900004 312.95789969880008 398.10712430820007 0.075065000000000021 0.066885000000000014 215.80505313260002 -0.0086649999999999991 0.091545000000000029 357.36576196840008 8.8430989333000021 0.10332500000000001 39.945535567850008 48.680511450650009 97.300676657200015 186.67271206880002 59.615984903700003
decision_type=2 2 2 2 2 2 2 2 2 2 2 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 10 -3 9 -8 -7 12 -12 -9 -15 -16 -17 -18 -11 22 -21 -22 23 26 25 -25 27 28 -10 -30
right_child=3 7 -4 4 5 6 8 13 19 18 11 -13 -14 14 15 16 17 -19 -20 20 21 -23 -24 24 -26 -27 -28 -29 29 -31
leaf_value=-0.025323008404671925 0.019729889021179309 -0.02526848009295081 0.015363335692519957 -0.018353671771167243 -0.019381327971102778 0.023466199645911272 0.0095805679629500668 -0.020134930730276158 0.0067693886646898902 -0.02594350231386823 0.016558829775657289 0.014167844060976705 -0.026995498566174204 0.018855921821772145 0.022009634491656334 -0.021607985476453991 0.011005086908360264 -0.024498320113375254 0.00032106817133007018 0.010841664340574247 -0.030265527604101668 0.0098130427106734672 -0.021620861635576766 0.0089794319667626608 -0.030093608740930037 -0.01785460237615457 0.012631042634456675 -0.012905975020158906 -0.015632255090403901 0.0010626698403163716
leaf_weight=3.8259793962352004 2.5904526859521857 1.0696472013369209 0.98599385656416405 2.9192070274148127 2.4882795421872279 3.0857583098113519 2.1115598659962407 1.1656970605254144 24.678156804759055 3.2673664670437574 1.1583004184067252 3.6924968650564551 1.4840015731751917 3.3792963204905373 1.0024608155945314 1.8422754219500346 2.8335963850840931 0.90036296070320521 1.2334114192053673 14.515350650995972 2.1353574916720381 2.0286464863456786 2.3069048430770627 4.2686945348978025 2.5435859635472298 2.6663322444073856 5.3736850507557383 5.7545810957672066 4.6209922302514306 127.48458417365327
leaf_count=363 22 71 11 125 87 19 17 27 163 59 9 31 32 33 10 122 48 99 14 125 26 17 35 22 30 39 29 248 35 932
internal_value=0.000470841 -0.0045359 -0.0169862 0.000853658 0.000631209 0.000886725 0.00112194 0.000377476 0.000666916 -0.0097002 0.0110232 0.00496203 -0.00790268 0.00284358 0.00553347 -0.00130991 -0.00550215 0.00244421 -0.0187459 0.00101247 0.00603072 -0.0107398 0.000490833 0.000778388 -0.00905423 -0.00133754 0.00133344 0.000959928 0.00146886 0.000478689
internal_weight=239.413 17.0053 4.81197 222.408 219.817 216.898 214.41 12.1933 204.989 6.61234 9.42056 6.3348 2.6423 11.1237 9.95799 6.5787 5.57623 3.73396 4.50078 198.377 18.6794 4.164 179.698 177.391 9.47861 6.93503 167.912 162.538 156.784 132.106
internal_count=2900 784 374 2116 2094 1969 1882 410 1791 90 91 72 41 339 312 279 269 147 73 1701 168 43 1533 1498 91 61 1407 1378 1130 967
is_linear=0
shrinkage=0.0237885


Tree=270
num_leaves=31
num_cat=0
split_feature=13 21 12 10 7 14 7 7 23 20 16 2 7 3 16 23 19 17 21 23 18 18 0 5 10 16 10 0 5 22
split_gain=3.33653 3.56575 3.42632 2.51033 5.47562 2.94584 2.30068 3.53553 3.34249 2.54609 2.36398 3.26455 2.1881 3.44822 3.87666 3.7647 3.99245 2.81749 3.07964 2.15476 2.12409 2.66114 3.45823 3.89414 3.63559 8.97528 5.94247 5.00777 3.99536 4.0705
threshold=95.99139754765001 16.589865017350004 216.11788648010003 78.285212300550015 24.550696209100003 312.95789969880008 21.725272673150005 20.778835947700006 0.099780000000000021 48.008184682100008 21.084950694200003 185.83358638795002 22.726915405250001 93.308316333450009 22.614947116400003 0.10236000000000002 14.251149826300002 192.00356210945003 14.941253073700002 -0.24523500000000001 17.327266398450003 13.809421053700001 88.232507383150008 22.852794041600003 64.321360770950022 20.719951547750004 66.697957758300021 92.031298721500022 20.569643378550001 -0.060760000000000002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 -1 -4 -5 -6 7 8 9 10 11 -2 -8 14 20 17 -17 18 -15 -9 21 -14 23 -23 -24 26 -26 -28 29 -29
right_child=6 -3 3 4 5 -7 12 19 -10 -11 -12 -13 13 15 -16 16 -18 -19 -20 -21 -22 22 24 -25 25 -27 27 28 -30 -31
leaf_value=-0.0040047111592958692 -0.0039798080653879542 0.0013893036664592779 -0.0042960320615961873 0.0034174041773783036 0.0031695939302181417 -0.0028695383385279713 0.0011992896420563396 0.0010324066638827611 0.0041747047998553881 0.0012033347707343699 0.0021577827366956654 0.00036049687412885824 0.0012870922813080941 -0.0036866618752449277 0.0019705263597215661 0.00057893721450442189 -0.005411935875601669 0.00085248077659912547 0.0011280475017499 -0.0034555913727371203 0.0020104174422400623 -0.0052941748919884497 0.0027431377572040708 0.00060320861708752012 0.003279416936020442 -0.0049603384941329766 -0.0050914441508604609 -0.00058850180099463841 -0.004438017898998497 0.0011309762496760887
leaf_weight=6.3487115344032707 5.7079175286926382 6.5296418825164428 2.2795886117964974 4.0753991683013719 1.3261690069921312 6.5848278619814664 47.955931912641972 1.8402720736339686 2.5724864080548278 8.8792364895343763 2.0849019922316065 4.047756873536855 24.07691796310246 4.9286087695509258 21.923072826117277 2.3474061153829089 4.3142669983208179 14.189626496285198 2.8744289465248585 7.1125316303223354 9.2497441954910737 3.5401669815182677 6.6049895733594886 2.6951175853610039 7.6939568519592276 4.9093103446066371 2.6778038633055976 40.770596814807497 2.6204884406179181 34.939064470585443
leaf_count=348 223 60 53 28 11 284 269 17 12 50 10 70 101 55 98 12 49 91 14 102 52 30 24 14 30 40 33 431 52 237
internal_value=0.000244183 -0.000991404 -0.00174549 -0.000740075 -6.37984e-05 -0.00185716 0.000368147 -0.000558611 0.000200307 -0.000293137 -0.00141534 -0.00217896 0.000493543 0.000315746 0.000525196 -0.000866213 -0.0033009 -0.000128736 -0.00191305 -0.00253307 0.000298507 0.000177195 -7.38391e-05 -0.00274511 9.2363e-05 -9.46695e-05 0.000174627 -0.00012026 4.96859e-05 0.000205016
internal_weight=297.701 27.1443 20.6147 14.266 11.9864 7.911 270.557 32.2451 23.2923 20.7198 11.8406 9.75567 238.311 190.356 161.701 28.6543 6.66167 21.9927 7.80304 8.9528 139.778 130.528 106.451 6.23528 100.216 93.6112 88.7019 81.008 78.3301 75.7097
internal_count=2900 784 724 376 323 295 2116 484 365 353 303 293 1632 1363 1142 221 61 160 69 119 1044 992 891 44 847 823 783 753 720 668
is_linear=0
shrinkage=0.0036968


Tree=271
num_leaves=31
num_cat=0
split_feature=16 20 15 16 18 15 8 10 21 7 5 6 7 22 23 10 16 0 6 23 15 17 3 20 20 3 2 3 17 0
split_gain=2.96167 3.69242 2.51759 2.80589 4.08209 2.38527 2.18569 2.11995 3.62944 4.62299 2.79307 3.42101 6.80717 3.87138 5.3092 3.3867 6.33179 4.92208 3.28847 3.80339 3.05375 4.82026 3.3016 4.69591 2.75634 2.36094 2.24083 1.93694 1.93548 4.02057
threshold=18.594956516900002 38.238138001450004 45.49682449725001 22.824946625350005 13.278511569200001 30.046989284200006 2.9476996444500005 61.614083433650009 11.790993765850002 20.861721588400005 22.963361893800002 16.455384477450004 23.282607548150004 -0.085249999999999992 0.083415000000000031 66.697957758300021 19.974953289850003 86.001087134900004 16.575387281250006 0.10419000000000002 30.046989284200006 196.44284117250001 85.54673771085001 40.421032462050007 42.178283198950005 93.905154038450021 173.31297745125002 93.356708579850007 193.92177542215003 86.280686780500005
decision_type=2 2 2 2 2 2 2 2 2 2 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 -4 -3 -7 8 9 -2 11 15 13 27 -15 17 20 -9 19 -16 22 -22 23 -17 -12 -26 -23 -13 -6 -30
right_child=2 5 3 -5 28 6 -8 10 -10 -11 24 12 -14 14 18 16 -18 -19 -20 -21 21 26 -24 -25 25 -27 -28 -29 29 -31
leaf_value=-0.0018132475641625585 0.0015349247487788712 0.00014707987863277975 -0.0039789127103321952 0.0027736032001635593 0.0019820656085587324 0.0027341556875841223 -0.0036974858359992671 -0.0010659973945915024 -0.0044340030774436883 -0.0023289628823947965 0.0026217372077947249 -5.3172229238343401e-05 -0.003462997244436548 0.0019407934876339889 -0.0062501541584056332 -0.0027647117876498195 -0.0032898434013401527 0.0017596290040736598 0.00060626971955596949 -0.0013385732269535161 -0.0034870869407628894 0.0019037969560978135 0.0026408272510692532 0.0027146389883531343 -0.0019036809856376462 0.0019917271727934558 -0.0012554074076929387 0.0025293322620713438 -0.0043747294476575499 0.00050624578554893883
leaf_weight=14.608589046169071 9.4667607508599776 83.661557683022693 4.3946365872398081 2.3492289036512366 3.4227741509675971 0.7413171804510047 3.2955705421045423 8.1771758720278722 2.3490606416016808 5.6713813040405503 15.527929637581112 5.184091258794072 6.5715266279876223 5.3546046316623714 3.1651938259601575 3.9227985329926041 5.4462515246123067 51.726073805242777 3.3254224061965942 4.2046522088348866 4.3812597990036002 6.8239236213266832 11.849668443202971 3.2972120270133018 3.4995008595287791 3.6311825383454561 4.1266773454844952 9.2828372940421087 2.8007427491247636 6.2383589036762714
leaf_count=431 89 1257 80 10 18 9 92 41 33 51 57 24 45 20 22 29 44 206 15 24 38 35 42 13 23 19 34 31 36 32
internal_value=0.000228892 -0.000237936 0.000472327 -0.000691472 -0.00117439 2.44757e-05 -0.00251641 0.000598618 -0.000520004 8.73508e-05 0.000721262 0.000539021 -0.000338553 0.000334269 -0.000810156 0.000865311 0.000100729 0.00137391 -0.00218742 -0.00344799 0.000637504 -0.000487034 0.00154162 -0.000262419 0.00182185 7.99912e-05 0.000713267 0.00160392 -0.00018538 -0.00100611
internal_weight=298.498 102.307 196.191 19.2057 16.8565 87.6984 4.03689 176.985 17.4872 15.1381 159.498 136.839 37.0883 30.5168 16.0499 99.751 39.8478 59.9032 10.6953 7.36985 34.4015 15.3319 19.0697 7.22001 22.6586 7.13068 10.9506 14.4669 12.4619 9.0391
internal_count=2900 1789 1111 176 166 1358 101 935 173 140 762 663 181 136 81 482 235 247 61 46 191 107 84 42 99 42 69 55 86 68
is_linear=0
shrinkage=0.00338432


Tree=272
num_leaves=31
num_cat=0
split_feature=5 21 5 13 16 3 15 13 3 22 22 20 20 21 20 16 10 3 12 23 16 2 10 15 0 9 20 15 4 22
split_gain=3.6853 2.71559 2.4639 3.45189 4.49583 4.05021 3.40717 3.90732 4.04134 5.58186 3.32073 3.20886 3.67344 2.9954 4.95795 2.96725 2.96016 2.82879 3.10803 2.77602 3.39075 2.72134 2.48696 4.06158 3.21636 3.44139 2.96836 3.05533 3.23404 2.46023
threshold=7.7286379265000011 17.650944895250003 23.606333875400001 112.82921081865001 19.974953289850003 89.227236891450005 36.508287084250007 109.41218053485001 84.968719212850019 -0.16030499999999998 -0.23771499999999998 42.178283198950005 43.279086095950007 6.9984086918000008 40.742467179200005 16.674961006700002 71.090898343450007 81.70761950055001 242.18228154970004 0.087725000000000011 22.654947022900004 157.69206214580001 64.434276012450013 34.279674133750014 87.29692395375001 202.89977928865002 39.646013290900008 37.576156502300009 172.73046293330003 -0.54972999999999994
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 3 4 6 -5 7 8 13 10 -10 22 19 -2 -15 17 -17 18 -16 20 -13 -21 24 -24 25 26 -7 28 -28 -4
right_child=2 -3 29 5 -6 11 -8 -9 9 -11 -12 12 -14 14 15 16 -18 -19 -20 21 -22 -23 23 -25 -26 -27 27 -29 -30 -31
leaf_value=-0.0024496142345715247 0.00067040134309167784 0.00060103691712045575 0.0026454785219244717 0.0024195453997647568 -0.0027382493195905653 0.0026608914159577815 -0.0032630552699108944 0.0015068976739194492 -0.0020984894861339506 -0.0036216142023920389 0.0018861430806983669 -0.0015186426823308543 0.0011681728713078827 -0.0030181003528277806 -0.0021732364689371515 0.0012496357727010462 -0.003625505273075127 0.0025922615848761512 0.0012413747899438731 -0.0042893598661295652 0.0021704492723834622 -0.00098885012933196581 -0.0026909962651940691 0.0013406949085062129 0.002729389208849734 -0.0014256315614575264 0.0008071755303668181 0.0014169644988347345 -0.0027613038190950172 -0.00051298600954663865
leaf_weight=8.7681639690417779 59.752394342329353 4.3709041373804203 2.5962203852832308 13.717109754681585 5.5041807480156413 10.237375207245348 2.8093561800196758 20.847839688882232 3.6088011162355542 6.8238902771845451 4.9700121497735363 5.3218921795487422 12.251199319958685 6.4296699450351325 4.4828152805566841 1.9298611301928748 3.5084221940487623 5.7401268165558568 6.5698483008891344 3.7302149608731252 4.6812832653522491 7.5549015589058399 4.5209894329309446 5.5815256759524345 11.548633947968481 5.7458873838186255 6.0270450115203875 19.943059153854847 4.3863324224948883 48.863709536846727
leaf_count=468 563 49 10 53 45 37 51 83 62 112 36 29 48 112 63 14 61 39 50 25 16 45 25 21 45 34 23 72 25 584
internal_value=0.000204138 -0.00143477 0.000275992 0.000406522 5.94247e-05 0.000807017 0.000180226 0.000257822 6.98813e-06 -0.00148756 0.00020995 0.000589158 -0.000211123 0.000267357 -0.000572917 0.000134279 -0.00189548 0.00079161 -0.000143547 -0.00100489 0.000207778 -0.00207981 0.000983932 -0.000463532 0.00123654 0.000864497 0.00118866 0.000692159 -0.000695943 -0.000353637
internal_weight=312.824 13.1391 299.685 248.225 132.977 115.247 127.473 124.664 103.816 15.4027 8.57881 101.53 33.5395 88.4131 28.6607 22.2311 5.43828 16.7928 11.0527 21.2883 10.0032 11.2851 67.9908 10.1025 57.8883 46.3397 40.5938 30.3564 10.4134 51.4599
internal_count=2900 517 2383 1789 1291 498 1246 1195 1112 210 98 445 163 902 339 227 75 152 113 115 45 70 282 46 236 191 157 120 48 594
is_linear=0
shrinkage=0.00316168


Tree=273
num_leaves=31
num_cat=0
split_feature=13 3 2 20 7 3 21 20 20 5 20 0 6 21 13 0 5 6 22 0 16 15 9 6 6 18 9 15 16 9
split_gain=1.18009 0.782252 1.34029 2.01282 0.946816 1.34845 0.956865 1.52592 2.13913 1.37628 1.81596 1.17662 1.38347 1.15376 2.44903 2.79633 3.11623 1.66365 3.52109 2.04113 2.89371 1.95429 2.73161 2.07101 1.83808 1.79194 1.62847 1.364 2.12316 1.26951
threshold=73.376087754350024 108.42013948475001 170.32456123625002 44.921040431000009 19.041006859700005 103.44111502715002 19.652007205700002 48.988717865950008 47.833738492450003 10.293758831600002 44.710446918150005 99.983757871350008 3.6650856341500009 8.8712712239000009 117.55283175385001 86.458125017100016 23.524801812050004 16.435384010100005 -0.048664999999999993 85.775256651950016 22.514947350300002 30.276503438400002 204.17620834730005 13.705320222600003 15.785368822600002 17.248993197150003 214.57164835430004 47.90801194005001 22.674946976100003 187.70546222865002
decision_type=2 2 2 2 2 2 2 2 2 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 -2 6 7 8 9 10 -6 -9 -13 27 17 16 -16 19 -19 -15 21 22 23 25 -23 -21 -24 29 -29 -11
right_child=1 2 -4 -5 5 -7 -8 11 -10 13 -12 12 -14 14 15 -17 -18 18 -20 20 -22 24 26 -25 -26 -27 -28 28 -30 -31
leaf_value=-0.027438488142583973 0.010291274246361271 -0.024984603797617876 -0.030436317835096746 0.023442168437977404 -0.022105582468518407 -0.0198911255804388 0.010544870389309673 -0.029966566661817694 0.0160383561110687 0.0073191586723209837 0.0083607315519685799 -0.024986065310600013 0.011406265675804737 -0.034362791511173836 0.005748342995928156 0.022387285241875391 -0.021134462481364764 -0.0028329993536346837 -0.039614632409244191 -0.014115996012426262 0.010178215136366736 -0.032734525166159142 -0.029593406704708874 0.015252981122410142 1.877358985221054e-05 0.018138776520992099 -0.0036203750198289331 -0.0287954869319841 0.0081192064192222874 0.0011821314433923561
leaf_weight=0.87312067719176312 6.0022195940837255 0.92371172737330187 1.2705985180800778 1.0891220644116399 3.417646807851269 1.8581294650211919 5.6637938721105447 1.6313257026486088 5.219916410278528 23.180272797588259 1.7090157179627565 1.0370071153156462 1.471448187716305 1.2037862311117375 11.407403789460661 4.0969256088137618 3.2197782080620518 3.8845282001420856 2.4852746292017391 4.0987167840357959 7.8503862842917433 2.8621443519368759 2.8373279329389325 5.0467339269816875 1.5317331925034521 1.3279960416257379 2.7861049366183579 2.0841629765927787 1.606817942112684 128.11420773155987
leaf_count=145 49 85 46 6 313 74 57 62 44 254 42 80 24 18 53 15 48 27 28 89 34 58 57 27 7 11 41 38 13 1055
internal_value=0.000565613 0.000667104 -0.011031 0.00121859 0.000828738 0.000583539 0.000749112 0.000501551 0.000774717 0.000403706 -0.0119494 -0.0140134 -0.00363849 0.000705818 -0.0023094 0.00476628 -0.000169179 -0.0059983 -0.0171839 -0.00358671 -0.0022795 -0.00705228 -0.00315865 0.00412553 -0.0213165 -0.00622278 -0.0167252 0.00176881 -0.0127252 0.0021224
internal_weight=241.791 240.918 3.28343 2.01283 237.635 231.633 229.774 224.111 219.971 214.751 5.12666 4.13978 2.50846 209.624 54.6388 18.7241 14.6272 35.9147 6.3698 29.5449 28.3411 20.4908 16.0969 10.4734 4.39388 5.42671 5.62343 154.985 3.69098 151.294
internal_count=2900 2755 137 91 2618 2569 2495 2438 2272 2228 355 166 104 1873 513 116 101 397 55 342 324 290 225 127 65 100 98 1360 51 1309
is_linear=0
shrinkage=0.0241316


Tree=274
num_leaves=31
num_cat=0
split_feature=19 6 21 7 22 22 19 21 18 8 6 20 0 21 23 6 16 17 21 15 3 22 15 10 22 18 0 15 5 10
split_gain=0.759772 0.944666 3.45239 2.26217 1.60067 2.09806 2.03714 2.431 1.95593 1.89033 2.55517 2.07168 1.73923 1.72207 1.51841 2.68684 1.51681 3.89306 1.4089 3.07122 3.03203 2.78018 2.40239 2.27676 1.7163 1.60958 1.93774 4.12407 5.88009 2.30948
threshold=14.651182102100002 16.505385645700006 15.205825075850003 23.824098587650003 -0.23401999999999998 -0.085734999999999992 14.551174033150001 9.4882736102500029 12.752103815600002 9.3427090425500019 16.665389384150004 36.30367149775001 78.626646483100004 1.8061804516000002 0.093295000000000031 16.565387047600002 22.654947022900004 190.14686213645004 15.121227527900002 45.169600924000008 90.127870365150017 -0.063985 11.896459116400001 84.906884675850009 -0.22984499999999999 12.777826849750001 86.458125017100016 42.385947950200006 20.717225865800003 61.993156030000002
decision_type=2 2 2 2 2 2 2 2 2 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 8 9 7 13 12 10 -6 -12 -3 -7 15 -15 18 -18 19 22 23 -21 -1 24 -20 -24 27 28 -27 -30
right_child=-2 2 -4 -5 5 6 -8 -9 -10 -11 11 -13 -14 14 -16 -17 17 -19 20 21 -22 -23 25 -25 -26 26 -28 -29 29 -31
leaf_value=-0.030452238155202489 0.0083859045663677387 -0.021700326032303031 -0.031332861165960256 -0.024952007752788087 0.011125820752806761 -0.01897902299113121 -0.029578450100815012 -0.029086634810318559 -0.041688158394188046 0.029646109505840932 0.011203463652704655 -0.042361916263558327 0.020820919820157401 -0.031507886667136817 0.021569605688314241 0.011537941668257485 -0.014801783594708615 0.019173170344905531 0.011919019531013476 -0.036605738820804291 0.020602175248046889 0.0016597085464637308 0.017491748874533791 0.015714009216146428 -0.024993865019407042 0.021595588451272123 0.0015060578756303353 0.015515740061221991 -0.057293656160330317 -0.021072576487003621
leaf_weight=2.0330368508584789 9.8298687562346441 1.7142824630718672 3.3575272301677606 3.03609893657267 11.19497698638588 2.1466439133510056 2.2525876238942137 2.0702612000750369 1.5159993991255758 3.2297209203243247 0.98036278598010484 1.4822808317840097 1.4520458206534383 1.6408675387501697 4.5382439191453159 4.2661576707614586 3.7502675866708151 10.400353658013044 1.4010924678295849 3.5661948025226593 8.2708405763842148 2.7470680531114331 4.5943950871005645 3.0830228170379996 3.880796105135234 2.4809832554310587 124.06676803325536 4.147820319980382 1.770044231787322 7.6839652515482157
leaf_count=269 61 55 41 31 72 29 20 40 27 15 27 34 7 15 26 73 37 59 18 58 41 25 45 56 91 11 1496 21 20 80
internal_value=0.00060353 0.000269112 -0.0034495 -0.00119473 0.000679515 0.00284945 -0.00426702 -0.000378361 -0.0149854 0.00997748 0.00532629 -0.0210379 -0.00220052 0.00434162 0.00913433 -0.000419431 0.0011767 0.010169 0.000426985 -0.000431622 0.0083283 -0.0199554 0.000408148 -0.00380755 -0.0152022 0.000841605 0.000295779 -0.00904061 -0.0175748 -0.0278541
internal_weight=238.585 228.755 44.8781 41.5205 38.4844 33.8021 16.9148 14.6622 4.68233 16.8873 13.6576 2.46264 3.16633 12.5919 10.4453 5.90703 183.877 14.1506 169.726 153.09 16.6358 6.31326 146.777 8.36491 5.28189 144.744 140.15 16.0828 11.935 9.45401
internal_count=2900 2839 512 471 440 351 203 183 89 148 133 61 62 143 114 88 2327 96 2231 2025 206 83 1942 165 109 1673 1628 132 111 100
is_linear=0
shrinkage=0.0285878


Tree=275
num_leaves=31
num_cat=0
split_feature=16 6 15 13 13 5 21 12 22 13 22 10 22 0 7 16 15 21 10 23 0 4 10 21 17 16 4 6 18 12
split_gain=3.70111 3.30531 2.563 2.62501 3.47955 2.47595 2.58846 2.55106 4.72528 4.35662 2.61088 2.42646 2.38837 2.34381 2.21472 2.83899 3.33716 1.94959 5.03722 2.34221 1.94824 3.28369 6.11447 3.49824 4.59195 2.98938 3.02284 6.96715 2.59141 4.4864
threshold=18.594956516900002 15.675366252400002 32.540328261750005 108.61908538635001 107.97116697695002 7.7286379265000011 17.650944895250003 207.71672397260002 -0.24103499999999997 95.99139754765001 -0.59511499999999995 66.499011856650014 -0.23771499999999998 98.031937268650012 26.626668929150004 17.654958715000003 20.609775022200004 7.080793571600001 70.402653062050021 -1.0000000180025095e-35 86.530713386650021 248.34582299520005 62.041548276350007 11.790993765850002 192.34053301495001 22.614947116400003 310.49012963040008 15.925372093750001 13.809421053700001 103.44931853055
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 3 4 5 6 -1 9 -9 -7 -11 -10 13 -12 -13 16 -16 19 -19 -14 21 -2 23 -23 -25 26 28 -28 -22 -30
right_child=20 -3 -4 -5 -6 7 -8 8 11 10 12 14 17 -15 15 -17 -18 18 -20 -21 25 22 -24 24 -26 -27 27 -29 29 -31
leaf_value=-0.0025173230764632131 0.00063785934666146891 -0.0028709156947383323 -0.0036802094890350748 0.002125008259763036 -0.0040817065082595751 -0.0037079743072059145 0.00068503178274177147 -0.0021438953289843062 -0.0018863034055894893 0.0023059372730462324 -0.0040702502911526368 0.002018680528778558 -0.0022137002615557478 0.00027868633085540226 0.00077666045961930202 0.0035953194363102271 -0.0041916663337711445 0.0023361932254332162 -0.0034873047461614383 0.00089859795250567579 0.0016603071821342733 0.00059947714426550227 -0.0039351484812860634 -0.0044756270706986772 0.0011157743491395276 0.0019998813423534535 -0.0036842722084246627 0.0012322604741213045 -0.0020006204229262711 0.00079998056580629444
leaf_weight=8.6671624854207021 55.798774037510157 5.2561469683423629 2.2653515655547372 5.8694866150617591 2.5370400547981253 4.1611368278972796 4.2658951757475725 5.5226041181012979 2.6405797768384209 4.5632858537137428 3.5659132013097325 22.868297825567428 3.1770911011844865 2.3146736714988947 4.1849407390691322 1.9341120105236767 2.4147632196545601 2.5492433821782461 4.9468726301565766 19.848336055874846 26.021151840686798 21.715945612639192 5.5067185107618561 4.013731542043387 2.841110922396183 19.479722857475281 5.8474083319306356 7.390579529106617 7.7658201120793811 39.083838418126106
leaf_count=466 298 197 66 29 34 161 49 96 37 25 62 171 36 25 56 8 32 13 70 156 101 150 72 53 15 86 52 33 50 201
internal_value=0.000218598 -0.000264628 -0.000138133 -6.24571e-05 -0.000190642 -8.95229e-05 -0.00146104 0.000119918 0.00074371 -0.000426999 -9.37284e-05 0.00121215 -0.000394545 -0.00235845 0.0014727 9.62603e-06 -0.0010412 -1.61584e-05 -0.00150688 0.000469157 0.000499323 0.000135145 -0.000688004 -6.21514e-05 -0.00215817 0.000809309 0.000539975 -0.000939442 0.000808732 0.000335752
internal_weight=309.018 113.553 108.297 106.031 100.162 97.6249 12.9331 84.6919 39.5653 45.1266 40.9654 34.0427 36.4021 5.88059 31.4021 8.53382 6.5997 30.5215 7.49612 23.0254 195.465 89.8763 34.0775 28.5708 6.85484 105.589 86.1088 13.238 72.8708 46.8497
internal_count=2900 1789 1592 1526 1497 1463 515 948 400 548 387 304 362 87 267 96 88 275 83 192 1111 588 290 218 68 523 437 85 352 251
is_linear=0
shrinkage=0.00336544


Tree=276
num_leaves=31
num_cat=0
split_feature=23 23 12 22 20 7 20 19 15 23 22 23 20 23 17 16 16 19 23 22 20 23 22 23 7 17 14 17 7 22
split_gain=0.815105 1.2179 1.27553 1.06857 1.0293 1.46915 1.07084 1.41105 1.7637 0.99951 2.45318 2.02078 3.33918 2.63058 2.1654 1.376 1.99899 2.10952 1.47855 3.2964 3.35918 2.88957 4.12603 1.95724 2.37639 2.47155 2.32957 1.87645 1.7375 1.61591
threshold=-0.27223499999999995 -0.27687999999999996 151.63308792200004 -0.23361999999999997 32.785955158400007 22.535351262400003 34.542090938800008 13.951125619400001 23.304416445750004 -0.15684499999999998 -0.24103499999999997 1.0000000180025095e-35 41.43512228960001 -0.093074999999999991 192.49174628505003 12.644970430600003 9.6249774926000011 10.250827068050002 0.084795000000000023 -0.055714999999999994 38.828362408050005 0.085495000000000029 -0.094344999999999998 0.083905000000000021 22.708075280250004 187.73134645290003 315.57679249195007 216.38715945000004 23.789355599150003 -0.0086649999999999991
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 -1 -4 5 -2 7 8 -6 10 -8 12 13 -11 -15 16 17 -13 19 20 -17 22 -20 24 -22 -26 28 -28 -27 -21
right_child=4 -3 3 -5 6 -7 9 -9 -10 11 -12 15 -14 14 -16 18 -18 -19 21 29 23 -23 -24 -25 25 26 27 -29 -30 -31
leaf_value=-0.020739605553096885 0.0038275736105183268 -0.031431399037660047 -0.011097991733238102 0.014593799842828076 -0.026823807726839993 -0.032823106999552265 -0.027756934756574678 0.022709192556864505 0.010947801442016765 0.011614528525553273 0.0075913357376257212 -0.025725223178240976 -0.021749102785826719 -0.00063136858210572429 -0.031608543678648238 -0.033796378530644836 -0.022561539307627634 0.016525062393453416 0.0078819091021905437 0.023502718535024138 0.012418815762886256 0.00070222794065855835 -0.041359663050515166 0.02275523240473265 -0.032238263230717649 -0.0073822535922814115 -0.03233777575482967 0.0026412575161410988 0.013069458035334073 0.0067662697518481594
leaf_weight=1.7164652838837353 1.2830505708698177 1.0745048212120298 1.5879347063601015 2.362567343981937 1.0126931051490822 1.2832717865239827 1.220768606057393 3.0261289551854134 2.5541857834905386 5.8068983597913757 20.358122009783983 0.9939740194822656 6.3599018541863179 3.8034193175844866 2.030404310207814 1.5850863684900129 3.5016776574775577 2.2910727579146624 1.7609868571162222 6.7389142857864499 6.6139263638760957 131.46492572897114 2.3044568011537185 2.5306324101984492 1.7267693548928935 4.1699821203947049 2.178288539871573 1.5326252640224991 5.8626886603888124 6.7976233845110965
leaf_count=61 38 36 37 34 49 101 44 13 17 51 224 169 171 39 28 32 207 48 12 37 56 1080 28 11 35 28 58 23 59 74
internal_value=0.000511408 -0.00779 -0.00330739 0.00426679 0.000753893 -0.0144993 0.00092541 0.0105444 0.000223847 0.00063927 0.0055916 0.000105086 -0.00763625 7.42998e-05 -0.0114127 0.000870514 -0.00982997 0.00374117 0.00128486 0.00539319 0.000378984 8.03268e-05 -0.0200302 0.00257972 0.000267812 -0.00492702 -0.00149558 -0.0178913 0.0045689 0.0150982
internal_weight=237.534 6.74147 5.66697 3.9505 230.792 2.56632 228.226 6.59301 3.56688 221.633 21.5789 200.054 18.0006 11.6407 5.83382 182.054 6.78672 3.28505 175.267 39.7365 26.2 135.53 4.06544 24.6149 22.0843 15.4704 13.7436 3.71091 10.0327 13.5365
internal_count=2900 168 132 71 2732 139 2593 79 66 2514 268 2246 289 118 67 1957 424 217 1533 413 302 1120 40 270 259 203 168 81 87 111
is_linear=0
shrinkage=0.02422


Tree=277
num_leaves=31
num_cat=0
split_feature=0 3 3 20 10 7 23 18 17 2 23 9 4 9 8 21 5 7 2 20 8 7 18 22 2 17 15 16 10 8
split_gain=0.701089 2.21898 3.02396 5.74056 2.06612 2.80613 2.41955 1.6296 2.28176 1.67173 1.96379 1.62093 1.30986 1.34852 2.01755 2.23284 1.82938 3.10846 2.87649 1.79183 2.0016 1.90268 1.75624 1.28837 1.27279 2.95709 1.62377 2.62507 1.24474 1.1961
threshold=85.716110573100011 93.770731131900007 93.58791597905001 39.091773401050006 62.00390986255001 19.617375644250004 0.10332500000000001 13.278511569200001 184.59783591905003 150.25462338360003 0.088395000000000015 194.46727572990002 390.96858665540009 186.14781787895004 8.3434888241000014 17.123843457500005 30.133297129900004 22.446731871300006 136.00952513250002 48.315732392000008 5.9453602998000008 17.605734992150001 13.415872650200003 -0.085734999999999992 68.519383356500015 181.27812760255003 27.576031546750006 18.714956236300004 66.499011856650014 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=4 2 7 -4 12 -6 -7 8 28 10 -10 23 13 14 15 19 17 -15 -19 20 21 -1 -20 -5 25 -9 27 -27 -2 -26
right_child=1 -3 3 11 5 6 -8 24 9 -11 -12 -13 -14 16 -16 -17 -18 18 22 -21 -22 -23 -24 -25 29 26 -28 -29 -30 -31
leaf_value=0.010794075768982883 -0.015106088937153539 0.010541385505695691 0.023977402993815639 -0.01492429226484881 0.019434405895944456 -0.026706311525514306 0.0028146166542144867 0.010472925116913539 0.023512830262561561 -0.0014273692179940043 0.0063305883265860887 -0.005982788268039399 -0.018120194784277392 -0.022452813620850075 0.024120384732736307 -0.028259164287593851 0.013297759996597845 0.01788616265714555 -0.022032128142185452 0.017738247618529615 0.0097977992007388277 -0.022254400794343761 0.00251934366495424 -0.039171716671862714 0.0010555857254644435 -0.020056702048094975 -0.02650914808573945 0.013182781493977291 0.0056303539303919729 -0.0099338108660241824
leaf_weight=1.145566359395165 2.8850790555588928 10.288633039221166 1.5402507185935963 1.6473172418773168 1.0589325567707408 4.318358592223376 1.7750134509988127 3.1008612209698168 5.6745909005403536 4.0395420286804429 6.4277697205543518 1.9441290469840167 1.679499257588758 3.8865658082067958 2.2965251207351676 0.99078889936208803 2.4792463555932036 2.8596282340586168 2.4088625330477953 3.4854850759729743 3.9786474630236626 2.5381587432930246 2.9208626598119736 2.4992410056293015 142.07654972973978 2.5701276573818177 2.9572665579617023 1.8524132072925565 2.4048731727525592 4.6339051825925699
leaf_count=34 30 47 6 16 8 124 20 23 23 28 31 24 31 43 8 18 13 11 34 17 20 175 24 24 1934 39 27 8 19 41
internal_value=0.000407532 0.000918248 0.000386668 -0.0127356 -0.0022464 -0.0125486 -0.0181068 0.000947264 0.00645345 0.0104295 0.014387 -0.0220198 0.000156115 0.00121492 0.00582485 0.0023635 -0.00335701 -0.00677632 0.000663552 0.00508515 -0.000670534 -0.011977 -0.00857712 -0.0295389 0.000196536 -0.00696977 -0.0142989 -0.0061341 -0.00567906 0.000708481
internal_weight=234.365 196.543 186.254 7.63094 37.8221 7.1523 6.09337 178.623 21.4319 16.1419 12.1024 6.09069 30.6698 28.9903 14.4352 12.1386 14.5552 12.0759 8.18935 11.1479 7.66237 3.68373 5.32973 4.14656 157.191 10.4807 7.37981 4.42254 5.28995 146.71
internal_count=2900 2320 2273 70 580 152 144 2203 131 82 54 64 428 397 272 264 125 112 69 246 229 209 58 40 2072 97 74 47 49 1975
is_linear=0
shrinkage=0.021286


Tree=278
num_leaves=31
num_cat=0
split_feature=16 6 20 22 22 8 9 2 9 20 18 7 0 18 22 17 17 20 7 21 10 0 21 15 2 16 5 23 7 21
split_gain=3.88599 3.44773 3.27953 3.14851 4.86829 4.65322 3.88054 3.59167 5.72685 3.487 3.08343 3.3869 3.08337 6.29244 2.87072 3.1964 4.23022 3.61282 4.11793 3.08539 2.84039 5.86434 2.80116 2.7546 2.60226 2.59104 3.31551 3.28204 3.09547 2.40963
threshold=18.594956516900002 15.675366252400002 41.621607100200002 -0.071129999999999985 -0.085734999999999992 8.9430209551500024 200.80358209610003 122.26439358135001 201.44620319810005 35.461062230100005 15.042884401850001 24.955394454050005 89.057864029250013 13.987466292050001 0.0023400000000000005 199.88268747760003 195.76335783930003 42.178283198950005 23.425421956250002 0.39820604590000008 65.630639880500027 92.313586825200005 8.0764874338000023 32.540328261750005 105.39281967610002 22.604947139800004 21.893521430150003 0.095645000000000022 22.726915405250001 7.7850244945500009
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 23 3 4 7 20 -6 -2 9 -9 11 12 13 14 15 16 17 -4 19 -19 -5 -22 -14 -1 -16 26 -21 28 -27 -11
right_child=2 -3 10 5 6 -7 -8 8 -10 29 -12 -13 22 -15 24 -17 -18 18 -20 25 21 -23 -24 -25 -26 27 -28 -29 -30 -31
leaf_value=-6.0076536049662001e-05 0.0015036754650744578 -0.002674310419058933 0.0017665195901939426 0.0021699240310952784 -0.00049636365270541456 -0.0016496292767228507 -0.0048278815331580958 0.00094256964014590382 0.001361646389569231 -0.0053340755997398079 0.0023765523513939063 -0.0033698245494072736 0.0024595828527885074 -0.0044918405128452641 0.00050799107169375256 0.0028245001169802299 -0.0026899534645916903 0.0030885253498066675 0.0023650981717881566 0.0020029227639753464 -0.0024653907494224209 0.0014866115114122779 -0.00064868705295095504 -0.0034426731755802823 -0.0045241130322458099 0.00033400437151272845 -0.0012045808929399934 -0.004738541341037854 -0.0035244627521320393 -0.0015305035847133612
leaf_weight=105.17675816523843 24.686031000688672 5.5440568667836478 11.18898409232497 31.900641461834311 7.3440141230821592 4.8505469709634772 2.8194715920835733 2.6764815915375966 9.8126089721918088 3.0757751725614071 5.0093524977564803 3.1159712001681319 8.2499719560146314 3.3658122122287741 1.6602661721408356 3.9806406386196604 5.5162853710353366 1.9174764007329965 4.8850729856640092 4.7839113213121918 4.5527715384960201 19.712408192455769 4.3680221363902083 2.4261000659316769 2.5936260083690286 5.5452044289559108 9.4352658577263337 3.3580846302211276 3.2474990095943213 3.5162127912044525
leaf_count=1526 116 197 47 133 40 32 28 22 48 35 22 21 30 28 12 15 40 6 19 16 29 83 30 66 42 32 89 38 36 22
internal_value=0.000202928 -0.0002607 0.000468986 0.000811324 0.000258823 0.00129966 -0.00169798 0.000713226 -0.000309412 -0.00207858 -9.60785e-06 -0.000164417 -2.96194e-05 -0.00031967 -7.80214e-05 0.000118022 -9.79768e-05 0.000224332 -0.000295844 -0.000755372 0.00155437 0.000745114 0.00138358 -0.000136343 -0.00256012 -0.00103488 -0.000125446 -0.00209912 -0.00109108 -0.00330522
internal_weight=310.315 113.147 197.168 114.947 53.9306 61.0164 10.1635 43.7671 19.0811 9.26847 82.2214 77.2121 74.0961 61.4781 58.1123 53.8584 49.8778 44.3615 33.1725 28.2874 56.1658 24.2652 12.618 107.603 4.25389 26.37 14.2192 12.1508 8.7927 6.59199
internal_count=2900 1789 1111 588 311 277 68 243 127 79 523 501 480 420 392 338 323 283 236 217 245 112 60 1592 54 211 105 106 68 57
is_linear=0
shrinkage=0.00313851


Tree=279
num_leaves=31
num_cat=0
split_feature=6 6 10 0 19 17 9 4 17 5 22 7 2 13 16 6 19 16 19 8 20 3 0 3 17 22 23 0 2 23
split_gain=0.771201 2.51219 1.19382 1.37792 2.32727 1.54242 1.80385 1.78724 1.25137 1.27021 1.25575 1.19386 1.70861 1.62134 1.95687 1.53719 2.29457 1.70336 1.47325 1.40299 1.10067 1.08362 1.0573 1.99772 3.15994 2.21367 1.97606 1.92163 3.15078 2.02678
threshold=13.665319288000001 13.775321858200002 78.220689305400015 97.671683879200017 13.351077205700003 212.86611723275004 68.670253264700008 274.67316291360004 166.83257850275001 11.976288766350002 -0.15605499999999997 24.373474566200006 219.74617996645003 98.362617618700014 9.6249774926000011 12.380289263450001 12.250988447150002 17.574958902100004 9.4507625164000029 7.4441906275000003 45.90502654165001 84.331554635900019 93.972365491700018 84.968719212850019 191.40027208745002 -0.054494999999999995 0.082620000000000013 86.530713386650021 317.41815758785003 0.12064000000000002
decision_type=2 2 2 2 2 2 2 2 2 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 8 -8 -1 10 -10 12 -4 14 18 16 -15 -18 -13 -16 -11 -22 27 25 -25 26 -24 28 29 -3
right_child=1 22 11 4 -6 -7 7 -9 9 20 -12 13 -14 15 19 -17 17 -19 -20 -21 21 -23 23 24 -26 -27 -28 -29 -30 -31
leaf_value=-0.026212462792450712 0.017646030761596185 0.00084630730683063851 -0.010142835230303916 -0.021808740438436485 0.0056612794972617283 0.019661511549701794 0.0045697547461094491 -0.029147868295221785 0.0084690383376563715 0.018040903722371382 -0.026862095911785455 -0.026271239552055826 0.02076567956628661 0.021351912643436916 -0.0061481131352782931 -0.012679989896167851 -0.017254341951850449 0.01727817539462944 0.010153257090226152 -0.025955102722130682 0.015341930466673898 -0.015189442655699374 -0.030368591479772639 0.0083224865514033783 -0.029622840639540345 0.0086126917937625943 -0.0030581883289852859 0.0043404099260250552 -0.029499120160043139 -0.013827868159751948
leaf_weight=0.83773473254405217 4.9820432886481276 70.19380148104392 1.3925833932589764 5.8311240253970009 2.4113453235477209 1.6498328614979971 1.3068749029189342 2.5985161394346505 1.0008347346447379 3.5288370540365577 1.2531585671240475 0.71108399343211459 3.4157445651944727 4.6907324036583287 5.7095946414046903 1.9218981871381391 2.0781914233230059 1.2747058877721427 4.5082914435770363 3.0266750550363213 1.12732454482466 1.4966443590819833 1.6572567671537441 1.8640406243503083 3.4805313642136753 9.1057990919798613 12.661414411850272 70.046810198575258 2.0922082082834086 5.6233378634788087
leaf_count=30 34 731 56 158 26 11 16 46 10 31 63 155 42 31 263 28 40 12 142 133 10 31 30 13 66 55 142 396 44 55
internal_value=0.000454351 0.00117585 -0.00207794 -0.00606578 -0.0137723 -0.00177373 -0.00446307 -0.0178648 0.00119856 0.00393006 -0.0111741 0.00112047 0.011814 -0.001029 -0.00620309 0.00621675 0.0107318 -0.00412576 0.00519081 -0.0130102 0.00946325 -0.00207238 0.000711537 -0.00341387 -0.0163885 -0.000453547 -0.00621912 0.00151369 -0.00102775 -0.000242073
internal_weight=233.479 181.707 51.7717 23.0422 8.24247 14.7998 13.1499 3.90539 9.24453 8.4068 2.25399 28.7295 4.80833 23.9212 13.9556 9.96553 8.04363 3.3529 5.21938 8.73627 6.15281 2.62397 176.725 28.769 5.34457 23.4245 14.3187 147.956 77.9093 75.8171
internal_count=2900 1566 1334 432 184 248 237 62 175 145 73 902 98 804 693 111 83 52 297 396 72 41 1532 306 79 227 172 1226 830 786
is_linear=0
shrinkage=0.0235187


Tree=280
num_leaves=31
num_cat=0
split_feature=16 20 15 20 0 22 0 15 15 22 22 6 8 10 3 22 2 9 16 16 18 4 17 17 6 10 21 10 20 20
split_gain=3.00068 2.85689 2.49498 2.17969 3.14808 3.57808 3.3424 2.84005 2.79712 3.71566 3.15568 3.71291 3.06518 3.41521 4.48017 3.01073 3.2418 7.14534 3.98207 2.70205 2.63301 2.62338 2.61921 4.53478 2.2087 2.00435 1.97921 2.72572 1.95174 1.86595
threshold=18.594956516900002 37.186372654950006 30.046989284200006 41.621607100200002 90.337570099350003 -0.0023999999999999998 90.662873533100012 35.885292828950007 46.574831689400007 -0.10965999999999999 -0.072569999999999982 14.785345457250001 8.8430989333000021 65.727424373200009 87.240466333050009 -0.085734999999999992 122.26439358135001 201.44620319810005 20.834951278800002 18.984955604900005 14.073076155300003 222.56810966585002 200.69710494525003 197.71582798205003 16.445384243750002 66.697957758300021 3.2821610579500002 69.563854125350005 38.703421923500009 42.178283198950005
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 26 8 5 20 -6 -7 10 -10 11 -2 13 21 -15 16 -13 18 -18 -8 22 -12 23 29 -17 -21 27 -3 -28 -5
right_child=3 2 -4 4 6 7 19 -9 9 -11 12 15 -14 14 -16 24 17 -19 -20 25 -22 -23 -24 -25 -26 -27 28 -29 -30 -31
leaf_value=-0.0020838135487617408 -0.0032170928852913372 -0.0034356534788160418 -0.0028000939277676822 0.0014699355724928308 0.0040312041999576269 0.00049436283875280791 0.0028472445996880536 -0.0054192513568837889 0.0014754221016413866 -0.0046166382015386514 0.0010081135945804861 0.0018196138860949226 -0.0011108489782240792 0.0014884569097240218 -0.0025374695694831118 -0.0035347168839234451 0.00035102027783692812 0.0020932975862783623 -0.0052343919175606851 0.0012406764998081766 -0.002494494189190755 0.0032533018107399345 0.0028911248214698185 -0.0038507001613472865 0.00036316035309811435 -0.0027268978160536993 -0.0039301436683770643 0.0011240011617918487 -0.0001919195449930943 -0.0001720783283109136
leaf_weight=9.6111831300659087 3.5097217317670575 1.7340784114785517 3.949438930489122 11.509851133450864 4.5325747430324546 1.5491134813055385 3.5514788143336755 2.8755157142877579 2.3416504599153996 2.6407291106879702 9.4675894305109995 21.693610020913184 5.0587362125515929 17.59508324787021 4.2553236261010161 3.4897276237606993 2.6339720748364908 7.0525207817554474 3.9632225148379803 2.8180509470403194 5.0437620915472499 20.250937730073929 4.0436763465404502 3.617624318227171 3.726512648165226 3.5882823821157217 1.7863109321333457 25.896053239237517 56.307643126929179 33.694665242917836
leaf_count=331 52 42 109 54 15 19 17 39 19 30 43 100 32 82 27 21 24 31 29 14 34 79 16 29 19 36 44 305 958 250
internal_value=0.000234045 -0.000259498 -6.39687e-05 0.000499628 4.65622e-05 -0.000297075 0.00152481 -0.00334883 0.000822872 -0.00175345 0.000947863 0.000263593 0.00150455 0.00176111 0.000704416 0.000550632 0.000973778 -0.000370517 -0.00300438 0.000383954 -6.39036e-05 0.00253804 0.000167991 -5.75511e-05 -0.00152183 -0.000981621 6.20888e-05 0.000837835 -0.000306865 0.000246007
internal_weight=283.789 99.2847 89.6735 184.504 76.8246 62.3342 14.4904 4.42463 107.679 4.98238 102.697 46.0693 56.6277 51.5689 21.8504 42.5596 35.3433 13.6497 6.59719 9.95781 57.9096 29.7185 52.8658 48.8221 7.21624 6.40633 85.7241 27.6301 58.094 45.2045
internal_count=2900 1789 1458 1111 523 441 82 58 588 49 539 276 263 231 109 224 184 84 53 67 383 122 349 333 40 50 1349 347 1002 304
is_linear=0
shrinkage=0.00352088


Tree=281
num_leaves=31
num_cat=0
split_feature=16 20 0 4 10 21 17 16 18 9 2 10 10 17 12 21 15 5 16 7 16 16 6 6 22 6 17 9 17 21
split_gain=4.09598 3.90274 3.14923 3.94826 5.69999 3.19986 4.16404 3.10705 2.70674 3.71151 3.469 3.22197 2.62124 4.64287 2.60968 2.59737 7.11962 3.38823 3.72988 3.7475 3.23406 4.58583 2.57941 2.57576 2.68547 2.37884 2.34893 4.05823 3.6191 3.26026
threshold=18.594956516900002 38.238138001450004 86.530713386650021 248.34582299520005 62.041548276350007 11.790993765850002 192.34053301495001 22.614947116400003 13.583580954200002 196.26893085885004 101.14502893930002 71.787208999250012 74.986474174450009 195.53954078470002 96.350437043050007 5.7087410616000005 38.469938489650012 21.269675393700002 18.764956119400004 24.199020305550004 19.734953851100002 20.784951395750003 13.665319288000001 13.825323026450002 -0.054494999999999995 13.355312044750002 188.16174763880002 195.39349636155001 186.34046889365004 12.650480313250002
decision_type=2 2 2 2 2 2 2 2 2 2 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 26 5 -5 -7 8 -4 10 -10 15 13 14 -3 16 20 18 -17 -20 -11 -22 25 -24 -25 -14 28 -28 -2 -30
right_child=2 12 7 4 -6 6 -8 -9 9 11 -12 -13 22 -15 -16 17 -18 -19 19 -21 21 -23 23 24 -26 -27 27 -29 29 -31
leaf_value=-0.0019844090075549982 0.00068859599891239428 -0.0046637155934317288 0.0018275417526448436 0.00046203490469081353 -0.0041870296798578845 -0.0048633681754576899 0.00090555252078256985 0.002261427200548611 0.00011397434435185305 -0.0013035717371593974 -0.0039184670677606965 0.0036661782597168777 0.00011502349645285369 -0.0041764050149770623 -1.1048529497681125e-06 0.0028117018281786201 -0.0042764410573315394 0.0031881927337425254 0.0011656809775635315 -0.0035207101892629441 0.0030998327298422538 -0.0014684941885186728 0.0034001653969557553 -0.0013727313058302698 0.0024282334590289712 -0.0046518138615412024 0.002412079265567457 -0.0007082785712489814 -0.004636879880062437 0.0003421673894682537
leaf_weight=15.440728545887394 21.330788286402825 1.6688161687925518 20.619795583188534 21.030864819884304 5.7247188156470648 3.8325190488249055 2.8403156828135252 20.389945007860661 6.8084296546876413 7.4982862379401984 4.7028023675084114 4.4616651087999335 44.118930184282362 4.7133789770305148 25.183822139864787 4.8579398617148426 4.8248608689755192 8.2962057627737504 4.5579111613333207 4.346076026558876 9.105401933193205 4.1802447438240042 6.5172647014260319 5.0117389801889667 4.6928108874708387 1.4085323866456736 17.864756744354967 7.8100046664476386 3.686631739139556 3.2055309414863586
leaf_count=431 151 32 83 150 72 53 15 86 36 51 52 16 764 93 370 17 41 28 21 34 32 26 27 35 18 19 66 41 28 12
internal_value=0.00025701 -0.000302868 0.000574186 6.79148e-05 -0.000906997 -0.000229208 -0.00240781 0.000996649 0.000690586 0.000322204 -0.00153344 0.000731975 -2.46257e-05 -0.000871053 -0.000290873 0.000457331 -0.000324936 0.00136552 0.000266741 -0.00112177 0.000592381 0.00166244 0.000408065 0.00164441 0.000465294 -3.24533e-05 0.000672574 0.0014629 -4.63929e-05 -0.00232114
internal_weight=300.732 108.756 191.976 87.3261 33.4284 27.7037 6.67283 104.65 84.2596 63.6398 11.5112 52.1286 93.3153 31.566 26.8526 47.6669 25.6088 22.0581 13.7619 8.90399 20.7839 13.2856 61.7493 16.2218 9.70455 45.5275 53.8977 25.6748 28.223 6.89216
internal_count=2900 1789 1111 588 290 218 68 523 437 354 88 266 1358 495 402 250 150 100 72 55 109 58 863 80 53 783 298 107 191 40
is_linear=0
shrinkage=0.00361083


Tree=282
num_leaves=31
num_cat=0
split_feature=13 12 21 13 6 16 19 13 22 5 18 7 14 6 9 21 16 20 16 14 5 17 16 9 2 2 6 22 23 5
split_gain=0.804372 1.70666 2.13029 1.38017 1.69586 1.39515 1.48428 1.23599 1.21899 1.13381 1.05693 1.35781 1.09042 1.12922 1.55273 1.09294 1.00161 1.05564 1.91766 2.07145 5.0595 4.10592 2.92972 3.38516 2.62265 4.34774 1.9301 2.22207 2.10643 1.9992
threshold=95.99139754765001 216.11788648010003 20.770927814650005 96.429616222950017 6.9451622726000011 13.534968349350001 11.850956171350001 99.19872809730002 -0.24103499999999997 13.264960807550002 14.708525021850003 24.101221167900004 312.95789969880008 6.5601532769500013 38.559541491950007 18.904039828500004 14.524966034300002 41.621607100200002 15.644963415300001 279.92507423175005 21.377246852200006 203.08534335880003 22.664946999500003 201.78065190905002 215.60007756200005 220.59538940565002 17.325404805300003 -0.11420499999999999 0.12424000000000003 21.850554661550003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 -1 -2 -5 9 7 -7 -3 -6 -10 -12 -13 14 15 -14 -8 -18 -19 26 -21 22 23 24 -22 -26 27 -20 29 -29
right_child=3 8 -4 4 5 6 16 -9 10 -11 11 12 13 -15 -16 -17 17 18 19 20 21 -23 -24 -25 25 -27 -28 28 -30 -31
leaf_value=-0.026900431109073374 0.019768137187822957 -0.026720081332870061 0.015356186446219951 -0.018823899794314775 0.0073605554615242402 0.027270014333841044 -0.014226592393027176 0.0041486569608636279 -0.020542794841204581 -0.021640744673718484 0.018890749630436483 0.023036698695530836 -0.026858703139574856 -0.028760442699010836 0.015784817372983935 0.013517865420430115 0.0026716692157072505 0.015332600045509043 0.011155510874278719 -0.026986218975613215 -0.030227748526468649 0.017043123185570889 0.01551546609175764 -0.040634762156710719 0.033343070073222972 -0.011214652133161295 -0.021058422403771603 -0.0087266890561806185 0.018692663371936744 0.0040630694317760844
leaf_weight=3.6281717956298989 2.4799466556869438 0.98315746930893588 0.97280686907470215 2.8110850645462042 1.2123489277437318 2.5066151916980735 2.7682767030782989 3.6533817427698523 1.1162184677086742 3.0411746299359947 3.2309574184473586 0.99141988065093745 1.4958020992344248 1.1032376303337512 2.0528961568488739 0.60560442321002472 117.41115806717426 4.3327743597328654 12.880375794600694 6.5917609101161387 2.3693651044741291 5.6078409776091567 2.6825985731557003 2.4145438498817375 1.9099071919918058 5.3592534277122468 2.4206249729031688 17.891018422320489 3.1291196309030047 14.014477332588283
leaf_count=363 22 71 11 125 12 16 53 42 27 107 33 10 148 48 67 6 929 36 112 105 33 27 20 31 4 83 95 148 16 100
internal_value=0.0005535 -0.00490107 -0.0179659 0.0009593 0.000742355 0.00100156 0.00129563 0.0135572 0.000290183 -0.0133747 0.00279632 0.0055444 -0.00135619 -0.00595599 0.000100081 -0.0152226 0.000921312 0.00113202 -0.00108323 -0.00200371 -0.00767933 -0.00142346 -0.00845114 -0.0137853 -0.00705923 0.000492492 0.0010334 0.00214946 -0.00116159 -0.00310879
internal_weight=233.668 16.1803 4.60098 217.488 215.008 212.197 207.943 6.16 11.5793 4.25352 10.5961 9.47992 6.24896 5.25754 4.1543 2.10141 201.783 199.015 81.6037 77.2709 26.9353 20.3435 14.7357 12.0531 9.63853 7.26916 50.3356 47.915 35.0346 31.9055
internal_count=2900 784 374 2116 2094 1969 1850 58 410 119 339 312 279 269 221 154 1792 1739 810 774 303 198 171 151 120 87 471 376 264 248
is_linear=0
shrinkage=0.0253575


Tree=283
num_leaves=31
num_cat=0
split_feature=16 20 15 0 4 10 16 21 17 18 9 2 10 21 15 16 5 16 2 7 17 23 17 9 17 21 23 20 21 21
split_gain=3.62847 3.41107 2.59806 2.48507 3.28745 5.69732 3.26879 3.05693 4.60555 3.01905 3.96734 3.42655 3.19628 2.82539 7.17532 4.26007 3.12219 3.69587 2.89171 2.76237 2.36653 2.0951 2.08434 3.94333 2.95495 2.92177 2.74425 2.05019 2.04952 2.40614
threshold=18.594956516900002 38.238138001450004 30.046989284200006 86.530713386650021 248.34582299520005 62.041548276350007 22.614947116400003 11.790993765850002 192.34053301495001 13.565012728250002 196.26893085885004 101.14502893930002 71.787208999250012 5.7087410616000005 35.885292828950007 19.734953851100002 21.269675393700002 18.934955721800005 107.86920410340001 24.199020305550004 166.83257850275001 -0.22125500000000001 188.16174763880002 195.39349636155001 186.34046889365004 12.650480313250002 0.089785000000000018 38.441102963850007 3.2821610579500002 2.4738339625000005
decision_type=2 2 2 2 2 2 2 2 2 2 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 22 7 9 -6 -9 -5 11 -11 13 14 15 18 17 -15 -12 -19 21 -3 24 -24 -2 -26 -25 -17 29 -22
right_child=3 2 -4 6 5 -7 -8 8 -10 10 12 -13 -14 16 -16 27 -18 19 -20 -21 28 -23 23 26 25 -27 -28 -29 -30 -31
leaf_value=-0.0012817251292699112 0.00046836192507029319 0.00020970564204354894 -0.0020312190365677214 0.0013089472694868783 0.0004004396860328295 -0.0028920909816178286 0.0016029506271530742 -0.0034055401147998119 0.00087957933776663575 -2.7313327246085198e-05 -0.0024339886303226003 -0.0028652327960483216 0.0025750682126257948 0.0017955281440284556 -0.0022253394695739481 0.0027958197510172429 0.002199333150848849 0.00055920683811074695 0.00080704258150938199 -0.0024554685486621449 0.00029991359279022344 -0.0028221848261926609 0.0016787101887941786 0.00081989031649505953 -0.0029367665239889741 0.00036613765597655757 -0.0022007253342079137 0.00052368032155433448 -5.4042304329702025e-05 0.0020365378584739019
leaf_weight=15.597108674934132 21.944886736571792 2.7006227341480553 3.8792167403735212 20.213742688298225 21.352396983653311 5.5538232494145623 19.805048644542694 3.8104570787399998 2.8366385325789452 6.8001520335674268 3.6861551031470361 4.6408177632838488 4.3201034218072882 5.5771231465041655 8.3375391438603383 5.3067020699381811 8.2368391677737218 4.035990796983242 3.4600581899285316 3.8506725616753101 16.970795745961372 3.2629990959540001 17.608537167310718 4.5256435722112647 3.8101499266922465 3.1902911961078644 3.4262079671025276 5.0009579546749592 56.345253311097622 7.4402423186693332
leaf_count=431 151 60 101 80 150 72 86 53 15 36 31 53 16 22 63 15 29 20 15 30 186 153 66 19 28 12 22 27 808 50
internal_value=0.000195536 -0.000181891 7.4514e-06 0.000405023 9.07721e-05 -0.000536264 0.000672983 -6.89751e-05 -0.00157687 0.00045232 0.000178568 -0.00117846 0.000478222 0.000287483 -0.000282188 0.000646037 0.000964543 0.000209126 -0.000864744 -0.000912712 9.86467e-05 -0.00144919 0.000476771 0.00100664 8.86894e-06 -0.00143154 -0.0004816 0.00169345 0.00021295 0.000829219
internal_weight=297.527 106.196 90.5991 191.331 88.059 33.5533 103.272 27.9995 6.6471 83.4669 63.2531 11.441 51.8121 47.492 25.7914 17.4539 21.7006 13.4638 7.14621 7.88666 86.7199 5.96362 54.5057 25.5604 28.9453 7.00044 7.95185 10.3077 80.7563 24.411
internal_count=2900 1789 1358 1111 588 290 523 218 68 437 357 89 268 252 151 88 101 72 46 50 1257 213 298 107 191 40 41 42 1044 236
is_linear=0
shrinkage=0.00254622


Tree=284
num_leaves=31
num_cat=0
split_feature=21 21 16 16 0 21 2 7 6 21 17 18 9 6 20 21 10 10 5 21 23 23 23 19 0 7 5 6 6 6
split_gain=0.767409 1.64972 2.04023 2.06256 2.0256 1.58089 2.75267 2.43463 6.28172 1.52433 1.50171 3.56941 1.90113 3.2777 2.00459 1.89535 1.89175 3.28763 1.96755 1.67109 1.55988 1.8026 1.69648 1.817 1.51296 1.50645 3.16265 1.43209 2.31343 1.88676
threshold=2.9845679401500003 2.1194692063500002 22.634947069650003 22.614947116400003 85.872041144650012 4.3636502323000004 74.86597289860002 22.580174331950005 16.315381206250006 0.48873335625000008 201.78545703200004 14.322090334300002 194.04304600165003 14.815346158200002 33.151194885250007 0.3574524998000001 68.579878449600017 65.630639880500027 18.725555412050003 1.0000000180025095e-35 -0.09182499999999999 0.082975000000000021 0.085715000000000027 13.451085274650001 93.442739239950015 18.742910346600002 22.443872254700004 13.200308423050002 12.380289263450001 16.465384711100004
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 3 10 -3 6 -2 -8 -9 -4 12 -12 16 14 -14 -15 17 25 24 -16 -13 -22 -23 -24 -18 -1 -27 28 -7 -29
right_child=5 4 9 -5 -6 27 7 8 -10 -11 11 20 13 15 19 -17 18 -19 -20 -21 21 22 23 -25 -26 26 -28 29 -30 -31
leaf_value=0.021154090938892707 -0.029188394226317849 -0.012631121863005822 0.018243737243389156 -0.025413943187186847 0.012011124360743145 -0.002186855968969247 0.012410530636852241 0.0029001051800601786 -0.028049073819373785 0.0016552242019437144 -0.040244247072300759 0.01743409443168948 0.026141255782845409 0.0049302415454563608 -0.025506779294396792 0.022115124549704011 -0.036870450059618809 -0.034108097508974942 0.021284471073598779 -0.00030702763683332633 -0.025419949281367059 0.01712171030516791 -0.025809965477712724 0.0012876564213433537 0.00077357079583793029 0.012991958724146291 -0.026758786125816055 0.0039647100577251222 -0.0264706254152791 -0.0025546731029279001
leaf_weight=1.1717437424231301 2.4444685190683257 2.0235596292186555 5.4349363986402732 1.820554845035075 14.094742042361757 23.960976346570536 4.1457131054485243 10.410634230356662 5.2248776592314234 6.3972901003435254 1.5220028311014164 1.7302037043264125 0.85139082279056566 7.1657616235315782 2.5623795666033402 6.4862071089446545 0.6426893095485865 2.4501963960938156 2.4204707606695592 3.066553199547343 2.0661800352390847 1.9938288270495812 1.9304690327262504 4.101694350130856 4.7690612853039056 1.979653365910053 2.2898754295893013 68.488520950311795 2.2790026462171218 35.888055273331702
leaf_count=16 26 33 29 14 117 672 49 135 50 47 13 29 4 39 61 29 7 25 17 55 47 16 76 35 167 18 98 539 61 376
internal_value=0.000500243 0.00234382 0.000658056 -0.00134027 0.00891743 -0.000452307 -0.00613077 -0.00328142 -0.0074421 0.00927488 -0.000449471 -0.00704533 0.00200528 0.00669219 -0.00679644 0.013095 -0.00399573 -0.0119546 0.0040233 -0.0117784 -0.00277133 -0.00623535 -0.00129654 -0.00738438 -0.00369696 -0.00197886 -0.00832755 0.00051394 -0.00429596 0.00172313
internal_weight=231.814 78.9714 62.8531 51.0209 16.1183 152.842 22.2257 19.7812 15.6355 11.8322 49.2004 13.3444 35.856 20.1323 6.48032 13.652 15.7237 7.89147 7.83222 5.62893 11.8224 10.0922 8.02599 6.03216 5.41175 5.44127 4.26953 130.617 26.24 104.377
internal_count=2900 992 842 766 150 1908 260 234 185 76 752 216 536 188 120 68 348 157 191 116 203 174 127 111 174 132 116 1648 733 915
is_linear=0
shrinkage=0.0230319


Tree=285
num_leaves=31
num_cat=0
split_feature=16 20 0 16 20 23 21 2 0 10 18 9 10 21 15 16 5 16 2 16 7 2 7 9 22 5 16 18 6 20
split_gain=2.88681 2.46036 2.41724 3.76647 3.30399 3.7272 4.21498 5.87099 3.60109 3.28043 2.85442 3.7534 3.11628 3.28463 6.92105 4.19154 3.45406 3.90538 3.03742 2.83378 2.83378 2.62742 2.57636 3.93855 3.68675 2.71247 2.86124 2.34218 3.10108 4.11508
threshold=18.594956516900002 37.572218886150004 86.530713386650021 22.614947116400003 42.131954243650007 0.087725000000000011 1.8462237188500004 101.14502893930002 85.253695774650012 61.971648364950006 13.565012728250002 196.26893085885004 71.787208999250012 5.7087410616000005 35.885292828950007 19.734953851100002 21.269675393700002 18.934955721800005 101.14502893930002 22.604947139800004 24.199020305550004 107.86920410340001 22.862300195000003 205.07255049940002 0.010100000000000003 22.963361893800002 22.614947116400003 12.903279561150002 20.305474434200004 39.646013290900008
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 4 10 22 6 -6 -8 -7 -9 -4 18 13 14 15 21 17 -15 -12 -10 -19 -13 27 24 25 -24 -27 28 29 -2
right_child=2 -3 3 -5 5 8 7 9 19 -11 11 12 -14 16 -16 -17 -18 20 -20 -21 -22 -23 23 -25 -26 26 -28 -29 -30 -31
leaf_value=-0.0016747140102699913 0.00098682905043542065 -5.1053526716733414e-05 0.0015675658106714511 0.0020560983754557174 0.0037917238126794835 0.0012754051734707908 0.001733947183637518 -0.00078536124016719314 -0.0010553083565290275 -0.0045570870679763923 -0.00014704353549287741 -0.003162025543481438 0.0032230466985912962 0.0023090748875821692 -0.0029212671558734682 0.0020236185597323716 0.0028494657116981863 0.00063581119690394119 -0.0035733999457097263 -0.00452884212346512 -0.0032772402491066306 0.00083452211063077719 -0.002945978480797239 -0.003594026793784893 0.0031802768867095171 0.0026604438587586239 -0.0011439490619275137 0.0018680121920834458 0.0025200696598392143 -0.0031971452846196943
leaf_weight=11.064023448387159 5.6677621677517873 90.098501054570079 19.506494462490082 19.980949532240629 2.823337301611903 2.6098198164254418 7.716654438525441 8.0372351277619583 4.412473635748027 3.4928356530144802 6.6626952663063985 3.6428275629878106 4.1332527175545684 5.3824082948267478 8.4152100123465043 10.0517715588212 8.3474686779081804 3.9756884798407555 4.6301769055426121 5.6619071774184704 3.8428151104599237 3.3195923417806625 3.5547365397214916 3.3235997334122649 3.6127389669418326 3.5570190232247096 5.0517315901815891 18.905560900457203 4.05271291732788 4.4157269578427076
leaf_count=364 42 1425 80 86 9 18 29 86 33 45 36 31 16 22 63 42 29 20 53 73 30 15 19 28 13 14 35 91 17 36
internal_value=0.000214289 -0.000228631 0.00045163 0.000791182 5.34819e-05 -0.000722603 8.41093e-05 -0.000459767 -0.00212625 -0.00192794 0.000482623 0.000143486 0.000518073 0.000280081 -0.000510848 0.000681344 0.00121346 0.000178953 -0.00155188 -0.00300747 -0.00128746 -0.00125652 0.000570771 -0.000379242 0.000298022 -0.000558051 0.000427975 0.00111993 0.000119446 -0.000845403
internal_weight=289.95 101.163 188.787 101.891 86.8959 34.7543 22.0701 19.2467 12.6842 11.5301 81.9104 62.4039 51.111 46.9778 25.4294 17.0142 21.5484 13.2009 11.2929 10.0744 7.8185 6.96242 52.1416 19.0998 15.7762 12.1635 8.60875 33.0418 14.1362 10.0835
internal_count=2900 1789 1111 523 588 293 169 160 124 131 437 357 268 252 151 88 101 72 89 106 50 46 295 109 81 68 49 186 95 78
is_linear=0
shrinkage=0.00324939


Tree=286
num_leaves=31
num_cat=0
split_feature=3 16 21 13 16 3 13 20 10 5 13 5 9 9 6 5 13 16 3 18 16 15 15 18 18 9 20 15 9 6
split_gain=0.742355 1.16905 0.941303 0.830941 4.50827 3.77173 2.72473 2.93787 2.29834 2.42399 2.25731 2.34302 5.76631 2.95439 2.59591 2.08797 2.0435 3.01295 2.68045 2.23744 2.07869 2.83259 2.75216 2.67377 2.00941 2.32114 1.97484 3.16032 1.89297 1.84585
threshold=108.42013948475001 21.084950694200003 2.2747687716500002 112.82921081865001 19.974953289850003 89.227236891450005 113.92610173585001 38.441102963850007 63.910026677050006 19.915533535850003 116.55003687120002 21.042547594650003 197.19111486365003 190.24759545780003 16.585387514950003 30.690160697650004 109.72404167800001 19.214955067100004 86.302194445500007 13.583580954200002 18.684956306450005 29.049007317550004 27.992471162000005 14.025183600500002 13.373311100250001 193.60452210450003 40.621691032550004 40.128253618400009 190.07378137140003 14.775345223550003
decision_type=2 2 2 2 2 2 2 2 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 16 -5 -7 24 9 -9 -11 12 13 -12 26 28 17 20 -18 -20 21 22 -1 -23 25 -8 27 -13 -16 -22
right_child=1 -3 -4 5 -6 6 7 8 -10 10 11 14 -14 -15 15 -17 18 -19 19 -21 29 23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.0014124262896022678 0.0050464129386693412 0.024679307633777358 -0.030642066989087818 0.017454046781344195 -0.024981309322759961 -0.023412503064671762 0.015051643251239817 0.023194184804527111 -0.021074789328697347 0.018036964827312651 -0.015785776536339634 0.027789457597039546 -0.039343209745880382 0.015126038169650731 -0.002703068681741192 0.0094272861988551129 0.023485384211056042 -0.025001097378665422 0.012744322894023413 -0.017478404171555294 0.0032482787812565693 0.018588391906233511 0.021597635229679241 -0.024955922863366571 0.02493803113837989 -0.012907689110290511 0.00021372856912471792 0.00082425703721111191 -0.032019993056408173 0.026019923101146723
leaf_weight=63.51400895754341 0.71331796003505576 0.47548897005617607 1.679915201035328 10.067603018134831 5.0400790963321915 3.0580267570912829 5.4722315864637476 3.1151871383190146 3.4298426741734138 4.3818815797567359 4.0891363620758039 4.9946983363479358 3.5979572869837275 4.2948881983757019 2.4569246405735594 2.1111780479550362 5.595827164128421 3.4445657990872851 3.6708572083152831 3.0289504583925009 7.9212294081225973 1.146877392195164 3.728422133717685 5.7215677103959024 5.4610489606857291 3.1811083815991879 50.619016570504755 7.1743915490806103 3.8001263849437237 3.4673327319324017
leaf_count=1499 28 3 106 54 49 28 50 16 44 23 23 20 30 20 18 14 23 39 38 19 80 12 24 132 21 23 351 49 51 13
internal_value=0.000559719 -0.0125985 -0.0200049 0.00072558 -0.000954709 0.00219774 0.000816961 0.00150188 -0.000159679 0.000631795 -0.000171289 -0.00113097 -0.0117794 4.94333e-05 0.000662115 -0.012956 0.000241423 -0.00113352 0.0101875 -0.000919225 -0.000171955 -0.00176293 -0.000136577 -0.017685 0.0125753 0.00477334 0.0024771 0.0118919 -0.0205083 0.0101813
internal_weight=230.454 2.86872 2.39323 227.585 106.28 121.305 111.238 108.18 94.0652 90.6354 87.5202 83.1383 11.982 8.38402 71.1563 8.36823 101.24 88.944 12.2956 6.69981 85.4994 74.1109 67.2424 6.86845 14.1144 8.65334 62.7881 12.1691 6.25705 11.3886
internal_count=2900 137 134 2763 1928 835 781 753 659 615 599 576 73 43 503 83 1879 1799 80 57 1760 1667 1523 144 94 73 420 69 69 93
is_linear=0
shrinkage=0.0260289


Tree=287
num_leaves=31
num_cat=0
split_feature=16 6 15 20 22 22 6 2 9 20 8 9 23 10 3 0 0 22 2 16 13 3 6 18 17 17 13 13 20 6
split_gain=3.11421 2.88788 2.6334 2.48283 3.09422 4.44262 4.61858 4.2237 6.38809 3.76742 3.73304 3.45535 2.72671 2.67153 3.98952 2.66007 3.86801 3.45927 3.35472 3.26815 2.5447 2.52764 3.33933 2.50949 2.98272 4.63622 2.23689 3.3866 2.23132 2.20118
threshold=18.594956516900002 15.675366252400002 32.540328261750005 41.621607100200002 -0.071129999999999985 -0.085734999999999992 14.815346158200002 122.26439358135001 201.44620319810005 35.461062230100005 8.9430209551500024 200.80358209610003 0.088500000000000023 65.630639880500027 87.240466333050009 90.337570099350003 90.662873533100012 -0.0023999999999999998 105.39281967610002 18.984955604900005 117.57433941890001 93.620177476600006 16.555386813950005 14.073076155300003 200.69710494525003 197.71582798205003 108.61908538635001 107.97116697695002 38.238138001450004 14.855347092800002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 26 4 5 6 -2 -8 9 -9 13 20 -11 21 29 17 -17 23 -19 -18 -7 -6 -23 24 25 -5 27 28 -1 -15
right_child=3 -3 -4 15 10 11 7 8 -10 12 -12 -13 -14 14 -16 16 19 18 -20 -21 -22 22 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.0013949245641673939 -0.0030741442371191676 -0.0027866502852304923 -0.0036975990572657804 0.00021881829014272491 0.0028393008781778784 -0.0025288619994344717 0.0019730415123323263 0.0013252984827919281 0.0019062898900794954 -0.0063997911806520334 -0.0015115963815489242 -0.005106101375459444 -0.0018114928296253953 0.00033633629881705889 -0.0019861305655662796 0.0038829198610722425 0.0026803408718229197 0.00077519017572183057 -0.0052374264956043274 -0.0012608036551262783 0.0015225111510350077 -0.0014328828820361537 0.0028599794600684455 -0.0023130531298864694 0.0029352239783835719 -0.0036973513164507369 0.0020355269675352743 -0.0040577810576198255 0.00015132913928236972 0.0026715087581551775
leaf_weight=12.324884466826914 3.433988517150282 4.8677470535039893 2.3000804595649234 46.990991818718612 22.347319815307859 3.7412872929126006 22.267925546504557 2.3151401374489087 7.7982763648033133 2.5565005037933588 4.8280122131109229 2.6942277476191521 3.5162193328142166 9.6882648430764728 4.8869140148162833 4.6095672547817221 3.765723802149294 1.6485724318772543 2.9733899384737015 6.6533848643302917 3.3660762421786785 4.2608944699168187 4.0293673817068338 5.1528976559638968 4.0805977359414092 3.7291544005274764 5.6073785778135052 2.4834302626550189 79.246955804759637 8.8073261305689794
leaf_count=353 41 197 66 304 89 25 98 20 36 27 32 28 21 52 30 15 17 12 46 50 15 26 18 34 16 29 29 34 1110 30
internal_value=0.000219113 -0.000242746 -0.000121299 0.000478606 0.000806436 0.000202923 0.00068235 0.00101781 -0.000296343 -0.00234415 0.00133654 -0.00184596 -0.00374308 0.00159109 0.000730517 2.33841e-05 0.0013044 -0.000274746 -0.00309283 0.000163624 -0.000610115 0.00224787 0.000653604 -5.74938e-05 0.000154596 -6.91147e-05 -3.87623e-05 -0.000162427 -5.6785e-05 0.00144831
internal_weight=296.972 106.83 101.963 190.142 110.538 51.6896 41.8881 38.4541 16.1861 8.38786 58.8481 9.80159 6.07272 54.0201 23.3825 79.6043 15.0287 64.5756 4.62196 10.4191 7.10736 30.6376 8.29026 59.9536 54.8007 50.7201 99.6626 94.0553 91.5718 18.4956
internal_count=2900 1789 1592 1111 588 311 243 202 104 68 277 68 48 245 112 523 82 441 58 67 40 133 44 383 349 333 1526 1497 1463 82
is_linear=0
shrinkage=0.00338066


Tree=288
num_leaves=31
num_cat=0
split_feature=16 20 15 0 0 20 5 21 17 5 6 7 16 13 0 13 20 22 12 22 0 22 6 5 15 4 6 16 12 16
split_gain=2.72061 2.96581 2.08436 2.06548 4.19056 3.04159 2.76239 2.67328 2.52619 2.97246 2.78523 2.64782 2.45762 7.82921 4.33731 6.32431 3.43638 3.15925 3.75349 4.87267 2.4566 2.22766 5.27534 2.21234 2.0327 2.26186 2.01311 1.9943 3.27445 2.82986
threshold=18.594956516900002 38.238138001450004 30.046989284200006 96.249489528150022 94.047642319350018 38.238138001450004 23.721757872050002 0.18863712200000002 199.01194954300004 29.040033326300005 16.505385645700006 23.124786352450005 18.984955604900005 112.82921081865001 90.337570099350003 115.63864956495001 42.178283198950005 -0.074434999999999987 144.78335471795 -0.13978499999999996 86.345209775600011 -0.067574999999999996 16.415383542800004 21.005083245250002 41.657300687350009 194.78797560380002 14.875347560100002 13.534968349350001 176.04981466085005 15.919962772200003
decision_type=2 2 2 2 2 2 2 2 2 2 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 4 5 -2 12 -6 9 10 11 -8 -7 26 15 -15 17 18 -17 -20 24 23 -23 -18 25 -19 -14 28 -3 -29
right_child=3 2 -4 -5 7 6 8 -9 -10 -11 -12 -13 13 14 -16 16 21 20 19 -21 -22 22 -24 -25 -26 -27 -28 29 -30 -31
leaf_value=-0.0019655529292369632 0.0017546803136819272 -0.0042539885918886624 -0.0029261245962801893 0.0026424215377745929 0.00065954230227870114 0.0028318691000000038 -0.0042816723178144018 -0.0037778430972857978 0.0012359840704395219 0.00042698742353394125 -0.0049290395311297301 0.00029631410428722761 -0.00098744323200740977 -0.0042311958823535627 0.0031287125885473758 0.0017562307800203646 -0.0023228005991688888 0.0016837215924852412 0.0014444072871317949 -0.0041512071520228844 0.0033173626785713861 0.0011162365516333263 -0.0055847776398783707 0.00081268878892623976 0.0028867101399783469 -0.0023317525737752169 -0.0053616462665686104 0.00119616594030173 -0.00022943740117553559 -0.00050651435328657719
leaf_weight=13.331678706686942 27.029653007164598 3.553270211908969 3.4878980610519639 6.5254564173519602 3.1539886500686389 6.9863672927021971 2.7897507771849686 5.5250387340784073 7.2666593808680764 8.1823855270631594 4.6211520852521053 5.6574669573456049 2.5926647968590251 4.0316877812147132 10.164894819259642 10.461009293794627 4.0315422601997914 4.5330434963107198 4.2252131104469299 5.0548538826405984 14.073601081967352 3.4920383766293517 3.4577971138060093 19.06888061389327 5.3213999792933455 3.8251641821116209 3.8913709633052349 34.287162786815315 18.852736520813778 24.93272293265909
leaf_count=431 156 159 101 31 22 29 65 68 40 77 80 41 19 28 44 43 26 18 16 34 60 15 34 87 19 22 37 285 427 386
internal_value=0.000232929 -0.000279006 -1.48362e-05 0.000519339 0.000437574 0.000578097 0.000340283 -0.00216528 -0.000721349 -0.00139066 -0.00252872 -0.0012156 0.000628036 0.000471286 0.000759926 0.00046476 0.000708912 0.00135285 0.000176846 -0.00160352 0.00218935 -0.000308832 -0.00221776 0.000265476 0.00102886 -0.000153975 -0.00361261 0.000109564 -0.000867673 0.000479304
internal_weight=274.409 98.4455 85.1138 175.963 169.438 160.759 133.729 8.67903 28.5174 21.2508 13.0684 8.44722 105.212 98.2252 91.7411 81.5762 77.5445 47.4943 19.7411 9.28007 27.7532 30.0503 6.94984 23.1004 13.6796 8.35821 6.48404 81.6259 22.406 59.2199
internal_count=2900 1789 1358 1111 1080 990 834 90 303 263 186 106 531 502 446 402 374 212 93 50 119 162 49 113 59 40 56 1257 586 671
is_linear=0
shrinkage=0.00384563


Tree=289
num_leaves=31
num_cat=0
split_feature=23 23 22 12 20 7 20 19 23 22 7 7 0 13 4 2 23 3 5 6 23 20 21 23 16 15 13 21 6 20
split_gain=0.741098 1.13242 0.988119 1.2416 0.949423 1.20161 0.940059 1.19696 0.896681 2.2384 1.80941 1.7676 1.77246 3.00131 1.61813 2.25075 2.60913 1.75032 1.45204 1.44276 1.49149 2.22053 2.07242 1.30565 1.47916 1.3708 1.27424 2.3062 1.42111 4.65277
threshold=-0.27223499999999995 -0.27687999999999996 -0.23557500000000001 151.63308792200004 32.785955158400007 22.535351262400003 34.542090938800008 13.951125619400001 -0.15684499999999998 -0.24103499999999997 22.087764922150004 22.726915405250001 85.737618238150006 117.66037007905001 128.88186563570002 84.67958245200002 1.0000000180025095e-35 93.862138708350017 20.410615048800004 16.375382608200002 0.087725000000000011 41.941595803500007 11.217348012850001 -0.23472499999999999 22.624947093000003 40.128253618400009 95.870416931800023 18.904039828500004 16.465384711100004 38.771633980050005
decision_type=2 2 2 2 2 2 2 2 2 2 2 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 -6 9 -8 14 18 13 -13 -10 -16 -17 -18 -12 -20 -21 -22 -23 24 25 -11 27 -14 -28 -30
right_child=4 -3 3 -5 6 -7 8 -9 10 23 11 12 26 -15 15 16 17 -19 19 20 21 22 -24 -25 -26 -27 28 -29 29 -31
leaf_value=-0.026145185797243481 0.0025881682579399754 -0.029275151898349568 -0.016606540341039949 0.0091926953648975209 0.00046946453208072741 -0.029447702584186004 -0.025928404383962017 0.020799009845682351 0.0093500236675080027 0.0030991743180429276 0.015427846338881245 -0.028547862447685448 -0.015720835134095595 0.0017329666591514737 -0.03236203214085373 -0.026446270539080895 -0.013496441865417467 0.0064142954887036058 -0.011771323408449745 0.014340987869042305 0.0065902812628691161 -0.033090193039549604 0.00053576716364979818 0.014985061512913395 0.019164257831334956 -0.017579221053246122 0.0019314242385167473 0.013484979871094442 0.019759224193347687 -0.0092937133728701778
leaf_weight=0.81133234756998618 1.2204534120392048 1.0118441811064247 1.4074301640503115 3.1298000174574554 3.2982630961341775 1.2169862989685496 1.1410500765778149 2.775969110429287 2.6949825584888485 8.5743213971145469 6.4727402166463461 3.0160706322640172 5.8204782852553754 3.914699450135231 2.0013832221738985 2.6414375450694925 3.6379654192132858 6.2380758703220636 2.9202785240486291 6.6059457603842047 10.968617560341952 1.6284704664722078 2.3029161216691136 6.8539097902830664 2.3240246661007413 2.071601500734686 110.9023196984781 1.8558135651983318 3.4296178184449699 17.54746888205409
leaf_count=39 38 36 49 44 66 101 44 13 16 124 61 60 461 33 33 118 70 82 24 35 54 20 22 74 10 16 990 22 17 128
internal_value=0.000535579 -0.0071435 -0.00295662 0.00118988 0.00075355 -0.013407 0.000909278 0.00976022 0.000659874 0.00514264 0.000176929 0.000862211 -0.000183707 -0.0114444 -0.00688478 -0.00989828 -0.00630661 -0.000920078 0.00582072 0.00327492 0.00531804 0.0013177 -0.0133929 0.00693108 0.00267498 -0.000924657 0.000375532 -0.00866006 0.000901467 -0.00454375
internal_weight=230.436 6.36041 5.34856 4.53723 224.076 2.43744 221.638 6.07423 215.564 20.9649 194.599 177.385 146.486 6.93077 17.2138 14.5189 12.5175 9.87604 30.899 24.4262 21.5059 14.9 3.93139 19.8239 12.9699 10.6459 139.556 7.67629 131.879 20.9771
internal_count=2900 168 132 93 2732 139 2593 79 2514 268 2246 1927 1711 93 319 303 270 152 216 155 131 96 42 224 150 140 1618 483 1135 145
is_linear=0
shrinkage=0.0228135


Tree=290
num_leaves=31
num_cat=0
split_feature=8 15 10 20 15 18 16 15 7 22 7 3 0 12 19 6 21 0 10 8 16 13 7 23 16 15 21 16 10 20
split_gain=0.724793 1.37204 1.23383 0.832695 0.805237 0.719878 1.40337 2.57383 1.56475 1.57428 1.22153 1.02941 1.41674 1.87858 1.49356 1.43897 1.22703 1.19591 2.73746 3.80473 2.02505 2.10059 4.40415 1.75366 1.49225 1.27948 1.6476 1.13143 4.11742 4.69224
threshold=1.6487133604500002 21.073645951400003 90.988176966900014 43.45354240915001 11.896459116400001 17.140917755100002 17.654958715000003 23.214301336750001 27.952168727600004 0.20981000000000005 26.752366550650006 73.962171626800014 98.851916998450022 117.55382688470002 12.350996516100002 12.315287744750002 5.977284140550001 96.055920542800024 71.090898343450007 7.943800736700001 18.324957148300005 104.27722550570002 24.029932718600005 0.082775000000000029 14.994964935250001 19.215947067900004 20.076345264900002 19.214955067100004 66.697957758300021 38.175120519550006
decision_type=2 2 2 2 2 2 2 2 2 2 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 10 7 8 -7 -10 11 -6 17 15 16 -14 -15 18 25 23 21 24 -23 -20 -19 26 -13 -27 -29 -30
right_child=4 -3 -4 -5 5 6 -8 -9 9 -11 -12 12 13 14 -16 -17 -18 20 19 -21 -22 22 -24 -25 -26 27 -28 28 29 -31
leaf_value=-0.025324725781791162 -0.015445095485331489 -0.027421553462791796 -0.02540545123141176 0.0070413729243206206 0.017946728737263766 0.014080619836421454 0.027027672585876239 -0.028600892639424367 -0.026553339163188458 0.026795790969925889 -0.015093137440429434 -0.02170433131213928 0.017194805223170653 0.0048681869555152364 -0.028447187831841084 -0.011236107280821941 -0.020437674240409355 -0.00762166241980011 0.010939298252503057 -0.028489470950797766 0.019259873868671611 0.01268529971117246 -0.031482288011163199 -0.02649528636469406 0.013108319681092211 0.0064108382057012133 0.022743319129477399 0.0020141319265779179 0.0014097528031655469 -0.029021934103800922
leaf_weight=0.53454981127288093 1.8197292977129098 1.5565060243825426 1.0750696889008393 4.4109958331100643 2.0822371041867873 6.2715773382224125 1.764343574643134 1.3109670663252471 1.2503440099535508 0.45159304817207147 2.9368576733395448 2.7769229167606677 2.5437483675777894 2.6226558878552169 2.9652593764476478 1.8402084428817032 2.0456854356452823 2.7337439935654464 3.6178790251724404 4.5406216303817928 5.5737945120781651 2.599822722375392 2.8261317135766149 0.94708444667048741 8.7470857794396562 23.967091192491353 0.61012391559779633 118.85021482175216 6.4503555577248317 5.7463509179651737
leaf_count=71 123 94 190 110 33 90 8 26 74 6 75 105 27 53 70 35 44 28 59 88 27 10 50 39 65 366 4 830 41 59
internal_value=0.000522239 -0.0069251 -0.00162616 0.00354301 0.000778862 0.000914244 0.00700517 0.00320027 0.00842887 -0.0123976 0.000589173 0.000814845 0.000638252 -0.00751669 -0.0148547 0.00526065 -0.00622094 0.00115409 0.000442258 -0.012616 0.00645806 0.00223758 -0.0103196 0.00317281 0.00817222 0.0011929 -0.0136978 0.00151826 0.000623465 -0.0129278
internal_weight=227.47 7.57712 6.02062 4.94555 219.892 218.073 11.0488 9.28448 7.97351 1.70194 207.024 204.087 202.005 12.0176 7.6336 4.38396 4.66834 189.987 167.507 9.10559 22.4806 16.9068 5.42595 4.56496 11.4808 158.401 3.38705 155.014 131.047 12.1967
internal_count=2900 465 371 181 2435 2312 204 196 170 80 2108 2033 2000 229 167 62 97 1771 1591 186 180 153 60 98 93 1405 109 1296 930 100
is_linear=0
shrinkage=0.0244908


Tree=291
num_leaves=31
num_cat=0
split_feature=16 20 15 0 20 3 16 20 21 20 23 3 21 2 0 16 18 20 15 16 10 23 15 17 16 6 4 7 5 9
split_gain=3.83002 3.01143 2.62887 2.57118 3.95345 3.84351 4.88803 5.23494 5.0291 4.92413 3.7109 3.5873 3.54472 5.4364 3.24657 3.16213 4.54693 4.2261 7.45931 2.9912 2.82371 2.39031 2.36925 2.17696 2.29558 2.9252 3.05246 3.98753 2.55354 5.18112
threshold=18.594956516900002 38.238138001450004 30.046989284200006 86.530713386650021 42.131954243650007 88.727183679150016 18.934955721800005 36.30367149775001 1.0000000180025095e-35 43.124157941850008 0.087725000000000011 89.227236891450005 1.8462237188500004 101.14502893930002 85.253695774650012 22.614947116400003 13.713893333650001 40.712530798250008 40.128253618400009 22.604947139800004 61.971648364950006 0.12064000000000002 29.049007317550004 166.83257850275001 18.384957008000004 13.665319288000001 193.19324462480003 24.052187734100006 14.624842172000003 57.214511140150002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 23 4 21 6 22 -8 -9 -10 12 -7 -6 -14 -12 16 -13 -18 -19 -16 -15 -2 -5 -3 25 28 27 -27 -25 -30
right_child=3 2 -4 5 10 11 7 8 9 -11 14 15 13 20 19 -17 17 18 -20 -21 -22 -23 -24 24 -26 26 -28 -29 29 -31
leaf_value=-0.0016548160410266594 0.00089599969721540463 -0.0018779074111669066 -0.0025617021602891655 0.0026092468946147551 0.0036021742635368192 0.0030848380985685456 0.0014938096878603002 0.0011987413006642011 -0.0039366820514459798 0.00035085616249831274 0.0011245702161329994 0.0014306139185209076 0.001680412526341261 -0.00082076117893818831 -0.00099926217792946923 0.002067742656314501 0.001095980757771637 -0.0054618734690457024 0.00089994632540253716 -0.0045938182309304245 -0.0044191054424971583 -0.0014657299950029334 0.00015797357169966227 0.00024234710980511537 -0.0030002890452960661 0.0012900380639833872 0.0018104969526310894 -0.0036719035322491838 0.0012128422102676921 -0.0031621661084832624
leaf_weight=14.429755366407333 44.756835100241005 5.6960361951496443 4.2262295098043969 8.9550613835454005 2.6028353795409229 10.625965297222136 7.5771683063358095 4.6834989003837135 9.8747265562415105 3.9857123233377925 2.4955973410978904 18.60000678896904 7.4584440588951137 7.4884243239648622 4.3495079744607192 18.747985951602459 5.668051064014433 4.3272590115666389 3.5620905384421349 5.6316668475046754 3.3442658148705959 5.0561131834983817 7.8388265520334235 39.535511908354238 2.3025202695280305 4.3679808257147696 20.116325414739549 2.8287601135671139 4.6838590204715711 7.4077956140972674
leaf_count=431 261 213 101 35 9 39 36 22 91 25 18 75 29 86 33 79 23 35 14 73 45 34 49 672 29 22 130 29 41 121
internal_value=0.000223244 -0.000272778 -5.40263e-05 0.000502396 7.53128e-05 0.000842536 9.46568e-05 -0.000786418 -0.00171813 -0.00270376 -0.000791904 0.00136414 4.71073e-05 -0.00045878 -0.00219694 0.00100497 0.000385362 -0.00104867 -0.00258947 -0.00302741 -0.00193164 0.000656279 0.00146507 6.78758e-05 0.000204297 0.000297768 0.00115946 -0.000660309 -0.000158106 -0.00146745
internal_weight=293.225 105.595 91.165 187.63 83.1837 104.446 42.915 26.1211 18.5439 13.8604 33.3707 61.5314 20.894 18.2911 12.4768 50.9054 32.1574 13.5574 7.88935 9.98117 10.8327 49.8129 16.7939 86.9388 81.2428 78.9402 27.3131 7.19674 51.6272 12.0917
internal_count=2900 1789 1358 1111 588 523 258 174 138 116 293 265 169 160 124 226 147 72 49 106 131 295 84 1257 1044 1015 181 51 834 162
is_linear=0
shrinkage=0.0032559


Tree=292
num_leaves=31
num_cat=0
split_feature=16 12 15 10 10 19 6 6 6 21 9 22 8 0 21 0 22 22 22 18 0 23 9 12 22 20 21 0 10 13
split_gain=0.70099 1.51988 1.47066 1.38914 2.03327 0.986202 1.03201 0.933994 2.41914 1.42663 2.1604 1.54764 2.02173 1.27667 2.3503 2.82952 2.29432 2.17469 3.05176 1.74871 1.65957 2.0754 1.81264 3.07744 2.42307 2.03033 1.65378 2.11382 2.29585 3.16549
threshold=13.534968349350001 275.00831105065009 17.382777826050003 83.715897724050009 74.784839814650013 11.850956171350001 11.060258421150001 13.665319288000001 13.825323026450002 5.7942671277000013 184.56123852025004 -0.22386500000000001 1.9484794260000002 93.972365491700018 6.9984086918000008 94.776214472700005 -0.054494999999999995 -0.14581999999999998 -0.095019999999999993 14.117867417450002 86.530713386650021 0.12064000000000002 188.53841931785004 94.472960382900013 0.090855000000000033 39.134693790050008 13.915737982950001 93.262612545250008 67.171126389250006 113.58197909515002
decision_type=2 2 2 2 2 2 2 2 2 2 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 -2 9 -9 -7 11 -11 -13 20 15 -15 17 -17 -19 -16 21 -10 -22 -24 26 -26 27 28 29 -25
right_child=5 -3 -4 -5 -6 7 -8 8 13 10 -12 12 -14 14 19 16 -18 18 -20 -21 22 -23 23 24 25 -27 -28 -29 -30 -31
leaf_value=-0.022072010903657818 -0.007381671591120304 0.0048977415775633545 -0.027807151118419363 -0.019962533295761312 0.012781520509409667 0.0012332418305753597 0.015333663085676514 0.017759059325679796 0.00031823524956897079 -0.030595517900441085 -0.023914011689237038 -0.020417189560471134 0.013864918268666071 -0.022202554358800548 0.0085965360758709329 -0.03154369386632682 0.014582882562043048 0.014400000805679249 -0.01983141082346071 -0.02460701111425893 0.019704111416862562 -0.015740293509027975 -0.017533819047825739 0.025116083796949153 0.0055338828274678308 -0.021071990280352879 0.024014544879744963 0.020134352941849239 -0.014116448037434755 0.0028207053561402759
leaf_weight=1.5739008763339386 1.719022515695541 7.0299818359781048 2.4967982295202082 2.7802448254078627 3.7523101938422769 15.523682336264757 5.7798532310407609 5.7282017823308697 68.827889937325381 1.0058780927211044 4.7917800047434866 1.5944755864329616 3.9943908869754523 3.2008330109529259 1.3177025727927674 1.6261617271229685 7.643675178289409 4.5298734102398219 2.7865771409124065 5.1869750367477536 4.9121861308813086 5.7791075953282407 4.3040621206164351 4.8671459555625907 3.6026380732655516 4.0205290541052818 3.5479568950831881 5.9391492940485469 4.2879403978586188 31.6589040979743
leaf_count=86 43 233 125 297 59 238 56 42 710 30 107 91 49 56 11 23 40 27 44 90 27 58 31 24 20 29 14 33 35 172
internal_value=0.000544853 -0.00438249 -0.0105353 -0.00521555 0.00248227 0.000962215 0.0101265 0.000619768 0.00131076 -0.0038422 -0.0107617 -0.00120523 0.0040844 0.000750066 -0.00445899 -4.68272e-05 0.0042288 -0.00462133 0.00136247 -0.0178807 0.00171626 -0.000925669 0.00465199 0.0034638 0.00502403 -0.0084983 0.00707335 0.00578773 0.00370004 0.00579159
internal_weight=225.81 17.6332 10.6033 8.10646 5.32621 208.177 7.49888 200.678 173.768 26.9102 11.3865 6.59474 5.58887 168.039 26.2918 19.7871 16.5863 8.94261 7.31645 6.50468 141.748 74.607 67.1405 62.2283 57.9243 7.62317 50.3011 46.7531 40.814 36.5261
internal_count=2900 800 567 442 145 2100 99 2001 1486 515 277 170 140 1444 291 190 134 94 71 101 1153 768 385 358 327 49 278 264 231 196
is_linear=0
shrinkage=0.0257382


Tree=293
num_leaves=31
num_cat=0
split_feature=13 15 0 20 20 21 17 10 17 16 20 21 15 6 9 6 5 20 6 5 15 16 10 20 8 7 18 17 22 15
split_gain=2.15073 3.76601 3.54912 2.93838 3.2117 3.53302 3.11821 3.60845 3.61445 2.90469 2.67067 2.42585 2.92053 2.24733 2.4217 2.20855 5.43316 6.18938 2.76326 3.70472 2.14256 2.02048 8.23316 4.64423 1.83637 1.81984 3.54107 3.48057 3.30027 3.78957
threshold=109.72404167800001 36.508287084250007 86.530713386650021 42.131954243650007 43.45354240915001 6.9984086918000008 187.45953903175004 61.917879202350001 190.40793214150003 21.979948601300006 38.238138001450004 1.0085888034000001 23.163629804900005 16.575387281250006 193.75542554275003 16.455384477450004 22.443872254700004 40.823855932350007 16.245379570700006 22.782602051550004 13.612549286700002 19.844953593850004 65.727424373200009 38.592454371550012 8.1436447804000007 22.892948161350002 12.903279561150002 182.28951942140003 0.010100000000000003 42.133814420300006
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 10 3 9 6 -6 -5 -8 -9 -2 11 12 -1 14 -7 18 17 -17 19 21 -13 -4 -23 -24 -14 26 27 -11 29 -27
right_child=2 -3 15 4 5 13 7 8 -10 25 -12 20 24 -15 -16 16 -18 -19 -20 -21 -22 22 23 -25 -26 28 -28 -29 -30 -31
leaf_value=-0.0030426771949645633 -0.0029634945218129489 -0.0051504254124846291 0.0028063132130358155 -0.0060849522538054821 0.0022229432572065189 -0.0059494581063619387 0.0031204278060299141 5.367734516310204e-05 -0.0045107486530399175 0.0017208223306525983 0.0001887292320742048 0.001866162283781618 0.00217417798803004 0.0010658562032185054 -4.7680497710340231e-05 0.00057167617197738678 0.0034018334874376509 -0.0064620453462408828 0.0027009504524464103 -0.0029211571819939717 -0.0048431190404255317 0.0020587700601055895 0.00020751683505252491 -0.0059406071019440249 -0.0019534223365431473 -0.0046842267904606376 0.0026561429141935917 -0.0027435796842235423 0.0029267393171305816 0.00023515035791190993
leaf_weight=4.964080986101183 3.6322354355361304 2.5440650982782236 10.407146070152519 2.953156317118558 8.013435095548628 2.7172790560871354 2.4052301086485377 5.4415776170790178 6.2798107340931892 6.6273915171623248 90.72185221221298 0.96022140141576429 5.9228454434778524 3.1139841619879007 2.0496605597436428 5.2670257836580259 4.2728427425026885 3.4989026002585888 20.574073038995266 3.9235019609332076 4.7886925525963306 21.190991111099724 4.2712880149483663 3.9965198859572411 2.6092225629836321 3.8534040823578861 17.111119201406837 5.2666224297136068 4.1043952628970137 8.2980079073458892
leaf_count=245 115 49 40 80 57 36 15 43 73 35 1301 31 49 41 14 24 17 30 82 28 106 94 20 36 24 28 76 37 18 56
internal_value=0.000214294 -0.00021958 0.000520791 -7.4223e-05 -0.00101991 0.000306298 -0.00225407 -0.00145323 -0.00239174 0.000563559 -0.000105505 -0.00149254 -0.00054265 -0.00164257 -0.00341185 0.00115013 -0.000388344 -0.00223582 0.00146179 0.000879585 -0.00372249 0.00125364 0.00070512 -0.00276438 0.000911902 0.000846609 0.00146197 -0.000255997 -0.000251384 -0.00132486
internal_weight=271.781 112.511 159.27 81.8673 32.9741 15.8944 17.0798 14.1266 11.7214 48.8932 109.967 19.2451 13.4961 7.88092 4.76694 77.4023 13.0388 8.76593 64.3635 43.7894 5.74891 39.8659 29.4588 8.26781 8.53207 45.2609 29.0051 11.894 16.2558 12.1514
internal_count=2900 1805 1095 724 359 148 211 131 116 365 1756 455 318 91 50 371 71 54 300 218 137 190 150 56 73 250 148 72 102 84
is_linear=0
shrinkage=0.00409931


Tree=294
num_leaves=31
num_cat=0
split_feature=16 20 16 16 12 20 9 23 6 20 10 12 22 9 16 9 23 6 18 20 18 7 22 8 8 6 2 7 18 0
split_gain=2.99133 3.07052 2.05773 3.79998 3.79436 2.83401 2.94737 4.07312 2.82047 2.57441 2.30021 2.22944 2.69936 5.23659 2.16351 2.04183 1.97419 2.83212 2.11091 1.91974 2.97128 2.94379 2.9297 4.68189 3.814 2.82771 3.1371 4.5132 3.35176 2.3397
threshold=18.594956516900002 38.238138001450004 15.919962772200003 13.534968349350001 176.04981466085005 41.395309858300003 187.38923140910003 0.085155000000000022 11.060258421150001 39.945535567850008 80.677940036650014 207.71672397260002 0.06041500000000001 205.88909726980003 17.844958270700005 188.78154115175002 0.07968500000000002 13.200308423050002 13.849588037450003 41.621607100200002 15.042884401850001 24.955394454050005 -0.071129999999999985 9.3427090425500019 8.9430209551500024 14.785345457250001 144.32995034690001 23.124786352450005 12.903279561150002 89.057864029250013
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 3 4 -3 9 7 -7 10 -4 -5 12 13 -10 15 -11 18 -18 -6 22 21 29 23 25 -24 -2 28 -28 -27 -21
right_child=19 2 5 8 16 6 -8 -9 11 14 -12 -13 -14 -15 -16 -17 17 -19 -20 20 -22 -23 24 -25 -26 26 27 -29 -30 -31
leaf_value=-0.0015960103404155396 -0.0028990159894709566 -0.0036448592099759735 -0.002447644564095579 -0.0029520654742000536 -0.0036363760812810676 -0.0023475952807404952 -0.0031525360623953576 0.002002206539875883 0.00127618864179495 0.0020076230464104641 0.00061211140166593384 0.0027187962784799122 0.0033333914536222788 -0.0035165307305177083 0.0024742066324159092 -0.0027183284988179005 -0.0035937338468745115 0.0014071092855142524 0.00082412792842295811 -0.00021939561401320662 0.002663241091969794 -0.0032173684910902461 0.0015352483287340366 0.0029367755422903177 -0.0015708274349384788 -0.0018257584211730355 -0.0043178471529180208 -0.0001116547719525335 0.0013633682814645125 0.0014378477987649864
leaf_weight=15.48342021461576 3.8807916678488246 3.8985403853002962 2.63973817881197 3.0234509073197824 1.2573501248844028 5.2017269432544726 7.5005427673459044 4.296185196377337 10.357133791316306 1.7787231910042445 5.7294472390785813 10.68036171235144 3.6235045380890361 3.2810752410441628 6.0368745513260365 2.2800226677209139 3.5058337040245524 1.9132656054571269 14.919368480332194 58.34933749679476 4.5284450985491267 3.1606281027197829 50.982847258448601 5.8810784071683875 4.7209788076579562 4.3883790373802212 3.6604188047349444 11.700759317725895 20.101038549095392 11.079091027379034
leaf_count=431 55 159 39 55 42 176 152 34 63 15 71 54 17 28 37 31 161 14 210 420 22 21 245 21 32 38 38 67 92 60
internal_value=0.00020371 -0.000234011 -4.59716e-06 0.000337427 -0.000643014 -0.000719953 -0.00160341 -0.000380052 0.0010186 0.000459232 -0.000619037 0.00153159 0.000797036 0.000123158 0.0012193 -0.000647206 -0.000101112 -0.00182814 0.000477431 0.000461415 6.50941e-05 -9.69905e-05 0.00075162 0.000167344 0.001272 -0.000205094 5.72494e-05 -0.00111395 0.000791893 4.50602e-05
internal_weight=289.84 107.407 91.9231 62.1893 25.4944 29.7338 16.9985 9.49791 36.695 12.7354 8.7529 27.9421 17.2617 13.6382 10.0956 4.05875 21.5958 5.4191 16.1767 182.434 77.1175 72.5891 105.316 49.6125 55.7038 43.7314 39.8506 15.3612 24.4894 69.4284
internal_count=2900 1789 1358 874 586 484 362 210 288 122 126 162 108 91 83 46 427 175 252 1111 523 501 588 311 277 290 235 105 130 480
is_linear=0
shrinkage=0.00330603


Tree=295
num_leaves=31
num_cat=0
split_feature=16 20 0 20 21 20 10 17 16 18 9 2 3 6 0 21 13 3 7 6 16 10 17 5 12 16 22 19 7 9
split_gain=4.85963 3.85386 3.00976 3.69456 3.28094 4.06154 3.17485 3.09376 3.0203 3.21735 4.29057 3.18132 3.12336 4.01207 3.33626 4.08085 3.90995 6.8329 2.92723 3.87528 2.58901 2.48537 4.29753 2.78842 2.66611 2.33063 2.55414 3.1227 2.28107 3.59414
threshold=18.594956516900002 38.238138001450004 86.530713386650021 42.131954243650007 6.9984086918000008 43.279086095950007 61.917879202350001 189.27091549140002 22.614947116400003 13.565012728250002 196.26893085885004 101.14502893930002 83.511574906150017 14.855347092800002 90.337570099350003 5.7587983756000005 112.82921081865001 86.302194445500007 22.535351262400003 16.575387281250006 22.574947209950004 74.986474174450009 195.53954078470002 7.7286379265000011 96.350437043050007 11.934972090850001 -0.096499999999999989 12.751028791950002 22.862300195000003 205.07255049940002
decision_type=2 2 2 2 2 2 2 2 2 2 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 6 -5 18 9 -4 11 -11 -12 -14 15 -15 17 -16 19 -6 -8 22 24 -23 -3 -26 -27 -28 -2 -30
right_child=2 21 8 4 7 -7 20 -9 -10 10 12 -13 13 14 16 -17 -18 -19 -20 -21 -22 23 -24 -25 25 26 27 -29 29 -31
leaf_value=-0.0013790560895569454 0.00094906145473529603 -0.0032818135639550716 0.0014381961514861807 0.0010605210053242159 -0.0037944839611335074 0.0014634097054768342 0.00015151364385245175 -0.0028733608268102441 0.0016636996346216782 -4.2903086411514187e-05 0.0022419196972311142 -0.002852880293143597 -0.0011192421267493353 -0.0019701036905725041 0.0018148395238022665 0.00091965280953775863 0.0025624706317983982 -0.0023022515668341772 0.0010728100437022677 0.00021451528407132828 -0.0036676425394924291 -0.00092264398145044122 -0.0029664708160490557 0.00053453988831879808 -0.0021333709573078136 0.00090568395591267227 -0.0030755230468181389 0.00027027085561070059 0.00033824186492863054 -0.002657786480825534
leaf_weight=16.34472959372215 33.553802894428372 1.7984130256809319 20.661171607673168 2.9924750644713658 3.0509632024914044 8.8875633217394334 1.8681606929749248 5.9592933487147084 20.329338677227497 6.6092089898884279 6.5971287637948981 4.6191969122737646 10.05461363494396 5.6076631247997275 7.699751131236555 8.0060455277562124 10.019002169370649 4.2064663879573345 4.4621511502191424 3.4866610141471028 3.3382612438872457 10.669903220841659 4.4546977281570426 52.297731903847307 3.0900125936605063 15.050351160578435 2.879386076238001 5.4371296525932848 15.652286052703859 3.2658856362104407
leaf_count=431 186 32 80 20 35 47 12 68 86 36 25 53 80 36 29 31 36 31 27 41 43 373 93 490 85 138 68 79 81 28
internal_value=0.000216238 -0.000213295 0.000468257 0.000109955 -0.000556485 0.000246934 -0.00107172 -0.00136594 0.000765158 0.000547904 0.000257858 -0.00119889 0.000571264 0.00032953 0.000739414 -0.000270675 0.00136659 0.000360271 -0.00054927 -0.0016564 -0.00229726 -1.41463e-05 -0.000595053 0.000287619 -0.000221178 -1.31309e-05 0.000267248 -0.000888127 0.000542363 -0.000178969
internal_weight=302.949 112.022 190.927 86.5175 34.0455 17.0865 8.1989 16.9591 104.41 84.0802 63.4191 11.2284 52.1907 45.5935 35.5389 13.6137 21.9252 11.9062 10.9998 6.53762 5.20642 95.6776 32.71 62.9676 28.2553 26.4569 23.3669 8.31652 52.472 18.9182
internal_count=2900 1789 1111 588 293 122 75 171 523 437 357 89 268 243 163 67 96 60 103 76 55 1358 495 863 402 370 285 147 295 109
is_linear=0
shrinkage=0.00259775


Tree=296
num_leaves=31
num_cat=0
split_feature=16 20 2 15 8 18 10 20 20 2 4 20 22 22 22 20 6 18 13 18 13 17 19 10 20 3 20 22 16 21
split_gain=0.724732 1.80326 1.40657 1.3749 1.57204 1.37192 2.74664 1.96544 1.74908 1.82099 1.49037 1.42853 1.39061 5.1929 3.26847 2.23972 2.11991 3.36416 3.2713 2.29312 1.55545 1.81096 1.9044 1.99769 2.39421 2.50013 1.68672 2.26403 2.87969 2.90871
threshold=18.594956516900002 37.572218886150004 313.37633693555006 30.046989284200006 2.4480895352000007 15.042884401850001 70.182199495350019 40.621691032550004 40.337496327150006 215.60007756200005 386.68295981510005 39.995120105550008 -0.058529999999999992 -0.042409999999999996 -0.065399999999999986 41.169697216150006 16.445384243750002 13.849588037450003 117.67112391160002 13.258783262950002 113.58197909515002 204.13511856875002 14.451165964200003 61.987779113750001 42.102795028150005 93.58791597905001 42.852084787850011 -0.088099999999999998 22.554947256700004 7.362244800500001
decision_type=2 2 2 2 2 2 2 2 2 2 2 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 8 9 11 -11 -2 14 -14 15 -9 17 -15 19 -18 -17 22 26 -24 -25 -26 -22 28 29 -28
right_child=5 3 -4 4 -6 -7 -8 12 -10 10 -12 -13 13 16 -16 20 18 -19 -20 -21 21 -23 23 24 25 -27 27 -29 -30 -31
leaf_value=-0.020657509634244571 0.0078867783424014688 0.00079049079435566884 0.017949044583133979 0.026698223281648611 -0.032278590299458912 0.01278590971037726 -0.024374872183011292 -0.024855043618939959 0.021341957263091745 -0.034845712545889987 0.0012148278799618667 -0.0088640460167860435 -0.048210747500640631 0.024040679980887474 0.025734855940742572 0.017775952690383394 -0.0078015307279104005 -0.0099254638203546599 0.012489323058519691 -0.045310445814483916 -0.010518457829260933 -0.023545748246728688 0.02433742172682711 0.018740387782165472 0.0056937515017910266 -0.038430119963751744 0.026973653707996065 0.018599768931476 -0.030806964426609476 -0.015537237977416487
leaf_weight=6.6754306829534462 42.054086625110358 63.437189052230678 0.9968659949954598 0.51139961974695269 2.2124473270960152 9.9960339302197081 3.7669171206653109 3.3416912695392957 6.2091018445789805 1.8794893538579334 2.3964992221444845 5.2649511788040391 2.5633923839777735 5.2695611855015176 4.6243810364976516 4.5039360858499995 3.062017451040445 5.4535945281386375 3.032090169377625 2.9327274886891246 15.641849404200913 3.0293307304382315 5.4155727904289952 3.8281287923455221 2.728667363524437 2.0798041461966932 3.0294464025646359 5.7575429826974931 2.8654804057441652 2.8909063916653395
leaf_count=337 256 1320 27 8 97 69 60 27 33 25 21 33 23 29 18 28 39 38 29 35 108 27 24 16 15 34 18 30 30 46
internal_value=0.000739908 -0.00172848 -0.0156413 -0.000115094 -0.0212058 0.0019263 0.00117047 0.00185852 0.00614032 0.00431091 -0.0146354 0.006023 -0.001158 -0.00761568 0.00125413 -0.00080001 -0.00234676 0.00676614 -0.0131722 -0.0261515 0.000752694 -0.000869413 0.000683439 0.00990245 0.000851012 -0.0133911 -0.0036083 0.00382379 -0.00585923 0.0062156
internal_weight=227.451 73.8333 7.6723 66.161 2.72385 153.617 143.621 139.854 57.8041 51.595 4.27599 47.319 82.0501 22.3134 59.7367 55.1124 19.75 10.7232 9.02684 5.99474 51.7707 47.2667 44.2374 14.0522 8.6366 4.80847 30.1852 14.5434 8.78583 5.92035
internal_count=2900 1789 364 1425 105 1111 1042 982 368 335 46 289 614 193 421 403 170 67 103 74 376 348 321 89 65 49 232 124 94 64
is_linear=0
shrinkage=0.0303162


Tree=297
num_leaves=31
num_cat=0
split_feature=16 20 16 16 12 20 9 23 6 20 15 13 7 20 22 8 14 13 6 20 23 22 22 16 20 22 20 3 2 5
split_gain=3.20438 3.34957 2.45481 3.5754 3.13718 2.84493 2.86998 3.63258 2.72489 2.39364 2.24763 4.68007 3.1133 2.26732 3.39522 4.59383 4.35666 4.60679 4.30813 3.37229 3.05392 2.96758 5.07648 4.21331 5.3008 2.91077 2.9012 3.33097 3.04315 3.28334
threshold=18.594956516900002 38.238138001450004 15.919962772200003 13.534968349350001 176.04981466085005 41.395309858300003 187.38923140910003 0.085155000000000022 11.060258421150001 39.945535567850008 46.574831689400007 117.61735474900001 23.539316666200005 42.178283198950005 -0.072569999999999982 8.9430209551500024 202.10410646750003 117.58509325145 15.785368822600002 35.461062230100005 0.092425000000000021 -0.053019999999999991 -0.037524999999999996 22.584947186600004 38.318569170500005 0.090855000000000033 43.19689381845 93.206154924500012 182.48209946165005 21.377246852200006
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 3 4 -3 9 7 -7 -5 -4 13 -12 -13 14 16 21 -2 18 19 -18 -21 -16 -23 24 -24 -26 27 28 -15 -30
right_child=10 2 5 8 -6 6 -8 -9 -10 -11 11 12 -14 26 15 -17 17 -19 -20 20 -22 22 23 -25 25 -27 -28 -29 29 -31
leaf_value=-0.001701134897895522 0.001247203450537634 -0.0036003339749322324 -0.0022945524650409351 -0.00062737976997301662 -0.00010825514253325885 -0.0022912203761095702 -0.0031458867278820689 0.0018941389759437358 0.0015572312190068839 0.0011327077063913314 -0.0033325165246571686 -0.0019764255548087913 0.0025541483106921829 0.0019307475442350501 0.0028212329701498228 -0.001717213966156474 0.0013507531822461892 -0.0032387303703999065 0.0012714347095632034 -0.0011707163915432677 -0.0056663821380477826 -0.0025388586270883957 0.0019882430027977401 0.0027123681830589315 0.00079932323943321317 -0.0028765668119909845 0.00082508605631375969 -0.0020532856927474416 -0.0033167033368874696 0.00080232989962681592
leaf_weight=14.275645098532548 25.166978299617767 3.2551805695984539 2.8029691195115474 7.9680090714246026 18.985323246568441 4.9666439588181692 7.5737998643890014 4.079837653785944 27.285209456458688 10.250984959304331 4.9190523829311115 2.6238860422745347 4.361536230891943 6.7577936761081245 16.137044131755829 4.8183757308870545 2.9490056373179012 5.8111344445496789 13.126121103763579 4.395829826593399 2.5959239881485701 3.6516140773892394 12.041851194575431 17.4777966812253 4.0820852080360037 5.4112042486667633 25.463247707113624 11.571372246369718 3.7596461549401266 4.707539938390255
leaf_count=431 135 159 39 126 427 176 152 34 162 83 76 38 18 31 59 38 13 56 60 32 29 23 52 74 24 38 165 99 30 21
internal_value=0.000242556 -0.000225424 1.62561e-05 0.000412487 -0.000619365 -0.00075144 -0.00165329 -0.000403681 0.00106346 0.0003968 0.000503645 -0.000876874 0.00085236 0.000600361 0.000853364 0.00136792 0.00024765 -0.000623453 3.54022e-05 -0.0015967 -0.00283988 0.00162072 0.00116665 0.00151349 0.000540481 -0.00129595 3.07121e-05 -0.000724142 0.000286041 -0.00102663
internal_weight=283.273 101.444 87.168 57.4937 22.2405 29.6742 16.6203 9.04648 35.2532 13.054 181.829 11.9045 6.98542 169.925 117.665 63.62 54.045 28.878 23.0669 9.94076 6.99175 58.8016 42.6646 39.0129 21.5351 9.49329 52.2596 26.7964 15.225 8.46719
internal_count=2900 1789 1358 874 586 484 362 210 288 122 1111 132 56 979 633 308 325 190 134 74 61 270 211 188 114 62 346 181 82 51
is_linear=0
shrinkage=0.00328654


Tree=298
num_leaves=31
num_cat=0
split_feature=3 16 21 7 3 5 9 8 3 0 6 8 21 6 0 6 16 13 7 20 20 17 9 22 21 3 7 17 15 17
split_gain=0.767025 1.04193 0.779513 0.74369 2.05642 2.52466 1.43391 2.70626 1.26558 1.90579 1.32896 1.92807 1.30121 1.07058 1.82513 3.45685 2.00608 3.4941 1.94657 2.09796 2.70387 2.664 2.57263 4.27059 4.05215 1.95882 2.7512 1.76995 1.74606 3.20513
threshold=108.42013948475001 21.084950694200003 2.2747687716500002 19.617375644250004 94.92945658615001 30.133297129900004 186.67271206880002 8.3434888241000014 94.260030511650015 85.613949164150014 18.080422446150003 9.0429429770000009 3.3559787654000002 14.855347092800002 93.262612545250008 15.185354803400001 20.674951653000004 113.92610173585001 24.785467646950003 42.178283198950005 42.526729949000007 184.59783591905003 195.39349636155001 -0.074434999999999987 7.362244800500001 93.394346993650018 22.597569836950004 197.71582798205003 38.469938489650012 206.02826764000002
decision_type=2 2 2 2 2 2 2 2 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 8 6 7 -6 9 12 11 13 -5 28 15 -15 -17 -18 19 21 -21 -19 -23 24 -24 27 -27 -22 -11 -30
right_child=1 -3 -4 4 5 -7 -8 -9 -10 10 -12 -13 -14 14 -16 16 17 18 -20 20 25 22 23 -25 -26 26 -28 -29 29 -31
leaf_value=0.0079037962877741043 0.0022404182931562698 0.02153634240410925 -0.028047140205874559 -0.00042317706217407291 -0.021682253442875235 0.0088510689605269602 -0.030170202963855398 0.026715097316736658 0.012106148874788961 -0.0001178880287796695 0.016967916582367213 -0.016762966471710567 -0.028479945686773669 -0.020012341521830124 0.012906478134736523 0.013415046489278151 -0.021759297295806047 -0.014564100612613484 0.017312815052466454 -0.024119186603816668 0.013012079098959819 0.011582692004669933 -0.024129280072062661 0.0099789677734267185 0.0077444225219446879 0.0057225229913845811 -0.021817545390129416 -0.0068644982473929795 -0.034580732018761343 0.0062787618190001783
leaf_weight=8.2228188377339375 0.725822053849697 0.45424184016883362 1.6039766054600475 1.7454867735505097 2.3187956014880897 2.7454788070172071 3.2837968864478171 0.96100881695747364 5.8386205546557894 80.626722869230434 3.0133935548365107 3.6318843299522987 2.1936961184255779 4.1198472436517468 9.4162878477945906 9.2282270947471243 3.6332138478755942 3.9966059047728768 4.9330693632364264 3.4815211873501566 7.1421122103929537 23.786721455864608 6.0265248967334575 11.59985395148397 3.8400285914540291 3.8218521326780301 4.8273732643574476 4.1741617321968079 2.4273893414065233 2.1105282921344042
leaf_count=93 28 3 106 14 111 28 69 4 41 1605 15 37 48 33 58 53 28 26 22 36 29 122 46 63 18 18 58 26 41 21
internal_value=0.000588825 -0.0120609 -0.0186114 0.000746647 0.00047282 -0.0106751 -0.0188427 -0.00750144 0.000977536 0.000652294 0.000988208 0.000738482 -0.0160477 0.00107445 0.00272498 0.00171165 0.00270069 0.00148397 0.0025718 0.0015715 -0.00439894 0.00441393 0.00609001 3.61801e-06 -0.0117241 -0.000960186 -0.00964836 0.00568033 -0.000941639 -0.0155775
internal_weight=225.931 2.78404 2.3298 223.147 214.924 9.30908 6.5636 3.2798 205.615 199.777 195.837 192.824 3.93918 189.192 104.027 94.6111 90.4913 81.263 77.6298 72.6968 23.447 49.2497 45.2531 21.4664 9.86655 19.9655 8.64923 11.3163 85.1646 4.53792
internal_count=2900 137 134 2763 2670 212 184 115 2458 2417 2355 2340 62 2303 636 578 545 492 464 442 167 275 249 127 64 131 76 55 1667 62
is_linear=0
shrinkage=0.0242498


Tree=299
num_leaves=31
num_cat=0
split_feature=15 16 16 16 13 20 17 13 2 23 8 10 23 22 22 23 23 23 23 12 2 0 20 22 5 5 7 2 19 17
split_gain=0.695275 0.730872 2.92252 2.32603 4.04586 2.14972 2.22117 3.4674 1.95914 1.88087 1.84223 1.79696 1.47984 1.39878 2.47467 2.77664 4.61123 2.7739 5.67037 2.832 2.61055 2.25538 3.49464 2.15017 4.64141 4.41398 3.03244 2.88912 2.74879 1.76822
threshold=51.067537391750008 20.394952307700002 19.974953289850003 20.674951653000004 113.85351336640001 38.592454371550012 212.33270692945004 115.63864956495001 330.71431012540006 0.25847000000000003 2.8477776226000002 62.837331883000012 0.11467000000000002 -0.088099999999999998 -0.085734999999999992 0.083415000000000031 0.086655000000000024 0.087725000000000011 0.091975000000000015 135.79800864615001 218.28588289425002 86.530713386650021 42.131954243650007 -0.10282499999999999 21.850554661550003 21.623222698850004 22.747724408400003 248.59864686230003 14.451165964200003 196.91396350930003
decision_type=2 2 2 2 2 2 2 2 2 2 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 -3 -5 -6 7 -7 9 12 -10 13 -1 23 -15 -16 -17 -18 29 -20 21 22 -21 25 -25 -9 -26 28 -27 -19
right_child=-2 3 -4 4 5 6 -8 11 10 -11 -12 -13 -14 14 15 16 17 18 19 20 -22 -23 -24 24 26 27 -28 -29 -30 -31
leaf_value=0.00029188779651996078 -0.013496575106739772 0.014955174612327272 -0.023241105369958361 -0.021642798620880484 0.009996062954729764 -0.02419430427122329 0.018501282407446838 0.013959226783886919 0.00036913785516213171 -0.02555545052454633 -0.025888755390044906 0.016995075177463351 0.012149142924377852 0.017050147594594896 0.010140265440198077 -0.025559047534349576 0.019748361643573558 -0.037259895176394213 -0.014836938056118919 0.011477296356694304 -0.0088251999904918749 0.022797508060873061 -0.018906482324908457 -0.030247727357036087 0.022002414528052971 -0.032144849053139558 -0.011943071467597662 0.012251511767786714 -0.0034430425243580903 -0.0096113235905662016
leaf_weight=92.539503457723185 1.7718947706744064 6.444963318295776 2.8210001923143855 3.8020642520859829 14.276497326791285 2.9000197555869809 3.3610165342688552 7.1898043453693452 2.5855561797507098 1.3635518471128296 2.8000303665176034 3.2928976751863948 5.6169040730455881 5.0877293664961973 11.612695691175771 3.8831336610019198 3.3146806284785262 2.5240967562422183 3.9915529415011433 8.2463709581643361 4.7041115229949346 4.9241353645920745 2.4764231331646434 4.2124160490929992 2.1277294349856675 3.1785438242368382 3.5050639696419239 2.2744942530989647 3.5577775798738003 2.159229438751936
leaf_count=1802 44 43 32 36 77 26 18 30 76 39 88 19 60 25 69 33 12 32 28 38 34 23 32 33 12 46 39 13 26 15
internal_value=0.000497809 0.000610126 -0.000711918 0.00186994 0.00107884 0.0019192 0.000616617 -8.92145e-05 -0.000106089 0.000606969 -0.0132827 0.000760564 0.000970408 8.36159e-05 0.0021778 0.00059603 -0.00246368 0.000309374 -0.00191051 0.00243797 0.00582618 0.010231 0.00446018 -0.0041717 -0.0124387 0.000852234 0.000879485 -0.00960594 -0.016986 -0.0245126
internal_weight=222.546 220.774 107.727 113.047 106.602 102.8 88.5239 85.1629 104.906 99.52 5.38559 82.2629 98.1564 78.97 52.9242 47.8364 36.2237 32.3406 29.0259 24.3426 20.351 15.6469 10.7228 26.0458 9.84521 16.2006 5.63279 9.01082 6.73632 4.68333
internal_count=2900 2856 2097 759 716 680 603 585 2065 1901 164 559 1862 540 341 316 247 214 202 155 127 93 70 199 84 115 51 85 72 47
is_linear=0
shrinkage=0.0224301


Tree=300
num_leaves=31
num_cat=0
split_feature=20 8 21 17 7 7 20 16 16 10 13 18 23 5 18 12 5 18 22 5 23 12 13 6 6 17 4 12 20 20
split_gain=0.685195 0.799835 0.768381 1.52713 1.48213 2.18208 1.75505 1.45959 1.35565 2.19553 1.78859 1.31484 1.27961 1.93322 2.33388 2.35109 1.78367 3.45407 3.26988 1.61587 1.2994 1.96265 1.92479 1.23817 2.34182 1.57282 1.20595 2.13421 1.15346 1.13896
threshold=31.796797363700005 8.2435668022500028 2.9845679401500003 168.45154159730004 25.027970878050002 25.221560561650005 42.541806567400009 22.994946227800003 19.134955254150004 76.919475570250015 95.99139754765001 12.885811969150001 0.07968500000000002 21.125470787600005 11.831616630050002 314.89153657455006 21.788492303450003 13.765997214800002 -0.092864999999999989 22.553892743650003 0.091975000000000015 123.05822507415002 109.96062599345002 16.355382140900002 16.525386113000007 187.98346801990002 128.88186563570002 82.846568806150017 38.703421923500009 38.386256906100009
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 4 11 12 -6 8 26 9 -7 -11 -4 13 -2 -15 -16 17 18 -14 -18 22 -22 -19 -21 -25 28 -5 -28 -26 -12
right_child=2 -3 3 7 5 6 -8 -9 -10 10 29 -13 16 14 15 -17 19 20 -20 23 21 -23 -24 24 25 -27 27 -29 -30 -31
leaf_value=-0.030377610635664937 0.018774552064912627 0.01109970231125355 -0.0052043157147079189 0.02685375302444085 -0.042167322962193589 -0.020509698718875539 -0.035701728762563147 -0.025943417856278093 0.022705403050018912 -0.030115753495974739 -0.0061657135359129301 -0.03478231940493462 0.00035021462697305128 0.030363292223122239 -0.025157851458680169 0.018414242732318845 0.023281381274389813 -0.030636359964898611 -0.045947963250069356 -0.013766063953488084 -0.0069494622753374889 0.022947542852490347 0.0042020876324317495 0.023593818324319619 0.024945901042550352 -0.020086659855089301 -0.031529808767751952 0.00060780869611325086 -0.0069434318037887351 0.020967812220219428
leaf_weight=1.2482781941653218 11.805684768711219 0.58114384114742268 3.7575335542205712 1.4617303162813176 1.2268383426126082 3.8318687248975021 1.1800868009449903 1.808042206801473 2.1469115689396849 0.96464315144112323 1.90447834553197 1.9455515283625571 2.459698049351573 1.5201616217382241 3.2787771681323647 1.5581646654754875 4.8634958170587224 1.9210826107300798 2.7621640563011196 2.763819452840834 3.0326563455164433 4.8967360949609429 4.5708243511617184 4.7829627366736513 1.9087990350089969 2.7551124934107065 1.7859508900437493 133.81483015645063 1.9615865014493463 4.2954959645867348
leaf_count=140 90 4 144 6 21 66 38 28 14 137 37 114 17 13 71 14 26 42 23 29 31 32 29 27 20 27 20 1587 22 31
internal_value=0.000596564 -0.0172017 0.000746636 -0.000483193 0.00320272 -0.00478665 -0.00158491 0.000125075 0.00147829 -0.00266601 0.00687737 -0.0152946 0.00538839 0.0117828 -0.0012014 -0.0111216 0.0023857 -0.00378807 -0.0241397 0.00875645 0.00358114 0.0115132 -0.00610729 0.00377194 0.00802071 -0.00322156 0.000468954 0.000184535 0.00878377 0.0126331
internal_weight=218.795 1.82942 216.966 144.574 72.392 15.5503 14.3235 138.871 13.1434 10.9965 7.16462 5.70309 56.8417 18.1628 6.3571 4.83694 38.6789 19.6432 5.22186 19.0358 14.4213 7.92939 6.49191 14.1723 11.4085 6.6255 137.063 135.601 3.87039 6.19997
internal_count=2900 144 2756 1899 857 344 323 1641 285 271 205 258 513 188 98 85 325 174 40 151 134 63 71 125 96 69 1613 1607 42 68
is_linear=0
shrinkage=0.0292046


Tree=301
num_leaves=31
num_cat=0
split_feature=6 3 16 7 3 6 12 16 10 15 18 18 20 5 0 21 18 6 20 8 17 16 8 19 22 6 0 16 20 22
split_gain=0.811738 0.642475 0.915816 0.726091 1.53138 2.40134 1.12954 1.11038 1.70876 1.10148 1.9205 1.70086 1.68658 1.31089 1.81832 1.72903 1.26249 4.0223 4.45283 2.98904 2.87615 2.25668 2.0461 1.80734 4.0405 2.10692 1.92698 1.90726 1.76835 2.06618
threshold=1.8100422913500003 108.42013948475001 21.084950694200003 19.617375644250004 94.92945658615001 20.305474434200004 66.834523482800009 22.724946859200003 61.82916008405001 45.49682449725001 13.278511569200001 13.465147564100002 42.428475018400007 22.963361893800002 85.613949164150014 8.1807154878500032 13.278511569200001 16.455384477450004 38.441102963850007 8.3434888241000014 184.84480138465003 22.604947139800004 8.4434108459500017 14.451165964200003 -0.019444999999999997 15.925372093750001 89.738043936200015 22.494947397000004 42.448133449100006 -0.053019999999999991
decision_type=2 2 2 2 2 2 2 2 2 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 6 -6 8 -5 13 -11 -12 -13 14 -10 -15 20 21 -19 -20 22 23 -16 25 -25 26 -18 -27 29 -22
right_child=1 2 -4 4 5 -7 -8 -9 9 10 11 12 -14 15 16 -17 17 18 19 -21 28 -23 -24 24 -26 27 -28 -29 -30 -31
leaf_value=-0.02445485461499532 0.0076741020414938946 -0.017728430752641827 0.020291799917007535 -0.024062176687893927 0.009142684875793396 0.0092065033545819207 -0.021782276487903589 0.011671263016541505 -0.023537776611051241 -0.025744672410283047 0.015555478943962562 -0.020526371295471173 0.0050749595366512768 0.012974679705730435 -0.02217024319362719 -0.0033476175259782893 -0.025556862617492911 0.014160411990050643 -0.0043691022739866456 -0.032324528725251357 0.017580301995416121 0.012285334556329453 0.0028581179323244736 -0.031090147854574895 0.0077958916444295871 0.017291971053487291 0.00010859510160162937 -0.0031091699463921142 -0.0015978581015121825 -0.00055611850017304651
leaf_weight=0.72085693071130563 7.8506177878007284 2.0772571781417351 0.42065007425844658 1.5478838877752412 0.74818103015422632 2.638479040004313 5.0800223891856149 5.0668430924415579 1.7157378694973875 2.2855204986408344 2.3354678237810713 2.9648811388760805 2.7282218597829342 10.770806336309763 3.1550515908747938 5.3699918864294878 1.6444490295834828 2.4908109325915566 3.4671920202672464 5.4022189974784851 13.006323389709001 9.0911823399364931 4.2101002186536789 3.091526142321527 2.8222498744726172 7.4865192882716638 90.904408732661977 3.8219093680381775 6.4818195626139632 4.7295335549861184
leaf_count=137 81 134 3 19 5 21 186 32 15 73 20 35 25 66 32 46 30 13 23 53 56 56 21 26 14 43 1548 21 38 28
internal_value=0.000438641 0.000521947 -0.0113258 0.000660948 0.00039245 -0.00939245 -0.0178124 0.000813862 0.000526625 0.000726969 -0.00674061 -0.00133066 -0.00825782 0.00115567 0.000525063 0.0075443 0.000780219 -0.000241964 -0.0136002 -0.0213963 0.00499488 0.00103475 -0.00786342 0.000102982 -0.0125324 0.000822461 -0.00034744 0.010397 0.00890539 0.012744
internal_weight=216.127 215.406 2.49791 212.908 205.057 8.46668 5.8282 196.591 191.524 189.976 10.3141 8.02857 5.6931 179.662 163.521 16.1408 161.805 130.222 11.3602 8.86941 31.5828 118.862 7.36515 109.771 5.91378 103.857 92.5489 11.3084 24.2177 17.7359
internal_count=2900 2763 137 2626 2545 212 191 2333 2301 2282 153 80 60 2129 2017 112 2002 1827 89 76 175 1738 53 1682 40 1642 1578 64 122 84
is_linear=0
shrinkage=0.0234978


Tree=302
num_leaves=31
num_cat=0
split_feature=8 23 20 22 21 6 20 5 17 4 9 0 19 15 17 16 5 21 9 3 6 8 5 16 20 2 5 6 7 5
split_gain=1.93894 1.6929 1.85 1.67956 1.73368 2.03661 1.5894 1.72918 1.38668 2.21686 1.88793 3.17586 2.17406 4.61858 2.08887 2.0838 6.10557 2.78562 2.04269 3.14173 2.96149 2.97199 2.65027 2.93009 2.53381 2.7051 2.87884 3.75478 3.6509 3.08106
threshold=1.7486353823000003 -0.27223499999999995 48.919835655300012 -0.156745 17.650944895250003 5.1551204485500008 40.380906245900007 20.361635946650004 166.83257850275001 172.73046293330003 186.67271206880002 103.44649194340002 12.651020723000002 23.900317844600004 242.64190980425005 15.444963882950001 16.579584939650001 6.9100674136500011 214.22994816675003 94.92945658615001 14.855347092800002 8.4434108459500017 19.861308675400004 19.774953757550005 40.621691032550004 108.54085696455002 21.964328598750004 16.435384010100005 23.124786352450005 23.234643166550004
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=3 2 6 4 5 -1 7 -2 9 -3 -10 12 15 -14 -13 16 17 -12 19 20 21 22 23 -15 -22 -26 27 -27 29 -28
right_child=1 8 -4 -5 -6 -7 -8 -9 10 -11 11 14 13 18 -16 -17 -18 -19 -20 -21 24 -23 -24 -25 25 26 28 -29 -30 -31
leaf_value=-0.0040712857167774993 -0.005327087232041592 0.0016161869028842851 0.0021929878664599021 -0.002575728388306353 0.0024176003655630275 0.0023272366664383961 -0.0047668109776811581 0.0011862791846040332 0.0010564139381844992 -0.0027296717476503378 0.0024993140818280967 -0.0043789463720451897 -0.0031710203896498914 -0.00073104800550152435 0.0010646990268680229 0.0031041644048709015 -0.0046974511042024306 -0.0016188090011085986 0.001339728038095169 -0.0039332631399255566 0.0011656783248446085 -0.0055736079439552165 -0.0040750964450923218 0.0037967860628159954 0.0013563861851788178 -0.00045348102247841837 -0.00029462787086863382 -0.0046635380484165547 0.0010256063498704257 -0.0050669825432016428
leaf_weight=2.0801963829435413 0.87116787955164854 2.7109440376516414 1.5732473339885471 6.9900531960884091 2.9158675614744425 1.2015132494270799 2.724722015671432 2.1998900906182826 50.789475891040638 5.3311200083699077 11.785258240997797 3.7165317710023364 6.2640764415264121 15.786218474619099 1.5208814668003467 7.4023471912369123 2.775652987882494 3.1970368418842545 22.698464681860059 2.9382713548839083 43.324740210548043 2.068249834701418 2.9923627022653809 2.5403169244527808 14.876650150865315 8.517872001975773 5.9851079769432562 5.2377135828137389 20.520833607763052 3.1672321325168014
leaf_count=146 19 39 8 322 20 8 81 41 495 195 81 151 96 159 32 43 35 34 161 41 220 22 58 10 69 51 36 43 115 69
internal_value=0.000201908 0.000278 -0.00156998 -0.00126087 0.000222108 -0.00172863 -0.00259143 -0.000661369 0.000333324 -0.0012647 0.000387298 0.000205871 0.000292281 0.000121075 -0.00279818 0.00136005 0.000633022 0.00162056 0.000257958 6.6059e-05 0.000160055 -0.00109535 -0.000660898 -0.000103426 0.00044895 -8.36265e-05 -0.000576907 -0.00205654 0.000109008 -0.00194614
internal_weight=266.704 253.516 7.36903 13.1876 6.19758 3.28171 5.79578 3.07106 246.147 8.04206 238.105 187.316 182.078 156.918 5.23741 25.1603 17.7579 14.9823 150.654 127.956 125.017 23.3871 21.3189 18.3265 101.63 58.3054 43.4288 13.7556 29.6732 9.15234
internal_count=2900 2404 149 496 174 154 141 60 2255 234 2021 1526 1343 1150 183 193 150 115 1054 893 852 249 227 169 603 383 314 94 220 105
is_linear=0
shrinkage=0.00391285


Tree=303
num_leaves=31
num_cat=0
split_feature=6 19 5 5 5 22 2 13 16 10 9 16 22 0 22 3 9 14 20 15 6 0 22 20 23 13 16 5 13 21
split_gain=0.748977 0.615899 0.704537 2.01753 1.68221 3.4895 1.89666 1.55196 2.08246 1.54089 3.45624 1.46476 1.39781 1.35033 1.58944 1.65415 1.60098 1.45031 1.2279 1.34686 0.988011 2.83363 2.95818 2.05753 2.0427 1.51354 2.51118 2.23184 2.55144 2.43505
threshold=1.8100422913500003 14.651182102100002 23.721757872050002 22.963361893800002 25.556820288350004 -0.063985 347.55895130095001 117.68187774410002 22.604947139800004 61.917879202350001 187.70546222865002 22.694946929300002 -0.068524999999999989 86.420486603250012 -0.090694999999999998 108.42013948475001 228.32597408415003 164.00076642740001 42.852084787850011 42.914654887700003 16.455384477450004 86.232294534150014 -0.048664999999999993 41.24714903835001 0.085245000000000029 112.82921081865001 19.974953289850003 20.950952025950006 109.57886493895002 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 9 5 11 13 8 -7 10 -2 -4 18 14 15 -6 17 -16 19 -5 25 22 -22 -23 -25 26 27 28 -11 -29
right_child=1 -3 4 12 6 7 -8 -9 -10 20 -12 -13 -14 -15 16 -17 -18 -19 -20 -21 21 23 -24 24 -26 -27 -28 29 -30 -31
leaf_value=-0.025462565389528641 0.0078203251146671156 0.0069762609439636544 -0.029729258225987529 0.008698645531195412 0.010437435288980286 0.011337332083309754 -0.028905121267415724 0.022200252406029693 -0.026936374850555854 -0.00026539588414836517 -0.031007588292380026 -0.0047916332554030529 0.018057663818289747 0.022132343957510417 0.024275109625589299 -0.015969936881463823 0.027135589335936412 -0.027660231568499668 0.017230313914215381 -0.017819078843772769 0.012112885330687259 -0.0031469812638122529 -0.014849215297794829 -0.0063807959929927764 -0.037365912593697113 0.0053280247494938877 -0.019794746925850697 -0.02913609175705249 0.012748533819024776 0.016429259896572221
leaf_weight=0.66989071801071887 2.6239682452287516 8.5950966728851181 4.6484620454721153 2.2367730303667486 8.3955757347866911 1.967737679136919 1.133506730897351 1.9110910305753348 1.5177398947998879 76.600048673979472 2.9189074952155352 2.0438535418361425 6.5953270299360138 2.1334565207362166 0.37354472558945406 1.7231705111917097 0.49377445876598347 2.4478405183181167 2.2189070829190314 2.3858556682243943 8.3835410131141526 5.9870099034160358 3.4670222019776729 2.2293420061469078 3.0191430076956749 40.332338519394398 3.841432790271937 2.8720790547085921 10.301342904567717 0.93771521747112263
leaf_count=137 23 61 103 21 113 28 27 10 23 1440 27 22 42 14 4 74 2 126 21 19 41 36 29 14 32 230 42 84 47 8
internal_value=0.000456437 0.000537445 0.000268455 0.000847948 -0.00329329 -0.0102686 0.00175574 0.00442007 -0.00532883 9.64645e-05 -0.0126267 -0.0221132 0.00999279 0.00398826 0.00110677 0.0059404 -0.0136467 -0.0207841 0.00221816 -0.00498782 0.000542893 -0.00415024 0.0042248 -0.0129838 -0.0242047 0.00134614 -0.000352372 0.000470973 0.00127728 -0.017921
internal_weight=215.005 214.336 205.741 176.951 28.7898 12.0889 16.7009 5.39657 3.48548 163.514 5.54288 6.69232 13.4369 15.5674 13.4339 10.1187 3.31516 2.82139 6.84154 4.62263 157.971 23.0861 11.8506 11.2355 5.24849 134.885 94.5526 90.7112 86.9014 3.80979
internal_count=2900 2763 2702 2156 546 186 360 61 51 2053 50 125 103 333 319 187 132 130 61 40 2003 152 70 82 46 1851 1621 1579 1487 92
is_linear=0
shrinkage=0.0245507


Tree=304
num_leaves=31
num_cat=0
split_feature=20 2 21 21 12 20 23 23 17 7 7 2 12 17 16 10 6 16 18 7 7 20 20 18 12 18 16 22 22 18
split_gain=0.585601 0.726299 0.648649 1.25837 2.50679 1.59774 1.78964 1.53942 1.6275 2.26853 2.2475 1.73301 1.29375 1.29022 2.65635 1.98381 1.922 1.60223 1.12221 2.86482 4.08425 2.95416 2.68628 2.24581 2.08195 1.89405 1.86326 2.1738 1.53081 1.44108
threshold=31.796797363700005 58.396949525950006 3.2025200283000004 4.3636502323000004 86.269275643000014 42.541806567400009 0.083415000000000031 0.11048000000000002 204.75389752000004 23.147601011700004 23.903127120600004 101.83220382945002 72.692757749350008 184.84480138465003 22.604947139800004 61.614083433650009 16.565387047600002 22.584947186600004 13.303774303900001 23.124786352450005 22.806258769100005 38.771633980050005 42.131954243650007 14.255915995100002 103.44931853055 13.386548691950003 22.584947186600004 -0.084239999999999995 -0.054494999999999995 14.339258036900002
decision_type=2 2 2 2 2 2 2 2 2 2 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 7 -7 8 9 -6 -11 -12 -5 14 17 -15 18 -14 22 20 25 23 28 -21 -23 -20 -24 -28 -17 -27
right_child=2 -3 3 12 5 6 -8 -9 -10 10 11 -13 13 15 -16 16 -18 -19 19 21 -22 24 26 -25 -26 29 27 -29 -30 -31
leaf_value=0.0190390699133175 0.0027004854543688406 -0.025021074646733452 -0.048800964882595076 0.022989024039708081 0.0096031424438805853 -0.0026934115569426866 -0.035043449613835313 0.02253069736165746 0.015519259494567094 -0.048457897760894049 0.014172160477887252 -0.024419229316441127 -0.0035102139992885311 -0.03797135953901714 -0.028244029855070716 0.020178225466557904 0.016155125518486056 0.033917869502709121 0.030966325430876594 0.011432439410285017 -0.03843187832548324 -0.030125728879178082 0.011351440097208624 -0.031749256113981113 0.0037413823699737163 -0.031509448815246234 -0.03786587204311144 -0.0015720560520249066 9.8979365977153817e-05 0.0080514869981924298
leaf_weight=0.35171055514365335 71.03108800778864 1.303905053908238 1.008676577592271 1.8680036757141341 2.8975213428493607 2.7618473658803842 2.3377746416954324 1.984427855350076 2.5073091243393719 1.5053038671612737 1.4454812519252302 2.1325556312222034 19.064098182367168 0.93034796044230361 3.2877342263236633 9.0463864272460324 6.5680502709001294 0.88615784049034019 1.1809933930635446 1.224125176668166 3.4489938016049564 1.3785041756927956 2.9025850761681777 3.2836720921332017 53.512645373702981 1.268558722920716 2.0233478154987097 3.0842235749587417 4.0784158436581519 1.4736310003791002
leaf_count=5 886 139 13 9 28 51 33 13 26 16 10 38 486 21 38 44 35 2 4 6 45 16 17 83 677 39 31 29 27 33
internal_value=0.000457952 -0.0156612 0.000584959 -0.000495397 -0.00708648 -0.00469199 -0.0175234 0.000554319 -0.00360375 -0.00961153 -0.020564 -0.0088288 0.000520848 0.000167091 -0.0055823 0.00156749 0.00195685 -0.00184772 0.000896005 -0.000833647 -0.0168318 0.00115193 0.00636045 -0.020023 0.00289086 0.00215752 -0.0060568 -0.0159497 0.0139388 -0.0102497
internal_weight=211.778 1.65562 210.122 139.091 18.5809 17.5722 5.09962 12.4726 10.4882 7.98086 5.08334 3.57804 120.51 118.642 23.238 95.4045 94.4741 19.9503 87.9061 66.7711 7.37218 59.3989 21.135 4.5078 54.8911 3.92318 8.01016 5.10757 13.1248 2.74219
internal_count=2900 144 2756 1870 228 215 84 131 118 92 64 48 1642 1633 526 1107 1086 488 1051 903 121 782 148 89 693 76 77 60 71 72
is_linear=0
shrinkage=0.0272097


Tree=305
num_leaves=31
num_cat=0
split_feature=16 6 15 22 20 22 8 22 2 23 9 9 10 0 3 6 18 7 20 0 18 22 17 17 20 7 2 15 22 6
split_gain=2.38385 2.5949 2.2813 2.13108 2.00474 3.52947 5.04534 4.83819 3.9376 5.41561 3.38551 2.9372 2.7315 5.47361 2.69653 3.89058 2.66037 2.8089 2.41009 1.92118 5.75525 2.33753 2.91013 3.7994 2.9923 3.85564 2.7492 2.60516 2.92177 2.13893
threshold=18.594956516900002 15.675366252400002 32.540328261750005 -0.54972999999999994 41.621607100200002 -0.071129999999999985 8.9430209551500024 -0.085734999999999992 122.26439358135001 0.07797500000000003 200.80358209610003 201.44620319810005 65.630639880500027 92.313586825200005 93.620177476600006 16.555386813950005 15.042884401850001 24.955394454050005 37.737818700150008 89.057864029250013 13.987466292050001 0.0023400000000000005 199.88268747760003 195.76335783930003 42.178283198950005 23.368583030350006 105.39281967610002 44.34858359035001 -0.067574999999999996 15.265356672600001
decision_type=2 2 2 2 2 2 2 2 2 2 2 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 12 8 -2 -10 -9 18 14 -14 -7 -16 17 19 -11 20 21 22 23 24 -6 27 -23 28 -26 -21
right_child=4 3 -4 -5 16 6 -8 10 9 11 -12 -13 13 -15 15 -17 -18 -19 -20 29 -22 26 -24 -25 25 -27 -28 -29 -30 -31
leaf_value=-2.0609265237478613e-05 0.0012632377438625334 0.0022395873662570619 -0.0030671028054367732 -0.0030204616767799952 0.0015331676196506617 0.0023913558904637483 -0.0016308130838947462 -0.00066770118093539973 -0.00420207990188426 0.00063156673865137093 -0.0043482682832545489 0.0012320241636863622 -0.0023870854946553433 0.001259471901284436 -0.0014096060328092749 0.0024051893685548618 0.0021645345255732694 -0.0027241963150221823 -0.002702816994283588 -0.00060008187431999729 -0.0038729064294924344 0.00078947411528184817 0.0025370876965878446 -0.0022780782060717679 7.7065660508245153e-05 0.0019988800133067227 -0.0039239799055410564 -0.00326558613508228 -0.0027660513745999932 0.0020379650811289279
leaf_weight=89.493657594779506 23.156397423706949 0.72967358306050289 2.0202631317079058 4.0848970972001544 11.067417416721581 22.631421789526943 5.0228448919951907 6.9349941723048669 2.6985811144113567 3.1351215988397589 2.8278398513793945 8.8271610196679813 4.0891521647572544 17.332002650946379 4.2345444038510305 4.3627098519355059 4.340376090258359 3.1839434802532187 3.9219590798020363 3.8338650390505773 3.243939906358718 1.6571954116225232 3.8732157777994862 5.3168831225484601 20.656218428164717 5.4437154512852421 2.4877097643911839 2.6884152479469767 3.3807828798890212 6.9461574703454971
leaf_count=1526 116 4 66 193 47 89 32 40 37 17 28 44 29 83 26 18 22 21 29 29 28 12 15 40 127 23 42 58 28 31
internal_value=0.000167833 -0.000194593 -8.78637e-05 -0.00222327 0.000354234 0.000602348 0.00108406 6.29227e-05 0.000483175 -0.000488875 -0.00173379 0.000141963 0.00134306 0.000563369 0.00187789 0.000526227 7.48698e-06 -0.00011941 -0.00122151 -1.93108e-06 -0.000200478 1.01068e-05 0.000172148 -1.6508e-05 0.000261602 -0.000175866 -0.00203947 -0.000618841 -0.000322816 0.00109976
internal_weight=283.623 96.3285 91.5139 4.81457 187.295 109.175 57.6727 51.5021 41.7392 18.5828 9.76283 15.8842 52.6498 21.4212 31.2287 8.59725 78.1198 73.7795 7.05708 70.5955 59.8155 56.5716 52.4266 48.5534 43.2365 32.1691 4.14491 26.7254 24.037 10.78
internal_count=2900 1789 1592 197 1111 588 277 311 243 127 68 90 245 112 133 44 523 501 46 480 420 392 338 323 283 236 54 213 155 60
is_linear=0
shrinkage=0.00283508


Tree=306
num_leaves=31
num_cat=0
split_feature=6 22 8 16 15 20 16 6 6 9 9 20 13 3 16 9 22 2 20 21 21 10 21 23 16 5 7 20 22 22
split_gain=0.689391 0.557335 0.71797 0.605667 1.84031 1.51536 1.51288 1.5851 2.05185 1.24617 1.27437 2.20686 1.98333 4.31559 2.46474 1.9228 1.60456 3.88644 2.27081 2.55015 2.98441 3.47862 2.50452 2.38729 2.55785 2.20095 2.11215 2.0527 2.73342 4.35599
threshold=1.8100422913500003 0.68694500000000025 4.9461400813500012 17.844958270700005 26.410889167300002 40.878805547300004 17.234959697200004 13.665319288000001 12.380289263450001 214.22994816675003 207.37918994975004 42.541806567400009 112.82921081865001 92.359290613450014 18.934955721800005 205.70977008025002 -0.072569999999999982 131.42729508740004 42.852084787850011 7.7850244945500009 8.7253119161000026 62.025417527550012 11.790993765850002 0.090640000000000012 22.494947397000004 17.949654459650002 22.398098708400003 41.028010303750008 -0.060760000000000002 -0.033594999999999993
decision_type=2 2 2 2 2 2 2 2 2 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 -2 7 8 -7 10 15 12 14 -14 -12 16 17 25 19 23 -21 -22 -20 -19 -25 -5 -27 -18 -29 -30
right_child=1 2 -4 9 -6 6 -8 -9 -10 -11 11 -13 13 -15 -16 -17 27 18 22 20 21 -23 -24 24 -26 26 -28 28 29 -31
leaf_value=-0.024785685528797816 -0.0056743380142059985 -0.0016974411717887159 0.021149601110031894 -0.019425928708625681 -0.018332435848730681 0.0028863734103959753 -0.019105717384476043 0.012449834353364192 -0.020472904386239204 0.0071635151614278143 0.0012535927394159239 -0.026966938380977672 0.019633742616160226 -0.020520670174601633 -0.032103796679138652 0.013485220055828437 0.0078314840260326028 -0.031135379733802981 0.0063109994519811143 0.017811698537181769 0.0027357723450801437 -0.037417081373033179 -0.023482233883031379 0.0094478172112210657 -0.025460803551548755 -0.0050225302417576849 0.008731647646835556 0.013798659395372214 -0.035361680131672478 -0.0012482346431768915
leaf_weight=0.62204696366097678 21.140967401268426 1.4858442973345511 1.6851853430271146 2.2764552589505902 3.6049654099624595 20.49564671097324 1.758290449855848 8.6788337363395822 2.4128826861269763 17.368732206523418 2.9021996995434147 2.4741112049669018 4.6133544817566872 2.3039145320653915 2.2633474580943584 6.8485779035836449 28.28845907561481 6.0213056881912106 8.2518082968890649 2.606201257556676 3.0298272236250341 2.0952133852988482 2.0154311701189718 2.3418316040188074 2.4822212010622025 8.8376384652219695 23.329489286988974 4.5624736314639476 2.6297655170783409 11.750976186711338
leaf_count=137 573 24 16 33 104 467 102 110 62 154 39 38 28 30 25 51 181 88 82 12 25 32 42 19 26 91 129 25 25 130
internal_value=0.000400823 0.000475232 0.0104442 0.000322801 -0.00175297 -0.000656032 0.00252555 0.00372964 0.000426015 0.0011305 0.00033622 -0.00635048 -0.002129 0.00625963 -0.0133624 0.00116556 0.000402144 -0.0020919 -0.00858022 -0.0135782 -0.0030638 -0.0136795 0.000462669 -0.0210735 -0.00851445 0.00334156 0.00495281 0.00374401 -0.00235994 -0.00748646
internal_weight=211.178 210.556 3.17103 207.385 58.0916 54.4866 33.3457 31.5874 22.9085 149.293 131.925 14.5569 12.0828 6.91727 5.16555 117.368 110.519 63.2874 28.8438 18.5766 7.73124 5.12504 10.2672 10.8454 4.82405 34.4436 32.1671 47.2317 18.9432 14.3807
internal_count=2900 2763 40 2723 1418 1314 741 639 529 1305 1151 160 122 58 64 991 940 579 326 202 69 57 124 133 45 253 220 361 180 155
is_linear=0
shrinkage=0.02396


Tree=307
num_leaves=31
num_cat=0
split_feature=5 21 5 10 20 20 23 20 5 23 21 13 15 20 6 20 21 22 10 5 5 10 16 23 0 23 0 8 15 2
split_gain=2.03797 1.78901 1.63378 1.63428 1.39869 1.82954 1.83743 1.67407 1.93107 1.35557 1.86574 1.3299 3.38559 3.07343 3.3566 2.87857 2.84012 2.73319 3.8999 3.25394 2.61892 2.50005 3.57178 6.03322 3.5524 3.504 3.07948 2.48203 2.45107 2.50108
threshold=7.7286379265000011 8.8712712239000009 5.2595069053500012 91.28659581940002 49.275256100300005 48.852845034800005 -0.27223499999999995 40.380906245900007 20.361635946650004 0.075065000000000021 20.770927814650005 109.72404167800001 36.168474401900006 38.592454371550012 16.585387514950003 38.238138001450004 1.0085888034000001 -0.10282499999999999 66.697957758300021 21.623222698850004 32.00428233840001 66.318885161900013 22.624947093000003 0.093295000000000031 86.280686780500005 0.083415000000000031 85.807518149550006 8.4434108459500017 39.940798674500009 163.32842070695003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 3 9 5 6 7 8 -2 -3 -11 12 15 -13 17 16 -8 19 21 -15 27 22 23 25 26 -19 28 -16 -24 -30
right_child=4 2 -4 -5 -6 -7 11 -9 -10 10 -12 13 -14 14 20 -17 -18 18 -20 -21 -22 -23 24 -25 -26 -27 -28 -29 29 -31
leaf_value=-0.0032382303031028162 -0.0040868839759729001 0.0028334872225034822 -0.0033258572834361419 -0.0033472545459573961 -0.0016885516504103043 0.0020405969788972692 -0.00029566819295139517 -0.0036183325759371349 0.00152427571002115 -0.0033012960774219543 0.002576363228784526 0.001367261941474799 -0.0037621102993082947 0.002226050246926669 0.00019640744086655006 0.00031183378860229769 -0.0031467802450057666 -0.00024966701748091203 -0.0025256735261284208 -9.1689513311598247e-05 0.0021518382252845481 0.0029952282541212401 -0.0013605972275182309 0.00083234210086819565 0.0019795024394634281 -0.003078738295482243 -0.0015515711015071422 -0.0027006759193296563 0.0028879177783504052 -0.00041939127580488514
leaf_weight=3.0015984508208913 0.83279645722359363 2.3687804359942675 1.4206726253032682 0.92291726567782451 3.6931551764719179 5.4092186419293276 11.58437560987659 2.2965594348497689 2.1098573533818126 1.1449941000901165 0.97221594303846348 27.716241829795763 2.3263824824243775 15.014961935579779 4.3964929496869436 74.094103500014171 4.8154047268908462 7.621688341721895 5.052850764244794 9.7111882725730521 1.9856162939686317 3.2236799225211135 3.372820861637595 15.872559998184441 15.682800035923718 9.6697662910446507 7.7103618048131457 8.341177952475844 6.329269774258135 3.4337432077154517
leaf_count=312 18 11 70 69 66 32 190 79 41 49 6 164 53 62 72 802 104 51 41 79 31 12 20 84 77 83 57 97 25 43
internal_value=0.000163212 -0.00123051 -0.000348113 0.000434004 0.000217521 0.000245836 0.000205917 -0.00162186 -6.3731e-05 0.00121193 -0.000602294 0.00024616 -4.55204e-05 0.000432702 0.000212103 5.00243e-05 -0.00113283 0.000411853 0.000125201 0.00131576 -0.00118116 0.000308897 0.000184639 -0.000556693 0.000857682 -0.00183175 1.37245e-05 -0.00170073 0.000932509 0.00172471
internal_weight=262.128 9.83118 6.82958 5.40891 252.297 248.604 243.195 5.23921 2.94265 4.48599 2.11721 237.955 92.8203 145.135 117.419 90.4939 16.3998 102.696 77.9695 24.7262 14.7233 72.9167 69.693 33.164 36.529 17.2915 20.8462 12.7377 13.1358 9.76301
internal_count=2900 517 205 135 2383 2317 2285 138 59 66 55 2147 1149 998 834 1096 294 634 493 141 200 452 440 218 222 134 145 169 88 68
is_linear=0
shrinkage=0.00312018


Tree=308
num_leaves=31
num_cat=0
split_feature=16 5 22 5 21 19 9 0 19 10 22 21 20 0 15 3 16 18 19 6 7 6 6 5 22 20 21 2 7 17
split_gain=0.580095 0.709361 0.606717 0.732883 1.32035 1.27565 0.714801 1.63936 1.4499 1.77418 1.40079 2.36447 1.64963 1.87213 2.57259 1.98334 1.65534 1.99976 1.58878 2.46308 2.80474 2.5384 1.47896 2.72906 3.25782 2.43403 2.06462 1.43776 3.72328 2.38807
threshold=7.4549825670500001 1.6103415277500004 0.68694500000000025 7.7286379265000011 20.770927814650005 9.9508028611500023 187.70546222865002 103.44649194340002 14.451165964200003 75.922057603850007 0.23643500000000003 0.25448588140000006 34.542090938800008 85.716110573100011 40.128253618400009 94.187442142150019 22.664946999500003 13.5308213324 11.950964240300001 13.665319288000001 28.563859680450005 13.825323026450002 14.855347092800002 19.731257453750004 -0.037524999999999996 38.238138001450004 6.9984086918000008 116.16618105335002 23.046547257250005 199.55131508320002
decision_type=2 2 2 2 2 2 2 2 2 2 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 10 9 -5 12 -12 -8 14 -14 -16 18 -18 -15 20 -20 -21 23 24 25 -23 -27 29 -29 -24
right_child=2 -3 -4 6 -6 -7 7 -9 -10 -11 11 -13 13 16 15 -17 17 -19 19 21 -22 22 27 -25 -26 26 -28 28 -30 -31
leaf_value=0.011355646205206798 0.0093213012582138034 -0.02992862762801975 0.01229169763312154 -0.0012708303692411744 0.011661768655826797 -0.027214746674351638 0.014983015440583634 -0.01800686762929642 0.013991664263547138 0.012221611772479912 0.0068511935160798483 -0.027505368116409325 -0.028302983822767285 0.012937445649035305 -0.020657461708230934 0.00572919665279043 -0.00092049402829716116 0.023651504137770431 -0.019093126111750645 0.019297754382403061 0.025852082597891828 -0.033026077065407194 0.010890555051004067 -0.027422627321380875 0.012397767985003076 0.0019807287286893781 -0.024010131460342147 -0.019271352603164902 0.0020503946384649295 -0.0099790706498383598
leaf_weight=0.42147393233608343 0.87876642955234219 0.91108583600725979 3.0008864654228082 33.386683261138387 1.4419372845441101 2.6781250838248525 5.3569666920229784 3.5266184874344608 7.5396043797954908 8.4570613412652147 2.4378838418051592 3.2173275004606694 3.6027297107502809 6.4315326125361016 2.8129418785683793 6.5996806942857802 4.4142679180949909 4.772514633834362 7.9568544472567719 4.8227426744997492 1.0934334695339201 2.5202080807648644 19.574620522558693 3.4814596171490839 6.9870263151824483 8.5601619938388449 2.8110457155853501 6.6538915494456878 38.370786645449698 4.7097258660942307
leaf_count=66 50 117 42 618 19 292 40 162 48 124 19 53 64 68 58 57 31 32 160 32 6 43 101 77 44 67 48 62 258 42
internal_value=0.000434968 -0.0168709 0.000545787 0.000373925 -0.00957779 -0.0181881 0.000622538 -0.000277699 0.00337 0.00145613 0.000147092 -0.0126947 0.000660212 9.67721e-05 -0.00939393 -0.0021564 0.00109973 0.0118446 0.000233647 -0.000526102 -0.013663 0.000681028 -0.000277493 -0.00585462 -0.00225818 -0.00962975 -0.0044444 0.00168269 -0.0011006 0.00684308
internal_weight=209.43 1.33256 208.097 205.097 4.99883 3.55689 200.098 150.714 49.3833 41.8437 147.188 5.65521 141.533 136.176 13.0154 9.41262 123.16 9.18678 113.973 107.542 9.05029 98.4917 93.6689 24.3599 20.8784 13.8914 11.3712 69.309 45.0247 24.2843
internal_count=2900 183 2717 2675 361 342 2314 1524 790 742 1362 72 1290 1250 179 115 1071 63 1008 940 166 774 742 279 202 158 115 463 320 143
is_linear=0
shrinkage=0.0263131


Tree=309
num_leaves=31
num_cat=0
split_feature=20 20 23 21 21 23 23 5 6 18 7 13 20 3 23 22 18 6 21 23 22 23 15 7 5 23 20 21 7 23
split_gain=0.549811 1.34259 1.1593 1.14597 1.51728 1.06879 2.20907 1.53689 2.88205 2.38776 1.55351 1.37118 1.67178 1.62447 1.37897 2.99887 1.81263 1.74947 1.86564 1.2725 1.24812 2.74681 3.15543 2.98666 2.0379 2.34685 2.25426 2.73473 5.93261 4.58178
threshold=49.275256100300005 48.852845034800005 -0.27223499999999995 21.991168361800003 3.4240268213500005 -0.10585499999999999 1.0000000180025095e-35 20.410615048800004 14.875347560100002 14.616109407550001 24.918974924200004 95.99139754765001 42.508878681700004 72.462011989950014 0.084365000000000009 -0.055714999999999994 17.327266398450003 16.245379570700006 2.4738339625000005 0.083415000000000031 -0.10098 0.086655000000000024 43.132842597400007 25.823591744850003 21.788492303450003 0.10500500000000003 42.718072821900002 2.2033311313000001 23.220446641850003 0.096995000000000012
decision_type=2 2 2 2 2 2 2 2 2 2 2 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 -4 7 8 9 -7 -11 12 -8 -14 15 17 20 18 -13 -20 -16 22 23 -22 26 -26 27 28 -23 -30
right_child=3 -3 5 -5 -6 6 11 -9 -10 10 -12 14 13 -15 16 -17 -18 -19 19 -21 21 24 -24 -25 25 -27 -28 -29 29 -31
leaf_value=-0.01288517370914052 0.021785072602055342 0.015166350276938335 0.0059595369436199674 0.017455221879064731 -0.019326979909293374 -0.046070497269166934 -0.02805344638100819 -0.02753212598886055 0.021775480175001482 0.01431339628419801 -0.020591336295297628 -0.032045551264450564 0.013776654218674304 -0.028817963503024124 0.0034228294057835765 0.01754193862605035 0.016153177107483676 0.0065273022578521134 -0.010839104557654352 0.016286663852838619 -0.036061489009359723 -0.057276906733321767 0.014004432768641035 0.0077425551157939507 0.0081626691046277674 -0.008344592469150057 -0.021046327953035675 0.0015754915743182104 -0.036354901681652445 0.0088219262632812899
leaf_weight=4.5314614563831119 0.73867141036316653 4.3300015107961363 22.983230764861219 1.0466754958033559 4.0734075707150623 1.3381092721829171 2.5310293856600756 3.1114056766964495 1.9717301726341245 1.6259075778070839 1.95744431624189 1.9640860164072425 2.0965753842028794 0.88774314336478699 35.398950363509357 10.527000042609869 4.6010789368301621 11.199606747366486 3.7345784893259406 1.7781577156856654 4.7793781524524084 1.8434552531689385 1.7516148616559801 1.4023079462349413 24.275010528741404 7.9683121722191563 5.1638152364175758 28.72553338482976 2.2145869485102594 5.3203470772132277
leaf_count=159 10 45 374 15 194 24 296 98 10 13 51 36 89 45 323 91 37 82 52 11 75 17 16 16 215 85 67 265 39 50
internal_value=0.00039673 0.000630161 0.000308509 -0.00757238 -0.0130161 0.00062128 -0.000108291 -0.0121354 -0.00518571 -0.0159874 -0.00475369 0.000652482 -0.0122754 0.00110606 0.00111958 0.00627693 -0.000100497 -7.26172e-05 -0.0099587 -0.00208957 -0.000729766 -0.00249139 -0.0172644 -0.0261246 -0.000939316 0.00408322 -0.00468213 -0.00246447 -0.0148387 -0.00445596
internal_weight=205.871 200.012 195.682 5.85875 4.81208 191.151 168.168 10.0046 6.89319 4.92146 3.58335 158.163 5.51535 2.98432 152.648 29.2034 123.444 18.6764 7.47682 5.51274 118.843 83.4444 7.9333 6.18169 75.5111 32.2433 43.2677 38.1039 9.37839 7.53493
internal_count=2900 2681 2636 219 204 2477 2103 196 98 88 64 1907 430 134 1477 272 1205 181 99 63 1168 845 107 91 738 300 438 371 106 89
is_linear=0
shrinkage=0.0263922


Tree=310
num_leaves=31
num_cat=0
split_feature=10 18 16 15 0 9 10 17 21 16 3 7 7 21 23 6 5 10 10 22 16 22 10 15 23 23 22 23 8 9
split_gain=0.53064 0.79409 1.15893 2.15787 1.0584 1.79763 1.51412 1.68144 1.52462 1.43799 1.41578 1.34803 1.31356 1.27861 1.04377 0.918306 1.48354 1.01987 1.26881 0.949592 0.874108 1.49628 0.836192 0.776979 0.775058 3.22113 3.05888 2.35726 3.80921 2.29855
threshold=90.988176966900014 17.327266398450003 17.654958715000003 23.214301336750001 98.327667663000014 210.70699256735003 78.220689305400015 201.37020668845003 5.3455647436000007 14.184966829400002 79.056799783950012 24.390191290350007 25.582719811950003 2.6263314141000005 0.076580000000000023 6.9451622726000011 16.069922422900003 75.645146416450004 75.465019721650009 -0.15605499999999997 9.744977212000002 -0.092864999999999989 76.763544998700013 24.673905035600004 0.087605000000000016 0.090390000000000012 -0.23955999999999997 0.089475000000000013 8.6432548896500023 190.58777288605003
decision_type=2 2 2 2 2 2 2 2 2 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 20 15 6 8 9 13 11 -9 -8 -13 -6 -14 19 22 18 24 -1 -3 -22 -17 -7 26 27 -18 28 29 -26
right_child=-2 2 -4 -5 5 23 7 10 -10 -11 -12 12 14 -15 -16 16 17 -19 -20 -21 21 -23 -24 -25 25 -27 -28 -29 -30 -31
leaf_value=0.0068900212208938905 -0.013994229336179723 0.023168502120593369 0.03122974426753148 -0.033932173737980978 -0.021004928017671308 -0.034362856019678256 0.015469554952658114 -0.03246216113888966 -0.029462937936533425 0.020665382957921148 0.016123838440354667 -0.032223740747514905 0.018465367193877119 0.019293147421894221 -0.020186865695050446 0.0068327702263927736 -0.018274199127993718 -0.018932324975320484 0.021414137752699333 -0.031438832740769029 -0.021867017044550172 0.013056354241278706 0.027048589812686399 -0.0051616404525678308 0.0034245560007401163 0.00093501261338196939 0.004305531945413099 -0.042718305238769835 0.019946173694604028 -0.031586135842702714
leaf_weight=0.8478222596459094 2.0924065646831869 2.594777172082102 1.5514256134629238 1.0666687488555906 1.1952245079446648 2.3162108736578371 2.548342534224501 1.732376211381051 2.8573501454666257 4.3253188354428858 0.69162036175839592 1.5194450122071432 1.3526727508287879 1.4196029156446455 1.0025136791518887 5.0947540812194338 5.3355437294812864 2.1834389888681462 2.4282997101545325 1.4332613149890665 1.4503729045391067 3.3381471007596715 2.5205123983323574 1.1112266662530599 2.2798394183628243 69.422684200806543 67.477083441917785 2.1159602263942352 2.6675313282757998 4.7977298991754651
leaf_count=9 319 29 8 22 35 63 42 79 85 59 10 69 24 14 57 55 161 26 14 97 55 58 12 26 31 598 728 34 16 65
internal_value=0.000388005 0.000537964 0.00842303 0.00423569 0.000124375 -0.00578706 -0.00227436 0.00299863 -0.0149672 0.00786952 -0.0185995 -0.000747393 -0.0114133 0.000873099 0.00201258 0.000898238 0.00114635 0.000552448 0.00082425 -0.0171929 0.00974982 0.00247857 0.0135238 -0.0248954 0.000499788 -0.00142718 0.00265094 -0.0152531 -0.00928952 -0.0203084
internal_weight=202.77 200.678 10.0014 8.44997 190.676 22.0719 18.6445 13.1723 5.47218 10.7483 2.424 6.42297 3.87463 2.61483 2.35519 168.604 166.323 158.708 156.525 2.28108 7.3833 4.78852 7.61527 3.42744 154.096 81.2837 72.8126 11.8611 9.7451 7.07757
internal_count=2900 2581 172 164 2409 563 474 340 134 251 89 192 150 49 81 1846 1740 1673 1647 106 142 113 67 89 1633 744 889 146 112 96
is_linear=0
shrinkage=0.0287079


Tree=311
num_leaves=31
num_cat=0
split_feature=13 23 21 12 15 13 16 9 7 15 19 19 0 22 5 0 10 18 23 0 6 12 17 14 18 23 16 16 10 3
split_gain=2.0887 3.16567 1.81657 2.08724 2.24941 1.77804 2.45301 2.94522 1.77538 3.98576 1.45877 1.36502 2.14151 5.39401 3.13168 2.4725 7.36155 2.65458 2.20948 2.04746 2.96392 3.00588 4.58558 3.6339 2.90493 2.60389 2.25177 3.44254 5.27748 5.46523
threshold=95.99139754765001 0.079785000000000009 16.589865017350004 216.11788648010003 11.896459116400001 96.429616222950017 12.644970430600003 38.136666659400014 24.550696209100003 12.603008525650003 12.451004585100002 11.850956171350001 98.615332683000005 -0.094344999999999998 13.697488545350001 96.055920542800024 71.090898343450007 13.451704604950001 0.11308000000000003 86.530713386650021 14.855347092800002 216.11788648010003 205.32027903760002 174.50762857905002 14.504139642200002 0.12064000000000002 22.624947093000003 19.214955067100004 66.697957758300021 89.227236891450005
decision_type=2 2 2 2 2 2 2 2 2 2 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 -8 -6 -10 -3 -9 15 -14 -15 16 19 -18 -16 25 21 23 -23 -21 -25 -13 27 -22 29 -29
right_child=5 10 -4 4 8 6 7 11 9 -11 -12 12 13 14 18 -17 17 -19 -20 20 26 22 -24 24 -26 -27 -28 28 -30 -31
leaf_value=-0.002766262488629166 0.002093094912620992 -0.0028088999151469609 0.0012689165421676289 -0.0027770509024455702 0.0016130193731482641 -0.0020203949793156841 -0.002990528555693726 0.0011879348953653828 0.0023504485966547493 -0.0028126713943871545 0.00011632430016934541 0.00012085105970009673 -0.0030832154834012763 0.0014296779167633404 -0.0021531949793017965 0.0010087275169389635 0.002058706732049523 -0.0026416132302978352 0.0010926304719703151 -0.0028564869006237779 0.0017790622995647774 -0.0035125724079000725 0.00052576411610785203 0.0018816291372142529 -0.0011387050856459041 -0.0016057469441397932 0.0018044496679465035 0.0024100822506040761 -0.0016228890712004531 0.0001047161292519166
leaf_weight=2.3429687472526046 3.3412917759269467 5.0129688066663212 5.2168185226619235 1.7096312704961736 4.5145505461841804 3.3571304841898373 1.918222805019467 9.8610343532636744 1.6890333369374273 2.5069178291596472 1.4933944121003149 77.859671138925478 4.6115897814743247 6.6820291643962246 4.3853976670652628 26.942947567440569 0.90420454740524103 7.8644047193229198 2.0900838803499937 1.9014677926898027 12.804939100518821 4.0369568504393092 3.5814836956560612 7.7225568499416095 2.9780765492469072 6.3781859939917913 12.45884485542774 9.191864110529421 8.2733592931181175 28.336412984877825
leaf_count=135 22 343 44 101 37 87 70 80 9 87 28 722 85 48 64 170 6 147 17 18 53 72 26 38 34 58 59 39 60 141
internal_value=0.000139165 -0.000584637 -2.27134e-05 -0.000550657 -5.24778e-05 0.000210779 0.000185018 0.000215766 0.000482281 -0.000734315 -0.00213748 0.000241515 0.000200762 -0.000665442 0.000181966 0.000273627 0.000166157 -0.00215692 -0.00110554 0.000282211 0.00055175 -0.000325845 -0.00161412 0.000452966 0.00104104 -9.8807e-06 0.000801456 0.000588235 0.000255311 0.000669373
internal_weight=271.968 24.4863 17.9799 12.7631 10.4201 247.482 244.141 240.784 8.7105 4.19595 6.50636 238.866 229.004 17.7691 13.1575 211.235 184.292 8.76861 6.47548 175.524 91.286 20.2205 7.61844 12.6021 10.7006 84.2379 71.0654 58.6066 45.8016 37.5283
internal_count=2900 784 413 369 234 2116 2094 2007 133 96 371 1937 1857 214 129 1643 1473 153 81 1320 540 188 98 90 72 780 352 293 240 180
is_linear=0
shrinkage=0.00259795


Tree=312
num_leaves=31
num_cat=0
split_feature=16 20 16 16 12 6 17 18 9 2 4 22 20 23 20 10 15 0 0 0 4 10 15 21 21 17 16 16 13 20
split_gain=2.84876 2.44087 2.03468 3.80009 3.17597 2.74302 2.52476 3.5359 3.6263 2.6126 2.89635 2.14587 3.52042 5.15555 2.08604 2.46511 1.95578 1.93951 5.01186 2.58975 2.59948 4.67819 2.51723 2.53929 2.41225 3.19872 1.84069 2.45336 3.91883 4.80103
threshold=18.594956516900002 38.238138001450004 15.919962772200003 13.534968349350001 176.04981466085005 11.060258421150001 234.67375690460003 14.873215527100003 192.53043113735001 201.92500828480004 195.32149859550003 0.06041500000000001 40.878805547300004 0.093480000000000021 42.508878681700004 80.677940036650014 28.321365561200004 96.249489528150022 94.047642319350018 86.530713386650021 248.34582299520005 62.041548276350007 27.122924609850003 0.18863712200000002 11.790993765850002 192.34053301495001 22.614947116400003 19.214955067100004 112.82921081865001 38.175120519550006
decision_type=2 2 2 2 2 2 2 2 2 2 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 14 7 9 -9 10 16 12 13 -7 -5 -16 -4 18 19 20 -2 24 -20 -24 -22 -26 27 -21 29 -29
right_child=17 2 6 5 -6 11 -8 8 -10 -11 -12 -13 -14 -15 15 -17 -18 -19 22 26 21 -23 23 -25 25 -27 -28 28 -30 -31
leaf_value=-0.0013858764255746552 0.00054312484121952674 -0.0033662719874959206 -0.0037383120799089112 -0.0035341258965025184 -0.00018360900935624275 0.0011564309015020503 0.0016942645587420333 0.00093744689076083975 -0.0035963581623757457 -0.0034725674642832197 0.0011444450683821407 0.0031440293938840226 0.0019652220484549748 -0.0037248792501533437 -0.0024984370522370342 0.0015612504659415364 0.00079590716373840976 0.0020420212703503695 0.0013660146706830343 0.0020163908690498367 0.00047777811441327659 -0.0035209450040883652 -0.00015775113996503623 -0.0039967391120765616 -0.0038568826025360912 0.00088449109425430624 0.0018091318971161603 0.00058586699946668844 0.00084605849631405584 -0.0034270467050870604
leaf_weight=14.181580296251921 45.811185939703137 3.4516091176774379 2.3212497436907245 1.8114993264898638 20.039319501025602 5.981131557375198 3.6654860880225888 2.1622665980830771 7.0857859724201262 1.9596137374173839 10.313239296898244 5.2983257975429288 13.566139976494012 3.0774140544235706 2.1151243741624057 4.1814746763557196 1.4522805470041928 6.8453002367168656 1.8230484798550586 10.249853678047655 17.126584370620556 4.46532885916531 2.4744957815855742 4.6748195849359035 3.1697956784628323 2.3099760571494699 16.607557199895382 6.2474321164190751 37.287575101479888 5.0734324771910906
leaf_count=431 298 159 68 34 427 28 26 34 134 65 139 26 78 30 47 45 18 31 10 46 150 72 19 61 53 15 84 34 186 52
internal_value=0.000194804 -0.0002056 -1.64293e-05 0.000307712 -0.000651249 0.000932919 -0.000682645 -0.00102709 -0.00253632 -0.000157271 0.000303921 0.00138854 0.000977439 -0.000501872 -0.000636184 0.000197539 -0.00199327 0.000445202 0.000375722 0.000510237 9.82309e-05 -0.000654627 -0.00184835 -0.002668 -8.84561e-05 -0.00185818 0.000908142 0.000653917 0.000366618 -0.00121252
internal_weight=266.83 102.664 88.482 59.522 23.4909 36.0311 28.9599 25.2944 9.24805 16.0464 14.0868 27.923 22.6247 9.05855 8.1081 6.2966 3.77353 164.166 157.321 148.349 72.8829 27.0717 8.97236 7.14932 22.6064 5.47977 75.4659 58.8583 48.6084 11.3209
internal_count=2900 1789 1358 874 586 288 484 458 168 290 225 162 136 58 126 92 86 1111 1080 990 588 290 90 80 218 68 402 318 272 86
is_linear=0
shrinkage=0.00306446


Tree=313
num_leaves=31
num_cat=0
split_feature=9 7 8 6 22 22 23 22 15 7 22 15 7 23 19 18 13 21 3 7 18 20 20 6 3 16 19 21 15 19
split_gain=0.569817 0.739454 0.652794 1.65622 1.28834 1.59745 1.3795 1.11896 0.862872 2.21078 1.00037 1.89627 2.3898 2.93244 2.67534 2.50921 2.17621 2.06821 1.9418 2.10906 2.02325 1.72162 2.14848 1.62383 3.48312 2.09813 2.19221 1.60477 1.56029 1.83458
threshold=233.97947574895002 28.835073444300004 9.5425530862500008 17.495408777450006 -0.075840000000000005 -0.11420499999999999 0.08883000000000002 -0.075840000000000005 46.810838056050009 23.539316666200005 -0.062629999999999991 42.670190152050004 23.345877066950003 0.083185000000000023 14.351157895250003 13.954623666350001 110.46605612195002 11.40941916875 86.302194445500007 24.292705381350004 14.297806230850002 40.21994457600001 40.08085804200001 14.875347560100002 84.678365734750017 18.714956236300004 12.651020723000002 1.1877328917500003 42.133814420300006 13.951125619400001
decision_type=2 2 2 2 2 2 2 2 2 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 6 -5 -4 10 -10 21 12 13 16 17 -14 -12 -15 20 -20 -17 22 28 24 25 26 -22 -23 29 -1
right_child=1 -3 7 4 -6 -7 -8 -9 9 -11 11 -13 15 14 -16 18 -18 -19 19 -21 23 27 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.0091821566072690652 -0.034730175470168621 0.0043588641262117473 0.019553905309248866 0.007119185474556743 -0.03276565830716309 0.019829530952525161 -0.037312531276497057 -0.0070438012765833939 -0.031783497345776859 0.0028102167753487691 -0.013680316012314208 0.015936084670499884 0.019991720610651013 -0.044177633919871617 -0.0030502094966114988 0.027268454900793351 0.017795924645586571 -0.0063347908174989764 -0.032709265827740745 0.00043724003213181715 0.0061812901803496622 0.013725904349745698 -0.045126737433675762 0.022372092950506201 -0.034348228085015836 0.023813269007010245 -0.016649653320609886 0.0003536939098298255 -0.030658152168279384 0.0050793084675306958
leaf_weight=16.674725278222478 0.8133427130524058 0.70237009797710925 3.4810554757714272 0.92672066832892674 1.983915660297497 1.307549839839339 1.3183985524810848 1.9064295035786916 2.2265778230503193 4.0659021576866508 2.6114817305933711 8.674642223864792 7.7569037973880759 3.1984785449458268 5.9256106521934271 3.0044311620295074 4.9589649336412549 1.734739455161616 2.3094989133533081 4.2388761700130999 11.676643043669186 7.6935855239862567 1.0598023287020613 2.968124780803918 2.0396167216822496 3.4252386186271897 4.5522467375267288 76.341682306141593 1.7037824615836132 12.138364776037632
leaf_count=455 15 29 31 27 97 10 21 33 74 38 65 57 45 71 39 13 31 20 26 33 302 78 17 16 36 20 83 1022 23 73
internal_value=0.000430305 -0.0166166 0.000558278 0.000295542 -0.0147512 -0.00469146 -0.0189724 0.010142 0.000731754 -0.00943068 0.001078 0.00373512 0.00198285 -0.00639425 -0.0156891 0.00566114 0.00693796 -0.0308704 0.00241221 -0.011253 0.00564664 -0.000509573 -0.0060651 0.00301256 0.000363805 0.00396606 -0.00022285 0.00157794 -0.00470855 -0.00317409
internal_weight=203.42 1.51571 201.904 196.517 5.53658 3.55267 2.24512 5.38748 190.98 6.29248 184.687 69.0755 60.4009 18.4293 10.8588 41.9716 7.57045 4.93322 34.2147 6.54838 27.6663 115.612 31.5767 24.6619 21.6937 19.6541 16.2289 84.0353 30.5169 28.8131
internal_count=2900 44 2856 2792 155 58 48 64 2637 112 2525 857 800 226 130 574 96 91 529 59 470 1668 568 457 441 405 385 1100 551 528
is_linear=0
shrinkage=0.0279068


Tree=314
num_leaves=31
num_cat=0
split_feature=2 18 10 7 2 21 16 19 13 23 17 17 14 22 20 17 12 8 9 18 10 19 9 7 16 18 21 10 9 17
split_gain=0.525467 2.70065 2.21624 1.52016 1.17522 1.11703 1.0775 1.67418 1.28429 0.986993 0.960602 1.72178 1.27841 1.19198 1.35148 1.92346 2.15728 0.955663 0.916091 0.83153 1.79393 1.43865 1.35759 1.09919 1.3255 1.03903 1.30347 1.16018 2.47785 2.00482
threshold=325.75432260090003 13.954623666350001 64.434276012450013 22.426784932800004 309.73785348360008 16.589865017350004 11.934972090850001 10.650859343850001 95.870416931800023 0.074640000000000026 242.64190980425005 208.12573104970002 384.93581166080008 0.06041500000000001 42.297164883650005 209.83020864525002 200.03640368750004 6.5448924309000009 42.180264960000009 15.946034773700001 76.220476456350013 12.050972309250001 191.40721473735002 26.153845577000002 14.184966829400002 15.269763541350001 3.4703576882500005 70.343506983200015 206.08249486475003 191.89151741935004
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=4 -2 -3 -4 6 -5 7 8 9 18 11 12 19 14 15 -13 -17 -14 -1 20 25 22 -22 -21 -25 27 -27 -8 29 -29
right_child=1 2 3 5 -6 -7 10 -9 -10 -11 -12 13 17 -15 -16 16 -18 -19 -20 23 21 -23 -24 24 -26 26 -28 28 -30 -31
leaf_value=0.012129548866393187 -0.033922523045750594 0.017968481786405581 0.017638751286272018 -0.027758848372045009 0.013371894371607613 0.0049562283817041917 0.0021298869186560446 -0.028740425358485651 0.021076086947400222 -0.028442208001613255 0.020244163644141791 -0.036266361126542294 0.0047355623001868498 0.0075759848023108809 -0.028540186558369221 -0.023296558902851022 0.010436379776523596 -0.028248976643605674 -0.02915765256339959 0.016092675738284951 0.01088355052628583 -0.030201445333166963 -0.029550680839298803 -0.030548598939751457 0.0064111919693263086 -0.0080304388388522246 0.019267600851809071 0.0049472542890478767 -0.025645241123762534 -0.020128140746089332
leaf_weight=1.5544525706791317 1.9828496193513263 3.3991183321923 1.0911166137084363 2.7218897219281648 5.2052691747667259 1.0602075034985317 120.08599492406938 2.3351050255878363 1.3902888457523657 1.2854264085181055 1.8302712179720391 1.3442087249131853 0.98729683976853211 2.5899085634737267 2.919538046233356 2.062863775761798 4.2238975828513503 1.836957791354507 0.52577541733626265 6.3132666598539782 1.9682256621308618 2.341364398598671 0.87779396725818504 0.91684033209457982 3.1349845923250541 1.7308083092793811 4.8964342521503568 11.234305674675854 3.5048826760612419 2.9412644668482235
leaf_count=60 49 27 11 124 77 20 1130 182 15 218 17 25 24 39 53 48 49 30 30 64 39 121 33 49 41 20 47 112 76 70
internal_value=0.00037988 -0.00558179 0.00121139 -0.0104769 0.000701596 -0.0185881 0.000344773 -0.00999091 -0.000785141 -0.0098156 0.000757119 0.000554365 0.00131441 -0.0088603 -0.012895 -0.00690934 -0.000632349 -0.0167183 0.00169425 0.00163282 0.00111963 -0.0145026 -0.00158752 0.00903882 -0.00195201 0.00168086 0.0121383 0.00117781 -0.00528871 -0.000255596
internal_weight=200.293 10.2552 8.27233 4.87321 190.037 3.7821 184.832 7.09105 4.75594 3.36565 177.741 175.911 162.77 13.1404 10.5505 7.63097 6.28676 2.82425 2.08023 159.946 149.581 5.18738 2.84602 10.3651 4.05182 144.394 6.62724 137.766 17.6805 14.1756
internal_count=2900 231 182 155 2669 144 2592 505 323 308 2087 2070 1856 214 175 122 97 54 90 1802 1648 193 72 154 90 1455 67 1388 258 182
is_linear=0
shrinkage=0.0270383


Tree=315
num_leaves=31
num_cat=0
split_feature=21 21 12 20 17 18 15 20 8 9 16 19 16 9 17 6 5 23 7 8 22 6 5 16 20 3 6 17 10 5
split_gain=0.530495 1.76916 1.20088 1.40193 1.18389 1.18417 1.04225 1.20483 2.26941 2.82657 1.15385 1.14463 2.07234 1.62427 1.57389 1.55002 1.59761 1.54521 1.39622 1.13637 1.5114 1.08932 1.77534 1.07097 1.27005 1.01875 0.948756 0.900794 1.05102 1.53854
threshold=3.3559787654000002 3.8005420560000007 236.87735968945 39.749124837650008 168.45154159730004 12.885811969150001 15.105253432850002 43.812290675100009 4.9461400813500012 185.04294426330003 12.594970547500003 12.751028791950002 17.654958715000003 193.06224578400005 201.96296776225003 14.815346158200002 18.613387752550004 0.082055000000000017 24.005763052250003 8.4434108459500017 -0.011399999999999999 14.185331438000002 13.361597395450001 15.504963742650002 40.621691032550004 89.896662965950014 15.745367888000002 169.33951743495001 61.409760615700009 32.820023396650008
decision_type=2 2 2 2 2 2 2 2 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 26 -1 8 10 -10 -8 21 -13 17 15 -15 -17 -14 -16 -18 -21 22 -11 24 -24 -19 -3 -6 29 -29
right_child=1 4 -4 -5 27 -7 7 -9 9 11 -12 12 13 14 18 16 19 25 -20 20 -22 -23 23 -25 -26 -27 -28 28 -30 -31
leaf_value=-0.016653330959132608 -0.0024978481272960014 0.012981257952393778 0.0041281360349187755 -0.027642000891089653 0.015124148725445537 -0.025708475880147921 0.0099939804586227539 0.011988533605599408 0.019386146987636299 0.018237890243179903 -0.023053394259246157 -0.018185457202671663 0.0077200873365530567 -0.0084419198610544977 -0.021502232753760089 0.023104958396780988 0.014298800582862115 -0.023586785906994621 -0.00075129545060325438 0.0055529799580867839 -0.012596728005908345 0.016028102457569707 -0.02449594982832377 0.0086734492644105383 0.0059407562151799114 -0.0055378121941527872 -0.01124957098134388 -0.022828372282928062 0.00053044158995739618 0.011088657594069098
leaf_weight=1.400822532858 1.6813655449077476 1.132330626714974 1.5618927922332657 2.6651649113046005 1.9099777493393038 1.5833384671132078 0.61035316815832574 5.3245915935840449 4.1616850700229397 2.0674679800868017 2.5163479510229081 2.8813849999569348 2.1090457644313565 3.2465946443844613 1.8538455571979273 2.6847067065537003 4.9677909277379539 2.6825611926615238 8.0702115618623775 12.19600250269286 2.5854000728577384 4.1325845411047339 1.8334837150759997 1.4950023880228398 0.97708914894610632 3.1746016088873148 2.2326072283321992 2.0479281817097212 110.62685591418995 0.89294730499386776
leaf_count=198 15 12 31 44 24 108 28 47 31 29 187 71 16 48 17 13 33 23 82 92 25 23 49 14 11 25 120 60 1413 11
internal_value=0.000269467 -0.000568539 -0.0120883 -0.0179155 -3.34997e-06 -0.0103313 0.00176118 0.00213196 0.00131506 0.00223167 -0.0166023 0.000978256 -0.000475392 0.000695795 0.00266504 0.00548325 0.00749848 -0.00810565 -0.00462764 0.00537693 0.00237843 0.00740577 0.00181464 -0.00607153 -0.0139147 -0.0138042 -0.00309569 0.000439207 0.000192236 -0.01253
internal_weight=197.306 126.334 5.90842 4.34653 120.426 4.94828 70.9716 69.5708 64.2462 61.1195 3.1267 56.9578 46.4521 43.5708 35.6046 25.6805 22.4339 7.96621 9.92406 19.7492 14.7814 10.5056 6.37304 4.30558 2.81057 5.85716 3.36494 115.478 113.568 2.94088
internal_count=2900 1838 90 59 1748 240 1062 864 817 602 215 571 445 374 310 211 163 64 99 150 117 126 103 74 60 48 132 1508 1484 71
is_linear=0
shrinkage=0.0215623


Tree=316
num_leaves=31
num_cat=0
split_feature=16 6 0 16 23 13 18 12 23 6 6 2 5 23 23 21 20 13 3 15 9 2 13 22 22 21 20 17 15 13
split_gain=2.1338 2.32585 1.81048 2.68987 2.54218 2.40547 2.92218 3.24648 3.231 2.22968 2.64611 2.17029 3.76118 2.72512 4.34995 3.69629 3.25867 2.30522 2.02943 4.24033 1.98245 2.66238 2.08721 2.06865 3.74532 3.06758 7.66671 1.91041 1.74084 1.75905
threshold=18.594956516900002 15.675366252400002 86.530713386650021 22.614947116400003 0.12064000000000002 117.50443950750001 13.740383930250003 103.44931853055 0.082975000000000021 16.375382608200002 16.285380505300001 100.60547560250002 21.746930049350002 0.091975000000000015 0.087265000000000023 3.4240268213500005 41.902916368500009 116.55003687120002 93.620177476600006 42.670190152050004 195.51131808980003 101.14502893930002 107.97116697695002 -0.095019999999999993 -0.060760000000000002 7.5091558130000005 38.175120519550006 203.08534335880003 32.540328261750005 108.61908538635001
decision_type=2 2 2 2 2 2 2 2 2 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 4 5 9 6 -4 8 -8 10 -2 -11 -13 14 15 -14 -17 -18 -15 -20 21 -9 -22 -24 27 26 -26 -25 29 -1
right_child=2 -3 3 -5 -6 -7 7 20 -10 11 -12 12 13 18 -16 16 17 -19 19 -21 22 -23 23 24 25 -27 -28 -29 -30 -31
leaf_value=-0.00014080458676854853 0.00026493826773091132 -0.002493942645330149 0.0015334503478828957 0.001751461544624284 -0.0018191706260363197 -0.0018723827855507181 -0.00012694788273201647 0.0010636280139952486 -0.0043291098424367413 0.0011780092689157866 -0.0040193108926950003 -0.0028610929259428194 0.0018060641106517358 0.0023901781542457977 -0.0037553775387304212 0.00083606983547398063 -2.014323608264248e-06 -0.0037838421327391148 -0.0026065768674948756 0.0015781982868732366 0.0029830826776382907 -0.0029412513163592966 0.0015071549823262782 -0.0043759035623042401 0.0020203165755503351 0.002362119062099845 -0.0037591542523332296 -0.00073990755155409205 -0.0032170666414040421 0.0017564729074125175
leaf_weight=77.911239835200831 2.8683105930685988 3.802366785472258 19.450263615697622 16.892859783023596 6.1021375469863406 3.904007624834775 4.2972882688045493 2.7521596141159526 2.677135556936264 19.985388549044728 2.3763916119933128 3.8268774487078181 7.0410347292199793 7.019879266619685 3.0844251783564678 5.0275173252448422 2.2840918935835361 3.9934952887706459 3.1476715281605703 7.1212243847548962 3.4055434465408316 3.2796950191259384 11.755074873566626 2.1915768329054108 4.8451338931918198 5.9779788441956034 3.6115376874804497 3.2118902634829283 1.5780600700527418 4.6693885754793873
leaf_count=1497 22 197 88 86 58 28 23 13 30 105 28 26 57 27 48 33 19 86 29 50 15 44 67 23 23 25 32 26 66 29
internal_value=0.00017953 -0.000196999 0.000383808 0.000674106 3.70305e-05 0.000419064 0.000551683 0.000153899 -0.00173995 0.000204151 -0.00167627 0.000361867 -2.15026e-05 0.000259152 -0.000456293 9.83618e-05 -0.000965228 -0.00240783 0.00114599 0.000295461 0.000475817 -0.00111394 0.000749804 0.000509071 -8.23443e-05 0.000715852 -0.000447886 -0.00221462 -9.32207e-05 -3.35261e-05
internal_weight=250.092 87.9611 162.131 88.2521 73.8784 71.3593 67.4553 48.005 6.97442 67.7763 5.2447 62.5316 42.5462 38.7193 21.4306 18.3461 11.3051 6.27759 17.2888 10.2689 41.0306 6.03185 34.9987 31.5932 19.8381 14.4347 8.45667 5.40347 84.1587 82.5806
internal_count=2900 1789 1111 523 588 437 409 321 53 530 50 480 375 349 243 195 138 105 106 79 268 57 211 196 129 80 55 49 1592 1526
is_linear=0
shrinkage=0.0030025


Tree=317
num_leaves=31
num_cat=0
split_feature=19 5 5 5 22 2 16 13 16 22 10 9 3 22 3 9 4 23 18 12 21 6 18 8 20 6 0 17 22 19
split_gain=0.520595 0.566762 1.5765 1.5625 2.40279 1.58467 1.51861 1.38241 1.76805 1.10217 1.0488 2.27535 1.02588 1.31969 1.37154 1.19389 1.30579 0.894695 0.893089 0.889539 0.806572 0.757045 2.4933 2.19823 1.67382 1.43209 2.31511 1.76318 2.62279 1.42984
threshold=14.651182102100002 23.721757872050002 23.151456684850004 25.556820288350004 -0.063985 347.55895130095001 22.694946929300002 117.68187774410002 22.604947139800004 -0.068524999999999989 61.917879202350001 191.62448690950001 93.077108934250006 -0.082074999999999995 108.42013948475001 226.28914430085004 163.60960442095003 -0.27223499999999995 14.445615684650003 113.21840097485001 2.2747687716500002 16.455384477450004 13.303774303900001 8.3434888241000014 40.496232821400007 15.785368822600002 86.001087134900004 201.37020668845003 -0.083135000000000001 14.351157895250003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 10 4 6 12 -3 8 -6 -4 11 -1 -5 14 19 16 -15 18 -12 -14 -16 25 29 -24 -25 -19 -27 -28 -29 -23
right_child=-2 3 9 5 7 -7 -8 -9 -10 -11 17 -13 13 15 20 -17 -18 21 -20 -21 -22 22 23 24 -26 26 27 28 -30 -31
leaf_value=0.0042646177704663141 0.0066123378348451542 -0.029773917798720687 0.0022767425887730945 0.024734631552022043 0.0093027839234256695 -0.029315852105422171 -0.0029485673355850793 0.021283862848521164 -0.027964941038223463 0.018678188296150415 -0.032720811801497482 -0.028147895531004753 -0.012867452940440127 0.024595015883000056 0.0082558654104745912 0.023814945264050775 -0.028199574787251019 -0.00014199064243509261 -0.00089990223602354246 0.0130315026151115 -0.02894448829134259 -0.0074498649644980435 0.0024419683409125192 -0.0080738731887252009 -0.03614554750223363 -0.0083563306868840413 0.013819255142726292 0.012658783817708115 -0.018985267048154935 0.0094217008977263948
leaf_weight=2.9250162456883109 7.9423753023147574 4.1056040171533823 5.398555941414088 1.3526382371783228 1.8322845892980715 0.95844599604606706 1.9569773115217683 1.6365099353715775 1.4181893160566685 4.9158769825007749 1.0155860865488642 2.542223259806633 0.93815443245693497 0.34437555447220969 0.57685003406368274 0.45513940416276444 2.0192761102225631 92.942606673837872 1.2183639449649488 7.4174645531456918 1.0014335119631139 5.0586996525526073 3.1443568188697082 2.3669264139607549 3.0562898789066821 5.5672100358642664 17.238859035074714 3.713596198707819 2.9527027048170558 8.3801121860742551
leaf_count=28 61 103 49 10 28 27 22 10 23 33 26 26 14 4 22 3 118 1758 44 110 52 33 21 20 36 37 89 26 24 43
internal_value=0.000327618 6.27437e-05 0.000612706 -0.00337143 -0.0105751 0.00186481 -0.0211148 0.00249991 -0.00695721 0.0100937 -3.0138e-05 -0.0108069 0.00398351 0.00178251 0.00607671 -0.013351 -0.0205076 0.000371616 -0.0153661 0.0101236 -0.0153481 0.000615052 -0.00366416 -0.0142284 -0.0238939 0.00138432 0.00619762 0.00958705 -0.00135731 0.00307083
internal_weight=196.393 188.45 162.437 26.0133 10.9496 15.0638 6.06258 4.88698 3.25047 10.3144 152.123 5.46724 14.1053 12.7527 9.9339 2.81879 2.36365 146.655 2.23395 8.35562 1.57828 144.421 22.0064 8.56757 5.42322 122.415 29.4724 23.9052 6.6663 13.4388
internal_count=2900 2839 2293 546 186 360 125 61 51 82 2211 54 333 323 198 125 122 2157 70 124 74 2087 153 77 56 1934 176 139 50 76
is_linear=0
shrinkage=0.0250597


Tree=318
num_leaves=31
num_cat=0
split_feature=5 20 10 18 16 23 13 0 21 8 5 15 13 0 16 18 17 16 0 10 20 22 13 5 0 22 22 5 2 21
split_gain=2.75045 1.84915 1.60624 2.07084 1.86109 4.18023 2.18169 2.78887 2.43945 2.89236 2.02022 2.72737 2.70323 2.69402 2.09402 1.95857 1.56445 1.53672 1.4812 6.1385 1.86481 2.89212 3.97257 3.01394 2.67286 2.8664 2.82809 3.41074 2.66911 2.32879
threshold=11.848158554650002 40.742467179200005 83.715897724050009 17.327266398450003 12.644970430600003 -0.22125500000000001 98.542744313500023 98.615332683000005 5.7087410616000005 8.1436447804000007 16.069922422900003 23.516184833950003 104.51649827935002 76.591483678350016 15.644963415300001 14.708525021850003 215.30533467345003 11.934972090850001 96.055920542800024 71.090898343450007 41.621607100200002 -0.11600999999999999 112.82921081865001 22.000536998450006 90.337570099350003 -0.0023999999999999998 -0.088099999999999998 21.495293572000005 105.39281967610002 5.4279412736500001
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 3 4 5 15 -6 10 9 -9 14 12 -12 -14 -8 17 -5 -2 19 20 -13 23 -23 -22 25 26 27 -24 -27 -28
right_child=2 -3 -4 16 6 -7 7 8 -10 -11 11 18 13 -15 -16 -17 -18 -19 -20 -21 21 22 24 -25 -26 28 29 -29 -30 -31
leaf_value=-0.0026823110197743325 -0.0026104594374458442 -0.00043242071169162478 -0.0020591958417193255 0.0032092650287257741 0.0021063599110375886 -0.0034345859263651309 0.0027120639070914547 0.00097840274160536345 -0.0027996990962205768 -0.0035418373353549963 -0.0029653801304663657 0.00066809261024210241 -0.0029003011166371484 0.0010116138017446875 -0.00011446556088290438 0.0031923528535346504 0.00042613606587657424 0.002086124541799322 0.0013498678296744076 -0.0027216837238588842 0.002497262951671496 -0.0039446574260403253 -0.0044475126248628635 -3.5808075505415383e-05 0.002040414071169784 0.0007111833132780129 -0.00083666537916044252 -0.00043065909824115622 -0.0044882290840750107 0.0009317034301316924
leaf_weight=4.1175913566257831 1.7074311897158625 19.361859055468813 2.731898113153874 3.8916833475232115 6.0119183491915456 3.9947864357382041 6.4337033592164499 5.7765656635165197 5.0132438614964485 1.7038842281326649 4.6148127191700032 95.270626712823287 2.2477116915397328 6.0160438264720142 3.9210990369319916 1.9053582539781926 3.6270541436970234 1.0432119593024252 12.934456437826155 6.1070484621450296 7.7696261927485493 2.7120084427297106 2.7471168786287254 9.9669527485966665 4.6678741723299018 1.3628245219588269 10.593142383266246 6.9000196475535631 2.8098864417988807 19.974193952046335
leaf_count=292 47 485 67 16 35 110 29 52 79 37 59 597 93 62 38 10 29 8 85 102 34 55 23 97 20 14 80 64 57 124
internal_value=0.000169728 -0.000826984 0.000265459 0.000291732 0.000241171 -0.00114657 0.000294396 0.000244778 -0.00115407 -5.12099e-05 0.000329187 0.000260089 -0.00109622 -5.24129e-05 0.00164173 0.000816509 0.00186668 -0.000829228 0.000355115 0.00027982 0.000391065 1.13357e-05 -0.000352696 0.00107382 -0.000154114 -0.000384897 -0.000135331 -0.0015745 -0.00279008 0.000318873
internal_weight=267.936 23.4795 244.456 241.724 234.206 8.65079 225.555 219.543 12.4937 7.48045 207.049 196.694 12.8786 8.26376 10.3548 4.656 7.51874 2.75064 183.816 170.881 164.774 69.5036 51.7671 17.7366 49.0551 44.3872 40.2145 9.64714 4.17271 30.5673
internal_count=2900 777 2123 2056 2011 175 1836 1801 168 89 1633 1566 214 155 67 65 45 55 1352 1267 1165 568 437 131 382 362 291 87 71 204
is_linear=0
shrinkage=0.00304878


Tree=319
num_leaves=31
num_cat=0
split_feature=5 20 9 21 17 10 18 7 23 23 9 21 23 17 16 7 3 5 21 9 5 9 0 18 19 0 10 15 16 18
split_gain=2.23788 1.59884 2.05512 1.77172 1.64735 1.4486 1.85071 1.46696 1.4747 1.35698 1.34895 1.29657 1.22704 1.21746 1.18357 1.79739 1.19049 2.12835 2.19694 1.80265 2.16976 1.76305 1.8511 2.84208 2.49621 1.98299 4.00927 2.6777 2.30734 1.93495
threshold=11.848158554650002 44.710446918150005 38.136666659400014 18.904039828500004 242.64190980425005 83.715897724050009 17.327266398450003 26.752366550650006 0.082620000000000013 -0.17732499999999998 63.748083991300007 3.3208308644500009 -0.24701499999999998 211.47438991805004 11.934972090850001 20.562096111400006 103.44111502715002 29.040033326300005 13.296557277800002 66.290220196950017 29.239824992700004 187.70546222865002 98.851916998450022 15.606027545000002 12.851036860900001 85.716110573100011 61.928633034850002 42.670190152050004 22.664946999500003 13.5308213324
decision_type=2 2 2 2 2 2 2 2 2 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 11 9 6 7 14 -9 12 -7 -3 -1 -8 15 -2 21 -18 19 -19 -21 -16 25 -24 -25 26 27 -23 -27 -30
right_child=5 2 -4 -5 -6 10 13 8 -10 -11 -12 -13 -14 -15 16 -17 17 18 -20 20 -22 22 23 24 -26 28 -28 -29 29 -31
leaf_value=-0.0035324455183446133 0.0014056196404575434 0.00087286109515375592 0.0016227102057440679 0.00091948672081372984 0.00082483884659615054 0.001822732783754001 0.0034357892157886078 0.00037315363771547335 -0.0037536209802016326 -0.0034787966756232931 -0.0035855176557678939 -0.0034322520587632605 0.0015178825284729461 0.00071719786839213515 0.0010180872980815618 -0.0029105763806921443 -0.0036638532316078908 0.0030549372876536324 -0.0041745235639802604 0.0033411239242976953 -0.0027395900855894774 -0.0016491472288150163 -0.0037022878594768749 0.00092436643905821397 -0.0036292807324453738 0.00033281173349630229 -0.0033715798552332323 0.0016011424016237686 0.00036680527432991577 0.0030558329908875427
leaf_weight=0.81844362150877747 1.5907800123095501 0.95362954121082832 4.7555698486976326 2.668707980774343 1.933845169842243 0.66126133501529638 3.2202534526586524 1.7615487659350031 1.9009343134239314 5.0277098126825894 1.847308312077075 3.2762546959565952 1.3389408054063094 3.781915083527565 38.241404967848212 2.8326431501191109 2.1312946407124382 2.3690957799553871 1.0576696407515553 0.91334742726758156 1.9264266381505875 4.5092152636498195 3.0676701827906054 6.1941263284534216 1.599225031211972 126.55205406062305 4.447997181210666 6.5835315156728029 5.098734909668563 6.3369985371828079
leaf_count=57 27 13 52 32 41 5 14 18 38 359 62 198 25 31 312 92 112 16 22 8 84 48 74 56 37 865 96 43 31 32
internal_value=0.000202975 -0.000818165 -2.07473e-05 -0.00115367 -0.00183728 0.000295756 0.000323 0.000270448 -0.00176876 -0.00255378 -0.0021599 -0.00246166 -0.000398053 0.00196746 0.000305113 -0.00135836 0.000339981 -0.000858863 9.51338e-05 0.000962095 -0.00078387 0.000389666 0.000243478 -0.00105292 -1.00591e-05 0.000335189 -0.000765212 0.000279896 0.000459121 0.0018569
internal_weight=249.399 20.7731 11.6542 6.89859 9.11894 228.625 226.117 219.115 3.66248 7.18509 2.50857 4.22988 2.15738 7.00217 215.452 4.42342 211.029 8.39783 6.26654 5.20887 2.83977 202.631 164.39 10.861 7.79335 153.529 15.5407 11.0927 137.988 11.4357
internal_count=2900 777 295 243 482 2123 2056 2011 56 441 67 211 82 45 1955 119 1836 242 130 108 92 1594 1282 167 93 1115 187 91 928 63
is_linear=0
shrinkage=0.00324939


Tree=320
num_leaves=31
num_cat=0
split_feature=16 6 15 13 7 10 23 23 2 13 10 18 13 12 2 20 17 2 20 22 8 8 2 18 6 22 7 18 12 5
split_gain=2.85876 2.79515 2.38362 4.41206 2.8227 2.11736 2.43454 3.03556 2.69764 2.54427 2.16009 3.58719 3.58991 3.07894 3.48524 2.3042 2.55913 1.96121 1.92542 3.58074 3.9082 3.54149 3.13366 4.52414 3.95856 3.17206 3.05827 3.0372 2.84676 3.12252
threshold=18.594956516900002 15.675366252400002 46.574831689400007 117.61735474900001 23.539316666200005 90.988176966900014 -0.17732499999999998 -0.22831499999999999 234.61110956795002 108.61908538635001 74.986474174450009 14.873215527100003 108.61908538635001 139.31809447045003 184.66468190290001 38.238138001450004 168.75790693355003 69.280267125550012 41.621607100200002 -0.072569999999999982 8.9430209551500024 9.3427090425500019 131.42729508740004 13.5308213324 15.955372794750003 -0.094344999999999998 24.122256664450003 12.903279561150002 217.21823064915003 21.377246852200006
decision_type=2 2 2 2 2 2 2 2 2 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 18 -4 -5 6 7 8 9 -1 11 12 13 -8 -15 17 -17 -12 19 21 -21 22 26 25 -25 -24 27 -2 -20 -30
right_child=2 -3 3 4 -6 -7 10 -9 -10 -11 15 -13 -14 14 -16 16 -18 -19 28 20 -22 -23 23 24 -26 -27 -28 -29 29 -31
leaf_value=-0.0020740935349738876 -0.001054144313876181 -0.0020385211721812564 -0.0025842969573696521 -0.001456800128704391 0.0017820510999681008 -0.0016982764264590841 -0.0029971675956568774 0.0022585950946544201 0.0011074430614650057 0.0027884040019022995 0.00080160292952556687 -0.0028349497219657587 0.0017218995874139715 0.00083262322389168124 -0.0027503829644707945 -0.002808143931837257 0.00036608736488913011 -0.0022678231449468739 0.00043255405757844373 0.0012775366877555289 -0.0012125053820159022 0.0020768638415732507 -0.0044405558760736092 -0.0023052727230702492 0.0011742057263973572 -0.00073218538110133441 -0.00153165175428898 0.0013067103842107899 -0.0025774185876417067 -0.00017626146372794131
leaf_weight=4.1907943189144152 4.2563339509069982 4.760959110222756 4.754857821390031 2.7270791474729776 4.2748342640697956 4.7838706015609196 3.4407944711856571 6.0336347427219144 6.8044459661468863 0.7915967758744954 1.8276147004216898 4.5604986720718435 3.9511944595724335 5.8606275934725982 2.3547055465169251 1.6289190128445614 44.639004419092089 4.3627344621345401 47.66054127458483 49.286581577733159 4.2353045158088198 5.1058333516120902 3.1339096147567034 2.9814381524920446 6.2944311536848545 2.6207622028887263 4.1247556023299685 16.223410107195377 4.2481775917112854 15.868582089431582
leaf_count=118 36 197 76 38 18 319 60 30 51 3 18 107 24 60 76 44 519 163 291 234 29 20 34 36 27 16 38 69 38 111
internal_value=0.000158002 -0.000178488 0.000347241 -0.000735134 0.000520595 -8.54971e-05 -1.94538e-07 0.000823674 8.91442e-05 -0.00130155 -0.00020235 -0.000894222 -0.000327137 -0.00102172 -0.00019435 6.36439e-05 0.000254335 -0.00136162 0.000423881 0.000646346 0.00108049 0.000126991 -0.000124194 -0.00101908 5.58362e-05 -0.00275171 0.000422476 0.000816051 0.000101353 -0.000683328
internal_weight=277.788 99.9914 177.797 11.7568 7.00191 95.2304 90.4466 17.8205 11.7868 4.98239 72.6261 20.1678 15.6073 11.6561 8.21533 52.4583 46.2679 6.19035 166.04 98.2628 53.5219 44.7409 39.635 15.0305 9.27587 5.75467 24.6045 20.4797 67.7773 20.1168
internal_count=2900 1789 1111 132 56 1592 1273 202 172 121 1071 327 220 196 136 744 563 181 979 539 263 276 256 113 63 50 143 105 440 149
is_linear=0
shrinkage=0.00248748


Tree=321
num_leaves=31
num_cat=0
split_feature=13 23 23 20 13 16 20 8 20 8 20 9 0 10 9 7 22 2 0 16 10 23 20 21 3 6 23 21 19 23
split_gain=2.30461 3.23842 2.33509 1.97019 1.9454 2.48032 2.47921 1.73355 1.66103 1.78647 3.22768 3.1947 2.57047 4.69108 2.13184 2.09334 2.26395 3.06982 2.782 2.98293 3.61955 2.8863 2.55968 2.50998 4.34066 5.29515 2.7881 2.63528 3.80677 2.45904
threshold=95.99139754765001 0.079785000000000009 -0.27223499999999995 48.919835655300012 96.429616222950017 12.644970430600003 49.110028829250005 2.9476996444500005 48.852845034800005 4.9461400813500012 41.24714903835001 186.67271206880002 85.716110573100011 61.993156030000002 75.115715165350011 22.689595575850003 -0.065399999999999986 70.507592614000018 86.280686780500005 22.534947303500005 66.318885161900013 0.10273500000000002 42.049402686800001 12.567475366050003 92.913112988300014 16.245379570700006 0.083565000000000014 8.5501791199000028 12.851036860900001 0.087530000000000011
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 7 3 -2 -4 -6 8 -1 9 10 -7 -11 13 -13 -12 -14 17 -17 21 20 -20 -18 -21 24 25 26 -19 -28 -29 -26
right_child=2 -3 4 -5 5 6 -8 -9 -10 11 14 12 15 -15 -16 16 18 23 19 22 -22 -23 -24 -25 29 -27 27 28 -30 -31
leaf_value=0.00031119664683856808 -0.0019171369510749096 -0.0020533638362758479 0.0021712636497442199 0.0012697755308901679 -0.0018954388266751762 -0.0027319651571008374 -0.0017694637600892034 -0.0020244240801434673 0.0020880616528389882 0.0012017419938004179 0.00038137477554664169 -1.5378245969159178e-05 0.0012251993555412149 -0.0031472511533195773 -0.0027613758486769485 -0.0024703033968129424 0.00034391355585583819 -0.001714535294914945 -0.0018663483044413626 0.0023012895460213494 0.00066304162721906885 -0.0027982731122172433 0.00016917356244200218 0.0011994204159960894 -0.00043294522241119711 0.0013366957869847661 0.00029404957773568178 0.00050459791916433879 -0.0035088665649087364 -0.0028596598976654477
leaf_weight=15.043051587184896 5.3316642695572218 6.6472038220381355 3.3826986849308005 1.5750628383830187 3.302200522273778 3.2358616925776031 3.6091383742168537 2.2958057073410592 3.2891984526067963 24.898863783106208 12.51848039915785 15.55468208435923 15.433491319417952 3.7132977480068794 1.5167835322208691 3.0803695097565642 5.0624772123992434 7.3372225789353243 3.9053731709718695 11.961908463388683 38.539633591659367 2.8716710116714239 5.006341438740491 10.801759593188761 5.5309372693300229 17.182871337980032 28.998708034865558 2.9105360237881532 3.0164823774248362 4.9683071821928024
leaf_count=328 123 371 21 8 72 119 75 85 15 118 144 118 68 78 65 38 29 92 24 55 262 28 26 74 34 80 229 28 45 48
internal_value=0.000173453 -0.000567641 0.000244975 -0.00119037 0.000286003 0.000259235 0.00028952 1.94147e-06 0.000321643 0.000296165 -0.000477933 0.000359595 0.000246786 -0.000618948 4.17394e-05 0.000346907 0.000257242 -1.73719e-05 0.000599053 0.000784999 0.000430312 -0.000793364 0.00167223 7.62037e-05 -9.72569e-05 0.00016485 -0.000311589 -1.68565e-05 -0.001538 -0.00158128
internal_weight=272.522 23.9861 248.536 6.90673 241.629 238.247 234.944 17.3389 231.335 228.046 17.2711 210.775 185.876 19.268 14.0353 166.608 151.175 83.8272 67.3474 59.4133 42.445 7.93415 16.9682 80.7468 69.9451 59.4458 42.2629 34.9257 5.92702 10.4992
internal_count=2900 784 2116 131 1985 1964 1892 413 1817 1802 328 1474 1356 196 209 1160 1092 668 424 367 286 57 81 630 556 474 394 302 73 82
is_linear=0
shrinkage=0.00250357


Tree=322
num_leaves=31
num_cat=0
split_feature=16 6 0 6 23 6 2 5 23 23 21 20 6 16 13 18 12 23 15 13 13 3 9 3 15 9 2 15 17 21
split_gain=3.02282 2.66032 2.17902 2.68335 2.79966 2.55692 2.55335 3.12158 3.07716 4.03846 4.20976 3.12133 2.97737 2.22344 2.55148 3.00669 3.18348 3.6442 2.07573 2.4116 2.99965 1.87018 2.85719 1.82654 3.71595 1.81718 2.88004 1.97557 4.30965 3.13503
threshold=18.594956516900002 15.675366252400002 86.530713386650021 16.375382608200002 0.12064000000000002 16.285380505300001 100.60547560250002 21.746930049350002 0.091975000000000015 0.087265000000000023 3.4240268213500005 41.902916368500009 16.575387281250006 22.614947116400003 117.50443950750001 13.740383930250003 103.44931853055 0.082975000000000021 32.540328261750005 108.61908538635001 107.97116697695002 93.883646373400012 187.38923140910003 93.620177476600006 42.670190152050004 195.51131808980003 101.14502893930002 34.279674133750014 201.96296776225003 5.5487347714000004
decision_type=2 2 2 2 2 2 2 2 2 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 5 6 -2 21 -8 9 10 -9 -12 -13 14 15 -4 17 -17 19 20 -1 -5 -23 -10 -25 26 -18 -27 -29 -30
right_child=2 -3 13 4 -6 -7 7 8 23 -11 11 12 -14 -15 -16 16 25 -19 -20 -21 -22 22 -24 24 -26 27 -28 28 29 -31
leaf_value=-4.1236774671465684e-05 1.2183582478092777e-05 -0.0019956995199798895 0.0013318647919303944 0.0016691747764898453 -0.0013704770381948025 -0.0032822041460740911 -0.0021156045649787011 0.0014095910880337246 0.0019601557126718862 -0.002975066805342728 0.00056978673324575174 -0.0032547387549124963 -8.3388158142084167e-05 0.0014117078485432356 -0.0014886391015338086 6.0884324130679594e-05 0.0010411931044126553 -0.0034634180682404482 -0.0026224665876720113 0.0015800777980063934 -0.0028925940657082748 0.0015686527946674404 -0.0010981961152291648 -0.0017977323055619538 0.0013002465448555497 0.0011698424709393612 -0.0022183912404654684 -0.0017117874809355488 -0.00091344930893483484 0.0018960135437233725
leaf_weight=81.254171618609689 2.9486341075971714 4.4493313333950928 20.834673460572958 12.11816965788603 6.1031880481168619 2.6381872333586216 3.7145240604877463 7.9125325223431053 6.8475152142345932 3.0511546060442916 5.2123809866607171 4.1064789900556207 3.0483920183032751 17.489006400108337 3.809651479125022 4.7338757067918769 2.9876064583659163 2.7362990751862526 1.8450231235474337 5.2555819172412148 2.2406549453735343 4.7243724651634675 4.7730983924120665 3.293136749416588 7.4990796372294426 21.616832608357072 3.4542982410639524 5.4518578611314288 3.5362070780247432 6.9826496783643961
leaf_count=1463 22 197 88 45 57 29 26 57 27 48 33 59 46 86 28 23 13 30 66 29 34 25 35 29 50 109 44 44 27 31
internal_value=0.000187404 -0.000160406 0.00038002 7.98748e-05 0.000205136 -0.00154348 0.000350175 1.83614e-05 0.000211833 -0.000367483 2.48358e-05 -0.000861127 -0.00190356 0.000630024 0.000450484 0.000552613 0.000237359 -0.00123006 -7.02712e-05 -1.72139e-05 -0.000117755 0.00103612 0.000228387 0.000978057 0.000354929 0.000486325 -0.000706671 0.000690785 4.23669e-05 0.000951534
internal_weight=266.669 95.0448 171.624 77.9908 72.404 5.58682 66.3008 44.6852 40.9707 23.3309 20.2798 12.3673 7.15487 93.633 76.144 72.3343 51.4996 7.47017 90.5954 88.7504 83.4948 21.6156 9.49747 17.6397 10.7922 44.0295 6.4419 37.5875 15.9707 10.5189
internal_count=2900 1789 1111 588 537 51 480 375 349 243 195 138 105 523 437 409 321 53 1592 1526 1497 105 60 106 79 268 57 211 102 58
is_linear=0
shrinkage=0.00243107


Tree=323
num_leaves=31
num_cat=0
split_feature=16 6 5 9 10 23 6 0 5 22 7 10 7 15 12 7 10 0 20 22 23 7 10 17 7 21 21 13 5 5
split_gain=2.26731 2.73194 2.68062 2.34258 2.10806 2.36624 2.48432 2.35568 3.10076 2.10106 1.99415 2.20139 1.8175 1.82855 1.86982 3.31309 3.56098 2.93204 2.30161 2.31847 1.99817 1.79129 3.89507 1.79666 2.00684 1.72777 3.08149 2.71468 1.75684 2.76571
threshold=18.594956516900002 15.675366252400002 23.721757872050002 227.14331114760003 61.917879202350001 0.097615000000000021 16.950396043250006 85.775256651950016 24.301614351200005 -0.54972999999999994 19.468732114900003 66.499011856650014 29.973557588500004 32.540328261750005 207.71672397260002 22.372035319250003 71.090898343450007 96.055920542800024 49.275256100300005 -0.24103499999999997 -0.10778500000000001 22.343045670750005 75.28220456885002 186.52991945525002 24.142338514450003 6.9984086918000008 20.770927814650005 95.99139754765001 15.299679811400003 17.369804050850004
decision_type=2 2 2 2 2 2 2 2 2 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 -2 4 5 6 -4 -6 -9 -3 -1 -12 13 14 15 -13 -17 -18 19 -16 -19 -21 -23 24 -24 27 -27 -22 -29 -30
right_child=2 9 3 -5 7 -7 -8 8 -10 -11 11 12 -14 -15 18 16 17 20 -20 21 25 22 23 -25 -26 26 -28 28 29 -31
leaf_value=0.0022040292597325026 0.00059988819080883382 0.0024359397462705096 0.00040234046664728716 0.0027192169244548651 -0.003490133274808095 0.0020308405091971431 -0.0023698997164758088 -0.0029580076007926308 0.00043613256478641717 -0.0032716781179300334 -0.0025433625951652257 -0.0034994999260610431 -0.0032000540393005159 -0.0032623193623852577 -0.0012449584424077008 0.0022305138699970852 -0.0034496930535143585 -0.0033693925642966889 -0.0019474430874242945 0.0025973113639092809 -0.0032127699116170764 -0.003482125923968943 0.0020434931824317546 0.0014699846344793466 -0.0034945369416089825 -0.0023064908971282476 0.0026926955360086703 0.0014243292519756615 -0.0012239830067482247 0.0025223854445964289
leaf_weight=3.5145585706923148 140.09725141059607 0.71032302826642979 9.5239184377715009 2.2096511870622626 3.756428866647183 4.7060848362743846 4.4528163932263842 3.7845350913703424 7.5999012924730778 4.0976019967347375 3.4634214104153207 2.9169250568374983 1.6855837791226793 1.5686325537972141 4.3837952474132171 5.2741873199120155 2.8447132990695527 1.7784535314422019 3.0590558799449346 6.2536034965887692 1.8416762328706813 1.8766235280782009 1.0251853056252032 18.00765080563724 1.5320193632505832 5.9313570375088593 1.4379131346940992 12.445320854894819 7.5139310769736749 2.4536128900945187
leaf_count=29 753 4 78 9 78 25 81 29 58 193 81 75 164 65 96 27 82 76 104 37 153 43 7 179 52 118 8 119 69 8
internal_value=0.000202011 -0.000177806 0.000408203 -0.000337066 -0.000536728 0.000151821 -0.000480861 -0.00138635 -0.000692184 -0.00242843 -5.86447e-05 -0.000149743 -5.08512e-05 1.37695e-05 7.75475e-05 -0.000343325 -0.000121599 -0.000463847 0.000595086 0.000830213 -0.000209557 0.00114724 0.000743159 0.00112873 -0.00127434 -3.18549e-05 -0.00133104 0.000362876 0.000656688 -0.000301776
internal_weight=271.747 95.6161 176.131 36.0333 33.8237 18.6828 13.9767 15.1409 11.3844 4.80793 90.8082 87.2937 83.8302 82.1447 80.576 44.4381 41.5212 36.247 36.1379 33.0789 33.4023 28.6951 22.4415 20.5649 2.5572 31.6238 7.36927 24.2545 22.4129 9.96754
internal_count=2900 1789 1111 358 349 184 159 165 87 197 1592 1563 1482 1318 1253 735 660 633 518 414 551 318 281 238 59 475 126 349 196 77
is_linear=0
shrinkage=0.00306373


Tree=324
num_leaves=31
num_cat=0
split_feature=8 15 10 21 20 20 8 9 22 15 22 22 13 8 18 16 6 20 22 10 5 8 17 0 20 20 5 15 18 6
split_gain=0.61475 1.25091 1.13576 0.832697 0.841417 0.745887 0.677279 0.65647 1.11376 1.50798 1.46549 1.70135 0.891006 1.34238 1.1566 1.38285 1.36804 1.52506 1.14699 0.916512 0.886499 0.824721 0.803677 0.740164 1.53512 1.29409 1.25817 1.12258 1.50714 1.6051
threshold=1.6487133604500002 21.073645951400003 90.988176966900014 21.991168361800003 50.666627092000006 45.027406014450008 0.94925920755000015 53.944017839150007 -0.026349999999999998 32.393814985100008 -0.24103499999999997 -0.60414999999999985 95.870416931800023 2.9476996444500005 17.327266398450003 12.644970430600003 10.715250360100002 43.902382686800003 0.20981000000000005 84.600400448950026 13.361597395450001 2.8477776226000002 211.47438991805004 98.615332683000005 40.878805547300004 33.384956903900012 16.069922422900003 23.214301336750001 14.643918747750002 15.545363214900002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 3 4 5 6 -1 8 10 -10 11 -2 13 19 15 21 17 -17 -15 -9 -18 -14 -16 26 25 -25 -22 28 29 -28
right_child=7 -3 -4 -5 -6 -7 -8 12 9 -11 -12 -13 14 18 22 16 20 -19 -20 -21 23 -23 -24 24 -26 -27 27 -29 -30 -31
leaf_value=0.025242464333915957 0.026913257066896432 -0.03331611451035868 -0.031244571070694102 0.031890862141956841 -0.031528810874557382 0.013510327830142289 -0.032458773799496424 -0.0089438015136677346 -0.032945786960702224 0.036177528930580169 0.022684613422570655 -0.035478638294938941 0.0071322470590145541 -0.031957317151725055 0.028577596128819147 -0.03431330283353469 0.017260985664408177 0.0023617488462552181 0.017222734615010317 0.028139031313366134 0.015801998388760209 -0.03281315307522973 0.0055039267115212917 0.013282515602019217 0.0071372103589356327 -0.029721358841020857 0.0059810226957729635 0.0015297307564965893 -0.033362224509770104 -0.028151956874736907
leaf_weight=0.25052081851754282 0.67505140788853124 1.4312032278976401 1.0014936711813787 0.82326653599739064 0.70628134883008886 2.4908603522926569 0.72766497201519087 1.6023685657419258 1.0805520166177283 0.39477053284645069 5.061482956749388 0.98412793967872791 0.64556950470432584 2.7097821968491194 2.2152540981769553 2.1143271205946794 3.121857352089136 2.0418420070782304 0.51740157546009857 0.98649878427386273 5.37653082050383 1.7766353453043846 3.6808176916092634 0.80286394059657995 3.1832340387627482 3.1811428093351424 4.8563121357001346 145.9113576047821 1.9226941801607607 1.7053735976805908
leaf_count=7 6 94 190 6 45 49 74 43 73 1 42 37 12 244 15 53 32 26 16 10 47 77 39 11 39 82 51 1347 28 104
internal_value=0.000655887 -0.0078896 -0.0018246 0.00406984 -0.00141575 0.00471513 -0.017681 0.000978984 0.00936462 -0.0144496 0.0145923 -0.010094 0.00061409 -0.0110485 0.000985688 0.000545505 0.000861282 -0.0162956 -0.0240725 0.00518677 0.00128058 -0.0221668 0.0141731 0.000981741 -0.00853389 -0.0210551 0.0014086 0.000907382 -0.00979556 -0.00289009
internal_weight=203.979 7.43129 6.00009 4.99859 4.17533 3.46905 0.978186 196.548 8.19598 1.47532 6.72066 1.65918 188.352 5.81605 182.536 176.64 174.218 4.15617 3.22718 2.58887 170.061 2.4222 5.89607 166.94 7.16724 3.98401 159.772 154.396 8.48438 6.56169
internal_count=2900 465 371 181 175 130 81 2435 159 74 85 43 2276 313 1963 1909 1820 79 260 53 1741 89 54 1709 132 93 1577 1530 183 155
is_linear=0
shrinkage=0.0302676


Tree=325
num_leaves=31
num_cat=0
split_feature=15 22 9 17 21 12 8 8 0 8 21 5 13 18 16 13 20 13 7 18 15 9 0 18 15 10 21 21 9 5
split_gain=0.55867 0.609473 0.557524 0.745819 0.736 0.582048 0.816051 2.31711 1.3285 1.0327 0.893177 1.56166 1.08874 0.855857 0.798736 1.17334 1.76442 0.817884 0.764281 2.65033 2.0909 1.89066 1.63717 1.28552 1.28929 1.85722 1.45646 1.74188 1.82918 1.70547
threshold=51.067537391750008 -0.10965999999999999 28.686210334850006 157.96759137085004 21.991168361800003 58.770113158150004 8.8430989333000021 9.5425530862500008 86.950112854950021 8.7431769115000026 0.61177024580000017 31.302824910800002 118.63896883855001 12.918470885650002 22.724946859200003 117.79210452745001 43.968221017800005 117.69263157665002 22.726915405250001 13.197799034350002 39.702469286500012 193.75542554275003 85.775256651950016 13.278511569200001 49.670466410250008 61.982402197500001 8.9353283289500016 9.6758169699000014 201.44620319810005 9.9970238968500009
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 -2 4 -4 -1 -5 9 8 13 14 -9 12 -12 -8 15 17 -17 18 21 20 -20 -7 -21 -24 25 -25 29 -28 -29 -27
right_child=1 -3 3 5 -6 6 7 10 -10 -11 11 -13 -14 -15 -16 16 -18 -19 19 22 -22 -23 23 24 -26 26 27 28 -30 -31
leaf_value=-0.019776805256912441 0.004885457842845874 -0.027805208217757539 -0.022086770698600808 0.016041166265566422 0.013844014591840119 0.0017902012837860647 -0.0079604582601439603 0.022499720039233333 -0.0031938719419521517 0.010845826674659437 0.0033405618989464248 0.02207464086684913 -0.036480593260153238 -0.032380878253436267 0.0099545526520989549 -0.035478452619721046 0.014785303990286439 0.011223725194537503 -0.0040167697501792918 -0.021746093920842448 -0.035340292763599422 0.021623293566441281 0.014615062490179654 -0.018879762655644887 0.022342628823097205 -0.019176243615316189 -0.024507097610431901 0.0029672902503778196 -0.011339304882549623 0.0026447191977538691
leaf_weight=1.7307088708912481 0.59939460922032595 0.90448168665170559 0.90002263750648026 1.5819814978167404 0.53999772574752558 35.720396774704568 1.3841380225494484 1.7769427001476286 3.7758367476053536 6.69581046514213 0.92963758995756529 1.1936520040035246 0.8140295366756618 2.632566393353045 5.8077678084373465 1.3251223864499468 0.66199287911877025 4.5419826405122867 3.0950451272074124 2.1044832854531696 2.3851487757638097 3.3207213561981908 4.0110244844108811 3.2635977664031079 1.6281121298670758 2.3304376029409459 2.5549230463802841 14.37141637527384 9.3077503907261399 79.501536335912533
leaf_count=208 11 33 73 11 8 552 16 11 30 48 29 6 14 41 39 49 11 26 22 40 36 14 21 27 6 264 52 207 147 848
internal_value=0.000490747 -0.0147758 0.000605607 0.00074794 -0.0117814 0.000852414 0.000729277 -0.00548368 -0.0139008 0.00115476 0.00842961 -8.21597e-05 -0.0152499 -0.0239657 0.000785923 0.000472919 -0.0187335 0.000699909 0.000407729 -0.000554375 -0.0176497 0.00347715 0.000232417 0.000627851 0.000131178 -0.000193648 0.000370673 -0.00478435 -0.00265631 0.00202329
internal_weight=201.391 1.50388 199.887 197.616 2.27071 196.716 195.134 12.5068 7.79254 182.627 4.71426 2.93732 1.74367 4.0167 175.931 170.124 1.98712 168.137 163.595 124.553 5.48019 39.0411 119.073 116.969 112.958 111.33 108.066 26.2341 23.6792 81.832
internal_count=2900 44 2856 2640 216 2567 2556 147 87 2409 60 49 43 57 2361 2322 60 2262 2236 1670 58 566 1612 1572 1551 1545 1518 406 354 1112
is_linear=0
shrinkage=0.0251418


Tree=326
num_leaves=31
num_cat=0
split_feature=16 19 9 15 15 8 3 6 6 13 17 7 23 20 18 0 20 23 7 0 23 6 6 16 2 5 23 23 21 20
split_gain=2.32495 2.31651 2.44829 3.04831 3.14296 2.43757 2.66196 2.33825 2.11539 3.15638 1.99297 2.17219 2.98991 2.06197 1.87962 2.65376 3.87389 1.89958 1.86774 1.83081 2.52921 2.47487 2.64491 2.39087 2.30745 3.4356 2.59771 4.17834 3.91118 2.66201
threshold=18.594956516900002 12.851036860900001 186.98623176200002 26.135540888150004 30.046989284200006 4.9461400813500012 84.331554635900019 15.545363214900002 13.665319288000001 101.66942111915002 190.14686213645004 24.052187734100006 0.093760000000000024 41.028010303750008 14.371157440600003 102.65877371115 43.45354240915001 -0.24523500000000001 17.407776082150004 86.530713386650021 0.12064000000000002 16.375382608200002 16.285380505300001 22.614947116400003 100.60547560250002 21.746930049350002 0.091975000000000015 0.087265000000000023 2.6720444286000005 41.902916368500009
decision_type=2 2 2 2 2 2 2 2 2 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 -5 6 -3 8 9 14 11 -10 -13 -12 17 -16 -17 -1 -8 20 21 22 -2 -21 -23 -26 27 28 -27 -30
right_child=19 2 3 4 -6 -7 18 -9 10 -11 13 12 -14 -15 15 16 -18 -19 -20 23 -22 24 -24 -25 25 26 -28 -29 29 -31
leaf_value=0.0012536586084086242 0.00016155066079866638 0.0015077934423628077 -0.0028864012400022674 0.00066302140207429527 -0.0031537009753094679 0.0023833444437023391 0.0034756790509755248 -0.0030343809197682452 0.0011007540544311725 -0.0028379506943177475 0.00043436269657026651 -0.0042187131019801073 0.00052589872590508161 0.0032045043429960842 0.0010896934299790433 -0.0018547245976968428 0.00072937615379418789 -0.0027799271721204812 -0.0031802655037705004 0.00044149153111709065 -0.0017398165335834022 0.0011786586145238313 -0.0039065740648833282 0.0016379603970376896 -0.0026309082931493953 0.0018569018046409467 0.0010964709988260982 -0.0035563819295252666 0.00066626696299070334 -0.0020204902605283561
leaf_weight=1.3653673706576226 2.9927386101335278 2.4862934765405971 7.8640655782073763 6.4281329456716758 2.5242760628461838 3.1007637036964297 0.40004995465278659 1.9420964661985625 8.0446355626918393 3.4292033705860367 4.082391092553733 1.8717931509017933 2.7625618763267994 5.0495231384411454 17.658413726603612 9.0238692343700695 10.596747030271215 3.4827379640191785 3.0887180375866592 73.436170248314738 6.0396465547382823 20.433295283466578 2.4349679090082645 17.344432651996613 3.8103481307625762 6.8606102336198154 17.252975130453706 3.043498631566762 5.4474717974662763 7.1828417349606752
leaf_count=19 22 27 127 61 79 17 1 115 71 72 27 24 25 23 197 446 237 93 128 437 58 105 28 86 26 51 106 48 35 109
internal_value=0.00018593 -0.000175268 -0.000914989 -0.00156975 -0.000413165 0.000298211 -0.000783872 0.000101074 0.000191464 -0.000163918 0.000933748 0.000190191 -0.00139043 0.00196612 5.37522e-05 0.000274537 -0.000459098 -0.00164395 -0.00241704 0.000392731 5.92338e-05 0.000215667 -0.00166348 0.000670087 0.000374956 -1.7213e-06 0.00025007 -0.000397958 9.52283e-05 -0.000861688
internal_weight=261.481 95.2016 25.8923 16.8165 8.95241 9.07583 5.97506 69.3093 67.3672 45.5563 21.8109 12.679 4.63436 9.13191 42.1271 37.279 19.6206 4.84811 3.48877 166.279 75.4984 69.4587 5.42771 90.7806 64.031 43.5977 39.7874 22.5344 19.4909 12.6303
internal_count=2900 1789 440 267 140 173 156 1349 1234 1064 170 120 49 50 992 880 683 112 129 1111 588 530 50 523 480 375 349 243 195 144
is_linear=0
shrinkage=0.00289842


Tree=327
num_leaves=31
num_cat=0
split_feature=15 22 7 6 15 22 9 21 15 22 10 6 7 19 23 20 21 20 7 18 6 5 3 10 0 5 21 18 20 10
split_gain=0.519094 2.52386 1.35664 0.771957 0.597404 2.60688 2.24301 2.07348 1.27112 1.21134 1.45172 1.06688 1.91823 1.85583 2.00959 2.51371 2.3054 1.74973 2.30371 3.39731 1.6189 1.5521 1.28865 2.93526 2.7706 2.04304 1.75094 1.66315 1.66202 1.62538
threshold=46.810838056050009 -0.082314999999999985 23.539316666200005 16.525386113000007 42.670190152050004 -0.068524999999999989 204.88165762580005 0.8423297431500002 43.376643616500012 -0.048664999999999993 61.950140699950005 16.455384477450004 23.282607548150004 14.351157895250003 0.10790500000000001 43.45354240915001 11.790993765850002 37.858673296900008 22.398098708400003 13.303774303900001 16.565387047600002 20.569643378550001 88.727183679150016 67.649671936450019 90.437043050150024 20.950952025950006 12.749485150050001 13.544020937350002 39.685256516350002 65.727424373200009
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=4 2 3 -2 11 6 7 -6 -9 -7 -11 22 13 14 15 21 -17 -15 -19 -20 -14 -13 23 28 26 27 29 -25 -1 -24
right_child=1 -3 -4 -5 5 9 -8 8 -10 10 -12 12 20 17 -16 16 -18 18 19 -21 -22 -23 24 25 -26 -27 -28 -29 -30 -31
leaf_value=0.0040378447179132059 -0.0298199440535638 -0.026607819821967256 0.019020734916269749 0.011062350767981673 0.01465014288462794 0.028259357217194941 0.012523265879889361 -0.0070796606988218604 -0.0356308771207626 0.023081247694404613 -0.0028559353987967278 0.0055100106572061776 -0.029754701922422796 0.021919988160736346 0.0086359259051255379 0.010666340041505191 -0.033745093941039583 -0.015729011068782491 0.018002511761532249 -0.01311831423757227 -0.0017228600180875626 -0.035252420100723672 0.0016391652441637245 0.019596073188756377 0.025420512257353006 -0.025493936410989213 0.013114422253942732 0.00068333003696483842 -0.029354495148797403 -0.021009441086229385
leaf_weight=1.6068666300270695 0.92155710281804182 2.9265321600250891 2.6498433072119951 0.58075833739712834 1.4281226089224235 3.5387432388961315 3.6520875690039247 2.1077383551746607 2.8011726485565305 2.9058668902143818 3.8961193384602666 0.86129953712224772 3.6484306287020436 3.5789173692464855 3.6696455737110218 3.5216021781088784 1.2117705608252434 4.7953834063373533 7.7074779011309129 4.169162405654788 2.8153314618393779 4.4074962808517739 27.894892117939893 3.7637468415778121 4.7209321749396613 2.210229880642145 9.858762829913756 76.109054729575291 4.0407561419997364 2.67872255668044
leaf_count=15 39 55 18 9 10 17 27 15 52 19 36 6 39 20 23 68 29 42 40 33 27 194 234 25 31 55 59 1547 63 53
internal_value=0.000532173 -0.00685478 0.00706759 -0.0140159 0.000802266 0.00530621 -0.00481244 -0.0148032 -0.0233718 0.0150808 0.00822465 0.000273817 -0.00367921 -0.00103713 -0.008943 -0.0153924 -0.000703242 0.00430028 0.00051793 0.00707789 -0.0175453 -0.0285889 0.00147524 -0.000486846 0.00528746 0.000845666 0.0029367 0.00157453 -0.0198537 -0.000345204
internal_weight=200.679 7.07869 4.15216 1.50232 193.6 20.3299 9.98912 6.33703 4.90891 10.3407 6.80199 173.27 40.3865 33.9228 13.6718 10.0022 4.73337 20.2509 16.672 11.8766 6.46376 5.2688 132.884 87.7307 45.1533 82.083 40.4324 79.8728 5.64762 30.5736
internal_count=2900 121 66 48 2779 176 104 77 67 72 55 2603 521 455 320 297 97 135 115 73 66 200 2082 1705 377 1627 346 1572 78 287
is_linear=0
shrinkage=0.0277726


Tree=328
num_leaves=31
num_cat=0
split_feature=16 2 8 8 5 13 16 3 20 20 15 22 20 15 5 7 7 13 7 7 6 9 9 9 22 22 22 6 18 20
split_gain=3.25272 3.16908 2.81196 2.81889 2.39533 3.18453 4.43292 3.19243 2.82765 2.88137 2.70178 2.90397 4.52193 3.58269 3.25947 3.05217 3.06411 2.72316 2.29845 3.61925 2.21167 2.19473 4.4795 2.3442 2.49607 5.08799 2.16107 2.1902 1.97564 2.66308
threshold=13.534968349350001 234.61110956795002 2.9476996444500005 1.3489472949000001 23.721757872050002 112.82921081865001 19.974953289850003 89.227236891450005 42.178283198950005 43.19689381845 36.508287084250007 -0.060760000000000002 39.788107623550012 30.046989284200006 10.718565385000002 24.071745547300001 23.856905110850004 109.47132661375001 25.159995955100005 25.520256579150004 14.685343120700002 206.08249486475003 216.74970536510003 202.48520976110004 -0.15895000000000001 -0.093604999999999994 -0.54972999999999994 20.305474434200004 12.903279561150002 39.646013290900008
decision_type=2 2 2 2 2 2 2 2 2 2 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 10 -7 28 -10 11 12 15 17 -13 16 20 21 -17 -20 -2 23 -23 24 -14 -26 -6 -28 29 -9
right_child=4 2 -4 -5 26 7 -8 8 9 -11 -12 14 13 -15 -16 18 -18 -19 19 -21 -22 22 -24 -25 25 -27 27 -29 -30 -31
leaf_value=-0.0011831530202538244 0.00078792368173209097 -0.0014936742293964128 -0.001763034494928879 0.0012406827983712089 0.0017882550332820868 0.0016588309200465431 -0.00194673144807826 0.00076537816508573224 -0.00061214754176981342 0.0007554612855452937 -0.0020978114365650643 -0.001789372649454106 0.00096573536160789739 -0.0020788835584653505 0.00083470933164451588 -0.0028164586652699624 0.0022744959210144883 0.0022129395868677073 0.0010951892368206812 -0.0022533645644972891 -0.0029462642781064017 -0.002211153948052721 0.00079938718744795379 0.0019511756168505701 -0.0025987164368243055 0.00070026398676657721 -0.00052766473569164959 0.0012570209099107244 0.00088981571136023728 -0.0016103681276153545
leaf_weight=15.873987567145379 1.4811838949099212 2.2195287721697232 2.6993833025917402 9.1821924359537643 2.350983563810586 12.030845668166874 4.9340307340025893 5.5180212557315809 18.613094385713342 12.020517969503997 2.4361809873953453 2.387569928308948 11.477908401750026 2.8160446463152757 37.373111153952777 4.8981098579242808 2.1971767619252205 3.8093885183334342 2.6688551371917129 3.5870720322709531 1.5273758852854369 4.4501029253005964 4.9491936303675175 4.9430372938513747 3.5625569652765963 5.8659112155437549 35.085872153285891 3.5940295103937379 54.013967245817184 3.7619923325255513
leaf_count=519 14 123 87 71 10 53 47 25 114 57 52 78 87 63 234 76 8 12 22 77 26 57 36 22 98 34 513 22 239 24
internal_value=0.000162238 -0.000515879 0.000235289 0.000708396 0.000242786 0.00033626 6.82179e-05 0.000602801 0.000467538 -7.55028e-05 0.00016721 0.000223519 -8.62003e-05 0.000293048 0.000677137 -0.00105692 0.000319739 0.000464062 -0.00169942 -0.000824831 -0.00110784 0.000275058 -0.000625955 0.000602682 0.000283848 -0.000546259 -0.000238641 -0.000361837 0.000730364 -0.000197717
internal_weight=282.329 29.9751 14.1011 11.4017 252.354 211.323 105.365 105.958 93.9276 30.6336 100.431 97.9946 58.2339 41.8741 39.7607 16.3598 5.20574 39.0581 11.154 6.25593 3.00856 35.2487 9.3993 25.8494 20.9064 9.42847 41.0309 38.6799 63.294 9.28001
internal_count=2900 800 281 194 2100 1555 1043 512 459 171 996 944 632 409 312 223 48 346 175 99 40 334 93 241 219 132 545 535 288 49
is_linear=0
shrinkage=0.00217738


Tree=329
num_leaves=31
num_cat=0
split_feature=16 20 15 15 6 12 16 16 6 15 0 10 15 16 13 20 3 20 15 22 20 20 10 20 10 10 7 21 6 22
split_gain=2.17959 2.19542 1.94869 2.24343 2.11456 2.08178 2.99453 2.48906 2.07757 1.97723 1.83739 4.26696 3.81741 2.18289 3.19086 4.45536 3.77315 2.44302 2.61797 3.25347 2.51877 2.59966 2.18492 1.9145 1.80994 2.30533 2.66107 2.63608 2.01287 1.71415
threshold=18.594956516900002 38.238138001450004 28.452330424200003 28.321365561200004 9.8952312005000014 139.31809447045003 17.234959697200004 14.034967180100002 13.665319288000001 17.047047148850002 96.249489528150022 70.284360904350009 27.122924609850003 19.214955067100004 112.82921081865001 38.175120519550006 89.227236891450005 42.178283198950005 46.574831689400007 -0.096499999999999989 43.19689381845 43.061965423550006 65.630639880500027 39.468990633150007 62.197478847950002 62.009286778800011 22.597569836950004 6.750392208550001 16.575387281250006 -0.071129999999999985
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 3 5 -4 6 7 -3 -7 -10 11 13 -13 23 15 -15 -16 18 22 -20 21 -19 29 -2 25 27 -27 -22 -29 -18
right_child=10 2 4 -5 -6 8 -8 -9 9 -11 -12 12 -14 14 16 -17 17 20 19 -21 24 -23 -24 -25 -26 26 -28 28 -30 -31
leaf_value=-0.0013984872073483977 0.0030779589190547364 -0.0034490479448713463 0.0019810949029113907 0.0034711435782973721 -0.0026788871071962471 -3.0638377671333349e-05 -0.003788992893159556 0.0002574733200056932 -0.0023314341274717158 0.001685883455748588 0.0020178946570299163 0.001865998489755826 -0.0037992853942581256 0.00043308766435037183 0.002246578694202658 -0.0032909882568066201 0.00041604145547012128 -0.00062217568011085466 0.0013490923556181817 -0.0038017639765455312 0.0024593748457043922 -0.0039181734410678295 -0.0015286311391674479 0.00061940771936505178 0.0025121984451887858 0.00052565657107281837 -0.0042908690201543392 -0.0022480528221507008 0.0014550968459286634 0.0014138713025815095
leaf_weight=12.429057519300839 5.2820306420326215 2.029990972485396 1.1578579312190402 1.8589073829352845 4.5611262912862003 39.927412667078897 2.8566559057217082 11.184241025941445 1.2741204188205291 13.182463535806162 6.3990713050588957 1.5437054261565197 4.1878054924309254 7.1017132718116027 10.405682135373352 5.3352089505642653 32.071063243784003 19.107052281498913 2.0506011359393597 2.686329291202127 5.0195054728537816 2.575192608870565 3.6362016424536696 6.9635553238913417 3.5416417717933646 2.23044579476118 2.1233401345089078 3.1437619244679809 2.4980279980227351 33.256375657394535
leaf_count=431 24 86 16 6 115 804 80 101 35 115 31 8 62 41 53 58 197 161 19 36 25 29 20 55 14 12 30 34 27 175
internal_value=0.000186115 -0.000196434 -4.97054e-06 0.000131884 -0.00173543 4.378e-05 -0.000929989 -0.000311928 0.000331536 0.00133182 0.000400848 0.000333985 -0.00227342 0.000434264 0.000322749 -0.00116447 0.0004715 0.000309388 0.000642578 -0.00157198 -0.000300873 -0.00101364 0.00079469 0.00167988 0.000531945 6.48581e-05 -0.00182336 0.000835956 -0.000608401 0.000924009
internal_weight=251.62 90.4618 78.0328 72.3138 5.71898 70.4549 16.0709 13.2142 54.384 14.4566 161.158 154.759 5.73151 149.028 136.782 12.4369 124.345 113.94 73.7006 4.73693 40.239 21.6822 68.9636 12.2456 18.5567 15.0151 4.35379 10.6613 5.64179 65.3274
internal_count=2900 1789 1358 1227 131 1221 267 187 954 150 1111 1080 70 1010 931 99 832 779 447 55 332 190 392 79 142 128 42 86 61 372
is_linear=0
shrinkage=0.00307948


Tree=330
num_leaves=31
num_cat=0
split_feature=16 2 8 8 6 19 21 15 10 3 22 16 23 23 3 21 3 9 6 16 6 20 23 9 0 22 13 20 12 5
split_gain=1.65208 2.36422 2.18044 1.86938 1.60877 2.01678 1.95458 1.58405 2.00886 3.50125 1.37413 2.08285 2.59273 2.10464 1.79654 1.24087 1.13482 1.25182 2.31897 3.36595 3.32826 3.04767 2.38086 2.11558 1.86536 2.34498 1.84372 1.91702 1.74388 1.77791
threshold=13.534968349350001 234.61110956795002 2.9476996444500005 1.3489472949000001 5.1551204485500008 11.850956171350001 20.770927814650005 17.382777826050003 83.715897724050009 80.153690701200006 0.68694500000000025 14.994964935250001 0.092095000000000024 0.089850000000000027 81.589327342850012 18.904039828500004 108.42013948475001 186.67271206880002 13.665319288000001 17.654958715000003 13.825323026450002 41.495754733000005 0.11467000000000002 181.61255275325001 97.483491810050012 -0.56818499999999994 104.58102127445001 48.852845034800005 80.823441660850008 21.125470787600005
decision_type=2 2 2 2 2 2 2 2 2 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 15 6 -6 -2 8 9 -1 11 12 13 14 -7 -3 17 23 19 22 -20 -21 -19 24 25 -13 -27 28 -28 -30
right_child=4 2 -4 -5 5 10 -8 -9 -10 -11 -12 16 -14 -15 -16 -17 -18 18 20 21 -22 -23 -24 -25 -26 26 27 -29 29 -31
leaf_value=0.0019540418945249564 -0.0035127924117439803 -0.0034878932314279863 -0.0026863620890180948 0.0018559654317026305 0.0019506593631814773 -0.0039714070637479693 0.001853414658338342 -0.0037152861828742612 -0.0029457411985206461 -0.0036805759115396092 0.0025227352494589903 0.0033480358648046576 -0.0042965963193269934 0.0031451767239319846 0.00080645724795856699 0.0034077428210215971 -0.0017311119052898143 -0.003886238177709144 0.0026457602050582178 0.002394847472524921 0.00018265198766425402 -0.0020726960526328249 0.00092262910173070926 0.001804009946541402 0.002696894846728548 -0.0038760274009368143 0.0033097325843678624 0.0018915541251646097 -0.0051751019784881929 -0.00084461675616966244
leaf_weight=4.0653437094297278 2.6104097886709492 1.3639280056813712 2.0548167236847794 7.5379133862443268 7.939305627718567 1.7563267080113285 1.0797553211450575 3.1862417699303469 3.6182504246244207 1.7862475721631197 2.8970604985952368 1.8375137820839906 2.5350787481293082 1.5304973646998403 1.7863495079800484 0.37423758208751667 3.1642596991732708 5.2940792273730022 6.4565362185239783 4.0106327142566442 140.74770588940009 3.0063329068943858 1.4831289183348415 15.323248118162153 2.8152543520554891 1.7758399760350645 0.97877227514982124 3.5329710617661467 1.2199025601148594 8.5040499488823098
leaf_count=54 169 121 87 71 65 33 14 119 274 72 20 8 46 7 25 2 137 107 34 24 1043 41 16 78 19 42 6 21 16 129
internal_value=0.000163587 -0.000672807 0.00044023 0.00113283 0.000253843 0.000290922 -0.00194262 -0.0016693 -0.000980903 0.000234027 0.000228369 0.000196375 -0.00152637 -0.000142079 -0.00156223 -0.00200322 0.000261862 0.000293876 0.000167444 -0.00114773 0.000290687 0.000480783 -0.00283386 0.000859494 0.000159105 -0.000241169 -0.000653073 -0.000251024 -0.000958289 -0.00138789
internal_weight=246.272 23.987 11.3309 9.27608 222.285 218.595 3.69017 12.6561 9.46984 5.85159 210.656 207.758 7.60825 5.07317 3.54268 1.73817 200.15 196.986 160.998 13.7942 147.204 7.01697 6.77721 35.9876 20.6643 17.849 16.0115 14.2357 10.7027 9.72395
internal_count=2900 800 281 194 2100 1917 183 519 400 126 1852 1832 111 65 58 123 1721 1584 1265 188 1077 65 123 319 241 222 214 172 151 145
is_linear=0
shrinkage=0.00335456


Tree=331
num_leaves=31
num_cat=0
split_feature=10 19 20 18 16 15 3 10 20 2 22 7 14 19 19 23 18 16 9 23 0 10 7 16 5 19 16 2 20 2
split_gain=0.533989 0.761545 0.82299 0.702584 1.14236 1.93095 0.978703 1.26223 1.28277 1.66236 1.54188 1.39367 1.3391 1.35949 1.17737 0.912966 0.887227 0.988996 1.5193 1.27346 0.873147 2.53966 3.29794 1.91227 2.91047 1.40046 2.11563 1.7852 1.64473 1.17958
threshold=90.988176966900014 10.850875481800001 48.315732392000008 17.327266398450003 17.654958715000003 23.214301336750001 81.430708313150021 75.779569322950024 41.792045663550006 82.092636011950006 0.68694500000000025 24.101221167900004 342.58502326785009 12.250988447150002 11.550931964450003 0.09495000000000002 17.454031341500002 9.744977212000002 210.70699256735003 0.086230000000000015 96.055920542800024 71.090898343450007 22.296968840150004 15.444963882950001 16.579584939650001 12.651020723000002 18.714956236300004 120.54857872840002 42.564639561200003 206.83709544035003
decision_type=2 2 2 2 2 2 2 2 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 16 7 15 9 -9 -11 -10 13 14 -13 -1 -5 -18 19 -19 21 -8 29 24 -22 -25 27 -27 -29 -23
right_child=1 2 -4 4 -6 -7 20 8 11 10 -12 12 -14 -15 -16 -17 17 18 -20 -21 23 22 -24 25 -26 26 -28 28 -30 -31
leaf_value=-0.032378401580193977 -0.029217942120369295 -0.029064387276356008 0.025131308125430449 0.028466318244338998 0.030844207534348803 -0.032986973930010439 0.0013121659860015954 0.0090579831328162011 0.024170612137578089 -0.021007357623364382 0.027292265244416122 -0.010156556442952061 -0.031812484227673368 -0.022599808929037353 0.022118229166426903 -0.0052900242419865523 0.020099057859100388 -0.020667576758755725 -0.032057516607195448 0.021110707771992632 0.010944307512540134 -0.0093757282384777756 -0.026924068448901686 0.026141277765135654 -0.02877680575437631 -0.031681573663737347 0.021557844239175339 -0.013491721401634344 0.02429554725756617 0.026920429917658372
leaf_weight=2.1357169593684402 1.1534719322226004 0.36134903703350563 0.61060020979493856 1.5191963140387068 1.52222529798746 1.0042152493260799 138.91143304761499 2.8458073721267301 2.4269996359944326 6.219267161708558 0.58592094480991352 1.339385438011959 0.9782204539515077 1.1833417550660668 2.8949838567059487 1.909018733538687 2.0274556560907513 0.88496907055378038 1.1373691158369181 1.7800441004801539 3.3897241293452707 1.3474939386360332 5.8071996525395662 4.2761408151127389 2.6729944930411875 1.508696585893629 4.2011348754167557 1.9064208073541524 1.8280523526482282 1.5712860412895677
leaf_count=69 249 64 6 13 8 22 1432 39 27 255 7 39 48 29 32 31 25 34 41 29 29 42 173 29 27 18 22 36 15 10
internal_value=0.000613528 -0.0135781 0.00498256 0.000764484 0.00816652 0.00403393 0.000379632 -0.00519144 -0.00203825 -0.00920962 -0.0168488 0.00580618 -0.00116239 0.00437179 0.0119093 -0.0195933 0.00909269 0.00404412 -0.00451649 0.00723742 0.00112896 0.000376513 -0.0145184 0.00674431 -0.00656835 0.0126268 0.00650785 -0.00555108 0.00500543 0.0101638
internal_weight=201.94 2.12542 0.971949 199.815 9.87547 8.35325 189.939 22.5187 18.4739 9.651 6.80519 8.82293 6.39593 5.41771 4.23437 4.04474 7.34903 5.82984 3.80238 2.66501 167.421 147.637 8.72598 19.7832 6.06272 13.7204 9.4443 5.24317 3.73447 2.91878
internal_count=2900 319 70 2581 172 164 2409 576 476 301 262 175 148 100 71 100 142 129 104 63 1833 1657 225 176 56 120 91 69 51 52
is_linear=0
shrinkage=0.0284635


Tree=332
num_leaves=31
num_cat=0
split_feature=16 20 15 15 0 6 6 23 2 5 23 23 21 20 6 16 13 18 9 3 13 7 22 20 21 3 15 20 3 9
split_gain=3.18575 3.0177 2.57299 2.76127 2.13974 2.8547 3.22927 2.77227 2.76655 3.82989 2.57381 4.43712 4.39845 3.44326 2.83636 2.53023 2.34488 2.91315 3.28954 3.12133 4.48177 2.98345 2.56923 4.49834 4.48944 2.31213 4.11234 2.26893 2.17658 3.47452
threshold=18.594956516900002 38.238138001450004 28.452330424200003 28.321365561200004 86.530713386650021 16.375382608200002 16.285380505300001 0.12064000000000002 100.60547560250002 21.746930049350002 0.091975000000000015 0.087265000000000023 3.4240268213500005 41.902916368500009 16.575387281250006 22.614947116400003 117.50443950750001 13.740383930250003 196.26893085885004 83.511574906150017 109.34496908160001 23.9444576715 -0.095019999999999993 39.211875820650008 5.597634825300001 93.620177476600006 42.670190152050004 42.541806567400009 93.883646373400012 187.38923140910003
decision_type=2 2 2 2 2 2 2 2 2 2 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 28 -10 11 12 27 -14 -15 16 17 -6 21 -20 -21 -19 -22 -24 -25 -12 -27 -11 -7 -30
right_child=4 2 -4 -5 15 7 -8 -9 9 10 25 -13 13 14 -16 -17 -18 18 19 20 22 -23 23 24 -26 26 -28 -29 29 -31
leaf_value=-0.0010921298928448296 8.1229920564070479e-05 4.0124802160211252e-05 -0.001359961466932193 0.0027100805663375573 0.0011951090956741107 0.0016008606042612809 -0.0032665434907894792 -0.0012796085206170694 -0.0021471891423605672 0.0001800106726657402 0.0018463074320381884 -0.002829925871021649 0.00059661616815362374 -0.0030336357498718441 -0.00010767718123243091 0.001324795109254823 -0.0013185388533705376 -0.00015993004929015328 0.0018719961863319344 -0.0020375289161152334 0.0012914948896486421 -0.0028968810263920309 0.0012143584732328475 -0.0028449833491611251 9.1898438490073251e-05 -0.0019111295683594779 0.0011224315285852428 0.0025866828599557445 0.0015172824354919973 -0.0012348449413745993
leaf_weight=15.458525856724007 3.2880464158952227 82.860141943208873 6.7329644327983251 2.065991446375846 21.177007772028446 12.623357683420183 2.7564083132892847 6.1686098035424939 3.9576945081353179 4.039743100292986 7.2488993518054512 3.116667720489203 5.5088552851229888 4.1161436326801777 2.9667202737182379 18.479766674339771 3.9819782413542262 6.7039086148142797 6.8844465985894194 4.1408458463847628 12.603105459362263 3.000143026933074 8.9041991978883797 4.1486461907625181 7.8036060407757759 3.3683456573635322 7.5112618561834097 4.1151260286569595 4.8315570354461652 4.7186225019395351
leaf_count=431 22 1221 131 6 88 45 29 57 26 43 27 48 33 59 46 86 28 38 25 45 57 43 39 34 40 29 50 14 25 35
internal_value=0.000151113 -0.000159783 -2.54009e-06 0.000105077 0.000338033 6.21576e-05 -0.00144543 0.000184817 0.000317422 -1.92738e-06 0.000200262 -0.000291992 8.92709e-05 -0.000756025 -0.00180807 0.000564582 0.000387532 0.000477673 0.000197299 0.000459811 0.000201247 -0.0010061 0.00047831 -1.30799e-05 -0.000927498 0.000848235 0.000183236 0.00139447 0.000979199 0.000157491
internal_weight=285.281 107.118 91.6591 84.9261 178.164 80.3361 6.04445 74.2916 68.123 45.9495 41.9918 23.8633 20.7466 12.5917 7.08286 97.8277 79.3479 75.3659 54.1889 44.4848 37.6004 9.70405 33.4596 20.8565 11.9523 18.1285 10.8796 8.15487 22.1735 9.55018
internal_count=2900 1789 1358 1227 1111 588 51 537 480 375 349 243 195 138 105 523 437 409 321 240 215 81 170 113 74 106 79 57 105 60
is_linear=0
shrinkage=0.00228122


Tree=333
num_leaves=31
num_cat=0
split_feature=16 0 16 20 22 21 6 0 5 22 13 18 12 23 21 2 23 0 10 15 6 15 13 13 5 5 5 5 5 8
split_gain=2.61222 2.32837 3.29432 3.22171 3.42034 3.54129 3.75129 5.67643 2.95518 2.68823 2.57313 3.01421 3.02636 3.97694 1.95242 3.07211 2.38512 3.69846 3.14767 2.28844 1.9504 1.8689 2.04911 2.99134 1.79398 1.72823 4.33181 2.14849 2.74196 2.63539
threshold=18.594956516900002 86.530713386650021 22.614947116400003 42.131954243650007 -0.071129999999999985 3.4240268213500005 16.575387281250006 85.716110573100011 23.334907547600004 -0.086894999999999986 117.50443950750001 13.740383930250003 103.44931853055 0.082975000000000021 11.133313228750003 122.26439358135001 0.094415000000000013 90.337570099350003 67.004441985200017 33.755638987250002 15.675366252400002 32.540328261750005 108.61908538635001 107.97116697695002 11.848158554650002 20.361635946650004 21.125470787600005 23.803605515150004 27.160544034850002 8.6432548896500023
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=20 3 10 25 5 -5 7 -7 -6 -9 11 -3 13 -13 15 -14 17 -17 -19 -20 21 22 23 24 -1 -2 -27 -28 29 -29
right_child=1 2 -4 4 8 6 -8 9 -10 -11 -12 12 14 -15 -16 16 -18 18 19 -21 -22 -23 -24 -25 -26 26 27 28 -30 -31
leaf_value=-0.00083073875112139341 0.0023581014550021736 0.0014908156487204321 0.0017732254051097372 0.0016875297270069105 -0.0040425108988268611 -0.0038114669587598193 0.0015419063535963918 -0.001505077862092846 -0.0003248146843155396 0.0017495130583137014 -0.0017915603018021113 0.00016079563482903221 0.0016331009516438791 -0.0041438289805943301 -0.0014542963959333598 -0.0031063593862252054 0.0012495669838794477 0.0019402136162564756 -0.0031515688442544276 0.00013041891543103275 -0.0022191370574046396 -0.0030548948952307548 0.0017165581444983633 -0.0033859788785613699 0.00019010849138362333 -0.0026129647492353905 0.001124047352773759 -0.00028747306887616996 0.0014117867039609112 -0.0037672865791385608
leaf_weight=18.501081623020582 3.8071884214878073 20.630880452692509 18.979186780750751 6.2877700179815355 3.9544301517307749 5.3643617788329747 4.2494729217141858 4.6225465405732393 3.0992943067103624 3.7237083055078966 3.9582196250557891 4.5541798844933501 16.139313593506813 2.8265708535909653 3.8643304631113997 3.7153354585170808 8.5751769226044399 4.8124392926692945 2.6378181325271726 4.9970523472875357 3.6892769280821076 1.7065724474377919 5.0609675375744692 2.2613973412662736 57.359816890675575 3.660093016922473 25.554611928761005 6.9264975562691671 5.1805609585717312 2.3749957997351885
leaf_count=767 15 88 86 33 38 85 39 34 48 16 28 23 76 30 37 25 43 23 26 38 197 66 29 34 696 22 109 64 55 30
internal_value=0.000208637 0.000411024 0.000709853 4.81676e-05 -0.000661888 -0.000153647 -0.000798237 -0.00152354 -0.00240901 -5.30317e-05 0.000446764 0.000568543 0.000203491 -0.00148773 0.000482482 0.000665576 3.4348e-05 -0.000610393 0.000134616 -0.0010035 -0.000190056 -0.000101873 -4.12893e-05 -0.000155167 -5.88574e-05 0.000516042 0.000355548 0.000626925 -0.000250284 -0.00117599
internal_weight=263.075 174.496 95.6905 78.8055 31.3016 24.2479 17.9601 13.7106 7.05372 8.34625 76.7113 72.7531 52.1222 7.38075 44.7415 40.8771 24.7378 16.1626 12.4473 7.63487 88.5791 84.8898 83.1833 78.1223 75.8609 47.5039 43.6968 40.0367 14.4821 9.30149
internal_count=2900 1111 523 588 293 207 174 135 86 50 437 409 321 53 268 231 155 112 87 64 1789 1592 1526 1497 1463 295 280 258 149 94
is_linear=0
shrinkage=0.00285066


Tree=334
num_leaves=31
num_cat=0
split_feature=9 18 15 22 10 21 21 6 17 18 15 16 13 18 17 17 17 17 9 0 22 23 18 5 21 16 22 17 7 0
split_gain=0.530781 0.572773 0.525885 2.22793 1.29139 0.615151 1.94477 2.13485 1.23509 1.13791 1.13273 1.08921 1.50358 1.46806 1.39571 1.48714 1.61088 2.12854 2.09552 1.58954 1.4208 1.40425 1.37438 2.1932 1.33345 1.30016 1.23901 1.21517 1.39882 1.2085
threshold=26.901933640100001 16.118666550000004 46.810838056050009 -0.082314999999999985 61.971648364950006 3.4703576882500005 3.8005420560000007 16.315381206250006 168.45154159730004 12.885811969150001 31.975879077800005 22.634947069650003 117.60660091645001 13.021216158500001 187.73134645290003 193.73902333365001 201.78545703200004 204.43529195140005 210.97856947250003 97.152811460000024 -0.085734999999999992 0.07968500000000002 14.504139642200002 15.755813716700002 1.8061804516000002 17.654958715000003 -0.030985000000000002 218.56744384050003 24.252468908850002 92.031298721500022
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 5 4 -4 11 7 10 9 -8 -7 12 14 -13 24 20 22 -18 26 -20 -16 -22 -17 -24 29 -21 27 28 -19 -2
right_child=2 -3 3 -5 -6 6 8 -9 -10 -11 -12 13 -14 -15 15 16 17 18 19 25 21 -23 23 -25 -26 -27 -28 -29 -30 -31
leaf_value=0.00206684045511596 -0.010024488755092145 -0.031610605872041488 0.018916395191590253 -0.027986619428863324 -0.01732515854660386 -0.024884003727933268 -0.0046417637613576698 -0.048421158005182721 0.0012215064521863479 -0.036646818870372022 0.013873050526034802 -0.0032928273189838739 -0.027392166725082066 0.01859549600897803 0.0016418635541933172 0.015149607469581836 -0.031103285877468731 0.0075005315974710418 -0.038702393592747096 -0.018467974480510154 -0.0030770610765477615 -0.037608830682144899 0.019084258601620694 -0.021603513624778227 0.02077673275839936 0.025189932761475398 0.023298208424255906 0.019610848871466274 -0.037270450148445169 0.010850313530158997
leaf_weight=0.9080162226455275 4.0748625476844627 0.98230409051757306 2.7857671733945608 2.8878691205754867 1.3706127502955494 1.3178653023205691 3.3688236612360916 1.5901311305351553 112.71175718074664 1.5001342619652858 1.5139980167150495 4.26360841654241 1.6234041373245407 8.715086908079682 3.7859081981005147 10.922874878393488 2.4312015668256199 1.3471942674368569 1.7931523118168113 1.6431199308717626 1.844463397632351 2.7271060715429485 2.1693820399814276 2.8824768508784473 6.360741428739856 1.0412104073911903 3.5039745348622127 1.6078114269766954 1.2636108319275079 7.1168135297484696
leaf_count=36 103 156 27 55 39 24 132 25 1315 85 16 36 41 64 45 63 43 11 26 56 23 42 51 47 78 9 37 31 46 138
internal_value=0.000687632 -0.0154336 0.000839878 -0.00736361 0.00696534 0.00113911 -0.000178031 -0.0200783 0.00057038 -0.0145026 -0.00416333 0.00339865 0.00161136 0.011405 0.00244448 -0.000779568 0.00234098 -0.00498648 0.000218018 -0.0164191 -0.0122074 -0.0236765 0.00905221 -0.00413127 0.00960134 -0.00153374 0.00986407 -0.00129429 -0.0141683 0.00324985
internal_weight=202.055 1.89032 200.165 7.04425 4.15638 193.121 122.003 4.42199 117.581 4.86896 2.83186 71.118 58.1393 12.9787 56.5159 38.9635 30.606 14.6313 12.2001 4.47748 8.35748 4.57157 15.9747 5.05186 17.5524 2.68433 7.72259 4.21862 2.61081 11.1917
internal_count=2900 192 2708 121 66 2587 1597 65 1532 217 40 990 890 100 849 530 420 259 216 91 110 65 161 98 319 65 125 88 57 241
is_linear=0
shrinkage=0.0305668


Tree=335
num_leaves=31
num_cat=0
split_feature=16 6 15 13 13 22 15 13 22 22 12 8 16 19 22 4 20 23 23 23 20 23 22 22 22 16 20 16 2 2
split_gain=2.4894 2.58022 2.01111 2.01167 2.95098 1.98261 1.91982 3.70504 1.85126 3.12158 2.35757 3.01266 2.31028 2.1598 2.17098 2.90135 1.83251 2.62767 3.41713 3.19747 3.00652 3.23168 2.59317 3.93578 6.42775 3.58613 5.47413 3.44664 3.41074 3.28394
threshold=18.594956516900002 15.675366252400002 32.540328261750005 108.61908538635001 107.97116697695002 -0.54972999999999994 46.810838056050009 117.61735474900001 -0.24103499999999997 -0.59511499999999995 202.12526968910001 1.3489472949000001 13.894967507500002 12.651020723000002 -0.08459499999999999 269.13081826370006 42.178283198950005 0.087725000000000011 0.070195000000000021 -0.15517999999999998 43.673409002000007 0.11467000000000002 -0.072569999999999982 -0.053019999999999991 -0.040019999999999993 22.584947186600004 38.441102963850007 18.984955604900005 148.65120700310004 185.26507771735001
decision_type=2 2 2 2 2 2 2 2 2 2 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 -3 16 -8 9 -1 12 -12 -10 -14 -15 -16 22 18 19 -18 21 -19 29 -24 -25 26 -26 -28 -29 -2
right_child=6 5 -4 -5 -6 -7 7 -9 10 -11 11 -13 13 14 15 -17 17 20 -20 -21 -22 -23 23 24 25 -27 27 28 -30 -31
leaf_value=0.00053807869425355535 0.00052303176903410156 0.0022323513485491267 -0.002983120571868138 0.0016610820797362544 -0.0032849002248592479 -0.0029603117413741888 -0.0027424382635018196 0.00067865796941130778 -0.0017903290013335498 -0.0019974305810660621 -0.0015991444114879958 0.00092765588510892972 0.00065462595285656951 0.0002921618282664232 -0.0033816233485702814 0.0020140611052996524 0.0003370757687988141 -0.0020374222044196129 0.0010161085012694137 -0.0031774102322085353 0.0013198807275627041 0.0010764927564070003 0.0022690899215712999 -0.0031297481104205433 0.001377825560815142 0.0017982769132728947 0.00079238437172555565 -0.0046867751076832059 -0.00063180923471111013 -0.0012939569580586311
leaf_weight=6.5778275914490214 44.880530392751098 0.66127358749508847 1.7755716810934234 5.2478296905755988 2.1866726931184521 3.871597323101013 4.2720954874530417 5.6444819048047066 6.9756076914491123 8.6143500332254899 4.0755191317293784 32.752681100275367 15.496149745304139 4.8949980461038587 3.9032486062496945 0.95226108282804478 5.105775669682771 11.777699215337636 24.887807119637728 3.2569351838901621 4.0874027386307707 3.2711344659328452 15.203598301857708 3.2267954163253298 12.915646182373168 19.600197901949286 3.6647599819116277 3.0665355622768402 3.316726665943861 9.2083429135382158
leaf_count=89 253 4 66 29 34 193 71 50 287 207 204 378 139 60 93 6 45 90 124 49 20 22 60 23 59 98 23 26 20 78
internal_value=0.000193874 -0.000160683 -6.16322e-05 -5.04982e-06 -0.000106214 -0.00220278 0.000389727 -0.000795162 -2.37057e-05 -0.000899619 0.000169009 0.000648033 -0.000378487 1.16019e-05 -0.00101033 -0.00232342 0.000459889 3.01835e-05 0.000501079 -0.00103167 -0.000788029 -0.00136056 0.000655494 0.00104727 0.000641599 0.000927507 0.000184278 -0.0013499 -0.00257983 0.000213699
internal_weight=275.372 97.9856 93.4527 91.6771 86.4293 4.53287 177.386 9.91658 84.2426 15.1922 69.0505 36.8282 32.2223 25.2467 9.75051 4.85551 167.47 52.3868 33.2505 8.36271 19.1362 15.0488 115.083 60.9943 45.7907 42.5639 22.9637 10.048 6.38326 54.0889
internal_count=2900 1789 1592 1526 1497 197 1111 121 1463 296 1167 582 585 298 159 99 990 350 218 94 132 112 640 309 249 226 128 69 46 331
is_linear=0
shrinkage=0.00277154


Tree=336
num_leaves=31
num_cat=0
split_feature=16 6 23 23 19 10 18 7 2 2 18 0 4 10 21 17 16 13 18 12 23 6 2 21 21 15 5 20 22 23
split_gain=1.46261 2.05225 1.9283 2.60766 2.58108 2.3234 2.85147 3.46403 2.56056 1.98499 2.36472 1.91364 2.73934 5.15132 2.60181 3.24591 2.55707 2.29667 2.63043 3.16397 3.07068 1.94441 1.87203 3.33301 2.01022 3.39223 2.12102 1.85777 1.68176 1.66571
threshold=18.594956516900002 15.675366252400002 -0.17732499999999998 -0.22831499999999999 10.250827068050002 74.986474174450009 14.873215527100003 22.372035319250003 84.67958245200002 234.61110956795002 13.622618370000001 86.530713386650021 248.34582299520005 62.041548276350007 11.790993765850002 192.34053301495001 22.614947116400003 117.50443950750001 13.740383930250003 103.44931853055 0.082975000000000021 16.375382608200002 122.26439358135001 8.9353283289500016 5.5487347714000004 38.469938489650012 21.377246852200006 38.238138001450004 -0.54972999999999994 0.088395000000000015
decision_type=2 2 2 2 2 2 2 2 2 2 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 -4 6 7 -6 -9 10 -1 12 21 14 -14 -16 17 18 -13 20 -20 -2 23 -21 25 -24 -26 -7 -3 -23
right_child=11 28 4 -5 5 27 -8 8 -10 -11 -12 16 13 -15 15 -17 -18 -19 19 22 -22 29 24 -25 26 -27 -28 -29 -30 -31
leaf_value=0.0012738135836179829 -0.0018934334486200633 0.0025069856690607636 -0.0034794739311069145 0.0027091927276707379 -0.0027146010538806882 -0.0016113613875837823 -0.0036768831414068959 -0.0027155755920739095 0.001588691711428804 0.0011787017932146353 -0.003551543620548402 0.0015729924230321853 0.00044324943411767079 -0.0038848135906598921 -0.0041980723342105713 0.0008019538495622117 0.0018400734243395848 -0.002094340328658283 -0.00020165781794103787 0.0022196619988806353 -0.004722840056363079 0.0013446870900394752 9.3029443123667717e-05 -0.0012353976170795377 -0.00045937241158394747 -0.0035007367978373864 0.0024611124499557698 0.00044407225178311129 -0.0034781653243795372 5.1532207849024878e-05
leaf_weight=1.7865830287337319 3.4456210136413565 0.59548245742917094 2.620140812941826 5.7940127342008045 4.8617074335925308 5.2917636684142044 3.8232033282984039 1.85528663638979 7.1770295309834182 6.3246116435620934 2.7518471694784239 19.353897929191589 17.348059054464109 4.861821628175675 3.3036596020683637 2.3844172116369009 16.720418475568295 3.6741392612457267 4.2247627526521674 11.995841972529886 2.5813589319586754 19.982369096949697 10.430674486793579 3.9617013204842797 5.2896182890981418 3.8304184824228278 5.3204885553568602 41.269803525530733 3.1482681317720553 22.688256323337555
leaf_count=22 25 4 251 45 122 184 101 24 68 63 126 88 150 72 53 15 86 28 23 62 30 139 67 34 40 40 25 586 193 134
internal_value=0.000180057 -0.000160493 -5.4498e-05 0.000939806 -0.000302068 -0.00017255 -0.00117914 -0.000491843 0.000704572 -3.9308e-06 -0.00165201 0.00036426 -2.21499e-05 -0.000829973 -0.000185243 -0.00210208 0.000691551 0.000419786 0.000557678 0.000145159 -0.00191641 0.000466542 0.000488821 0.00136189 -7.1348e-05 -0.000872228 0.00100512 0.00021047 -0.00252616 0.000657108
internal_weight=248.697 87.2997 83.556 16.6571 66.8989 64.2788 17.7172 13.894 9.03232 10.863 4.53843 161.398 74.0142 27.898 23.0361 5.68808 87.3833 70.6629 66.9888 47.6349 6.80612 46.1162 40.8287 15.9575 24.8712 14.2611 10.6101 46.5616 3.74375 42.6706
internal_count=2900 1789 1592 256 1336 1085 315 214 92 211 148 1111 588 290 218 68 523 437 409 321 53 298 268 96 172 107 65 770 197 273
is_linear=0
shrinkage=0.00326596


Tree=337
num_leaves=31
num_cat=0
split_feature=5 10 21 6 20 19 15 22 9 17 9 22 8 20 0 9 9 15 15 5 19 16 15 16 18 23 20 18 13 20
split_gain=0.534461 1.06741 1.52673 1.31556 1.51029 1.10654 0.858492 0.812499 0.737514 0.714473 0.646808 2.13692 1.68131 2.45253 1.84563 1.41855 1.24228 1.1641 2.30378 1.75463 2.61205 1.30089 1.23856 1.93331 3.94668 1.641 1.34928 1.31529 2.41751 1.47342
threshold=11.848158554650002 84.906884675850009 16.589865017350004 3.6650856341500009 45.027406014450008 13.051052998800001 20.203197038850004 0.68694500000000025 29.864585708250004 195.44378352670003 66.290220196950017 -0.24103499999999997 4.9461400813500012 44.758188263300006 102.84427732220001 175.23004761970003 67.971334251450017 20.609775022200004 23.900317844600004 16.579584939650001 12.651020723000002 15.444963882950001 28.566186095050004 18.684956306450005 13.954623666350001 0.10371000000000001 35.461062230100005 15.042884401850001 109.57886493895002 42.178283198950005
decision_type=2 2 2 2 2 2 2 2 2 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 6 8 -5 10 9 -1 11 -2 13 -12 15 -14 -15 -17 19 20 21 -19 25 24 -24 -20 -25 28 -28 -30
right_child=7 2 -4 4 -6 -7 -8 -9 -10 -11 12 -13 14 16 -16 17 -18 18 22 -21 -22 -23 23 26 -26 -27 27 -29 29 -31
leaf_value=-0.028928506219063715 -0.020293411862952877 -0.02828306665683257 0.020639703030061934 -0.028061322019328004 0.026229004464658819 0.004167797542238688 0.0078281381068232205 0.01791378024471213 -0.026556515593603069 0.014091753340846105 -0.029424287416396102 0.011978551841823235 0.03009383504609342 -0.024540321691918811 -0.019360459326883218 0.010640493413822902 0.008583453887564936 -0.0091549184084432998 0.010429942996510037 -0.038701632336619718 -0.028578384143786193 0.020290151398610436 0.016801269080924094 0.013664467730223647 -0.028524064282474171 -0.013297366818825372 -0.021822613240056837 0.013414361915202675 0.0029525072828953842 -0.0041444946664233968
leaf_weight=0.46416202350519398 1.834066241281106 1.4299134325701741 2.4138063560239971 1.1008475645212463 1.3130966299213467 2.0962391139473766 0.93044869834557165 2.1294507104903451 3.3962461444316432 0.78775014891289175 3.4458358421688882 10.105258202180265 1.2946752407588054 1.1131257312372325 3.2999228802509597 9.290787917096166 3.7171779060736299 2.2695650970563275 18.570906667504463 1.6370380390435455 2.7031079065054655 2.2711110496893525 2.138727292418479 6.239447481930255 4.5359701281413436 2.5023912247270337 3.7659992929548016 5.6718889260664573 67.471438818611205 32.935707699973136
leaf_count=39 67 257 33 178 10 43 19 22 181 17 259 100 8 22 106 106 65 27 159 22 64 14 20 39 122 35 62 44 464 296
internal_value=0.000636177 -0.00456278 0.0028118 -0.00620167 0.00323935 -0.0124225 -0.0116219 0.00101954 -0.0199045 -0.00185854 0.000826969 0.00702108 0.000404076 -0.0116965 0.0010052 0.00141674 0.000950201 0.00118757 0.000612467 -0.0129834 -0.00717125 0.00557263 0.00145193 0.000394403 -0.0140008 0.0076124 0.00122211 0.000515352 -0.000186957 0.000624538
internal_weight=202.876 13.9325 7.18811 4.77431 3.34439 6.7444 2.0313 188.944 4.64816 1.25191 186.814 11.9393 174.875 8.27614 166.599 163.299 4.8303 162.004 152.713 8.88082 7.24378 4.54068 143.832 122.759 6.6747 21.0733 116.084 109.845 104.173 100.407
internal_count=2900 777 497 464 207 280 197 2123 237 56 2101 167 1934 346 1588 1482 87 1474 1368 127 105 41 1241 1047 142 194 905 866 822 760
is_linear=0
shrinkage=0.0275057


Tree=338
num_leaves=31
num_cat=0
split_feature=16 6 0 4 10 21 17 16 13 18 12 23 21 2 18 3 15 7 10 15 6 15 22 23 12 13 0 7 23 15
split_gain=2.4435 2.32983 2.22052 3.02184 4.75068 2.7766 3.24911 2.55829 2.46528 3.00433 3.41704 3.17318 1.92467 2.75374 2.45766 2.70766 2.39245 1.82823 2.2028 1.78286 1.75593 1.71826 1.70509 1.6821 1.63152 3.00091 4.07466 2.82107 2.45449 1.91743
threshold=18.594956516900002 15.675366252400002 86.530713386650021 248.34582299520005 62.041548276350007 11.790993765850002 192.34053301495001 22.614947116400003 117.50443950750001 13.740383930250003 103.44931853055 0.082975000000000021 11.133313228750003 122.26439358135001 14.117867417450002 88.727183679150016 36.636904827250007 19.468732114900003 66.499011856650014 33.005488016050009 16.375382608200002 32.540328261750005 -0.54972999999999994 0.12064000000000002 207.71672397260002 108.61908538635001 95.762878606550018 26.153845577000002 -0.079549999999999996 28.321365561200004
decision_type=2 2 2 2 2 2 2 2 2 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 20 5 -5 -7 8 9 -4 11 -11 13 -12 -15 16 19 -1 -19 -16 -2 24 -3 -22 25 26 -20 -26 -28 -30
right_child=2 22 7 4 -6 6 -8 -9 -10 10 12 -13 -14 14 15 -17 -18 18 21 -21 23 -23 -24 -25 27 -27 28 -29 29 -31
leaf_value=0.0020589058808656927 -0.0014926828898500456 0.002086162916287832 0.0015597875213193768 0.00039005800351767404 -0.0032976091840995485 -0.0037339332773860365 0.00070593966063101554 0.0017173173029899767 -0.0017685945063810316 -0.0001120604674409509 0.00169405685397213 -0.0042177742391210724 -0.0014681741493652481 -0.0021374964283558486 -0.0010746430299618981 0.0017401002054701399 -0.0026662695234855897 -0.0024301144222518183 -0.0033054901116225475 0.0016509672728946101 0.00082770818813413883 -0.0031178545377260358 -0.0031163971977934187 -0.0011917208881364408 0.0011027556440378478 0.0022083567722073799 -0.0027573134096706788 -0.00061029348442101072 -0.00021513419469267414 0.0030012509164359991
leaf_weight=3.2957661270629606 3.5272916927933684 0.63848841190338124 20.210484132170677 18.734782862477012 4.985757644288241 3.4668385353870681 2.3919193055480719 17.843683503568172 3.9602857567369929 4.1513433977961531 15.194223148748277 2.647288091480732 3.7821406349539748 3.5930931977927711 3.8812298234552163 8.5556790828704816 3.0427444949746123 3.5345550612546495 4.3274217690341166 4.3938451856374741 41.226496610790491 1.5529647422954429 3.5414499198086551 3.8749045096337786 22.049870314309373 3.49972866103053 3.1480613604653547 13.19533313042484 29.880840912228461 1.6811531977727998
leaf_count=29 25 4 88 150 72 53 15 86 28 23 76 30 37 25 31 36 41 81 134 22 249 66 193 24 276 14 101 366 517 8
internal_value=0.000204079 -0.000185136 0.00041158 4.92374e-05 -0.000689327 -0.00016056 -0.00192129 0.000722114 0.000480219 0.00060845 0.000217988 -0.00171077 0.000526941 0.000722121 9.28084e-05 0.000496044 -0.000444398 -8.149e-05 -0.000166614 0.000372584 0.000498483 -6.57707e-05 -0.0023217 0.000654208 -4.83435e-06 -0.000391155 -0.000624202 0.000461413 -0.000289917 -4.38131e-05
internal_weight=259.81 90.3456 169.464 78.208 29.5793 24.5935 5.85876 91.256 73.4124 69.4521 49.2416 6.79863 42.443 38.6608 23.4666 19.8735 11.3178 86.1657 82.8699 8.27508 48.6287 79.3354 4.17994 45.1014 77.7824 42.5372 39.0375 35.2452 34.7101 31.562
internal_count=2900 1789 1111 588 290 218 68 523 437 409 321 53 268 231 155 130 94 1592 1563 53 298 1482 197 273 1416 774 760 642 626 525
is_linear=0
shrinkage=0.00293039


Tree=339
num_leaves=31
num_cat=0
split_feature=16 12 22 18 4 9 3 19 23 21 18 19 6 6 21 9 22 8 21 17 20 5 8 0 21 0 22 0 23 12
split_gain=0.548036 1.53642 1.08945 1.1293 0.998433 0.958593 0.924508 1.66123 0.906387 1.03666 0.979193 0.892704 0.875153 2.31791 1.09892 1.81108 1.40009 1.65527 1.08095 1.68547 1.31021 1.2926 1.15095 1.03382 2.08494 2.26375 1.7648 1.51416 1.91222 1.46491
threshold=13.534968349350001 176.04981466085005 -0.01762 13.849588037450003 172.73046293330003 26.901933640100001 72.760430842500014 11.450923895500003 0.076580000000000023 8.2405299936000009 18.037292123150003 11.850956171350001 13.665319288000001 13.825323026450002 5.7942671277000013 184.56123852025004 -0.22386500000000001 1.9484794260000002 2.4738339625000005 199.41622983390002 35.131296350900008 13.592434445950001 8.0437227585500022 93.972365491700018 6.9984086918000008 94.776214472700005 -0.054494999999999995 86.530713386650021 0.12064000000000002 157.43006017245003
decision_type=2 2 2 2 2 2 2 2 2 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 -4 -7 10 -10 -2 14 -14 18 16 -16 -18 19 -13 -21 -22 -20 27 25 -25 29 28 -15 -27
right_child=11 2 6 5 -6 8 -8 -9 9 -11 -12 12 13 23 15 -17 17 -19 22 20 21 -23 -24 24 -26 26 -28 -29 -30 -31
leaf_value=0.010631211054160081 0.010864613447513261 -0.02916130955457379 -0.029214529303322676 -0.028501535749468728 -0.02970038880035553 0.01479739640003447 -0.03057016204640783 0.026402736766523997 0.016355441427158449 -0.030477683782567749 -0.028233570848739332 -0.031407636945869108 0.019246488817981865 0.00027100585777248238 -0.03256443346167711 -0.024566812214398145 -0.02053119527241748 0.013903850954907076 0.014262658154765018 0.019785401299256773 0.0058545250172245223 -0.031059011364071021 -0.010030519114865898 -0.022545259218745294 -0.018625159184267381 0.0025396684708671332 0.014929666346139974 0.0049602490190931662 -0.017265711508384508 -0.024628792564488532
leaf_weight=0.57449011108838322 6.7540521710179737 0.71922626881860274 0.78334925696253532 0.55517531058285285 2.4290875908045564 6.0859526217682269 1.4478272065753115 0.84501685498980805 1.6415708741405985 0.80237041774671514 0.4823325992329045 1.6514703793218375 5.3428441006690255 59.818028450245038 0.92224011896178115 4.3154213554225862 1.4708910051267574 3.7518525624182075 5.6120235044509172 1.7460494289989581 1.6356735681183638 1.2799096917733548 2.0030993008986115 2.7770033103879603 5.9120152271352699 6.1285291872918624 6.7349030114710287 59.753681806847453 5.1084659709595135 1.9900507712736724
leaf_count=12 99 49 96 83 219 98 62 10 40 46 85 52 42 710 30 107 91 49 71 27 31 30 27 56 101 50 40 385 58 44
internal_value=0.00061931 -0.00420596 -0.000209474 0.00408643 -0.0219862 0.00658582 -0.0145747 -0.00035276 0.00874728 -0.00383551 0.0062294 0.00104686 0.000674241 0.00144313 -0.00416716 -0.0109061 -0.00131264 0.00420584 0.000893948 -0.0075239 0.000937365 -0.0103501 0.00787253 0.00080139 -0.0044863 0.00025487 0.00451758 0.00179983 -0.0011088 -0.00411995
internal_weight=201.075 16.3664 13.3628 10.2866 3.00358 9.5674 3.07619 1.62837 9.01223 2.92627 2.1239 184.708 177.954 153.566 24.3886 10.4604 6.14498 5.22274 13.9282 6.3131 4.66163 2.91558 7.61512 148.223 23.5425 17.6305 14.8535 124.68 64.9265 8.11858
internal_count=2900 800 569 401 231 352 168 106 269 171 125 2100 2001 1486 515 277 170 140 238 140 88 61 98 1444 291 190 134 1153 768 94
is_linear=0
shrinkage=0.0275125


Tree=340
num_leaves=31
num_cat=0
split_feature=16 20 2 15 15 23 23 20 6 0 10 15 16 13 3 20 20 18 15 22 15 8 18 4 21 10 0 15 22 20
split_gain=2.14122 2.54882 2.2608 2.1256 2.64822 1.79517 2.22257 2.06318 1.71621 1.62481 3.89359 3.60286 3.09268 5.11011 5.05974 4.36803 3.16769 2.58542 2.53101 2.7042 3.87664 2.48654 2.4218 3.03435 2.73907 3.26973 2.25537 2.50459 2.23254 2.14848
threshold=18.594956516900002 37.572218886150004 313.37633693555006 28.452330424200003 28.321365561200004 0.094165000000000013 0.094625000000000029 33.151194885250007 9.8952312005000014 96.249489528150022 70.284360904350009 27.122924609850003 19.214955067100004 112.82921081865001 89.227236891450005 38.175120519550006 41.792045663550006 14.073076155300003 46.574831689400007 -0.072569999999999982 33.755638987250002 9.3427090425500019 12.903279561150002 170.05002137425001 7.362244800500001 62.106071271500007 86.280686780500005 42.385947950200006 -0.095714999999999995 39.468990633150007
decision_type=2 2 2 2 2 2 2 2 2 2 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 -7 -8 -5 10 12 -12 29 15 -15 -14 18 -18 19 21 -21 22 -16 -24 25 -25 27 -22 -20 -2
right_child=9 3 -4 8 -6 6 7 -9 -10 -11 11 -13 13 14 16 -17 17 -19 28 20 26 -23 23 24 -26 -27 -28 -29 -30 -31
leaf_value=-0.0034874668634378081 0.0033369735458015633 1.8880528929759087e-05 0.0020031945577140514 0.0016903874303076309 0.0037763516316289144 0.0037769469351113735 0.0022233963299502207 -0.0036598533149412448 -0.0026995572032921075 0.0019985834859855573 0.0018526093435642828 -0.0038582188673401503 8.0647427756049605e-05 0.0024701308958836573 -0.0023237056636224544 -0.0036763530691463538 -8.9754202884699324e-05 -0.0025541845961285672 0.00086961456982570626 -0.0013174577459355151 -0.00033492225364248498 0.0025466008746876526 0.0024628878621512822 -0.0038683975547445779 0.0010790248645727442 -2.6379001999512256e-05 0.0028630197506315722 0.0024329992397528373 -0.0038822961552409632 0.00075850865897101986
leaf_weight=5.2544908793643099 5.8379817781969887 76.089300338411704 1.4518179902806867 1.114221954718231 1.9523960985243309 0.89427732303738627 0.85115793638397041 2.0911008142866194 4.7847473458386958 6.1234850343316785 1.5488748103380192 4.0594982728362083 6.8170290905982238 11.69841358810663 4.3070310745388332 5.8232924547046423 47.114976502023637 4.7562869619578114 1.850632971152663 4.1639624116942313 6.6950391419231909 4.0354532450437537 5.0276770591735866 3.6279076151549834 7.5662819705903521 5.9101776033639908 14.209094904363154 6.5766781643033028 2.1916609779000273 7.4833827475085855
leaf_count=250 24 1281 27 16 6 4 24 59 122 31 8 62 41 53 41 58 361 34 18 29 35 17 19 43 33 28 63 28 30 55
internal_value=0.000171509 -0.000211924 -0.00168831 -2.64912e-05 0.000112882 -0.00227784 -0.000621139 -0.0019579 -0.00187037 0.000387894 0.000326747 -0.00228105 0.000420685 0.000283345 0.000471737 -0.00165017 0.000273673 -0.000315728 0.000735768 0.000894713 0.00154698 0.000217399 -0.000138112 0.000287218 -0.000352301 -0.00148773 0.00198101 0.0010367 -0.00170679 0.0018885
internal_weight=261.908 94.4835 10.5428 83.9407 78.0417 9.09103 3.83654 2.94226 5.89897 167.425 161.301 5.60837 155.693 142.372 129.731 12.6403 118.033 51.8713 66.1616 62.1193 31.6448 30.4745 26.4391 22.132 17.1044 9.53809 27.4808 13.2717 4.04229 13.3214
internal_count=2900 1789 364 1425 1287 337 87 83 138 1111 1080 70 1010 931 832 99 779 395 384 336 155 181 164 123 104 71 126 63 48 79
is_linear=0
shrinkage=0.00318567


Tree=341
num_leaves=31
num_cat=0
split_feature=13 23 13 16 6 5 18 7 19 16 23 19 13 13 22 10 21 7 16 15 22 8 13 0 5 9 22 9 12 17
split_gain=0.513369 1.59158 1.10719 1.23706 1.1324 1.2372 1.05442 1.07716 1.03406 1.02999 1.49298 0.947942 0.888099 1.63333 1.16371 0.852193 0.823494 1.19065 1.09763 0.972528 0.80956 0.792046 0.759857 0.9125 2.32045 0.696076 2.17783 1.65899 1.21342 1.82324
threshold=95.99139754765001 0.079785000000000009 96.429616222950017 12.644970430600003 6.9451622726000011 13.361597395450001 14.708525021850003 21.403954852200005 12.050972309250001 16.514961380800003 0.084535000000000013 12.451004585100002 101.09946799550001 98.542744313500023 0.066885000000000014 82.204984254750016 16.589865017350004 24.575790737200006 9.4649778668000017 11.896459116400001 -0.16717499999999999 2.6479335789000005 101.53768667075001 99.378854792050006 14.232256078500003 215.80505313260002 -0.0086649999999999991 219.38617924735004 327.98456567570003 203.93111730270002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 6 -2 21 20 8 -1 -8 -6 10 -10 -3 13 -7 -15 -9 17 -17 19 -19 -5 -4 -14 25 -25 28 -27 -28 -24 -30
right_child=2 11 3 4 5 12 7 15 9 -11 -12 -13 22 14 -16 16 -18 18 -20 -21 -22 -23 23 24 -26 26 27 -29 29 -31
leaf_value=-0.019688601753962465 0.017369712766320541 -0.024594203384815806 0.0086652246756536606 0.0035814081518478879 0.021779011195793667 0.0093797512522729078 0.023683505194061063 -0.017015300586497088 0.012833363888446015 0.012670791137987986 -0.025737161028310182 0.0020203721624162375 0.013829707907247642 -0.027826990304971235 0.0017854110468296101 0.014930766693982734 0.015749379331201581 -0.023519776152290856 -0.024194287622743831 0.018068149530285196 -0.025016106250234586 -0.024892233647746464 0.00094489852644213761 0.018453879076552205 -0.026136171588325995 0.010769497091066605 0.004958324711289405 -0.02776935855162908 -0.019893504798434047 0.0043358685427260409
leaf_weight=1.1846895363414649 2.1453150152228764 2.5670845364220436 0.49314158223569338 0.8116688190493736 2.6577495262026778 1.7132326466962684 1.2330803037621061 1.2667437924537805 0.9893472753465179 3.0734200989827514 1.1832688888534901 0.99783109594136465 2.4113301653414956 2.2627224894240503 1.040032062679529 1.482569250045344 2.0859071235172451 0.44935558520955987 1.5168317269417455 0.92007349245250225 1.5397388646379102 1.6123558327089993 140.08143204858061 0.9134325105696911 1.9956037225201724 11.062179267639292 1.7501057139597826 1.5845384015701709 3.7474437286145976 3.0043368367478251
leaf_count=54 22 343 12 15 19 17 11 56 10 31 31 28 23 51 14 24 28 107 115 18 110 75 1371 8 61 104 20 20 71 31
internal_value=0.000500892 -0.00382733 0.000819664 0.000626625 0.000831119 0.00104043 0.000854996 0.00357292 0.0100039 0.00403835 -0.00817325 -0.0171447 0.000627502 -0.00897893 -0.0185021 0.00036136 0.00377153 -0.00194731 -0.010617 0.00442176 -0.0151447 -0.0170325 0.000916818 0.000727117 -0.012135 0.000959185 0.00582143 -0.010593 0.000482448 -0.00911217
internal_weight=199.777 13.7042 186.072 183.927 181.822 179.47 10.1393 8.95456 7.90379 5.24604 2.17262 3.56492 171.566 5.01599 3.30275 7.72148 6.45474 4.36883 2.88626 1.36943 2.35141 2.1055 166.55 164.139 2.90904 161.23 14.3968 3.33464 146.833 6.75178
internal_count=2900 784 2116 2094 2007 1882 413 359 91 72 41 371 1791 82 65 348 292 264 240 125 125 87 1709 1686 69 1617 144 40 1473 102
is_linear=0
shrinkage=0.0231714


Tree=342
num_leaves=31
num_cat=0
split_feature=16 6 15 13 7 20 22 8 6 21 12 3 10 0 23 4 6 0 9 12 5 7 20 5 21 9 20 5 15 13
split_gain=2.74592 2.72633 2.35958 3.90973 2.90297 2.12537 3.61124 3.90796 3.74866 3.72913 3.25947 5.77263 3.14662 4.49344 2.80057 2.52283 2.52193 3.31321 2.37902 2.32686 3.2437 4.48335 4.07052 2.28695 2.4485 2.30844 2.53309 2.75631 2.01631 2.17397
threshold=18.594956516900002 15.675366252400002 46.574831689400007 117.61735474900001 23.539316666200005 41.621607100200002 -0.072569999999999982 8.9430209551500024 15.185354803400001 0.18863712200000002 141.02784573185002 93.077108934250006 65.727424373200009 92.313586825200005 0.093675000000000022 222.56810966585002 14.855347092800002 94.964406541850011 200.63976601170003 217.21823064915003 21.377246852200006 24.472706336050003 42.737166331000005 20.717225865800003 8.0764874338000023 197.58039077460003 43.45354240915001 22.204885925350002 32.540328261750005 108.61908538635001
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 28 5 -4 -5 6 8 12 9 -2 -10 14 15 -14 -12 -8 17 -15 -13 23 -21 22 -22 24 -7 -25 27 -27 29 -1
right_child=2 -3 3 4 -6 19 7 -9 10 -11 11 18 13 16 -16 -17 -18 -19 -20 20 21 -23 -24 25 -26 26 -28 -29 -30 -31
leaf_value=-8.7341566463882938e-05 0.00059291618867830993 -0.001769174747679397 -0.0021039017321645825 -0.0013468244173815394 0.0015291080411914055 0.0018058658548771704 0.00067594039045255742 -0.0010289907140736431 0.0010202801688378015 -0.0023069523271038641 -0.00033121020903305863 -0.0033518518982712862 -0.0016532957135514282 -0.0012178174719287883 0.0019018066513150828 0.0020118170443378745 0.0017653325338366241 0.0014930046408731408 -0.000522948959973127 -0.0020999632424792756 -0.0025820255970803339 0.0015394972578172904 0.00016318452635791849 0.00037341061375090011 -9.8550759939706822e-05 -0.0035170507435483811 0.00069282812347134831 -0.0003176210706556606 -0.002330240187208637 0.0013372855861302029
leaf_weight=79.171631512930617 3.5236431490629894 4.5801350646652272 4.8826872231438738 2.6938656019046903 4.3659011907875538 8.8322508633136732 9.9242715388536471 4.3009581230580798 20.73333181720227 5.2276318687945604 6.0220744311809558 3.0780407777056089 3.8148252144455936 4.3653331808745879 4.7833600714802742 20.71860795840621 8.942704536020754 4.198088027536869 2.6053997054696083 4.6762094087898758 4.074086260050537 5.6075586751103392 6.9155565360561013 26.881574199534953 5.0290049146860829 2.4947412386536589 2.8233788963407278 2.6206818483769894 1.7934800647199143 5.4331471119076005
leaf_count=1497 26 197 76 38 18 36 45 29 98 54 31 36 26 33 15 80 31 19 16 38 41 22 48 159 35 21 14 26 66 29
internal_value=0.000178505 -0.000131148 0.000331499 -0.000604978 0.00043171 0.000396448 0.000596665 0.000966786 0.000143691 -0.00113934 0.000445343 -0.000277592 0.00113197 0.000489256 0.000657304 0.00157917 0.000956147 0.000111122 -0.00205503 0.000103835 -0.000497237 -4.56741e-05 -0.000854521 0.000366498 0.00111492 6.85652e-05 -0.000963672 -0.00187795 -4.43127e-05 4.1451e-06
internal_weight=275.114 90.9784 184.136 11.9425 7.05977 172.193 102.238 56.2648 45.9735 8.75128 37.2222 16.4889 51.9638 21.321 10.8054 30.6429 17.5061 8.56342 5.68344 69.955 21.2734 16.5972 10.9896 48.6816 13.8613 34.8204 7.9388 5.11542 86.3983 84.6048
internal_count=2900 1789 1111 132 56 979 539 263 276 80 196 98 234 109 46 125 83 52 52 440 149 111 89 291 71 220 61 47 1592 1526
is_linear=0
shrinkage=0.00217865


Tree=343
num_leaves=31
num_cat=0
split_feature=16 12 22 10 22 9 19 19 6 6 6 6 20 17 0 21 20 13 22 19 22 21 22 5 9 20 6 9 9 10
split_gain=0.47376 1.31634 0.907508 0.989655 0.905591 0.850628 0.840022 0.733538 0.755809 1.11048 0.744943 2.09361 0.954528 1.73105 1.93303 1.76747 1.45625 1.14098 1.02918 1.09172 0.934369 2.70602 1.10982 1.69238 2.04066 2.67546 1.98183 2.12695 1.51755 1.28221
threshold=13.534968349350001 176.04981466085005 -0.01762 68.214248143850014 0.28022500000000006 26.901933640100001 11.450923895500003 11.850956171350001 11.060258421150001 12.315287744750002 13.665319288000001 13.775321858200002 47.480720532750006 199.41622983390002 87.29692395375001 5.7942671277000013 49.110028829250005 96.607054459550014 0.066885000000000014 13.351077205700003 -0.50001499999999999 5.2269517379000012 -0.11600999999999999 23.334907547600004 191.40721473735002 41.468518788800004 18.885441255300005 70.238863950400017 201.44620319810005 75.465019721650009
decision_type=2 2 2 2 2 2 2 2 2 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 -4 8 -2 -10 12 -12 13 14 -9 18 -14 -18 19 -15 21 -13 23 24 -22 28 27 -25 -26 -24
right_child=7 2 6 5 -6 -7 -8 10 9 -11 11 20 16 15 -16 -17 17 -19 -20 -21 22 -23 29 26 25 -27 -28 -29 -30 -31
leaf_value=-0.03590344933172368 -0.0093576423594570954 -0.035268107735489176 -0.03547367397596897 -0.034524768095504164 0.012622809046208404 0.0099449557634091312 0.0011983029974718326 0.026588302148168635 0.030753771862949 -0.0011189136536287184 0.024605067924397279 -0.027438151390913126 0.022703428634009284 -0.021091065425722824 -0.031733528571991063 -0.020627695483083602 0.01487533296719299 -0.038392304797526526 0.023351069000505705 0.0085252317082781821 0.029770131439725039 0.015432588447165238 -0.00068491438309057132 0.0045698069866478034 -0.019054680451054205 0.021736850082034988 0.029478668816235679 -0.029738790007136622 0.0087800144682400553 0.019225388254588468
leaf_weight=2.1393088284239634 1.4185614218004037 0.64830910018645127 1.390576948761008 0.50712072593159874 0.5342330127605236 8.3649413659586553 1.3867165868869049 0.72865038271994009 3.0763430893421173 2.00837267562747 4.2751005738973609 4.2727282606065264 2.9941433402709654 2.0420528121467196 4.7479688569437712 3.8238289640285066 0.79347505746409286 1.0235948823392389 2.7662789055029862 4.2902517253533006 5.5463687516748967 2.6527091711759567 108.08908137714025 4.3897449660580588 4.6487550195306522 6.9125062115490428 1.6001412570476521 3.7028772647026926 4.0952915530651808 3.7190633886493734
leaf_count=210 43 45 130 83 21 273 38 7 22 34 33 55 24 62 161 98 27 58 29 49 29 25 1011 65 35 40 9 123 32 29
internal_value=0.000698944 -0.00500401 -0.00039447 0.00449732 -0.0262068 0.0074031 -0.0171632 0.00116393 0.0121612 0.0181646 0.000760135 0.00159982 -0.00480774 -0.00826517 -0.023974 -0.00160766 0.00841417 -0.0151315 0.00638582 -0.00102548 0.000942534 -0.011017 0.00152293 0.00711619 0.0123921 0.00623587 -0.00442482 -0.0111285 -0.00601825 -2.26399e-05
internal_weight=198.589 14.9712 12.2977 9.52037 2.67354 8.87206 2.77729 183.618 6.50328 5.08472 177.115 153.904 23.2102 18.399 5.47662 12.9224 4.81121 1.81707 9.09858 6.3323 149.629 6.92544 142.704 30.8957 21.2029 15.6566 9.69276 8.09262 8.74405 111.808
internal_count=2900 800 569 401 231 356 168 2100 99 56 2001 1486 515 406 168 238 109 85 140 111 1453 80 1373 333 136 107 197 188 67 1040
is_linear=0
shrinkage=0.0333403


Tree=344
num_leaves=31
num_cat=0
split_feature=12 22 22 0 8 8 20 5 0 20 20 15 22 20 22 23 23 15 4 13 16 6 13 20 18 3 7 5 23 23
split_gain=0.494503 1.29084 1.84803 1.14164 0.795144 1.90608 1.60532 1.77994 1.10156 0.856432 0.948343 1.2961 0.920226 2.54467 2.15515 1.79286 2.33658 2.06473 1.7775 1.73499 1.71042 2.0331 2.11492 2.55185 1.47012 3.02134 3.1812 2.2404 1.63909 1.6479
threshold=88.918697887850016 -0.10518999999999999 -0.054494999999999995 92.313586825200005 8.8430989333000021 8.7431769115000026 41.919251152600005 26.429611911700004 87.181320254150009 31.796797363700005 35.461062230100005 23.304416445750004 -0.063985 39.788107623550012 -0.055714999999999994 0.10098000000000003 0.089335000000000012 35.885292828950007 188.65000732380005 115.25151159420001 22.654947022900004 16.445384243750002 117.66037007905001 41.028010303750008 13.809421053700001 86.302194445500007 24.005763052250003 19.731257453750004 0.095645000000000022 0.077775000000000025
decision_type=2 2 2 2 2 2 2 2 2 2 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 9 7 8 -6 -2 11 -11 13 15 -14 16 17 19 -17 -12 21 24 23 -23 28 27 -27 -26 29 -16
right_child=4 2 3 -5 6 -7 -8 -9 -10 10 12 -13 14 -15 20 18 -18 -19 -20 -21 -22 22 -24 -25 25 26 -28 -29 -30 -31
leaf_value=0.0061504741297207684 -0.02348722243888561 -0.033118595761565194 -0.020198761095877701 0.0059960434213621478 -0.021554992043353212 0.016376252668494011 -0.028165338675837374 0.017207996597544115 0.0024245872849381106 -0.016959737617821852 -0.019855107667265746 0.014578999732598057 0.01802182782371714 0.00086392294355511125 0.018853049312605643 -0.00058789681344540963 0.0047100526560521659 -0.044387064239673771 -0.042946149456219766 0.016019912035313884 0.013432418094133699 0.001676861498513539 0.019177142209649389 -0.033132019202978584 0.0072902827812475349 -0.040479976774608087 -0.0024668882287736268 -0.025768157385762033 0.026068463063975242 -0.021412134140857846
leaf_weight=5.0323985212016851 1.0975150129233942 2.2065044269547798 1.9574484492186437 3.5724848305108026 2.9596208054572326 6.1818069806322447 2.0768949938938013 2.7333306670188904 2.8659286960028112 1.1536184235592353 3.40781391534256 6.9978431696072221 6.642950269393622 82.877295846061315 1.5525128655135625 1.1302798520773643 6.9937333151465282 1.6959218634292481 2.2555817406100687 1.4651034744456408 7.5395491998642674 2.6284513430437064 1.2772820056416092 4.0939183913869783 19.277877134794842 2.5949076253455123 4.7111669287551194 1.6951312157325436 3.6696250254753977 1.5376654318533836
leaf_count=53 137 30 25 36 37 43 48 22 23 87 134 53 47 1173 17 10 79 26 62 13 54 23 11 120 372 53 36 30 20 26
internal_value=0.000527672 -0.00471789 -0.0117875 -0.00327622 0.000893455 0.00134459 -0.0064224 -0.00114627 -0.00975803 0.000785805 0.000947065 0.0101155 0.000471178 -0.00112658 0.00325856 -0.0108601 -0.0063799 -0.0181872 -0.028806 -0.00906883 0.00131955 -0.000802401 -0.0133428 -0.0195217 0.00206067 -0.000700269 -0.015968 0.00461835 0.0136108 -0.00118281
internal_weight=195.882 12.7688 7.73644 5.52993 183.113 172.478 10.6358 8.55888 5.82555 166.296 165.198 8.15146 157.047 99.8257 57.221 16.9484 13.5626 6.56884 3.38586 4.87292 50.5781 43.0385 7.99965 6.72237 35.0389 28.2791 7.30607 20.973 6.7598 3.09018
internal_count=2900 144 91 61 2756 2626 130 82 60 2583 2446 140 2306 1497 809 324 252 173 72 147 762 708 154 143 554 491 89 402 63 43
is_linear=0
shrinkage=0.027569


Tree=345
num_leaves=31
num_cat=0
split_feature=16 6 5 15 9 13 13 21 12 8 22 16 19 19 19 22 22 19 7 20 22 23 13 23 23 20 17 20 6 7
split_gain=2.22322 2.60372 2.27939 1.9175 1.90229 1.902 2.87222 1.78911 1.53386 2.29217 2.64525 2.07199 2.6902 1.9608 1.72812 1.66428 2.01173 2.53348 1.65275 2.67367 2.24902 2.23159 3.26347 1.50978 2.14742 1.46098 1.53697 2.10548 1.83675 2.49943
threshold=18.594956516900002 15.675366252400002 23.803605515150004 32.540328261750005 226.28914430085004 108.61908538635001 107.97116697695002 12.260331702700002 206.66000365515004 1.3489472949000001 -0.24103499999999997 13.894967507500002 11.950964240300001 10.850875481800001 10.350835137000002 -0.030145000000000002 0.20327000000000003 11.950964240300001 24.071745547300001 40.621691032550004 0.11529000000000002 0.088005000000000014 104.51649827935002 0.08883000000000002 0.086230000000000015 37.511241581900002 199.01194954300004 44.921040431000009 16.505385645700006 23.124786352450005
decision_type=2 2 2 2 2 2 2 2 2 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 25 6 8 -3 11 -10 -11 13 -13 14 -1 -12 -17 -18 21 20 -20 22 -14 24 -21 -4 27 28 29 -27
right_child=2 7 4 -5 -6 -7 -8 -9 9 10 15 12 18 -15 -16 16 17 -19 19 23 -22 -23 -24 -25 -26 26 -28 -29 -30 -31
leaf_value=-0.0029321943781390682 0.00052082572033770923 -0.0029219918009802726 0.0010929037658211518 -0.0029144874417616957 0.0022096269771708639 0.0016188533802929026 -0.0032048900873697717 0.0019442679631884402 -0.0016275279901675069 -0.0014962630064508195 0.0013467859089800838 0.0016629518508135808 -0.0032570805058573958 -0.0031100047706831245 0.00052176955445050737 -0.0019564682297643168 -0.0019931145365721941 0.0021267752679665075 -0.0029450021316979763 -0.00076237700339969064 0.00081657194423877776 0.0021545227732456861 0.0013972582102684504 -0.0010610434262932635 0.0029721341179542986 -0.0029769725632376588 0.00049088655114814628 0.00045888839674039598 -0.00253348336672593 0.0003727062637198154
leaf_weight=1.5125193643616492 137.76538362819701 3.7614170312881461 3.9447889085859087 1.7006361158564676 2.1243522688746443 5.046585874632 2.1465245820581904 0.6558114681392907 3.7088764539221293 3.8000668566674021 19.769767652498562 5.5313582411035922 2.0377139314077812 3.5519189063925296 3.6655237472150475 2.8478443678468448 1.5804218889679758 3.6542018102481961 5.7256959450896856 2.2222952488809806 1.4781708028167484 3.621004237793386 2.4551464570686221 4.5743196252733469 2.3328159712255001 2.3584357043728286 6.3168203737586728 5.1377534214407197 7.3242888823151588 5.4546243362128735
leaf_count=138 760 184 43 66 11 29 34 13 218 107 223 47 76 160 92 74 38 27 112 38 14 25 20 45 9 60 37 41 119 40
internal_value=0.000186954 -0.000165638 0.000367734 -5.73478e-05 -0.000278013 2.44535e-06 -0.000104584 -0.00219951 -1.47374e-05 0.000394597 0.000631541 -0.000388675 -4.92385e-05 -0.00155429 -0.000487142 0.000921852 -0.00011754 0.00088291 -0.000436635 -0.000934869 -0.00217316 0.000566316 -0.000713693 4.2244e-05 0.00115018 -0.000451071 -0.000680112 -0.00104494 -0.00155536 -0.000638422
internal_weight=257.807 87.3806 170.426 82.9634 32.6611 81.2628 76.2162 4.41723 74.0697 35.3612 31.6523 38.7085 29.9785 8.72996 5.17804 27.8522 8.08247 5.23462 24.4472 16.3333 7.20387 8.11386 4.49286 9.12943 4.55511 30.5367 26.5919 20.2751 15.1373 7.81306
internal_count=2900 1789 1111 1592 351 1526 1497 197 1463 687 469 776 386 390 230 362 139 65 339 218 126 121 96 92 47 340 297 260 219 100
is_linear=0
shrinkage=0.00271873


Tree=346
num_leaves=31
num_cat=0
split_feature=19 12 2 7 18 22 2 8 9 8 8 20 17 19 12 7 18 21 7 23 16 4 22 15 10 2 6 0 20 5
split_gain=0.517318 0.592262 1.31073 2.01986 1.58784 1.41276 0.980681 1.07036 2.4261 1.29865 1.25575 1.27723 0.976829 1.06006 1.09618 0.926417 2.05509 2.04142 2.21969 2.64216 1.13087 1.07452 2.36989 3.77958 4.33846 4.11242 2.36786 2.33581 2.32379 2.15563
threshold=14.651182102100002 92.695913642950003 50.734033752200013 22.124753953150002 13.5538556217 -0.054494999999999995 71.847610775600018 8.9430209551500024 226.28914430085004 9.6424751081000029 8.7431769115000026 39.945535567850008 166.83257850275001 13.451085274650001 254.30002952885002 19.041006859700005 12.903279561150002 15.697044644950003 22.343045670750005 0.091705000000000023 22.714946882600003 241.03469907380003 -0.10098 39.283112803100003 69.563854125350005 105.39281967610002 16.555386813950005 94.047642319350018 42.406961525800007 17.501078540900004
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 -1 -4 -5 -6 -3 10 9 -9 12 -12 13 14 -8 -14 17 18 19 -17 21 22 29 24 25 -24 -23 -26 -25 -18
right_child=-2 6 3 4 5 -7 7 8 -10 -11 11 -13 15 -15 -16 16 20 -19 -20 -21 -22 26 23 28 27 -27 -28 -29 -30 -31
leaf_value=0.0060922773020567582 0.0066573749993735923 0.011804507474318039 -0.038212946604760128 0.010674850579451696 -0.028603691465426601 -0.0037118262521309703 -0.027754973937659033 -0.031474477573339946 0.01351404167250396 -0.0014964638624950404 0.023878361966291693 0.0026436575379981137 0.011832528048108953 0.0084271558613230133 0.0054452192263127709 -0.036034161761373203 -0.0021815793589192822 0.012725025938221522 -0.046165342352480321 0.010681187827642586 0.014063333235307491 -0.00087440268111835847 -0.0037610586956984015 0.023630221423106237 0.019393496447410254 -0.031885098947296645 -0.032387277679673955 -0.0024143867332474425 -0.0020686963539309853 0.015411431347583365
leaf_weight=4.952489322051405 8.0994724659249169 4.7680103201419106 1.3373748952290032 2.7216515019536001 2.1547298021032457 4.2078637744998577 2.348024884355254 2.6209813896566625 1.8444806137122212 1.3779512541368601 2.8417173922061911 4.6952870495151728 4.4069110216223626 1.2202217911835758 0.84529813239350904 1.340109524666331 6.3360302892979261 1.3695065686479209 1.5725582919549195 1.7380228524561969 3.9152258262038222 75.459236667229561 7.7138088680803794 5.4375640749931318 4.3778465134091666 5.6146079883910716 1.5202350006438781 10.271622461150399 3.6922632567584515 13.905666779726742
leaf_count=34 61 30 34 18 41 44 198 42 20 27 18 38 60 46 46 58 122 8 17 13 26 1408 49 23 44 55 29 167 29 95
internal_value=0.000472116 0.000203652 -0.00449665 -0.00952864 -0.00530576 -0.0121416 0.000625666 0.000305474 -0.0102046 -0.0211447 0.00068783 0.0106499 0.000197356 -0.011393 -0.0189666 0.000541435 0.00019652 -0.0141019 -0.0220017 -0.00965702 0.000819182 0.000433161 0.00302364 -0.000729758 -0.00528747 -0.0156083 -0.00149674 0.00410268 0.0132371 0.00990449
internal_weight=194.707 186.607 15.3741 10.4216 9.08425 6.36259 171.233 166.465 5.84341 3.99893 160.622 7.537 153.085 4.41354 3.19332 148.671 144.264 6.0202 4.65069 3.07813 138.244 134.329 57.3494 37.1077 27.9779 13.3284 76.9795 14.6495 9.12983 20.2417
internal_count=2900 2839 171 137 103 85 2668 2638 89 69 2549 56 2493 290 244 2203 2143 96 88 71 2047 2021 584 367 315 104 1437 211 52 217
is_linear=0
shrinkage=0.0249996


Tree=347
num_leaves=31
num_cat=0
split_feature=9 17 7 8 13 21 7 16 13 15 5 18 23 16 22 23 5 23 23 21 7 23 7 8 16 5 23 23 22 9
split_gain=0.485172 0.722691 0.638586 0.634334 1.57656 0.997259 1.14571 0.897216 1.35566 0.804673 1.56956 1.811 1.22176 0.92479 3.21896 1.82149 1.83839 0.895544 1.61571 1.44168 2.04042 1.22981 1.15014 2.30883 2.02051 4.60271 2.16213 1.58545 1.74378 1.59202
threshold=233.97947574895002 157.96759137085004 28.835073444300004 9.5425530862500008 119.04223755815001 1.2781961269500002 21.725272673150005 22.724946859200003 117.75715457175001 45.49682449725001 24.301614351200005 13.278511569200001 0.090390000000000012 22.624947093000003 -0.096499999999999989 0.079785000000000009 21.446355970350002 0.11467000000000002 0.11048000000000002 12.567475366050003 22.940014114900002 0.25847000000000003 22.580174331950005 8.0437227585500022 22.554947256700004 21.495293572000005 0.094415000000000013 -0.17732499999999998 -0.5775499999999999 66.290220196950017
decision_type=2 2 2 2 2 2 2 2 2 2 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 -5 -7 8 9 13 -11 -12 -13 17 -15 -16 -17 18 22 20 -19 -22 23 27 -24 -26 -27 -3 -29 -30
right_child=2 3 -4 5 -6 6 -8 -9 -10 10 11 12 -14 14 15 16 -18 19 -20 -21 21 -23 24 -25 25 26 -28 28 29 -31
leaf_value=-0.023943208897154036 -0.032510489925573448 0.0085753269136710376 0.0040806550828725429 0.024587695711219219 -0.022153677676562206 -0.019953275523505263 0.015211443877351917 0.010977163183638134 -0.021379476539880399 -0.028978628499432717 -0.028489073304751134 -0.0085574174717591347 0.016362273656217778 -0.022652021835081082 0.022901673273453136 -0.0087799212720123306 0.0098297615861058785 -0.015697316730675516 -0.019784262739896238 -0.013005682122818983 0.023009832870811636 0.00037214308437330328 0.00026144919980113497 0.01846806845074556 -0.034839260530670088 -0.011591048532765267 0.013040681253574164 0.021633859575383569 -0.0031122712235373048 -0.027612953369141751
leaf_weight=0.86016109134652552 0.7329385932534922 8.4590593493776431 0.64409921498736367 2.0287164337933055 2.1937519179191431 1.1906989342533054 1.5112996473908422 5.9203480426222077 2.036832209210842 1.8790831658989171 1.4251399466302244 2.5458361790515482 3.1814598143100739 2.6252092625945833 5.0677932538092163 5.2061017453670528 14.286191191524265 1.684869123622774 3.0520392682519732 2.1286112191155544 6.09145072911633 2.4064116235531401 83.937970319733722 6.7730259522795668 4.0503194741904727 6.0696944557130319 4.4318650215864182 1.2918263063766087 5.3456873592222074 2.9629585877410136
leaf_count=96 15 157 29 12 65 37 13 42 33 28 64 39 22 22 32 36 78 14 44 32 55 36 1467 35 36 46 23 11 127 154
internal_value=0.000461559 0.000576094 -0.0153953 0.000687223 0.000439397 0.0103816 -0.000284713 0.000710444 0.000366922 0.00062017 -0.00717311 -0.00144437 0.00528524 0.00104451 0.00556607 0.00858228 0.00485939 0.000158186 -0.000514255 0.00706071 0.0112554 0.0165993 -3.73523e-05 0.005119 -0.00133744 -0.0105601 -0.00119597 0.000112579 -0.00734402 -0.0118495
internal_weight=192.021 190.644 1.37704 189.784 185.054 4.73072 2.702 182.86 176.939 174.903 9.03152 7.15244 5.7273 165.871 27.1853 24.5601 19.4923 138.686 126.374 12.3113 10.1827 8.49786 123.322 24.8326 98.4898 14.5519 10.5016 18.0595 9.60047 8.30865
internal_count=2900 2856 44 2760 2698 62 50 2633 2591 2558 153 125 61 2405 168 146 114 2237 2100 137 105 91 2056 484 1572 105 69 449 292 281
is_linear=0
shrinkage=0.0268104


Tree=348
num_leaves=31
num_cat=0
split_feature=16 6 23 23 19 2 13 16 16 19 23 8 20 10 9 22 9 7 5 21 13 6 16 22 19 15 15 23 10 22
split_gain=3.02337 2.75143 2.30542 3.39159 3.33199 2.83112 2.89606 2.48006 4.97888 2.69979 3.67421 2.6633 2.60385 2.59092 2.46345 4.22934 3.43453 2.2018 2.0257 2.60074 2.58648 2.3137 2.174 2.48916 2.09356 1.86448 1.8597 1.81433 2.74228 1.72719
threshold=18.594956516900002 15.675366252400002 -0.17732499999999998 -0.22831499999999999 10.250827068050002 234.61110956795002 108.61908538635001 9.6249774926000011 12.644970430600003 12.651020723000002 0.083565000000000014 7.0445025401000008 38.318569170500005 81.188747081400024 205.70977008025002 0.06041500000000001 216.74970536510003 26.709562027450005 23.803605515150004 11.790993765850002 116.59305220125002 16.485385178400005 22.674946976100003 -0.063985 14.551174033150001 43.376643616500012 15.229486597800001 0.09254500000000003 71.343613407700005 -0.54972999999999994
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 3 5 -4 6 -1 -6 -9 11 -11 13 -12 26 -13 16 -16 -15 -2 20 -20 -21 23 24 -22 -24 -10 -14 -29 -3
right_child=18 29 4 -5 7 -7 -8 8 9 10 12 14 27 17 15 -17 -18 -19 19 21 22 -23 25 -25 -26 -27 -28 28 -30 -31
leaf_value=-0.0019397618623248286 0.00046193299267928054 0.0015286334773168026 -0.0023951725705214318 0.0019303238935235202 0.0014626095173393069 0.00088568777910900812 0.0025273850483583772 -0.0021748498127394616 0.0013250062384916629 -0.0021334132635525845 -0.0024942080246681117 0.0013923552805671451 0.00068613666139941219 0.0014536252745388377 -0.002708401780125051 0.0016859387754273104 0.00078867676968812875 -0.0016638410469281091 0.0013639453207986798 2.0203889212061124e-05 -0.002388150007317178 -0.0028570844944341201 -0.00074844913410264011 0.00050638427021750052 0.00055031011020653317 0.0011941487795431415 -0.0021531844099016238 0.0011578474362665863 -0.0016967934032895509 -0.0023743073305253679
leaf_weight=4.6181225748732704 140.14272330328822 0.65249452739953984 3.3695470535894847 6.5178911536931983 4.5024606226943424 7.0300442138686776 0.84832340665161599 5.9882705311756572 0.90418187528848459 5.8834221349097815 2.0915565770119455 13.662810522131624 11.186211065389218 3.8762907362543046 3.4191708303987962 3.9971378687769175 2.3332457132637501 1.5727150620659811 6.4371742485091117 2.5520872790366402 5.4064095849171299 3.0053483005613089 3.8721651881933195 3.7655662959441543 1.5379624059423802 6.59609704464674 4.7317123166285455 2.5116732949390999 4.9113462725654244 3.9468859429471186
leaf_count=145 760 4 251 45 63 63 3 228 10 125 49 79 120 37 47 22 27 56 35 27 111 51 34 38 15 40 120 19 83 193
internal_value=0.000168332 -0.000142431 -6.02803e-05 0.000630788 -0.00023562 -4.70207e-05 -0.00124652 -0.00013395 -0.000241129 -5.15517e-05 -0.000583756 0.000358574 -0.000143324 -0.000538776 0.000783437 -6.98885e-05 -0.00128995 0.000553849 0.000345047 -0.000148753 0.000130377 -0.00153578 -0.000244569 -0.000948478 -0.00173737 0.00047559 -0.00159517 0.0001209 -0.000730889 -0.00182061
internal_weight=271.871 98.5555 93.9561 19.0144 74.9418 12.4965 5.46645 71.5722 67.0697 61.0815 26.5842 34.4973 20.7008 11.0849 23.4124 9.74955 5.75242 5.44901 173.316 33.1728 27.6154 5.55744 21.1782 10.7099 6.94437 10.4683 5.63589 18.6092 7.42302 4.59938
internal_count=2900 1789 1592 256 1336 211 148 1085 1022 794 396 398 271 223 175 96 74 93 1111 351 273 78 238 164 126 74 130 222 102 197
is_linear=0
shrinkage=0.00222222


Tree=349
num_leaves=31
num_cat=0
split_feature=16 0 16 23 6 2 5 6 18 9 10 22 22 21 20 20 2 20 21 13 15 6 4 2 3 9 15 10 13 13
split_gain=2.85291 2.58858 3.20738 3.07623 2.9011 2.91141 3.33422 2.8594 2.55262 3.5665 2.78968 2.85098 4.83844 3.51774 11.1482 2.91173 2.75362 2.49899 5.82354 2.48047 3.11092 2.34278 2.17512 2.14453 2.06816 2.97103 2.05096 1.97573 1.96209 3.00807
threshold=18.594956516900002 86.530713386650021 22.614947116400003 0.12064000000000002 16.375382608200002 100.60547560250002 21.746930049350002 16.285380505300001 13.565012728250002 196.26893085885004 71.787208999250012 -0.095019999999999993 -0.065399999999999986 7.5091558130000005 38.318569170500005 42.654057868200006 101.14502893930002 42.131954243650007 2.6263314141000005 117.60660091645001 41.657300687350009 15.675366252400002 248.34582299520005 215.60007756200005 93.883646373400012 187.38923140910003 32.540328261750005 67.171126389250006 108.61908538635001 107.97116697695002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=21 3 8 4 7 24 -7 -2 -3 16 11 27 15 14 -14 -13 -10 19 -19 22 -21 26 -8 -20 -6 -26 28 -11 29 -1
right_child=1 2 -4 -5 5 6 17 -9 9 10 -12 12 13 -15 -16 -17 -18 18 23 20 -22 -23 -24 -25 25 -27 -28 -29 -30 -31
leaf_value=-4.5057676630572033e-05 5.8261794388765329e-05 0.0011561672188342945 0.0014872732354537423 -0.0015305928639461918 0.001642342591148213 -0.0021027478453386254 0.0024225540503314651 -0.0032786630920654813 -8.6735400162841342e-05 0.0016806545178462257 0.0023015903680326747 -0.002903119931646045 0.0014352347240125997 0.0016404839023137325 -0.003040637992660532 0.00010838440494509463 -0.0025350263304136627 0.0018401290618082675 -0.0022265104604562102 -0.0022028349151376378 0.00055161303045503124 -0.0018748025675793033 0.00028176450139051536 -0.0002215074465004262 0.0014946566218445331 -0.0011922828186875275 -0.0025354833210328859 -7.9047337618620497e-05 0.00136394007394388 -0.0027830409101925325
leaf_weight=81.345384563552216 3.1819048887118688 18.505749486386776 18.44428925216198 6.4541947133839122 12.437796443700792 3.9506175369024268 6.0450481474399584 2.5812881756573915 6.2347332090139371 10.100575160235161 4.027669556438922 4.82929853349924 7.7027149572968572 7.8689442798495284 5.1554115936160088 2.8236256614327431 4.3133210949599743 4.2006223592907217 6.9985378291457874 2.871912730857729 10.959900526329873 4.2410775257740161 4.6679258868098259 5.1313396012410522 4.6192394085228425 4.5173494815826416 1.8544208435341705 5.4525424465537062 5.2556482087820759 2.2896019369363776
leaf_count=1463 22 80 86 58 45 26 18 28 36 42 16 50 34 32 41 15 53 18 103 47 68 197 34 61 25 35 66 38 29 34
internal_value=0.000164983 0.000344174 0.000604881 2.76195e-05 0.000166984 0.000306142 -3.60824e-05 -0.00143632 0.000393556 0.00015235 0.000425117 0.000253087 -0.000191179 0.00039988 -0.000359348 -0.00179199 -0.00108789 0.000163662 -0.000550458 0.000638791 -2.02957e-05 -0.000163413 0.00148976 -0.00137833 0.00101719 0.000166169 -8.34288e-05 0.00106375 -3.22745e-05 -0.000120013
internal_weight=269.063 174.077 95.4589 78.6177 72.1635 66.4003 44.8259 5.76319 77.0146 58.5088 47.9608 43.9331 28.38 20.7271 12.8581 7.65292 10.5481 40.8753 16.3305 24.5448 13.8318 94.9861 10.713 12.1299 21.5744 9.13659 90.7451 15.5531 88.8906 83.635
internal_count=2900 1111 523 588 530 480 375 50 437 357 268 252 172 107 75 65 89 349 182 167 115 1789 52 164 105 60 1592 80 1526 1497
is_linear=0
shrinkage=0.00235581


Tree=350
num_leaves=31
num_cat=0
split_feature=16 20 15 13 7 15 15 20 22 22 2 9 13 16 8 10 0 0 23 18 12 21 20 10 6 0 2 18 5 8
split_gain=2.83077 2.49925 2.09829 3.5149 2.53501 1.94859 2.55968 1.93333 3.29245 3.3262 3.58751 5.68985 3.17329 3.03497 3.02678 2.53996 3.42193 2.4328 2.40943 2.30317 3.30184 2.56784 2.65208 2.16293 2.04648 3.53331 1.78354 1.74573 1.70355 3.09609
threshold=18.594956516900002 37.572218886150004 46.574831689400007 117.61735474900001 23.539316666200005 28.452330424200003 28.321365561200004 41.621607100200002 -0.072569999999999982 -0.085734999999999992 122.26439358135001 201.44620319810005 117.57433941890001 20.834951278800002 8.9430209551500024 65.630639880500027 92.313586825200005 85.968825637350008 0.09117500000000002 15.042884401850001 217.21823064915003 11.133313228750003 42.487106141350004 61.960894532450006 14.855347092800002 94.964406541850011 313.37633693555006 14.025183600500002 23.398433971250004 7.943800736700001
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 26 7 -4 -5 6 -3 8 9 10 -2 13 18 -12 15 17 -17 -10 -11 20 28 22 -22 -24 25 -18 -1 -7 -9 -30
right_child=2 5 3 4 -6 27 -8 19 14 12 11 -13 -14 -15 -16 16 24 -19 -20 -21 21 -23 23 -25 -26 -27 -28 -29 29 -31
leaf_value=-0.0018578842236093448 0.0011175511293898825 -1.0186152830778423e-05 -0.0024355917573279534 -0.0015200917219688123 0.0016669718179080637 0.00059957172229074471 0.0029682233622067779 0.0005537121310740837 0.00054921798301267729 -0.00066762269771756427 -0.00017330042132898934 0.0009625564886391536 0.00076297492043047113 -0.0036336693288604028 -0.00098096261018763213 -0.0013721694863385997 -0.0013858498862083066 0.0022150059890188242 -0.0042320489528819612 0.00191364701866439 -0.0022764168408993465 -0.0024776729518588146 0.0019329389748411487 -0.00058103004014468257 0.0019926110461920546 0.0018398497736714125 0.0012506871414153262 -0.0023865377812089554 0.00062647654749793647 -0.0027686278281850215
leaf_weight=8.2092836218653229 21.730160121805966 72.735221042530611 4.4750611782073957 2.5786888413131237 4.1930832676589489 1.8221708955243219 1.8941500149667252 38.38434574380517 7.748516162857416 2.2418702309951177 2.7476582573726755 7.7941750194877386 2.8464440628886223 3.9567692307755351 4.2099434360861769 4.4596111178398159 4.2853569872677344 20.316073402762413 2.6444925293326378 4.2144907489418975 3.3375396281480816 5.0066844485700122 3.4738367544487101 5.922456294298172 8.5454164966940862 4.4064642228186131 1.3792384546250094 4.0068518309853971 4.094150571152567 2.961508559063077
leaf_count=337 116 1281 76 38 18 28 6 194 37 18 31 42 13 30 29 29 33 85 26 22 29 51 17 39 31 19 27 110 48 40
internal_value=0.000174891 -0.000190073 0.00036101 -0.000696153 0.000453339 -4.46021e-05 6.54081e-05 0.000432927 0.000659832 0.000145958 0.000467395 -0.000507044 -0.00136 -0.00221552 0.0010784 0.00125263 0.000602701 0.00175509 -0.00259669 0.000103205 -1.75611e-05 -0.000942981 -0.000339571 0.000348392 0.00111364 0.000249473 -0.00141074 -0.00145307 0.000343738 -0.000798568
internal_weight=266.622 90.0469 176.575 11.2468 6.77177 80.4584 74.6294 165.328 97.933 43.9616 36.2288 14.4986 7.73281 6.70443 53.9714 49.7614 21.6968 28.0646 4.88636 67.395 63.1805 17.7405 12.7338 9.39629 17.2372 8.69182 9.58852 5.82902 45.44 7.05566
internal_count=2900 1789 1111 132 56 1425 1287 979 539 276 219 103 57 61 263 234 112 122 44 440 418 136 85 56 83 52 364 138 282 88
is_linear=0
shrinkage=0.00252939


Tree=351
num_leaves=31
num_cat=0
split_feature=16 6 15 13 13 15 13 7 20 20 21 3 9 6 2 5 22 8 6 12 13 9 21 14 23 22 22 16 23 2
split_gain=1.7778 2.51602 1.784 1.95483 2.49377 1.76636 3.37283 2.32247 1.62134 2.6193 3.12473 2.7313 2.57477 3.43927 2.31705 2.69793 2.24327 4.83564 3.40499 3.24631 4.44261 3.46655 2.9808 2.61295 3.02506 2.42771 4.10547 2.66538 2.42193 2.35227
threshold=18.594956516900002 15.675366252400002 32.540328261750005 108.61908538635001 107.97116697695002 46.574831689400007 117.61735474900001 23.539316666200005 42.178283198950005 43.19689381845 6.7005777103000002 93.206154924500012 192.53043113735001 16.575387281250006 182.48209946165005 21.377246852200006 -0.072569999999999982 8.9430209551500024 15.185354803400001 140.30582292865003 117.58509325145 201.44620319810005 0.18863712200000002 193.50822769395003 0.084365000000000009 -0.054494999999999995 -0.036264999999999999 22.604947139800004 0.096995000000000012 154.60082690140004
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 3 4 -1 8 -7 -8 16 11 -11 14 13 -12 -10 -16 18 23 22 -20 21 29 -2 24 -18 -25 -27 28 -28 -21
right_child=5 -3 -4 -5 -6 6 7 -9 9 10 12 -13 -14 -15 15 -17 17 -19 19 20 -22 -23 -24 25 -26 26 27 -29 -30 -31
leaf_value=-7.3520574315247849e-06 0.00065848101486831083 -0.0021976177016699051 -0.0028817850563232165 0.0016527155407556429 -0.0031324605175847213 -0.0025802149755321311 -0.0016107867175670695 0.0018286185220941608 0.0014505486070563452 0.0015932526746292531 -0.0032877748088346631 -0.0016177943517178064 0.0010575748807491903 0.00064552281064477553 -0.0025794926165747002 0.00061750829619616515 0.0012780754982207009 -0.0017295593094282613 0.0012413215117373232 0.00058089877691578349 -0.002348743115533433 0.0019577825518501102 -0.0026042188103348666 0.0027018028194743184 -0.0012411771211116238 -0.0017466126031253496 -0.00063079481425825713 0.0023420925847533582 0.0018116736886948173 -0.0024221836555173922
leaf_weight=74.117944846162573 3.305704106576739 4.1176619208417824 1.5749552217312146 5.0345952473580828 1.9126743767410506 4.2718368782661837 2.2848190227523446 3.848155789077282 6.0048786066472548 12.29741474054754 3.5420565474778396 10.968500468879936 5.2369939982891083 2.9966847710311413 3.4253702871501446 4.4078802578151226 8.1628597453236562 4.4844262208789578 21.143135160207748 4.4302184954285639 5.4865898685529819 6.5569485537707806 5.3601465430110693 10.036265581846232 6.0676294118165961 3.1626147739589205 5.9562629917636603 13.454497314989565 5.9020763896405697 3.3408651109784842
leaf_count=1463 26 197 66 29 34 76 38 18 31 61 42 99 28 34 30 21 38 38 110 19 57 30 59 39 39 22 46 62 24 24
internal_value=0.000177478 -0.000136048 -3.33279e-05 2.20126e-05 -8.59693e-05 0.000341206 -0.000736756 0.00054728 0.000413228 5.56716e-06 0.000640562 -0.000610652 -0.000354334 -0.00148516 0.000187638 -0.000780495 0.000599717 0.000964323 0.000179249 0.000504843 -0.000281014 0.000510775 -0.00135962 0.00119337 0.000203911 0.00155899 0.0011562 0.00151888 0.000584859 -0.000710156
internal_weight=252.893 86.7578 82.6402 81.0652 76.0306 166.135 10.4048 6.13297 155.73 48.8798 24.0732 24.8066 11.7757 6.53874 13.8381 7.83325 106.85 57.2266 49.6236 40.9578 19.8146 14.328 8.66585 52.7422 14.2305 38.5117 28.4755 25.3128 11.8583 7.77108
internal_count=2900 1789 1592 1526 1497 1111 132 56 979 346 165 181 104 76 82 51 633 308 325 240 130 73 85 270 77 193 154 132 70 43
is_linear=0
shrinkage=0.00270225


Tree=352
num_leaves=31
num_cat=0
split_feature=16 6 15 16 21 18 15 13 13 22 3 13 12 22 8 10 20 8 21 19 20 0 9 23 16 10 21 18 5 10
split_gain=1.9627 2.37518 2.01229 1.87821 3.39404 2.32923 1.64878 1.90095 2.41059 1.56971 1.52668 1.46717 1.41613 2.39371 2.30192 2.42819 2.04221 3.78115 2.22622 1.62243 2.98476 2.89441 1.54208 1.35768 1.56715 1.34033 2.75672 2.93659 1.69577 2.37918
threshold=18.594956516900002 15.675366252400002 45.49682449725001 22.674946976100003 15.294585115650001 13.415872650200003 32.540328261750005 108.61908538635001 107.97116697695002 -0.54972999999999994 93.431985407450014 73.376087754350024 207.71672397260002 -0.24103499999999997 1.3489472949000001 66.499011856650014 47.833738492450003 4.9461400813500012 7.080793571600001 12.751028791950002 40.823855932350007 102.65877371115 201.11092673680002 -0.15684499999999998 12.674970360400001 61.614083433650009 11.790993765850002 11.955585097900002 22.963361893800002 61.917879202350001
decision_type=2 2 2 2 2 2 2 2 2 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 25 4 10 -5 7 8 11 -3 -4 -1 16 -14 -15 -16 17 -13 19 21 -21 -19 -20 -17 -25 26 27 -2 -27 -30
right_child=2 9 3 5 -6 -7 -8 -9 -10 -11 -12 12 13 14 15 23 -18 18 22 20 -22 -23 -24 24 -26 28 -28 -29 29 -31
leaf_value=-0.0029285152503658375 0.0014444963541822085 0.0019376493305586476 -0.00090226705091825659 -0.00096111835160651122 0.0021515072972030135 0.0025320918304138074 -0.0028478796301346326 0.0016023596924015146 -0.0030821158506466138 -0.0028376909952025106 -0.0030983686396582541 -0.0026565959311411107 -0.0015167199103122706 -0.0014391931405198831 -0.0017323851462318885 0.001878357556320648 0.0011140260858107753 0.0010080768533842011 -4.2134767453224364e-05 -0.003083562880134917 0.00074935790396403305 -0.0023072438468977928 -0.002898514926936914 -0.0011959392510797633 0.0010321631774323765 0.00039507331140546095 -0.0033169988742201943 -0.001146397641365032 0.0026379346943247468 0.00063129725663775798
leaf_weight=1.2301115705631662 6.1100859306752664 0.57365131936967362 5.328764487057926 2.8041286161169401 1.8278157021850336 2.6558013334870338 1.4839497981593002 4.9440554715692988 1.8985322266817082 3.4503999082371584 3.9303087973967195 5.3141918806359163 4.1058030799031249 3.3534825353417572 2.2916257651522782 10.505518508143728 5.9295916729606679 14.834242205135533 2.3054165947251013 2.7319717211648813 3.0980157237499952 2.1550714190816498 3.2608951774891466 2.7540209547150836 12.466800631023942 118.727424335666 1.9253240325488139 6.4005813682451844 6.0399779900908497 14.028543863445519
leaf_count=145 53 4 38 34 12 10 66 29 34 193 82 262 106 133 37 72 84 115 31 54 26 99 73 88 138 663 33 87 22 77
internal_value=0.000171931 -0.000150367 0.00034029 -0.000545321 -0.00117733 0.000738038 -5.4994e-05 -5.16795e-06 -0.000106755 -0.00215694 -0.00183447 -3.27565e-05 1.46708e-05 0.000402613 0.00065381 0.000904322 -0.000332625 -0.000587168 -0.000199742 0.000169992 -0.00104677 0.000587533 -0.00171548 0.00113919 0.000629015 0.000435923 -0.000339285 0.000118969 0.000516552 0.00123523
internal_weight=258.466 88.6873 169.779 16.5468 11.0869 5.45993 84.6633 83.1793 78.2353 4.02405 9.25907 76.3368 75.1066 35.4773 31.3714 28.018 39.6294 33.6998 28.3856 22.8193 5.82999 16.9893 5.56631 25.7263 15.2208 153.232 14.436 12.5107 138.796 20.0685
internal_count=2900 1789 1111 176 132 44 1592 1526 1497 197 120 1463 1318 574 468 335 744 660 398 294 80 214 104 298 226 935 173 140 762 99
is_linear=0
shrinkage=0.00267314


Tree=353
num_leaves=31
num_cat=0
split_feature=10 19 20 18 16 15 0 9 14 21 0 6 15 18 16 9 13 5 5 16 15 7 21 9 9 0 10 2 15 13
split_gain=0.509712 0.602154 0.707751 0.564029 1.07288 1.60364 0.904208 1.37249 1.18845 1.34263 2.314 1.44296 0.801198 0.794935 0.952666 1.10721 0.908206 0.763002 1.13633 0.995731 0.958419 2.24053 1.71683 1.3543 1.28902 1.26086 3.99388 1.23612 1.15472 1.56456
threshold=90.988176966900014 10.850875481800001 48.315732392000008 17.327266398450003 17.654958715000003 23.214301336750001 98.327667663000014 210.70699256735003 170.27070910270004 5.977284140550001 103.82556453975 5.3251244207000008 24.673905035600004 17.484317143600006 9.744977212000002 210.70699256735003 96.84095031690002 11.976288766350002 16.222050829800004 15.644963415300001 23.516184833950003 24.176224535650004 12.151864830850002 201.2906445504 66.290220196950017 96.055920542800024 71.090898343450007 45.36220315740001 28.566186095050004 112.82921081865001
decision_type=2 2 2 2 2 2 2 2 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 13 17 8 -8 11 -11 -10 -9 -5 -15 16 -16 -1 19 -19 21 22 23 24 -20 26 28 -26 -22 -30
right_child=1 2 -4 4 -6 -7 7 12 9 10 -12 -13 -14 14 15 -17 -18 18 20 -21 25 -23 -24 -25 27 -27 -28 -29 29 -31
leaf_value=-0.014735189166558598 -0.028444089885103659 -0.028373193641694206 0.02328625134860119 0.023890734036909698 0.029910678407686464 -0.031361250319938389 -0.031235664858193443 -0.032758535809563186 -0.028891049314195342 -0.023171411916985716 0.006782943220225995 0.011984750376564893 -0.0031533471955468213 0.019192145796584573 -0.012419640570151399 -0.030877283119466237 0.023351342787479395 0.020706987322283533 -0.00042883816478838884 -0.00087968675625753432 0.0092496596759601146 -0.036946294962390637 0.015458501847433994 0.026941763709012679 0.031252724793668453 0.011267480833703618 -0.024162236408077638 -0.029066455508274521 -0.0074842460939238305 0.0020594698940963399
leaf_weight=2.3124692322453475 1.0039296266913869 0.33484712714562181 0.52712251245975494 1.8051427667960505 1.4013122171163557 0.90065369196236122 1.0105958939530015 1.9823558535426848 0.73698454466648211 3.9727567705558613 3.9923467927146703 7.0037620498333126 1.0960620488040147 1.6893287322018293 1.1648761965334422 0.99810362700372923 1.0349362008273599 4.2536991126835337 3.3789156186394376 2.6953396573662758 14.015064959414302 1.6271331747993816 3.1091655280906707 0.73282149620354164 0.28478577733039889 9.5114119164645654 4.773927711416035 3.3255227396730334 15.266724102664737 101.05190864065662
leaf_count=113 249 64 6 21 8 22 26 63 93 121 108 126 26 23 50 39 9 28 65 35 199 23 48 6 1 82 103 177 171 795
internal_value=0.000636822 -0.0138174 0.00321824 0.000775039 0.00757116 0.00344835 0.000446637 -0.00516752 -0.00202765 -0.000148253 -0.0081574 0.00809303 -0.0222177 0.00813299 0.00231274 -0.00660396 0.00440938 0.00111474 0.00133819 0.0123341 0.00085174 -0.00654339 -0.00197608 -0.00899585 -0.0127639 0.0014888 0.000800393 -0.0243084 0.00171474 0.000806865
internal_weight=196.994 1.8659 0.86197 195.128 8.99435 7.59304 186.134 19.7949 16.7164 15.7059 7.9651 7.74075 3.07842 6.69239 4.88724 3.19792 2.19981 166.339 164.026 6.94904 157.077 12.4583 10.8312 7.72205 6.98922 144.619 135.108 3.61031 130.334 116.319
internal_count=2900 319 70 2581 172 164 2409 563 474 448 229 219 89 142 121 98 59 1846 1733 63 1670 320 297 249 243 1350 1268 178 1165 966
is_linear=0
shrinkage=0.0277871


Tree=354
num_leaves=31
num_cat=0
split_feature=16 6 0 4 10 16 0 21 13 18 9 10 7 7 6 22 22 20 21 22 0 23 23 19 16 16 19 23 20 9
split_gain=1.68271 2.29521 1.71899 2.47931 4.71723 2.47367 2.31895 2.92607 2.08596 2.27377 3.04963 2.21129 2.05626 2.03635 2.00766 1.85755 4.027 3.05896 5.59164 1.74781 1.65512 1.63873 2.40573 2.36429 1.90625 4.00097 2.69396 3.43084 2.30019 1.97052
threshold=18.594956516900002 15.675366252400002 86.530713386650021 248.34582299520005 62.041548276350007 22.614947116400003 86.280686780500005 11.790993765850002 117.50443950750001 13.740383930250003 196.26893085885004 71.787208999250012 23.9444576715 23.399310583750005 16.375382608200002 -0.095019999999999993 -0.060760000000000002 39.211875820650008 7.5091558130000005 -0.083330000000000001 91.144107538500023 -0.17732499999999998 -0.22831499999999999 10.250827068050002 9.6249774926000011 12.644970430600003 12.651020723000002 0.083565000000000014 38.318569170500005 59.469124515800011
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 21 3 14 6 8 7 -5 9 -4 12 15 -11 -9 -2 20 19 -18 -19 -17 -12 22 -1 -23 -25 -26 29 -28 -29 -27
right_child=2 -3 5 4 -6 -7 -8 13 -10 10 11 -13 -14 -15 -16 16 17 18 -20 -21 -22 23 -24 24 25 26 27 28 -30 -31
leaf_value=-5.0045788989119846e-05 -0.0020068644850996776 -0.0028201968878235808 0.0015604819938022266 0.00013781265471731252 -0.0038770609667130441 0.0018815443652947163 0.002305171481158442 -0.0043215781727800641 -0.0020418518076295248 -0.00057422502776114726 0.0023890799208932359 0.0031888173443331905 -0.0041759372326678184 0.00061555698680141691 0.00069416094250105678 -0.001052491396707544 0.001905970610871336 -0.0041583017991671132 0.0017045331097110439 -0.0047831985864925236 -0.00017111685501354132 -0.0036018829376267989 0.0027300033813462709 0.0022578670287856295 -0.0033009565765853453 -0.0011393234293585316 -0.0033295499750076911 -0.0037434406842296875 0.0001615247578008329 0.0010185381007942055
leaf_weight=10.339142685174009 3.3672782965004435 3.6117467738222322 18.836933244019747 14.0268732700497 4.655387967824935 16.636960029602051 3.6384238731116048 3.3677056846208862 3.6452391631901255 6.1777391768991929 7.3905704617500252 3.372641794383525 2.5308010494336486 1.3159358780831096 41.90956493653357 3.3175295479595661 9.1563547626137822 3.4226110838353625 3.9909387975931168 2.4897208157926789 4.665408993139863 2.3866326983552417 5.3497475697658947 3.4096340478863558 4.7229479026282197 5.9677901404211324 5.2213064602110562 1.9045387627556944 16.59696852741763 24.350219160318375
leaf_count=211 25 197 88 137 72 86 16 56 28 38 35 16 43 9 273 26 45 30 19 31 38 251 45 63 228 178 125 49 222 220
internal_value=0.000189506 -0.000195771 0.000394107 1.192e-05 -0.000795159 0.000716703 -0.000153184 -0.000631233 0.000435827 0.00057403 0.000174546 0.000588131 -0.00162092 -0.00293442 0.000493283 0.0003334 -0.000240349 0.000604842 -0.00100216 -0.00265194 0.00139834 -7.76539e-05 0.000897922 -0.000314731 -0.000188548 -0.000330496 -7.08895e-05 -0.000920351 -0.000240451 0.000593785
internal_weight=241.775 83.8607 157.915 72.2812 27.0043 85.6334 22.3489 18.7105 68.9965 65.3512 46.5143 37.8058 8.70854 4.68364 45.2768 34.4331 22.3772 16.5699 7.41355 5.80725 12.056 80.2489 15.6889 64.56 62.1734 58.7638 54.0408 23.7228 18.5015 30.318
internal_count=2900 1789 1111 588 290 523 218 202 437 409 321 240 81 65 298 224 151 94 49 57 73 1592 256 1336 1085 1022 794 396 271 398
is_linear=0
shrinkage=0.00336544


Tree=355
num_leaves=31
num_cat=0
split_feature=16 20 15 15 5 13 21 16 18 12 15 16 6 8 16 20 5 13 10 13 21 7 22 3 20 21 0 7 5 2
split_gain=3.72699 3.5677 2.54962 2.28224 2.23554 2.05746 1.97027 2.39696 2.27057 1.95793 3.40578 3.05422 2.36558 2.25114 1.90703 3.28914 1.74701 1.67808 2.46289 1.86854 2.04102 2.02078 2.04074 1.72588 1.8006 1.64681 2.40096 1.57719 2.80108 1.52561
threshold=18.594956516900002 38.238138001450004 28.452330424200003 28.321365561200004 23.803605515150004 116.59305220125002 2.1194692063500002 22.694946929300002 13.622618370000001 139.31809447045003 24.673905035600004 14.034967180100002 13.665319288000001 5.9453602998000008 22.594947163200004 41.24714903835001 15.299679811400003 102.76362357825002 68.579878449600017 95.870416931800023 16.589865017350004 21.403954852200005 -0.088514999999999996 72.760430842500014 42.508878681700004 12.953111773950001 85.716110573100011 24.176224535650004 15.210950700600003 313.37633693555006
decision_type=2 2 2 2 2 2 2 2 2 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 9 -2 -6 7 -7 14 10 11 -3 17 -13 15 -8 -4 18 -11 20 21 -20 -23 24 -24 26 -14 -15 -29 -1
right_child=4 2 16 -5 5 6 8 -9 -10 12 -12 13 25 27 -16 -17 -18 -19 19 -21 -22 22 23 -25 -26 -27 -28 28 -30 -31
leaf_value=-0.0014558372156313751 0.0005011762977845031 -0.0025154662100647734 0.0011222315007109532 0.0025348583194933611 0.00088245271818999189 -0.0012596234806609337 0.0023841153719814864 0.0012342247681901698 0.0003674404648776717 -0.00251285657897392 -0.0028893151271482775 -0.0020131572032078401 -0.0013826902528001584 0.0019019760972545493 -0.0020823689918174461 -0.001735715389867483 -0.0019101429373334755 -0.0016065550372247708 0.0018197193155371023 0.00068178519953091714 0.00091614781793907603 -0.0021415047737389798 -0.0023584064078856974 -0.002470849278819561 0.0010874503416391759 0.0021222250206294861 0.0010592303359737987 0.0013811244095897506 -0.0014091716903228467 0.00082649214404762524
leaf_weight=12.556443782174027 144.6736080693081 2.3211670734453973 1.1563936602324236 1.9037295319139946 7.5184287196025243 2.8457585442811268 1.5328376088291422 5.8404804840683937 5.0016329474747172 1.7073667258955527 2.7035120078362516 1.8306802269071329 2.534642254002395 3.4424211587756854 7.6540031312033534 2.5838985405862331 5.1173517107963562 3.0680171176791182 1.3158758990466619 20.298510974738747 4.8187875370495012 5.080697759054595 0.93936739303172068 1.3285013530403373 3.7919608361553401 4.5129208997823289 9.4595126071944815 3.7927347347140312 3.3761069551110268 1.6444858445320267
leaf_count=395 760 86 14 6 49 48 7 30 33 43 48 70 75 11 123 61 117 59 14 221 48 236 61 42 80 22 53 24 28 36
internal_value=0.000188968 -0.000158182 1.54815e-05 0.00012509 0.000381842 -0.000141692 -0.000444142 0.000417198 -0.00089022 6.49824e-05 -0.000590122 -0.000169079 0.000259396 0.000268662 -0.00142463 -0.000201726 -0.00135121 -1.94937e-05 0.000104462 0.000223395 -0.000315218 -0.000791575 -0.00110001 -0.0002268 0.000403303 0.000974892 0.000543196 0.000662327 6.70574e-05 -0.00119154
internal_weight=276.352 98.7012 84.5003 78.2265 177.651 32.977 25.4586 8.68624 16.7724 76.3228 17.4666 14.7631 58.8562 12.4419 11.7707 4.11674 6.27375 42.3491 39.2811 37.5737 17.2752 12.4564 11.1405 6.05983 4.73133 16.5071 11.9942 10.6113 7.16884 14.2009
internal_count=2900 1789 1358 1227 1111 351 302 78 224 1221 267 219 954 133 191 68 131 804 745 702 481 433 419 183 141 150 128 63 52 431
is_linear=0
shrinkage=0.00222816


Tree=356
num_leaves=31
num_cat=0
split_feature=16 6 15 13 13 20 22 6 22 8 2 9 20 18 7 13 0 18 22 17 17 20 7 22 21 10 8 6 22 21
split_gain=2.83708 2.48603 1.95899 2.13384 2.9867 1.81345 2.5237 3.32686 3.04223 2.92873 2.51414 4.24585 2.82707 2.22356 2.52315 2.22263 2.10479 4.38123 2.28413 2.45405 3.29325 2.87847 2.85021 2.29602 3.10514 3.41928 3.04666 2.60911 2.54845 2.22603
threshold=18.594956516900002 15.675366252400002 32.540328261750005 108.61908538635001 107.97116697695002 41.621607100200002 -0.071129999999999985 14.785345457250001 -0.085734999999999992 8.9430209551500024 122.26439358135001 201.44620319810005 35.461062230100005 15.042884401850001 24.955394454050005 117.57433941890001 89.057864029250013 13.987466292050001 0.0023400000000000005 199.88268747760003 195.76335783930003 42.178283198950005 23.368583030350006 -0.082314999999999985 11.790993765850002 61.950140699950005 8.3434888241000014 16.435384010100005 -0.12350999999999999 8.0764874338000023
decision_type=2 2 2 2 2 2 2 2 2 2 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 -2 10 -8 -9 12 -12 14 16 -10 17 18 19 20 21 -7 23 24 25 -23 -26 -25 -27 -18
right_child=5 -3 -4 -5 -6 13 9 8 15 -11 11 -13 -14 -15 -16 -17 29 -19 -20 -21 -22 22 -24 27 26 28 -28 -29 -30 -31
leaf_value=-4.7891462146719635e-05 -0.0023412956036451059 -0.0021125729223602486 -0.0028433314111344274 0.0015929791218771924 -0.003147467082450792 0.001528110107768303 0.0012183103680343443 0.0013429848033147283 -0.0023009247559213136 -0.0010898175337270743 0.0010800231582917788 0.0014102279899748267 -0.0024884810754739863 0.0019416343341273816 -0.0024670191843796717 0.00050337167151731394 0.0020828052051157595 -0.0033206522168096821 -0.0020471698471471304 0.0023521113559859604 -0.0020609481758214394 0.0017344754584980619 0.0016971147490505423 6.6082551043128369e-06 -0.0037202882342595224 0.0015888377847123566 0.00095038333155056094 -0.0036253381490987894 -0.0019374001509126332 -0.0004416632882877214
leaf_weight=80.988765543326735 3.3847299776971331 4.4052366435062131 1.7550769690424193 5.3235238287597886 2.2254721596837035 9.5600025076419097 47.179208805784583 19.490675303153694 4.5330698229372484 4.1686392128467551 2.165341471321879 6.742008414119482 5.4145922958850861 4.1759521886706343 2.8653349839150897 3.4815473407506943 6.5757778100669366 2.8687952123582354 3.4248316809535018 3.3805317552760235 4.7329152449965468 7.5857430091127735 4.8815223276615134 2.4942825464531877 2.7243055058643213 2.0623165462166044 1.5136673590168355 3.079493944067508 4.6423212597146657 3.8634388335049152
leaf_count=1463 55 197 66 29 34 47 245 100 32 32 20 36 49 22 21 19 30 28 54 15 40 49 23 16 38 10 17 38 45 30
internal_value=0.000188618 -0.000176346 -8.18811e-05 -2.71411e-05 -0.000130786 0.000395584 0.000630505 0.00017574 0.000379423 0.00103093 0.000726 -0.000113652 -0.00146908 7.35112e-05 -4.42332e-05 -0.00108274 6.52809e-05 -0.000148281 3.34392e-05 0.000186165 1.69728e-05 0.000272128 -0.000142146 -0.000514661 -6.78258e-05 0.000520626 -0.00205207 -0.00200003 -0.000852745 0.00114853
internal_weight=261.689 94.6981 90.2928 88.5378 83.2142 166.991 96.5598 45.212 41.8272 51.3478 33.8126 14.3219 7.57993 70.4312 66.2553 8.01462 63.3899 52.9507 50.0819 46.6571 43.2766 38.5437 28.9837 24.1021 18.5284 14.2904 4.23797 5.57378 6.70464 10.4392
internal_count=2900 1789 1592 1526 1497 1111 588 311 256 277 205 105 69 523 501 51 480 420 392 338 323 283 236 213 159 104 55 54 55 60
is_linear=0
shrinkage=0.00263956


Tree=357
num_leaves=31
num_cat=0
split_feature=13 23 18 7 0 10 7 21 0 3 2 17 18 19 18 18 18 4 19 9 0 9 5 7 2 15 13 21 22 20
split_gain=1.45702 2.46113 1.47743 1.58503 1.43423 2.14409 3.2016 2.6235 2.09547 2.96844 5.02182 2.31875 1.70971 1.99469 1.76377 2.49391 2.20697 1.49729 1.34382 1.32029 2.63346 2.67967 1.96352 2.71055 2.64621 2.03537 1.3134 1.68462 1.63368 1.82367
threshold=95.99139754765001 0.079785000000000009 14.708525021850003 21.403954852200005 85.716110573100011 62.00390986255001 19.617375644250004 15.440607301650003 85.807518149550006 93.58791597905001 86.011634045550025 192.84209122775002 13.278511569200001 14.351157895250003 13.064341268650002 13.216310940950001 12.918470885650002 390.96858665540009 12.451004585100002 186.14781787895004 76.591483678350016 71.82068887245002 30.133297129900004 22.446731871300006 136.00952513250002 44.34858359035001 96.429616222950017 16.589865017350004 -0.068524999999999989 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=1 2 -1 -4 5 17 -7 -8 -6 12 -11 -12 13 14 16 -16 -10 19 -3 20 21 -2 23 -21 -25 -26 -14 28 29 -28
right_child=4 18 3 -5 8 6 7 -9 9 10 11 -13 26 -15 15 -17 -18 -19 -20 22 -22 -23 -24 24 25 -27 27 -29 -30 -31
leaf_value=-0.0034823606857927896 0.00096521915735821859 -0.0041883222734167324 0.0040630016964580519 -4.2224762425986929e-05 0.0022675266700865645 0.0035883554667727733 -0.00442108632235129 0.0026700708206159776 -0.00057399389726519299 0.0018211966984334781 -0.006202987379898584 -0.00064945197027238858 0.002973859723819897 0.0029744894818690241 -0.003433868264807639 0.0016880314641226706 0.0036018872575011968 -0.0035292158733136758 0.00041510929414776424 -0.0039497604953123398 0.0026606177816193189 -0.0041167678339353482 0.0026748021094490978 0.0031865258327041799 -0.0050573676193963997 0.0001345232380547592 -0.0010399564582220808 -0.0024114245358151177 0.00081563822564579994 0.00032036367394253383
leaf_weight=1.5866709086112702 5.1763901794329339 3.9920066585182203 1.6505615664646018 10.539986691088414 9.1942836195230466 1.1965595670044411 5.3226621041540056 0.92996169067919243 3.4182666242122668 3.335811495780943 3.3752649510279298 1.7231770530343054 2.7713742963969699 8.4221219271421415 3.1176313534379005 2.6845394596457481 4.3823677524924278 1.6519515896216024 1.2677607759833334 3.7712603053078038 7.785271848551929 2.2624345137737691 2.343576978892087 2.7076569721102715 1.701141709461808 3.5090565891005099 20.42455852846615 3.4775257746223351 59.89045532559976 55.827792130876333
leaf_count=54 66 343 11 348 41 8 134 9 25 14 45 17 21 36 28 15 23 30 28 43 48 152 13 11 21 37 240 62 493 484
internal_value=0.000221935 -0.000811984 5.34089e-05 0.00051361 0.000311238 -0.000373311 -0.00224927 -0.00336641 0.000455476 0.00035909 -0.00189474 -0.004326 0.000474707 0.00148469 0.000562294 -0.00106408 0.001772 7.88053e-05 -0.00307876 0.000282528 0.00107698 -0.00058041 -0.000579376 -0.00123181 6.27404e-05 -0.00156064 0.000318483 0.000265776 0.00033416 -4.40046e-05
internal_weight=239.44 19.037 13.7772 12.1905 220.403 38.3579 7.44918 6.25262 182.045 172.851 8.43425 5.09844 164.417 22.0249 13.6028 5.80217 7.80063 30.9087 5.25977 29.2568 15.2241 7.43882 14.0327 11.6891 7.91786 5.2102 142.392 139.62 136.143 76.2524
internal_count=2900 784 413 359 2116 572 151 143 1544 1503 76 62 1427 127 91 43 48 421 371 391 266 218 125 112 69 58 1300 1279 1217 724
is_linear=0
shrinkage=0.00389531


Tree=358
num_leaves=31
num_cat=0
split_feature=13 8 23 9 0 3 3 20 10 7 21 13 16 3 20 16 17 10 13 16 9 13 16 3 13 3 17 9 16 16
split_gain=1.96228 2.63241 1.65725 1.55161 1.50173 2.06011 3.02517 4.79845 1.90171 3.46636 2.44524 1.75923 4.76454 2.84457 2.22916 2.96553 3.47973 3.92413 2.56196 2.53157 2.62006 1.90939 2.8358 2.05777 1.80869 3.57852 3.20271 2.10941 2.10539 2.67261
threshold=95.870416931800023 2.9476996444500005 0.079785000000000009 38.136666659400014 85.716110573100011 93.770731131900007 93.58791597905001 39.091773401050006 62.00390986255001 19.617375644250004 15.440607301650003 112.82921081865001 19.974953289850003 89.227236891450005 41.24714903835001 22.644947046300004 195.44378352670003 62.084563606450011 115.02030419500001 22.584947186600004 205.70977008025002 109.72404167800001 19.214955067100004 86.130133125200004 109.34496908160001 84.146051024900018 191.19232825540004 183.38674815750002 18.714956236300004 15.919962772200003
decision_type=2 2 2 2 2 2 2 2 2 2 2 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 11 -8 -5 -10 -11 12 21 -13 18 16 17 -16 -15 -18 -21 22 24 -23 25 27 -27 -6 29 -29
right_child=3 -3 -4 4 5 -7 7 -9 9 10 -12 13 -14 14 15 -17 19 -19 -20 20 -22 23 -24 -25 -26 26 -28 28 -30 -31
leaf_value=0.00037630967818484321 -0.0025701009804335873 -0.0030368120733197698 -0.0027442424731065579 0.00011570864310851392 0.0025728880441108271 0.0019916297881812182 0.0038391434095759081 -0.0031398946542240684 0.0031952767164837052 -0.00378731353562627 0.0022312287121207209 0.0025363471805501152 -0.0031817259802369752 -0.00034712968493571096 -0.0018497402947316251 0.0019744052186228007 -0.003669498255377982 0.0019853990883621458 0.0018595756105684554 -0.002531724837879324 0.0017096985344453729 0.0035332610166087836 -0.0029620227224007624 0.0005389081807208718 0.0021741053423439153 -3.5927607373209151e-05 -0.0032839904839969867 0.0006937866991663052 0.002787948412305992 -0.0012611449802753826
leaf_weight=13.071704291738572 2.1735758134163907 4.752934315823949 2.3880405722884452 31.581778329564258 5.610540594905614 10.18367495946586 1.4565759450197209 5.916983219794929 1.3544091507792462 5.3224346358329058 0.94277961924672116 10.583982482552527 4.7754157250747076 8.5504929050803202 4.888103028759363 7.0148398391902438 5.3306761011481267 8.9816594496369344 23.12115354090929 3.6286194212734699 3.2989208325743675 4.3238961827009899 3.3220522087067357 7.3540952429175377 5.5912121329456559 8.9745766040869039 6.0162760000675908 26.744388504419476 3.7567065414041272 12.028614224866031
leaf_count=326 76 260 187 421 40 47 6 64 8 134 9 54 48 46 37 37 44 38 115 26 15 17 37 39 26 136 134 263 21 189
internal_value=0.000232679 -0.000794953 -0.000105717 0.000325895 0.000354422 0.0004865 0.000397005 -0.00176125 -0.000256934 -0.00180146 -0.00288165 0.000494104 0.00016471 0.000880724 0.000610367 -1.40851e-05 -0.000547955 0.000633786 0.00126382 -0.00188506 -0.000511943 0.000355587 0.000146159 0.0016476 0.000296409 0.000130111 -0.00133947 0.000587738 0.000325856 8.73049e-05
internal_weight=243.041 20.2127 15.4597 222.828 220.655 181.453 171.27 7.37356 39.2014 7.61962 6.26521 163.896 88.4978 75.3984 64.8145 33.1428 26.128 13.8698 31.6716 12.2582 6.92754 83.7224 72.0444 11.678 68.7223 63.1311 14.9909 48.1402 42.5297 38.773
internal_count=2900 773 513 2127 2051 1479 1432 70 572 151 143 1362 950 412 358 197 160 75 161 85 41 902 846 56 809 783 270 513 473 452
is_linear=0
shrinkage=0.00344448


Tree=359
num_leaves=31
num_cat=0
split_feature=13 8 23 22 18 18 7 23 7 10 6 8 21 17 16 23 23 21 20 20 20 18 9 4 17 8 21 9 3 3
split_gain=0.58948 1.47444 1.08445 1.00605 0.957685 0.915742 0.903671 0.913383 0.849228 1.05946 0.694678 0.684821 1.20493 0.682829 0.662388 0.657778 1.1005 1.19659 0.726152 0.693681 2.05717 3.04466 1.77857 2.25842 1.34555 1.23571 2.26215 2.06588 1.77507 2.84201
threshold=95.870416931800023 2.9476996444500005 0.079785000000000009 0.20981000000000005 17.327266398450003 14.708525021850003 26.752366550650006 0.081550000000000025 21.943165609950004 82.204984254750016 5.3251244207000008 1.7486353823000003 17.650944895250003 215.30533467345003 15.259964315550002 -0.27223499999999995 -0.54481999999999997 1.1877328917500003 48.919835655300012 43.19689381845 42.718072821900002 13.197799034350002 201.63419974125003 371.16724128940001 166.83257850275001 4.9461400813500012 12.749485150050001 187.70546222865002 93.770731131900007 93.249170254600017
decision_type=2 2 2 2 2 2 2 2 2 2 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 -3 6 -1 10 -8 -7 -10 -2 12 -11 -6 -4 16 18 -18 -12 20 25 -22 -23 -24 -21 26 -17 28 29 -27
right_child=4 3 14 -5 13 8 7 -9 9 11 15 -13 -14 -15 -16 19 17 -19 -20 24 21 22 23 -25 -26 27 -28 -29 -30 -31
leaf_value=-0.025295455302322526 -0.022235559555219244 -0.03395029338652357 -0.034149997201897007 0.016350431539553262 0.029575115753559641 0.032716278759528164 0.0025643389809857208 -0.03586668926679628 -0.022646239452813029 -0.015946794883195534 -0.011545504776957786 0.024942729574062593 0.021206279542964862 0.0056501106038170509 0.022846385466930599 -0.034442660746336631 0.0043764480257349261 -0.039520800881055217 0.027927088199321742 -0.018852023026003101 -0.044747369189936166 0.0093371916911512837 -0.036863888710298193 0.010027392133782169 0.0080471441679519588 0.016385408736130199 0.030309719982221796 0.0008501349081526373 0.024057440635593313 -0.021106228403796889
leaf_weight=0.97227613115683098 1.3002929080976162 2.4915234765503551 1.3012611271697085 0.49616018158849318 2.038810718804597 1.2138611041009406 1.2056430543307208 1.3802699525840578 1.3108569316100327 1.9559334735968152 0.9693055434618143 1.9604599692393092 1.6959649771451948 3.1735492488369346 0.25351320847403247 2.2706944303354244 1.0195375813636922 1.7645053893793372 0.97058150917291641 2.078130311449061 2.3707274815533301 5.0081272907555086 2.7460257513448596 1.7499113800004122 28.115166276693344 6.0102549092844146 0.74582524923607696 111.53966492856853 7.9362345542758694 3.2371518183499575
leaf_count=33 107 244 180 16 17 11 18 41 53 183 45 27 19 37 7 145 24 53 5 72 58 41 34 12 271 42 5 1033 42 25
internal_value=0.000903691 -0.00556815 4.31473e-05 -0.0255969 0.00137458 0.00429299 0.000985008 -0.0179488 0.00782843 0.00346479 0.00125727 0.00956344 0.00130733 0.0150084 -0.0248565 0.00142837 -0.0104486 -0.0234453 0.00820377 0.00175118 0.000816759 -0.0120427 -0.00388468 -0.0186128 0.00619574 0.00197588 -0.0184328 0.00245415 0.0128658 0.00326107
internal_weight=201.282 13.6518 10.6641 2.98768 187.63 9.10935 182.418 2.58591 8.13708 6.92322 179.832 5.61236 3.6519 5.21236 1.55477 178.532 4.72393 2.78404 1.93989 173.808 143.615 11.8748 9.50406 4.49594 30.1933 131.74 3.01652 128.723 17.1836 9.24741
internal_count=2900 773 513 260 2127 326 2073 59 293 282 2014 229 202 54 187 1907 127 77 50 1780 1437 145 87 46 343 1292 150 1142 109 67
is_linear=0
shrinkage=0.0322582


Tree=360
num_leaves=31
num_cat=0
split_feature=16 20 15 0 4 10 16 17 17 21 9 0 21 13 18 9 7 10 22 22 20 21 0 15 17 7 23 6 6 21
split_gain=2.52674 2.62 2.14226 1.86217 3.22407 4.98664 2.65886 2.52289 3.03523 3.21148 2.68722 2.43343 3.04114 2.36488 2.80265 2.87341 2.5662 2.55323 2.04691 4.62393 2.98786 6.55438 2.05638 2.03553 1.97858 1.87432 1.78832 1.63462 1.57811 1.50832
threshold=18.594956516900002 38.238138001450004 30.046989284200006 86.530713386650021 248.34582299520005 62.041548276350007 22.614947116400003 188.16174763880002 186.34046889365004 13.147788141900001 195.39349636155001 86.280686780500005 11.790993765850002 117.50443950750001 13.740383930250003 196.26893085885004 23.9444576715 71.787208999250012 -0.095019999999999993 -0.060760000000000002 39.468990633150007 7.5091558130000005 91.144107538500023 47.90801194005001 203.08534335880003 23.368583030350006 0.088395000000000015 16.515385879350003 14.855347092800002 3.2821610579500002
decision_type=2 2 2 2 2 2 2 2 2 2 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 7 11 13 8 -2 -10 27 12 23 14 -5 16 -16 18 22 24 28 -22 -17 -6 -20 -14 -12 -9 -21 -3
right_child=3 2 -4 6 5 -7 -8 10 9 -11 26 -13 25 -15 15 17 -18 -19 19 20 21 -23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.0012797460612912204 0.0004358281605097294 0.00064553868792132849 -0.0019945942855415142 0.0013012521171502883 0.00050132462213169256 -0.0029532736425731381 0.0014882822760760419 0.00095746791987270843 -0.0031999732231709844 0.00041828031127086156 0.0010196255497188517 0.00174375924641024 -0.0032734839359127347 -0.0015513925092840387 -0.00023810359897224277 0.0018594583481955263 -0.003191911638150028 0.0024899838335586465 -0.0036891759083031292 0.00018916115863235186 -0.0034533950472861821 0.0014302409018387857 -0.00019226692752274553 -0.002064437950721709 -0.00081134714577173412 0.00018097866282704785 -0.0015863583210978108 0.0026114593962551108 0.0022006137810674088 -0.00014825297168682459
leaf_weight=12.124647389398886 18.17812438681722 22.222753461683169 3.3771421872079364 20.131312347948551 12.452735478058466 4.947552098426967 17.778662338852882 9.3095671851187998 3.6246067620813838 2.8744117617607117 3.509991204366087 3.7985756359994403 3.4266653396189204 3.894367352128028 6.4272283688187581 8.2032558247446961 2.742201722227037 3.6895045936107627 2.7474255654960862 4.3806418478489011 3.2746077924966803 3.9773817397654057 5.226302867755293 2.4120934493839732 3.6163060674443841 1.4654094111174343 3.3762221969664097 6.7260788083076468 6.0963438153266907 52.839038394857198
leaf_count=431 151 285 101 88 101 72 86 45 29 11 16 16 55 28 38 35 43 16 30 26 28 17 38 36 27 10 25 21 23 972
internal_value=0.000170491 -0.000173805 -2.85478e-06 0.000355773 5.98055e-05 -0.000620157 0.000600104 0.000466978 -0.000100246 -0.00159968 0.00107764 -0.000130113 -0.000490395 0.000387884 0.000494989 0.000172822 -0.00112147 0.000460796 0.000261269 -0.000184511 0.00048646 -0.000774946 0.001061 8.49822e-05 -0.0020538 -0.00223871 -0.000258055 0.00165123 0.00135958 8.67566e-05
internal_weight=258.851 90.5636 78.4389 168.288 76.102 28.503 92.1855 47.599 24.6771 6.49902 22.9219 23.5555 19.7569 74.4069 70.5125 50.3812 9.16943 41.2118 37.5223 24.0927 17.729 7.25199 13.4296 14.8648 6.36373 4.89207 6.88621 16.0356 10.477 75.0618
internal_count=2900 1789 1358 1111 588 290 523 298 191 40 107 218 202 437 409 321 81 240 224 151 94 45 73 137 57 65 41 66 49 1257
is_linear=0
shrinkage=0.00255639


Tree=361
num_leaves=31
num_cat=0
split_feature=16 19 10 17 2 22 6 21 20 20 18 15 14 21 18 21 8 9 9 21 21 0 5 2 19 22 22 22 21 0
split_gain=0.557697 1.3742 1.33374 0.998947 0.813553 0.735181 0.809944 1.51429 0.782709 2.07507 2.51829 1.94618 1.74379 1.52637 1.57692 1.539 1.32619 1.89516 1.69251 1.49867 1.58546 1.27362 2.8591 1.79662 1.33121 1.30669 1.26929 1.8819 2.5357 2.26881
threshold=11.934972090850001 10.650859343850001 90.740838818900016 237.45530840880002 166.57119979220002 0.68694500000000025 4.9151148409000003 20.770927814650005 43.19689381845 42.718072821900002 13.197799034350002 39.283112803100003 180.00312032845002 6.655069997600001 15.064837217800003 6.415941214150001 4.9461400813500012 187.70546222865002 60.983947735000008 9.6758169699000014 15.440607301650003 85.716110573100011 27.955576342550007 103.01387310010001 14.351157895250003 -0.037524999999999996 0.23643500000000003 -0.072569999999999982 15.205825075850003 85.807518149550006
decision_type=2 2 2 2 2 2 2 2 2 2 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 7 -2 9 16 -11 12 -12 15 -15 -10 18 19 -8 -18 -21 22 23 -19 -25 -26 27 29 -29 -23
right_child=5 3 -4 -5 -6 -7 8 -9 13 10 11 -13 -14 14 -16 -17 17 21 -20 20 -22 26 -24 24 25 -27 -28 28 -30 -31
leaf_value=-0.022520770619697685 -0.030882363967552669 -0.031899766737623965 -0.030666847799524263 0.010935164311023501 0.012007739302823858 0.017108698441572652 0.0091552485720309881 0.019051866565923004 0.0078765251820306602 -0.040256784509794849 0.012829003033254235 0.0082055564209374959 -0.028040245400800117 -0.0043294615472685783 0.018975728441028149 0.032769190528286266 0.017383484795552205 -0.047295554717787125 -0.03157423299664263 -0.013689975246914819 0.016258614922620769 0.022012227786786537 0.014684285468954839 0.011359455195907059 -0.038806149788447902 -0.0020175182040208547 -0.012936354595302789 0.0080179919749617089 -0.022835909552595401 -0.0032838116233742838
leaf_weight=0.70336219505406727 1.7917919186293141 2.368529689178104 0.97143774494179513 0.61300458677578706 4.6161141313496046 2.5450062854215494 1.4775232996325933 0.77953929733484972 12.604923124075865 2.2360123418038702 1.2322154454886893 4.9437109180726111 3.8559516384266317 15.653486615745352 3.1134649068117133 2.6968287024646989 11.376824878621848 1.7029309126082788 2.3866948266513646 3.6385401841253033 2.7961307428777218 3.379828903824083 2.9216709239408374 1.5443133302032945 1.8908573715016244 1.5895399432629349 5.3100499258143818 45.300096577266238 2.5147639485076061 51.423581138718873
leaf_count=69 204 176 238 32 94 29 30 14 135 62 10 35 59 225 33 10 78 27 184 30 14 15 24 17 30 18 74 366 23 545
internal_value=0.0007938 -0.0063688 0.00155747 -0.0230929 0.00744224 0.00114206 0.000926098 -0.015744 0.00115706 0.000236098 -0.0115556 -0.00515834 -0.0181428 0.00525306 -0.000463096 0.0122637 0.00127492 0.00176799 -0.0160009 0.0108592 -0.000676074 0.000390795 -0.0100193 -0.0207476 -0.0117502 -0.0220043 0.00132151 0.00205929 0.00639527 -0.00172376
internal_weight=199.979 9.27245 6.29091 2.98153 5.31948 190.706 188.161 2.57133 185.59 151.521 12.2679 10.0319 5.08817 34.0687 18.767 15.3018 139.253 135.389 3.86422 17.8115 6.43467 117.578 9.64931 6.72764 5.02471 3.4804 107.928 102.618 47.8149 54.8034
internal_count=2900 609 401 208 163 2291 2262 218 2044 1641 166 104 69 403 258 145 1475 1261 214 122 44 1139 116 92 65 48 1023 949 389 560
is_linear=0
shrinkage=0.0299074


Tree=362
num_leaves=31
num_cat=0
split_feature=16 6 5 7 9 10 15 13 13 6 12 9 10 13 10 17 17 21 6 6 5 20 23 5 20 9 22 10 19 16
split_gain=3.2341 2.91026 2.37658 2.28038 2.23619 2.16956 2.14613 2.02321 2.96472 2.02325 3.03461 3.22055 2.94242 2.23311 1.96532 1.82765 2.11314 2.26296 2.25664 1.78502 1.78127 3.34211 1.88156 4.05628 2.00023 1.86645 2.37853 1.77043 1.82172 1.96762
threshold=18.594956516900002 15.675366252400002 23.721757872050002 19.468732114900003 226.28914430085004 65.555363052850012 32.540328261750005 108.61908538635001 107.97116697695002 13.665319288000001 211.56805207830004 206.08249486475003 76.919475570250015 103.58091484995002 68.214248143850014 197.05557773135004 174.35320691475002 3.4240268213500005 16.575387281250006 16.455384477450004 10.293758831600002 44.710446918150005 -0.21013499999999999 14.624842172000003 36.735256530150004 40.406378633400003 -0.156745 83.715897724050009 11.950964240300001 16.514961380800003
decision_type=2 2 2 2 2 2 2 2 2 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 15 -5 7 8 9 13 11 -11 -13 14 -7 16 17 -4 -19 -17 21 -16 -22 24 -24 26 -23 28 -26 -30
right_child=2 -3 4 5 -6 6 -8 -9 -10 10 -12 12 -14 -15 20 19 -18 18 -20 -21 22 25 23 -25 27 -27 -28 -29 29 -31
leaf_value=0.0018276198523569454 0.00053504937093207326 -0.0020447527974689185 0.0016306904268027606 -0.0027699575422377347 0.0020915090688941275 -0.0027947398544674981 -0.0026499475590486209 0.0015147746909325126 -0.0029202094990430239 0.00083638029717718202 0.0021108567060383341 -0.0032860400229700166 0.00052430789524408059 -0.0020364261662783965 -0.002325846273935543 -0.00060916283888069495 -0.0012661942933671082 -0.0031840897798337043 0.00025783021691804615 0.0015663079046522193 0.0014313223072895483 0.00055061449370291617 -0.0026719418306996698 -0.0017566868722182008 0.0017569424879980155 0.0018438309733556002 -0.0022141276815440042 -0.0011231927542495906 -0.0009891318672924183 0.0012608031914482902
leaf_weight=3.7055418842937788 145.06571424566209 4.7494729831814757 3.9952958915382641 1.8731379825621832 2.4706358835101119 1.6506020752713073 1.9431389654055227 4.852598760277032 2.238892249763011 9.8797741346061247 5.8971471749246112 2.7708869241178027 2.2149534337222576 4.0981609281152478 5.3847366967238477 4.1429110243916494 14.98824027366936 1.6824428569525478 3.7045808034017682 5.1247111223638058 6.6186689021997145 4.7850251239724457 1.1648518303409279 6.3923676437698296 8.5907857902348095 2.6636395696550608 3.1239744331687671 2.9529515758622429 4.5069595733657462 4.9579914063215256
leaf_count=29 753 197 25 58 11 38 66 22 34 61 32 37 18 74 384 29 195 24 49 25 58 96 46 121 60 24 146 90 54 44
internal_value=0.000199769 -0.000163365 0.000394222 -6.65195e-05 -0.000171545 -0.000145773 -8.90705e-05 -3.03515e-05 -0.000124201 -4.35872e-05 0.000614916 2.14805e-05 -0.0015933 -0.000283914 -0.00014787 -0.000337761 -0.000692017 0.000225232 -0.00081713 0.000593806 -6.24427e-05 -0.00074542 0.00024731 -2.70234e-05 0.000471618 5.95052e-05 -0.000541431 0.000645916 0.000935248 0.000189444
internal_weight=278.191 97.0163 181.175 92.2668 36.1088 88.5612 86.6881 84.745 79.8924 77.6535 20.7628 14.8656 4.98584 56.8907 52.7926 33.6382 24.3706 9.38232 5.38702 9.26762 51.142 15.9574 35.1846 28.5659 22.1735 10.5726 7.909 21.0087 18.0557 9.46495
internal_count=2900 1789 1111 1592 358 1563 1505 1439 1417 1383 148 116 55 1235 1161 347 293 98 73 54 1123 650 473 415 294 266 242 248 158 98
is_linear=0
shrinkage=0.00246454


Tree=363
num_leaves=31
num_cat=0
split_feature=15 22 7 13 16 3 13 20 14 17 17 23 9 4 20 18 4 3 15 15 13 13 0 15 21 6 17 22 18 16
split_gain=0.613918 2.10646 1.37463 0.649707 3.11613 2.62784 2.1707 2.1916 2.19107 1.6231 2.18397 1.53893 1.41513 3.13084 3.86049 2.52458 2.38931 1.43671 1.36109 1.34452 1.38179 2.25183 1.9345 1.59358 1.43918 1.31804 2.57022 1.90223 1.95716 1.79824
threshold=46.810838056050009 -0.082314999999999985 23.539316666200005 112.82921081865001 19.974953289850003 89.227236891450005 113.92610173585001 41.792045663550006 384.93581166080008 184.59783591905003 182.28951942140003 0.25847000000000003 191.07475275385002 277.00048312305006 38.441102963850007 13.258783262950002 232.62504358260003 93.394346993650018 34.098324821200009 38.567335632300008 109.34496908160001 108.84491586935002 92.313586825200005 28.566186095050004 1.0000000180025095e-35 16.015374196650004 195.76335783930003 -0.058529999999999992 13.057710350500001 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=3 2 -2 4 11 -5 -7 9 25 10 18 19 -11 14 -14 -16 -17 -15 -8 20 21 -1 -22 -24 -25 -9 27 29 -29 -27
right_child=1 -3 -4 5 -6 6 7 8 -10 12 -12 -13 13 17 15 16 -18 -19 -20 -21 22 -23 23 24 -26 26 -28 28 -30 -31
leaf_value=0.00031161587668359335 -0.014623122163222273 -0.023142222080768684 0.01607397738064165 0.016140673157856673 -0.022709354044932649 -0.020876757325331698 -0.0085253551117594265 0.010813203699689697 -0.025768062364416065 0.015419387769527275 -0.020980501344831672 -0.028935674301996273 0.017941342048949614 0.021417790029259427 0.0052444024485969057 -0.03555249140543424 -0.0066763357107493485 0.001048128235964795 0.016294838029958215 -0.025563550873612517 -0.011494985485764882 -0.029743864590286915 0.024066714471120899 0.016389286258239662 -0.004166677940598479 0.011167237790797886 -0.018598264241147796 0.0021552326313917444 -0.034192389584018497 -0.0033850077556059886
leaf_weight=65.961256935348501 1.5119365984573958 3.0207180646248153 2.7041909284889698 8.437459744513033 4.0627360939979544 2.8919178906944571 2.6692085858667252 5.3318687509745351 2.5482704325113437 11.408430277369915 3.3204661402851343 1.1731583980726998 4.6298133060336175 7.770790867507456 4.757426066324113 3.2346463836729527 4.6334085538983345 3.2705855928361416 3.2656555129215121 1.2672746069729317 2.8463051780127016 1.699826224008574 4.6858926936984053 4.2956220209598523 4.7876248620450497 10.334050424629821 5.7852785773575297 1.9516185932443542 1.9878556532785294 12.440140701364724
leaf_count=1628 48 55 18 53 48 43 76 27 33 64 27 39 23 46 29 25 30 28 20 36 56 46 24 21 29 97 55 62 26 88
internal_value=0.000663028 -0.00670848 0.00506576 0.000941674 -0.000640007 0.00236798 0.00110803 0.00181968 -0.00262701 0.00548699 -0.00423623 0.000393954 0.00775349 0.00466282 -0.00219753 -0.00958253 -0.0185476 0.0153841 0.00513194 0.000796184 0.00119256 -0.000443458 0.00785471 0.0118546 0.00555459 -0.00106823 -0.00301753 0.000356727 -0.0161857 0.00321824
internal_weight=198.685 7.23685 4.21613 191.449 90.7797 100.669 92.2314 89.3395 40.3791 48.9604 9.25533 86.717 39.7051 28.2967 17.2553 12.6255 7.86805 11.0414 5.93486 85.5438 84.2765 67.6611 16.6154 13.7691 9.08325 37.8308 32.4989 26.7137 3.93947 22.7742
internal_count=2900 121 66 2779 1927 852 799 756 388 368 123 1879 245 181 107 84 55 74 96 1840 1804 1674 130 74 50 355 328 273 88 185
is_linear=0
shrinkage=0.025783


Tree=364
num_leaves=31
num_cat=0
split_feature=5 5 5 23 4 2 23 6 20 20 22 23 13 20 8 14 6 13 3 21 22 7 4 0 9 16 20 22 6 18
split_gain=2.75394 1.94428 2.51134 2.1419 2.5973 2.96323 2.38769 2.62066 2.36687 2.19192 1.65743 1.86212 2.753 1.61604 1.56232 2.2798 3.80513 2.12403 4.3644 2.59699 2.31252 2.46233 3.0638 2.72401 2.63768 2.16734 2.16368 3.51806 1.9809 6.32521
threshold=11.848158554650002 23.606333875400001 23.151456684850004 0.099425000000000027 225.05241822990004 323.30468295165002 0.10872000000000002 17.405406674550004 48.315732392000008 43.542456167850005 -0.54972999999999994 0.087405000000000024 117.68187774410002 40.742467179200005 8.8430989333000021 168.39662374755002 16.355382140900002 109.41218053485001 84.968719212850019 16.464809133250004 0.06041500000000001 24.052187734100006 190.68865001715002 103.44649194340002 198.12670160920004 14.034967180100002 40.621691032550004 -0.13978499999999996 16.455384477450004 13.303774303900001
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=13 2 14 4 -3 8 -5 -8 9 10 -6 -12 -13 -1 17 -16 -17 18 20 -20 21 -2 24 -24 -23 -22 -19 -28 -29 -30
right_child=1 3 -4 6 5 -7 7 -9 -10 -11 11 12 -14 -15 15 16 -18 26 19 -21 25 22 23 -25 -26 -27 27 28 29 -31
leaf_value=-0.0021328194010195168 0.0010422134639049359 -0.0020397534298385324 0.0014300048144700863 0.0016146363848643052 0.0028385626253890524 -0.0026951471893704236 -0.0030705949059013455 0.0013720061144417439 0.0016263338494083433 -0.0028521090207751835 0.00038976911535242546 -0.002971568002251246 0.00043201937949867062 -0.00035565359601695291 0.00073275685057849174 0.00072214601749662525 -0.0034765529908179697 0.0009730569585885264 -0.0021501516079822898 0.0013229242303609819 -0.00097526007410186737 0.00095875742004703456 0.00019886594006953597 -0.0027826243983969778 -0.0029048399998039373 0.0017002780361581567 0.0018084220626042485 0.00040576143979453958 0.0003684133714751789 -0.0026206948491566151
leaf_weight=3.8657909405883428 11.004434742499141 5.886989773483946 12.766137588769196 6.8613896565511805 1.1604327838867963 2.6900288746692231 1.7463393788784745 1.5738610830157993 4.8536678552627555 1.9248713036067773 10.350232931785294 3.1362364538945249 2.808211874216795 18.248123729601502 4.0258939657360298 2.2986385961994529 3.2457997221499681 45.593747153878212 7.9526952668093127 1.6148056276142595 2.3153238259255877 1.4634505584835995 29.704465127550069 2.0417708838358513 4.4556315876543522 10.216508684679864 7.8337725810706607 31.280104342848063 13.655615352094175 6.521220799535512
leaf_count=292 94 184 66 44 4 47 30 11 25 52 123 53 21 485 21 14 35 225 163 15 52 9 334 64 66 66 30 159 64 52
internal_value=0.000176967 0.000254352 0.000358862 -0.000226942 -0.0005374 -0.000208904 0.000773523 -0.000964687 6.70789e-05 -0.000323433 -4.45815e-05 -0.000249906 -0.00136368 -0.000666325 0.000285036 -0.000697389 -0.00173584 0.000338562 4.303e-06 -0.00156396 0.000249467 3.18251e-06 -0.000300385 7.11029e-06 -0.00194959 0.00120596 0.000564098 0.000249614 1.23024e-05 -0.000597676
internal_weight=263.096 240.982 197.99 42.9923 32.8107 26.9237 10.1816 3.3202 24.2337 19.38 17.4551 16.2947 5.94445 22.1139 185.224 9.57033 5.54444 175.654 70.7691 9.5675 61.2016 48.6698 37.6653 31.7462 5.91908 12.5318 104.884 59.2907 51.4569 20.1768
internal_count=2900 2123 1529 594 509 325 85 41 278 253 201 197 74 777 1463 70 49 1393 863 178 685 567 473 398 75 118 530 305 275 116
is_linear=0
shrinkage=0.00249688


Tree=365
num_leaves=31
num_cat=0
split_feature=2 18 10 7 21 14 3 17 17 13 18 16 19 13 6 9 9 5 18 8 4 20 12 2 16 9 9 15 6 15
split_gain=0.554485 2.27224 2.19409 1.3239 0.937739 0.792281 0.926934 0.735725 1.24292 0.984979 0.968929 1.36752 1.27408 1.14398 1.15179 0.785528 1.61983 1.46375 1.89179 1.16084 1.88002 1.33824 0.776992 1.16398 0.813671 1.32633 1.20642 1.12921 1.13947 2.37948
threshold=325.75432260090003 13.954623666350001 64.434276012450013 22.426784932800004 16.589865017350004 414.62864134155001 66.243608334250013 208.12573104970002 242.64190980425005 98.741690215100007 17.327266398450003 18.764956119400004 12.851036860900001 108.61908538635001 16.015374196650004 215.80505313260002 219.38617924735004 26.429611911700004 14.682853263650001 8.8430989333000021 197.66210197150005 39.945535567850008 327.98456567570003 297.58713971970008 11.934972090850001 34.331904962550006 209.18175024895001 17.512831095650004 14.835346625500001 37.128521979500007
decision_type=2 2 2 2 2 2 2 2 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 -5 6 -1 15 9 -9 11 12 -11 -13 -15 19 -17 18 -18 22 21 -21 23 24 25 -8 -27 -26 29 -29
right_child=1 2 3 4 -6 -7 7 8 -10 10 -12 13 -14 14 -16 16 17 -19 -20 20 -22 -23 -24 -25 27 26 -28 28 -30 -31
leaf_value=-0.024547750664791288 -0.038195439569514128 0.019663037985071543 0.018610135141258796 -0.031433839456561398 0.0041668342922632634 0.020340718059928441 0.020399728721400254 -0.03374789134512745 0.019300371170302411 0.0050071593978510791 0.016606450151820273 0.018776428838637598 -0.034821434803693263 -0.026087793167955731 0.0050668265955069345 0.021873298886560349 -0.043711564424642829 0.019623495912579253 0.0030219399628446299 0.0098084331082424585 -0.038870091079548377 -0.021895377752301978 -0.016861951952812568 0.022013687254876489 0.016863768907069667 -0.033036352551789661 0.019086617549747258 -0.0014264937501202073 0.003352270112326341 -0.041734775656546236
leaf_weight=1.3809145002742287 1.7974321714136738 3.4172005644068104 1.0006219488568602 2.6986230073380288 0.98576777172274876 2.0794310645433134 0.89518074598163311 1.3655052008107293 1.7619907108601172 1.0814371844753607 1.6354144066572178 2.0527133448049426 2.8475287640467286 2.1374135538935661 2.5272290334105492 5.476506114471702 1.3114080182276668 1.9952258970588443 2.3781440668972209 3.4872918464243403 1.7828111860435454 2.0707676443271339 2.1535059639718375 2.7928837374784043 4.8386729565681881 2.3004745849175383 0.53391096903942514 38.548809744650498 96.054306973819621 1.4841794478707004
leaf_count=212 49 27 11 124 20 61 28 82 31 16 16 16 77 23 19 54 18 17 51 24 33 34 31 32 98 186 16 604 859 31
internal_value=0.00078441 -0.00642043 0.00062868 -0.0132548 -0.0219088 0.00116588 0.000950231 0.0011421 -0.00539094 -0.00857883 -0.00578049 -0.00921941 -0.0238587 -0.000656917 -0.00920872 0.00174095 0.00974847 -0.00193214 -0.0135889 0.00117148 -0.0109569 -0.00200346 0.00176661 0.00203869 0.00165303 -0.0127487 -0.023218 0.00203417 0.00150689 -0.00292088
internal_weight=196.873 9.89965 8.10221 4.68501 3.68439 186.974 184.894 183.513 15.4092 13.6472 12.2817 10.6463 3.92897 6.71736 4.66464 168.104 11.1613 5.68478 3.68955 156.943 7.34087 5.55806 149.602 147.448 144.656 3.72957 2.83439 140.926 136.087 40.033
internal_count=2900 231 182 155 144 2669 2608 2396 280 249 167 151 93 58 42 2116 140 86 69 1976 91 58 1885 1854 1822 230 202 1592 1494 635
is_linear=0
shrinkage=0.0312387


Tree=366
num_leaves=31
num_cat=0
split_feature=13 21 6 0 10 7 21 4 13 16 3 20 22 21 21 22 22 13 16 3 13 13 15 5 16 16 9 7 17 23
split_gain=3.62463 2.76613 2.57887 2.68688 2.40918 3.76525 2.61781 2.40231 2.18675 4.63217 3.47031 2.77795 4.84037 3.56773 3.13198 2.80233 2.94107 2.49031 3.8603 2.31969 2.18163 3.30944 3.24443 3.16024 2.77474 2.61305 3.70525 4.59101 4.23758 1.93887
threshold=95.870416931800023 16.589865017350004 5.1551204485500008 85.716110573100011 62.00390986255001 19.617375644250004 15.440607301650003 310.49012963040008 112.82921081865001 19.974953289850003 89.227236891450005 41.621607100200002 -0.024989999999999998 5.2269517379000012 3.0760100505500003 -0.072569999999999982 -0.085734999999999992 109.72404167800001 19.214955067100004 93.620177476600006 109.34496908160001 107.97116697695002 29.049007317550004 17.608325347600005 18.714956236300004 15.919962772200003 191.87997069285004 22.372035319250003 234.67375690460003 -0.12059499999999999
decision_type=2 2 2 2 2 2 2 2 2 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 -4 -6 -7 -1 9 17 -10 15 13 14 -13 16 -12 18 20 -17 21 24 23 -23 25 -5 27 -27 -28 -9
right_child=2 -3 3 8 5 6 -8 29 10 -11 11 12 -14 -15 -16 19 -18 -19 -20 -21 -22 22 -24 -25 -26 26 28 -29 -30 -31
leaf_value=-0.0022253970941365458 -0.0021931887219464436 0.00065685940897703364 3.8978853116983285e-05 0.00048648707372966578 0.0019362451277826654 -0.0023741034918738804 0.001156311461789644 0.00033514936746189378 0.0016124345504118622 -0.0018380358196260895 0.0005684941712242389 0.00012836945627562558 -0.0018872714316045894 0.00075910934916752562 -0.0022266152150481008 0.0014548845201574178 -0.0013140962892504589 0.0011048523911281962 -0.0019232723970805687 -0.00015951309950170344 0.001393478026652016 -0.0014622807670638472 -0.0021019711808354991 0.0016126002572701358 0.0017880100123283404 -0.0016392382646722326 -0.0020009527641960999 0.0019047037046234637 0.00099923768867164991 -0.0013318817824175423
leaf_weight=5.1201563661452445 1.8593641291372467 5.6014461321756235 35.233211665414274 37.14797544432804 1.3824284542351941 5.8964278516359627 1.0788288712501524 5.8831037671770936 12.450080182403324 4.849468680098652 20.608211431652311 7.071577334776519 5.0387025438249102 23.338397700339556 3.7537174373865128 23.983109984546903 4.3666802719235411 12.794801345095037 3.8406403157860032 4.606941368430852 6.288179572671651 2.7724025323986989 5.3398717986419797 3.0456464737653732 5.0303974151611319 2.4115088805556324 8.1271395012736303 4.6432852372527122 2.7310931105166665 6.2453365153633005
leaf_count=332 103 59 421 345 8 134 9 95 54 46 95 38 43 111 28 103 28 56 39 26 26 30 111 12 23 43 151 21 23 287
internal_value=0.000178992 -0.000615375 0.000251688 0.000270031 -0.00019961 -0.00120542 -0.00182807 -0.00102853 0.000370266 0.00014801 0.000579437 0.0004408 1.93021e-05 0.000300497 -0.000688232 0.000749281 0.000239337 0.000250282 0.000115921 0.00119474 0.000216927 0.00011309 -0.000929105 0.000147365 0.000306607 0.000171265 -0.00048244 0.000693294 -0.00124634 -0.00052326
internal_weight=272.54 22.85 249.69 247.831 43.5909 8.35769 6.97526 17.2486 204.24 99.0224 105.217 92.7673 39.2024 34.1637 10.8253 53.5649 24.9749 94.1729 81.3781 28.5901 77.5375 71.2493 11.1579 5.81805 60.0914 55.061 17.913 7.05479 10.8582 12.1284
internal_count=2900 773 2127 2024 572 151 143 714 1452 926 526 472 220 177 66 252 123 880 824 129 785 759 153 42 606 583 238 64 174 382
is_linear=0
shrinkage=0.00208376


Tree=367
num_leaves=31
num_cat=0
split_feature=16 6 5 21 13 7 16 17 21 15 13 13 22 22 5 12 16 10 21 23 23 22 12 6 23 21 2 20 7 6
split_gain=2.73989 2.58726 2.05801 1.95738 2.65163 2.16101 2.09456 2.23278 2.10927 1.8781 2.29132 2.69162 1.82678 3.60223 2.40241 2.4305 3.10796 2.0602 1.96781 1.91995 1.74974 3.14691 1.9915 1.73642 1.70702 1.67329 1.57242 1.5606 1.50552 1.91595
threshold=18.594956516900002 15.675366252400002 23.803605515150004 11.790993765850002 116.59305220125002 23.282607548150004 22.674946976100003 199.88268747760003 2.8878979250500003 32.540328261750005 108.61908538635001 107.97116697695002 -0.24103499999999997 -0.59511499999999995 9.9970238968500009 208.33288250865004 12.644970430600003 66.499011856650014 18.904039828500004 -0.13743499999999997 0.094625000000000029 0.11529000000000002 139.31809447045003 13.855323727400002 -0.22125500000000001 12.260331702700002 82.092636011950006 44.921040431000009 20.940097048150005 12.535292885100002
decision_type=2 2 2 2 2 2 2 2 2 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 28 4 -4 -5 7 27 -8 10 11 12 13 -1 18 16 -16 -17 19 24 22 -22 26 -24 -14 -3 -18 -6 -2 -30
right_child=2 25 3 5 6 -7 8 -9 -10 -11 -12 -13 14 -15 15 17 20 -19 -20 -21 21 -23 23 -25 -26 -27 -28 -29 29 -31
leaf_value=0.00051585556817740992 0.0020603890866784957 -0.0024538878614688785 0.0013959873840661166 -0.0027664443184256451 -0.0020468772801663379 0.00015345268119314751 0.0011140425493461454 0.00066165642952880851 -0.0010948356734002689 -0.0024460537961021266 0.0014329959421697537 -0.0026773870460775743 -0.0016342290503204662 -0.0018002521942360105 -0.0024732727706676021 -0.0013337870934790202 0.00024146417062734249 0.0010444041939035172 0.00080544838663909612 -0.0021733581714716904 -0.0023447784720544759 0.0011445703038190495 0.00025959434955535632 0.0020896167269079118 0.0013707475338890745 0.0014362358672252407 -0.0019091178778170746 0.00098822953279290807 -0.0012891501088170565 0.00046347041571718404
leaf_weight=6.2348238264676175 2.9878440983593455 3.738567122956737 6.094444332644346 2.9221618436276904 6.8468648009002226 2.4166391864418983 7.153423644602297 2.9994097538292408 3.2952320128679276 1.6927917422726739 5.3415626846253863 2.0788933150470248 1.913636564742774 8.0018089725635928 2.6782071925699737 2.0727856913581517 6.1303928364068323 22.927572343032807 3.0705298939719787 5.4923100579762822 3.4986960878595701 2.1950011365115643 5.9812906179577094 4.940935704857111 2.0362757546827188 0.68234082311391819 2.4968343200162053 1.0151661150157449 3.3349329959601155 135.92025478370488
leaf_count=89 11 184 35 62 139 16 39 17 35 66 29 34 78 207 119 37 43 220 36 420 57 12 61 22 23 13 39 8 30 719
internal_value=0.000168547 -0.000147828 0.000337061 -0.000179298 6.7228e-05 -0.00144474 -0.000312782 -0.00101523 0.00041742 -6.28975e-05 -1.65763e-05 -0.000111292 -4.43334e-05 -0.000785931 0.000117017 0.000329857 -0.000133388 0.000847228 -0.000783177 -0.00129978 0.000114865 -0.000999585 0.000439444 0.00108745 -8.50906e-05 -0.00185347 -0.000380943 -0.00165498 0.000455923 0.000421498
internal_weight=268.192 93.2053 174.986 32.7433 27.4045 5.3388 21.3101 10.8614 10.4487 88.7843 87.0916 81.75 79.6711 14.2366 65.4345 52.9217 27.9214 25.0004 12.5128 9.44222 25.2432 5.6937 19.5495 10.9222 3.94991 4.42091 8.62723 7.86203 142.243 139.255
internal_count=2900 1789 1111 351 273 78 238 164 74 1592 1526 1497 1463 296 1167 610 353 257 557 521 234 69 165 83 101 197 82 147 760 749
is_linear=0
shrinkage=0.00228442


Tree=368
num_leaves=31
num_cat=0
split_feature=16 9 22 18 3 21 20 20 5 9 3 7 7 18 18 17 18 9 10 16 0 21 5 20 20 20 7 18 21 13
split_gain=0.577637 0.560615 0.977137 0.808837 0.765618 0.76822 0.662378 1.32935 0.992513 1.13089 0.93518 1.2532 0.880375 1.07264 2.88929 1.34647 1.28559 1.23336 1.14696 1.32659 2.2017 1.79964 1.62055 2.36293 2.09523 1.71187 1.27875 3.24394 1.08292 1.05792
threshold=7.4549825670500001 37.256168974800005 -0.15726999999999999 14.255915995100002 74.846674351650009 23.332574394100003 47.833738492450003 49.275256100300005 15.821180766350002 65.407743180450012 103.44111502715002 17.605734992150001 19.874819532250005 12.903279561150002 12.868666868750003 177.48499193625003 11.955585097900002 195.51131808980003 60.474177186300004 22.624947093000003 85.656964494200011 0.66871128820000014 24.779543538450003 42.773538294100007 43.162556114600001 42.773538294100007 22.726915405250001 13.5308213324 5.4279412736500001 117.38883580790001
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=-1 2 3 -2 5 -5 10 8 -8 -10 12 -12 -3 14 15 16 -14 -17 -15 20 -20 -21 23 26 -25 -24 -23 28 -28 -22
right_child=1 6 -4 4 -6 -7 7 -9 9 -11 11 -13 13 18 -16 17 -18 -19 19 21 29 22 25 24 -26 -27 27 -29 -30 -31
leaf_value=-0.018159729198800788 -0.030868913315444436 0.015208287799955067 -0.019409178922814588 -0.026975873670904055 0.020523855281712057 0.027328257993158758 0.025012172455016315 -0.0098779960285973294 -0.010666728366081277 0.015978464298554533 0.010558720183117685 -0.024412549265205131 0.0068673556925598353 -0.029483565154821437 -0.037347436003243389 -0.0042550148868743445 -0.033409608565055531 0.016667974555822758 -0.029883980135908539 0.024433432984418024 0.0017808595767544726 0.018557304806694853 -0.032453797725826156 -0.025384451847361905 0.0048895837484562504 0.0097644463470315732 0.004793615075310842 0.018763339177191991 -0.014597705196004354 -0.004088566290051358
leaf_weight=1.1017517547588784 0.40362060465849969 2.8753623268567017 2.5030897488177279 0.58955832826904986 1.4651788772316647 0.25309048593044281 2.8651101132854802 2.2513178717344999 1.7955903150141237 2.7272361726500094 1.0211538176517927 2.1909738130052574 0.83898165449499851 0.82242850447073479 1.7920748991891748 5.2356745321303588 1.5049247040878979 3.0194552103057504 1.6370291509665538 3.2355631459504357 99.357226171705406 7.558728653937588 1.6046856204047792 2.7387827970087519 3.5918234121054411 1.100598194170743 3.5391480643302184 6.6527352035045624 4.3805102286860347 26.425229899585247
leaf_count=183 11 38 198 66 27 2 17 42 26 20 36 176 8 20 21 38 52 23 66 21 1374 35 32 27 22 20 23 45 38 193
internal_value=0.00066533 0.000771162 -0.00766289 0.00318076 0.00913577 -0.0106656 0.00100171 0.00766118 0.0130059 0.00540016 0.000647296 -0.013295 0.000899019 0.000663957 -0.00673034 -0.00155363 -0.0189928 0.00339793 0.00122729 0.00138338 0.000156797 0.00592635 0.00400506 0.00583791 -0.00820774 -0.015278 0.00985567 0.00534212 -0.00593208 0.000547771
internal_weight=197.079 195.977 5.21454 2.71145 2.30783 0.842649 190.762 9.63925 7.38794 4.52283 181.123 3.21213 177.911 175.036 12.3911 10.599 2.34391 8.25513 162.644 161.822 127.419 34.4026 31.167 28.4617 6.33061 2.70528 22.1311 14.5724 7.91966 125.782
internal_count=2900 2717 304 106 95 68 2413 105 63 46 2308 212 2096 2058 142 121 60 61 1916 1896 1633 263 242 190 49 52 141 106 61 1567
is_linear=0
shrinkage=0.0260716


Tree=369
num_leaves=31
num_cat=0
split_feature=16 6 15 18 6 17 0 10 21 18 15 13 13 20 6 9 20 5 23 0 23 17 22 16 13 23 5 9 10 23
split_gain=2.2752 2.26397 2.16161 1.98437 2.95427 2.16945 2.14244 1.88534 3.13925 3.01077 1.79409 1.85515 2.73808 1.6714 1.79985 2.09716 2.68972 2.0005 4.65207 1.88723 1.85136 2.59526 1.60914 1.60742 1.60257 1.89935 1.5905 1.55101 1.68443 1.64558
threshold=18.594956516900002 15.675366252400002 45.49682449725001 13.278511569200001 16.770391837550005 193.63201810280003 86.280686780500005 61.614083433650009 11.790993765850002 11.955585097900002 32.540328261750005 108.61908538635001 107.97116697695002 38.238138001450004 13.665319288000001 206.08249486475003 41.134354310300004 15.094471190800002 -0.21013499999999999 95.762878606550018 -0.22831499999999999 171.56914438675003 -0.54972999999999994 22.724946859200003 95.99139754765001 0.079785000000000009 19.302881570050001 215.80505313260002 64.071334164850015 0.083415000000000031
decision_type=2 2 2 2 2 2 2 2 2 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 7 4 -4 -5 -7 8 9 -2 11 12 13 26 17 -16 -17 19 20 -15 21 -19 -3 27 25 -21 -1 29 -29 -9
right_child=2 22 3 5 -6 6 -8 23 -10 -11 -12 -13 -14 14 15 16 -18 18 -20 24 -22 -23 -24 -25 -26 -27 -28 28 -30 -31
leaf_value=-0.0013390879215881551 0.0011794532399802171 0.0017526586719451352 -0.0026347559689215145 0.0015857392083805839 0.0012835043124366588 -0.0022832122648916335 0.00022329757457542447 0.00076311630328813201 -0.0029625359883461667 -0.0010017325948617028 -0.002443979296911575 0.001315929071763698 -0.0027077654935564939 -0.0024529311288386778 0.0011789932829444569 -0.002040142469172048 0.0010342793331835673 0.0016742808786267803 -0.0023258495859472049 0.00018026419866000446 0.0024490259643320553 -0.002648194730405905 -0.0024236436186205646 0.0017981335014931106 0.00067890156089622951 -0.0016513664626288155 0.001087448776448105 0.002183467607066373 0.0004627376309716044 0.00018837934731805861
leaf_weight=8.1020931102102605 6.3306814506649953 0.56283109635114703 3.9458654373884228 3.4235166348516932 1.3534514419734476 2.6344993170350772 5.5448935553431511 36.296390689909458 2.117850281763821 6.9559687953442335 1.6284184078685928 5.1181649528443804 2.063134539872407 1.4328372920863319 13.509094087406995 2.8812413159757844 3.0871700420975685 1.4722318928688767 6.1304148635826987 10.546360384440048 1.8863765671849249 1.4380555329844353 3.4143688161857417 4.6005435772240153 18.434884936548769 4.1246568562928578 1.7139641828834999 5.2418249323964101 6.9030096214264631 92.787773175165057
leaf_count=322 53 4 80 18 8 38 32 185 33 87 66 29 34 80 86 31 21 14 138 268 10 33 193 20 194 235 31 20 43 494
internal_value=0.000156397 -0.000145692 0.000304861 -0.000473747 -0.00163403 5.61794e-05 -0.000584024 0.000386483 -0.000374922 3.75356e-05 -6.54078e-05 -1.81381e-05 -0.000107018 -3.52452e-05 9.77877e-05 0.00067986 -0.000449893 -0.000151572 -0.00100502 0.000118436 0.000683071 -0.000461577 -0.00183264 0.000466913 0.000229726 -0.000334686 -0.000915395 0.000423548 0.00120542 0.000349986
internal_weight=265.683 87.5463 178.136 16.9022 5.29932 11.6029 8.17939 161.234 15.4045 13.2867 83.5691 81.9407 76.8225 74.7594 64.9433 19.4775 5.96841 45.4658 10.9271 34.5387 4.79666 2.91029 3.9772 145.83 33.1059 14.671 9.81606 141.229 12.1448 129.084
internal_count=2900 1789 1111 176 88 88 70 935 173 140 1592 1526 1497 1463 1110 138 52 972 195 777 57 47 197 762 697 503 353 742 63 679
is_linear=0
shrinkage=0.0022885


Tree=370
num_leaves=31
num_cat=0
split_feature=3 23 7 7 12 22 8 3 16 15 18 21 22 13 13 9 0 16 7 7 20 18 13 22 4 23 0 6 6 3
split_gain=0.514035 0.995838 0.640771 2.02527 1.69101 1.24675 1.05001 1.59429 1.18196 1.09055 2.05952 1.41755 1.44378 1.119 1.48254 1.10681 1.94122 1.50679 1.20625 1.44952 1.15987 1.2991 2.04636 3.48279 1.9591 1.89574 1.83991 2.05332 3.79831 1.78165
threshold=108.42013948475001 0.070195000000000021 20.778835947700006 21.725272673150005 219.23896387120001 -0.082074999999999995 9.5425530862500008 94.92945658615001 22.704946905950003 44.34858359035001 13.278511569200001 6.5365111340500013 -0.063985 95.870416931800023 92.692659421600013 187.70546222865002 85.716110573100011 22.654947022900004 22.597569836950004 22.747724408400003 43.902382686800003 13.809421053700001 117.38883580790001 -0.086894999999999986 168.72122291465004 0.094415000000000013 88.028184565250015 15.925372093750001 15.545363214900002 93.249170254600017
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 -2 5 4 -4 -1 7 8 9 13 -11 12 -12 14 -5 -15 -17 18 -18 -20 21 22 -21 -24 25 -23 -26 28 -28 -25
right_child=1 -3 3 6 -6 -7 -8 -9 -10 10 11 -13 -14 15 -16 16 17 -19 19 20 -22 24 23 29 26 -27 27 -29 -30 -31
leaf_value=0.010108878502464412 -0.023229427414074747 0.016456112424337591 -0.02492037468705818 -0.0026664014406096366 0.0042289903636979695 -0.017267110560234711 0.017646277878864088 -0.022275105324298567 0.012382601442911449 -0.030911261439738227 -0.027024316791204612 0.0065604614601175986 0.0050352858300079188 0.0076567904610179757 -0.029876632380213913 -0.019271752976499582 0.013588014662232858 0.013811346042510593 -0.016754099244007704 0.01729879578830916 -0.019368630237381647 -0.0064109391666847719 -0.019659278909080605 0.018465562018127296 -0.017701005770604513 -0.038441023142710994 0.0012378759359677137 0.014254613836601669 -0.042788213657989321 -0.0052868946769711409
leaf_weight=10.953611634497063 1.7234762572916218 0.67444398719817389 4.2961237266426897 8.6596595222363231 2.3660103544825688 1.4434126904234279 2.852957176975905 2.2827772481832644 6.7386428639292708 2.3016818524338296 2.6360058165155342 6.1787624042481184 1.820733269676565 21.456913215690292 1.8658459176076565 3.5749436430633059 5.2383771613240233 7.0887128859758368 3.8266214914619914 8.7843261267989892 2.1769049782305947 6.409036814235149 4.5733132343739262 6.3398609086871129 3.8475982099771491 1.8186036106199024 49.661515086423606 8.9878545682877284 1.5491837812587608 3.916696896776557
leaf_count=186 125 12 96 593 48 73 23 41 47 79 40 53 17 245 125 28 27 47 27 43 28 55 31 28 31 29 621 57 15 30
internal_value=0.00067359 -0.0120674 0.000831361 0.000414815 -0.0145682 0.00692143 0.000986556 0.000709795 0.00101944 0.00054884 -0.0071639 -0.00202462 -0.0139269 0.00121504 -0.00748993 0.00187302 0.000819471 0.00144831 0.000630255 -3.59207e-05 0.000616445 0.00107016 0.00670834 0.000435195 -0.000772021 -0.0134907 0.000861879 0.00204833 -9.3965e-05 0.00939515
internal_weight=196.045 2.39792 193.647 181.25 6.66213 12.397 174.588 171.735 169.452 162.713 12.9372 10.6355 4.45674 149.776 10.5255 139.25 117.794 114.219 107.13 101.892 98.0649 95.888 23.6142 14.8299 72.2738 8.22764 64.0462 60.1986 51.2107 10.2566
internal_count=2900 137 2763 2504 144 259 2360 2337 2296 2249 189 110 57 2060 718 1342 1097 1069 1022 995 968 940 132 89 808 84 724 693 636 58
is_linear=0
shrinkage=0.0276883


Tree=371
num_leaves=31
num_cat=0
split_feature=6 6 0 0 9 15 0 9 22 9 5 2 16 13 16 10 20 3 18 5 5 16 20 23 6 17 23 23 23 23
split_gain=1.94936 4.06339 2.55377 3.40749 2.77903 3.74018 3.81568 3.66393 2.52759 2.69554 2.27626 2.72492 2.25232 2.23925 1.69659 5.2789 4.37548 3.58626 3.05335 2.29176 1.81594 1.69448 1.53415 2.39235 2.1976 2.21807 2.03782 2.1877 1.95436 1.55699
threshold=13.665319288000001 13.775321858200002 93.972365491700018 86.530713386650021 206.08249486475003 29.049007317550004 95.590817286200021 202.89977928865002 -0.02852 216.18094582280003 20.361635946650004 317.41815758785003 22.614947116400003 117.50443950750001 19.214955067100004 66.697957758300021 38.175120519550006 89.227236891450005 13.713893333650001 22.073674782200005 19.221712148250003 21.534949641950003 47.001379125850008 0.070195000000000021 16.375382608200002 192.15389660515004 -0.24523500000000001 -0.25445999999999996 0.12064000000000002 0.25847000000000003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=-1 -2 3 10 5 7 -7 -4 9 -6 -3 22 13 14 20 17 -17 -16 21 -20 -5 -19 23 26 25 -25 27 -12 -26 -30
right_child=1 2 4 12 8 6 -8 -9 -10 -11 11 -13 -14 -15 15 16 -18 18 19 -21 -22 -23 -24 24 28 -27 -28 -29 29 -31
leaf_value=-0.00029805970417844232 0.0025591528066796726 0.0021658645477948754 -8.8939051273195566e-05 0.0027479501947714324 -0.0038835572195236 -0.0030399816155994722 0.0022425444965773599 0.0030606311098163117 0.00033519283266770795 -0.00029618328406586333 -0.0021138164353035767 -0.0035812004634185892 0.0018387815815270555 -0.001646477889525548 0.002578185203365765 0.00047253101768735374 -0.003319903077395981 0.00032147000295249759 -0.0020103761212863255 0.00092735071111730216 0.00028807055625755263 0.0024024744213271901 0.0014209197987966921 -0.0039677723602915289 0.00043770321054973054 9.6599090596770498e-05 -0.0028593648967004909 0.0013813397850813366 -0.0032179118717266314 -5.0140627947270216e-05
leaf_weight=58.241370999370702 6.5366291981190434 3.7608605627901843 9.4214065903797799 6.3568397220224124 4.9768807701766491 4.7149438187479964 1.5255855955183504 4.6502687055617562 3.60081081651151 2.7363795228302479 2.9332798565737903 1.9006521070841689 15.152856953442095 3.5736647099256507 9.2175416275858897 5.3612838182598335 4.9157946333289146 6.8242618665099162 5.6257261708378774 3.7177540920674801 4.2019291967153549 6.3837276697158813 5.4537989520467809 2.1943601546809068 44.767965131672099 2.3376041352748871 4.730791629990561 3.1102360039949417 2.3078360566869369 3.0187455303966999
leaf_count=1334 34 17 60 29 76 74 8 17 32 39 105 44 75 27 41 28 51 35 37 16 35 22 35 40 345 19 155 16 32 22
internal_value=0.000165474 0.000310611 0.000228716 0.000388897 -0.0005201 0.000122226 -0.00174859 0.0009519 -0.00167327 -0.00261089 -3.66782e-05 -0.000150532 0.000845405 0.000577464 0.000728546 0.000467257 -0.00134149 0.00105237 0.000428725 -0.00084146 0.00176903 0.00132727 -5.85054e-05 -0.000181875 6.47377e-05 -0.00187135 -0.00143222 -0.000315069 0.000239893 -0.00142263
internal_weight=244.252 186.01 179.474 147.848 31.6263 20.3122 6.24053 14.0717 11.3141 7.71326 76.5161 72.7553 71.3314 56.1785 52.6049 42.0461 10.2771 31.769 22.5515 9.34348 10.5588 13.208 70.8546 65.4008 54.6265 4.53196 10.7743 6.04352 50.0945 5.32658
internal_count=2900 1566 1532 1226 306 159 82 77 147 115 830 813 396 321 294 230 79 151 110 53 64 57 769 734 458 59 276 121 399 54
is_linear=0
shrinkage=0.00290337


Tree=372
num_leaves=31
num_cat=0
split_feature=23 22 23 20 7 20 19 23 22 23 20 23 17 9 17 16 16 19 22 23 22 23 6 0 7 19 12 5 3 16
split_gain=0.503272 0.941273 1.22528 0.819325 1.04306 0.791888 0.865063 0.800611 1.99093 1.49424 2.17004 1.9117 1.64608 1.09804 1.16183 1.07274 1.43379 1.51287 1.05589 1.0468 2.22366 2.33458 1.61453 2.32734 2.01801 2.38863 1.96687 1.7186 2.38058 2.18235
threshold=-0.27223499999999995 -0.065399999999999986 -0.49570500000000001 32.785955158400007 22.535351262400003 34.542090938800008 13.951125619400001 -0.15684499999999998 -0.24103499999999997 1.0000000180025095e-35 41.43512228960001 -0.093074999999999991 192.49174628505003 192.09062119805003 192.00356210945003 12.644970430600003 9.6249774926000011 10.250827068050002 -0.26138499999999998 0.088565000000000019 0.20327000000000003 0.090225000000000014 14.755344756250002 86.530713386650021 24.052187734100006 12.150980378200002 123.05822507415002 21.746930049350002 93.673946639200011 22.614947116400003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 -1 4 -2 6 -5 8 -7 10 11 -9 -13 -10 -15 16 17 -11 -12 -17 21 -21 24 27 -23 -26 -25 28 -24 -29
right_child=3 -3 -4 5 -6 7 -8 9 13 15 18 12 -14 14 -16 19 -18 -19 -20 20 -22 22 23 26 25 -27 -28 29 -30 -31
leaf_value=0.009211113052694498 0.0065751680333588861 -0.041565013375070389 -0.02814535278683826 0.0018256788473131 -0.043961359936498738 -0.038334900142881857 0.029504250673876097 0.015205900154645235 0.015852629791909784 -0.035435949905108163 0.023740921159249823 -0.00014835244967586586 -0.04114722338899348 -0.02166499023807893 0.012622156751409094 0.0051824756863506358 -0.030844990946465645 0.021090139740042122 -0.032659907515170998 -0.021211739852246673 0.019413048257025882 0.010759292862518879 -0.042001239055800055 -0.0087586477549677286 0.011092695828529339 -0.022995630180672137 0.013765643819333465 0.015282628908314218 -0.0013034373757694717 -0.0078255036761617977
leaf_weight=3.0093416520394385 0.84891031554434349 0.86840293672867019 1.4970242984127251 2.8556595416739574 1.0283089316799303 1.0058891403023178 2.3385268822312355 4.5099906641989946 12.096708745229991 0.7672582814120682 0.41155886603519221 2.9894701367011276 1.7782547576352952 2.1417942601256064 2.3708299668505788 59.18035235820571 2.7155088842264377 1.8129867834504692 4.6262059208820574 6.6869739033281794 5.8569679383654139 4.3951721009798375 2.9598383065313127 5.4963854420930174 2.997533176210708 10.677841137163339 22.417640255298465 7.1690660025924471 3.6601872704923153 13.260663900757207
leaf_count=62 38 55 51 66 101 44 13 51 172 169 10 39 28 28 24 681 207 48 161 86 48 46 24 36 36 213 132 75 22 134
internal_value=0.000784062 -0.00939763 -0.00319878 0.00107352 -0.0211079 0.00129598 0.0142871 0.000925187 0.00776187 0.000192512 -0.0102236 -0.000542728 -0.01544 0.0105536 -0.0036513 0.00118623 -0.0137303 0.00428162 -0.0280523 0.00173193 -0.000654247 -0.00212855 -0.000381308 0.00249538 -0.0091311 -0.0155237 0.00933052 -0.00455815 -0.0194996 0.00028345
internal_weight=194.431 5.37477 4.50637 189.056 1.87722 187.179 5.19419 181.985 17.6152 164.37 14.3155 9.27772 4.76772 16.6093 4.51262 150.054 5.29575 2.58025 5.03776 144.759 85.5783 79.7213 73.0343 54.9638 18.0705 13.6754 27.914 27.0498 6.62003 20.4297
internal_count=2900 168 113 2732 139 2593 79 2514 268 2246 289 118 67 224 52 1957 424 217 171 1533 852 804 718 423 295 249 168 255 46 209
is_linear=0
shrinkage=0.0337431


Tree=373
num_leaves=31
num_cat=0
split_feature=2 18 10 7 10 7 2 16 19 13 23 17 17 14 20 17 12 17 22 3 22 22 20 21 20 22 7 13 7 6
split_gain=0.482235 2.04887 1.84536 1.0658 0.864967 0.930347 0.686451 0.823679 1.40991 0.915884 0.844792 0.706271 1.35045 0.99461 0.906661 1.25447 1.59259 1.13214 0.896551 0.762412 0.709835 0.831555 2.61817 1.28389 0.979891 0.978629 1.98847 2.23701 0.968366 1.64151
threshold=325.75432260090003 13.954623666350001 64.434276012450013 22.426784932800004 84.906884675850009 27.894561215200003 309.73785348360008 11.934972090850001 10.650859343850001 95.870416931800023 0.074640000000000026 242.64190980425005 208.12573104970002 384.93581166080008 42.467547400400008 209.83020864525002 196.16582281515002 212.86611723275004 -0.15758999999999998 81.430708313150021 0.68694500000000025 0.15675000000000003 39.344049039350004 5.3455647436000007 37.663157789700008 0.048530000000000011 23.9444576715 117.54745483760001 22.892948161350002 15.265356672600001
decision_type=2 2 2 2 2 2 2 2 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 -6 7 8 9 10 -1 12 13 20 15 -14 17 -17 -15 -20 21 25 23 24 -23 -9 27 -27 -24 -30
right_child=1 2 3 4 5 -7 -8 11 -10 -11 -12 -13 14 18 -16 16 -18 -19 19 -21 -22 22 28 -25 -26 26 -28 -29 29 -31
leaf_value=0.0032502240521600305 -0.033845216416363594 0.016458188098400373 0.014929671534174484 -0.027848003551609376 0.024024920303272777 -0.028765747125916848 0.011541533277108494 0.0015498145536352677 -0.029342538402664788 0.021398349933272345 -0.029122940571648288 0.019108733954537362 -0.024988144068705701 0.0090901990928341069 -0.021124226236768073 0.0063529118061399423 0.010953213778027177 -0.031082073070832102 -0.0051715953396279119 -0.041385692307877107 0.018191967895529963 0.0071364536704142676 -0.040318281536543543 0.026373238744894573 -0.016353353483509674 -0.034197566262441158 0.018095970651701893 0.014645140641303926 -0.031311026717015238 0.0025813770285202939
leaf_weight=1.6967486567446028 1.6502657862147296 3.2461381005123258 0.94955241633579124 2.3876765441382308 0.63355388003401436 0.44242419523652643 4.6155213484889819 129.1158214310417 1.9157467370096126 1.1099089682102201 0.99959964017034497 1.6601137360557903 1.7461632838239873 0.81154251703992519 3.1228589178062967 1.0497897269669922 4.7713161110877991 1.5781360151013357 0.78502431337255885 1.0747037141118196 2.0303582847118369 4.2245787199353781 1.3176843363326032 1.7684558988548813 2.0623478712514043 1.42148091632407 7.4787146819289774 1.5080304243601856 2.0731135688256472 2.413210416212678
leaf_count=90 49 27 11 75 10 59 77 1445 182 15 218 17 31 10 61 11 62 49 21 23 20 50 29 13 26 77 66 23 35 18
internal_value=0.000589093 -0.00561239 0.000470595 -0.0112891 -0.0184769 0.00231828 0.000905698 0.000629502 -0.00979711 4.03948e-05 -0.00875127 0.000976342 0.000799639 0.00149251 -0.0081285 -0.00369089 0.0013351 -0.0161277 -0.0154084 -0.0260991 0.00178301 0.0015658 -0.00496029 0.00534576 -0.000569085 0.00221406 0.0104541 -0.00905471 -0.019264 -0.0130802
internal_weight=191.661 9.30961 7.65935 4.41321 3.46365 1.07598 182.351 177.735 5.722 3.80626 2.69635 172.013 170.353 158.085 12.2683 9.14541 7.39924 2.62793 2.67127 1.85973 155.414 153.383 13.8594 8.05538 6.28693 139.524 10.4082 2.92951 5.80401 4.48632
internal_count=2900 231 182 155 144 69 2669 2592 505 323 308 2087 2070 1856 214 153 122 60 54 44 1802 1782 171 89 76 1611 166 100 82 53
is_linear=0
shrinkage=0.0279347


Tree=374
num_leaves=31
num_cat=0
split_feature=16 0 4 10 16 21 17 20 13 18 12 23 6 21 10 6 15 0 0 7 15 17 16 6 4 16 5 23 5 0
split_gain=2.04494 2.00251 2.65546 4.22088 2.17865 2.08708 3.07223 1.98968 1.95659 2.19533 2.95403 3.28809 1.91418 1.7117 2.63738 2.6937 4.1579 3.306 1.89875 2.65452 1.70015 1.61673 1.87745 2.01834 2.65007 1.88642 1.88574 3.44132 1.97019 1.70983
threshold=18.594956516900002 86.530713386650021 248.34582299520005 62.041548276350007 22.614947116400003 11.790993765850002 192.34053301495001 38.238138001450004 117.50443950750001 13.740383930250003 103.44931853055 0.082975000000000021 16.375382608200002 11.133313228750003 63.154569942350008 16.015374196650004 36.636904827250007 93.442739239950015 93.972365491700018 25.159995955100005 30.046989284200006 166.83257850275001 18.384957008000004 13.665319288000001 193.19324462480003 15.164964537700001 14.624842172000003 -0.17732499999999998 11.848158554650002 103.82556453975
decision_type=2 2 2 2 2 2 2 2 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 12 5 8 -4 -7 -1 9 -3 11 -11 -2 14 -12 16 17 -16 -19 -20 21 -9 23 26 -25 -26 28 -28 29 -23
right_child=1 4 3 -5 -6 6 -8 20 -10 10 13 -13 -14 -15 15 -17 -18 18 19 -21 -22 22 -24 24 25 -27 27 -29 -30 -31
leaf_value=-0.0012867881607538541 -0.0016224195827639978 0.0013309917571044806 0.00030846022744206907 -0.0031103905763045512 0.0015483863783479141 -0.0035078841852687831 0.000766020585016672 -0.0015925338010708569 -0.0015162610889897126 3.3597995703190848e-05 -0.0015674183414641524 -0.0039154458655825501 0.00058184514057221088 -0.0012870504291428283 -0.00099821113124379398 0.002130238750165487 -0.0022943014512418736 0.002779152284322046 -0.0013104534087744111 0.0018381419870820159 -0.0020936964848991494 -0.0020311530554368018 -0.002541553433778329 -0.0006089125942559451 0.00020919440736401928 0.0022141216754525115 0.0008033253455097028 -0.0026125388462598115 0.00093178355252015609 9.0882037517095348e-05
leaf_weight=10.962468368525149 3.302470237016677 19.464224051684141 16.733186015859253 4.6110127544961861 16.700403366237879 3.0796973691321901 2.2748360745608807 4.2241687020286909 3.8044614158570758 4.347207896411418 3.6684263460338107 2.6339646466076374 42.567899693734944 3.7795130480080834 5.2702911123633447 10.111091773957012 3.7251253183931103 6.0447736829519263 3.1507612681016308 6.146388117223978 2.9222197979688636 4.0727265509776798 1.900836145505308 6.2157125938683775 5.5326045604888376 10.732458910904823 3.9247980057261884 5.5228261107113195 15.424980359617619 10.751443087588994
leaf_count=431 25 88 150 72 86 53 15 213 28 23 22 30 273 37 33 45 48 23 27 33 101 153 29 51 58 72 48 114 161 358
internal_value=0.000177496 0.000359842 1.61054e-05 -0.000683223 0.000640602 -0.000176529 -0.00169215 -0.00018063 0.000430468 0.000538839 0.000223385 -0.00145636 0.000423148 0.00050328 0.000680801 0.000920215 0.000417504 0.000907593 0.00156228 0.000771097 -1.0377e-05 7.87546e-05 0.000188929 0.000272403 0.00094016 0.00153214 -0.000105756 -0.0011935 0.000233974 -0.000492116
internal_weight=243.603 161.416 72.5691 26.6987 88.8466 22.0877 5.35453 82.1872 72.1462 68.3418 48.8775 6.98117 45.8704 41.8964 38.1169 34.4484 24.3373 20.6122 15.3419 9.29715 71.2248 68.3026 64.0784 62.1776 22.4808 16.2651 39.6968 9.44762 30.2491 14.8242
internal_count=2900 1111 588 290 523 218 68 1789 437 409 321 53 298 268 231 209 164 116 83 60 1358 1257 1044 1015 181 130 834 162 672 511
is_linear=0
shrinkage=0.00278911


Tree=375
num_leaves=31
num_cat=0
split_feature=16 6 15 5 21 13 10 15 9 4 15 5 22 7 10 13 13 12 23 6 22 8 17 17 7 10 19 0 18 9
split_gain=1.69735 2.50606 1.96654 1.9246 2.08712 2.32376 2.52961 2.23481 2.18357 1.81848 1.79164 1.76414 1.5809 1.56373 2.35154 1.41017 2.64344 1.71545 3.10703 2.68809 1.99346 2.0024 1.97096 2.22094 1.92693 2.15879 3.46958 2.0498 1.67281 4.03583
threshold=18.594956516900002 15.675366252400002 32.540328261750005 23.721757872050002 11.790993765850002 117.07428620665002 61.917879202350001 43.132842597400007 195.29234479735001 313.10793983765006 46.574831689400007 28.372909273050002 -0.54972999999999994 19.468732114900003 66.499011856650014 108.61908538635001 107.97116697695002 207.71672397260002 -0.079549999999999996 13.665319288000001 -0.24103499999999997 1.3489472949000001 203.08534335880003 239.21206428850002 22.372035319250003 71.666228383350017 12.751028791950002 104.3578792496 15.946034773700001 204.42645579255003
decision_type=2 2 2 2 2 2 2 2 2 2 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 -5 7 11 -6 -8 -11 -7 -3 -1 -15 16 17 18 -16 20 -19 -22 24 -24 -20 -26 27 28 29 -27
right_child=3 12 -4 4 8 6 9 -9 -10 10 -12 -13 -14 14 15 -17 -18 19 22 -21 21 -23 23 -25 25 26 -28 -29 -30 -31
leaf_value=0.0017613387048377718 0.00043640523948379462 0.001738374661867567 -0.0026728120754493027 0.0013682114808622327 -0.0030934566879991759 -0.0031095632607594402 -0.0029354527850501272 0.0012038335119932853 6.3280444607409852e-05 0.0012082424552157882 -0.0018548723254421221 4.7501174608592753e-05 -0.0026461799989530061 -0.002099502108254474 -0.0023786519422164753 0.0014163699784458844 -0.0028902111190199399 -0.0016464562059722541 -0.0028102500196664805 0.0020608991046177755 -0.0013366673632853314 0.00070006490363919453 -0.0017931149969428171 0.0022862457894689244 0.0026511135836952866 0.00086553280502250376 -0.0029400963567245415 -0.0018271577981512869 0.0015794660242210721 -0.0031453525460327092
leaf_weight=3.1076678616227573 134.33536661509424 0.59790577739477146 1.7163727870210994 6.3211858198046711 2.967601994983851 1.5970074599608794 3.1509361164644352 7.4825124498456717 2.523797002620995 2.1339183337986469 2.6827302798628807 3.5518638882786036 3.556036918424069 3.3151401896029702 4.0792684473562906 4.409505793824791 1.9660037755966175 3.401816283469091 1.218300592154274 5.4422941943630567 3.5316340844729011 20.128176262951456 6.0944642622489473 0.96178276650607575 2.4008275405503836 7.647336428053686 2.039291627239435 2.1465173496399066 8.2224193040747178 1.962128661572933
leaf_count=29 753 4 66 40 57 32 57 46 22 11 36 57 193 81 145 22 34 114 32 33 195 287 143 8 11 85 53 160 68 26
internal_value=0.00015684 -0.000123603 -2.98328e-05 0.00030475 -0.000240919 4.50177e-05 -0.000361029 0.00033333 -0.00164265 -0.00146183 -0.000497822 -0.000931714 -0.00201508 2.54381e-05 -4.28766e-05 4.72469e-05 -3.74943e-05 4.34635e-05 -0.000325639 0.000461036 0.000139292 0.000396048 -6.94747e-05 -0.00123709 0.000251898 0.000404676 0.000159723 0.000476136 0.000753396 4.65618e-05
internal_weight=254.692 87.9449 83.7909 166.747 32.4116 26.9202 20.599 12.6314 5.4914 7.96758 4.81665 5.14887 4.15394 82.0746 78.9669 75.6518 71.2423 69.2763 36.7723 32.5039 27.0616 23.6598 32.6931 7.05625 25.6368 24.4185 22.0177 19.9784 17.8319 9.60947
internal_count=2900 1789 1592 1111 358 279 239 135 79 104 47 89 197 1526 1497 1416 1394 1360 731 629 596 482 586 151 435 403 392 339 179 111
is_linear=0
shrinkage=0.00249484


Tree=376
num_leaves=31
num_cat=0
split_feature=6 6 0 5 5 10 0 19 17 9 12 10 12 20 19 12 17 18 22 10 13 13 2 7 0 10 21 3 3 21
split_gain=0.469337 2.32088 1.17116 0.970637 1.91186 0.852612 1.18428 1.60487 1.16693 1.33306 1.25689 0.968599 0.90019 1.16174 0.844368 0.782369 0.890164 1.87769 1.7951 0.825607 1.53169 0.935068 1.27419 0.787731 0.770126 2.32681 2.84615 1.22096 2.74383 3.56875
threshold=13.665319288000001 13.775321858200002 97.835679825150024 16.579584939650001 16.892865140250006 78.220689305400015 97.671683879200017 13.351077205700003 212.86611723275004 57.214511140150002 213.62869376460003 65.111767461350013 202.12526968910001 47.833738492450003 9.4507625164000029 88.918697887850016 201.37020668845003 17.108018746400003 -0.092864999999999989 78.494912034700022 99.381543250150017 98.238948544700023 146.11720701395004 26.153845577000002 85.716110573100011 62.00390986255001 15.440607301650003 93.770731131900007 93.58791597905001 3.0760100505500003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=5 -2 3 -3 -5 6 8 -8 9 12 11 -11 13 -1 -7 -16 19 -18 23 -17 21 22 -21 -19 25 -6 -27 28 -26 -30
right_child=1 2 -4 4 24 14 7 -9 -10 10 -12 -13 -14 -15 15 16 17 18 -20 20 -22 -23 -24 -25 27 26 -28 -29 29 -31
leaf_value=-0.028641666745188723 0.020032732841717662 0.013091082790820779 -0.018601914336457085 -0.023686197887147542 0.00059378398661048002 -0.028537484449313477 -0.023578670629838941 0.0051483110105501623 0.021945019300287898 0.020363943489563351 -0.026578880289899895 -0.013951598697720519 0.015369661972817646 0.0061082076197556548 -0.028419208731430494 0.02196782848594437 -0.02887855888391614 0.025620458843847064 0.011121752092399217 -0.023006651250458147 -0.034029072812444008 0.02131709858207952 0.0067691845748024063 -0.027793287885164483 0.0022731541380900306 -0.028622134837067287 0.020746752328605032 0.011493669974260871 0.01347945973038504 -0.029125077087273139
leaf_weight=0.98667417559772941 4.3643253855407229 4.3761272747069588 2.1246020318940273 2.1863889191299668 23.760047520860102 0.62279074822436342 4.540998666197992 1.8819222338497636 1.321543919853865 0.94113401696085963 2.5990371240768582 1.3997495891526339 2.7241042968817055 1.9771742874290792 0.55111873912392439 2.1794657399877932 1.626345141296041 0.2176818074658512 4.5720577388710808 1.1413964877137859 0.66817791829817075 2.3603103263303646 7.0965733845951036 1.4286758646485394 94.601649204967543 4.0708854860858983 0.9940125411376356 8.4921852229163033 1.9668204314075399 4.2555328467860818
leaf_count=64 34 30 36 24 422 171 158 26 11 10 59 38 44 22 20 30 79 2 114 106 19 21 220 120 756 137 10 47 16 54
internal_value=0.000563738 0.00123579 0.000677065 0.000960127 0.000581822 -0.00192441 -0.00610364 -0.0151616 -0.00123489 -0.00411724 -0.0140575 -0.000155302 0.00451578 -0.00546013 0.00149351 0.0023498 0.00314627 -0.00385578 0.0026886 0.00723148 0.00438077 0.00680236 0.00264365 -0.0207309 0.000965917 -0.00283735 -0.0189332 0.00196878 0.00116652 -0.0156582
internal_weight=192.03 151.193 146.828 144.704 140.328 40.8369 18.3723 6.42292 11.9494 10.6279 4.93992 2.34088 5.68795 2.96385 22.4646 21.8418 21.2907 7.84476 6.21842 13.4459 11.2665 10.5983 8.23797 1.64636 138.141 28.8249 5.0649 109.316 100.824 6.22235
internal_count=2900 1566 1532 1496 1466 1334 432 184 248 237 107 48 130 86 902 731 711 315 236 396 366 347 326 122 1442 569 147 873 826 70
is_linear=0
shrinkage=0.0261565


Tree=377
num_leaves=31
num_cat=0
split_feature=9 7 9 23 9 20 10 0 22 18 17 15 10 19 23 10 20 23 9 2 18 13 4 16 15 16 2 19 3 18
split_gain=0.47386 0.559014 0.482294 1.92761 1.10849 1.36166 1.31473 3.07384 2.88449 1.24257 1.21881 1.0388 1.21565 1.21377 1.00948 0.98079 1.35371 1.21849 0.945303 0.996921 1.30614 0.946007 0.839137 1.92782 0.937518 0.892363 1.45899 1.01973 1.20944 1.4814
threshold=233.97947574895002 28.835073444300004 215.80505313260002 0.072890000000000024 207.37918994975004 42.599563320500003 67.004441985200017 87.29692395375001 -0.060760000000000002 15.064837217800003 187.59608338195002 24.673905035600004 62.55235532115001 12.551012654050002 0.083290000000000017 64.071334164850015 41.24714903835001 0.085590000000000013 206.36238950785003 325.75432260090003 14.117867417450002 109.96062599345002 398.10712430820007 11.934972090850001 17.382777826050003 13.894967507500002 224.18737221905002 11.850956171350001 79.47351079420001 17.166139419800004
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 -2 4 -4 18 6 7 -6 10 -10 -8 13 -13 -5 -7 -14 -17 -18 19 22 -21 -20 23 -1 -25 26 -26 -27 29 -29
right_child=1 -3 3 11 5 14 8 -9 9 -11 -12 12 15 -15 -16 16 17 -19 21 20 -22 -23 -24 24 25 27 -28 28 -30 -31
leaf_value=-0.020668245444021509 -0.032552098947344649 0.0030319285523058149 -0.025949354146544451 0.0062416631193188557 -0.015838270272220487 0.00032932453428569211 0.0045941475026129936 0.019694300832306211 -0.010458187980087026 0.015218944356728716 -0.028853254033322378 -0.0040595961499650312 0.029660329666337519 -0.029953970018103265 -0.032583896636125251 0.020736875078527745 0.01516130742795645 -0.020382703924881902 -0.0017615771754681984 -0.03318084150530351 -0.0020321139563840079 0.023416796147719438 0.012600365658271589 0.013125395802756127 -0.030367106257968818 0.019120579846521005 0.0082963721050526122 -0.030171936996158999 0.00116774420912438 0.014620532283477213
leaf_weight=3.0605199070414519 0.69375632982700952 0.61939705553231761 1.3678258210420633 1.9302233034395606 2.9342220551334384 1.0177993709221476 0.98523285379633652 4.6873594000935555 2.3565100315026886 3.4305610040319152 4.4772296918090433 2.9529883963987222 2.7465673051774484 1.0659341085702179 2.149409890291281 3.9489662046544254 1.3382470030337574 1.5347461195196954 1.8592110874596972 1.4488391401246179 3.2054959294619039 2.7305320091545582 4.5343744151759884 4.7031884365715078 1.7105610679136583 2.2846459900028995 1.2536106016486881 1.9098001501988613 119.52272030076711 0.76710579183418293
leaf_count=360 15 29 27 59 37 14 24 31 26 44 97 35 15 34 46 35 16 32 36 47 116 19 127 101 97 34 18 76 1242 11
internal_value=0.000530225 -0.0157676 0.000644114 0.00503375 0.000210731 -0.00548823 -0.00271581 0.00601467 -0.00863073 0.00476315 -0.0228205 0.00776479 0.0112105 -0.00663555 -0.0220071 0.0159231 0.0103924 -0.00382622 0.00105371 0.000667082 -0.0117283 0.0132176 0.00107992 0.000693578 0.0011883 0.000747788 -0.0140155 0.00109933 0.000762401 -0.017336
internal_weight=189.228 1.31315 187.914 16.8855 171.029 22.0383 18.8711 7.62158 11.2495 5.78707 5.46246 15.5177 12.5215 2.99616 3.16721 9.56853 6.82196 2.87299 148.991 144.401 4.65434 4.58974 139.747 135.212 132.152 127.448 2.96417 124.484 122.2 2.67691
internal_count=2900 44 2856 253 2603 319 259 68 191 70 121 226 133 93 60 98 83 48 2284 2229 163 55 2066 1939 1579 1478 115 1363 1329 87
is_linear=0
shrinkage=0.0272254


Tree=378
num_leaves=31
num_cat=0
split_feature=15 13 22 3 22 23 22 13 22 17 2 15 8 15 22 6 21 9 9 23 5 3 20 13 13 5 3 13 23 21
split_gain=0.460521 1.62134 0.912497 0.733744 0.486577 2.25443 1.16096 2.15083 1.6207 1.2019 1.08561 1.33738 1.30999 1.18309 1.06571 1.44361 1.26517 1.0448 2.15878 1.76114 2.85273 1.46784 1.81065 1.57159 1.33875 1.41504 1.34749 1.75734 1.31399 2.11754
threshold=46.810838056050009 117.61735474900001 -0.10098 91.334988065750011 -0.23771499999999998 0.088105000000000017 -0.50001499999999999 115.48003053525001 -0.59309999999999985 195.44378352670003 127.00089009170001 18.871799531050005 8.7431769115000026 31.768637582200004 -0.16187499999999996 16.485385178400005 11.790993765850002 181.61255275325001 186.67271206880002 0.089475000000000013 21.446355970350002 75.559115756250023 43.45354240915001 117.60660091645001 98.238948544700023 13.361597395450001 80.153690701200006 104.12129493415001 0.084795000000000023 1.0000000180025095e-35
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=4 3 -3 -2 5 10 7 8 -7 -10 13 -12 -13 -1 15 -6 -17 21 19 -19 -21 22 -16 -23 -20 -26 -27 -28 29 -29
right_child=1 2 -4 -5 14 6 -8 -9 9 -11 11 12 -14 -15 17 16 -18 18 24 20 -22 23 -24 -25 25 26 27 28 -30 -31
leaf_value=-0.016448041184858458 0.0016140042160836387 0.021403142420446941 -0.006278180614190965 -0.031587303720165702 0.014282206124920904 0.013623425419343105 0.018257066967700946 -0.031994348759612344 -0.033129568395228834 0.0036842779196718518 -0.0030953238465743788 -0.036814655421494084 0.0051043865471659816 0.024119359614353474 -0.028907194323934644 0.0035588761749183301 -0.034940666430670279 0.024089810372252867 -0.019264877710115289 -0.016099458664427819 0.020793539628290839 -0.019373493055628299 0.012065144723339929 0.0053211281029168275 0.017470578817950923 -0.014347034418666206 0.015792142181272777 0.02096744242019153 -0.0022340913986716106 0.00146882368558986
leaf_weight=1.1971014006994685 0.69246798381209318 1.5530568445101383 2.2855916894041002 2.0383166633546352 9.8048740282538329 5.4440825880155872 3.3618792440392999 1.4539660718291987 1.2275426717242237 1.5686444701859725 2.3050434649921954 3.3846034801681526 0.69833053043112148 1.0459964796900747 1.0131002146372328 2.4368861149996515 0.91043917275965203 5.6007871983456408 2.66068678422016 3.1804332045139745 3.33317363075912 7.2915521614486334 4.8329998088011052 2.7581460527144372 3.7909993333742014 4.7602683915756634 5.748314941301941 5.1541358218528321 68.314251411007717 26.880619339179248
leaf_count=47 7 13 37 64 155 65 37 19 31 37 124 118 11 5 172 55 17 30 183 26 18 359 181 24 46 106 48 35 614 216
internal_value=0.000492032 -0.00675497 0.00492125 -0.0231682 0.000756292 -0.0031584 0.00414655 -0.000746865 0.00476664 -0.0124772 -0.0142085 -0.0200648 -0.029645 0.00246926 0.00129203 0.00888798 -0.00691262 0.000604551 0.00143262 0.0126318 0.0027796 -0.00613756 0.00496484 -0.012596 0.000276085 0.000729578 0.000157086 0.000807842 -5.05072e-05 0.004606
internal_weight=186.728 6.56943 3.83865 2.73078 180.159 21.6872 13.0561 9.69424 8.24027 2.79619 8.63108 6.38798 4.08293 2.2431 158.472 13.1522 3.34733 145.319 129.424 12.1144 6.51361 15.8958 5.8461 10.0497 117.309 114.649 110.858 106.097 100.349 32.0348
internal_count=2900 121 50 71 2779 494 189 152 133 68 305 253 129 52 2285 227 72 2058 1322 74 44 736 353 383 1248 1065 1019 913 865 251
is_linear=0
shrinkage=0.027866


Tree=379
num_leaves=31
num_cat=0
split_feature=23 22 23 22 20 7 20 19 7 4 23 22 17 21 12 12 9 7 0 23 22 15 16 21 5 12 2 23 17 23
split_gain=0.44641 0.803947 1.06661 0.890983 0.657461 0.953461 0.670152 0.729298 0.680787 1.171 0.656232 1.55 1.2049 1.66988 1.28453 1.00178 1.79559 1.71785 0.988598 0.947072 1.18809 3.14155 1.02007 1.28134 0.923861 0.832049 2.10663 1.61879 2.42141 1.60659
threshold=-0.27223499999999995 -0.065399999999999986 -0.27687999999999996 -0.23361999999999997 32.785955158400007 22.535351262400003 34.542090938800008 13.951125619400001 24.199020305550004 173.95266242615003 -0.15684499999999998 -0.24103499999999997 173.06150329755005 0.12836581325000004 66.834523482800009 90.17221166855002 201.2906445504 23.302979953550004 67.04476885710001 -0.23958499999999999 -0.079824999999999993 27.576031546750006 22.624947093000003 7.5530726581500014 13.076241920750002 148.24135922650004 120.54857872840002 0.088565000000000019 199.55131508320002 0.09660500000000001
decision_type=2 2 2 2 2 2 2 2 2 2 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 8 -6 -10 11 -8 13 -12 -14 16 17 -16 -15 20 21 -13 23 -22 -20 26 27 -17 29 -29
right_child=4 -3 -4 -5 6 -7 10 -9 9 -11 12 19 14 18 15 25 -18 -19 24 -21 22 -23 -24 -25 -26 -27 -28 28 -30 -31
leaf_value=-0.015940620301625644 0.0054518007160194708 -0.037351037558631221 -0.037115794457244576 0.015594674478785878 0.01671501311440806 -0.039059710517212416 -0.033780025358646305 0.025407063164568641 0.02493532327356018 -0.035053059857266505 0.011400679880612477 0.0078113585634016691 0.025118256018908471 0.025797371213624291 -0.0073778731147940962 0.0084462249045500516 0.012018521605457973 -0.04329873530011337 0.0088328243595660882 0.018711458145602398 0.022131241831721167 -0.045606542220825587 0.032460032628789194 -0.017006900216603046 -0.03054672483722079 -0.00097984046263031432 0.023347686934921463 -0.0089534811248251703 -0.026591755809310835 0.0070482672234560059
leaf_weight=1.3409324531676245 0.85959569260012247 0.75815661309752513 0.71847120788879681 2.1786066845525061 1.3553319221828126 0.92626853412366472 0.84160463511944072 2.1334532648324966 0.46473250258713938 0.8581631722045131 1.9923957674764086 3.5766501021571457 1.9524300824850787 0.37983773741871107 3.5101348839234552 20.52165379707003 2.3175283917225897 1.9016579208546316 0.63790782802971069 5.5375297005521107 1.6103816987015309 1.4269149685278533 1.7306099478155372 1.4939039453165603 4.0954234492965043 86.519802843860816 4.6870771215180858 9.7569759153993854 3.4761020774021736 14.380173854762687
leaf_count=59 38 55 25 29 23 101 44 13 5 38 57 56 11 6 30 187 27 29 73 81 21 23 9 34 168 1354 52 91 56 105
internal_value=0.000490357 -0.00848354 -0.00331931 0.00357983 0.00074091 -0.0176348 0.000926149 0.0121301 0.00155379 -0.0139792 0.00061335 0.00644093 8.02212e-06 -0.0122374 0.000591895 0.000266297 -0.0103998 -0.0200002 -0.0214482 0.00864242 0.00297512 -0.00742234 0.0137353 0.00329643 -0.0252396 0.000857948 0.00386816 0.00197136 -0.00284064 0.00057987
internal_weight=183.94 4.99617 4.23801 3.51954 178.944 1.78586 177.158 4.81168 2.67823 1.3229 172.347 16.2176 156.129 7.10556 149.024 147.071 7.72932 5.41179 5.11317 15.376 9.83846 5.00357 4.8349 3.10429 4.73333 139.342 52.822 48.1349 27.6133 24.1371
internal_count=2900 168 113 88 2732 139 2593 79 66 43 2514 268 2246 304 1942 1931 86 59 247 224 143 79 64 55 241 1845 491 439 252 196
is_linear=0
shrinkage=0.0304377


Tree=380
num_leaves=31
num_cat=0
split_feature=5 13 16 15 3 20 10 17 13 3 22 22 20 22 5 22 23 6 5 21 16 20 18 9 22 0 22 15 18 16
split_gain=1.35026 2.4234 3.65233 2.62643 2.39195 2.31555 2.37879 2.59283 2.24549 2.57143 3.54588 2.07991 1.99699 1.9913 2.06766 2.32065 2.07421 2.04824 2.25079 2.30701 2.16901 1.86083 2.52897 2.11795 3.00869 3.04691 2.94036 1.8305 2.07699 1.74603
threshold=23.803605515150004 112.82921081865001 19.974953289850003 37.965550269150008 89.227236891450005 42.178283198950005 64.434276012450013 191.27887671285004 109.41218053485001 84.968719212850019 -0.16030499999999998 -0.23771499999999998 42.487106141350004 -0.54972999999999994 25.763052016400003 -0.088514999999999996 0.099425000000000027 16.285380505300001 28.372909273050002 11.790993765850002 18.984955604900005 39.468990633150007 12.918470885650002 186.67271206880002 -0.074434999999999987 86.20003303655001 -0.11808 46.810838056050009 13.278511569200001 18.764956119400004
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 3 8 -3 6 21 -8 9 29 11 -11 -7 -2 15 -15 17 -16 -19 20 -20 -6 -23 -24 26 -26 -25 28 -17 -1
right_child=13 4 -4 -5 5 12 7 -9 -10 10 -12 -13 -14 14 16 27 -18 18 19 -21 -22 22 23 24 25 -27 -28 -29 -30 -31
leaf_value=6.3509487893369153e-06 0.0025243155761586855 0.0020050742381966659 -0.0026392391170136286 -0.0035538350368542059 0.0021827967125132735 -0.0021470527575377725 0.00087196672718066817 -0.002418269635715369 0.0011160001084677747 -0.0018799401032903321 -0.0031733022391465427 0.0016147669154513982 7.8892656539477965e-05 -0.0030076400495921887 0.0017733625794613633 -0.0024970842934801704 0.0022774001347203475 -0.0031829720224293844 -0.0031107966688635699 -0.0036119328465415725 0.0012227609189698826 -0.0012362501127787823 0.0026705009281599501 0.0011148838262122749 -0.00069580424111399819 0.0022871063539211161 -0.0017542201120914467 -0.0026859528651690793 0.00106743419693969 0.0018123211354712269
leaf_weight=61.781781109690201 1.9896460641175497 9.6583965308964235 4.6077042166143647 1.735644214786588 9.9827561601996404 4.1596404351294067 4.5247882762923819 3.9675160944461823 16.901325980201364 2.5914721675217152 5.2572069300804269 3.5790959135629237 24.565579367801547 4.9688753136433652 3.2115804012864855 1.9162931614555399 3.2900779452174893 2.8849064833484581 1.2208612174727003 1.4320472469553349 6.1775845251977444 4.9612655490636817 5.7957085967063895 6.032877616584301 4.0164070874452689 12.212324798107145 6.6035990305244869 2.6190798375755548 5.8390654954127967 5.1162858866155139
leaf_count=1343 10 53 48 40 47 33 24 23 86 66 163 38 143 95 28 38 25 111 80 35 65 29 21 26 23 59 39 38 36 35
internal_value=0.000169685 0.000265379 -5.49129e-05 6.78951e-05 0.000602568 0.000446549 0.000787703 -0.000665197 0.000133906 -7.80124e-05 -0.00138042 0.000147084 -0.000243442 -0.000363437 -0.000534639 -0.00133815 0.000142116 -0.000328525 -0.000904722 -0.000160421 0.000507655 0.00103644 0.000747615 0.00103158 0.000702508 0.00154887 -0.000384459 -0.00053854 0.000186667 0.000144469
internal_weight=233.601 198.051 101.571 96.9628 96.4809 86.8225 58.0972 8.4923 95.2272 78.3258 11.4278 6.17057 28.7252 35.55 33.5604 15.3433 18.2171 14.927 11.7154 8.83049 7.39845 49.6049 39.6222 34.6609 28.8652 16.2287 12.6365 10.3744 7.75536 66.8981
internal_count=2900 2339 1819 1771 520 467 291 47 1731 1645 267 104 176 561 551 207 344 319 291 180 145 244 197 168 147 82 65 112 74 1378
is_linear=0
shrinkage=0.00297089


Tree=381
num_leaves=31
num_cat=0
split_feature=6 0 2 15 6 5 20 8 13 3 7 16 5 21 6 22 22 22 23 23 5 17 9 10 2 0 21 5 7 10
split_gain=1.6993 2.89157 3.06745 2.68754 2.52785 4.77213 4.85207 2.52714 2.40887 2.5223 3.87277 2.5131 2.0072 1.94501 1.92264 1.94124 2.38783 2.20671 2.6683 2.19315 1.90089 1.85126 2.28076 1.80761 3.12783 3.49749 2.26108 2.04593 1.68624 3.83584
threshold=14.855347092800002 86.530713386650021 317.41815758785003 37.128521979500007 16.455384477450004 22.443872254700004 40.823855932350007 8.543332867800002 109.57886493895002 84.146051024900018 20.778835947700006 18.714956236300004 18.310380701750002 3.2403469905500004 16.245379570700006 -0.072569999999999982 -0.08459499999999999 -0.021344999999999999 0.084365000000000009 0.099780000000000021 20.361635946650004 191.27887671285004 205.20707599510004 62.041548276350007 161.80523719825001 85.775256651950016 14.261941558400002 21.746930049350002 24.052187734100006 75.28220456885002
decision_type=2 2 2 2 2 2 2 2 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 20 8 14 6 -6 -5 9 11 -11 28 -12 -14 15 16 21 -17 -19 -20 -2 -3 -23 -22 25 26 -25 -27 -1 -30
right_child=1 4 -4 7 5 -7 -8 -9 -10 10 12 -13 13 -15 -16 17 -18 18 19 -21 23 22 -24 24 -26 27 -28 -29 29 -31
leaf_value=0.00074167669349262837 0.0018134218210245892 0.0016529144579203593 -0.0030381588666424488 -0.0029362635904410634 0.00016434663505301105 0.0018928487781384293 -0.0037109295465586282 0.00027071221616241256 0.0016272008825906957 0.00088362965134214193 -0.0024892637284581877 0.0017376611091900922 0.00084878528842750249 -0.0018537531441589691 0.001534934813943417 0.0020624534030553605 -0.0017654354595209492 0.0017999548858292557 -0.0020619724291826738 0.0008601560049794119 0.00020861350819160619 -0.0016566197889102321 0.00082966244109738724 -0.0032059529851639233 -0.0025108976286850721 -0.00059462485556864922 0.0010413458664564447 0.0015697115873284319 -0.0020682297502789809 2.5732603885458305e-05
leaf_weight=13.788458006572908 3.5724028726108363 4.9748991876840583 1.959025896154343 3.742980250157415 4.7400541827082616 3.863754875957965 3.2865487448871136 2.4372002556920052 5.1471850313246241 5.2945787124335792 7.0839351471513492 5.3213151427917174 2.9883142728358507 3.4427369479089975 18.912826800718904 8.341511122882368 3.6859153639525202 4.5854314900934678 3.2327571343630552 2.9516420364379883 54.533193303504959 3.7982253879308683 5.3219569567590952 2.908477318705994 4.2910647508688262 4.7470516860485059 1.015944682061672 5.8655675873160362 5.978856624569743 43.420794945035595
leaf_count=169 16 24 44 58 26 18 30 16 25 70 161 29 36 81 88 40 23 25 26 14 547 23 36 71 72 25 5 25 99 978
internal_value=0.000141951 0.000309318 -9.55195e-06 -0.000106756 0.00068093 -0.000345123 -0.00142241 -0.00167157 -2.16812e-06 -9.82144e-05 -0.00089321 0.000120055 -0.0015893 -0.000597966 0.000899551 0.000573821 -9.05182e-06 0.00111612 0.000383162 -0.000667322 6.75679e-05 0.000450249 -0.000205784 -1.74482e-05 -0.000672207 -0.000129459 -0.00210642 0.000601598 -1.61698e-05 -0.0002277
internal_weight=245.235 146.588 78.8927 98.6464 67.6955 11.8904 8.0266 6.18018 92.4662 87.319 18.8096 68.5094 13.515 6.43105 55.8052 36.8923 17.781 19.1113 10.7698 6.1844 76.9337 14.0951 9.12018 73.3613 18.8281 14.537 3.92442 10.6126 63.1881 49.3997
internal_count=2900 1178 805 1722 373 74 56 74 1648 1623 348 1275 278 117 299 211 106 105 65 40 761 83 59 745 198 126 76 50 1246 1077
is_linear=0
shrinkage=0.00245095


Tree=382
num_leaves=31
num_cat=0
split_feature=16 20 15 15 5 0 0 0 4 10 16 16 13 20 3 20 6 13 21 10 17 17 21 9 21 2 23 10 22 16
split_gain=2.64647 2.7341 2.02854 2.64316 1.9532 1.92227 4.28171 2.74677 3.14546 4.26314 2.39163 3.44654 4.23065 5.13126 3.95526 2.74857 3.42814 3.22377 2.31378 2.23093 2.22839 3.81962 3.02151 2.68856 2.19677 1.8287 2.09752 1.82291 4.33452 2.16537
threshold=18.594956516900002 38.238138001450004 28.452330424200003 28.321365561200004 15.299679811400003 96.249489528150022 94.047642319350018 86.530713386650021 248.34582299520005 62.041548276350007 22.614947116400003 19.214955067100004 112.82921081865001 37.360990606650006 89.227236891450005 41.061442884200012 16.435384010100005 115.02030419500001 0.18863712200000002 69.64719632740001 188.16174763880002 186.34046889365004 12.650480313250002 198.12670160920004 13.811848270300002 183.32965447860002 0.093295000000000031 74.986474174450009 -0.18126999999999999 11.934972090850001
decision_type=2 2 2 2 2 2 2 2 2 2 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 27 -4 6 7 8 20 24 11 -9 13 -13 -14 17 -17 -16 -8 -15 21 -2 -23 -22 25 -10 -27 28 29 -3
right_child=5 2 4 -5 -6 -7 18 10 9 -11 -12 12 14 19 15 16 -18 -19 -20 -21 23 22 -24 -25 -26 26 -28 -29 -30 -31
leaf_value=-0.00097917771186438896 0.00042573337853874063 -0.0015605447736318037 0.0012304149924746346 0.0024096534639078127 -0.0017132397150001681 0.0014042239957883574 0.00029698669088449253 0.0014894048059740192 -0.0011802038559494442 -0.0022108129136218101 0.0012704986034572392 0.00077601786684309887 0.0016319167219953695 -0.0029028355789697856 -7.3481483097101314e-05 0.00017814434679741607 -0.0020876177225867759 0.0018474642138295919 -0.0019181834871098593 -0.00045971988460429241 0.0012070147188495001 -0.0026832878067013614 0.00012471181261062265 -0.00052019353469175144 -0.0015431299306943726 -6.04521000247763e-05 0.0014943102180353233 0.00025095063044839889 -0.0015650978123055029 0.00069251708577554554
leaf_weight=13.224465103819965 19.681691010948274 2.1496697831898954 1.1757303257472802 2.0372752137482157 4.7565132458694279 6.4483304657042018 3.0486848019063455 10.37652216106653 3.5147187393158772 4.8601054912433019 17.977102868258953 4.5627942103892547 9.8990288078784925 4.3628316931426525 8.9323639273643511 8.3080820478498918 4.206914532929658 6.1827619373798361 5.5840076990425587 2.4359060805290937 18.274471256881956 3.4735593684017649 2.9754317253828049 4.7484174929559222 3.7630914729088536 11.185743589885535 5.3716654554009429 53.317215674789622 8.7211276125162822 10.487003656104205
leaf_count=431 151 69 14 6 117 31 22 46 34 72 84 24 46 43 45 39 34 22 68 19 76 28 12 31 49 104 31 842 204 106
internal_value=0.000155923 -0.000115825 2.23253e-05 0.000111422 -0.00112983 0.000309015 0.00026588 0.000343904 7.28084e-05 -0.0004652 0.000617122 0.000418938 0.000191743 -0.000901604 0.000522742 0.000125359 -0.000583491 0.000712271 -0.00113588 -0.0020275 0.000386892 -2.18263e-05 -0.00138773 0.000850782 -0.000109262 0.000159557 0.000443954 4.87224e-05 -0.000456116 0.000309241
internal_weight=266.043 95.869 82.6445 76.7123 5.93224 170.174 163.726 155.093 77.8489 28.6953 77.2443 59.2672 48.8907 11.3615 37.5292 27.6301 12.515 15.1151 8.63269 6.79874 49.1536 26.1307 6.44899 23.0229 23.8352 20.0721 16.5574 74.675 21.3578 12.6367
internal_count=2900 1789 1358 1227 131 1111 1080 990 588 290 402 318 272 86 186 140 73 67 90 62 298 191 40 107 218 169 135 1221 379 175
is_linear=0
shrinkage=0.00204504


Tree=383
num_leaves=31
num_cat=0
split_feature=10 19 20 18 16 15 6 6 22 22 6 15 0 22 16 0 23 3 17 9 18 9 0 6 5 20 6 16 13 7
split_gain=0.463991 0.480546 0.540412 0.480539 0.931124 1.42146 0.84687 2.28669 0.970634 1.99953 1.5797 1.01095 1.35317 1.23945 1.00097 0.933719 1.97506 1.48345 2.38455 1.55737 1.43684 1.38987 1.14995 1.7711 3.23365 3.25506 1.79171 2.31784 2.44434 2.03551
threshold=90.988176966900014 10.850875481800001 48.315732392000008 17.327266398450003 17.654958715000003 20.310401204950004 13.665319288000001 13.775321858200002 -0.15818499999999999 -0.053019999999999991 12.595294287050001 32.393814985100008 101.15323715815002 0.68694500000000025 12.294971249000001 94.047642319350018 0.094625000000000029 84.968719212850019 191.40027208745002 206.50942114985003 14.752187928300001 213.24207352880003 86.530713386650021 16.455384477450004 22.443872254700004 40.823855932350007 16.285380505300001 19.214955067100004 114.01213239605002 24.472706336050003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=3 -2 -3 6 5 -5 8 -8 10 -10 -1 12 13 -11 -14 22 17 19 -19 20 -17 -21 -9 26 25 -25 27 -24 29 -29
right_child=1 2 -4 4 -6 -7 7 15 9 11 -12 -13 14 -15 -16 16 -18 18 -20 21 -22 -23 23 24 -26 -27 -28 28 -30 -31
leaf_value=0.0092869847487110687 -0.037113476549510777 -0.036933349522812672 0.026696042525805389 0.014406891455622664 0.038692435401192798 -0.02408176562613033 0.028700159926328867 -0.0012940556711517352 -0.026286099422806648 -0.031526238884072709 -0.026028494710569797 0.023932064630202789 -0.037912769855014371 0.012954179882259607 0.014184426234669929 -0.0012014038545025132 -0.025794071066587692 0.024674680604467768 -0.045151785748726261 -0.034694400220175128 0.026256432097278785 0.0040322935960376031 0.022236748973964483 -0.0011257587619537715 0.023459354262616021 -0.051937263030573493 0.020341912683005812 -0.0054533106781888439 0.010531352223131188 -0.045070311669856672
leaf_weight=9.3671398427104595 0.86564269344671518 0.28292756440350786 0.46460049040615559 4.7805255400016895 1.227937765419483 1.718558080261573 3.9820680916309348 62.879361792118289 6.6431662835821088 3.2818356136558524 2.0303183193318537 1.7917372426018126 0.55269613742711943 1.1025643739849327 4.0176731124520302 4.9679346093908006 5.103405700530856 0.9341417877003545 2.0764723760075867 2.0901348907500497 5.0760403200984001 2.9356203386560082 7.5680900127626947 4.0650485195219499 2.9655627310276031 2.8084272183477879 12.750125115737317 11.930584766902031 13.540558580309151 1.9941213773563493
leaf_count=213 249 64 6 120 8 44 33 830 266 132 69 13 61 14 78 45 90 8 47 38 31 39 55 26 18 30 73 86 88 26
internal_value=0.000676726 -0.0187045 0.00261332 0.000846477 0.009706 0.0042293 0.000458515 0.00156873 -0.00523649 -0.0106322 0.00299596 -0.00095538 -0.00593505 -0.0203406 0.0078843 0.000816817 -0.00585379 -0.000225398 -0.0234858 0.00442155 0.0126753 -0.0120735 0.0021002 0.0058041 -0.00821911 -0.0218868 0.00869161 0.00445156 -0.000449166 -0.0111268
internal_weight=185.795 1.61317 0.747528 184.182 7.72702 6.49908 176.455 147.668 28.7871 17.3897 11.3975 10.7465 8.95477 4.3844 4.57037 143.686 23.1838 18.0803 3.01061 15.0697 10.044 5.02576 120.502 57.6225 9.83904 6.87348 47.7835 35.0334 27.4653 13.9247
internal_count=2900 319 70 2581 172 164 2409 1563 846 564 282 298 285 146 139 1530 298 208 55 153 76 77 1232 402 74 56 328 255 200 112
is_linear=0
shrinkage=0.036296


Tree=384
num_leaves=31
num_cat=0
split_feature=15 22 9 20 5 22 23 17 12 4 23 21 2 15 8 15 22 6 9 9 23 5 23 23 20 13 20 20 2 13
split_gain=0.430146 1.51321 1.12365 0.834881 0.529645 0.46495 1.91934 1.09211 2.25698 1.08008 1.36719 0.890949 0.876254 1.23347 1.19412 1.02315 0.797103 1.12461 0.854639 1.91449 1.5166 2.36485 1.31407 1.43065 1.37218 2.41343 1.27254 3.29652 1.91216 1.55715
threshold=46.810838056050009 -0.082314999999999985 199.02473417820002 40.621691032550004 26.225713454500006 -0.23771499999999998 0.088105000000000017 195.76335783930003 200.03640368750004 272.98209436715007 0.10818500000000002 7.9012669525000012 127.00089009170001 18.871799531050005 8.7431769115000026 31.768637582200004 -0.16187499999999996 16.485385178400005 181.61255275325001 186.67271206880002 0.089475000000000013 21.446355970350002 -0.23472499999999999 -0.21013499999999999 44.710446918150005 117.60660091645001 41.621607100200002 41.840895355800008 188.32206997295003 115.63864956495001
decision_type=2 2 2 2 2 2 2 2 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 12 11 -9 -10 -11 -8 15 -14 -15 -1 17 -7 22 20 -20 -22 -18 -24 25 -25 28 -28 -21 -30
right_child=1 4 -4 -5 -6 16 7 8 9 10 -12 -13 13 14 -16 -17 18 -19 19 26 21 -23 23 24 -26 -27 27 -29 29 -31
leaf_value=-0.018007296584300551 0.01228002858278591 -0.036612221965610335 0.018884621039994266 -0.034519888915429814 -0.0069406911282004031 0.014231905115278505 0.016068582941128458 -0.037138437061584241 0.03635593079312039 -0.034518881496622508 0.023501121406947215 -0.0085248158013304098 -0.0032884179300738813 -0.040801918795919205 0.0044998839536753588 0.02551805384906956 -0.037729199438168354 -0.0070982017938315172 0.026092858003826026 -5.6544779722258425e-05 -0.015556270194207359 0.022432491680626571 0.025765693363910689 -0.031890251328014527 0.0029300750755488708 0.0092057652599217363 -0.040024842074018248 -0.0018260203666593143 0.0015686753164647256 0.019940482194383248
leaf_weight=1.1556857968680581 0.62619804590940498 1.6510310606099659 2.2949201427400112 0.9226410009432584 0.91498249140568066 9.6211843392811698 6.5199008536001184 1.6702155715902325 0.93755510449409518 0.80791417392902054 0.78227945219259709 1.8506958672078324 2.2844799922895618 3.0749064186820765 0.69880870589986432 0.97390345484018315 1.1942760658857885 3.2313040643930426 5.2646687646047194 54.224220998963574 3.2073808935238048 3.2070470880717039 1.4603985449648451 4.0098112241685122 6.6584960653854068 2.1473019132390618 2.337796281091868 40.713889095117338 8.2242372273467499 10.009355649352072
leaf_count=47 8 35 18 40 20 155 71 40 3 32 11 32 124 118 11 5 105 72 30 530 26 18 27 322 264 18 38 461 147 72
internal_value=0.000531137 -0.00742921 0.00498964 -0.0155986 -0.026032 0.000820606 -0.00357708 0.00410082 -0.00892036 0.0097248 -0.00597654 0.0106311 -0.0153629 -0.0214305 -0.032413 0.00189771 0.00140757 0.0088692 0.000735336 0.00157978 0.0136498 0.00343712 -0.00620721 -0.0035702 -0.00691317 -0.017558 0.000359383 -0.0039003 0.00289032 0.0116539
internal_weight=182.677 6.40977 3.84376 1.54884 2.56601 176.268 20.7563 12.5686 4.19796 2.52775 1.59019 8.3706 8.18778 6.0582 3.77372 2.12959 155.511 12.8525 142.659 127.189 11.6791 6.41443 15.4703 14.276 12.8156 6.15711 115.509 43.0517 72.4578 18.2336
internal_count=2900 121 66 48 55 2779 494 189 86 46 43 103 305 253 129 52 2285 227 2058 1322 74 44 736 631 604 340 1248 499 749 219
is_linear=0
shrinkage=0.0312825


Tree=385
num_leaves=31
num_cat=0
split_feature=16 15 16 18 21 20 15 10 21 7 5 13 23 22 15 22 23 4 17 12 23 21 17 18 0 23 17 18 16 18
split_gain=1.99809 2.24765 2.4279 2.4066 2.37136 2.05706 2.1356 1.57886 2.37355 3.07906 2.11823 2.07697 1.89854 3.00921 2.68944 2.65286 5.05696 4.13293 4.80677 2.87649 2.82528 2.51515 3.06638 2.64264 2.85199 2.37805 2.72732 2.35198 3.46523 2.093
threshold=18.594956516900002 44.920183738100008 22.674946976100003 13.415872650200003 14.673280803050002 38.238138001450004 30.046989284200006 61.614083433650009 11.790993765850002 20.861721588400005 22.963361893800002 117.66037007905001 0.083415000000000031 -0.084239999999999995 33.349666957650008 -0.093604999999999994 0.086655000000000024 310.49012963040008 187.45953903175004 231.43584503760005 0.084795000000000023 4.7627705569500014 194.42005702145002 13.086509421050001 86.458125017100016 0.086655000000000024 192.2469332606 13.901940775400002 18.934955721800005 14.117867417450002
decision_type=2 2 2 2 2 2 2 2 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 4 -4 -3 -1 -7 8 9 -2 12 -12 13 14 -9 25 20 18 -18 21 -17 22 -20 -23 -25 -14 -27 -26 -29 -28
right_child=1 2 3 -5 -6 6 -8 10 -10 -11 11 -13 15 -15 -16 16 17 -19 19 -21 -22 23 -24 24 27 26 29 28 -30 -31
leaf_value=-0.0010574603418078807 0.00086132201849527614 -0.0014436664460532646 -0.00069796825225432082 0.0021961992430161942 0.0013078118853223862 8.1221072358110416e-05 -0.0017560937042260471 0.00097638698345620134 -0.0027639652019905603 -0.0015368463890183658 0.00060904404030182036 0.0022586228315752731 0.0019812942909843683 0.0013400902163593462 -0.0011678901711369221 -0.00026298720675384561 -0.0017612341761342758 -0.0019574655008261646 -0.0022093220359663021 0.0023757001868971923 -0.0033113310076726067 0.0024957600907022153 0.00033394513350580633 -0.0012409970559130248 0.0019162995753600532 0.0011844977711115855 -0.0015139117921630261 0.0015620078785495248 -0.0015786332294417996 0.00039102025196821784
leaf_weight=11.046330241835674 7.9194186143577081 10.700538191944363 3.0076108975335947 2.9668582603335381 1.9205204714089621 71.370650789933279 3.4474870418198398 6.1271197022870165 1.8328300211578596 4.2910012314096093 10.953145168721678 6.2215125486254683 6.0805284306407001 20.785627255216241 6.0360752921551466 2.7332319021224967 4.9944730773568144 4.4954355210065833 3.6261581517755967 4.2936418429017058 3.7475370168685913 4.0875613838434246 7.691701203584671 3.9708153121173408 6.7611463628709298 11.609312471002342 4.8911145292222482 3.7956502474844456 3.5197169370949268 7.7476462312042713
leaf_count=431 89 132 36 12 18 1257 101 37 33 49 61 22 23 107 39 16 32 37 25 17 31 11 45 27 28 49 30 20 31 54
internal_value=0.000143556 0.000289021 -0.00045816 0.000739245 -0.00102498 -0.000139037 -3.43913e-06 0.000382766 -0.000344601 1.85546e-05 0.000458898 0.0012066 0.000349136 0.000813006 -8.77264e-05 0.000167283 -0.000137087 0.00012203 0.000340749 0.000618876 -0.00202571 0.000393389 -0.000480899 0.000840423 0.000465504 0.000706373 0.000386669 0.000946888 5.09193e-05 -0.000346176
internal_weight=252.672 166.808 18.5955 5.97447 12.6211 85.8645 74.8181 148.212 14.0432 12.2104 134.169 17.1747 116.994 32.9488 12.1632 84.0457 53.7171 47.2363 42.7409 37.7464 6.48077 33.4527 11.3179 22.1349 18.0473 30.3286 24.2481 14.0765 7.31537 12.6388
internal_count=2900 1111 198 48 150 1789 1358 913 171 138 742 83 659 183 76 476 320 273 236 204 47 187 70 117 106 156 133 79 51 84
is_linear=0
shrinkage=0.00227998


Tree=386
num_leaves=31
num_cat=0
split_feature=5 0 10 7 23 13 16 3 13 16 3 14 3 16 20 23 6 18 22 9 23 3 20 13 13 16 6 16 9 17
split_gain=2.00844 1.45846 2.24944 2.87573 1.86025 1.77173 3.69644 3.14327 2.26978 4.15517 2.07948 1.79048 3.11342 4.06226 3.27564 3.20038 2.64148 2.03151 2.00124 1.95431 1.95049 1.85624 3.47641 1.71613 2.91984 3.01874 2.87632 2.5812 2.9963 3.82661
threshold=11.848158554650002 85.716110573100011 62.00390986255001 19.617375644250004 0.10332500000000001 112.82921081865001 19.974953289850003 89.227236891450005 109.72404167800001 19.214955067100004 86.130133125200004 202.65261526855002 93.308316333450009 22.604947139800004 41.840895355800008 0.093295000000000031 16.505385645700006 13.788608055100001 -0.068524999999999989 206.08249486475003 0.088395000000000015 93.733092718100025 39.852039223600009 109.34496908160001 107.97116697695002 18.714956236300004 14.755344756250002 15.919962772200003 191.87997069285004 234.67375690460003
decision_type=2 2 2 2 2 2 2 2 2 2 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 8 -7 9 23 -10 20 13 15 16 17 -14 -13 -15 -19 -9 22 -22 24 25 27 -26 -3 -29 -30
right_child=1 5 3 4 -6 7 -8 11 10 -11 -12 12 14 18 -16 -17 -18 19 -20 -21 21 -23 -24 -25 26 -27 -28 28 29 -31
leaf_value=-0.00068188795955522147 7.5866342993596275e-05 0.00045376393277776945 0.002358821359799596 -0.0033324411879459021 0.0001216996432384101 0.0020223546053453178 -0.0024054948830415793 0.0019054592465369362 0.0028361332745943666 -0.0030863957098630941 0.00043471905087541079 -0.00016916036703182853 0.0010722977740419456 0.00044868574283162812 -0.0026447387479588322 0.00095070011786216823 -0.0018435259795344869 -0.004161678301330159 0.0022460065938520526 -0.00082616260230592971 0.0015147130251505587 0.0019763263620919511 -0.0016524288589846276 0.001586105906121687 -0.0024167570114748405 0.0024645889407242999 0.00055835643759248566 0.00092549659844291766 -0.0026635082717912815 0.0014400562218552641
leaf_weight=19.174596469092648 29.363262396887876 40.498639467172325 1.1317242346703995 4.3542320933192968 1.5995485987514255 10.532844334840773 4.2881252951920024 10.899690657854082 4.3141086678951961 3.0827384358271948 7.2558140978217125 5.9110357761383074 6.4523741081356984 8.1863271892070788 5.2715744581073514 8.6003488898277265 3.6494973674416542 2.6581315398216248 10.754159081727265 2.6139690224081278 4.7201021909713727 3.9308728575706473 5.7899658866226673 5.825793068856 6.4965612664818746 4.3693193420767775 3.9028368759900331 4.6195428408682337 7.6471410952508432 2.1941756084561348
leaf_count=777 428 467 8 123 20 54 46 46 17 37 39 33 39 44 65 42 32 24 58 18 20 14 37 26 121 19 32 46 148 20
internal_value=0.000168476 0.000242285 -0.000258399 -0.00164364 -0.00240445 0.000341216 7.92762e-05 0.000616326 0.000197394 3.07314e-05 0.00133014 0.000429898 0.000148447 0.000562483 -0.000894465 -0.000305579 1.88998e-05 -0.00127172 0.00146918 -0.00250789 0.00103074 0.000370529 -0.000230056 0.000157916 3.85905e-05 0.000273262 -0.00130021 9.90494e-05 -0.000894353 -0.0017486
internal_weight=240.089 220.914 36.4488 7.0855 5.95378 184.466 94.4948 89.9709 90.2067 78.6367 11.5699 79.438 54.0974 38.724 15.3734 19.7835 10.1019 11.1831 18.9405 5.2721 25.3406 14.4409 10.5101 75.554 69.7282 59.3288 10.3994 54.9595 14.4609 9.84132
internal_count=2900 2123 579 151 143 1544 1018 526 972 916 56 472 355 219 136 117 71 75 102 42 117 71 57 879 853 700 153 681 214 168
is_linear=0
shrinkage=0.00273913


Tree=387
num_leaves=31
num_cat=0
split_feature=20 20 23 2 22 16 18 20 16 5 10 5 17 17 18 15 18 16 6 21 5 23 13 3 15 10 12 0 5 23
split_gain=0.473404 0.946145 0.949977 0.899502 0.863074 0.826551 1.04148 0.765355 0.744048 0.599368 1.21056 1.56071 1.21634 0.754864 0.876186 0.663447 1.50123 1.57653 1.78669 1.15977 1.0812 1.47595 1.57372 1.50211 1.27405 1.21524 0.798074 0.781648 0.746593 1.82313
threshold=49.275256100300005 48.852845034800005 -0.27223499999999995 297.58713971970008 -0.15726999999999999 22.664946999500003 14.445615684650003 36.072790850000011 9.5499776680000021 32.00428233840001 60.474177186300004 28.372909273050002 160.48375154475005 162.59969366065002 12.468270304500001 44.920183738100008 13.278511569200001 22.674946976100003 16.285380505300001 7.4080080539000006 22.963361893800002 0.10575500000000003 117.66037007905001 93.905154038450021 42.133814420300006 61.917879202350001 221.35139589120004 85.656964494200011 21.850554661550003 0.10419000000000002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 5 4 -2 6 -1 -8 -6 10 11 -4 -13 -12 -15 20 -17 18 -18 -20 24 22 23 26 25 -16 -22 -25 -27 -30
right_child=3 -3 9 -5 8 -7 7 -9 -10 -11 13 12 -14 14 15 16 17 -19 19 -21 21 -23 -24 27 -26 28 -28 -29 29 -31
leaf_value=-0.033864516529462409 0.0083955128183294207 0.015363067350735653 -0.032488878098624364 -0.032428000424409201 0.020843057911865311 0.015454702983223908 0.025517395777079701 -0.019141536393843139 -0.031894728729061302 0.017868898758943125 -0.022502515833617544 0.028653092106950162 -0.011740130762231401 0.024199850437544943 -0.013926033171624001 -0.026257205161868153 -0.032732527727183838 0.018694943864027164 -0.01776083918751685 0.010306663224655734 0.019178916955843742 -0.01467357028958001 0.026305724560431811 -0.032870167562927481 -0.020836877778459082 0.00063494144609158032 -0.00077375931378299454 0.01126984193244285 0.011612584965032497 -0.0084704099621619802
leaf_weight=1.8686137837939893 2.4358407212421298 3.6622933404287314 2.0993306316086082 1.033956055762246 0.28647301741875653 0.6730864718556403 0.56032143291668013 0.76239547692239285 1.0516808006213976 1.7111924949567754 1.1374481430393633 0.88572901301085982 2.1511455434374511 1.383673820644616 4.3829512442462137 2.3606537939049295 1.7810475411824862 2.6386524811387062 1.8840613819193093 3.618706869892776 4.1172240674495679 1.9432471762411285 4.5067606605589381 1.151931917760521 2.268064296571537 106.55388109276828 2.8584125838242471 0.47763555496931065 15.480600866023453 5.0436545317061237
leaf_count=109 65 45 93 68 25 4 11 35 61 40 100 16 50 11 32 84 23 16 35 33 28 16 22 66 32 1608 27 4 99 42
internal_value=0.000527569 0.000770247 0.000463632 -0.00845497 -0.00188712 -0.0137596 -0.0199212 -0.000223386 -0.0206046 0.000786125 0.000612873 -0.0132551 4.08792e-05 0.00104829 0.00121318 0.00101571 -0.0054643 -0.000517457 -0.00747739 0.000696791 0.00155068 0.00892117 0.012418 0.00514466 0.000720912 0.00109284 0.0110029 -0.0199325 0.00161085 0.00667737
internal_weight=182.771 177.963 174.3 4.80795 3.77399 3.86442 3.19133 1.32272 1.33815 170.436 168.725 5.13621 3.03687 163.589 162.451 161.067 12.2831 9.92247 7.28382 5.50277 148.784 15.0552 13.112 8.6052 133.729 131.461 6.97564 1.62957 127.078 20.5243
internal_count=2900 2681 2636 219 151 159 155 46 86 2477 2437 159 66 2278 2178 2167 191 107 91 68 1976 163 147 125 1813 1781 55 70 1749 141
is_linear=0
shrinkage=0.0290103


Tree=388
num_leaves=31
num_cat=0
split_feature=10 19 20 0 10 7 21 3 3 20 18 17 2 23 6 5 6 6 16 10 22 6 15 22 16 6 16 17 22 2
split_gain=0.420558 0.444763 0.475706 0.425037 1.39825 1.79751 1.52838 1.07392 1.92311 3.0614 1.23248 1.44084 1.63822 1.43731 1.00622 2.90899 2.15581 1.38703 1.40444 1.6105 2.15765 1.46851 1.97118 1.87381 1.64669 1.58307 1.33264 1.09145 1.00773 1.52315
threshold=90.988176966900014 10.850875481800001 48.315732392000008 85.716110573100011 62.00390986255001 19.617375644250004 15.440607301650003 93.770731131900007 93.58791597905001 40.532725462000009 13.278511569200001 183.58889821140002 151.19096455890005 0.088395000000000015 16.455384477450004 22.963361893800002 16.565387047600002 16.445384243750002 22.654947022900004 62.106071271500007 -0.075174999999999992 15.925372093750001 37.965550269150008 -0.083330000000000001 20.784951395750003 15.610364733650002 22.604947139800004 199.14656950540004 -0.060760000000000002 70.507592614000018
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=3 -2 -3 4 -1 -6 -7 8 10 -10 11 -5 13 -13 17 16 26 18 19 20 -12 22 25 -23 -24 28 -16 -20 29 -21
right_child=1 2 -4 7 5 6 -8 -9 9 -11 14 12 -14 -15 15 -17 -18 -19 27 21 -22 23 24 -25 -26 -27 -28 -29 -30 -31
leaf_value=0.00033813627745432617 -0.026999616948314587 -0.026876811894321988 0.018393231497210377 -0.0069655913406746718 0.023027723885427693 -0.028375076704141404 0.016504496507777116 0.010464817829669303 0.0022489187209991384 -0.035699723399225947 -0.032554773040227296 0.028244844697217171 -0.0042497815959230412 0.0082987082869543302 -0.036966903610594307 0.010517274825925132 -0.00072442810501031766 0.028106306659054496 0.0010046327037694259 -0.021531216569321488 0.0032893024958433321 0.017390100160938379 -0.036749841113003147 -0.0020274151944423735 -0.0061230499274565163 -0.02960753627316861 -0.0098383938037689047 0.02445595361093815 0.0047484045406546126 -0.00027922009869885654
leaf_weight=22.405298323079482 0.80020868541032431 0.25609337000059895 0.44556959718465805 3.6446051155217019 0.73571910709142585 3.6216548968805 0.62308170087635506 8.121714608743785 3.4800932686775914 2.6035787924192846 2.4054200183600187 4.4947279989719373 3.3703284990042439 5.7934391535818577 3.1597189474850875 4.7812528805807224 4.2359128799289465 1.3210869915783394 2.5664706081151953 2.5115345051744802 2.3030531774274996 7.7988429721444845 1.7599049704149354 6.2900170162320119 4.084185654297471 1.1945157125592221 2.1196542121469975 3.0341901183128357 30.873370533139692 39.875376251060516
leaf_count=428 249 64 6 43 8 135 9 47 25 45 21 24 30 34 36 32 31 5 19 48 19 48 50 38 30 12 16 26 484 838
internal_value=0.000436521 -0.0135117 0.00187054 0.000553416 -0.0024817 -0.0151671 -0.0217872 0.00110089 0.000571656 -0.0139916 0.00121546 0.00782062 0.0117661 0.0170128 0.000265532 -0.00632614 -0.0147896 0.00115442 0.000814335 8.55331e-05 -0.0150224 0.000839182 -0.00054374 0.00872109 -0.0153461 0.000618123 -0.0260749 0.0137095 0.00111095 -0.00153846
internal_weight=180.711 1.50187 0.701663 179.209 27.3858 4.98046 4.24474 151.823 143.701 6.08367 137.618 17.3031 13.6585 10.2882 120.315 14.2965 9.51529 106.018 104.697 99.0962 4.70847 94.3877 80.2989 14.0889 5.84409 74.4548 5.27937 5.60066 73.2603 42.3869
internal_count=2900 319 70 2581 580 152 144 2001 1954 70 1884 131 88 58 1753 115 83 1638 1633 1588 40 1548 1462 86 80 1382 52 45 1370 886
is_linear=0
shrinkage=0.0264688


Tree=389
num_leaves=31
num_cat=0
split_feature=16 20 15 16 16 12 20 6 2 4 20 22 23 16 23 0 7 17 9 21 20 16 13 17 18 18 3 0 21 13
split_gain=2.23776 2.85569 2.34674 1.87313 3.09779 3.01262 2.85963 2.08167 2.05442 3.02595 2.03594 3.52658 3.05 1.95333 2.26782 1.85992 2.72424 4.25222 2.60624 3.05236 3.00085 2.44995 2.32839 2.19319 2.02995 2.85964 1.8795 5.51108 2.24455 2.17024
threshold=18.594956516900002 38.238138001450004 30.046989284200006 13.534968349350001 15.919962772200003 176.04981466085005 41.395309858300003 11.060258421150001 151.19096455890005 217.34171987710002 40.878805547300004 -0.054494999999999995 0.093675000000000022 17.844958270700005 0.08883000000000002 86.530713386650021 22.765858321950002 188.07781354100004 207.97320095065001 1.8462237188500004 42.178283198950005 22.614947116400003 117.58509325145 176.11179263395005 13.3584252364 13.583580954200002 83.511574906150017 94.047642319350018 0.18863712200000002 117.50443950750001
decision_type=2 2 2 2 2 2 2 2 2 2 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 7 -3 13 -5 9 -8 11 12 -9 14 -6 16 -2 -18 19 -19 24 23 -22 -17 -21 -26 -25 29 -29 -28
right_child=15 2 -4 4 6 -7 8 10 -10 -11 -12 -13 -14 -15 -16 21 17 18 -20 20 22 -23 -24 26 25 -27 27 28 -30 -31
leaf_value=-0.00090037815254101277 0.0003447755990729692 -0.0020020233475155245 -0.0014149902729224959 -0.00026318836877036605 0.00060637746381480737 -6.6696110136799799e-05 -0.0012548215101459955 0.00034924850118978192 -0.0016575716370767668 0.0011346102848431971 0.0013105970483895774 0.0012631899956728483 -0.0023831737214166093 0.0011360908414144277 -0.0020813331539118276 0.0016053164664579051 -0.0025622175738628968 0.0013127221538732537 -0.0017525481471463639 0.00096828612415678474 -0.0019689588027195877 0.0010541471264313049 -0.0001113448772815967 0.0011642623951245942 -0.0016045536592569382 0.00082497549463512326 0.00042394617015316231 3.9568967059719228e-05 -0.001976266929726053 -0.00099469465803340355
leaf_weight=12.211091070203109 44.18690170487389 3.1116549818543744 3.4498949805274597 6.7371656373143187 2.5504689400549996 16.01354858209379 3.8029211095999909 3.3163371309638023 5.3898846069350839 3.129526674747467 14.381034402176736 5.8680574819445628 2.2017834018915892 5.8989460873417556 1.6912132343277333 3.9100883156061164 2.574004395864903 4.8860189281404081 2.961905773729085 6.7812115559354442 4.5486422320827824 16.884797982871532 4.207283103838563 6.2168966978788367 3.3052543550729752 2.9879197813570499 51.611030653119087 2.7363557256758204 5.168960427865386 3.7465797383338204
leaf_count=431 338 159 101 125 28 427 106 20 153 32 88 28 24 36 31 16 35 22 35 30 57 86 30 31 26 15 276 21 65 28
internal_value=0.000137731 -9.1392e-05 3.6004e-05 0.000103565 0.000272363 -0.000381572 -0.000241598 0.000627548 -0.000824139 -0.000176156 0.000860443 0.000291886 -0.000741014 0.000466274 -0.000465247 0.000261084 5.44959e-05 -0.000343199 -0.000150743 2.6841e-05 -0.000260963 0.00043601 -0.00107636 0.000293796 0.000285111 -0.000451044 0.000219988 0.000127193 -0.0012785 0.000327933
internal_weight=256.467 89.7535 77.5424 74.0925 54.9673 19.1252 22.463 32.5044 12.3223 6.93245 25.7672 11.3862 5.51812 10.1406 4.24168 166.714 76.4391 32.2522 29.6782 26.7163 21.8303 90.2747 8.75593 73.3899 13.0744 6.29317 69.4798 63.2629 7.90532 55.3576
internal_count=2900 1789 1358 1257 671 586 386 285 291 138 160 72 44 95 59 1111 588 250 215 180 158 523 87 437 71 41 421 390 86 304
is_linear=0
shrinkage=0.00179978


Tree=390
num_leaves=31
num_cat=0
split_feature=5 13 16 3 5 13 16 20 5 10 20 3 21 5 18 22 6 6 0 2 22 9 5 22 3 7 15 13 20 15
split_gain=1.50657 2.31591 3.9143 2.37355 2.28703 3.46517 2.68129 2.66138 2.3382 2.19982 3.18822 2.09978 2.03134 1.86088 2.21163 1.99186 1.85889 2.05806 1.84206 1.97964 1.77676 2.17467 1.66494 2.35482 2.23326 3.00573 1.61523 1.57464 1.53647 2.60804
threshold=23.803605515150004 112.82921081865001 19.974953289850003 89.227236891450005 20.950952025950006 109.57886493895002 15.919962772200003 38.238138001450004 22.553892743650003 65.630639880500027 39.344049039350004 86.130133125200004 1.0085888034000001 25.763052016400003 13.278511569200001 0.11970500000000002 16.395383075500003 16.505385645700006 86.780739992750014 317.41815758785003 -0.033594999999999993 191.40721473735002 29.040033326300005 -0.23557500000000001 103.44111502715002 19.771475517600006 23.304416445750004 117.72489307420001 42.178283198950005 36.508287084250007
decision_type=2 2 2 2 2 2 2 2 2 2 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 7 8 12 -6 10 -5 -7 20 14 -2 18 -16 -18 19 22 21 -1 24 -24 25 -15 -22 28 29 -12
right_child=13 3 -4 9 6 11 -8 -9 -10 -11 27 -13 -14 15 16 -17 17 -19 -20 -21 26 -23 23 -25 -26 -27 -28 -29 -30 -31
leaf_value=0.00089926240051009802 -0.0027475500276613802 0.0018942251017642225 -0.0025956975622549307 0.0017409639939627828 -0.0030539891267588231 0.0030227343041760706 -0.0034237335501068208 0.00022246923003972399 0.0020449353736856808 -0.0015874243046711657 -0.00049947070890076503 0.00063832838712132042 -0.0027866639171426981 0.0031171018508952351 -0.0024950157179133132 -0.0032869357879875575 0.0012956824193936015 -0.0014184363542581004 0.0028636083113876458 -0.0031967925633839597 -0.0014428784787059289 -0.003334623746103574 -0.0024549544699988004 0.0017211427544233826 -0.0031985703227388083 -0.0014095382152940722 0.0019250528240607029 -0.0013934607403131643 -0.00010290159822267038 0.0011788310731817451
leaf_weight=1.4767093799600832 4.309762896038591 9.5385765023529512 4.3323558564297846 13.985135816037653 1.0587365161627524 4.7941853702068311 2.9823718434199691 65.942942319263238 1.9879481312818823 3.9329674020409575 9.4999706642702204 6.9491668045520782 4.0313612489844664 1.849672412499795 2.5670300675556055 1.1753313010558475 5.2348715402185899 3.6371137946844101 2.1241118833422652 1.2739995983429242 1.6949403559847258 2.5257018903503194 1.1951404823921619 7.8479607906192523 1.8985213113483039 2.8831012533046305 3.0842595091089606 4.0185215137898913 27.623463690280914 28.299669817090034
leaf_count=95 109 53 48 64 44 16 73 1183 24 22 57 34 130 7 32 22 35 33 11 36 81 74 28 99 91 58 17 28 166 130
internal_value=0.000180571 0.0002755 -1.8475e-05 0.000581496 9.71952e-05 0.000207306 -0.00155563 -2.11184e-06 0.000273036 0.000438162 0.000533654 0.00161175 -0.00115794 -0.000340949 -0.00105547 0.000214805 -0.000417961 0.000183016 0.000430598 0.000125673 -0.000410238 -0.00177251 0.00039572 0.00116923 -0.000659114 0.000359573 0.000730618 0.000290509 0.000393945 0.000757033
internal_weight=233.756 197.759 100.861 96.8983 96.5283 90.4993 6.02906 78.7559 3.04668 87.3597 83.4268 11.7434 12.813 35.9966 15.7488 20.2478 11.439 8.87199 19.0725 16.9484 8.78161 4.00241 15.6744 9.0431 6.63129 4.73277 4.7792 69.4416 65.4231 37.7996
internal_count=2900 2339 1819 520 1771 1630 141 1580 68 467 445 50 397 561 209 352 100 68 330 319 267 169 283 127 156 65 98 381 353 187
is_linear=0
shrinkage=0.00277154


Tree=391
num_leaves=31
num_cat=0
split_feature=6 6 10 0 2 3 22 21 9 5 16 16 10 20 3 18 10 22 18 5 10 0 19 17 9 18 19 2 2 22
split_gain=2.11418 2.8719 2.08716 2.73511 3.10014 2.67986 2.19346 1.99805 2.08455 1.98968 1.93686 2.44841 3.73898 5.0366 4.40785 2.91023 2.80935 2.70438 1.86695 1.77531 1.53727 1.58854 2.01903 1.67599 1.93614 1.47497 1.45925 1.4564 3.6271 2.61247
threshold=13.665319288000001 13.775321858200002 70.182199495350019 86.530713386650021 317.41815758785003 84.968719212850019 -0.14581999999999998 6.9984086918000008 204.17620834730005 20.361635946650004 22.614947116400003 19.214955067100004 66.697957758300021 37.360990606650006 89.227236891450005 13.713893333650001 69.64719632740001 -0.083135000000000001 14.234745508550002 19.221712148250003 78.220689305400015 97.671683879200017 13.351077205700003 212.86611723275004 57.214511140150002 13.5308213324 9.4507625164000029 139.80186571705002 104.42372959990001 -0.02852
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=20 -2 3 4 9 6 -4 27 -9 -3 11 19 14 -14 -13 -16 -15 -17 -7 -5 21 23 -23 24 -1 -12 -22 28 -8 -29
right_child=1 2 5 10 -6 18 7 8 -10 -11 25 12 13 16 15 17 -18 -19 -20 -21 26 22 -24 -25 -26 -27 -28 29 -30 -31
leaf_value=0.00033211592347524659 0.0022169496790613542 0.0020588800827337373 -0.0025033960107499974 0.002338142855535184 -0.0033172205442027216 0.0010197541714705299 -0.00011799669951732507 0.00029046966466188609 -0.0032756672972156053 2.2647536822638803e-05 0.00032727398535505265 0.0022852045369869374 0.0010184826212632295 -0.0038500836592726025 0.00091391878801065662 0.00012101044093247674 -0.00012977855757778591 -0.0026401551584103095 -0.0031825623014526865 6.9712153701560024e-05 -0.0030197440789679632 -0.0025300473149478062 0.00035896598242196018 0.0022277309179679584 -0.0016864029726158798 0.0021953280373636763 0.00021316791072057499 -0.003215121206944194 0.0027669968409513241 0.0015917494082190462
leaf_weight=7.7569980765692907 5.7433305978775016 3.740730106830596 2.4195441296324196 8.3078146642073971 1.9946536957286287 0.99447907879948516 7.7384823411703163 2.7381333466619244 2.1863285563886166 73.237984569510445 4.4675124287605277 9.536256439983843 4.930076811462639 4.4874332919716835 14.738076612353327 6.9143428578972745 2.2652989402413368 4.2463794834911877 3.7056707399897277 3.6974702905863515 1.0698986127390515 6.3408947782590968 2.5019517932087183 1.7664054203778494 6.4585447311401367 10.507512286305426 32.176842668035533 1.7560125393792989 5.5498092137277126 1.6049212254583824
leaf_count=130 34 15 30 33 44 8 53 26 41 765 24 43 24 44 68 38 18 31 74 29 171 158 26 11 107 51 731 43 21 9
internal_value=0.000180302 0.00032092 0.000261011 0.000387357 3.47417e-05 -0.000413015 -4.46538e-05 0.0002311 -0.0012928 0.000121597 0.000763172 0.000541584 0.000261844 -0.00107421 0.000702336 0.000119504 -0.00260206 -0.000929545 -0.00229342 0.0016395 -0.000273745 -0.000786514 -0.00171264 -0.000274085 -0.000584957 0.00163803 0.000109131 0.000681835 0.00108691 -0.000919733
internal_weight=245.58 187.508 181.765 153.072 78.9734 28.6934 23.9932 21.5737 4.92446 76.9787 74.0982 59.1231 47.1179 11.6828 35.4351 25.8988 6.75273 11.1607 4.70015 12.0053 58.0715 24.8248 8.84285 15.9819 14.2155 14.975 33.2467 16.6492 13.2883 3.36093
internal_count=2900 1566 1532 1227 824 305 223 193 67 780 403 328 266 86 180 137 62 69 82 62 1334 432 184 248 237 75 902 126 74 52
is_linear=0
shrinkage=0.00272331


Tree=392
num_leaves=31
num_cat=0
split_feature=16 16 16 13 20 18 13 5 2 23 10 8 22 22 5 4 21 5 22 9 7 0 7 23 3 21 15 2 19 13
split_gain=1.89801 3.54471 2.9099 4.4569 3.44162 2.36959 2.56402 2.6484 2.35901 2.2808 2.20628 2.12512 1.9017 2.65 3.94064 3.66978 4.47433 2.67047 2.60016 3.18979 3.8436 2.79768 3.79273 2.43855 2.3175 3.66566 2.1553 2.05302 2.50026 2.03162
threshold=20.394952307700002 19.974953289850003 20.674951653000004 113.85351336640001 38.441102963850007 14.643918747750002 115.63864956495001 19.915533535850003 330.71431012540006 0.25847000000000003 62.837331883000012 2.8477776226000002 -0.088099999999999998 -0.11600999999999999 21.495293572000005 197.66210197150005 2.6263314141000005 21.623222698850004 -0.085734999999999992 201.78065190905002 24.292705381350004 86.280686780500005 22.765858321950002 0.10273500000000002 93.620177476600006 6.5006332158500006 37.965550269150008 248.59864686230003 14.451165964200003 117.64961624655002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 8 -2 -4 -5 6 -6 -8 9 -1 12 -10 13 17 -15 -16 -17 -9 -14 21 29 22 24 -24 -20 -26 -23 28 -19 -21
right_child=2 -3 3 4 5 -7 7 10 11 -11 -12 -13 18 14 15 16 -18 27 19 20 -22 26 23 -25 25 -27 -28 -29 -30 -31
leaf_value=0.00014947812904884394 0.0018436249244398342 -0.0026246372644954325 -0.0022455728151936157 0.0014114413662407283 -0.0018231852492305322 0.0022654916142871863 0.0023323741829610104 0.0014759179373806976 -9.379196129282758e-06 -0.0028128342542070362 0.0021062700624290996 -0.0028229322579506285 0.001893711319533406 -0.003650338396515438 0.0012487443747389189 0.0017387220489730232 -0.0032866381050616687 -0.0030920192923613882 0.0022044330190571474 -0.0031211873678792619 0.00073063881410212646 -0.00011843391261353467 -0.0005265762257094616 -0.0034278884146277762 -0.0017765555702247018 0.0011545899760693691 0.0018568004152479704 0.001164230506645419 1.0790371612058459e-05 -0.00045779565406899064
leaf_weight=110.38921915448736 7.6021819477900854 3.0552128441631785 3.9496339177712789 16.365882497280836 3.7834140211343756 3.1930904351174823 3.3709264844655982 5.9898794665932682 3.1728825173340729 1.5566529191564757 3.234120860695838 3.1689795423299074 5.5538510046899239 3.143321193754665 4.0022040978074056 1.4630932807922361 3.6735211363993585 2.7989694718271476 4.1929864659905602 4.3644708516076189 4.7638957649469376 4.632208786904811 5.8017227873206121 2.4264688929542899 3.985267508774994 6.8522479049861431 11.033799134194849 2.6502801198512316 3.3931091092526913 2.7617381643503904
leaf_count=1862 43 33 36 76 29 16 15 24 76 39 16 89 27 26 15 7 54 41 16 43 26 26 49 27 32 38 45 17 27 30
internal_value=0.000176346 -4.01526e-05 0.00038654 0.000292171 0.000380535 0.000206715 0.000136685 0.000218993 2.66012e-05 0.000108286 0.000136841 -0.00141529 6.05452e-05 -0.000468306 -0.0013032 -0.000495895 -0.00185523 0.000223045 0.000314932 0.000142378 -0.000959281 0.000478896 -5.581e-05 -0.00138216 0.00067028 7.67231e-05 0.00127275 -0.000625661 -0.00139175 -0.002089
internal_weight=246.325 121.343 124.982 117.38 113.43 97.0646 93.8715 90.0881 118.288 111.946 86.7172 6.34186 83.483 27.1144 12.2821 9.13882 5.13661 14.8322 56.3687 50.8148 11.8901 38.9247 23.2587 8.22819 15.0305 10.8375 15.666 8.84236 6.19208 7.12621
internal_count=2900 2099 801 758 722 646 630 601 2066 1901 586 165 570 211 102 76 61 109 359 332 99 233 162 76 86 70 71 85 68 73
is_linear=0
shrinkage=0.0024302


Tree=393
num_leaves=31
num_cat=0
split_feature=16 20 15 16 21 18 15 16 16 20 12 6 12 22 9 2 2 16 23 13 6 9 2 19 20 5 21 23 22 5
split_gain=2.40851 2.51404 2.31824 2.36048 2.45593 2.38094 1.93768 1.64071 2.32153 2.82754 2.30387 2.00794 2.14647 1.97096 4.16962 1.8087 2.7679 1.71274 2.0131 1.63491 2.07987 2.35193 2.48243 1.62127 1.85722 1.55297 3.02315 1.90981 2.74913 2.67542
threshold=18.594956516900002 38.238138001450004 44.920183738100008 22.674946976100003 15.031613344500002 13.415872650200003 30.046989284200006 13.534968349350001 15.919962772200003 41.395309858300003 176.04981466085005 11.060258421150001 207.71672397260002 0.06041500000000001 205.88909726980003 151.19096455890005 112.95519936480001 17.844958270700005 0.08883000000000002 117.99105042915001 20.305474434200004 187.70546222865002 125.31286365695001 14.451165964200003 41.621607100200002 22.963361893800002 11.40941916875 0.083415000000000031 -0.084239999999999995 21.446355970350002
decision_type=2 2 2 2 2 2 2 2 2 2 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 23 -5 7 10 11 17 -3 -9 13 14 -13 16 -11 18 -10 25 21 22 -21 -4 -25 27 -27 28 29 -2
right_child=2 6 3 5 -6 -7 -8 8 9 15 -12 12 -14 -15 -16 -17 -18 -19 -20 20 -22 -23 -24 24 -26 26 -28 -29 -30 -31
leaf_value=-0.0011169456830604104 0.00065991579113269219 -0.0023935735905531458 -0.0021723123858634012 -0.00062615220449581865 0.0014562703922051949 0.002120307709758411 -0.0016794963371616583 -0.00040919244703130087 0.00072787572845849438 -0.0019546140897073595 -0.0001576996388354255 0.00082232799524571253 0.0018599289690593426 0.0021468417451356767 -0.0022003412668344362 -0.0020090859728949511 0.00094026810442166312 0.0013604170538732 -0.0025160063467642539 0.0014914990797422669 0.00090185625488388487 -0.002853755687680007 -0.0025143050094256995 0.0010283092636019346 -0.0017297648662787973 0.0013562425779889084 -0.00071055088750010119 0.00018719872018706227 0.0012841485090656637 -0.0016086803398149096
leaf_weight=11.006237156630958 8.0812070937827212 2.6187792846467373 5.6712161581963318 3.1589257642626754 1.7028598715551186 2.9144354537129402 3.1196704911999396 6.3575033629313138 2.3837564839050196 2.6954659181646985 14.291575509821994 9.0286262710578757 8.467220410704611 2.7495308490470043 2.8942560311406842 4.9231589140836149 3.854232719168067 5.7750130044296384 1.4949269886128602 1.9582131803035721 3.2418631780892611 2.5650000628083944 1.1971546579152343 2.2138569019734859 2.4926700415089726 18.910798585973684 4.1435346705839029 83.927003109827638 21.063336061313748 3.6125900745391837
leaf_count=431 50 159 80 36 15 12 101 125 28 68 427 63 52 17 28 153 70 36 31 24 21 34 37 15 40 99 39 476 107 26
internal_value=0.000165668 -0.000142717 0.000316595 -0.00042269 -0.000982983 0.000691797 9.04508e-06 8.70456e-05 0.000284463 -0.000270057 -0.000503953 0.000681623 0.00098132 0.000474288 8.8581e-05 -0.00100547 -0.000251093 0.000603941 -0.000522385 0.000406849 -0.000500492 -0.00129524 -2.83133e-05 -0.00138323 -0.000432422 0.000465043 0.00098478 0.000362353 0.000811117 -4.09265e-05
internal_weight=248.515 81.66 166.855 18.154 12.0806 6.07336 70.6537 67.534 50.6237 21.1266 16.9104 29.4971 23.1396 14.6724 11.9229 11.4729 6.5497 9.6537 3.87868 148.701 8.96223 5.72037 3.15537 10.3777 4.70653 139.738 23.0543 116.684 32.7571 11.6938
internal_count=2900 1789 1111 198 150 48 1358 1257 671 386 586 285 160 108 91 291 138 95 59 913 116 95 61 135 55 797 138 659 183 76
is_linear=0
shrinkage=0.00219145


Tree=394
num_leaves=31
num_cat=0
split_feature=5 5 23 5 17 4 2 5 22 5 22 8 10 14 13 3 21 16 10 20 10 16 23 12 22 22 6 20 10 22
split_gain=2.14856 1.68934 1.74494 1.84986 2.87015 1.843 2.00356 2.23826 1.85457 1.51631 1.68212 1.62892 2.15219 1.99127 1.57498 4.49984 2.58407 1.92383 2.55615 4.48248 2.49554 2.03613 1.76895 2.1382 2.86133 1.89345 2.06273 1.67948 3.05801 2.6574
threshold=11.848158554650002 23.721757872050002 0.099425000000000027 26.225713454500006 199.14656950540004 225.05241822990004 323.30468295165002 29.040033326300005 -0.5422499999999999 23.151456684850004 -0.068524999999999989 8.8430989333000021 63.431481129800005 168.39662374755002 109.41218053485001 84.968719212850019 16.464809133250004 19.214955067100004 66.697957758300021 37.360990606650006 69.64719632740001 20.674951653000004 0.094625000000000029 232.70218114660003 -0.58350999999999986 0.11529000000000002 14.655342419750001 40.621691032550004 65.630639880500027 -0.13978499999999996
decision_type=2 2 2 2 2 2 2 2 2 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 5 4 -4 -3 7 8 -7 11 -11 14 -13 -14 15 22 -17 -16 21 -20 -21 -19 -2 24 -24 26 -26 28 -23 -29
right_child=1 2 3 -5 -6 6 -8 -9 -10 10 -12 12 13 -15 17 16 -18 18 19 20 -22 27 23 -25 25 -27 -28 29 -30 -31
leaf_value=-0.00063244216086166013 0.0005626304236268434 -0.0019601205620139997 -0.0017352214768347604 0.0021044045408525848 0.0021706808272154193 0.0027944146347098969 -0.0025500676055760824 0.0012237456790878216 -0.00082422630902571166 0.00027022958991516081 0.0020548177254112909 -0.0028763809622235296 0.0014245121740452933 -0.0014038285844474646 0.0015906726099816344 -0.0022383190359423154 0.0014177925202005226 0.0022056754495923449 0.0010724059620781518 -0.0034863423042884164 4.1809867984752397e-05 0.0014615043235688791 0.0011925963352185246 0.0013512783721849966 -0.0027725916566651685 0.00043500417777534833 0.00099700144380580761 0.0018437238668426565 -0.0010504166399307683 -1.2179292835394803e-05
leaf_weight=19.878348826314323 43.113849518354982 5.0476442200597402 3.2161820796318334 3.6995085403323174 1.9663344174623487 0.98619144409895376 2.2412676159292451 6.503812884213402 13.412904682103544 6.9104579417034984 6.7941571334376913 2.3540569767355901 3.1349601820111275 3.3292387472465634 10.151277299970387 7.5754335112869722 1.5026106266304848 4.697909712791442 4.7507839547470194 3.7715498153120279 1.9846322424709795 18.967810910195116 3.196684650145472 3.4814110780134788 6.3150638388469815 2.2981110420078039 1.1065424270927904 5.669998325407497 3.7680549249052993 42.621659412980087
leaf_count=777 463 177 52 23 8 4 46 74 188 51 37 22 15 33 49 163 15 23 24 43 16 92 25 44 122 24 7 24 21 238
internal_value=0.000170091 0.00024113 -0.000255626 0.000728748 -0.000253256 -0.00056576 -0.000261656 -1.62862e-05 -0.000576386 0.000339354 0.00115495 0.000275038 -0.000791433 -3.21605e-05 0.000332044 3.70587e-05 -0.00163315 0.000541965 0.000418511 -0.000758655 -0.0022699 0.000581844 0.000291837 -0.000420146 -0.000897605 -0.00158504 -0.00221056 0.00047444 0.0010452 0.000205725
internal_weight=244.448 224.57 37.0738 8.88203 5.18252 28.1918 23.1442 20.9029 14.3991 187.496 13.7046 173.792 8.81826 6.4642 164.973 68.5897 9.07804 96.3837 86.2324 10.507 5.75618 75.7254 59.5117 16.3978 12.9164 9.71972 7.42161 71.0275 22.7359 48.2917
internal_count=2900 2123 572 83 60 489 312 266 192 1551 88 1463 70 48 1393 863 178 530 481 83 59 398 685 222 178 153 129 375 113 262
is_linear=0
shrinkage=0.00254682


Tree=395
num_leaves=31
num_cat=0
split_feature=16 12 19 6 6 0 21 0 22 18 0 5 5 23 0 10 0 20 19 7 4 10 5 4 5 23 23 16 20 12
split_gain=0.476446 1.16828 0.803143 0.859333 2.03052 0.937046 1.7071 2.22342 1.70454 1.65005 1.2538 2.38892 1.33388 1.0543 1.02707 3.61316 3.57823 1.23773 2.92029 3.01596 2.18216 1.5946 2.7755 1.45371 1.36864 1.1578 1.72111 1.72395 2.41306 1.5986
threshold=13.534968349350001 176.04981466085005 11.850956171350001 13.665319288000001 13.825323026450002 93.972365491700018 6.9984086918000008 94.776214472700005 -0.14380499999999999 14.117867417450002 93.262612545250008 18.092020786850004 18.152162791050003 0.43162500000000009 90.337570099350003 66.697957758300021 92.031298721500022 38.441102963850007 14.251149826300002 22.765858321950002 150.90301220960004 63.910026677050006 22.443872254700004 203.63782228400004 20.206488238950005 0.12064000000000002 0.09660500000000001 22.614947116400003 41.902916368500009 96.350437043050007
decision_type=2 2 2 2 2 2 2 2 2 2 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 10 7 -7 -9 -8 12 -12 -6 14 17 -16 -17 18 19 23 -19 24 -23 -14 -22 26 29 -28 -29 -26
right_child=2 -3 3 4 5 6 9 8 -10 -11 11 -13 13 -15 15 16 -18 20 -20 -21 21 22 -24 -25 25 -27 27 28 -30 -31
leaf_value=-0.021256050438346327 0.010443909771271237 -0.00062849579250291525 -0.0043465052949109226 0.017980724438754921 -0.02001273244145978 -0.021541006146689336 0.011244715347531603 -0.020344087063871339 0.007705503418451466 -0.023668087589590873 0.023548120157749958 -0.0061537349359690064 -0.010219177306917522 0.018025159710074051 0.020726108980992419 -0.033690672157866967 0.0083960670071028809 -0.025230394844275902 0.015267862867215687 0.0186967784363571 0.020641029678501868 -0.039825515795344983 0.0063745716676515017 -0.050347712884717372 0.017945652840177028 -0.013353328735661869 0.016206975998882545 0.0083726213293209128 -0.019665304402474174 -0.0033584753317286511
leaf_weight=2.3256564757029983 6.0927589517086735 11.268165881672756 21.109050863015 4.992455391213297 2.0803047046065322 2.7890783390030327 1.195945581421255 1.7300502401776636 12.595354674849654 4.6304620653390884 4.8424849100410929 3.1302724136039615 1.3488346210215234 2.6159214191138735 7.1163559183478338 2.2416181061416864 3.8619587430730462 2.5858573418809092 9.6283778287470323 1.4603126645088194 2.2709337733685961 1.8927492136135691 1.7637348945718256 1.1957234032452104 2.6230597549583754 4.4404113485943517 8.5081948908045906 7.3175129033625108 3.0549303558655083 43.220413373142947
leaf_count=231 99 569 515 42 19 56 11 25 109 90 26 31 58 15 43 29 23 32 58 10 15 20 32 40 13 48 45 48 36 512
internal_value=0.000618382 -0.0041575 0.000995104 0.000648807 0.00137535 0.000783796 -0.00411355 0.000103871 0.00431801 -0.0165018 0.00174241 0.0118865 0.00100196 0.00140997 0.000994173 0.00789702 -0.00706084 -5.21491e-06 0.00735863 -0.0116565 -0.00129764 -0.000473499 -0.0175405 -0.0290761 0.000400091 -0.000264496 0.000633467 0.00736642 0.000114788 -0.0021395
internal_weight=185.929 13.5938 172.335 166.242 145.133 140.141 22.9409 17.1145 14.3254 5.82641 117.2 7.97276 109.227 107.147 104.531 13.2199 6.10358 91.311 13.6332 4.00487 77.6778 75.0919 3.65648 2.54456 71.4355 69.1645 64.7241 18.8806 10.3724 45.8435
internal_count=2900 800 2100 2001 1486 1444 291 190 134 101 1153 57 1096 1077 1062 95 52 967 166 108 801 769 52 98 717 702 654 129 84 525
is_linear=0
shrinkage=0.0264974


Tree=396
num_leaves=31
num_cat=0
split_feature=6 6 0 19 16 3 9 22 0 2 16 9 12 22 20 6 21 2 9 21 23 7 23 23 21 19 19 20 7 18
split_gain=2.21935 3.40522 1.98334 2.71934 3.37753 3.67984 3.0471 3.27697 2.56928 2.36726 2.13635 2.28875 3.0017 2.33249 3.6188 4.46775 2.11033 2.78206 1.87068 1.85598 1.63464 1.65717 1.50184 3.59146 2.96222 2.68713 2.34785 4.09668 2.23878 3.28539
threshold=13.665319288000001 13.775321858200002 93.972365491700018 13.051052998800001 18.684956306450005 84.807411725000023 206.08249486475003 -0.021344999999999999 87.181320254150009 317.41815758785003 22.634947069650003 188.53841931785004 93.660658182900008 -0.022239999999999999 38.238138001450004 15.365359009150003 4.3636502323000004 164.41964690330002 202.89977928865002 10.738578069800001 0.12064000000000002 22.660992635700001 0.093295000000000031 0.088105000000000017 15.031613344500002 14.551174033150001 14.351157895250003 47.001379125850008 23.789355599150003 13.042786209850002
decision_type=2 2 2 2 2 2 2 2 2 2 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 -5 -6 18 -8 9 20 11 -10 -13 16 -15 -16 17 -14 -4 -7 22 -22 23 26 25 -25 27 28 29 -3
right_child=1 2 3 4 5 19 7 -9 10 -11 -12 12 13 14 15 -17 -18 -19 -20 -21 21 -23 -24 24 -26 -27 -28 -29 -30 -31
leaf_value=-0.00020817870719623961 0.0017965441118989 -0.00054837888936184445 0.00021954381100362634 -0.002573076483174291 0.00092239079469770926 -0.0027026476973143853 -0.0021475985623516211 0.0014766106460648316 0.0018508674547881114 -0.0019306107408147634 0.0017416538820625501 -0.001374485675729545 0.00094301361587042804 0.0013551017056260635 -0.0032539434500110731 8.2307248343968406e-05 0.0012813669642956686 -0.001147383924119135 0.0019530503918560392 0.00023396080735791364 0.00011491967182487671 -0.0019905659482139255 0.00061381128686465694 -0.002659959587904871 0.00065569404201574642 0.00016305671399045811 0.00070892677601968712 0.0012000381480696115 0.0011966089050531555 -0.0030161252388211991
leaf_weight=62.481494584353641 6.4142592288553706 9.0594455508980918 7.6479018097743445 4.3123535122722378 5.2921242685988528 2.9832957573235035 3.8274975838139653 1.6472337692975987 5.2320114802569142 2.613050556741654 7.2949280291795722 4.2270548269152632 7.6798793189227563 4.1452415138483074 2.8908309042453748 5.1600671336054802 19.002628307789564 4.7604496795684099 4.6029281076043844 1.4894293360412119 3.7230068547651163 3.2161781070753932 29.788771386258304 5.3317664191126806 3.1132290940731764 2.1980441119521856 25.80647948756814 6.2028068294748655 2.0482441633939734 3.4342977171763769
leaf_count=1334 34 246 46 86 31 42 55 10 30 48 37 28 38 18 26 27 88 33 20 16 24 37 184 81 17 17 150 35 9 53
internal_value=0.000144234 0.000257069 0.000204749 -0.000284496 -0.000989468 -0.000290114 0.000275376 -0.00105715 0.000303898 8.64591e-05 0.000651462 0.000501685 0.000354213 0.000521662 -0.00027588 -0.00111564 0.000831013 0.000143096 0.000870863 -0.00172475 0.000142577 -0.000860932 0.000222633 1.88939e-05 -0.00110707 -0.00183589 0.000276323 -0.000261836 -0.00088539 -0.00122672
internal_weight=257.627 195.145 188.731 31.8028 14.0772 9.76485 17.7256 5.47473 156.928 96.5353 60.3931 53.0982 47.8662 43.6391 12.1961 8.0509 31.443 12.4403 12.2508 4.47273 93.9223 6.93918 86.9831 57.1943 10.643 7.52981 46.5513 20.7448 14.542 12.4937
internal_count=2900 1566 1532 306 175 89 131 65 1226 901 325 288 258 230 71 53 159 71 66 58 853 61 792 608 115 98 493 343 308 299
is_linear=0
shrinkage=0.00214848


Tree=397
num_leaves=31
num_cat=0
split_feature=20 21 21 20 20 18 6 20 9 8 20 9 21 3 6 20 5 3 3 9 3 0 20 7 6 16 16 22 23 0
split_gain=0.453587 0.985048 1.3399 0.904397 0.89991 1.4556 0.904535 1.37092 0.915668 1.23297 1.44658 1.22436 1.67284 1.2209 2.97169 1.19211 1.48981 2.13066 2.17607 1.16481 1.67244 2.76848 1.2167 1.06098 1.00725 2.83509 1.54434 1.34516 1.29245 1.95797
threshold=49.275256100300005 20.770927814650005 3.4240268213500005 47.833738492450003 45.90502654165001 14.339258036900002 8.0101871567500016 44.710446918150005 58.059373288650008 4.9461400813500012 43.32600771660001 186.67271206880002 0.8423297431500002 93.862138708350017 16.465384711100004 43.812290675100009 30.133297129900004 94.383699585650007 94.260030511650015 185.90443620030001 93.733092718100025 86.420486603250012 42.233786329550007 22.689595575850003 16.515385879350003 22.514947350300002 22.624947093000003 -0.065399999999999986 0.087725000000000011 86.530713386650021
decision_type=2 2 2 2 2 2 2 2 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 6 -6 7 -1 -8 10 -10 12 -11 23 -15 16 17 18 -16 20 21 -14 -22 -13 26 -26 -25 -27 -28 -30
right_child=1 -3 -4 -5 5 -7 8 -9 9 11 -12 13 19 14 15 -17 -18 -19 -20 -21 22 -23 -24 24 25 27 28 -29 29 -31
leaf_value=-0.022461181839617532 0.024988405967877752 0.018158327268078877 -0.025385499046192885 0.011891825885072534 -0.035606176978156406 0.006145940366330818 0.017953867003343935 0.020203748958846617 -0.033933848625595266 0.031961723576460502 0.0028884257132476554 0.011117387551698249 -0.043266215128314502 -0.042013339677740617 -0.016798724731012491 0.024345790967388824 0.020403235000154965 -0.030500247879316458 0.027099057493858748 0.022260332270586106 0.022875098274230888 0.0064020534798269867 -0.0050590967884477298 -0.00016550328211812081 0.0099681006385440602 -0.043296437741229966 0.020914973396110686 -0.011714343744142328 -0.022184718658381938 0.012987226052429105
leaf_weight=3.6013201583118635 0.66134973336011116 1.0812649708241222 3.1458554485579953 7.5474822708638376 1.8139700389001512 1.6503313790890386 3.3246003622189155 0.9946971897734328 2.2497492639231487 2.8493092737626311 2.168306480278261 10.585172238759695 1.9909789403900484 2.3069531440269193 2.6814567975234223 1.536670522764324 1.8095770003274072 3.5906183966435492 2.0714776311069727 3.1639231126755467 3.709584841504693 2.7873939047567546 2.8560298755764961 88.749485050095245 4.5865665096789581 2.25202183611691 7.1344643849879485 3.6705383416265249 2.3993833921849728 5.1619575694203377
leaf_count=417 10 18 191 100 70 51 46 21 216 21 84 66 18 41 48 9 14 77 14 17 23 30 28 1066 34 26 51 29 30 34
internal_value=0.000729123 -0.00893921 -0.016635 0.000992804 0.000513702 -0.0157162 0.000847915 -0.0132274 0.00124324 0.000896694 -0.0158621 0.00137164 0.00942604 0.000362505 -0.00864592 -0.00206094 -0.00605759 -0.0117965 0.0023333 0.00500011 0.000186099 -0.014293 0.0107238 0.00137494 0.000469973 -0.00901912 0.00143398 -0.0237233 0.0110934 0.00182638
internal_weight=184.132 4.88847 3.80721 179.244 171.697 3.4643 168.232 4.59602 163.636 160.312 4.41806 155.894 17.3572 138.536 13.9968 11.6898 10.1531 8.34355 4.75293 14.5079 11.344 4.77837 6.56561 124.54 113.954 10.5091 103.445 5.92256 14.6958 7.56134
internal_count=2900 219 201 2681 2581 121 2460 438 2022 1976 300 1676 137 1539 203 162 153 139 62 116 99 48 51 1336 1270 89 1181 55 115 64
is_linear=0
shrinkage=0.03217


Tree=398
num_leaves=31
num_cat=0
split_feature=16 20 15 16 13 21 3 20 7 15 22 15 22 2 10 4 22 20 23 20 7 17 6 16 3 10 21 6 23 3
split_gain=2.2807 2.49216 2.35066 1.78098 3.55587 5.93407 4.23095 2.95568 2.62338 2.26217 2.87042 2.32402 1.77358 4.34525 4.22431 3.06767 2.47226 2.86851 1.76092 1.68475 2.38729 2.22284 3.04545 3.0337 4.47767 1.96319 2.34065 2.43015 2.93948 1.73536
threshold=18.594956516900002 38.238138001450004 30.046989284200006 18.984955604900005 112.82921081865001 0.89219292875000011 89.227236891450005 41.941595803500007 24.176224535650004 46.574831689400007 -0.095714999999999995 31.000143748900005 -0.072569999999999982 117.02022404625002 62.014663695050011 222.56810966585002 -0.053019999999999991 39.420767558750008 0.088280000000000011 43.19689381845 22.509653697550004 195.76335783930003 16.355382140900002 22.574947209950004 93.82450029455002 62.197478847950002 6.655069997600001 16.575387281250006 0.089580000000000021 93.206154924500012
decision_type=2 2 2 2 2 2 2 2 2 2 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 -6 9 -7 11 -11 -8 13 -13 -15 16 -14 -18 -16 20 -9 23 -23 -22 29 26 -21 28 -28 -25
right_child=3 2 -4 4 6 8 7 19 -10 10 -12 12 15 14 18 -17 17 -19 -20 25 21 22 -24 24 -26 -27 27 -29 -30 -31
leaf_value=-0.0011794977635832527 0.0010754002487109167 0.00011432271195829773 -0.0019537349774688619 0.00077157647650505118 0.0017983181280580619 -0.00088832905885729706 -0.0013320150768832716 -0.0026123654276795781 -0.0032614110673065346 0.00096965547958434092 -0.0029439198387909695 0.0012711985086014568 0.0015843743910465221 -0.002549208083653145 -0.00078013819156235841 0.0017634603778593522 0.00076444309636747212 -0.0022487929235032542 0.0011431761834618667 0.00091768930200442122 0.0018819905101865374 -9.0123467257794676e-05 -0.0027844891440503392 -0.0003421019223161226 0.0012165867002760632 0.0019490717931982433 -0.0033414560653917142 0.00093885944177001088 0.00038637553422342748 -0.0032545365220994324
leaf_weight=11.509436497755813 17.091423209290951 70.12041258206591 3.3121330556459716 8.9604667276144045 11.420956470072268 6.6012114100158197 3.1225990615785113 2.9882769803516593 4.5134343821555376 2.0369304213672876 2.2918515894561997 15.562553789466618 4.7013998106122017 4.2872271351516238 5.0798954609781486 19.876529417932034 3.8840311914682442 3.4176805689930916 5.9451735448092222 7.5874583665281552 4.5681483931839493 5.8309363871812803 4.119456572458148 1.9631453230977038 4.5439428794197738 3.5578606426715842 3.1719051292166114 2.5875177150592208 1.9751195162534712 2.9408767139539123
leaf_count=431 116 1257 101 52 54 53 43 37 51 19 32 67 19 41 31 94 22 24 24 48 21 31 46 11 43 14 42 28 13 35
internal_value=0.000177622 -0.000141626 2.10442e-05 0.000342342 0.000257421 -0.000680969 0.000405216 0.000268104 -0.00185199 0.000577443 -0.00110237 0.000687823 0.000788328 0.000378542 -0.000528704 0.0011852 0.000227628 -0.000645949 0.000256993 -0.000205716 -0.00059062 -0.000338537 -0.00120559 0.000277004 -0.000499016 0.000343812 -2.89387e-05 -0.000957565 -0.00191094 -0.00208865
internal_weight=249.57 84.942 73.4325 164.628 147.537 20.0751 127.461 116.041 11.1146 70.2059 4.32878 65.8771 62.7545 30.8748 15.3123 31.8796 12.0031 7.30171 11.0251 45.8346 26.9548 23.9665 9.95039 14.0161 9.44796 18.8799 15.322 7.73454 5.14702 4.90402
internal_count=2900 1789 1358 1111 995 156 839 785 104 416 51 365 322 163 96 159 65 46 55 369 224 187 77 110 89 145 131 83 55 46
is_linear=0
shrinkage=0.00239883


Tree=399
num_leaves=31
num_cat=0
split_feature=2 0 10 8 20 5 8 22 8 8 23 19 17 0 0 3 23 22 20 16 22 22 18 18 6 22 21 23 13 5
split_gain=0.483813 1.73126 2.13348 1.09889 0.770466 0.556229 0.948881 1.80899 1.37696 1.01974 0.921478 0.704531 0.681505 2.25022 1.21347 2.49011 1.51651 1.19501 1.12769 0.96346 0.80626 1.41041 1.00195 1.67144 1.35717 1.56011 1.25183 1.71024 1.02306 1.2594
threshold=325.75432260090003 86.780739992750014 64.434276012450013 2.8477776226000002 46.650420857800007 32.00428233840001 8.8430989333000021 -0.087910000000000002 9.3427090425500019 8.7431769115000026 0.094415000000000013 14.651182102100002 206.41783130310003 90.337570099350003 91.144107538500023 83.269613674350026 0.092290000000000025 -0.22089 42.526729949000007 18.194957452300002 -0.59087999999999996 -0.5422499999999999 12.903279561150002 12.868666868750003 16.495385412050002 0.11529000000000002 5.1084261806000013 -0.5582649999999999 117.69263157665002 23.721757872050002
decision_type=2 2 2 2 2 2 2 2 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 -4 6 9 8 -8 11 -9 12 20 -14 -15 16 17 -16 -19 -18 -1 -22 23 24 -23 26 -26 -28 29 -24
right_child=1 2 3 -5 -6 -7 7 10 -10 -11 -12 -13 13 14 15 -17 19 18 -20 -21 21 22 28 -25 25 -27 27 -29 -30 -31
leaf_value=0.010935738198931242 -0.034717178461001752 0.020366317476551179 0.010527273704253246 -0.027456530338033643 -0.025217491212784188 0.014526064520502464 -0.011651934338553755 -0.031439336958166038 0.015011551734730406 0.012531632137243511 -0.0064205883085660153 0.01153375402916533 -0.039826965850611726 0.030190130011876558 -0.030305127620861471 -0.032501144460833221 -0.025173058182690913 0.017950402852681603 -0.0087307208789855241 0.009218734550652443 -0.022971737833789457 0.011176599943741495 0.0020895986514638562 -0.031321171960263162 -0.0010053603720710669 0.023899198087331687 0.019688892549724928 -0.039526504899689931 0.013866866997378239 -0.009783221620690518
leaf_weight=6.4722923208610146 1.4118689231108854 2.5720045203343034 1.7797375849913808 2.0430521786329336 0.66955511574633408 2.4002446006052187 2.8917531785555184 2.6858452963642758 3.3998378864489496 6.2806987948715678 2.1294622737914324 4.8294301107525817 1.3765493240207423 0.8977397084236135 0.59522818535333222 2.0705674495548001 2.23100652267749 5.3746625741187026 1.6767992216045966 0.93163614720106114 2.005687482393113 3.7696244401158729 101.11252463236451 1.8944740374572582 2.2536364031839184 0.89721054257825006 0.47404082072898646 2.3165306997252642 5.4383925246074787 7.7615682214964172
leaf_count=87 45 23 40 74 49 47 35 43 35 47 37 32 18 6 46 46 97 102 53 7 54 64 1410 22 80 7 9 79 44 162
internal_value=0.000624419 -0.0060024 -0.000263517 -0.0120747 0.000755845 0.000946927 0.000757175 -0.00727217 0.00275643 0.00131227 -0.0203754 0.000855823 0.000511 -0.00519924 -0.00173952 -0.00396504 0.00150115 0.00834338 0.0116058 -0.0150421 0.00115487 0.000660011 0.00103643 -0.00691565 -0.00215451 -0.0106126 -0.0167512 -0.0294674 0.00184376 0.00124319
internal_weight=182.644 8.47622 7.06435 4.49234 2.44929 174.167 171.767 11.1069 6.29159 160.66 4.81531 154.38 149.55 15.1542 13.7776 12.8799 10.8093 7.64669 7.05146 3.16264 134.396 127.924 125.918 11.6055 9.71104 5.94142 5.04421 2.79057 114.312 108.874
internal_count=2900 231 186 163 89 2669 2622 150 70 2472 80 2425 2393 375 357 351 305 201 155 104 2018 1931 1877 261 239 175 168 88 1616 1572
is_linear=0
shrinkage=0.0284045


Tree=400
num_leaves=31
num_cat=0
split_feature=16 20 15 15 16 16 20 12 20 8 0 4 10 16 4 6 21 23 23 0 6 12 22 9 20 10 8 18 18 12
split_gain=2.68382 2.43884 2.41407 2.26776 1.9686 3.63808 3.23713 2.9102 2.56173 2.34837 1.78968 2.97604 3.93923 2.25798 2.55657 5.19877 2.19663 1.78176 2.71739 1.74472 1.72691 1.95383 2.46157 5.03817 1.82013 2.04166 1.69675 1.67173 1.66827 2.91045
threshold=18.594956516900002 38.238138001450004 28.452330424200003 28.321365561200004 15.919962772200003 13.534968349350001 41.289992964000007 176.04981466085005 39.995120105550008 7.2443465838000014 86.530713386650021 248.34582299520005 62.041548276350007 22.614947116400003 310.49012963040008 15.925372093750001 13.811848270300002 0.093295000000000031 0.087265000000000023 85.968825637350008 11.060258421150001 207.71672397260002 0.06041500000000001 205.88909726980003 42.508878681700004 80.677940036650014 5.9453602998000008 14.025183600500002 13.809421053700001 103.44931853055
decision_type=2 2 2 2 2 2 2 2 2 2 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 7 8 -3 -6 26 11 -2 16 14 28 -16 17 18 -13 -19 24 22 23 -22 -7 -26 -8 -4 -12 -30
right_child=10 2 27 -5 6 20 9 -9 -10 -11 13 12 -14 -15 15 -17 -18 19 -20 -21 21 -23 -24 -25 25 -27 -28 -29 29 -31
leaf_value=-0.0009684707698807307 0.00039072170903395071 -0.0022250941920571791 0.0004448282411875352 0.0023210828095486464 -0.0014899453144697832 -0.0022927991208603819 -0.00081344338264553349 -8.8995116279263274e-05 0.0011890492739791321 -0.0023470569867055911 0.00096465839608484327 0.00012712946950515534 -0.0021832751997733894 0.0011698350694166115 -0.0021010226246495544 0.00069500371849211891 -0.0015609826645843828 -0.00010487374707407918 -0.0024248431133871043 0.0018781598673052562 0.00082344459819983212 0.0016822651832702411 0.00207438912042078 -0.0021952891695601888 -0.0014665975387562389 0.0011585623704858021 0.0024285176880127074 -0.0019471613823764512 -0.00095188136226772061 0.00051096949416671504
leaf_weight=12.267975574126465 47.49935159785673 3.1319269365631071 1.7221645936369885 1.886201538145541 2.005973617546263 1.3991669733077277 5.8617455821949971 17.684378672391176 5.7782409940846264 4.548410533927381 21.999988939613104 9.8798393271863549 4.5758604002185157 17.325856916606426 4.9897111710160953 6.2478885110467672 3.6572454916313282 3.4789201095700255 2.112938053905963 3.9551880471408367 9.4586385411676037 9.2575105335563403 3.2835692940279833 3.0502037759870282 1.8268643822520969 3.8207160672172904 0.76089149713516224 4.1709260665811598 6.8099785037338725 34.008774392306805
leaf_count=431 298 159 28 6 29 32 191 427 46 86 101 91 72 86 52 33 49 31 33 14 63 50 17 28 46 45 2 103 50 201
internal_value=0.000159417 -0.000120744 9.8294e-06 0.000110343 5.23215e-05 0.000254648 -0.000512465 -0.000410383 0.000498679 -0.00121705 0.00031404 8.05738e-05 -0.00045203 0.00050606 0.000350766 -0.000546486 -0.000108854 0.00016452 -0.000322488 0.000950165 0.000685954 0.000937231 0.000500493 8.73451e-05 -0.000207294 0.000309383 -0.000440966 -0.00124814 0.000511275 0.000266915
internal_weight=258.457 91.9155 79.6475 73.7544 71.8682 52.913 18.9553 20.8163 7.78421 11.171 166.542 75.1593 27.66 91.3822 74.0563 11.2376 23.0841 19.4269 11.9928 7.43411 32.0967 25.0499 15.7924 12.5088 7.04675 5.64758 6.62264 5.89309 62.8187 40.8188
internal_count=2900 1789 1358 1227 1221 867 354 586 75 279 1111 588 290 523 437 85 218 169 124 45 281 158 108 91 123 91 193 131 352 251
is_linear=0
shrinkage=0.00204248


Tree=401
num_leaves=31
num_cat=0
split_feature=23 23 12 15 21 20 7 13 23 9 22 23 20 23 17 17 16 16 19 17 12 21 19 15 8 7 9 18 13 22
split_gain=0.448975 0.709414 0.886891 0.758016 0.845765 0.647644 0.860998 0.697819 0.746509 1.21032 1.60854 1.07105 1.91765 1.48046 1.46555 0.843383 0.841454 1.50041 1.05029 0.94131 1.27351 1.16527 1.33696 1.64672 1.14689 1.12148 1.11971 0.933011 0.922688 0.902097
threshold=-0.27223499999999995 -0.27687999999999996 151.63308792200004 22.863620006050002 14.673280803050002 32.785955158400007 22.535351262400003 73.376087754350024 -0.15684499999999998 192.09062119805003 -0.079824999999999993 1.0000000180025095e-35 41.43512228960001 -0.093074999999999991 197.94573456765002 184.18061320350003 12.644970430600003 9.6249774926000011 10.250827068050002 181.49225329600003 90.17221166855002 0.12836581325000004 12.751028791950002 25.251887604400004 8.8430989333000021 22.638073512250003 215.80505313260002 12.903279561150002 115.25151159420001 -0.063985
decision_type=2 2 2 2 2 2 2 2 2 2 2 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 -7 9 -9 -11 12 13 -10 15 -15 17 18 -13 21 25 -18 23 -23 27 -21 28 -22 -26 -29
right_child=5 -3 3 -5 -6 7 -8 8 11 10 -12 16 -14 14 -16 -17 19 -19 -20 20 24 22 -24 -25 26 -27 -28 29 -30 -31
leaf_value=-0.027147118309260521 0.0056863328908890965 -0.040593679343562915 -0.038774756764058498 0.026225458106078681 0.013734885124203457 -0.038179765103199599 -0.042706939261485909 0.014384616416724406 0.014356558654224794 -0.035644811947391164 0.007671057922785351 -0.036079324095232811 -0.026715673421144944 -0.022197852719417845 -0.040251919708885663 0.013080032151251494 0.02803762474697238 -0.030902083213480092 0.020549560670569317 0.0017057577801703741 -0.015991479968076799 0.003538078682680633 0.013146593424116049 -0.050250843088811906 -0.005222373842742138 -0.032279792326424903 0.0012804344793331047 0.00065802495736850316 -0.043026312270260318 0.0069925604022621629
leaf_weight=1.3130943250143898 0.81704891775734612 0.73403662454802443 0.6531870373291897 1.2861526685301212 0.80020095594227314 0.52562884674989518 0.91235457286529709 11.358604273293166 4.5800505494698882 1.4930568668060002 3.0757009214721611 0.49509771424345617 4.5383954082499249 1.2668212885037049 1.5497734688688067 2.1310628489591181 3.3766147701535365 2.5000093057751656 1.7110195057466624 2.1080669090151778 3.1033420115709296 2.0162211277056472 6.779369352851063 0.99739795364439476 1.3073112238198512 2.4747753395349719 3.4246215862222016 70.074332265474354 1.7980060297995804 42.249264215584859
leaf_count=61 38 36 41 22 8 124 101 195 54 29 32 85 168 22 26 27 41 213 43 15 24 44 65 23 11 44 40 813 34 421
internal_value=0.000726815 -0.00962057 -0.00401055 0.00707909 -0.00986419 0.00100718 -0.0198438 0.00121331 0.00133203 0.00839833 -0.00648444 0.000621867 -0.00839751 0.000328103 -0.0126581 -7.24986e-05 0.00150036 -0.0127403 0.00784088 0.00198006 0.00107335 0.0106921 0.00471144 -0.0142641 0.00173922 -0.0166467 -0.0122212 0.002529 -0.0271112 0.00304069
internal_weight=181.451 4.78667 4.05263 2.73954 1.45339 176.664 1.7294 174.935 174.409 15.9274 4.56876 158.482 14.0661 9.52771 4.94766 3.39788 144.415 4.70613 2.20612 139.709 126.54 13.1696 9.79299 3.01362 121.957 4.58284 6.52994 115.427 3.10532 112.324
internal_count=2900 168 132 71 49 2732 139 2593 2469 256 61 2213 297 129 75 49 1916 341 128 1575 1402 173 132 67 1343 59 85 1258 45 1234
is_linear=0
shrinkage=0.0342406


Tree=402
num_leaves=31
num_cat=0
split_feature=3 2 20 7 5 5 22 13 22 5 20 19 0 21 15 8 9 23 23 22 22 9 16 5 6 19 19 7 17 10
split_gain=0.429029 0.83967 1.11385 0.588028 0.610741 0.984348 1.25025 0.977143 1.45455 1.14966 1.82266 2.00342 1.63699 1.08723 0.920423 0.890532 0.814857 0.751502 1.94559 1.70564 1.84378 2.06986 1.63529 1.22886 1.45363 1.52124 0.832202 0.783224 1.67612 2.2153
threshold=108.42013948475001 170.32456123625002 44.921040431000009 19.041006859700005 23.721757872050002 23.151456684850004 -0.068524999999999989 117.67112391160002 -0.54972999999999994 25.763052016400003 41.621607100200002 14.451165964200003 86.420486603250012 14.673280803050002 43.132842597400007 10.341929261000002 189.54401862130001 0.11308000000000003 0.10211000000000002 -0.033594999999999993 -0.086339999999999986 195.97407267990005 15.604963508800003 21.269675393700002 14.755344756250002 11.850956171350001 14.351157895250003 22.969987962250006 188.16174763880002 61.944763783650011
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=3 2 -2 -1 5 17 16 8 -6 10 11 -10 13 -11 15 -9 -7 18 27 20 21 -19 -23 24 25 -20 -25 28 29 -5
right_child=1 -3 -4 4 7 6 -8 14 9 12 -12 -13 -14 -15 -16 -17 -18 19 23 -21 -22 22 -24 26 -26 -27 -28 -29 -30 -31
leaf_value=0.013168000501500354 -0.032402260707919156 -0.038031742261575928 0.027611834192604177 -0.030774504470451419 0.03239080088249785 0.013471421163743466 0.022616070292692886 -0.02975299767834421 -0.025888143950828457 -0.034330198080200013 -0.037876826977091368 0.020281177673238747 0.021825004029588976 0.017975622566911622 0.011636655421444425 0.0083328337058280622 -0.012065253230115756 0.025495609140113101 0.017535479895761503 0.018814354331460444 -0.024901874414808685 0.016342514876473958 -0.028918902170145304 -0.038131224463167274 0.0078109259615533914 -0.031627647171060563 -0.012195835964579373 -0.000673680261765239 0.012222318761661856 0.0026111313210216225
leaf_weight=3.7824432201450682 0.53411044535459884 0.85036596364807326 0.75054430402815342 2.3198339618975323 0.74743656069040376 2.3774459017440677 4.7515518646687251 1.3183889030478888 2.195493211736903 1.4198392842663454 3.3820369252935052 1.6694712582975624 1.88170407153666 0.55878332117572416 5.2019254174083471 1.1685331612825391 2.6844460852444172 3.1284437652211627 0.83938531836611074 6.9682222354604155 2.5633414284093297 1.3595387284876781 1.9762713946402071 2.337276688311249 4.4536745883524418 2.60895064054057 2.679548941552639 81.305303835208178 16.74226093175821 14.79850098735187
leaf_count=60 85 46 6 28 5 23 37 35 50 95 107 11 19 10 49 10 27 26 36 67 37 24 27 23 26 59 20 1486 146 220
internal_value=0.000607292 -0.0135471 0.00266026 0.000777814 0.000507601 0.00117934 0.0109136 -0.0047819 -0.0105021 -0.0133885 -0.0208471 -0.00594531 0.00061376 -0.0195585 0.00403756 -0.0118576 -7.13067e-05 0.000516324 -0.000294388 0.00700801 -0.00210507 0.00693479 -0.0104722 -0.0119834 -0.00417724 -0.0196605 -0.0242788 0.00101683 0.00507606 -0.00191321
internal_weight=179.355 2.13502 1.28465 177.22 173.438 153.894 9.81344 19.5436 11.8548 11.1073 7.247 3.86496 3.86033 1.97862 7.68885 2.48692 5.06189 144.081 128.085 15.9958 9.0276 6.46425 3.33581 12.9188 7.90201 3.44834 5.01683 115.166 33.8606 17.1183
internal_count=2900 137 91 2763 2703 2312 87 391 297 292 168 61 124 105 94 45 50 2225 2044 181 114 77 51 164 121 95 43 1880 394 248
is_linear=0
shrinkage=0.0317651


Tree=403
num_leaves=31
num_cat=0
split_feature=5 20 3 22 22 6 21 22 0 10 7 23 6 18 7 22 7 22 2 3 20 16 13 22 6 23 6 23 22 18
split_gain=1.81414 1.43546 1.42638 2.56673 1.43438 1.38089 1.34174 2.27174 1.24232 2.20532 3.18707 2.07978 1.77503 2.311 3.77746 2.26841 1.97107 1.90573 1.79688 4.09997 3.41692 3.24556 3.426 4.06007 3.26275 4.3905 2.80378 2.22393 1.87586 1.7341
threshold=11.848158554650002 40.742467179200005 75.838715401800016 -0.16297999999999999 -0.21094499999999999 1.8100422913500003 16.589865017350004 -0.088944999999999996 85.716110573100011 62.00390986255001 19.617375644250004 0.10332500000000001 14.855347092800002 15.269763541350001 24.071745547300001 -0.24103499999999997 26.752366550650006 -0.078219999999999998 116.16618105335002 93.308316333450009 41.840895355800008 22.604947139800004 117.38883580790001 -0.081474999999999992 15.925372093750001 0.090640000000000012 16.505385645700006 0.089475000000000013 -0.101965 13.5308213324
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 4 -4 -3 -6 7 -7 9 -2 -11 -12 13 14 15 -10 -15 -18 27 21 26 22 24 -24 25 -20 -21 28 -14 -23
right_child=8 2 3 -5 5 6 -8 -9 12 10 11 -13 18 16 -16 -17 17 -19 19 20 -22 29 23 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.0020623175543336958 9.2840532895338559e-05 -0.0027145066362055867 0.00089632730257318367 -0.0027110529726311343 -0.0025894142305902209 -0.0025977618457090615 0.0020246636372548282 0.00087850887728566779 -0.0019091992265805435 0.0022969226819115978 -0.0030386776774778647 0.00024026923117126571 0.0024756861275143046 0.00071516613754568767 -0.0011184407631780037 0.00066948129332464049 -0.0018260468067067864 0.00067834109956025994 -0.0020768573839691227 0.00094718253897206953 -0.0024910207430484895 0.00041291980401478545 -0.0033270129810473986 0.00012425418852553846 0.0015761508140837357 0.0011396260289647439 -0.0017489612780487724 0.00033462841196390571 0.00093108299163028089 0.0020629072513812484
leaf_weight=3.2472418980905813 31.194946832489222 0.93450744776055472 1.9204043694771824 3.1848896336741737 0.82519425079226394 1.4808887005783633 3.2447803597897291 4.9871482553426141 2.3417249652557102 1.1680525625124563 4.3583691408857703 1.6086071780882774 7.3437110371887711 32.03102308884263 20.962666236329824 17.991610582452267 4.0768085806630552 3.3721091686747959 4.7796883564442449 6.4606355642899853 5.1799100534990421 6.023563917726281 3.3101412486284971 5.5277628377079946 11.196397069841622 5.5949192717671394 3.6756192157045007 20.826118668541312 13.656966160982845 10.815529521554707
leaf_count=292 428 55 19 133 87 73 22 96 57 8 123 20 32 322 255 157 81 44 44 39 66 33 29 29 57 29 32 111 73 54
internal_value=0.000150598 -0.000563912 -0.000270406 -0.0013541 0.000211841 0.000471349 0.000731389 8.25997e-05 0.000213978 -0.00018988 -0.00142596 -0.00215472 0.000297578 2.32647e-05 -0.00038433 0.000372503 0.000449608 -0.000692316 0.000509837 0.000245458 -0.000862643 0.000604666 0.000123995 -0.00116838 0.000653497 -0.000342241 -3.04959e-05 0.000905293 0.00147121 0.00147269
internal_weight=243.322 19.8251 16.5778 5.10529 11.4725 10.538 9.71282 6.46804 223.497 38.33 7.13503 5.96698 185.167 80.7759 41.296 20.3333 39.4799 7.44892 104.391 62.5642 15.3162 47.248 30.4089 8.8379 21.571 10.3746 10.1363 41.8268 21.0007 16.8391
internal_count=2900 777 485 152 333 278 191 169 2123 579 151 143 1544 916 469 214 447 125 628 412 137 275 188 58 130 73 71 216 105 87
is_linear=0
shrinkage=0.00246454


Tree=404
num_leaves=31
num_cat=0
split_feature=9 13 3 21 20 15 7 20 20 5 3 7 21 20 17 17 10 3 21 14 20 17 20 3 5 23 20 4 21 5
split_gain=0.437656 0.935212 1.26795 0.667702 1.04742 0.627634 0.618501 0.564678 0.973262 0.825259 0.748093 0.914614 0.654788 0.636081 1.90411 1.84816 1.73304 1.92157 1.69813 1.60042 1.60307 1.42277 1.71911 1.59164 1.61035 1.4055 1.83751 1.47651 1.42189 1.30779
threshold=37.256168974800005 96.209162656250015 66.676450093250011 20.770927814650005 50.264779514000004 10.643873581000001 20.234873028950002 47.833738492450003 49.275256100300005 17.450855014100004 103.44111502715002 17.605734992150001 20.076345264900002 42.178283198950005 188.31851043910004 185.71388464605002 61.917879202350001 93.58791597905001 1.8061804516000002 159.17310279255003 43.968221017800005 192.84209122775002 42.852084787850011 93.168516510700016 21.377246852200006 0.082325000000000023 42.599563320500003 271.57455041175007 11.790993765850002 22.000536998450006
decision_type=2 2 2 2 2 2 2 2 2 2 2 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 10 9 -9 12 -12 13 -7 15 29 -16 18 -18 -19 -21 22 -20 24 25 27 -27 -23 -28 -15
right_child=5 -3 3 -5 -6 7 -8 8 -10 -11 11 -13 -14 14 16 -17 17 19 21 20 -22 23 -24 -25 -26 26 28 -29 -30 -31
leaf_value=-0.031083825853243003 0.029916478215291486 -0.0331132447868124 0.012530692516879192 0.03122175777349024 -0.030878697863783507 0.0018344526123597626 -0.032425335158733283 0.027793311976647497 -0.010303035141238768 0.0055786258264194123 0.011220917786456099 -0.02762287003654168 0.015827068881303481 0.0045126394489085299 0.024929077716194459 -0.027946061215541208 -0.02067583931144713 0.019539283517858445 -0.0038246200203612408 -0.037960857647850552 0.0037996810722656766 0.029343146028581877 0.026229331063045456 -0.02556511583124764 0.015682314657305258 0.0068610862245322883 -0.036868442379438982 -0.0079814007497718172 -0.0022838379162307891 -0.023720576807513345
leaf_weight=0.9950386535783754 0.17003589635714778 1.0560545955086125 1.6772407342214144 0.80122110992670048 0.70695232693105925 110.67581756747677 0.87570498479180969 2.4599161949008685 1.8698630020953713 3.8193866559304297 0.78673463227460105 1.7460590966511516 2.5621873359195879 5.1975714055588451 2.5367096005938938 4.4546368143055588 2.64209633227438 0.83538740128278632 2.6390035849763107 2.8630182626657188 1.1539551364257929 1.9564394184853937 4.800824121106416 1.9351637652143825 5.9206406383309504 3.0373736775945872 2.7113909518811852 1.8402537321671841 1.7502231555990873 2.0457103989319876
leaf_count=197 2 67 62 7 63 1338 121 16 40 44 36 176 28 117 17 63 33 4 27 68 15 19 37 20 35 42 65 40 32 69
internal_value=0.000557148 -0.00796261 -0.00160912 0.00759799 -0.000340903 0.000814605 -0.0222886 0.000954874 0.00864026 0.0142812 0.0005732 -0.0155572 0.000826081 0.000584343 -0.00227898 -0.0127852 0.00107691 -0.000698203 0.00219531 -0.0181304 -0.0259643 0.00446777 0.0155688 0.000155322 0.00304637 -0.00357677 -0.0110845 0.011252 -0.0233014 -0.00346123
internal_weight=178.523 5.23651 4.18045 3.18541 2.38419 173.286 1.04574 172.24 8.14917 6.2793 164.091 2.53279 161.558 158.996 48.3204 11.6979 36.6225 34.0858 29.2334 4.85236 4.01697 26.5913 7.43983 19.1515 17.2163 11.2957 7.49899 3.79669 4.46161 7.24328
internal_count=2900 396 329 132 125 2504 123 2381 100 60 2281 212 2069 2041 703 249 454 437 350 87 83 317 64 253 233 198 139 59 97 186
is_linear=0
shrinkage=0.0299121


Tree=405
num_leaves=31
num_cat=0
split_feature=16 6 15 15 13 7 20 22 6 2 0 2 12 5 7 20 9 22 22 9 21 6 18 9 5 20 22 22 13 19
split_gain=2.62444 2.72335 2.1334 2.09887 3.60241 2.5106 2.0196 3.59078 3.78143 4.36046 3.97525 3.00838 2.54686 2.71566 3.85204 3.91758 2.42411 2.25014 2.20093 2.73878 2.56851 4.57413 2.56185 2.05418 2.01887 2.49299 2.06115 2.17651 2.09461 2.4251
threshold=18.594956516900002 15.675366252400002 32.540328261750005 46.574831689400007 117.61735474900001 23.539316666200005 41.621607100200002 -0.072569999999999982 14.815346158200002 122.26439358135001 86.597924839850023 187.77144079505004 217.21823064915003 21.377246852200006 24.472706336050003 42.737166331000005 200.63976601170003 -0.090169999999999986 -0.053019999999999991 186.98623176200002 3.3559787654000002 14.980350013450002 13.482409244300003 201.44620319810005 23.398433971250004 44.921040431000009 -0.11420499999999999 -0.088099999999999998 117.61735474900001 14.351157895250003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 -1 6 -5 -6 7 8 -2 17 16 18 24 -14 15 -15 -11 -10 -9 -20 -21 -22 -23 -12 26 -26 -8 -28 29 -29
right_child=3 -3 -4 4 5 -7 12 11 9 10 23 -13 13 14 -16 -17 -18 -19 19 20 21 22 -24 -25 25 -27 27 28 -30 -31
leaf_value=4.0004678413812078e-06 -0.0015285113281616036 -0.0015556202553545166 -0.0020333127518463506 -0.0018697909901165938 -0.0011672245962705702 0.0012446146573295408 0.0012298560303542192 0.0013184283523260917 0.0010991360857156396 -0.0028628635719903602 -0.00061629190851196307 0.0015312307169119807 -0.0018420235928989679 -0.0022376978560200364 0.0012558148711252471 0.00014929384808353926 -0.00032259310885675941 -0.00039551189474671371 0.0016015820189773302 0.00053002139321489 0.0010083181700597506 -0.00067481136363091942 -0.0031757874558604438 0.0010571426212358211 -0.0016278727776502552 0.00070147096115380459 -0.00062959089394948472 -0.00018325634508319449 -0.00064698136945259789 0.0012940285382781901
leaf_weight=87.672889364999719 4.4776187175884834 4.3925603725947431 1.8579930285923172 4.2523670550435764 2.4229673305526376 4.135162927210331 9.7881687320768815 9.6661678254604322 18.818200341425836 3.0919657032936803 5.2161874510347825 15.645467132329939 4.1517491713166264 3.9807977937161905 4.8585047163069239 6.2631470821797848 2.3331871852278709 4.3988526314497021 4.576102206483486 13.475073829293253 3.3231297284364683 3.371650367975235 2.5435620658099651 5.1702948547899723 3.8316133432090274 2.8259604647755623 7.6626880820840588 5.8190614208579161 4.2969614192843428 12.13935252279043
leaf_count=1526 57 197 66 76 38 18 44 41 91 37 29 75 38 41 22 48 15 23 22 67 16 20 22 24 68 20 50 36 25 48
internal_value=0.000143831 -0.000109241 -3.8279e-05 0.000281596 -0.000521021 0.000353536 0.000335247 0.000508974 0.000109096 0.000296973 -0.000465069 0.000839711 8.07988e-05 -0.000494386 -0.000123913 -0.000778291 -0.00177037 0.00081595 0.000546951 0.000273688 6.15535e-06 -0.000757957 -0.00175024 0.000216728 0.000319665 -0.000639129 0.000480426 0.000235238 0.000533005 0.000815344
internal_weight=266.459 93.9234 89.5309 172.536 10.8105 6.55813 161.725 96.1075 43.5063 39.0287 15.8116 52.6012 65.618 19.2542 15.1024 10.2439 5.42515 23.2171 36.9557 27.2895 22.7134 9.23834 5.91521 10.3865 46.3638 6.65757 39.7062 29.9181 22.2554 17.9584
internal_count=2900 1789 1592 1111 132 56 979 539 276 219 105 263 440 149 111 89 52 114 188 147 125 58 42 53 291 88 203 159 109 84
is_linear=0
shrinkage=0.00188144


Tree=406
num_leaves=31
num_cat=0
split_feature=15 22 13 7 21 7 15 16 15 23 16 22 16 21 6 21 9 17 21 0 6 2 20 16 0 21 19 7 6 9
split_gain=0.432986 1.39089 0.83815 0.943741 0.517357 1.25815 1.35866 1.37504 1.35473 1.40041 1.75074 1.30817 1.1721 1.15367 1.44501 1.30934 3.89804 0.966262 0.918346 1.60501 2.26647 1.3548 0.904438 0.891201 1.24058 1.73374 1.26083 2.27266 1.07741 1.96459
threshold=46.810838056050009 -0.082314999999999985 117.69263157665002 23.539316666200005 3.2025200283000004 25.027970878050002 30.807603489900004 14.224966735800002 20.203197038850004 0.082975000000000021 17.654958715000003 0.057850000000000006 22.824946625350005 1.9231529451500002 16.545386580300001 1.2219980417000003 194.46727572990002 168.45154159730004 4.3636502323000004 85.509099297050014 16.315381206250006 74.86597289860002 42.541806567400009 22.634947069650003 92.031298721500022 1.0652877397500002 14.151141757350002 18.742910346600002 14.815346158200002 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=4 2 3 -2 5 13 7 -7 -9 -10 11 -11 17 15 -15 23 -17 -6 19 -19 21 -21 -23 24 25 26 27 -1 29 -26
right_child=1 -3 -4 -5 12 6 -8 8 9 10 -12 -13 -14 14 -16 16 -18 18 -20 20 -22 22 -24 -25 28 -27 -28 -29 -30 -31
leaf_value=0.023573137485005655 -0.028353492165975037 -0.022337425925715228 0.021780662437522129 0.0081462505335932814 -0.012806497338383484 -0.022426397251038389 -0.020632601517055312 0.023342759459907374 -0.030611346009516129 -0.026104272560967864 0.020525861292993511 0.011893752562847748 -0.025793799394442526 0.015852987701557044 -0.0065459489748636909 -0.039586299284038153 0.0055437634543353022 0.020737208671977068 0.0014232159555728511 -0.032095448438907423 -0.024217177333074501 0.0076919929646555307 -0.014300270554258837 0.015521949592506117 0.0093634058593622099 0.026404938221326318 -0.00084392068716834269 -0.033137405307338288 0.017004818525309596 -0.022115486460196666
leaf_weight=0.62712388229556948 0.81947446963749904 2.3863135757856062 1.2411294048652051 1.3221880737692115 4.0804474140168159 1.616001758375204 2.9388738127890965 2.0516630148049426 1.0038463792297987 1.6132629791391084 2.3992849588394165 1.0804003775119779 1.2768069100566197 10.578577200882135 2.553440294112078 2.0055303294211617 4.2920010248199105 1.4642527011455957 92.683169722236926 0.88452862948179056 4.4663618323393157 6.0246863202191889 1.7158547166618516 4.5262679681181899 5.569955756334819 1.1280898973345745 5.2984293075278401 2.5846796330297366 5.430489294230938 1.898533576633781
leaf_count=14 44 55 9 13 254 240 58 29 27 40 18 13 28 87 38 28 37 17 1312 9 44 83 41 36 100 6 43 117 31 29
internal_value=0.000487018 -0.00671431 0.00430666 -0.00581982 0.000728851 0.00275145 -0.00470199 9.27485e-05 0.00455874 -0.00176236 0.00392393 -0.0108637 -0.000334511 0.00478795 0.0114977 0.0021468 -0.00882849 -4.24987e-05 0.000443173 -0.00579724 -0.00876507 -0.000763436 0.00281694 0.00470068 0.00252739 -0.00472599 -0.00885261 -0.0220643 0.00794724 0.00136129
internal_weight=177.562 5.76911 3.38279 2.14166 171.793 59.1965 12.7033 9.76446 8.14846 6.09679 5.09295 2.69366 112.596 46.4931 13.132 33.3611 6.29753 111.319 107.239 14.5557 13.0914 8.62507 7.74054 27.0636 22.5373 9.63832 8.51023 3.2118 12.899 7.46849
internal_count=2900 121 66 57 2779 991 425 367 127 98 71 53 1788 566 125 441 65 1760 1506 194 177 133 124 376 340 180 174 131 160 129
is_linear=0
shrinkage=0.026724


Tree=407
num_leaves=31
num_cat=0
split_feature=6 6 10 0 19 18 5 2 0 10 10 0 15 23 10 3 21 3 20 10 19 0 10 7 10 5 16 7 17 17
split_gain=0.423895 1.94825 0.924464 0.911177 1.44741 1.00307 1.02636 0.997383 0.820341 0.809283 1.35626 1.98735 1.76548 1.44989 1.09378 1.4882 2.6744 1.24612 1.26581 2.11821 4.74386 4.03709 2.02192 2.76624 1.48281 1.60653 1.46819 1.78212 2.31602 1.79695
threshold=13.665319288000001 13.775321858200002 78.220689305400015 97.671683879200017 13.351077205700003 14.708525021850003 17.708776378750006 300.91297426285007 97.835679825150024 75.465019721650009 71.090898343450007 96.055920542800024 26.744537432900007 -0.059734999999999996 70.865067860500019 85.54673771085001 1.2219980417000003 85.80214123330002 37.858673296900008 66.697957758300021 13.151061067750001 90.337570099350003 63.910026677050006 20.940097048150005 62.837331883000012 20.206488238950005 20.914951091750002 23.824098587650003 196.79617445730003 193.92177542215003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 -2 3 5 -5 7 -7 -1 9 10 14 13 -13 -12 15 16 -3 -17 26 21 -21 22 24 -24 25 -20 27 28 29 -19
right_child=1 8 -4 4 -6 6 -8 -9 -10 -11 11 12 -14 -15 -16 17 -18 18 19 20 -22 -23 23 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.0046022901009679556 0.028832981510950602 0.0083490894683449675 0.0024672445145503068 -0.034640246730317154 0.0076064219881104168 -0.015749611043700349 0.03365918193833288 -0.044686400248120456 -0.024040199887683116 0.019337342349266207 0.0097806023224136264 -0.01781801990244182 0.02512640376546375 -0.043988499937140692 0.030303279238771335 0.023505516727977193 -0.048262078463727917 -0.0052306657029202834 0.027024718037716621 0.018500581326189054 -0.046419783454955663 0.033010932552572946 0.019854232039313899 -0.046263204412830508 0.030316140861057418 -0.0015651610946354512 0.029987956387960073 0.034958351261415666 -0.050621801744627958 0.04305345458728449
leaf_weight=6.5612262790091354 3.9295846782624713 2.6280241012573233 20.614207407692447 4.2175921386806285 1.7648041499778626 0.98088949231896583 1.8836845422629265 1.114049984840676 2.0008388438727698 3.6809055297635487 0.98231734056025732 3.1583849787712097 2.745257830247283 3.5495720240287465 2.0450577870942643 4.1171842869371167 2.4964171049650759 5.7632875569397566 3.1558496989309779 2.8672673511318854 4.3415203504264355 5.8153540343046179 1.3974935731384892 3.1796930532436818 2.5142505154944947 67.742618633375969 4.757799368351697 2.2492131656035772 1.3837283998727796 1.487769581377506
leaf_count=162 34 23 902 158 26 36 19 31 36 30 14 24 24 90 14 29 62 140 21 21 53 37 38 35 23 754 34 12 11 7
internal_value=0.000649203 0.0016489 -0.00306543 -0.00996835 -0.0221775 -0.00303846 0.0167406 -0.0104204 0.00085208 0.00122923 0.000710023 -0.0128245 0.0021516 -0.0323337 0.00190755 0.0014065 -0.0192295 0.00236114 0.00154491 -0.000224059 -0.020598 0.00152847 -0.000819034 -0.0260764 0.00075573 -0.000292562 0.0118379 0.00390387 -0.00418528 0.00467625
internal_weight=175.126 137.989 37.1365 16.5222 5.9824 10.5399 2.86457 7.67528 134.06 132.059 128.378 10.4355 5.90364 4.53189 117.943 115.897 5.12444 110.773 106.656 91.014 7.20879 83.8053 77.9899 4.57719 73.4127 70.8985 15.6418 10.884 8.63479 7.25106
internal_count=2900 1566 1334 432 184 248 55 193 1532 1496 1466 152 48 104 1314 1300 85 1215 1186 982 74 908 871 73 798 775 204 170 158 147
is_linear=0
shrinkage=0.0391687


Tree=408
num_leaves=31
num_cat=0
split_feature=2 0 10 8 20 14 13 18 22 3 22 17 17 9 10 22 18 13 9 23 5 13 10 21 16 13 20 13 5 21
split_gain=0.408473 1.53732 1.67781 0.934614 0.615321 0.553832 0.63782 1.22927 1.11739 1.00669 1.08037 0.997319 0.966372 1.1278 0.844615 0.753866 0.747756 1.65337 1.20678 1.19647 1.3036 0.993408 0.935152 2.56447 1.13663 1.76276 2.70364 2.48327 1.42434 2.16085
threshold=325.75432260090003 86.780739992750014 64.434276012450013 2.8477776226000002 46.650420857800007 414.62864134155001 98.238948544700023 17.140917755100002 -0.085734999999999992 72.760430842500014 0.20981000000000005 201.37020668845003 213.85098605320005 208.47660979520001 68.214248143850014 -0.61225999999999992 15.573070337500001 104.02719889955002 190.77452831370002 0.088500000000000023 23.234643166550004 104.19119484555002 71.090898343450007 6.9984086918000008 19.214955067100004 112.82921081865001 37.360990606650006 113.13031812925001 19.221712148250003 12.151864830850002
decision_type=2 2 2 2 2 2 2 2 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 -4 6 8 12 11 10 -10 14 16 -14 -1 -16 17 18 19 20 -8 -19 24 -24 28 26 -26 -27 -23 -30
right_child=1 2 3 -5 -6 -7 7 -9 9 -11 -12 -13 13 -15 15 -17 -18 21 -20 -21 -22 22 23 -25 25 27 -28 -29 29 -31
leaf_value=-0.033092601791500961 -0.037601595221544937 0.0207156511250613 0.010595469973180728 -0.028686148174212212 -0.026144370650768772 0.018174122916322023 -0.027898199083533266 0.019871508085163175 -0.032031882343110663 -0.033522911406822141 0.016595439211661667 -0.023211979417613104 0.0037281238774219422 -0.031469339695007169 -0.03484828250758213 0.010476427208725957 0.0091612625693411956 0.021216811784030183 -0.03192165303495257 0.017047508851872249 0.026673556139890885 0.01660685387714329 0.00089072957391782618 -0.034112078463523057 0.0053757470263785289 0.03127932950704139 -0.028602678711576512 0.00086130151414750709 -0.010761321653787024 0.028021810961505775
leaf_weight=0.51809815643355062 1.2711113919503976 2.3163936585187912 1.6788292768760587 1.8314913520007392 0.59030359977623437 1.7385653783567239 2.1295984521275382 3.2949258079752317 0.72120780589466349 2.2138078491552733 1.1136493952071758 1.4453140516561687 1.6143587259575718 1.8971273617353288 0.37243186426348884 6.2781973610108261 10.349670883966608 2.3580668047070494 2.4266202130820602 1.5547230190131811 0.52221551653929044 10.066323006059976 8.0912662097252888 2.6661010636016718 4.2417378332465869 2.6526581496000281 4.762622881680727 83.863796134362929 5.6148165919003068 1.8233138366485944
leaf_count=36 45 23 40 74 49 61 100 37 143 139 47 121 25 48 19 259 135 16 60 22 11 75 88 78 32 17 58 752 263 27
internal_value=0.000470609 -0.00650272 -0.000342521 -0.012238 0.00103778 0.000796852 0.000611041 0.00117444 -0.00605975 -0.0194715 -0.00251798 0.000243864 0.000754311 -0.0152878 0.00497288 0.00793827 0.0011479 0.000523259 -0.0145391 -0.00451166 -0.0171515 0.00131532 0.000936195 -0.00778435 0.00176619 0.000437435 -0.0125963 0.00179394 0.00901711 -0.00125439
internal_weight=172.019 7.68813 6.41702 4.10062 2.26913 164.331 162.593 149.93 12.6627 4.04867 1.83486 8.61404 146.635 3.51149 7.16873 6.65063 143.124 132.774 6.63316 4.20654 2.65181 126.141 123.783 10.7574 113.025 95.5208 9.00436 86.5165 17.5045 7.43813
internal_count=2900 231 186 163 89 2669 2608 1844 764 329 190 435 1807 73 314 278 1734 1599 193 133 111 1406 1390 166 1224 859 90 769 365 290
is_linear=0
shrinkage=0.0309526


Tree=409
num_leaves=31
num_cat=0
split_feature=6 6 0 15 9 9 0 0 6 5 20 6 16 10 20 22 9 15 23 10 16 2 5 3 13 9 3 15 18 16
split_gain=1.40797 2.50986 1.45028 2.35853 3.08615 2.51286 2.45054 2.1838 1.95632 4.01461 4.14556 2.26608 2.68106 4.54588 3.32513 2.21057 1.89299 1.88247 1.85181 1.71514 1.7116 1.59397 3.24629 2.17316 2.92944 1.88816 1.74787 1.57949 1.33936 2.59045
threshold=13.665319288000001 13.775321858200002 93.972365491700018 29.049007317550004 206.08249486475003 202.89977928865002 96.249489528150022 86.530713386650021 16.455384477450004 22.443872254700004 40.823855932350007 16.245379570700006 19.214955067100004 65.727424373200009 38.512991772500008 -0.072569999999999982 205.20707599510004 30.046989284200006 0.12064000000000002 76.919475570250015 19.134955254150004 100.60547560250002 21.746930049350002 93.883646373400012 117.60122400020002 187.70546222865002 108.48197402175002 47.90801194005001 13.878370392300001 21.234950343450006
decision_type=2 2 2 2 2 2 2 2 2 2 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 -4 20 18 11 10 -10 12 -9 15 17 16 -14 -15 21 -6 -5 23 -23 -3 -25 -26 27 -24 -13 -30
right_child=1 2 3 6 19 -7 -8 8 9 -11 -12 28 13 14 -16 -17 -18 -19 -20 -21 -22 22 26 24 25 -27 -28 -29 29 -31
leaf_value=-0.00020428036581485732 0.0019087449710056725 0.0013215080943484935 0.00013533180945788991 -0.0028661535054245574 -0.0021952648276892194 0.0024672775299611114 0.00061927611336365645 0.0016560946008691614 0.00013140456894412383 0.0018047038271244821 -0.0035434017587223894 0.0022487270964323403 -0.00094170239572874208 0.0012341120786472524 -0.0027873327639738035 0.001730248347599915 0.0012488333814878435 -0.00138153388002186 -0.0013280788852351201 0.00052915064718844762 -0.00010407473207286069 -0.0022747598974501991 0.00030574515409348711 -0.0025167851304198174 0.0017875935677566261 -0.00075885262896903968 -0.0025426495411749205 -0.0012482740151377911 0.0020294824771945261 -0.00050749581642132579
leaf_weight=54.056041330390144 5.2094892412424079 12.59388015791774 8.6721305851824635 4.8181482693180424 3.9216058403253546 3.9980104751884928 2.7706101294606924 8.627522050868718 4.6256803013384324 3.6025600135326385 2.9949101861566305 8.0973621904850024 5.2351922988891584 3.3515227288007718 4.3347551692277193 8.8066786080598884 4.2187696322798729 3.1710542142391205 5.6642792187631121 2.1017795903608203 1.8344007749110458 3.845444719772785 38.094699006062001 2.4439640654018131 3.6439275490120053 3.2733518481254578 1.4798931588884432 4.3114638631232074 5.3864800576120597 4.2750245630741119
leaf_count=1334 34 54 60 114 50 17 23 52 26 18 30 30 30 17 46 48 21 24 58 21 21 33 385 65 21 27 109 78 29 25
internal_value=0.000139095 0.000244917 0.000193989 -0.000310978 0.000189424 0.000871168 -0.00130367 0.000293919 0.000614519 -0.000312103 -0.0013128 0.000801884 0.000464615 0.000111585 -0.00113538 0.000852998 3.58101e-05 -3.75257e-05 1.00106e-05 -0.00124462 -0.00210453 0.000118773 -0.000130835 0.000661433 -0.000226579 0.00058258 5.70234e-05 0.000147747 0.00151873 0.00090692
internal_weight=229.461 175.405 170.195 28.1167 18.6935 12.6701 9.42316 142.078 66.7275 11.2232 7.62059 55.5044 37.7455 29.118 10.8573 18.2606 9.45396 6.52258 75.3509 6.02339 6.65255 69.6866 47.7315 21.9551 9.36124 6.91728 43.8861 42.4062 17.7589 9.6615
internal_count=2900 1566 1532 306 148 77 158 1226 396 74 56 322 238 186 87 99 51 41 830 71 135 772 605 167 113 48 572 463 84 54
is_linear=0
shrinkage=0.00243348


Tree=410
num_leaves=31
num_cat=0
split_feature=6 6 0 0 15 9 0 9 5 6 5 20 6 15 9 13 16 20 23 10 23 23 15 3 7 18 18 10 15 6
split_gain=2.27099 3.2976 1.94813 3.09598 2.7017 3.59347 3.20713 2.78682 2.56059 2.30797 3.74823 4.81875 2.40838 2.48778 3.13114 1.918 4.17001 5.04287 1.86219 1.74269 1.59083 3.84029 1.69787 2.25863 1.65314 2.63906 2.14421 2.77213 1.73813 1.73627
threshold=13.665319288000001 13.775321858200002 93.972365491700018 86.530713386650021 29.049007317550004 206.08249486475003 96.249489528150022 202.89977928865002 20.361635946650004 16.455384477450004 22.443872254700004 40.823855932350007 16.245379570700006 42.385947950200006 205.07255049940002 114.01213239605002 19.214955067100004 38.994321257850011 0.12064000000000002 76.919475570250015 1.0000000180025095e-35 -0.11050499999999999 41.018034898650008 108.42013948475001 22.765858321950002 13.24392582145 13.303774303900001 62.046925192600007 41.657300687350009 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 3 8 5 7 -6 -4 -3 12 11 -11 13 15 -15 16 -5 -18 20 -7 21 22 23 -10 29 -26 -27 28 -28 -22
right_child=1 2 4 9 6 19 -8 -9 18 10 -12 -13 -14 14 -16 -17 17 -19 -20 -21 24 -23 -24 -25 25 26 27 -29 -30 -31
leaf_value=-0.00023880810855890101 0.0019475604357493479 0.0018382474641997749 0.00012991037962201658 0.001565432318380951 -0.002093987967491882 -0.0020979741475058884 0.00074762496383575091 0.002356958822579659 0.00095787831792642304 0.00028575028375909433 0.0016363584074964913 -0.0033326276117231421 0.0015255490044249233 -0.0026578959780836626 0.0010175349973839262 0.00146832901591244 0.00033526599632774812 -0.002944489814004332 -0.0013288686035362353 0.00040955945464611398 -0.0013771812406586437 -0.002844753728309926 -0.0017165612750249012 -0.0018233086380631373 -0.001938701636809363 0.0016670169857821362 -0.0013979019941487681 -0.0017882861300093566 0.0007460044715451626 0.00075640841382818469
leaf_weight=57.438871985126752 5.969117432832717 3.8097897628322235 8.9246941944584304 8.8579305503517407 7.1281089242547733 4.1452699657529584 2.9065505443140864 4.3418802749365559 7.6366148712113482 4.923272814601658 3.7614671103656283 3.1293289102613926 19.15065635740757 2.6507087275385848 2.2090082243084908 12.515370927751063 10.153772018849848 3.2066391706466666 5.7127326987683764 2.2082792175933719 2.1472776727750924 3.1934140506200484 2.4686407651752225 1.8944750521332023 3.8976996196433928 3.7473696907982257 2.4581925775855806 4.4258596543222657 9.8131318353116495 25.869758262299001
leaf_count=1334 34 17 60 52 135 50 23 17 101 26 18 30 84 25 16 58 51 36 58 21 35 103 24 97 44 16 21 46 68 200
internal_value=0.000156769 0.000280757 0.000224637 0.000331753 -0.00030863 0.000183526 -0.00127091 0.000858778 1.58487e-05 0.000676835 -0.000242673 -0.00112039 0.000861758 0.000540693 -0.000987211 0.000754468 0.000352357 -0.00045191 -7.8916e-05 -0.00122644 2.67892e-05 -0.000622736 -3.14039e-05 0.000405068 0.000215262 -0.000219368 0.000108418 -0.000241381 0.000316537 0.000592886
internal_weight=240.696 183.257 177.288 147.633 29.6548 19.6201 10.0347 13.2666 77.075 70.5582 11.8141 8.0526 58.7441 39.5934 4.85972 34.7337 22.2183 13.3604 73.2652 6.35355 67.5524 15.1931 11.9997 9.53109 52.3593 24.3423 20.4446 16.6972 12.2713 28.017
internal_count=2900 1566 1532 1226 306 148 158 77 830 396 74 56 322 238 41 197 139 87 813 71 755 325 222 198 430 195 151 135 89 235
is_linear=0
shrinkage=0.00227998


Tree=411
num_leaves=31
num_cat=0
split_feature=6 6 0 19 0 21 9 17 0 6 5 20 6 16 10 20 2 22 5 16 17 23 23 23 15 3 10 10 0 19
split_gain=1.7515 3.09609 2.11486 2.89923 3.47238 3.04718 2.35324 2.311 2.30727 2.37016 3.1356 4.62802 2.09526 2.75658 4.96965 4.44425 3.2006 2.03757 2.03454 2.00244 3.10474 1.6797 1.82377 3.94658 1.64602 1.77573 1.51973 1.42381 1.52183 2.19189
threshold=13.665319288000001 13.775321858200002 94.047642319350018 12.851036860900001 94.776214472700005 6.8525484916000012 205.88909726980003 200.69710494525003 86.530713386650021 16.455384477450004 22.443872254700004 40.823855932350007 16.245379570700006 19.214955067100004 65.630639880500027 38.512991772500008 107.21413536925002 -0.042409999999999996 20.361635946650004 18.714956236300004 193.27174326030004 0.12064000000000002 1.0000000180025095e-35 -0.11050499999999999 41.018034898650008 108.48197402175002 62.55235532115001 78.220689305400015 97.671683879200017 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=27 -2 8 6 -5 19 -4 -8 18 12 11 -11 13 -10 17 16 -16 26 -3 20 -6 22 23 24 25 -20 -15 28 -1 -30
right_child=1 2 3 4 5 -7 7 -9 9 10 -12 -13 -14 14 15 -17 -18 -19 21 -21 -22 -23 -24 -25 -26 -27 -28 -29 29 -31
leaf_value=-0.00019815860470196733 0.0019526071372983945 0.0017324956158259871 0.0011550046784830229 -0.0025984103039761461 0.00097526908994271513 -0.0028479782969374626 -0.0025788837491727856 0.0010124199760400087 0.0016073552801985805 0.00021672154005246693 0.001537381740334486 -0.003483536022358302 0.0014786763692764134 -0.00075700132342429861 0.0012174851073235512 -0.0027504222400922813 -0.0014755736072061389 0.0019823864321444474 0.00078037709612236567 0.0013121134677866312 -0.0027774473837608562 -0.001288170866599729 0.00025801668535643552 -0.002967264761635825 -0.0017767279962375899 -0.002450712387744788 0.001117622681512621 0.00010461402223840055 -0.0021625354278487089 0.00043238014256024887
leaf_weight=15.303242408204826 5.8495820816606274 3.7649841867387286 8.9753130958415586 5.3032841682434109 2.5965003371238691 2.1638080030679694 2.3061579493805757 1.7826985716819761 9.9728199718520028 5.0824544690549356 3.4309000000357619 3.025962695479393 18.348189374431968 4.1384732052683848 5.718806326389311 4.6376014929264775 4.3675507269799709 7.3889230936765662 8.3512720570433867 4.9958814159035683 2.3628849778324366 5.6983766881749025 52.949929347960278 3.295234424294903 2.4261452481150618 1.0775912530953053 5.8666610568761826 32.693306859175209 6.4373878561891598 2.5502104312181473
leaf_count=248 34 17 48 83 16 38 32 11 55 26 18 30 84 23 24 46 30 38 107 27 45 58 430 103 24 91 28 902 158 26
internal_value=0.000145183 0.000256568 0.000201459 -0.000367174 -0.000999746 -0.000300173 0.000476422 -0.00101311 0.000317384 0.000622827 -0.000360937 -0.00116417 0.000810652 0.000519448 0.000181647 -0.000831125 5.13485e-05 0.00103895 3.39353e-05 0.000253601 -0.000812702 -5.27202e-05 5.06578e-05 -0.000674059 -3.66364e-05 0.000411107 0.000342213 -0.000218143 -0.000652546 -0.00142623
internal_weight=242.862 185.878 180.028 30.4865 17.4224 12.1191 13.0642 4.08886 149.542 71.9783 11.5393 8.10842 60.439 42.0908 32.118 14.724 10.0864 17.3941 77.5635 9.95527 4.95939 73.7985 68.1002 15.1502 11.855 9.42886 10.0051 56.9841 24.2908 8.9876
internal_count=2900 1566 1532 300 209 126 91 43 1232 402 74 56 328 244 189 100 54 89 830 88 61 813 755 325 222 198 51 1334 432 184
is_linear=0
shrinkage=0.00236883


Tree=412
num_leaves=31
num_cat=0
split_feature=16 20 15 15 6 21 16 20 13 21 23 5 12 16 23 18 16 10 15 13 7 20 20 3 21 2 9 6 22 22
split_gain=2.31845 2.45894 2.31417 2.27844 1.68625 1.63954 1.77194 3.18215 1.97149 3.12814 2.39686 2.27749 2.08491 1.99652 1.9759 1.87153 2.71696 1.80839 1.51334 2.65477 1.91129 1.70933 2.52149 2.85485 2.47686 2.34687 2.2766 3.69181 1.99413 3.7872
threshold=18.594956516900002 38.238138001450004 28.452330424200003 28.321365561200004 9.8952312005000014 3.2821610579500002 17.234959697200004 41.322103772800006 95.870416931800023 16.589865017350004 -0.15684499999999998 11.976288766350002 211.56805207830004 16.604961170400003 -0.22125500000000001 16.083212871900006 15.444963882950001 84.906884675850009 46.574831689400007 117.61735474900001 23.539316666200005 42.178283198950005 43.19689381845 93.206154924500012 6.7005777103000002 237.82463207520001 192.53043113735001 16.575387281250006 -0.072569999999999982 -0.054494999999999995
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 3 5 -4 -3 8 -8 9 10 14 -10 13 15 -7 16 -13 -11 21 -20 -21 28 23 25 -24 -23 27 -26 -2 -30
right_child=18 2 4 -5 -6 6 7 -9 11 17 -12 12 -14 -15 -16 -17 -18 -19 19 20 -22 22 24 -25 26 -27 -28 -29 29 -31
leaf_value=-0.0011843956505155414 0.00020948443424654464 0.00064121538578611941 0.0012153294779068344 0.0028321549103730624 -0.0021080055626363282 -0.0018239688365337631 0.00091566937091634043 -0.0027794855505134169 -0.0026289914354965063 -0.0013975835669360814 -0.0026195226239299793 -0.0025511929805572399 0.0012961327863305866 0.0022430178004330193 0.0018264586453855482 0.00067515593171572116 0.00024883301500159356 0.0017849127304205078 -0.0022845496113340991 -0.0014849928059767637 0.001506821903870326 0.0008033204200909071 0.0013772160948226884 -0.0015211641786545868 -0.0028978684996835767 -0.0014452494383515617 0.00098769165134452732 0.00089656668885081266 0.0020539862366038136 0.00053829829292743848
leaf_weight=11.889188793487845 46.921286756172776 20.290699979988858 1.1247869431972493 1.8072054348886002 4.7179321791045368 1.8111458620987835 2.18614248628728 3.7897726353257895 1.44900099327788 1.5415998362004746 5.5178565372480133 4.0630800207145565 11.590125889983026 1.9625253474805493 1.7195590874180124 5.8272319808602324 4.1848565407563001 3.4152791877277195 3.5165544077754003 1.9866511849686501 3.5225097835063934 10.004913441836836 11.717342712916436 10.143489872105418 3.4459391450509411 3.8138703480362883 5.061674970202148 2.7368906163610518 12.83179923892021 41.601005888544023
leaf_count=431 325 274 16 6 115 65 23 143 56 25 297 86 99 19 16 43 43 32 76 38 18 54 61 99 42 28 28 34 55 253
internal_value=0.000162839 -0.000152027 7.37791e-06 0.000128542 -0.00146823 5.80867e-05 -0.000183098 -0.0014277 -1.04597e-05 -0.000762237 -0.00161539 0.000351649 0.000507975 -6.16112e-05 -4.61013e-05 -0.00038295 -0.00113051 0.00079515 0.000340761 -0.000628882 0.000427948 0.000399784 1.49147e-05 -0.000538545 0.000592488 0.000182734 -0.000225239 -0.00121822 0.000577967 0.000895601
internal_weight=246.192 88.888 76.9988 71.1561 5.84272 69.3489 49.0582 5.97592 43.0823 14.0054 9.04856 29.0768 27.6278 16.0377 3.5307 14.0752 8.24794 4.95688 157.304 9.02572 5.50916 148.278 46.9241 23.9623 22.9618 13.8188 11.2445 6.18283 101.354 54.4328
internal_count=2900 1789 1358 1227 131 1221 947 166 781 435 378 346 290 191 81 172 129 57 1111 132 56 979 346 181 165 82 104 76 633 308
is_linear=0
shrinkage=0.00243902


Tree=413
num_leaves=31
num_cat=0
split_feature=16 20 15 15 0 4 10 21 17 16 13 18 12 23 6 10 6 15 22 15 2 22 18 16 16 23 20 8 20 6
split_gain=2.70568 2.69796 2.2519 2.28472 2.10329 3.30513 4.15273 2.78607 3.01835 2.67678 2.72687 2.93711 2.51207 3.1993 2.04007 1.92166 3.75566 3.39612 2.5462 2.8533 2.5657 2.0182 1.61242 1.46588 3.11674 2.79062 2.49426 2.73732 2.48142 2.13711
threshold=18.594956516900002 38.238138001450004 28.452330424200003 28.321365561200004 86.530713386650021 248.34582299520005 62.041548276350007 11.790993765850002 192.34053301495001 22.614947116400003 117.50443950750001 13.740383930250003 103.44931853055 0.082975000000000021 16.375382608200002 62.55235532115001 16.015374196650004 38.567335632300008 -0.073724999999999999 29.049007317550004 107.86920410340001 0.072320000000000023 14.025183600500002 13.534968349350001 15.794963064500001 0.07968500000000002 41.289992964000007 7.2443465838000014 39.995120105550008 11.060258421150001
decision_type=2 2 2 2 2 2 2 2 2 2 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 23 5 14 7 -7 -9 10 11 -6 13 -13 -2 -14 17 18 19 -17 -21 -20 -4 25 29 -3 28 -28 -26 -25
right_child=4 2 22 -5 9 6 -8 8 -10 -11 -12 12 15 -15 -16 16 -18 -19 21 20 -22 -23 -24 24 26 -27 27 -29 -30 -31
leaf_value=-0.00095658479439114891 -0.001047612882676888 8.0577705316677118e-05 0.00036261573601877457 0.0022020990969446588 0.0010151043503056471 0.00023733686121777458 -0.0020420234710244694 -0.0024695411190115073 0.00037524573404432144 0.0011470010912916994 -0.0012420651241490384 8.435418492038643e-05 -0.00086769480892708571 -0.0025935623767267537 0.00046926905827086694 0.0012636860601885152 0.0014274702827330509 -0.0016623336301533214 0.0013436354050533309 0.00064582209270897678 -0.0019555673711753418 -0.00026200910405377255 -0.0018378541911570085 -0.00031993218723611456 -0.0013615828614776488 -0.0014427278684489 -0.0002498894882117752 -0.002172441940238324 0.0011021584073803007 0.00086875608027312326
leaf_weight=12.338509026332757 3.497263327240943 14.287151349242778 1.7671638256870199 1.8356108330190171 20.438451826572418 18.178907487541444 5.0132350474596015 3.3227793211117378 2.3143699523061514 17.798524104058743 3.8725982271134844 4.3941193521022788 4.3829039037227622 2.5957504361867905 44.605704114772379 2.5632923841476423 10.686528716236351 3.5311012594029298 9.7057856246829086 2.0369244888424873 4.3445903789252043 4.0615213476121417 3.9195511438883841 7.2030074889771667 2.0217013759538558 6.3555199269903815 7.6020206017419678 4.2083045807667077 5.7422034782357514 23.849109491333365
leaf_count=431 25 304 28 6 88 150 72 53 15 86 28 23 25 30 273 12 48 46 48 14 48 27 103 120 30 282 196 88 46 155
internal_value=0.000140143 -0.000125016 5.2049e-06 9.5382e-05 0.00028454 5.21029e-05 -0.000459945 -0.000126921 -0.00130159 0.000482322 0.0003194 0.000407367 0.000150213 -0.000910114 0.000358986 0.000329614 0.000471714 8.25189e-05 0.000353795 -0.000440641 -0.00112523 0.000869951 -0.00115405 4.11212e-05 0.000216265 -0.000388422 -0.000381413 -0.000934941 0.000460606 0.000593022
internal_weight=258.474 91.1299 78.7913 73.1046 167.344 76.9323 28.8293 23.8161 5.63715 90.4121 72.6136 68.741 48.3025 6.98987 48.103 41.3126 36.9297 26.2432 22.7121 8.94481 6.38151 13.7673 5.68671 71.269 50.6263 20.6427 19.5742 11.8103 7.7639 31.0521
internal_count=2900 1789 1358 1227 1111 588 290 218 68 523 437 409 321 53 298 268 243 195 149 74 62 75 131 1221 635 586 360 284 76 275
is_linear=0
shrinkage=0.0019125


Tree=414
num_leaves=31
num_cat=0
split_feature=16 20 15 15 22 22 2 9 8 20 20 6 5 2 21 7 10 0 18 0 0 10 6 22 21 9 7 21 19 14
split_gain=2.40099 2.50076 2.35228 1.92156 2.85935 1.86498 4.14632 4.12492 3.94964 3.88329 3.71457 3.28029 3.7131 3.60341 2.80625 2.70796 2.57181 3.30979 2.54498 2.38022 2.09516 2.62785 1.95056 3.86558 2.84472 1.89355 1.77421 1.7487 1.9386 1.72533
threshold=18.594956516900002 38.238138001450004 30.046989284200006 46.810838056050009 -0.082314999999999985 -0.072569999999999982 131.42729508740004 204.88165762580005 8.9430209551500024 42.852084787850011 41.495754733000005 16.415383542800004 22.504913082700003 159.92742394165003 2.6720444286000005 24.199020305550004 65.630639880500027 92.313586825200005 14.935824884600002 85.968825637350008 91.144107538500023 62.55235532115001 16.245379570700006 -0.22089 14.117700854950003 219.18262328155001 23.539316666200005 11.790993765850002 14.251149826300002 284.7527778226501
decision_type=2 2 2 2 2 2 2 2 2 2 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 26 6 15 9 10 22 16 29 -13 -14 -11 -2 19 -18 -17 -7 21 -9 -8 -24 -25 -10 -5 28 -16 -12
right_child=3 2 -4 4 -6 8 7 20 25 14 11 12 13 -15 27 18 17 -19 -20 -21 -22 -23 23 24 -26 -27 -28 -29 -30 -31
leaf_value=-0.00096905504422055324 0.00072681256054029774 9.4300353720389257e-05 -0.0016677443456188444 -0.0011484825209268352 -0.0020450941589713447 0.00045535983366141802 -0.0026056077376611139 3.220383975920582e-05 -0.0025850081611682812 0.0024784116439966466 0.0013624928218993631 -0.0030031206931294303 0.0017086928133536589 -0.0014867968766928599 0.0010674668155428392 -0.0022042089410982506 -0.0011421995358001146 0.00090885648196763723 0.00064140218939608205 0.001830381100986075 -0.00096729042620703515 0.002021902753630117 0.00078040594786285946 -0.0026801510880655561 6.3728283482101099e-05 -3.7366164433407707e-05 0.0012857161701093113 -0.0020098254265098611 -0.0012421192833861889 -0.00036288040162355261
leaf_weight=12.34068635618314 42.523556375876069 75.081183047965169 3.2995184916071585 2.0584491183981299 3.5539342411793751 7.2112761884927776 4.5043138293549445 5.9627778306603414 2.185096723958849 1.7825805544853199 6.6634255796670931 2.6037725284695608 2.6293037789873779 3.3451111307367682 3.9360252134501916 2.7110267728567115 4.126556251198056 16.04045120254159 2.5391668602824211 19.329005524516106 2.9986412338912478 5.1701573953032494 3.4460179228335575 5.1356296595186022 2.274300005286932 2.7472786735743284 3.1771261151880026 2.000677639618516 2.4660276686772704 3.7947345860302448
leaf_count=431 223 1257 101 48 55 36 41 39 31 5 33 23 18 36 30 28 28 83 17 82 28 24 27 49 13 19 18 30 25 22
internal_value=0.000153019 -0.000114431 2.01252e-05 0.000298382 -0.000631132 0.00035005 0.000150639 -0.000337374 0.00059679 -0.000827191 0.000729042 -3.14365e-05 -0.000967602 -8.04812e-05 0.00015075 0.000555946 0.00103899 0.000489171 -0.000827978 0.00145677 0.000548065 0.000956224 -0.00147566 -0.00100682 -0.00183798 -0.001166 0.000328672 -0.000343048 0.00017783 0.000736443
internal_weight=257.638 90.7214 78.3807 166.916 8.78951 158.127 87.4509 39.6771 70.676 25.5456 65.7436 19.0363 8.57819 5.97441 10.1853 47.7738 46.7073 20.167 5.25019 26.5403 14.1316 11.1329 15.3603 10.8559 7.40993 4.93238 5.23558 8.40273 6.40205 10.4582
internal_count=2900 1789 1358 1111 121 990 579 311 411 220 361 132 77 54 90 268 229 111 45 118 91 63 130 89 62 50 66 85 55 55
is_linear=0
shrinkage=0.00204248


Tree=415
num_leaves=31
num_cat=0
split_feature=13 8 10 7 5 21 18 7 22 10 17 23 23 5 22 5 6 6 20 9 18 10 22 21 10 0 3 9 9 2
split_gain=0.468973 1.2314 0.949934 1.52083 1.0161 1.01998 0.874436 0.794925 0.792567 0.721119 0.658901 0.597721 0.873481 0.506974 1.37909 0.704751 0.705213 1.89723 1.10578 1.53704 1.13402 1.10446 0.774025 1.89375 0.965921 0.974406 2.00271 1.72849 1.86577 1.25282
threshold=95.870416931800023 2.9476996444500005 82.204984254750016 21.061418062900003 7.7286379265000011 17.650944895250003 17.327266398450003 26.752366550650006 0.20981000000000005 80.468240302450013 211.47438991805004 -0.21013499999999999 -0.22125500000000001 11.976288766350002 -0.16297999999999999 13.175707186950001 13.665319288000001 13.775321858200002 34.997818021800008 191.40721473735002 13.849588037450003 65.111767461350013 -0.50001499999999999 5.2269517379000012 76.763544998700013 94.047642319350018 84.968719212850019 206.50942114985003 214.22994816675003 106.46918899020001
decision_type=2 2 2 2 2 2 2 2 2 2 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 13 -3 -9 -8 12 -4 14 -2 -15 18 -18 -17 20 21 -20 23 -19 25 -24 27 29 -29 -27
right_child=6 8 4 -5 -6 -7 10 9 -10 -11 -12 -13 -14 15 -16 16 17 22 19 -21 -22 -23 24 -25 -26 26 -28 28 -30 -31
leaf_value=0.020224275001067025 0.011993379086117533 -0.033728275897752943 -0.0334593785207081 -0.029223537549178991 0.02385493781986258 0.016254207127077657 0.030751244988621224 -0.030975013708934861 0.013464431959926193 0.0081439596007903473 0.0054908822410143819 -0.032913872324455765 0.031280868055750949 0.016450247517003736 -0.034097477624439036 0.021185300900590107 0.024227982511193083 -0.024283571728564927 0.017072761574952532 -0.019536027949959015 0.013025032440743415 -0.030153030934075412 0.0023306463928222808 0.013487316886602178 0.023424585989642973 -0.0030344443902234996 -0.028610172580189587 -0.038755480626203202 0.0042273560212537148 0.01936204792765461
leaf_weight=0.91623752191662644 1.2493567885831001 2.0871575323981229 0.3925608710560482 2.169650646741502 2.3643744869623333 1.5767913965974001 1.7199150100350369 1.510871592909097 0.44761051464593027 0.72092452412471164 2.8279633987694979 1.1935956463421473 0.47946819855133016 3.0931278280913821 1.4557769701350469 1.4155379235744465 3.7469580359756938 3.7339098406955591 0.75273543782532071 6.6845998072531074 3.9930511729326099 1.6096283569931982 108.83648083300795 2.1759715746156871 2.0543782962486139 6.3187485421076435 3.2508598074782631 2.1918585537932804 2.0005508786998689 4.3797913612797856
leaf_count=14 21 244 57 118 35 25 15 44 16 15 39 258 6 34 118 20 33 56 8 166 52 58 1158 25 21 54 69 52 26 43
internal_value=0.000688897 -0.00555883 -2.92151e-05 -0.0145419 0.00742643 -0.00323769 0.00112725 0.000734566 -0.0253946 -0.0183386 0.0150438 -0.0181168 0.00213679 0.00100238 -0.0128106 0.00124154 0.000934365 0.00163941 -0.00583002 -0.00876263 0.00256879 -0.0151052 0.0010122 -0.0103766 0.00153382 0.00117965 -0.00572541 -0.000729413 -0.0182448 0.00613428
internal_weight=177.35 11.6274 9.09268 3.08589 6.00679 3.64242 165.723 161.175 2.53477 2.2318 4.54788 2.06562 0.872029 158.943 2.70513 156.238 153.145 138.69 14.4556 13.04 6.35541 2.36236 134.943 5.90988 129.033 126.978 18.1418 14.8909 4.19241 10.6985
internal_count=2900 773 513 132 381 346 2127 2073 260 59 54 321 63 2014 139 1875 1841 1537 304 284 118 66 1504 81 1423 1402 244 175 78 97
is_linear=0
shrinkage=0.0321822


Tree=416
num_leaves=31
num_cat=0
split_feature=16 12 19 18 23 6 6 6 21 9 22 8 21 17 20 5 8 22 21 19 0 23 3 9 18 22 16 17 6 20
split_gain=0.454179 1.06433 0.735559 0.71646 0.821975 1.20298 0.696673 1.48252 0.894597 1.25421 1.08447 1.27349 0.959308 1.17421 0.869899 0.930288 0.869536 0.68817 1.20969 1.16316 0.978348 1.85951 1.25852 1.06197 1.1847 1.18538 1.15145 1.01519 1.01445 0.978595
threshold=13.534968349350001 176.04981466085005 11.850956171350001 13.849588037450003 0.07968500000000002 13.200308423050002 13.665319288000001 13.825323026450002 5.7942671277000013 184.56123852025004 -0.22386500000000001 1.9484794260000002 2.4738339625000005 199.41622983390002 35.131296350900008 13.592434445950001 8.0437227585500022 -0.50001499999999999 5.2269517379000012 12.250988447150002 94.047642319350018 0.094625000000000029 84.968719212850019 206.50942114985003 14.752187928300001 -0.054494999999999995 18.764956119400004 192.49174628505003 14.755344756250002 37.858673296900008
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 -2 -3 -5 -6 8 -8 12 10 -10 -12 13 -4 -15 -16 -14 18 -9 -19 29 22 23 24 25 -22 -25 -24 -23 -21
right_child=2 3 6 4 5 -7 7 17 9 -11 11 -13 16 14 15 -17 -18 19 -20 20 21 28 27 26 -26 -27 -28 -29 -30 -31
leaf_value=-0.021716726488555875 0.010516215929474163 -0.028699911045336604 -0.029971873880532057 0.0054980863899338631 -0.028348927866231593 0.010163576322507131 0.016758070778245787 -0.018283751204360616 -0.030860064570231022 -0.023166234855332653 -0.019537151216673015 0.013745760595807826 0.013830278616843274 0.01717271608111207 0.0046057483695202432 -0.030134132097920589 -0.0094266030644012157 0.022592899093131766 0.008539443869048929 0.0081028292113079266 -0.013660638631754171 -0.031576385050965779 0.0050459135620854198 -0.023098869321573581 0.019632998429127895 0.013261862565620961 0.0091898290596096922 -0.032695403997083913 0.0013012757022100245 0.00073276489777748387
leaf_weight=2.1935702561022472 5.7325161965563884 0.64518158708233286 1.3380983900278822 7.4605368117627204 1.4746565418608955 1.021822193986736 4.4440953433513632 3.5179543292615554 0.80504455673508335 3.5879649859853089 1.2208960958523656 2.8587995090056211 4.6905793675687164 1.3627482164010873 1.3427950919140133 1.0014775374438611 1.605995640158653 1.8546619546832506 1.9418946625664828 15.716995203867553 2.556518073193728 2.5991611410863693 0.82726232148706857 2.0287313708104189 3.6947248354554176 2.3228546753525761 1.3816825570538638 1.477963696233928 0.95503053069114674 91.235127685707994
leaf_count=231 99 55 52 275 224 15 42 53 30 107 91 49 71 27 31 30 27 28 24 172 35 68 9 50 23 10 11 41 7 913
internal_value=0.000528127 -0.0044198 0.0009187 -0.000841103 0.000964055 -0.0125856 0.000566854 0.00126047 -0.00421331 -0.0109198 -0.0019244 0.00378546 0.000796674 -0.00806667 -0.000159695 -0.0102352 0.00789841 0.000739139 -0.00874359 0.00114794 0.00082923 -0.00508416 -0.000692249 0.00285838 0.00797988 -0.00084402 -0.0100175 -0.0191514 -0.022742 0.00181582
internal_weight=174.897 12.7958 162.102 10.6022 9.95702 2.49648 156.369 136.555 19.8144 8.47271 4.88474 4.0797 11.3417 5.04512 3.70702 2.34427 6.29658 132.111 5.45985 126.651 124.796 17.8439 14.2897 11.9845 8.5741 4.87937 3.41041 2.30523 3.55419 106.952
internal_count=2900 800 2100 569 514 239 2001 1486 515 277 170 140 238 140 88 61 98 1444 77 1367 1339 254 179 129 68 45 61 50 75 1085
is_linear=0
shrinkage=0.0272798


Tree=417
num_leaves=31
num_cat=0
split_feature=15 22 10 13 13 3 2 20 5 5 3 9 20 21 20 20 22 18 16 22 20 3 15 8 20 16 23 23 21 22
split_gain=0.452344 1.3253 0.834996 0.661474 0.443786 0.435484 0.77381 1.04594 0.57014 1.35623 0.855612 1.24961 1.1202 0.724752 0.932805 1.00191 0.962891 0.75924 1.36894 1.98749 1.66965 1.45178 1.32571 1.57482 1.06867 2.01097 0.994757 1.41071 1.33933 1.5412
threshold=46.810838056050009 -0.082314999999999985 61.971648364950006 73.376087754350024 117.52594717255 108.42013948475001 170.32456123625002 44.921040431000009 26.225713454500006 24.544200699650002 101.23926781830001 70.238863950400017 35.818873074050011 20.076345264900002 49.110028829250005 47.833738492450003 -0.62958999999999998 12.903279561150002 22.624947093000003 -0.096499999999999989 41.919251152600005 93.883646373400012 39.466660082200001 8.543332867800002 39.646013290900008 22.624947093000003 0.11467000000000002 0.10500500000000003 9.2412132874500035 -0.072569999999999982
decision_type=2 2 2 2 2 2 2 2 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 -3 8 7 -7 9 13 -10 -12 -13 14 15 16 -5 24 21 -20 -21 26 -22 -24 -18 -26 27 -19 29 -29
right_child=1 4 -4 5 -6 6 -8 -9 10 -11 11 12 -14 -15 -16 -17 17 18 19 20 22 -23 23 -25 25 -27 -28 28 -30 -31
leaf_value=-0.030037352987620242 0.013092903376205051 -0.0062769277583144762 -0.016763465509973999 -0.022250581978316746 -0.031830200710448404 -0.028149209662911932 -0.032762260324141181 0.023244624903709803 0.019836388947161325 -0.023723051731879226 0.012688552404556894 0.013807069655284604 -0.031683729911730601 0.013418705051384818 -0.015869556403419416 0.015963687003642056 0.0030469371627032896 0.00037553523739295569 -0.012724976965028764 0.016105608409219981 -0.013042744448703208 -0.024190980480179182 -0.0048403160059187584 0.021598559081071261 0.0013930825355850419 -0.033623080780825022 0.0085380522051678974 -0.029644884478196479 -0.034300266720383429 0.0047241366119504316
leaf_weight=0.53109906744793889 2.3249953077174728 0.78179854527115766 1.0321193060372023 1.3974932940909628 1.5406820080243049 0.51683738495921649 0.81237584655173112 0.72753827134147286 3.0088640928734085 1.7244791341945518 2.7673135264776647 0.61841072188690294 1.2440290658269075 3.4560673288069657 2.5718065989203742 3.2990821774583301 4.4765071687288565 89.044495468842797 3.4482329543679979 13.473306631669404 3.3208536393940431 1.8719033965608094 3.4826791975647211 3.3951521702110767 2.5905093082692474 2.4213589988648891 10.228780044126323 1.4200788218295195 1.6711746128275988 3.3311294877494215
leaf_count=145 27 17 39 39 38 85 46 6 39 67 26 23 58 47 161 48 44 1401 36 90 24 53 32 20 41 24 122 39 26 37
internal_value=0.000481359 -0.0071851 0.00391379 0.000742324 -0.0232284 0.000840611 -0.0117916 0.00189878 0.00099878 0.000639375 0.00836816 0.000914986 -0.0165788 0.000910597 0.000625153 0.000910103 0.000568949 0.000790138 0.0013222 0.00686857 0.00972271 -7.61667e-05 0.00129037 0.00821089 -0.0067625 -0.0155241 0.000350914 -0.000526295 -0.0130299 -0.00554835
internal_weight=172.531 5.6796 3.35711 166.852 2.32248 166.32 2.05675 1.24438 164.264 156.625 7.63862 4.62975 1.86244 154.901 151.445 148.873 145.574 144.176 134.688 27.1202 23.672 107.568 10.1987 6.87783 9.48838 5.01187 105.696 95.4669 6.42238 4.75121
internal_count=2900 121 66 2779 55 2634 137 91 2497 2351 146 107 81 2284 2237 2076 2028 1989 1880 202 166 1678 76 52 109 65 1625 1503 102 76
is_linear=0
shrinkage=0.0276241


Tree=418
num_leaves=31
num_cat=0
split_feature=13 23 22 23 20 7 23 22 9 17 23 20 16 9 0 6 17 9 9 16 16 17 17 21 19 22 19 21 4 8
split_gain=0.582379 0.391735 0.678457 0.777148 0.613926 0.806429 0.568637 1.11081 0.985617 0.98558 0.917986 1.57846 1.27673 1.18889 0.922083 0.955986 0.86315 1.08781 0.792404 0.72454 1.34979 0.902866 1.13679 0.960273 0.998019 1.42601 0.869021 0.677728 1.77445 0.629154
threshold=73.376087754350024 -0.27223499999999995 -0.065399999999999986 -0.49570500000000001 32.785955158400007 22.535351262400003 -0.15684499999999998 -0.23955999999999997 192.09062119805003 192.70224472390001 1.0000000180025095e-35 41.43512228960001 19.774953757550005 196.26893085885004 86.530713386650021 16.245379570700006 166.83257850275001 59.469124515800011 202.48520976110004 12.644970430600003 9.6249774926000011 181.49225329600003 183.23782055230001 0.12836581325000004 12.751028791950002 -0.054494999999999995 10.250827068050002 5.8597508135000007 185.29521033610004 8.8430989333000021
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=-1 2 3 -2 5 -3 7 -6 16 -10 11 12 13 -8 -13 -16 17 -9 -15 20 26 23 -23 -21 25 -25 -12 28 -26 -24
right_child=1 4 -4 -5 6 -7 10 8 9 -11 19 14 -14 18 15 -17 -18 -19 -20 21 -22 22 29 24 27 -27 -28 -29 -30 -31
leaf_value=-0.038021077270944656 0.0075484112383406654 0.0062304878468328849 -0.042530519333324884 -0.026601265282292119 -0.022797622871694873 -0.043510168527698179 -0.037442214495875106 0.024709349345165207 -0.018807502192921158 0.016770292690839791 -0.036675820697416844 -0.043851075485786074 0.016823749199354067 0.014794987805772099 -0.02626833436689132 0.023241697945282382 0.020899638489788187 -0.042026645208392575 -0.016621979257191784 0.02796086482692571 -0.031772460971078179 -0.021804207899268058 0.0020478468114354482 -0.033079521206847061 -0.022380600902157839 0.018951793197120363 0.020716488414692872 0.026033810630287063 0.027207030265212789 -0.0089765069451210652
leaf_weight=0.48370842507574607 2.470222755568102 0.74943508068099507 0.66329908894840528 1.2410786247346552 1.3453011298552144 0.87667060201056302 1.4859112739795799 0.56829735869541653 2.3185940750408913 1.6535189431160686 0.41649070443236169 1.9561945885070589 3.4344302550889552 2.0388923790305857 1.5477368301944809 0.7030375376343726 8.3544699000194651 0.6480060612084344 1.9440426729852331 3.0762147104833266 2.2302282160380855 2.6757801873609415 110.11808668091544 1.657130868174135 1.7628468277398499 1.0774897870142002 1.5227425178745759 2.7462325282394886 1.8160717971622942 6.8140423924196503
leaf_count=145 60 36 53 49 53 88 52 10 30 21 85 99 32 13 65 4 111 31 32 41 213 35 1278 46 26 21 43 24 15 89
internal_value=0.000556324 0.000666146 -0.00973311 -0.00387142 0.000940963 -0.0205858 0.00115452 0.00771535 0.0107464 -0.00399711 0.000499064 -0.00839818 -4.7898e-07 -0.0105661 -0.0261704 -0.0108037 0.0168653 -0.0108454 -0.000539414 0.00135729 -0.0130926 0.00181461 0.000886191 0.0109648 0.00519379 -0.0125782 0.0083903 0.0128774 0.00278194 0.00140542
internal_weight=170.396 169.912 4.3746 3.7113 165.538 1.62611 163.912 14.8882 13.5429 3.97211 149.024 13.1102 8.90328 5.46885 4.20697 2.25077 9.57077 1.2163 3.98294 135.913 4.16946 131.744 119.608 12.136 9.05977 2.73462 1.93923 6.32515 3.57892 116.932
internal_count=2900 2755 162 109 2593 124 2469 256 203 51 2213 297 129 97 168 69 152 41 45 1916 341 1575 1402 173 132 67 128 65 41 1367
is_linear=0
shrinkage=0.0352078


Tree=419
num_leaves=31
num_cat=0
split_feature=16 6 15 22 20 22 22 2 9 22 22 16 20 18 18 16 2 21 6 23 20 2 7 10 21 23 3 7 17 15
split_gain=1.64895 1.862 1.62406 2.4526 1.77695 2.58486 3.20724 3.15267 3.81085 3.22335 2.88758 2.68874 4.11946 2.39253 2.07681 2.03684 2.56634 2.01992 2.08765 1.93947 2.23774 2.10748 2.21774 3.81203 3.06676 2.06889 1.90349 1.87296 1.77166 1.72805
threshold=18.594956516900002 15.675366252400002 46.810838056050009 -0.082314999999999985 42.178283198950005 -0.072569999999999982 -0.053019999999999991 131.42729508740004 201.44620319810005 -0.085249999999999992 -0.037524999999999996 22.584947186600004 38.441102963850007 13.340835220050002 12.933745112000002 18.984955604900005 148.65120700310004 7.7850244945500009 15.710367070250003 0.087725000000000011 43.279086095950007 105.39281967610002 23.789355599150003 61.944763783650011 3.7784241900500004 0.11467000000000002 93.794927255050013 21.118786167550002 203.08534335880003 38.469938489650012
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 4 -4 5 7 -7 9 17 13 -8 12 -12 14 27 -14 -17 18 -9 21 25 26 23 24 -23 28 -6 -2 -21 -10
right_child=2 -3 3 -5 19 6 10 8 29 -11 11 -13 15 -15 -16 16 -18 -19 -20 20 -22 22 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=-6.4095749809057591e-05 0.0021186659511746066 -0.0022825352726823065 0.00041167382300757516 -0.0027776238694500019 0.0025762015390268242 0.002281784743788011 -0.0017384210546115308 -0.00073785909471721313 0.0017863112749152146 -0.0015489532411747579 0.0014004223400205106 0.0017625527958199669 0.00059707188316535759 4.1873289858306672e-05 0.0026435677238534948 -0.0042842002013406284 -0.00042838327109151383 -0.00062818922061207085 -0.0046590323205924801 -0.0027388105593876811 0.00085011768090025009 0.0031690221458185513 0.00098914651303835788 -0.0031416321705062815 -0.0010774065927899453 0.00089332096649298088 -1.4479467657142767e-05 -0.0015530264497946146 0.00010812743922834028 -0.00076103952973518901
leaf_weight=73.853925938426983 2.2424659980461028 3.1526921431068322 4.7409512884914875 3.2465788628906003 5.4831431433558482 13.077491616830228 3.6299345213919869 1.646136006340386 4.4170722179114801 4.1565327178686884 10.186715643852951 16.003262417390943 3.0462055020034295 9.2699836045503599 9.4729539640247804 2.6566804200410843 2.8695317432284355 4.1205305475741625 3.1837447788566351 7.2137598088011163 4.6684221662580958 2.0900415778160113 7.6861521434038869 4.062267136760056 3.8867501639761031 2.3884241320192805 3.8636467289179564 2.1991226486861706 2.3051001839339733 4.1071575116366148
leaf_count=1592 25 197 66 55 25 60 27 17 26 34 59 95 22 65 39 26 20 28 43 63 30 8 46 46 70 21 23 17 18 37
internal_value=0.00018055 -0.00015492 0.000355194 -0.000884635 0.000425965 0.00064045 0.00107266 0.000144064 -0.000793819 0.000743498 0.000660802 0.000911332 0.000185163 0.00115449 0.00189572 -0.00125895 -0.00228204 -0.00208217 -0.00332261 -4.71833e-05 -0.000808746 0.000419108 -0.000153659 -0.00102862 0.000407539 -0.00145913 0.0015053 0.000300735 -0.00204939 0.000558943
internal_weight=224.927 77.0066 147.921 7.98753 139.933 96.2855 51.4698 44.8157 17.4746 27.3411 38.3923 34.7624 18.7591 23.1845 13.9145 8.57242 5.52621 8.95041 4.82988 43.6477 16.5757 27.072 17.7252 10.0391 5.97679 11.9073 9.34679 4.44159 9.51886 8.52423
internal_count=2900 1789 1111 121 990 640 309 331 151 180 249 222 127 146 81 68 46 88 60 350 132 218 170 124 78 102 48 42 81 63
is_linear=0
shrinkage=0.00282697


Tree=420
num_leaves=31
num_cat=0
split_feature=16 6 15 13 13 0 4 10 16 21 20 18 9 10 2 21 15 2 6 5 16 6 23 5 7 9 22 17 2 3
split_gain=2.47194 2.11609 1.7412 1.90632 2.09371 1.65303 2.69511 4.0507 2.49831 2.33962 2.10898 2.06535 2.82602 2.55156 2.34587 1.98246 3.3288 2.2462 1.88806 1.86523 2.87536 1.79565 1.6237 3.70484 2.49814 1.77061 2.00298 4.23683 1.58439 1.86849
threshold=18.594956516900002 15.675366252400002 32.540328261750005 108.61908538635001 107.97116697695002 86.530713386650021 248.34582299520005 62.041548276350007 22.614947116400003 13.811848270300002 41.028010303750008 13.5538556217 196.26893085885004 62.197478847950002 101.14502893930002 5.5487347714000004 35.885292828950007 81.219375828750017 16.375382608200002 21.269675393700002 18.984955604900005 15.955372794750003 0.088395000000000015 21.564786815050002 22.087764922150004 186.67271206880002 -0.085249999999999992 189.27091549140002 183.32965447860002 93.431985407450014
decision_type=2 2 2 2 2 2 2 2 2 2 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 18 9 11 28 -11 -7 14 -14 -13 16 17 -15 -2 20 -17 -22 24 -24 -20 -25 -27 -28 -8 -30
right_child=5 -3 -4 -5 -6 8 7 -9 -10 10 -12 12 13 15 -16 19 -18 -19 22 -21 21 -23 23 25 -26 26 27 -29 29 -31
leaf_value=-5.8626536951203719e-05 -0.0012066557417608008 -0.0017888318471333267 -0.0023322555016661657 0.0012967388507938498 -0.0024765848079846215 0.0010057644697393446 -0.0011258737589218315 -0.0022972389232975682 0.0012634086310727415 0.00073535730905329615 -0.0027688671680340571 -5.1136025327489522e-05 -0.0011213976227181582 -0.00065499664056888225 -0.0022215349832287444 0.0016675018909398291 -0.0015683847581916743 0.0010953866674638772 -0.00033797885068610078 0.0021411749795811827 -0.0015782992158206042 0.0006595523932808972 -0.0012847801374575344 0.0015889397155803846 0.0014036359632540857 0.0012352985982541948 -0.0023789919918310769 0.0011481691555181894 0.0017602295669071476 6.2662734078258104e-05
leaf_weight=73.660001695854589 3.2568735517561427 3.5484641331713638 1.5824052123352874 4.8146114293485871 1.7322017550468434 16.557726450264454 3.3992932839319208 4.7244314998388282 16.975673135370016 1.1886087059974664 2.5593491736799479 5.8105390220880491 4.8724246695637694 5.0543057955801549 3.9556502560153604 6.417432580143215 4.5115046910941592 11.016345478594301 5.2335799755528596 5.3716105911880723 3.1096402741968632 3.7235597372055054 6.4461243525147465 6.0965069048106697 15.186243573203681 4.5297434516251123 3.2858561752363986 3.1545831263065338 4.1617387216538182 11.619528630748389
leaf_count=1463 25 197 66 29 34 76 34 72 86 6 43 36 33 35 53 31 45 57 75 23 26 22 37 29 64 22 32 14 18 117
internal_value=0.000154162 -0.000145343 -7.40398e-05 -2.94873e-05 -0.000114181 0.000311721 7.46079e-05 -0.000464292 0.00051482 -8.66124e-05 -0.00165755 0.000334313 0.00012783 0.000362265 -0.000930224 0.000546658 8.16644e-05 0.000544882 0.000390402 0.00106059 0.000622538 -0.000358845 0.000508797 0.000119326 0.000957262 0.00064966 0.000127669 -0.000651358 0.000220356 0.000510335
internal_weight=247.557 85.3377 81.7892 80.2068 75.3922 162.219 74.8425 27.653 87.3764 22.9285 3.74796 70.4007 53.843 44.0768 9.76619 39.2044 20.5822 16.0707 47.1895 18.6222 13.2506 6.8332 43.9326 23.5128 20.4198 17.0667 10.9702 6.44044 19.1806 15.7813
internal_count=2900 1789 1592 1526 1497 1111 588 290 523 218 49 437 361 272 89 239 137 92 298 102 79 48 273 134 139 97 68 46 169 135
is_linear=0
shrinkage=0.00217391


Tree=421
num_leaves=31
num_cat=0
split_feature=15 22 9 20 6 0 6 5 3 5 15 17 19 16 23 5 22 7 10 3 18 13 22 23 20 16 8 19 3 20
split_gain=0.418381 1.19691 0.781677 0.635356 0.472278 1.40009 2.51102 1.34346 1.2383 1.54718 1.18869 1.55091 1.2836 1.15795 1.10754 2.28756 1.03136 1.00351 2.41923 1.1951 1.10276 1.22151 1.4974 1.56021 2.36647 1.2917 1.01813 1.11284 0.940948 1.28796
threshold=46.810838056050009 -0.082314999999999985 199.02473417820002 40.621691032550004 14.835346625500001 93.262612545250008 15.135353635100001 18.613387752550004 84.146051024900018 18.310380701750002 38.567335632300008 206.02826764000002 13.751109481500002 18.714956236300004 0.080515000000000017 18.483418961650003 -0.23771499999999998 24.052187734100006 75.28220456885002 83.511574906150017 15.008481731450003 98.238948544700023 0.06041500000000001 0.090720000000000023 40.922041107600009 9.6249774926000011 7.1444245619500011 11.550931964450003 80.941408933400012 41.24714903835001
decision_type=2 2 2 2 2 2 2 2 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 -6 -7 13 -10 12 -12 14 17 16 -16 -11 -1 19 -19 -20 25 23 28 -25 -22 27 -27 29 -23
right_child=1 -3 -4 -5 5 7 -8 -9 9 10 11 -13 -14 -15 15 -17 -18 18 20 -21 21 22 -24 24 -26 26 -28 -29 -30 -31
leaf_value=0.0090318405916074412 0.010197173037418626 -0.026193334401292519 0.016589373011025338 -0.034721130262403969 -0.026988546435137109 0.021665476856061645 0.0019972212617543647 -0.0061131735963132639 -0.021452436534726529 -0.017887129824792989 -0.044053034563097622 0.0064424083005810507 0.027650458044768473 0.017519975332999052 0.026247664932694158 -0.036339650503154783 0.018144344020643088 -0.037943608833517932 -0.031480117537556876 -0.001128159093062633 0.0082350296065961965 0.01607990800343289 0.023827924141619102 -0.032683108157819184 0.009649481264303832 -0.033610441113128636 -0.034450347865421657 0.004165506541981989 0.023751336023791654 -0.021104575319098425
leaf_weight=9.3672942546254472 0.57399056013673566 2.2444800594821563 2.0256271332036704 0.7432156924623996 3.1816445547156027 6.652156026568262 90.683791169605684 2.4500983222387731 6.2051454295869943 1.1228729570284479 1.3685732341837131 1.1522835893556473 1.8621104713529346 4.1903811956290147 0.85677161626517806 2.0088712997967377 2.9997082542395206 2.7626188206486431 1.0642934418283427 1.3500191643834112 3.4468434382724826 2.3071314011467643 4.1096194924321017 2.7075877063907683 2.7250577267259359 1.1271905444591541 2.0927081051049754 2.7804202208062634 3.3499296680092812 1.6383255687542257
leaf_count=169 8 55 18 40 40 45 964 29 174 51 31 14 13 37 7 74 49 79 33 25 301 31 48 65 39 120 148 134 25 34
internal_value=0.000552486 -0.00807879 0.00408386 -0.0151474 0.000843768 0.00217925 0.00101473 0.0141882 -0.00135304 -0.00857199 -0.00154327 -0.0209716 0.00399053 0.00146536 -0.00231399 -0.0176273 0.0083304 -0.000182365 -0.00292577 -0.0258585 0.000522761 0.00181858 0.00699708 0.00156274 -0.0114487 -0.00741103 -0.0163988 -0.00673135 0.011252 0.000639291
internal_weight=171.151 5.58731 3.34283 1.31721 165.563 102.968 93.8654 9.10225 62.5958 17.5763 11.3712 2.52086 8.85033 45.0194 6.98822 2.86564 4.12258 40.829 31.4617 4.11264 27.3491 26.2848 16.8377 12.728 5.43265 9.44716 6.00032 3.90761 7.29539 3.94546
internal_count=2900 121 66 48 2779 1078 1004 74 1701 413 239 45 194 1288 181 81 100 1251 1082 104 978 945 242 194 104 703 402 254 90 65
is_linear=0
shrinkage=0.0320699


Tree=422
num_leaves=31
num_cat=0
split_feature=6 6 0 10 21 0 15 9 0 9 16 10 3 20 14 3 16 23 20 6 18 9 23 0 20 22 20 16 21 21
split_gain=1.24526 2.42113 1.45071 2.41262 2.85594 2.03929 2.07322 2.72238 2.67739 2.49356 2.06935 3.34168 4.27044 3.87139 1.95955 2.91814 3.52801 3.33625 3.15415 2.6442 2.38341 2.07906 2.06392 2.09625 3.1914 1.88548 2.0815 1.72212 1.51839 1.47395
threshold=13.665319288000001 13.775321858200002 85.716110573100011 62.00390986255001 15.440607301650003 93.972365491700018 29.049007317550004 206.08249486475003 96.249489528150022 202.89977928865002 19.214955067100004 66.697957758300021 89.227236891450005 38.175120519550006 202.65261526855002 93.308316333450009 22.604947139800004 0.093295000000000031 41.840895355800008 16.505385645700006 13.788608055100001 206.08249486475003 0.088395000000000015 85.872041144650012 39.852039223600009 -0.068524999999999989 42.37975859965001 19.134955254150004 4.592422409250001 6.5006332158500006
decision_type=2 2 2 2 2 2 2 2 2 2 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 10 7 9 27 -7 29 12 -12 -13 22 16 17 20 19 -17 -16 -22 -14 -24 -25 26 -18 -8 -9 -4
right_child=1 2 5 4 -6 6 8 28 -10 -11 11 13 14 -15 15 18 25 -19 -20 -21 21 -23 23 24 -26 -27 -28 -29 -30 -31
leaf_value=-0.00021594062844411941 0.0020753528361239829 2.7228563494039499e-05 0.00074831140919214977 -0.0028840747428200844 0.0019403965826193291 8.5079046628782856e-05 -0.0031774575434763762 -0.00037882452566802489 0.00093697242122817051 0.002685198957312103 0.0023408265078793326 0.00049580603376920651 0.0018483891793067647 -0.0029027397733877368 -0.00013530967902400623 0.00097430323181028964 -0.0010348962878386325 0.00095095668817416737 -0.0026631304321756712 -0.001886090459436233 -0.0042486912865210332 -0.0008667166942953981 0.0017528970915624187 0.0012833078177056586 -0.0018726402603487131 0.002113647590881645 0.0017770897031650316 -3.6718486463863064e-05 -0.0033373736747313696 0.0027296815121034064
leaf_weight=51.404637409345014 5.1744242981076232 27.453574755694717 6.3557708906009776 4.4431735812686375 1.1120393257588146 8.5130948862060958 4.6496018869802338 3.8595805969089261 2.5580130061134696 3.8976903334259978 8.5809103697538358 5.0937712639570218 10.782808780670168 4.6454641669988632 6.1339410990476626 6.3957968689501268 3.9309706911444691 8.5110090132802707 5.1479520220309487 3.69663330540061 2.7086638808250427 2.5656728260219097 4.6891376897692671 4.225071541965006 5.1583660114556551 9.8187221232801658 3.7081332504749298 1.7387357428669927 1.8650764105841515 4.7596023883670568
leaf_count=1334 34 422 51 137 10 60 114 42 23 17 42 28 46 51 33 39 25 39 65 32 24 18 18 19 34 56 16 21 29 21
internal_value=0.000151788 0.000261579 0.000205379 -0.000300197 -0.00191831 0.000329929 -0.000330007 0.000193202 -0.00139062 0.000901664 0.000497103 0.000369507 0.000538677 -0.00112525 0.000339071 4.47775e-05 0.000449647 -0.000324729 -0.000948166 -7.33955e-05 -0.00127644 -0.00260355 0.000962074 0.000282953 -0.000451615 0.0013332 0.000330083 -0.00232263 -0.00134271 0.00159673
internal_weight=223.578 172.173 166.999 33.0088 5.55521 133.99 27.0818 18.1354 8.94635 12.4108 106.908 95.793 86.0538 9.73924 77.4729 52.6175 37.3771 19.9193 15.2404 10.0924 11.4083 5.27434 24.8554 14.0726 9.38344 17.4578 7.6391 6.38834 5.72466 11.1154
internal_count=2900 1566 1532 569 147 963 306 148 158 77 657 585 506 79 464 347 211 114 136 71 75 42 117 71 53 97 41 135 71 72
is_linear=0
shrinkage=0.00269235


Tree=423
num_leaves=31
num_cat=0
split_feature=16 6 15 13 13 20 21 2 23 17 17 5 10 21 22 13 17 16 23 23 17 2 12 22 9 9 22 20 20 5
split_gain=2.67469 2.59338 2.07479 2.17537 2.52657 1.79848 1.78108 1.66828 2.01004 2.09934 1.58298 1.66716 2.12543 2.21042 2.26558 1.85706 2.50196 2.29153 3.15837 3.04323 1.72546 1.91308 1.6803 1.99213 2.69055 1.92508 1.70227 1.52052 1.50852 1.47397
threshold=18.594956516900002 15.675366252400002 32.540328261750005 108.61908538635001 107.97116697695002 38.238138001450004 12.260331702700002 313.37633693555006 0.094165000000000013 182.52313421500003 166.83257850275001 11.848158554650002 84.906884675850009 16.589865017350004 -0.088944999999999996 95.870416931800023 176.45537817675003 15.919962772200003 0.089850000000000027 0.087725000000000011 194.76181357870004 220.59538940565002 207.71672397260002 0.06041500000000001 205.70977008025002 199.21354841250005 -0.23361999999999997 42.508878681700004 33.151194885250007 23.803605515150004
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 3 4 5 7 -3 8 -1 -10 -7 12 20 14 -14 16 -13 22 19 -19 -12 -22 23 24 25 26 -17 -16 -11 -2
right_child=29 6 -4 -5 -6 10 -8 -9 9 28 11 15 13 -15 27 17 -18 18 -20 -21 21 -23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.0018648814749341618 0.00036689484126679146 -0.0020114362636098468 -0.0020352503822440738 0.0011995790726049495 -0.0021663797393731785 -0.0011543386989954769 0.0013764539233188534 0.0011271085797416567 0.0015220292799630821 0.0010834609288102892 -0.0020999848026280205 0.00089507814485277463 -0.0019676288218419789 0.0014526966613225758 -0.0019983289085284783 0.00066398434176689794 -0.0018541085958428127 -0.00041207486917123554 -0.0016771295516121863 0.0019227848585058379 0.00048723011789910265 -0.0020656185858900756 0.0012322808545537725 0.0017193598348272166 -0.0012065033049738297 0.0011922290687015906 -0.0018304190064633821 0.0009558356645468308 -0.0020914606448541049 -9.5449987678273031e-05
leaf_weight=4.8872665589442459 134.56975450925529 3.7757534203119567 1.8112338823266316 4.997976964339613 1.9930081516504277 3.4580562605988225 0.64058083342388261 1.4488167511299241 1.6961527777602894 0.74364783533383194 3.2995624651666748 1.9317281311377872 2.1725894734263358 3.4641944854520261 0.75486500724219219 2.1133382739499207 2.9563371450640261 5.7342386003583652 3.7186552975326768 3.0013847090303898 3.2291454207152128 1.5254599107429383 13.279340475797651 3.0914469305425873 4.2179242931306353 6.5585744418203831 1.777878712862736 3.3166676328983158 1.8228306032251564 29.708491943310946
leaf_count=224 760 184 66 29 34 132 13 29 21 23 124 26 145 32 55 26 71 70 65 11 49 47 90 19 38 29 17 64 56 351
internal_value=0.000138954 -0.000114851 -4.51257e-05 -3.78452e-06 -7.69583e-05 -2.50353e-05 -0.00152003 -0.000745965 -0.00104255 -9.97203e-05 8.4746e-05 0.000149527 -0.000342712 0.000249198 -0.000418494 0.000330247 -0.00076765 0.000453637 -0.000227118 0.000390136 -0.00105619 -0.000331822 0.000726792 0.000348815 5.9951e-05 0.000571139 -0.000475697 0.000408131 -0.00117151 0.000283283
internal_weight=257.697 93.4187 89.0023 87.1911 82.1931 80.2001 4.41633 10.5987 9.1499 4.26263 69.6014 66.1433 17.7625 9.70832 6.24412 48.3808 4.88807 43.4928 12.4543 8.73562 8.05417 4.75461 31.0385 17.7592 14.6677 10.4498 3.89122 4.07153 2.56648 164.278
internal_count=2900 1789 1592 1526 1497 1463 197 353 324 100 1110 978 516 296 264 462 97 365 146 81 220 96 219 129 110 72 43 119 79 1111
is_linear=0
shrinkage=0.00187865


Tree=424
num_leaves=31
num_cat=0
split_feature=16 20 15 15 21 21 10 5 2 3 16 17 16 18 0 15 16 6 16 6 0 21 19 2 23 23 20 5 13 5
split_gain=1.94649 2.25792 2.0169 2.08377 1.49493 1.53987 3.03622 2.3194 2.24424 2.16645 2.64402 1.64967 1.54022 1.3774 1.35209 1.32419 1.55271 3.06668 1.47095 1.8971 3.04759 1.30977 1.29994 1.2948 1.49618 2.12326 1.26176 1.24597 1.14831 1.50313
threshold=18.594956516900002 37.572218886150004 28.452330424200003 28.321365561200004 3.2821610579500002 11.904919354350001 74.986474174450009 12.294714844000003 215.60007756200005 93.491131486350014 16.674961006700002 187.26220591115001 18.094957686100003 14.025183600500002 92.031298721500022 44.920183738100008 22.824946625350005 16.505385645700006 22.674946976100003 16.285380505300001 85.775256651950016 7.1768279997000013 13.151061067750001 313.37633693555006 0.094165000000000013 0.094625000000000029 33.151194885250007 15.821180766350002 103.90352982555002 13.922841871800001
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 23 3 4 14 6 -6 12 21 10 11 -7 -8 -4 -3 -2 17 18 19 -17 -21 27 -16 24 -1 -26 -27 -9 29 -13
right_child=15 2 13 -5 5 9 7 8 -10 -11 -12 28 -14 -15 22 16 -18 -19 -20 20 -22 -23 -24 -25 25 26 -28 -29 -30 -31
leaf_value=-0.0025496887074163157 0.00038910822088706649 -0.0018044393510046957 0.00043286362445422994 0.002629566205005051 -0.0019528173822791102 -0.00099604933291091036 -0.0020358465846506404 0.00082843613441863442 0.0016838226782549827 0.0023661185261424087 -0.0025950087248394031 0.00097287408259013534 0.0025489460587962138 -0.0021900797407671535 0.00097359990860192169 -0.0024031704879524389 0.0018672037552487368 -0.0028440376574798095 0.0015558234441741261 -0.0025849448849259507 0.0010117292616455774 -0.0016176613943993238 -0.00082141687363132771 0.0010599403887679767 0.0027479713457296095 0.0012539937839034709 -0.0026261504778407468 -0.0011633789324888527 0.0026063741716430347 -0.0012787611188323493
leaf_weight=4.179953159647992 133.90678074536845 1.2231177380308533 1.5582125647924829 1.736876843497156 6.4389531605411348 3.7575444799149471 4.0617299509467584 5.6174385002814216 4.6063625589013091 2.4376972012687466 1.8830756312236179 7.4183457301696745 0.44277265667915333 3.6374687221832573 16.127252731937919 2.1450412878766638 1.5778276240453113 2.6367942774668327 2.4403941482305518 1.7115760953165589 5.1346484869718552 2.8550185416825107 2.5452454397454849 1.1210878829006103 0.8441540529020134 0.62592475279234383 1.6885493831941856 2.4609095361083746 1.624788537621497 2.0652116285637021
leaf_count=250 913 38 28 6 219 100 248 53 35 22 64 125 2 110 237 26 11 49 23 50 39 49 38 27 4 24 59 20 7 24
internal_value=0.000156207 -0.000135334 -2.16938e-06 0.000106008 3.9157e-05 -0.000193484 -0.000558316 -0.000110351 0.000317159 0.00031009 1.08492e-05 0.000340936 -0.00158518 -0.00140345 0.000573179 0.000314027 -0.000328548 -0.000574809 -5.13953e-05 -0.000487624 0.00011255 -0.000258633 0.000728921 -0.00127653 -0.00163347 -0.000420995 -0.00157681 0.000221669 0.000793188 0.000482541
internal_weight=230.511 80.9577 72.498 67.3023 65.5655 45.6698 26.4832 20.0442 15.5397 19.1867 16.749 14.8659 4.5045 5.19568 19.8956 149.553 15.6463 14.0685 11.4317 8.99127 6.84622 10.9334 18.6725 8.45967 7.33858 3.15863 2.31447 8.07835 11.1083 9.48356
internal_count=2900 1789 1425 1287 1281 968 626 407 157 342 320 256 250 138 313 1111 198 187 138 115 89 122 275 364 337 87 83 73 156 149
is_linear=0
shrinkage=0.00233427


Tree=425
num_leaves=31
num_cat=0
split_feature=16 20 15 15 20 0 15 21 22 8 2 9 22 22 22 16 20 18 22 22 21 6 7 16 7 21 20 18 7 22
split_gain=1.80852 1.94001 1.60725 1.91054 1.54932 2.44751 2.31404 2.30253 2.01944 4.29053 3.9105 4.19085 3.02401 2.59673 3.89518 3.28965 3.99534 2.5495 2.43895 2.35501 2.03455 2.16043 1.82674 2.99458 2.82748 3.12054 3.61498 1.80881 1.84529 1.76029
threshold=18.594956516900002 38.238138001450004 28.452330424200003 28.321365561200004 42.178283198950005 86.20003303655001 46.574831689400007 0.39820604590000008 -0.072569999999999982 8.9430209551500024 131.42729508740004 201.44620319810005 -0.085249999999999992 -0.053019999999999991 -0.036264999999999999 22.584947186600004 38.318569170500005 13.340835220050002 0.090855000000000033 -0.093604999999999994 7.7850244945500009 15.710367070250003 22.597569836950004 22.684946952700002 22.509653697550004 11.790993765850002 44.086690780350004 12.933745112000002 21.118786167550002 -0.10965999999999999
decision_type=2 2 2 2 2 2 2 2 2 2 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 7 8 -6 10 13 12 20 17 -10 -15 16 -16 27 -18 -13 21 -12 24 -24 25 26 -9 28 -2 -8
right_child=4 2 -4 -5 5 -7 29 22 9 -11 11 19 -14 14 15 -17 18 -19 -20 -21 -22 -23 23 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.0012854364868830456 0.0021393792805705406 3.490848092019339e-05 -0.0015392290135156075 0.0029900211909617163 0.0028534350939808878 0.00050937283463383949 0.00055047234946204772 -0.002313253951608198 0.002214527901128205 -0.0016388791112698533 -0.00063811801549673553 0.0014980151312197088 -0.0012641220544131802 -0.0018384364611915009 0.0015119534890049864 0.0021071840883616238 0.00064226850308551442 0.00010290366061310524 -0.0023307278324687557 -0.0015191751019954186 -0.00069644213127557485 -0.0044819960872451974 -0.0026806595788623662 0.001404592946346918 0.0024571752446296852 -0.0036256336045718059 0.0016066572532423687 0.0025424527741755719 -0.0013082806441896831 -0.003167871881951377
leaf_weight=9.9420615066192095 2.3698465609923032 58.739892426645383 4.6253475446719667 1.6460886579006899 1.2317081131041074 24.844317288137972 1.6511041745543482 2.9426801390945929 13.261383216828106 4.2579081337898961 1.5696392152458445 5.9646061295643449 4.337807139381769 3.6427563708275512 9.9172783149406403 13.844303216785191 3.5716404942795617 9.5538294091820699 4.6473606005311012 2.7738491930067521 4.19826824311167 3.3629124080762267 6.9304916411638242 1.6202371791005132 2.2592180492356411 2.3343832711689174 4.1503325924277306 10.034086439758537 2.1826780438423157 2.138930039945989
leaf_count=431 25 1221 131 6 6 163 21 48 59 38 16 37 34 26 52 71 24 65 38 25 27 41 104 12 12 44 30 39 16 38
internal_value=0.000170529 -0.000172467 -2.26282e-06 0.000115463 0.000342387 -6.87539e-05 0.000526752 -0.000737771 0.000605789 0.000965735 0.00019307 -0.000798965 0.000815543 0.0011926 0.00081217 0.00111409 0.000356009 0.00118924 -0.00103879 0.000540268 -0.00208065 -0.0032588 -0.000956343 -0.00190656 -0.000261096 -0.000912513 -1.95974e-05 0.00190076 0.000486421 -0.001548
internal_weight=224.547 74.9534 65.0113 60.386 149.594 46.3134 103.28 21.4691 99.4902 53.1426 46.3475 17.8693 28.4782 48.8847 35.6233 31.9806 18.1363 24.1404 8.219 8.73846 9.13082 4.93255 20.2373 8.55073 11.6866 9.4274 7.09301 14.5866 4.55252 3.79003
internal_count=2900 1789 1358 1227 1111 419 692 256 633 308 325 146 179 270 211 185 114 145 62 62 84 57 250 116 134 122 78 80 41 59
is_linear=0
shrinkage=0.00270533


Tree=426
num_leaves=31
num_cat=0
split_feature=21 7 7 23 6 21 23 22 23 23 6 13 20 22 3 9 15 22 17 2 2 2 21 14 22 20 23 8 0 16
split_gain=0.439113 1.05921 1.49211 1.14511 1.02575 0.983509 1.23041 1.80545 1.61669 1.48506 1.35834 1.35562 1.24425 1.55418 1.20563 2.04241 1.06903 1.65257 1.06394 1.95745 0.899934 2.54406 1.6794 2.54781 1.99208 1.37701 1.72424 1.62167 1.31068 3.31271
threshold=2.9845679401500003 25.027970878050002 25.221560561650005 0.082975000000000021 18.255426535100003 1.9231529451500002 0.083565000000000014 -0.24103499999999997 0.09310000000000003 0.094625000000000029 14.475338213950002 98.050756475600011 38.703421923500009 -0.033594999999999993 92.913112988300014 194.81758439455004 37.576156502300009 -0.10282499999999999 181.49225329600003 121.41360778140002 130.66276448315003 136.00952513250002 4.6945295958000006 244.99684607285005 -0.053019999999999991 37.272044000450002 -0.087385000000000004 8.4434108459500017 86.345209775600011 22.604947139800004
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 5 -3 -4 20 6 7 -1 16 -10 11 -9 13 -12 -7 -16 17 -8 -11 -20 25 -22 23 -23 -25 -2 27 -27 -24 -30
right_child=4 2 3 -5 -6 14 8 10 9 18 12 -13 -14 -15 15 -17 -18 -19 19 -21 21 22 28 24 -26 26 -28 -29 29 -31
leaf_value=-0.026704681325455122 0.022769021526569493 -0.04113927151375768 -0.021118542087579156 0.0034073587060717888 -0.026812247455857773 0.019921533326812492 -0.00051766778154070604 0.017007693056910703 0.026093283658030125 0.016562648228150352 -0.016103782413790357 -0.022914698971022614 0.029107501266407012 0.019684311402657396 0.019881874904207772 -0.020431404405161741 -0.00081031627972907676 -0.039811755667279493 -0.020844980219745426 0.01023030522059553 -0.049160870268556645 -0.07823077918414939 -0.0067924185673069537 -0.023156628915911626 0.0086019045347118968 -0.041828387370558689 0.0033534018298907653 0.003922113195461794 -0.00082933512534435084 0.02196961958884916
leaf_weight=1.2044013607082877 3.1036859863670534 1.0023798391921435 2.2879815292981203 7.8794363813503878 1.3585088399704535 7.4702718921471369 1.6512384859379379 1.4429993819212534 2.3074125065468243 2.4206363181583566 1.7246812314260731 1.756597052211873 4.7923158230260015 3.2790956562384963 2.3941755990963429 2.2902847395744175 3.2119062547571957 2.5156018409761627 4.1379746361635625 3.472229634586256 1.0655135728884477 0.54715492902323415 17.65977931919042 4.4546088647912256 3.1337481065420434 1.5827010033535764 40.64796814872534 1.3263776469975708 34.066542772576213 7.1885774387046686
leaf_count=32 36 26 147 238 88 60 31 29 16 25 69 32 40 23 27 31 31 52 47 36 33 9 279 119 54 46 402 10 790 42
internal_value=0.000629628 0.00281733 -0.00561406 -0.00211172 -0.000448665 0.00486147 0.00219212 0.00904165 -0.00274088 0.00401727 0.0123545 -0.00490993 0.0179934 0.00734902 0.0123101 0.000172264 -0.0140414 -0.0242403 -0.00106092 -0.00666658 -0.000136623 -0.00237328 -0.00162977 -0.0146275 -0.0100414 0.00312848 0.00172898 -0.0209687 0.000165071 0.00314331
internal_weight=173.377 57.2416 11.1698 10.1674 116.135 46.0718 33.9171 14.2001 19.717 12.3383 12.9957 3.1996 9.79609 5.00378 12.1547 4.68446 7.37875 4.16684 10.0308 7.6102 114.777 68.1159 67.0504 8.13551 7.58836 46.6607 43.557 2.90908 58.9149 41.2551
internal_count=2900 992 411 385 1908 581 463 225 238 124 193 61 132 92 118 58 114 83 108 83 1820 1326 1293 182 173 494 458 56 1111 832
is_linear=0
shrinkage=0.030519


Tree=427
num_leaves=31
num_cat=0
split_feature=16 20 10 17 5 20 9 21 12 16 5 21 13 10 15 23 15 15 22 4 8 5 18 19 16 22 19 7 22 22
split_gain=3.0061 2.3946 2.12304 3.14467 2.38187 2.31344 2.20947 2.30319 2.02494 1.81641 1.73816 2.16604 2.19175 2.05837 1.90292 1.82207 1.71455 1.89823 2.92426 1.70579 1.57279 3.7709 1.5031 1.49182 1.4671 2.74258 2.44975 2.43452 2.52381 2.18192
threshold=18.594956516900002 38.238138001450004 74.986474174450009 195.53954078470002 10.399809962700003 44.710446918150005 38.559541491950007 18.904039828500004 96.350437043050007 11.934972090850001 23.721757872050002 11.790993765850002 116.59305220125002 61.917879202350001 46.422062705750008 0.070195000000000021 28.452330424200003 28.129673635100001 -0.18126999999999999 313.10793983765006 8.7431769115000026 30.133297129900004 14.025183600500002 14.451165964200003 13.534968349350001 0.06041500000000001 10.550851274900003 24.176224535650004 -0.074434999999999987 -0.094344999999999998
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 3 8 5 -4 7 -7 -3 -10 -2 12 -12 15 -13 -14 17 18 -11 -15 -17 -22 -18 -21 26 27 -6 -26 29 -29
right_child=10 2 4 -5 24 6 -8 -9 9 16 11 14 13 19 -16 20 22 -19 -20 23 21 -23 -24 -25 25 -27 -28 28 -30 -31
leaf_value=-0.0010113444164971098 0.00043320244909827039 -0.0024907935124149233 -0.0018370298986041063 -0.0022826958181313708 0.00074817400133236802 -0.0018201993894260532 0.0014737921658746318 0.00081229792924072367 -0.0017430686673762007 0.00090775164161558384 0.0012609987488148182 -0.0026835252844611577 -0.0015453387174211106 -0.0023833118526103004 -0.00011861953896853386 0.0013468605634597416 0.00038414867291836655 0.0025008117633282946 -0.0012137186094075766 -0.0014629020117108522 -0.0024980215439480572 0.0013991491741397809 -0.0022747296353173014 0.0009364761258654306 0.0017698654085678608 0.0019291372989084837 -0.0014941815122329896 -0.0002728105957878629 -0.001434111832539545 0.0011518189074517439
leaf_weight=11.353684123256242 132.44966264441609 1.5049264277331591 3.9840146844508117 3.536887088790535 4.3491788320243341 3.2697046813555044 2.9754241919144988 2.4177007405087352 2.2969948095269528 8.4789224416017603 5.542377242818481 2.3567497031763187 1.8590592332184339 2.63172114919871 2.4855136573314667 5.8321450147777778 1.6217085923999541 1.75244982354343 3.9989490495063285 2.2291428870521486 1.833840047009289 2.393785260617733 1.9685575412586329 2.1091120317578316 4.4052375368773999 5.8851138632744542 3.8336469531059265 9.260092760436244 3.7071139682084278 8.7394380364567041
leaf_count=431 753 32 227 93 60 185 33 27 85 87 36 40 60 57 39 35 25 5 119 28 31 13 49 19 18 34 85 101 44 49
internal_value=0.000167209 -0.000133867 -6.11854e-06 -0.000495051 0.000226742 -0.000547268 4.58898e-05 -0.000701132 -0.000202638 -3.14687e-05 0.000333531 -0.000117441 0.000130216 -0.00020158 -0.00136697 0.00031467 0.000189149 0.000507768 0.000227856 -0.00108438 0.000658402 -0.000291348 -0.00107373 -0.000296406 0.000470366 0.000667983 -0.000302368 0.000383743 0.000102438 0.0004189
internal_weight=251.063 89.3397 77.9861 25.1594 52.8267 12.6468 8.66283 5.68741 21.6225 20.1176 161.723 29.2734 24.4312 18.8888 4.84226 11.9188 17.8206 14.2303 12.4779 6.96998 10.0598 4.22763 3.59027 4.33825 40.1798 31.997 8.18283 26.1119 21.7066 17.9995
internal_count=2900 1789 1358 495 863 472 245 212 402 370 1111 358 279 243 79 139 285 211 206 104 79 44 74 47 391 246 145 212 194 150
is_linear=0
shrinkage=0.00204504


Tree=428
num_leaves=31
num_cat=0
split_feature=16 20 15 21 10 20 2 23 23 20 15 16 18 21 13 6 4 19 20 18 10 5 22 8 20 21 18 13 21 6
split_gain=1.73417 1.95403 1.78951 1.58022 1.95317 1.65515 1.54017 1.51334 2.01295 1.51389 1.46161 2.20933 2.20793 2.1848 1.55507 2.07186 2.28708 1.4636 1.59221 1.43172 4.03964 1.49233 1.33548 1.31876 1.28055 1.63305 2.60856 2.04825 1.81541 1.78243
threshold=18.594956516900002 37.572218886150004 30.046989284200006 3.2821610579500002 69.563854125350005 38.703421923500009 313.37633693555006 0.094165000000000013 0.094625000000000029 33.151194885250007 44.920183738100008 22.674946976100003 13.415872650200003 15.031613344500002 117.99105042915001 20.305474434200004 159.66984649465005 14.451165964200003 41.621607100200002 14.845822509550002 76.763544998700013 9.9970238968500009 -0.026349999999999998 2.4480895352000007 38.994321257850011 11.40941916875 14.752187928300001 95.99139754765001 8.2405299936000009 13.475314848550001
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 6 3 4 -3 -5 7 -1 -9 -10 14 13 -13 17 -2 16 -16 22 -19 -6 -21 -22 -12 -4 -7 26 -26 -28 -29 -27
right_child=10 2 23 5 19 24 -8 8 9 -11 11 12 -14 -15 15 -17 -18 18 -20 20 21 -23 -24 -25 25 29 27 28 -30 -31
leaf_value=-0.0025368966933684406 0.0004357058087582226 -0.0021099801222697013 0.0016779306749085958 -0.0027740865175937606 0.0016573105131021803 0.0021304164968411229 0.0012869880208674831 0.0027995764758605079 0.001405329786391668 -0.002631607307070463 -0.002912325909362475 -0.00064518165000576892 0.0022446788765965405 0.001566405760231914 0.00084976643685956074 0.0008910241008851889 -0.0025204632299082796 0.0010543804429680745 -0.0017300487954918695 -0.0020643676815627174 -0.0011740041936428866 0.0013199965763813512 -0.00031296344623518642 -0.0025012386585575889 -0.001729963353029803 -0.00016574308588341693 -0.0016459127881321991 0.00072015385129275619 -0.0014676224177619798 0.0012999636267446849
leaf_weight=4.0485737278358993 132.3689609025605 1.3731202115304793 0.49558204645290915 1.2895812101196487 6.6625800961628583 1.3696561491815362 1.182886878843419 0.80640400014817748 0.71496238978579674 1.7331995829008517 3.8346566939726467 2.8193100495263925 2.9457214325666428 1.6247234358452249 1.5699442699551562 3.1554067805409431 3.6430734945461154 2.1839860510081053 2.2947390247136354 2.9923466797918072 1.5091813388280559 9.7722080969251675 1.4975621993653496 2.4226582502014935 7.328038188628855 13.246590329566972 3.5942226951010552 11.547051584348081 2.5171841811388722 6.8630928567145011
leaf_count=250 797 40 8 36 38 11 27 4 24 59 61 36 12 15 14 21 81 15 40 44 92 112 19 97 225 307 206 107 45 57
internal_value=0.000152821 -0.000123793 -5.21526e-07 7.40747e-05 0.000586967 -0.000165528 -0.00118397 -0.00158419 -0.000399056 -0.00145266 0.000295507 -0.000346817 0.000831432 -0.000940805 0.000374011 -0.000601858 -0.00150549 -0.00135601 -0.000372262 0.000763848 0.000346804 0.000986359 -0.00218229 -0.00179152 -9.3132e-05 -0.000160665 -0.000559168 -7.33019e-05 0.000328591 0.000334478
internal_weight=239.407 81.4691 72.9831 70.0649 22.3094 47.7554 8.48603 7.30314 3.25457 2.44816 157.938 17.2007 5.76503 11.4357 140.737 8.36842 5.21302 9.81094 4.47873 20.9363 14.2737 11.2814 5.33222 2.91824 46.4658 45.0962 24.9865 17.6585 14.0642 20.1097
internal_count=2900 1789 1425 1320 326 994 364 337 87 83 1111 198 48 150 913 116 95 135 55 286 248 204 80 105 958 947 583 358 152 364
is_linear=0
shrinkage=0.00233427


Tree=429
num_leaves=31
num_cat=0
split_feature=16 19 4 17 6 16 8 21 6 6 13 17 7 23 20 15 13 7 8 18 0 9 8 20 21 22 22 3 10 15
split_gain=2.13613 2.38199 2.14872 2.59013 3.4603 4.23502 1.91393 2.28818 1.78577 2.03397 2.94056 1.89881 2.26647 2.51167 2.06947 1.65629 2.63887 2.07903 1.62051 1.47145 2.53271 3.82891 2.3395 1.79357 1.49549 1.40861 2.65735 1.38161 3.82961 4.06332
threshold=18.594956516900002 12.851036860900001 195.32149859550003 191.89151741935004 11.175261108200003 17.614958808600004 4.9461400813500012 13.040554425100002 15.545363214900002 13.665319288000001 101.66942111915002 190.14686213645004 24.052187734100006 0.093760000000000024 41.028010303750008 46.574831689400007 117.61735474900001 23.539316666200005 8.1436447804000007 14.371157440600003 102.65877371115 93.169089829900017 1.7486353823000003 45.673096293200011 21.991168361800003 0.11970500000000002 0.28022500000000006 83.511574906150017 70.284360904350009 27.122924609850003
decision_type=2 2 2 2 2 2 2 2 2 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 6 5 -5 7 -4 9 10 19 12 18 -14 -13 27 -17 -18 -11 23 25 22 24 -1 -22 -21 -27 -2 -29 -30
right_child=15 2 3 4 -6 -7 -8 -9 -10 11 -12 14 13 -15 -16 16 17 -19 -20 20 21 -23 -24 -25 -26 26 -28 28 29 -31
leaf_value=0.0004175870744804102 0.0013675528168545828 -0.0019222833934624324 -0.0024396998157364051 -0.0015719116809930797 -0.0020416435350327036 0.0019394612473024094 0.0019517298834474104 0.0016950970738684734 -0.0022666576461352981 4.3297909940199967e-05 -0.0021396327311181077 0.0002811727051622373 -0.0030431381012439697 0.00029141462225532554 0.0024146534828374242 -0.0020183557810997408 -0.0013506585879839454 0.0013656119342187183 0.0020957840327722639 0.0010947009538154345 -0.0007607135729189009 -0.001838354192342465 0.0015704870648856116 -0.0023898144586193223 0.0019756644942265289 -0.0025093455789898834 0.0015691305689848115 0.00038207694842765322 0.0014859906484043094 -0.0026313642350283641
leaf_weight=1.9337427639402438 6.1248154994100323 5.366301954258236 1.3996849553659587 3.2061996869742853 6.3950385018251836 3.3170193573459983 3.2683514012023807 1.1632056466769425 1.4850547224050377 4.543357396032663 3.1727314000017932 3.8396687153726798 1.8350702710449693 2.5789578584954143 4.9273653393611312 3.7092442512512189 2.1452411566860974 3.5521153546869755 3.0526286624372005 13.794038129271941 7.042100691818634 5.7832435027230522 4.4629825847223392 2.4469770682044327 1.0954662077128885 1.5737643013708287 1.4633544222451744 139.29229199374095 1.5910817757248867 3.992318419739604
leaf_count=32 31 104 62 80 137 21 22 14 115 62 72 27 24 25 23 76 38 18 9 145 380 243 52 80 8 41 11 878 8 62
internal_value=0.000148488 -0.000121895 -0.000706703 -0.000358791 -0.000902832 0.000213601 0.000846453 -0.000563061 9.4974e-05 0.000150165 -0.000121508 0.00070939 0.000146673 -0.00109488 0.00148026 0.000298754 -0.000588231 0.000342847 0.000868139 4.02005e-05 0.000188331 -0.000370726 0.000302868 -0.00115057 -0.000392347 0.00079896 -0.000544241 0.000354009 0.00031116 -0.00145806
internal_weight=249.553 89.1463 24.1158 18.7495 12.9183 6.52322 5.83124 2.56289 65.0305 63.5454 42.7684 20.777 12.01 4.41403 8.76703 160.407 9.4066 5.69736 7.59599 39.5957 35.2149 18.3838 12.6005 4.38072 8.13757 16.8312 3.03712 151.001 144.876 5.5834
internal_count=2900 1789 440 336 238 101 98 76 1349 1234 1064 170 120 49 50 1111 132 56 71 992 880 683 440 112 388 197 52 979 948 70
is_linear=0
shrinkage=0.00217865


Tree=430
num_leaves=31
num_cat=0
split_feature=9 13 3 21 7 16 20 21 16 15 3 7 6 0 3 20 17 23 6 16 2 20 20 4 2 22 20 9 16 5
split_gain=0.446827 0.816245 1.14375 0.680073 0.931834 0.573844 0.469609 0.977752 1.47289 1.25944 0.743277 0.892639 0.648364 1.31534 1.27418 1.00145 1.23658 1.33533 0.915992 0.900101 1.0014 0.794484 1.31178 1.08654 1.30206 1.05454 1.73358 1.89326 1.61937 1.42942
threshold=37.256168974800005 96.209162656250015 66.676450093250011 20.770927814650005 23.875242364300004 8.7049796440000016 47.833738492450003 11.790993765850002 17.434959229500002 22.863620006050002 103.44111502715002 17.605734992150001 10.715250360100002 95.762878606550018 76.884525614550014 43.902382686800003 239.21206428850002 -0.22125500000000001 11.175261108200003 17.924958083650004 206.83709544035003 44.527357125550004 45.027406014450008 339.28228210615003 83.677637406800017 -0.11600999999999999 41.468518788800004 189.78071820640002 22.644947046300004 22.000536998450006
decision_type=2 2 2 2 2 2 2 2 2 2 2 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 10 9 -9 -8 12 -12 13 -2 -14 16 17 -15 -16 20 -18 25 -23 24 -24 26 27 -20 -29 -28
right_child=6 -3 3 -5 5 -7 7 8 -10 -11 11 -13 14 15 18 -17 19 -19 21 -21 -22 22 23 -25 -26 -27 29 28 -30 -31
leaf_value=-0.029580737419849453 -0.030872828618782509 -0.031470901391024465 0.016412407459006934 0.029729365052729721 0.022208119577309011 -0.029418204338579907 -0.0033366966083858453 0.011906196851166045 -0.033699408059191215 0.024711245178154692 0.01021408335392574 -0.026437432208429902 -0.025101425224132605 0.0089069714507590547 0.019361021477660535 0.015673796821018188 0.018336844290191175 -0.030617904287719308 0.018434797725969856 0.030361380644719771 -0.030292414357069797 -0.037732459080295037 0.029171304310739974 0.019678393588304224 -0.030923058198169245 0.00021238937582061828 0.021116256312433065 -0.00018311031909114443 -0.028725422031867804 0.00080177986033209319
leaf_weight=0.94830433536844694 1.5158034560736249 0.95766314701177169 1.1821721591986722 0.75940711051225651 0.21621415391564347 0.93217622872907668 2.0874739557038984 1.3393485194537791 1.014533645706251 3.4816083386540413 0.79158156889025066 1.7156908167526124 1.4810292578767974 0.98859847744461138 2.3074281103909007 1.9874346875585613 0.68303948477841936 2.3603689934534491 4.0754797180416089 0.90781064331531514 0.69786075263982639 1.1101580206304782 0.38779792375862632 1.1861290372908113 1.213872628752142 108.87618782569189 8.4464554487494734 15.139234921429308 1.8145569004118431 4.2412916913162908
leaf_count=197 72 67 28 7 4 93 40 28 24 22 36 179 62 40 21 38 17 244 63 6 47 19 2 15 65 1149 68 174 23 50
internal_value=0.000642856 -0.00777278 -0.00215285 0.0062647 -0.00138119 -0.0196982 0.000890391 0.0076773 -0.00775002 0.014198 0.000558314 -0.014866 0.000800899 -0.00658176 0.00124996 -0.00175292 -0.00789631 -0.0189504 0.00151224 0.00827858 -0.00623876 0.0012311 -0.011486 -0.00103414 -0.016373 0.00157873 0.00599082 0.00096221 -0.00323798 0.0143255
internal_weight=174.847 4.99594 4.03827 3.08997 2.33056 1.14839 169.851 7.92296 2.35388 5.56908 161.928 2.50727 159.421 9.14092 150.28 7.62511 5.63768 3.34897 148.799 2.28871 1.3809 146.491 3.89796 2.7878 1.60167 142.593 33.717 21.0293 16.9538 12.6877
internal_count=2900 396 329 132 125 97 2504 114 52 62 2390 215 2175 464 1711 392 354 284 1649 70 64 1628 101 82 67 1527 378 260 197 118
is_linear=0
shrinkage=0.0285509


Tree=431
num_leaves=31
num_cat=0
split_feature=16 20 15 15 10 22 16 21 0 4 10 16 13 18 9 2 10 21 22 22 21 20 17 10 6 20 2 15 7 22
split_gain=2.18376 2.22708 1.84737 2.13244 1.45748 3.36947 2.18798 1.67123 1.37296 2.27681 3.67598 2.09295 2.09491 2.26513 2.43697 2.35046 2.23151 2.08528 2.07114 4.15456 3.65456 9.56962 2.24503 1.84167 1.70899 1.55678 1.42469 1.74769 1.66604 1.48172
threshold=18.594956516900002 38.238138001450004 28.452330424200003 28.321365561200004 74.986474174450009 -0.18126999999999999 11.934972090850001 0.94945978800000008 86.530713386650021 248.34582299520005 62.041548276350007 22.614947116400003 117.50443950750001 13.565012728250002 196.26893085885004 101.14502893930002 71.787208999250012 13.811848270300002 -0.095019999999999993 -0.065399999999999986 7.5091558130000005 38.115457128050004 203.08534335880003 67.171126389250006 16.375382608200002 41.028010303750008 183.32965447860002 44.920183738100008 23.724432465350002 -0.086894999999999986
decision_type=2 2 2 2 2 2 2 2 2 2 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 -3 -7 9 24 17 12 13 -10 15 -15 18 26 23 22 21 -21 -20 -16 -2 -19 -11 29 -29 -28
right_child=8 2 -4 -5 -6 7 -8 -9 11 10 -12 -13 -14 14 16 -17 -18 25 19 20 -22 -23 -24 -25 -26 -27 27 28 -30 -31
leaf_value=-0.0011904081428597676 -0.0013337341183399314 -0.0019469382183264412 -0.0014071691292326782 0.0027136387914711009 0.00026194315840886046 0.00057118576714138859 0.00088011581689169686 -0.0023658036531895585 0.0012495381535376276 -0.0011829821635463539 -0.0025131282105462982 0.001308276011014366 -0.0013965063981157184 3.5848701866571562e-05 0.00171173535637067 -0.0024573442790601281 0.0023333370607734466 0.00043721797401797641 -0.0034820036683041052 0.0014835399288303968 0.0017660834099678189 -0.0030090697712627321 -0.00051788198627061475 -0.00013550162504550345 0.00053484072792351191 -0.003014340877653406 -3.7417210475128055e-06 -0.0015939053079962282 0.00083968144875287091 0.0021080863047686351
leaf_weight=10.480521388410123 3.0020725410431615 1.9365429645404244 4.9827468139119437 1.7392131704837073 43.767774572828785 1.365935188718139 8.1106871301308257 5.821785454871133 15.367964565753935 3.276059786789129 4.2829930684529236 15.960859928280113 3.7188698537647715 5.670176509767769 8.4807310067117125 3.4872394623234868 3.3038005121052256 1.1375747695565217 2.7018288467079357 6.3617531284690063 7.1184966787695876 4.713400561362505 3.1723787989467382 4.8414074797183266 40.522787256864831 2.1689848154783249 3.0632821032777429 3.1866210941225281 3.2394434679299593 4.983881342224775
leaf_count=431 25 69 131 6 842 14 106 190 73 34 72 86 28 36 40 49 16 6 30 31 30 41 25 38 273 43 36 50 23 26
internal_value=0.000159795 -0.000165314 -6.6783e-06 0.000104544 3.01574e-05 -0.000558457 0.000335218 -0.00180767 0.000325148 7.44262e-05 -0.00049505 0.000528515 0.000347981 0.000447453 0.000200189 -0.000913585 0.000450824 -8.4551e-05 0.000284485 -0.000133949 0.000430195 -0.00042844 -0.00188122 0.00104043 0.000405958 -0.00182688 0.000240032 0.000562136 -0.00036711 0.00130419
internal_weight=231.968 78.2052 67.7247 62.7419 61.0027 17.235 10.0472 7.18772 153.763 68.8637 25.3388 84.8989 68.938 65.2192 49.8512 9.15742 40.6938 21.0558 37.39 24.0679 18.1937 11.0752 5.87421 13.3221 43.5249 3.30656 17.7493 14.4732 6.42606 8.04716
internal_count=2900 1789 1358 1227 1221 379 175 204 1111 588 290 523 437 409 336 85 251 218 235 157 102 72 55 78 298 49 169 135 73 62
is_linear=0
shrinkage=0.00238964


Tree=432
num_leaves=31
num_cat=0
split_feature=6 13 17 9 0 16 13 15 18 22 19 5 15 18 6 20 5 12 6 17 18 3 22 7 15 0 3 5 17 3
split_gain=0.452433 1.42643 0.788366 0.619761 0.568729 0.544432 1.08829 0.802952 1.75905 1.04137 1.45391 1.32711 0.771284 0.616915 1.81122 2.24064 2.94959 1.40565 1.37493 1.37097 1.75871 1.27487 1.95859 1.07427 2.53114 1.03169 1.26628 2.70774 2.3363 2.0137
threshold=20.305474434200004 119.04223755815001 161.95900874150001 58.059373288650008 67.875502419400007 22.724946859200003 117.75715457175001 44.34858359035001 13.278511569200001 -0.063985 14.551174033150001 24.635572506200003 43.132842597400007 13.278511569200001 16.455384477450004 38.441102963850007 21.495293572000005 178.88951783280001 16.445384243750002 188.16174763880002 13.064341268650002 93.249170254600017 -0.082074999999999995 22.535351262400003 37.965550269150008 86.597924839850023 88.727183679150016 21.042547594650003 193.73902333365001 89.227236891450005
decision_type=2 2 2 2 2 2 2 2 2 2 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 12 -9 10 11 -10 13 19 18 -16 -17 -18 25 20 23 -21 -23 24 -4 -15 27 -27 -28 -30
right_child=-2 4 5 -5 -6 -7 -8 8 9 -11 -12 -13 -14 14 15 16 17 -19 -20 21 -22 22 -24 -25 -26 26 28 -29 29 -31
leaf_value=0.0080047885234124285 0.015380716560261222 0.0028817032766294561 0.0055906183744589937 -0.03812852873826026 -0.039736589266460495 0.011980045572705336 -0.025451044683220531 -0.038989876535118907 -0.04032093634230751 0.011316819800811 0.019240427650961477 0.0010638585067214222 0.015671921455801693 -0.019029322617918773 0.01865549552744649 -0.045498184439807333 0.018445562219179229 -0.017655846763108794 0.038254668211110301 0.031572678227545989 -0.023495206034947782 0.018249483030210196 -0.014730802460879565 0.016850039579203023 -0.03568317898482444 0.00082660062492470729 -0.016066135332512745 -0.037943666134101883 0.03565619525385557 0.007791221019199877
leaf_weight=0.53713179583428328 2.6113207624293855 0.52733926870860104 10.783222375437623 1.1322071008908094 1.5232190943788735 5.6053494242951265 1.9566199315013353 1.9019366214051832 2.3108977582305665 4.2489267359487704 1.3737525115720925 1.6698468634858725 4.8411990455351761 3.0809904087800524 2.2577008537482461 3.6583820302039367 2.0641748383641243 3.8957161621656269 1.2627489492297161 3.7644706368446341 3.41830139607191 6.9158379985019556 3.3409449914470306 5.7320331658702335 2.2459614882245651 68.541110425925581 3.6448319552000639 2.3302117136772713 4.4202954059001085 12.197111489716916
leaf_count=47 25 22 223 133 49 43 30 81 37 37 14 23 37 41 21 38 14 36 5 20 41 38 28 31 18 1540 50 64 33 81
internal_value=0.000769268 0.000546376 0.000901887 -0.0232845 -0.0287765 0.00114299 0.000767685 0.00108851 -0.00791296 -0.00175824 -0.0121336 -0.0229608 0.00178641 0.00131814 -2.83116e-05 -0.0130548 -0.0204982 -0.00515233 0.00159199 0.00531103 -0.00016172 0.0139681 0.0075068 0.00408965 -0.00152413 0.00110061 0.00178115 -0.000448145 0.00957855 0.0152034
internal_weight=173.794 171.182 169.132 1.66934 2.05056 167.463 161.857 159.901 11.5054 9.60342 5.3545 3.98074 148.395 143.554 107.353 11.876 9.61827 5.95989 95.4773 36.2008 22.1795 14.0213 10.2568 18.7612 13.0292 94.2146 91.1336 70.8713 20.2622 16.6174
internal_count=2900 2875 2804 180 71 2624 2581 2551 192 111 74 60 2359 2322 1923 109 88 50 1814 399 313 86 66 272 241 1809 1768 1604 164 114
is_linear=0
shrinkage=0.0353699


Tree=433
num_leaves=31
num_cat=0
split_feature=16 6 16 13 21 3 7 20 20 7 18 3 0 2 10 21 6 23 15 22 16 0 16 15 15 13 13 13 20 21
split_gain=1.33711 1.88315 1.46643 2.33558 3.62351 3.35301 2.03458 1.9107 1.88768 2.36755 2.53866 1.99822 5.20112 2.15282 1.76988 2.25055 2.10734 2.41847 1.73135 1.99305 1.86617 2.24487 1.61281 1.57482 1.42295 1.52221 2.02834 1.35985 1.30888 1.26001
threshold=18.594956516900002 15.675366252400002 18.984955604900005 112.82921081865001 0.89219292875000011 89.227236891450005 24.176224535650004 41.941595803500007 43.19689381845 22.509653697550004 13.042786209850002 93.394346993650018 85.447264760050004 226.19683278270003 62.197478847950002 6.655069997600001 16.575387281250006 0.089580000000000021 46.574831689400007 -0.095714999999999995 21.774949080700004 88.232507383150008 20.784951395750003 38.842471172100005 32.540328261750005 108.61908538635001 107.97116697695002 117.58509325145 38.238138001450004 12.260331702700002
decision_type=2 2 2 2 2 2 2 2 2 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 -2 4 -4 -5 -6 18 9 -9 -11 13 -13 23 15 27 17 -17 20 -20 22 -22 -7 -12 25 26 28 -10 -1 -3
right_child=2 29 3 5 6 7 -8 8 14 10 11 12 -14 -15 -16 16 -18 -19 19 -21 21 -23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.001144813165147879 0.0011984937819717301 -0.0030138681953507536 0.00069989891431573685 0.0020047411987686244 -0.00089272559296615039 -0.0025727805106683941 -0.003631562568961964 -0.0032038772116448505 -0.00014116972974749387 0.0021854198124656552 -0.00063548911349102586 0.0025543215191516202 -0.0036151269260957606 -0.0019202654418291932 0.0023652288880302674 -0.0038418205166516196 0.001152430464542767 0.00044008683699065285 0.00095712600739023576 -0.0033692815058735674 0.00070475133389984233 0.0031211483608098345 0.00015944481405344362 0.0016866978581117633 -0.0030384447256680824 0.0016464966833932624 -0.0032476070029249702 0.0023346692421118082 0.00012460186129102814 0.0020781870311027176
leaf_weight=7.5770759637234724 13.807301785331218 2.7885112864896651 7.5078003322705653 9.3522061984986049 5.629995519295333 2.3436786048114282 3.6493530925363302 2.840993843041363 3.4897668110206741 2.6593868089839843 4.6174391955137271 1.4654881842434395 4.6708279638551176 4.0607030056416979 3.2861140519380561 2.8852524240501225 2.2062803939916193 1.7179243154823778 1.5840975455939772 1.926083861850201 47.320350958034396 3.3614099845290175 7.1264104321599007 4.9285681694746017 1.2875529951415945 4.2596896793693295 1.6467940714210261 3.7644871491938829 53.086051791906357 0.46248325426131476
leaf_count=353 116 184 52 54 53 42 51 37 27 20 31 13 70 32 14 42 28 13 19 32 266 19 38 21 66 29 34 21 1110 13
internal_value=0.000156126 -0.000165235 0.000312426 0.000220019 -0.000775843 0.000364626 -0.00196985 0.000220269 -0.000248138 -0.000746792 -0.000435194 -0.00078819 -0.00214173 -0.000177777 0.000477388 3.62765e-05 -0.00114341 -0.0022438 0.000533657 -0.00141683 0.000647479 0.000865016 -0.000516732 0.000563447 -6.34634e-05 -5.92298e-06 -0.000118887 0.00114363 -3.39533e-05 -0.00228948
internal_weight=217.31 71.1082 146.202 132.395 16.7871 115.607 9.27935 106.255 42.5932 25.2434 22.4024 19.743 6.13632 13.6067 17.3498 14.0637 6.80946 4.60318 63.662 3.51018 60.1518 50.6818 9.47009 9.54601 67.8572 66.5696 62.3099 7.25425 60.6631 3.25099
internal_count=2900 1789 1111 995 156 839 104 785 369 224 187 167 83 84 145 131 83 55 416 51 365 285 80 52 1592 1526 1497 48 1463 197
is_linear=0
shrinkage=0.00285714


Tree=434
num_leaves=31
num_cat=0
split_feature=13 8 10 7 6 21 22 18 0 9 19 7 9 18 0 23 0 16 6 0 6 5 7 0 10 20 13 5 22 6
split_gain=0.429623 1.10786 0.952517 1.27241 1.21562 1.5272 1.05279 0.864639 0.749654 1.34391 1.19654 0.976669 1.05001 0.750288 1.69125 1.49408 1.1233 1.06667 0.909062 1.85792 2.07382 1.72503 1.60745 1.08794 2.16919 1.15416 1.80984 1.7735 1.54971 2.02151
threshold=95.870416931800023 2.9476996444500005 84.600400448950026 21.061418062900003 3.6650856341500009 18.904039828500004 0.23643500000000003 17.327266398450003 98.615332683000005 191.40721473735002 12.551012654050002 25.582719811950003 210.70699256735003 15.312071772700003 96.249489528150022 0.088990000000000027 97.671683879200017 18.714956236300004 14.835346625500001 93.262612545250008 15.185354803400001 18.228105795950004 24.071745547300001 90.337570099350003 66.697957758300021 42.178283198950005 113.85351336640001 26.429611911700004 -0.067574999999999996 15.955372794750003
decision_type=2 2 2 2 2 2 2 2 2 2 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 -4 -5 8 13 -10 11 -11 -13 18 17 -16 -17 -15 22 20 -20 -21 -2 25 -25 26 27 -22 -27 -30
right_child=7 -3 4 6 -6 -7 -8 -9 9 10 -12 12 -14 14 15 16 -18 -19 19 21 23 -23 -24 24 -26 28 -28 -29 29 -31
leaf_value=0.018421048358397987 0.0026029635239308213 -0.022592293995565782 -0.029547952608364379 -0.031537375785686515 0.022317457631367148 0.017496023825724724 0.0064589991880130114 0.013428469189532999 0.0093470406280833987 -0.031328454268248783 -0.028226461274867908 0.011500899098154166 -0.018123417592908312 -0.032982670676466784 0.023827260362391228 0.018609100651514505 -0.014927779855069497 0.0032698909025828372 -0.020951982079775749 0.026906319728555471 -0.043039916416206275 0.0010531809566035552 -0.011668230712073435 0.021738522406335368 -0.0062551686596746788 -0.00071892956927615875 0.0038795942809885485 0.012269003684307013 0.01990120890567857 -0.023625740063599118
leaf_weight=0.93137449864297961 13.642546831397341 2.319647200376493 1.180847329364042 2.0407668217376345 2.4938328786229249 1.1111841117963193 0.8598524355329572 4.4964844984933725 3.1599313756451002 0.94525290024466624 2.7515040512662381 2.795923647005111 1.5389133864082394 1.1246957576367997 5.397488219663499 1.4478879086673262 1.9369944930076597 1.6777410656213758 3.5641931947320691 4.4936816841363889 1.3531319305766367 4.0898024374619126 12.590430120122617 5.7843861654400808 3.8082980243489146 23.844817278790291 53.789836099545937 0.74619450524914999 1.0564623121172179 5.4597255099215545
leaf_count=15 252 260 250 136 74 17 21 54 70 45 96 39 33 40 45 13 35 21 44 25 51 34 214 40 39 287 480 32 5 133
internal_value=0.000601017 -0.00492345 -0.000167566 -0.010869 0.00840093 -0.00674088 -0.0202738 0.000975167 0.000618504 -0.00656544 -0.012826 -0.00480068 0.000983951 0.00116991 0.00820271 0.0144194 -0.000582335 -0.0112793 0.000562908 0.00173119 0.00062105 0.014588 -0.00424645 0.00142331 0.010625 0.000399897 0.00285564 -0.0233807 -0.00412068 -0.0165688
internal_weight=172.434 10.9375 8.61786 3.83199 4.78586 2.29203 2.90062 161.496 157 11.1915 8.03159 5.28009 4.33484 145.808 11.5848 8.78237 3.38488 2.80244 134.224 107.991 99.407 8.58348 26.233 95.8429 9.59268 86.2502 55.8892 2.09933 30.361 6.51619
internal_count=2900 773 513 172 341 267 157 2127 2073 283 213 117 72 1790 154 93 48 61 1636 1170 1111 59 466 1067 79 988 563 83 425 138
is_linear=0
shrinkage=0.0288028


Tree=435
num_leaves=31
num_cat=0
split_feature=7 18 5 7 22 21 18 6 0 20 2 14 23 23 5 9 20 20 23 16 15 23 10 16 23 21 21 12 21 15
split_gain=0.413958 1.6324 1.98917 1.24411 0.965611 1.69752 1.50599 2.94955 2.17471 2.15185 1.36706 1.36354 1.45301 2.1468 1.17469 1.1454 1.54319 0.97437 1.20766 1.06492 1.23173 0.955508 0.873079 1.04121 0.851791 0.804554 0.795525 1.29943 1.46595 1.55521
threshold=22.726915405250001 13.197799034350002 22.000536998450006 22.398098708400003 -0.068524999999999989 15.205825075850003 13.849588037450003 16.305380972600002 86.280686780500005 41.169697216150006 70.507592614000018 170.07815379005004 0.12424000000000003 0.11360500000000003 18.553574773300003 196.26893085885004 45.445415294500002 42.526729949000007 0.087725000000000011 22.614947116400003 36.168474401900006 0.10575500000000003 61.82916008405001 22.694946929300002 0.09660500000000001 1.0000000180025095e-35 14.398283575950002 158.37848859105003 6.8125785082500014 28.321365561200004
decision_type=2 2 2 2 2 2 2 2 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 10 6 8 15 9 -6 -3 -12 13 22 -14 16 25 19 -19 20 -17 -5 -13 26 -10 -8 27 28 29 -24
right_child=1 4 -4 21 5 -7 7 -9 24 -11 11 12 14 -15 -16 17 -18 18 -20 -21 -22 -23 23 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.0010205210422360969 0.00059919810443075528 -0.026765080010589075 -0.034237044692648828 0.012676411095010089 0.016702600971675009 -0.025118850095552241 0.0040595366351516829 -0.032807290553527151 0.010976053070286609 -0.026228264903261626 0.027360998771423881 -0.033510496308692461 -0.00033681410052034574 0.02822692143961384 -0.048322033419985783 0.010671114763759731 0.021339864934706642 0.015129527262725095 -0.025556328942288452 0.033966451198633146 -0.015343592478830192 -0.0086965398264373089 -0.0055919305638088643 0.028942176218762421 0.030461801774835474 -0.02241332975146065 0.0096663537806624782 -0.0076887660483873441 -0.011320640800151712 0.017959846243565274
leaf_weight=28.757267061329912 3.6756250911857924 2.2673053572070776 3.2210682374425232 15.946630969177933 2.5570752136409274 2.0289081964874631 1.691650817956545 2.4558485196903339 3.940216198563574 2.3434278508648276 1.7048076675273467 0.9249969944357862 0.93038317481114008 2.5159722554963073 1.2550673144869504 16.997449638933187 1.5743582238501401 1.275273346807807 1.9061447167769072 1.7735818438231934 2.1469158993568263 2.5396032931748769 4.6679374595987628 1.129717282950877 5.8198721914086491 4.1569670304015744 5.1368486792198373 31.253190545015968 5.116578232496976 7.91642215102911
leaf_count=672 26 46 60 143 18 35 75 27 28 36 11 14 25 24 23 216 54 16 33 18 29 25 115 6 31 136 126 706 77 49
internal_value=0.000617002 -0.000376298 -0.0156709 0.00319013 0.000537072 0.00388412 0.00509394 0.00135338 0.0137633 -0.003827 -0.00207924 -0.00118445 -0.00198424 -0.00101897 -0.0278939 0.00401478 -0.0071006 0.00743849 -0.00924738 0.00997625 0.00775373 0.00974024 -0.00232952 -0.00180721 0.0225953 -0.0147563 -0.00244943 -0.00372076 0.00328525 0.00922375
internal_weight=169.627 122.384 6.89669 47.2435 115.487 50.6677 48.6388 33.9782 14.6606 4.9005 64.8192 62.5519 60.8471 58.6617 2.18545 31.5223 7.42298 24.0994 3.18142 20.9179 19.1444 18.4862 56.1457 55.2207 9.76009 5.84862 54.091 48.9541 17.7009 12.5844
internal_count=2900 2060 86 840 1974 752 717 604 113 54 1222 1176 1165 1117 48 577 265 312 49 263 245 168 1093 1079 59 211 1073 947 241 164
is_linear=0
shrinkage=0.0323624


Tree=436
num_leaves=31
num_cat=0
split_feature=16 20 0 2 5 21 20 20 22 17 15 2 21 17 16 13 18 9 7 10 16 20 22 22 21 20 17 0 15 15
split_gain=1.87522 2.22541 1.71034 2.37067 2.94278 2.51812 4.01455 2.27753 5.09735 2.22416 2.17883 2.109 2.43212 2.10768 1.80669 1.83166 1.94373 2.56644 2.15602 1.87178 1.66994 2.16751 1.62443 4.11581 2.41432 7.82728 1.82901 1.76475 1.62246 2.008
threshold=18.594956516900002 38.238138001450004 86.530713386650021 100.60547560250002 21.746930049350002 2.9845679401500003 42.131954243650007 41.348489042950007 0.0043900000000000007 188.54236693505001 43.376643616500012 215.60007756200005 11.133313228750003 186.34046889365004 22.614947116400003 117.50443950750001 13.740383930250003 196.26893085885004 23.9444576715 71.787208999250012 22.614947116400003 39.852039223600009 -0.095019999999999993 -0.060760000000000002 7.5091558130000005 38.115457128050004 203.08534335880003 91.144107538500023 28.452330424200003 28.321365561200004
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 3 9 -5 -6 7 8 10 13 -7 -8 -13 20 15 16 -4 18 -18 22 -2 -22 27 26 25 -25 -24 -19 29 -3
right_child=2 28 14 4 5 6 11 -9 -10 -11 -12 12 -14 -15 -16 -17 17 19 -20 -21 21 -23 23 24 -26 -27 -28 -29 -30 -31
leaf_value=-0.0011247710394886 0.0020086394399174072 5.2313680174919187e-05 0.0011072616886774155 -0.00206607496998759 0.00080992288773814214 -0.0030185308703616128 -0.0022908695854589804 0.0014353196532592911 0.0018886911474764905 0.0014659733093368179 -0.0003839041537087493 0.00061695229413351814 -0.0027880716740861797 -0.0015490254774790937 0.0012715180438335554 -0.0012734303036852686 -0.00021995134009754002 0.0017388422540588252 -0.0028767854143636942 0.0021913782449817115 0.0010275394863463873 -0.0016555133566206032 -0.0032965303309216705 0.0015117744006371706 0.001723019804901017 -0.0026871318180916866 -0.0005908344998704876 -0.00013736549265518094 -0.0012799006661710377 0.0026513316063422241
leaf_weight=10.827914953115394 3.0909862378612178 64.56696098530665 18.628485050052404 4.5413395985960952 12.651732781901954 3.0607212409377151 7.151698943693189 6.257962047122418 3.7075600400567055 10.405352771282194 4.0434981118887663 4.0295995785854757 1.6371841668151317 3.525507688522338 15.34133894741535 3.5415399074554434 5.9137645922601205 7.1863243654370219 2.3762583741918206 3.199171118438243 4.067087896168232 2.836389197036624 2.5355172026902393 6.1718292981386345 5.9331164695322505 4.1010611765086651 3.0598417920991778 4.5400098236277699 4.9467598702758542 1.6930301897227753
leaf_count=431 19 1221 88 33 105 23 127 41 16 46 37 38 36 21 86 28 38 35 43 16 21 25 30 29 26 39 27 38 131 6
internal_value=0.000157801 -0.000129747 0.00031144 4.33822e-05 -0.00026347 -7.1034e-05 -0.000443944 0.000304247 -0.000350429 0.00064722 -0.00151898 -0.00144027 -0.000366789 1.7085e-05 0.000542075 0.000375516 0.000467271 0.000202436 -0.000981508 0.000469677 0.000569524 -7.48299e-05 0.000305394 -7.49068e-05 0.000526545 -0.000164479 -0.00181691 0.00101244 2.15592e-05 0.000118722
internal_weight=235.57 82.0347 153.535 71.0066 47.0813 42.54 29.8882 17.0697 10.8118 23.9253 7.10422 12.8185 5.66678 13.52 82.5283 67.1869 63.6454 45.0169 8.29002 36.7269 9.99446 6.90348 33.5277 21.8014 16.206 10.2729 5.59536 11.7263 71.2068 66.26
internal_count=2900 1789 1111 588 456 423 318 117 76 132 60 201 74 86 523 437 409 321 81 240 65 46 224 151 94 68 57 73 1358 1227
is_linear=0
shrinkage=0.00235581


Tree=437
num_leaves=31
num_cat=0
split_feature=17 6 13 7 9 15 3 21 7 15 15 7 23 9 19 0 23 15 16 16 0 15 20 8 20 4 23 16 17 7
split_gain=0.591142 0.552827 1.18335 0.742179 0.497836 0.801845 0.924877 0.601938 0.728166 0.546146 0.522176 1.62433 1.3627 0.515653 1.28296 1.1236 1.06584 1.16897 1.71025 1.39736 1.06482 2.25237 1.04302 2.04609 1.3221 1.0581 1.017 0.973881 1.69708 1.1778
threshold=157.96759137085004 20.305474434200004 119.04223755815001 17.715895715150005 37.256168974800005 21.073645951400003 66.676450093250011 20.770927814650005 23.875242364300004 10.643873581000001 46.810838056050009 23.539316666200005 0.090390000000000012 187.70546222865002 14.451165964200003 103.44649194340002 -0.17732499999999998 41.018034898650008 22.554947256700004 20.784951395750003 85.716110573100011 40.128253618400009 47.480720532750006 5.9453602998000008 48.919835655300012 404.80439994405009 -0.23472499999999999 22.654947022900004 199.01194954300004 22.597569836950004
decision_type=2 2 2 2 2 2 2 2 2 2 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 -2 8 -8 -6 13 -12 -13 14 16 20 26 18 19 22 21 -15 23 25 -24 -18 -11 29 -29 -22
right_child=1 -3 3 -5 9 -7 7 -9 -10 10 11 12 -14 15 -16 -17 17 -19 -20 -21 27 -23 24 -25 -26 -27 -28 28 -30 -31
leaf_value=-0.030931764905075088 -0.036088309630748112 0.017252590063533423 0.012076749992181723 -0.038635163649757283 -0.025793998936278824 -0.037684914826483312 0.018270426142037242 0.036077904963851617 -0.023608812850736394 0.0052045382912261759 -0.038448467678833864 -0.018814524708621334 0.025509962758091705 -0.045925519908325101 0.019839225210740878 -0.023074883318715912 -0.03436850901082026 0.023309682076166724 -0.023585086783535384 0.037034774977977941 0.016015194707692686 -0.00012462839992515132 0.024562612719423928 0.0099789030076423511 -0.012374977267480007 0.0032450265999767634 0.031379851406618607 0.0030094892080241601 0.035009895294154707 -9.0372191459420591e-05
leaf_weight=0.71610590405180019 0.77461294241947998 2.4422681648284188 0.4599139872007062 1.4717732036951927 0.90521657804492761 1.0230448126094414 1.0266225591767586 0.6584191545844077 0.99046558584086586 6.5885448392946273 1.6176400675903995 1.6342922877520325 1.7375990990549324 1.7861262960359443 6.1531032957136622 2.3874609994818448 3.5238215064164304 2.0157446730881921 4.4212574604898682 1.2085526213049878 5.8632981479167929 4.8270270321518183 3.0967198715079567 3.6665060974773951 1.8975184019654987 1.2233483771560711 2.4809736711904424 6.8124873507767898 2.8558039925992489 92.362584314309061
leaf_count=96 162 24 12 58 107 87 23 7 91 172 75 26 14 40 37 156 290 13 31 8 34 51 28 55 44 35 31 53 26 1014
internal_value=0.000660401 0.000795134 0.00055223 -0.0265612 0.000872488 -0.0105921 -0.00255845 0.00714911 -0.00229384 0.00119489 0.00134936 -0.00974403 0.00402672 0.00171072 0.00534004 0.000584437 0.00237834 -0.00192368 -0.00459543 0.00114865 0.00107773 -0.0124949 -0.00208602 -0.00957382 0.0105285 -0.0246755 0.0123648 0.00190963 0.0124617 0.000871001
internal_weight=168.629 167.913 165.47 1.93169 163.539 4.47317 3.45012 2.67551 2.01709 159.066 158.16 4.98953 3.37189 153.171 36.2761 116.895 30.123 21.0535 19.0377 14.6165 114.507 6.61315 13.4079 8.41368 4.99424 4.74717 9.06952 107.894 9.66829 98.2259
internal_count=2900 2804 2780 70 2710 370 283 121 114 2340 2233 115 40 2118 744 1374 707 504 491 460 1218 91 452 380 72 325 203 1127 79 1048
is_linear=0
shrinkage=0.0348455


Tree=438
num_leaves=31
num_cat=0
split_feature=16 6 15 13 13 22 20 22 22 8 2 9 20 13 10 0 3 20 18 7 23 5 0 18 6 8 23 18 6 3
split_gain=1.32961 2.25686 1.72915 1.83146 2.39912 1.36303 1.33045 2.4625 3.52699 2.81399 2.64709 3.78432 3.17044 2.40431 2.00412 4.33212 2.21383 2.56622 1.94529 2.36256 1.93883 1.67658 1.58532 4.70684 1.80697 1.65261 2.63311 1.55481 1.47441 2.8328
threshold=18.594956516900002 15.675366252400002 32.540328261750005 108.61908538635001 107.97116697695002 -0.54972999999999994 41.621607100200002 -0.072569999999999982 -0.085734999999999992 8.9430209551500024 122.26439358135001 201.44620319810005 35.461062230100005 117.57433941890001 65.727424373200009 92.313586825200005 93.620177476600006 39.852039223600009 15.042884401850001 24.955394454050005 0.09117500000000002 21.850554661550003 89.057864029250013 13.987466292050001 15.265356672600001 8.7431769115000026 0.086355000000000029 13.303774303900001 14.855347092800002 84.678365734750017
decision_type=2 2 2 2 2 2 2 2 2 2 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 8 10 14 27 12 -12 20 16 -16 -9 -18 19 22 -10 -14 23 25 -24 -8 -27 -2 29 -17
right_child=6 5 -4 -5 -6 -7 18 9 13 -11 11 -13 21 -15 15 28 17 -19 -20 -21 -22 -23 24 -25 -26 26 -28 -29 -30 -31
leaf_value=1.7785589908512741e-05 0.0014435408398346843 0.0013775462705454544 -0.0022713702195564255 0.0013158566450292481 -0.0024495784144436209 -0.0022605472401878925 0.00014520351858198456 0.0016426684665118115 -0.00076518916707240571 -0.00095478304096189941 0.00087046444691269765 0.00076369253077953789 -0.0039244888065291129 0.00023611994170097555 -0.0019069979159083144 0.001486620881506847 0.0014169586828710219 -0.0010806261966280417 0.0015670475262594427 -0.0020268862470812091 -0.0034979905645353888 -0.0014195868256573782 -0.00043040371385620873 -0.0027820328189037168 0.0015558551930233084 0.00096271566670530929 -0.002830288318477273 0.00023422782213970429 0.0015286548016248665 -0.0011189170283727348
leaf_weight=66.153916836541612 9.9746623025275785 0.54819039255380664 1.4945107926614571 4.7642992679029694 1.8334214817732561 3.1164757581427684 45.450241591315717 19.493450812995437 2.2324557611718765 4.0414055325090876 2.1428884286433441 7.4938401952385902 1.7135280240327118 2.9864184409379959 3.1768421009182957 3.7638371810317022 4.1027530049905172 3.4103904776275158 3.5110414847731581 2.6488730162382117 2.4816970881074667 4.1131908278912306 3.2215800955891591 2.8372254706919184 5.8176319785416126 1.3461004830896848 2.1548162000253797 9.3004427775740606 7.1134167835116386 3.7921636700630188
leaf_count=1463 58 4 66 29 34 193 342 95 20 32 22 48 18 17 27 19 21 24 22 21 26 39 29 28 31 13 37 58 31 33
internal_value=0.000141166 -8.63777e-05 -5.92591e-06 4.06123e-05 -4.87521e-05 -0.00171633 0.000253142 0.00042018 4.51882e-05 0.000745664 0.000333975 -0.000321756 -0.00134241 -0.00125758 0.000898881 0.000345619 0.00126448 0.000283247 2.53967e-05 -5.98759e-05 -0.00220383 -0.00215623 2.5782e-05 -0.000117721 0.000847951 3.67038e-05 -0.00137188 0.000860034 0.000833451 0.000178968
internal_weight=236.232 77.9108 74.2461 72.7516 67.9873 3.66467 158.321 91.3334 42.4391 48.8943 34.7386 15.4634 7.96961 7.70057 44.8529 17.8463 27.0066 7.51314 66.9875 63.4765 4.71415 5.82672 60.8276 51.7884 9.03921 48.9512 3.50092 19.2751 14.6694 7.556
internal_count=2900 1789 1592 1526 1497 197 1111 588 306 282 243 127 79 63 250 110 140 45 523 501 46 57 480 420 60 392 50 116 83 52
is_linear=0
shrinkage=0.00212766


Tree=439
num_leaves=31
num_cat=0
split_feature=16 20 15 15 10 22 16 21 0 4 10 21 20 16 13 18 9 2 10 22 22 21 20 17 10 6 23 23 23 21
split_gain=2.13133 2.08618 2.14834 1.95493 1.60469 3.37631 2.24138 1.48099 1.46596 2.61303 3.85019 2.19536 1.80619 1.6753 1.8922 1.91627 2.47056 2.28537 2.26045 2.17198 3.77718 3.41505 8.86024 2.23984 1.9916 1.60746 1.55647 2.37669 1.3955 1.77066
threshold=18.594956516900002 38.238138001450004 28.452330424200003 28.321365561200004 74.986474174450009 -0.18126999999999999 11.934972090850001 0.94945978800000008 86.530713386650021 248.34582299520005 62.041548276350007 13.811848270300002 41.028010303750008 22.614947116400003 117.50443950750001 13.565012728250002 196.26893085885004 101.14502893930002 71.787208999250012 -0.095019999999999993 -0.065399999999999986 7.5091558130000005 38.115457128050004 203.08534335880003 67.171126389250006 16.375382608200002 0.093295000000000031 0.087265000000000023 0.083795000000000022 15.031613344500002
decision_type=2 2 2 2 2 2 2 2 2 2 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 -3 -7 9 25 11 26 -13 14 15 -10 17 -17 19 24 23 22 -22 -21 -18 -2 27 -11 -27 -30
right_child=8 2 -4 -5 -6 7 -8 -9 13 10 -12 12 -14 -15 -16 16 18 -19 -20 20 21 -23 -24 -25 -26 28 -28 -29 29 -31
leaf_value=-0.001091608805022618 -0.0011873677670813255 -0.0018400012594453133 -0.0014443468565643752 0.0026058874614719664 0.00029531096473698183 0.00047002230130501653 0.00084368254830878944 -0.0022725584660956929 0.0012084038795202477 0.00020192051171298784 -0.0025015582398124417 0.00061456434598392983 -0.0029923709145440601 0.0012491123679266741 -0.0012566714597418171 8.0184069479683661e-05 0.0017716350980243798 -0.0023554233688460008 0.0022641073813277814 -0.0033075731966850778 0.0014248360545072287 0.0017506620066555973 -0.0028431105605681139 -0.0004025804308769534 -0.0001246860242732434 0.0011942507775220331 0.0011463494894901731 -0.0027457546475332132 1.447885854115197e-05 0.001726959992405308
leaf_weight=10.654985912377013 3.090373156592249 2.1205286709591773 5.0872950004413715 1.693364007398485 45.851418383303098 1.3139443183317769 8.4646262247115356 5.8466950554866344 15.17932817339897 8.639259757939735 4.3882657599169752 1.1307176128029817 2.2854482578113675 15.184153549373148 3.5948921740055075 5.4645098336040956 8.4172252006828696 3.4085039934143424 3.6233389899134627 2.6500742603093341 6.3246050477028053 6.7389377132058135 4.5622253306210041 3.1835055463016033 4.7043032627552739 12.819650390185414 6.5299089490436009 1.8011765871196974 23.085125572979454 3.836684849113225
leaf_count=431 25 69 131 6 842 14 106 190 73 91 72 6 43 86 28 36 40 49 16 30 31 30 41 25 38 107 45 33 150 16
internal_value=0.000176239 -0.000129027 1.67046e-05 0.000130546 6.4637e-05 -0.000531376 0.000306059 -0.00176931 0.000340446 8.52493e-05 -0.000518152 -9.12171e-05 -0.00179851 0.000548225 0.000391376 0.000483578 0.000259393 -0.000855437 0.000505435 0.000331238 -9.41507e-05 0.000444702 -0.000363686 -0.00172226 0.00109177 0.000434268 0.000252465 -0.00030661 0.00056037 0.000258528
internal_weight=231.675 81.0329 70.3779 65.2906 63.5972 17.7458 10.5852 7.16064 150.642 67.6066 24.7748 20.3865 3.41617 83.0356 67.8514 64.2566 49.0772 8.87301 40.2042 36.5809 23.4593 17.6258 10.8868 5.83358 13.1215 42.8318 16.9703 10.4404 39.7415 26.9218
internal_count=2900 1789 1358 1227 1221 379 175 204 1111 588 290 218 49 523 437 409 336 85 251 235 157 102 72 55 78 298 169 124 273 166
is_linear=0
shrinkage=0.00233427


Tree=440
num_leaves=31
num_cat=0
split_feature=16 20 16 16 12 20 9 23 6 12 22 9 20 16 9 20 10 20 22 8 2 7 8 10 0 3 20 13 18 18
split_gain=2.08163 2.14646 2.34414 3.43045 2.73729 2.17222 2.19257 2.64455 1.84569 1.82913 2.0101 4.39817 1.74636 1.76599 1.74142 1.72289 2.1481 1.42102 2.61163 3.27289 3.06529 3.04465 3.02109 2.02645 3.87505 2.15813 3.16113 2.01995 2.72367 1.99466
threshold=18.594956516900002 38.238138001450004 15.919962772200003 13.534968349350001 176.04981466085005 41.395309858300003 187.38923140910003 0.085155000000000022 11.060258421150001 207.71672397260002 0.06041500000000001 205.88909726980003 39.945535567850008 17.844958270700005 188.78154115175002 42.508878681700004 80.677940036650014 41.621607100200002 -0.071129999999999985 9.3427090425500019 139.80186571705002 23.124786352450005 8.9430209551500024 65.630639880500027 92.313586825200005 93.620177476600006 39.852039223600009 109.57886493895002 12.903279561150002 15.042884401850001
decision_type=2 2 2 2 2 2 2 2 2 2 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 12 7 -7 15 10 11 -10 -4 14 -14 -5 -17 18 19 20 27 -22 23 25 -25 -20 -27 -2 -29 -19
right_child=17 2 5 8 -6 6 -8 -9 9 -11 -12 -13 13 -15 -16 16 -18 29 22 -21 21 -23 -24 24 -26 26 -28 28 -30 -31
leaf_value=-0.00089789853930063795 -0.0010353662832307243 -0.0021441899153995287 -0.0013540215080741216 -0.0021850542047809119 -7.2807461009661865e-05 -0.0013370381578482209 -0.0018373033190461807 0.0010338485046931178 0.00080168746694758166 0.0016010897805985465 0.0019346034010992326 -0.0020206699733490581 0.0011620634363926346 0.0013830108415780413 -0.0017127523874579059 -0.0015039318850916432 0.0012211652672677218 -2.5794225109310682e-05 0.0015904264141658648 0.001609353415584027 -0.0024332282395480168 -0.00032262192137811068 -0.00086489089567225977 -0.0013824328605616261 0.00083878602430564842 0.0015028579937639451 -0.0010601921511317926 -0.00087442287098511262 0.00092149041634134211 0.0014468748281229026
leaf_weight=11.361836032243444 3.5408078283071545 2.9162195937242386 2.1941248583607402 1.4046468315646077 15.512736975098958 3.9935894277878088 6.3644374101422727 3.3111443654634058 8.8080050535500067 9.3247765358537418 2.94857776723802 2.7998071480542412 1.418165410868822 4.7718933271244168 1.8929277695715425 1.7019725309219209 3.2163360677659512 62.867831997107714 18.948178209364418 4.8276212513446799 3.3792416620999566 11.858642879873512 4.1325575374066821 3.7689038515090969 15.250461859628556 4.1017737071961156 3.3750603245571256 4.0439235400408533 16.536235535517335 3.7499774135649195
leaf_count=431 38 159 39 34 427 176 152 34 63 54 17 28 15 37 31 47 45 501 89 21 38 95 32 29 83 20 24 39 80 22
internal_value=0.000145167 -0.000105105 1.90019e-05 0.000266369 -0.000400585 -0.000483382 -0.000995654 -0.000262345 0.000673309 0.000922816 0.000488315 0.000120934 0.000197971 0.000619259 -0.000481448 -0.000269052 0.00027815 0.000276156 0.00043179 8.50232e-05 -0.000101946 -0.000790682 0.000740854 0.000886875 0.000398626 0.00123829 0.000345891 0.000333148 0.0005686 5.71037e-05
internal_weight=244.322 83.9412 72.5794 48.6331 18.429 23.9463 13.6692 7.30473 30.2041 23.8812 14.5564 11.6078 10.2771 8.08299 3.31109 6.32296 4.91831 160.381 93.7634 44.1865 39.3589 15.2379 49.5769 45.4444 19.0194 26.425 7.47683 24.121 20.5802 66.6178
internal_count=2900 1789 1358 874 586 484 362 210 288 162 108 91 122 83 46 126 92 1111 588 311 290 133 277 245 112 133 44 157 119 523
is_linear=0
shrinkage=0.00196157


Tree=441
num_leaves=31
num_cat=0
split_feature=6 0 2 6 5 20 15 2 6 15 13 22 20 6 5 10 2 0 5 5 21 21 15 10 20 15 2 4 21 21
split_gain=1.15875 2.0784 2.98135 1.98006 3.3235 4.01129 1.77874 2.12233 1.55163 1.91065 3.28816 2.07617 1.45588 1.45058 1.37744 1.50435 2.44152 3.03081 1.63102 1.35018 1.34774 1.90482 2.2145 2.75178 1.92227 3.26315 2.1532 1.72906 1.68378 1.42267
threshold=14.855347092800002 86.530713386650021 317.41815758785003 16.455384477450004 22.443872254700004 40.823855932350007 38.469938489650012 339.55821382900007 16.245379570700006 29.049007317550004 114.01213239605002 -0.071129999999999985 39.420767558750008 15.025351064900002 20.361635946650004 62.041548276350007 161.80523719825001 85.775256651950016 21.746930049350002 21.005083245250002 17.888268924750005 11.007427546000001 40.896729687200008 61.944763783650011 43.812290675100009 42.80317728375001 87.122651665300012 274.17744294440007 2.7924425290000001 2.1194692063500002
decision_type=2 2 2 2 2 2 2 2 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 14 8 5 -5 -1 -8 9 13 12 -12 -11 -3 -2 19 17 -17 -19 -16 21 24 -23 -24 25 26 -21 28 29 -28
right_child=1 3 -4 4 -6 -7 7 -9 -10 10 11 -13 -14 -15 15 16 -18 18 -20 20 -22 22 23 -25 -26 -27 27 -29 -30 -31
leaf_value=-1.8980239841947014e-05 0.0022620059590779569 0.0030845403151579698 -0.0042166554226780676 0.00025479387229544102 0.002278137639110498 -0.0047507217037718241 -0.0037860184776817183 0.0013703158800742914 0.0019031038331443143 -0.00015958585948538947 9.4831318113587976e-05 0.0028602645307132754 -0.002513887045151591 0.00029143653812669284 -0.0021934344096161606 -0.0029729523906434881 -0.0032442806954958801 -0.00078532594766599637 0.0019894352305509216 0.00068455290136335131 -0.0024952049439043679 0.0030847617139997414 0.0020756749752794388 -0.0029211982410795373 0.0018130412930643849 0.0010284050673944434 -0.0025572488092202431 0.00090811604795665388 -0.0042278479710337012 0.0021470582230852363
leaf_weight=81.546470797387883 3.0367933267261824 5.3336889259517175 1.8215642529539753 4.4448246359825117 3.29881726577878 2.910163315013051 2.9198666494339696 1.2532248087227342 16.965426962822676 8.5571925733238476 6.0405204258859158 5.8902754448354226 4.3532788967713705 3.3101738058030605 2.2865693233907214 3.2081915203016278 3.7234948428813359 4.1874909121543151 5.2378790229558945 3.8126059120986673 1.6731777633540321 5.9695071806199831 3.0711504369974136 1.9984428645111618 5.8424155798275015 10.996204327326266 2.306853981921448 1.5676029204623771 4.4971401178045198 1.0177356880158184
leaf_count=1659 16 24 44 26 18 30 50 13 88 49 35 35 41 27 16 76 72 25 25 37 22 43 16 35 70 105 75 30 88 10
internal_value=0.000170936 0.000371453 -3.51573e-05 0.000812336 -0.000485996 -0.00172575 -0.000126985 -0.00223752 0.00108651 0.000672776 0.000205759 0.00146014 -0.000953432 0.00201492 8.3056e-05 -2.47193e-05 -0.000885611 -0.000190439 0.000756668 0.000287933 0.000420645 0.000539407 0.00171675 0.000105899 0.000106766 -0.000305199 -0.00141599 -0.00226893 -0.00290566 -0.00111715
internal_weight=213.079 127.359 66.2548 61.1044 10.6538 7.35499 85.7196 4.17309 50.4506 33.4851 24.8413 11.9308 12.9105 8.64386 64.4333 61.3965 16.3571 12.6336 9.42537 45.0394 42.7528 41.0797 11.0391 5.06959 30.0406 24.1981 13.2019 9.38933 7.82173 3.32459
internal_count=2900 1178 805 373 74 56 1722 63 299 211 160 70 90 51 761 745 198 126 50 547 531 509 94 51 415 345 240 203 173 85
is_linear=0
shrinkage=0.00331438


Tree=442
num_leaves=31
num_cat=0
split_feature=13 0 16 16 13 20 10 20 6 13 20 18 20 16 20 21 7 18 17 7 22 15 18 6 20 16 22 10 17 3
split_gain=2.38407 2.89548 2.48339 2.75832 3.21835 5.0562 3.21011 2.60246 4.74327 3.45212 2.43834 2.43823 2.26666 3.12575 2.83943 3.06843 2.19878 2.09566 2.95375 2.08778 3.37199 2.80595 2.7716 2.53283 2.97406 2.25646 2.14025 2.04497 1.85315 1.49349
threshold=109.41218053485001 86.530713386650021 22.614947116400003 19.214955067100004 112.82921081865001 37.360990606650006 66.318885161900013 41.061442884200012 16.435384010100005 115.02030419500001 38.238138001450004 13.788608055100001 42.131954243650007 21.979948601300006 43.45354240915001 7.362244800500001 23.789355599150003 13.303774303900001 187.45953903175004 22.892948161350002 0.010100000000000003 42.133814420300006 12.903279561150002 20.305474434200004 39.646013290900008 22.614947116400003 -0.048664999999999993 69.64719632740001 191.19232825540004 84.146051024900018
decision_type=2 2 2 2 2 2 2 2 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 12 3 -3 5 -5 7 9 11 28 -1 -9 13 -2 16 -16 17 18 -14 22 21 -21 23 24 -15 -23 -24 -7 -6 -12
right_child=1 2 -4 4 6 27 -8 8 -10 -11 29 -13 14 19 15 -17 -18 -19 -20 20 -22 25 26 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.00080951786542080581 -0.0014023977449745071 0.0011934340776002365 0.0011693247483646875 0.00069895306728579541 0.00071445115028584416 -0.0025569689678061982 0.0015925133230483321 0.001280685468895288 -0.0020640738077064985 0.0017275168107256406 0.0001948741155184205 -0.00054828716915693374 -0.0024701271807779529 0.00054528739915370422 0.00097103834432568387 -0.00074463895677046173 0.00093859405025558057 -0.0024368363124466748 -0.00012720884905074222 -0.0019757953284631979 0.0013553818729590695 0.0012581032582013232 0.0016104721289917914 0.0013294549465463702 -0.001718868908732181 -0.00083176499138333776 8.5276752251240047e-05 -0.00033444269320200384 -0.00098825844930388131 -0.00044328539984611642
leaf_weight=14.449924439250024 3.6015476505272082 11.534724548459051 17.502855833619833 5.1693073678761703 5.0672300159931201 4.2940969727933407 6.9713830500841132 4.7818238511681539 4.2889629527926436 6.7430760189890853 53.654301368864253 5.6453795656561852 2.617451522964986 4.2478678859770316 8.3424247642979008 6.6572027178481212 1.9236524254083622 3.6367895016446701 7.0838574590161443 3.813848748803137 3.9951026812195769 3.0558509510010481 12.522349760867655 3.6670415252447119 4.0019141007214785 4.5934325680136681 4.4219040563330063 2.2362160254269838 4.1132232695817947 17.201890578493476
leaf_count=444 127 52 86 26 24 44 33 18 34 23 948 34 80 24 64 84 13 52 67 28 18 16 50 17 31 40 26 18 23 356
internal_value=0.000149533 0.000287673 0.000543725 0.000363765 0.000169689 -0.000693583 0.000438226 0.000175593 -0.000395756 0.000703622 -0.000103943 0.000290464 3.10763e-05 0.000286082 -0.000372742 0.000209579 -0.000945062 -0.00121673 -0.000759337 0.000423294 -0.000135628 -0.000655272 0.000722658 2.6241e-05 -0.00055304 3.12704e-06 0.00121245 -0.0017959 -4.84333e-05 3.99469e-05
internal_weight=241.837 156.531 78.3483 60.8454 49.3107 11.6996 37.6111 30.6397 14.7162 15.9235 85.3061 10.4272 78.1822 47.9209 30.2614 14.9996 15.2618 13.3381 9.70131 44.3193 15.4582 11.4631 28.8611 11.9168 8.24978 7.64928 16.9443 6.53031 9.18045 70.8562
internal_count=2900 1152 415 329 277 88 189 156 86 70 1748 52 737 377 360 148 212 199 147 250 102 84 148 72 55 56 76 62 47 1304
is_linear=0
shrinkage=0.00188464


Tree=443
num_leaves=31
num_cat=0
split_feature=16 20 15 15 20 18 22 22 6 8 13 2 9 20 7 0 18 21 22 17 17 20 7 22 2 10 3 3 6 21
split_gain=1.61902 1.99716 1.9728 1.82743 1.63742 2.25771 2.13159 3.09517 3.02392 2.64154 2.32195 2.14127 4.08528 2.51313 1.99572 2.00613 4.64956 1.95713 1.93545 2.2849 2.8779 2.64235 3.0444 2.27184 1.99443 1.64929 3.21018 2.17962 1.97572 1.6194
threshold=18.594956516900002 38.238138001450004 28.452330424200003 28.321365561200004 41.621607100200002 15.042884401850001 -0.072569999999999982 -0.085734999999999992 14.815346158200002 8.9430209551500024 117.57433941890001 122.26439358135001 201.44620319810005 35.461062230100005 24.891451065550005 89.057864029250013 13.987466292050001 8.0764874338000023 0.0023400000000000005 199.88268747760003 195.76335783930003 42.178283198950005 23.425421956250002 -0.067574999999999996 105.39281967610002 65.727424373200009 87.240466333050009 93.620177476600006 16.555386813950005 7.7850244945500009
decision_type=2 2 2 2 2 2 2 2 2 2 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 14 7 8 -2 25 -9 -10 13 -13 15 16 18 -17 19 20 21 -6 23 -23 -20 27 -27 -8 -29 -15
right_child=4 2 -4 -5 5 -7 9 10 11 -11 -12 12 -14 29 -16 17 -18 -19 24 -21 -22 22 -24 -25 -26 26 -28 28 -30 -31
leaf_value=-0.0011216869487245314 -0.001974899528759086 7.4288953289373402e-05 -0.0014439759958202885 0.0026404923743205233 0.0013413969073075799 0.0018235744621888435 0.0018326017513068894 -0.0023657468040820203 0.0012016145937443453 -0.0010874564098232681 0.00038613172699024302 0.0010458119867898608 0.0013492582933741905 -0.0036737698186874944 -0.001979162337187053 0.001920106947528324 -0.0034880515657453402 -0.00038618217923495261 0.00074096115703160912 0.0020837753266189415 -0.0018404795352273248 -0.00023622515812545629 0.0017148771448384085 -0.0024607806872646164 -0.0032654329936930297 0.00096212910808359366 -0.0016214336975175023 -0.00096533394520264193 0.0015969594901465796 -0.00099472335433398325
leaf_weight=9.9605367063195427 2.7532682288438073 59.8427763475338 4.835320421960204 1.6299001201987255 8.5284265354275686 3.6932614184916011 18.866171933710579 4.4808728005737057 17.112059683073316 3.6658383291214696 2.8800139054656029 1.9055595165118555 6.1679783277213573 2.283507770858705 3.0749292857944956 5.5110560618340951 2.3335179574787608 3.403027156367898 1.0999396797269576 3.1029590265825382 4.526210135780274 18.473487679846581 4.0185272525995961 3.0597285744734206 2.0064825885929167 14.240059444680812 3.4080898389220229 3.593440360389649 3.3016309617087245 2.9655285775661469
leaf_count=431 41 1221 131 6 47 22 95 46 98 32 17 20 36 28 25 29 26 29 12 15 40 180 19 37 42 82 28 26 19 20
internal_value=0.00016049 -0.000123318 2.6653e-05 0.00014233 0.000304358 9.76998e-06 0.000515594 0.000113745 0.000424877 0.000861732 -0.00128905 0.000641972 -7.68552e-05 -0.00130631 -0.000103504 -6.29465e-07 -0.000197308 0.00103966 -2.59616e-05 0.000109653 -4.90161e-05 0.000188909 -0.000195757 -0.00055232 -0.00184683 0.00102634 0.000463209 0.00141212 0.000261593 -0.0021602
internal_weight=226.724 76.2685 66.308 61.4727 150.456 62.8316 87.624 40.5488 33.1879 47.0752 7.36089 30.4346 13.3226 7.1546 59.1383 56.0634 47.1493 8.91408 44.8158 41.7093 38.6064 34.0802 25.5517 21.5332 3.10642 43.4094 17.6481 25.7612 6.89507 5.24904
internal_count=2900 1789 1358 1227 1111 523 588 306 243 282 63 202 104 68 501 476 418 58 392 338 323 283 236 217 54 250 110 140 45 48
is_linear=0
shrinkage=0.0023912


Tree=444
num_leaves=31
num_cat=0
split_feature=3 2 20 7 18 18 23 8 3 0 18 20 22 20 5 12 6 8 16 3 23 6 16 20 3 0 16 18 2 7
split_gain=0.432217 0.715257 1.01566 0.532606 0.538427 1.51103 1.08201 1.31102 0.932671 1.43148 0.814418 3.10734 1.65154 0.985331 0.777956 0.749292 0.734312 0.766078 1.2091 1.02146 1.32728 0.758733 2.2953 1.16388 1.00236 1.27223 0.941002 0.796196 1.95432 2.03157
threshold=108.42013948475001 170.32456123625002 44.921040431000009 19.041006859700005 12.903279561150002 12.868666868750003 0.11207500000000002 8.3434888241000014 94.92945658615001 85.253695774650012 13.075178189100003 42.072181850200003 -0.084239999999999995 41.348489042950007 20.102686929350003 155.27099795600003 18.155424198600006 9.0429429770000009 22.724946859200003 93.883646373400012 0.083290000000000017 16.515385879350003 22.554947256700004 41.169697216150006 93.770731131900007 86.001087134900004 22.654947022900004 13.482409244300003 82.092636011950006 23.031046061850002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=3 2 -2 -1 5 6 7 14 9 -6 11 13 -13 -11 -5 -10 17 18 19 21 -21 24 -23 -24 25 -12 27 28 -27 -30
right_child=1 -3 -4 4 8 -7 -8 -9 15 10 16 12 -14 -15 -16 -17 -18 -19 -20 20 -22 22 23 -25 -26 26 -28 -29 29 -31
leaf_value=0.012997017864759864 -0.032841732474646716 -0.038219021388893881 0.027757304026866225 0.017962912039965442 0.024645045117730056 -0.031804669072852253 -0.024167527961112371 0.010664307887420758 0.0040633092127756506 0.010656032918292226 -0.027818540681712942 -0.037811117910449159 0.0030014070486447005 0.033197937205511854 -0.024493812570124843 -0.036828203595631367 0.025705041755751171 -0.015969716163666339 0.02618995437341572 0.00071027182573846128 -0.038752603793976034 0.010996877187174467 -0.0040408454576716579 -0.036249806766867163 0.020885124561407051 0.032643049842119465 0.014445932849399871 -0.00057600987769320137 -0.009342915692984028 0.015157053810793812
leaf_weight=3.7261626714025615 0.50438442121958249 0.77847709582420055 0.66505907475948334 0.56442540022544063 2.723628065083175 1.9385449524270377 1.7736790073104209 6.9100568192079663 0.76172371173743059 4.5305068017914873 1.5851447056047607 1.7040966190397728 2.5931084605399519 3.616344659589231 2.1624616632470861 1.1919986654538659 1.1763228364288796 2.9900159728713325 1.8752003768458951 1.9899452738463872 1.5903201126493511 3.5243882238864881 1.9572315663099287 2.8692820314317942 2.644756869878619 2.612855993211272 5.3289890605956307 92.851238157367334 7.376351102604529 6.6970578180626035
leaf_count=60 85 46 6 9 20 24 20 75 41 37 26 29 26 15 87 50 9 39 16 26 41 21 12 35 16 15 44 1851 81 38
internal_value=0.000783183 -0.014301 0.00162076 0.000954745 0.000686919 -0.00551776 -0.00105189 0.00320255 0.00122409 0.00150783 0.00108635 0.00897469 -0.0131832 0.0206623 -0.0157059 -0.0208853 0.000370195 0.00015089 0.000513567 0.0001461 -0.0168188 0.000622679 -0.00876103 -0.0231885 0.00128065 0.000835413 0.00123083 0.000587921 0.00706465 0.00231579
internal_weight=173.214 1.94792 1.16944 171.266 167.54 13.3492 11.4106 9.63694 154.191 152.237 149.513 12.4441 4.29721 8.14685 2.72689 1.95372 137.069 135.893 132.903 131.028 3.58027 127.447 8.3509 4.82651 119.096 116.452 114.866 109.538 16.6863 14.0734
internal_count=2900 137 91 2763 2703 215 191 171 2488 2397 2377 107 55 52 96 91 2270 2261 2222 2206 67 2139 68 47 2071 2055 2029 1985 134 119
is_linear=0
shrinkage=0.0322042


Tree=445
num_leaves=31
num_cat=0
split_feature=13 20 20 9 3 5 16 15 8 21 15 9 20 8 6 9 16 19 8 22 22 5 15 7 2 21 23 22 16 13
split_gain=1.14188 2.10759 1.78926 1.57555 1.49812 2.76593 2.01295 1.77845 1.48664 1.55123 2.10367 1.44559 2.39861 2.37699 1.41965 1.40513 1.56867 2.20149 1.48318 2.90283 2.2953 1.6374 1.59515 1.35421 1.30828 2.05599 1.81313 2.18255 4.04817 2.59217
threshold=109.41218053485001 38.238138001450004 40.621691032550004 223.24918598180003 84.146051024900018 18.152162791050003 18.714956236300004 30.807603489900004 8.1436447804000007 1.1268005785500004 23.163629804900005 181.61255275325001 38.512991772500008 6.2451263653500009 16.950396043250006 186.67271206880002 19.099955336000004 13.751109481500002 8.9430209551500024 -0.087910000000000002 -0.071129999999999985 22.732890661650003 33.551906023850009 20.940097048150005 107.86920410340001 1.1877328917500003 0.093295000000000031 -0.14380499999999999 22.624947093000003 117.47217800995001
decision_type=2 2 2 2 2 2 2 2 2 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 14 6 23 -3 -7 9 10 -1 12 13 -2 24 -13 -17 -18 20 -20 21 -19 -22 -6 -4 -26 27 -27 29 -29
right_child=2 4 3 -5 5 7 -8 -9 -10 -11 -12 15 -14 -15 -16 16 17 18 19 -21 22 -23 -24 -25 25 26 -28 28 -30 -31
leaf_value=-0.0019944379183196824 -0.0030948417243478444 0.0001941553591882226 0.00071700432191269781 0.0021461535032608931 0.001407752153573083 0.00050129193560492151 0.002685473154044602 -0.0032809523712693809 -0.0027301186244250829 -0.0026719378273672937 0.0015537066071291592 0.0026715744213262221 -0.0047634586619096199 0.0032040590051361346 -0.0021807327555406035 0.0020376056090403872 -0.0018018793552555951 0.00060599782209529835 0.0010920734277427182 -0.0030254995317084738 0.00013277116050560423 -0.0018024085063861289 0.0021566008558629728 -0.0034446241742642344 0.0013905191606804011 0.00052470564554037786 0.00025589902626970112 -0.0013169896681107455 9.0697411481788763e-05 -0.0042464011629539606
leaf_weight=2.4121191618032736 0.91488681663759042 47.6693881402025 18.485749659594148 3.0635958276689044 0.60271626710891624 9.8314345958642644 3.1135435849428168 1.2644058614969242 4.0754991434514514 2.2585875443764962 4.0078466131817549 3.5865956768393508 1.1187372608110306 1.3171371966600416 2.7164127841824657 7.0816449020057908 3.4088959395885459 11.687074400484557 3.7104157470166683 2.6412121225148431 4.6605798229575219 3.2516644503921261 14.21081841457635 3.7004213423933834 6.3359116185456505 6.7203718216624102 19.634996979963034 5.9079793561250025 8.5362805221229774 5.0479453904554248
leaf_count=208 70 931 103 21 6 170 17 52 91 97 48 18 14 8 137 39 30 63 22 27 27 34 76 128 41 78 144 51 80 69
internal_value=0.000169292 -0.000117142 0.000337973 3.69449e-05 9.81912e-05 -0.000722004 0.0003469 7.02933e-05 -0.00123453 -0.000532187 0.000220592 0.000737583 -0.00117594 0.000622196 -5.11072e-05 0.000855797 0.000727225 0.000514245 0.000710836 -0.000620146 0.000960877 8.17682e-05 0.00165679 -0.00276498 3.07522e-05 -0.000212349 -0.000433858 -0.000950533 -0.00145915 -0.00266672
internal_weight=212.975 78.936 134.039 76.4492 66.1819 15.399 50.7829 11.0958 12.7541 8.67855 6.41997 57.5897 3.35076 2.23202 73.3856 54.2389 50.6523 43.5707 40.1618 6.35163 33.8101 14.9387 18.8714 4.30314 70.6692 52.1835 45.8476 26.2126 19.4922 10.9559
internal_count=2900 1748 1152 724 1304 356 948 222 444 353 256 428 92 78 703 336 318 279 249 49 200 97 103 134 566 463 422 278 200 120
is_linear=0
shrinkage=0.00300193


Tree=446
num_leaves=31
num_cat=0
split_feature=16 20 15 15 0 0 16 13 20 3 20 15 21 15 22 20 7 18 10 10 7 22 6 22 8 2 10 4 23 3
split_gain=1.37861 1.83029 1.80204 1.79708 1.47854 2.83472 2.5124 3.59365 3.55693 3.36144 2.12199 2.11022 1.91149 1.83216 2.11024 1.72908 2.22308 2.19342 1.80323 1.82646 2.50385 2.29515 2.25237 1.70817 4.0567 2.76483 4.18766 2.28316 1.99277 1.67193
threshold=18.594956516900002 38.238138001450004 28.452330424200003 28.321365561200004 96.249489528150022 94.047642319350018 19.214955067100004 112.82921081865001 38.175120519550006 89.227236891450005 41.941595803500007 27.122924609850003 0.18863712200000002 46.574831689400007 -0.095714999999999995 43.19689381845 22.509653697550004 13.042786209850002 62.197478847950002 62.009286778800011 22.597569836950004 -0.088099999999999998 16.525386113000007 -0.072569999999999982 8.9430209551500024 115.23517099855002 62.014663695050011 222.56810966585002 0.088280000000000011 93.394346993650018
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 3 -3 5 6 -2 8 -8 -9 13 -7 -13 23 -15 16 -12 -18 19 21 -21 22 -17 25 27 -11 -27 -25 -28 -19
right_child=4 2 -4 -5 -6 11 7 9 -10 10 15 12 -14 14 -16 18 17 29 -20 20 -22 -23 -24 24 -26 26 28 -29 -30 -31
leaf_value=-0.0011677418868829886 0.0015884959362228337 8.1433517533702584e-05 -0.0014881249825619656 0.0028135296845999535 0.0016445206294113516 0.001339763381041617 0.0002098441790213605 0.0019008601506994118 -0.0028386841146098196 0.0010043525275328985 -0.0028816909351689133 -0.00012943730203756465 -0.0031493879580322421 0.00084590255844170959 -0.0030899560213269975 -0.002982735464860266 0.0019564528132836548 -0.00017662327455588814 0.0021523656787959681 0.00063180824512992567 -0.0035683342775985672 0.0019842853525777544 0.00067190659136790896 0.00044021188659856462 -0.0014614086597381686 -0.0027445386880094571 -0.00095549071222300695 0.0020471130471065866 0.0012805683857149152 -0.0018628519437616485
leaf_weight=9.7875919396756199 10.183499683625994 59.993958980950993 4.856473635416477 1.6699193138629187 5.4082056717015794 1.6298842392861832 5.5168321039527637 9.0268461741507036 4.8564054146409035 15.243840669281775 2.6925727962516275 2.2905858568847179 3.6975144352763891 1.7416350282728674 1.946913806721567 1.7291960781440137 2.4118284797295955 13.492311600595714 3.2954686172306529 1.8806564211845391 1.9518819218501446 4.4242581892758626 3.328645349945873 9.3698478378355627 3.6529553923755875 4.2651283368468276 4.8228733353316766 16.430106833577156 6.0806020591408014 5.6213201927021137
leaf_count=431 73 1221 131 6 31 10 34 51 53 84 37 19 61 19 32 22 20 84 14 12 30 21 43 50 32 56 31 83 26 83
internal_value=0.000164399 -0.000118894 3.54305e-05 0.000155421 0.000311465 0.000260545 0.000348198 0.00024616 -0.00121738 0.000380026 0.000248506 -0.00128088 -0.00199419 0.000545375 -0.00123155 -0.000213607 -0.000656341 -0.000377976 0.000431911 6.08669e-06 -0.00150729 0.000617774 -0.000577558 0.000654859 0.00110076 0.000223027 -0.000562174 0.00146353 0.000291505 -0.000672543
internal_weight=223.3 76.3079 66.5204 61.6639 146.992 141.584 133.966 123.782 10.3732 113.409 104.382 7.61798 5.9881 63.5539 3.68855 40.8281 24.218 21.5255 16.6101 13.3146 3.83254 9.4821 5.05784 59.8654 29.4529 30.4124 15.1686 25.8 10.9035 19.1136
internal_count=2900 1789 1358 1227 1111 1080 990 917 87 830 779 90 80 413 51 366 224 187 142 128 42 86 65 362 165 197 113 133 57 167
is_linear=0
shrinkage=0.00259775


Tree=447
num_leaves=31
num_cat=0
split_feature=6 3 21 5 23 13 23 5 7 17 17 22 9 13 22 18 19 16 6 13 6 16 17 9 9 8 5 12 3 6
split_gain=0.437204 0.842684 0.774921 0.67739 0.674647 1.07942 0.517424 0.82826 0.741525 0.928623 0.515546 0.610037 0.472133 0.916679 1.10202 0.872885 0.912226 1.24781 0.8887 1.05077 0.711602 0.698151 1.0047 0.651278 1.16262 1.27791 1.05881 1.78032 0.907973 2.47571
threshold=5.0951190466500007 75.559115756250023 8.8712712239000009 10.293758831600002 0.074640000000000026 92.138837046750012 -0.27223499999999995 20.361635946650004 23.564264519350004 168.75790693355003 168.45154159730004 -0.23557500000000001 53.944017839150007 95.870416931800023 0.20981000000000005 17.140917755100002 12.150980378200002 17.294959556900004 10.715250360100002 99.19872809730002 6.5601532769500013 13.894967507500002 169.33951743495001 186.67271206880002 185.90443620030001 8.3434888241000014 20.102686929350003 100.16207483335002 93.862138708350017 16.465384711100004
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 3 -1 -4 -6 7 -2 9 10 11 -9 -8 14 20 18 -17 -18 19 -15 -14 22 -20 24 25 26 -23 -28 -25 -30
right_child=6 -3 4 -5 5 -7 12 8 -10 -11 -12 -13 13 15 -16 16 17 -19 21 -21 -22 23 -24 28 -26 -27 27 -29 29 -31
leaf_value=-0.028690540225232378 -0.033551572358608769 -0.028770255786035478 0.017805074761480834 0.029936179167080048 -0.02891131201312367 0.022396157810783215 0.0086830673395808574 -0.031204198271503461 0.025949774693285913 -0.02501582946710159 0.030119700478661124 0.013244089306582324 0.0077063358254572398 0.0083300125539124796 0.016565135600270352 0.023982826931640656 -0.014069403809337331 0.021364651217282333 0.0038805225461952192 -0.026154661028599285 -0.027652754492171066 0.022870575771838479 -0.028572701571317739 0.001423084122183208 0.021136612612276312 0.02928319324504907 -0.025897475703079324 0.0024685853043947352 -0.035483740567770206 -0.0011550396934989012
leaf_weight=1.0560081011644786 0.83814545744098623 1.1157452963525427 1.6944792509311812 0.18003836274147023 0.81308323354460277 0.52773011522367597 6.3015298107638946 0.40489436010830115 0.58917116746306408 1.3762352464254943 0.49457422457635392 0.59530876553617473 0.54884357107221138 1.0577229140326374 0.7778363010729662 2.636492393910884 1.7433656575158241 1.3973047565668819 1.4955021077767008 1.9815187579952178 2.3299583855259698 1.5458505842834807 1.4826008070958776 109.02499634609558 3.3138809511438003 1.3406895827502001 2.0037281769909887 12.496201244532129 1.9469403871335078 10.386122543830423
leaf_count=251 30 137 39 1 101 11 117 25 4 52 4 30 24 19 19 23 33 14 49 55 218 14 51 1059 17 9 33 262 40 159
internal_value=0.000682602 -0.00715153 -0.00150436 -0.0201512 0.00608908 -0.00871723 0.000933648 -0.00863442 -0.00259884 -0.00845741 0.00678786 -0.00474912 0.00118471 0.00088472 -0.0129395 0.00121328 0.0118666 0.00169544 0.000797644 -0.0141532 -0.0209115 0.00111094 -0.0122758 0.00139158 0.00597163 0.00308117 0.000891881 -0.00145129 0.000610348 -0.00657429
internal_weight=173.496 5.38708 4.27134 1.23605 3.03529 1.34081 168.109 4.29833 3.46018 2.87101 1.49478 1.0002 163.811 157.51 3.65664 153.853 5.77716 3.14067 148.076 3.03924 2.8788 145.037 2.9781 142.058 20.7004 17.3865 16.0458 14.4999 121.358 12.3331
internal_count=2900 540 403 252 151 112 2360 145 115 111 59 55 2215 2098 261 1837 70 47 1767 74 242 1693 100 1593 335 318 309 295 1258 199
is_linear=0
shrinkage=0.0279367


Tree=448
num_leaves=31
num_cat=0
split_feature=16 20 15 15 21 16 20 6 16 14 17 5 0 23 6 6 2 5 3 9 23 23 21 20 6 3 15 22 22 23
split_gain=1.48727 1.96332 2.00041 1.89723 1.4012 1.37622 2.82897 1.65252 1.95973 1.93033 1.31209 1.30597 1.29439 2.06599 1.88116 2.35804 2.09189 3.50444 1.94279 2.6515 1.89346 3.63715 2.99372 2.71755 2.3663 2.29609 3.36773 1.75236 4.71416 3.39407
threshold=18.594956516900002 38.238138001450004 28.452330424200003 28.321365561200004 3.2821610579500002 17.234959697200004 41.322103772800006 13.665319288000001 15.474963812800002 208.95018571190005 168.75790693355003 15.299679811400003 86.530713386650021 0.12064000000000002 16.375382608200002 16.285380505300001 100.60547560250002 21.746930049350002 93.883646373400012 187.38923140910003 0.091975000000000015 0.087265000000000023 3.4240268213500005 41.902916368500009 16.575387281250006 93.620177476600006 42.670190152050004 -0.072569999999999982 -0.083794999999999994 0.083185000000000023
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 3 4 -3 7 -7 10 9 -9 -6 -4 13 14 15 -2 18 -18 -16 -20 21 22 -19 -24 -25 -22 -27 28 -14 -30
right_child=12 2 11 -5 5 6 -8 8 -10 -11 -12 -13 27 -15 16 -17 17 20 19 -21 25 -23 23 24 -26 26 -28 -29 29 -31
leaf_value=-0.0013638561598384577 0.00026634430102874252 0.00077102753260898933 0.0014100259797394463 0.0032077839250046316 -0.0030561253900936842 0.001143696067322978 -0.0032101879212140519 -0.0026451611948450169 0.0024086608117406313 0.00083109570385332329 -0.00025385389144844838 -0.002473126451660655 0.00066142842677020331 -0.0016110007237141977 0.0019122555660998637 -0.0037042085309262171 -0.0027361558025926383 0.0016671985178785824 0.0017303236173628275 -0.0015520090475986902 0.0022746919364211391 -0.0034339955567341167 0.00075326030293594603 -0.003691542678659729 0.00013246798732494637 -0.0024786190174331045 0.0012408534741633727 0.0010322792880880743 0.00088351052445832692 -0.0029992573200431148
leaf_weight=9.5185179932741431 2.756059023551642 16.982970360899344 0.86346908193081517 1.6252105459570874 1.4456659554271052 1.9452847889624525 3.2428409302374348 1.7361792363226394 4.3272080344613642 5.1977682709693909 23.338659198954701 3.8607777077704668 33.785703785251826 5.58538635354489 10.853809855878355 2.1845721155405045 3.5517782792448989 6.4383777915500167 3.9400771046057326 4.0831409124657512 6.5051089506596318 2.6934559629298738 4.8206113288179022 3.3365056188777089 2.1797537044622004 2.9107313305139524 6.2249770183116198 37.97402947768569 2.7211186969652754 5.6280268412083387
leaf_count=431 22 274 14 6 99 23 143 21 43 67 551 117 219 58 45 28 26 57 25 35 27 48 33 59 46 29 50 239 18 47
internal_value=0.00017657 -0.000153646 2.47664e-05 0.000165933 8.10151e-05 -0.000203182 -0.0015777 -5.34326e-06 0.000901341 -3.93183e-05 -0.00041731 -0.00176339 0.000341674 5.22459e-05 0.000200934 -0.00148929 0.000346068 -3.42358e-05 0.00112495 5.98933e-05 0.000239098 -0.000355041 0.00013932 -0.000812328 -0.00218048 0.000978645 5.5791e-05 0.000587586 0.000186806 -0.0017338
internal_weight=222.258 74.0846 64.566 59.8418 58.2166 41.2336 5.18813 36.0455 11.2612 6.93395 24.7843 4.72425 148.173 68.0643 62.479 4.94063 57.5383 38.6613 18.877 8.02322 35.1095 19.4687 16.7752 10.3369 5.51626 15.6408 9.13571 80.1089 42.1348 8.34915
internal_count=2900 1789 1358 1227 1221 947 166 781 131 88 650 131 1111 588 530 50 480 375 105 60 349 243 195 138 105 106 79 523 284 65
is_linear=0
shrinkage=0.00285438


Tree=449
num_leaves=31
num_cat=0
split_feature=16 6 15 16 21 18 15 13 13 19 20 20 16 16 12 6 17 9 2 20 10 15 22 20 20 23 13 6 4 9
split_gain=2.3483 2.26327 1.90052 2.51592 2.6733 2.21329 1.84712 1.94619 2.40117 1.52102 1.73962 1.50794 1.53928 2.85259 2.58217 2.28859 2.22452 2.21738 1.88401 1.69976 2.08625 1.4868 1.45809 1.4496 1.43684 1.60812 1.43161 1.71495 2.07135 1.41485
threshold=18.594956516900002 15.675366252400002 44.920183738100008 22.674946976100003 15.031613344500002 13.415872650200003 32.540328261750005 108.61908538635001 107.97116697695002 14.451165964200003 41.621607100200002 38.238138001450004 13.534968349350001 15.919962772200003 176.04981466085005 11.060258421150001 234.67375690460003 192.09062119805003 187.77144079505004 42.508878681700004 80.677940036650014 20.478039369150004 -0.54972999999999994 41.24714903835001 47.480720532750006 0.088005000000000014 117.99105042915001 20.305474434200004 159.66984649465005 203.83507631320003
decision_type=2 2 2 2 2 2 2 2 2 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 26 4 9 -5 7 8 11 -4 -11 -1 14 15 -13 19 17 23 21 -14 -21 -17 -3 -15 -25 -26 -2 28 -28 -23
right_child=2 22 3 5 -6 -7 -8 -9 -10 10 -12 12 13 16 -16 18 -18 -19 -20 20 -22 29 -24 24 25 -27 27 -29 -30 -31
leaf_value=-0.00081313010589494322 0.00045927522336109761 0.0014607908772967684 -0.0021018676779878381 -0.00054153128250648244 0.0015781981723012994 0.0020883547786319729 -0.0022875303494871422 0.0013299561418874189 -0.0024598579323482695 0.00097180740709019487 -0.0016980967471633484 -0.002315651057407679 -0.0023753028431103265 0.0017892296141041647 -7.6638473910188877e-05 0.0014782786562796183 0.0011858767757832718 -0.0019345747145202842 0.0018128858285669988 -0.0016846450652053832 0.0011562334770180603 0.00066535482906371541 -0.0022646886290950703 -0.0019142749673280275 -0.0010058205572264197 0.0019904286659620284 0.00085903717551931631 0.0007675439379451652 -0.0021369561510775079 -0.0010770834672541221
leaf_weight=9.2841089394642022 135.34358010673895 0.55743764899671111 5.372770440764727 2.8355943299829951 1.6607872946187843 2.9618314504623413 1.6164432652294625 4.7517147958278647 1.8627695273607958 2.1230964865535498 2.3032726095989347 2.7531709342729327 1.5108766662888253 1.4845462017692606 15.231985541409811 5.033238202333453 3.0468804901465765 4.9827968562021852 8.5639756722375733 1.7753296350128946 3.4332754639908671 5.8673521652817708 3.2386435009539118 2.1945672032888979 1.8491732801776382 1.4442092254757879 1.4923580223694424 3.1528776437044144 3.48231315985322 3.2939412593841553
leaf_count=353 797 4 80 36 15 12 66 29 34 15 40 155 34 10 420 28 24 97 51 47 45 33 193 70 62 6 14 21 81 28
internal_value=0.000176412 -0.000112404 0.000326951 -0.000340142 -0.000917959 0.000802044 -3.62158e-05 1.0223e-05 -7.49666e-05 -0.00134101 -0.000417484 -1.30497e-05 0.000105865 0.000318246 -0.000419387 0.000702631 -0.000437038 -0.000850648 0.00102476 -0.000388411 0.000187933 0.000549264 -0.00171762 -7.60348e-05 -0.000580608 0.00030809 0.000407192 -0.000460113 -0.00123818 3.88615e-05
internal_weight=244.505 83.7764 160.728 17.2574 11.4599 5.79743 79.9804 78.3639 73.6122 9.79914 4.42637 71.7494 62.4653 44.4802 17.9852 29.478 15.0022 11.9553 22.7585 6.71948 5.20861 14.1945 3.79608 6.9725 5.48795 3.29338 143.471 8.12755 4.97467 9.16129
internal_count=2900 1789 1111 198 150 48 1592 1526 1497 135 55 1463 1110 535 575 266 269 245 140 126 92 89 197 148 138 68 913 116 95 61
is_linear=0
shrinkage=0.00212766


Tree=450
num_leaves=31
num_cat=0
split_feature=16 20 15 5 20 20 16 16 20 12 16 6 12 22 9 23 2 2 20 10 21 15 5 18 5 21 15 23 22 4
split_gain=2.5957 2.18249 2.01717 1.87282 1.98691 2.30761 1.59715 2.7504 2.96762 2.47627 2.45561 2.02188 2.01704 2.1639 4.50539 1.91229 1.73587 2.84639 1.60437 1.824 1.46384 2.17718 1.92282 3.60661 1.3536 1.32352 1.2828 1.27751 2.48736 3.11129
threshold=18.594956516900002 38.238138001450004 30.046989284200006 23.721757872050002 38.115457128050004 39.788107623550012 13.534968349350001 15.919962772200003 41.395309858300003 176.04981466085005 17.844958270700005 11.060258421150001 207.71672397260002 0.06041500000000001 205.88909726980003 0.08883000000000002 151.19096455890005 112.95519936480001 42.508878681700004 80.677940036650014 11.790993765850002 46.422062705750008 29.040033326300005 13.316069313700003 16.579584939650001 4.8216519326000009 46.074827201850006 0.083415000000000031 -0.084239999999999995 222.56810966585002
decision_type=2 2 2 2 2 2 2 2 2 2 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 27 -5 -6 9 11 10 -3 15 18 13 14 24 -9 17 -10 -8 -20 22 -22 23 -7 -13 -25 -27 28 29 -2
right_child=3 2 -4 4 5 20 7 8 16 -11 -12 12 -14 -15 -16 -17 -18 -19 19 -21 21 -23 -24 25 -26 26 -28 -29 -30 -31
leaf_value=-0.00087454797308492529 0.00064138634376118182 -0.002029682482670781 -0.0014825741177795909 0.00094585073567442918 -0.0022708254744642836 -0.0021432234830668266 -0.0020620255547028838 0.00039701753829790061 -0.0017377143883711562 -0.00011643661642920634 0.0012256862195675778 0.0013089740884379107 0.0015264732353558227 0.00180496115175935 -0.0019220751426605484 -0.0021847405577441708 -0.0017108405977727798 0.00075941693680907591 -0.0013861690866458041 0.0009978781400884801 -0.0023696926406794275 0.0001642314588430238 0.00094766816581244627 -0.00069265563177856222 -0.00013880445394514219 0.0015415186922216617 -0.00020608660041993319 0.00026280864020182808 0.0010369765875346498 -0.001206515221643417
leaf_weight=11.246222070301881 9.9140018895268422 2.751977261737923 2.9994149589911094 4.8105103261768845 1.9697870574891592 2.9321499676443699 1.4383959546685243 2.4376954948529619 2.6553267645649594 14.363378573791122 5.8843831256963313 5.3174993470311183 8.9199486114084703 3.0616440745070568 2.9422167418524614 1.637298804707825 5.163456437876448 3.7722308135125786 1.6871690440457312 3.1247183564119041 2.3299662196077398 2.3006922048516572 5.6368260965682557 3.4788671527057868 3.7661328630056232 3.1638674903661013 2.6225500144064426 95.297064907848835 23.356422206386924 4.5327689973637453
leaf_count=431 54 159 101 54 25 74 34 28 68 427 36 26 52 17 28 31 153 70 46 45 40 36 51 35 37 17 26 537 124 38
internal_value=0.000147814 -0.00011762 7.3703e-07 0.000283796 -0.000139573 -0.000353263 6.52878e-05 0.000226951 -0.000277499 -0.000424067 0.000462192 0.000586235 0.000829941 0.000418141 6.50724e-05 -0.000640311 -0.000913065 -0.000272188 -0.000349844 0.000161971 -0.000185126 -0.00111074 5.52094e-05 -0.000357224 0.000708716 0.000207984 0.00074946 0.00037682 0.000664227 6.15951e-05
internal_weight=245.515 83.1691 71.9229 162.345 29.2452 24.4347 68.9235 51.8081 21.5504 17.1154 9.95938 30.2577 24.0074 15.0875 12.0258 4.07499 11.591 6.42756 6.25028 4.81189 22.4649 4.63066 17.8343 12.1974 9.08363 9.26528 5.78642 133.1 37.8032 14.4468
internal_count=2900 1789 1358 1111 358 304 1257 671 386 586 95 285 160 108 91 59 291 138 125 91 279 76 203 152 63 78 43 753 216 92
is_linear=0
shrinkage=0.00184769


Tree=451
num_leaves=31
num_cat=0
split_feature=8 17 17 22 15 9 13 12 18 9 2 18 19 16 0 10 10 23 0 10 23 23 9 23 20 5 15 16 13 20
split_gain=0.436859 0.675735 0.669812 0.915875 0.885807 0.618469 0.737264 1.09942 0.930822 0.815473 1.11637 0.779264 0.881032 1.43397 0.861935 1.19279 1.50601 1.15838 0.815632 2.222 2.3727 1.34327 2.40079 2.12894 0.906782 1.12649 0.852465 0.95652 3.36784 1.38503
threshold=1.7486353823000003 201.37020668845003 200.96259924040001 -0.15818499999999999 12.603008525650003 44.114531459200009 95.870416931800023 225.59153217100001 14.708525021850003 72.638117411050018 206.09225218925002 17.108018746400003 12.150980378200002 17.484959112600002 98.615332683000005 80.468240302450013 81.524804347700012 0.099010000000000029 96.055920542800024 71.090898343450007 -0.085699999999999998 0.088990000000000027 208.47660979520001 0.076825000000000018 38.994321257850011 16.316541761950003 19.215947067900004 19.214955067100004 109.72404167800001 38.592454371550012
decision_type=2 2 2 2 2 2 2 2 2 2 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 -7 -9 -10 -11 14 -13 -14 18 17 -17 -16 19 26 -21 23 24 -20 -23 -26 -8 -28 -29 -30
right_child=5 -3 -4 4 -6 6 11 8 9 10 -12 12 13 -15 15 16 -18 -19 21 20 -22 22 -24 -25 25 -27 27 28 29 -31
leaf_value=0.01090575242820214 0.022730384846048585 -0.037950430363532427 0.034631269619890263 0.0074892773389624414 -0.0380358604939506 -0.038278591097274259 -0.022273725652820785 -0.042122033408218462 0.020729651226848764 0.041789335976590569 -0.038016425844210326 0.030397465305346615 -0.018432579827741505 0.031747355379807239 -0.033577731006768814 0.020218965047161405 -0.031831096124438331 -0.001911604874253129 -0.007212505158131129 0.012892613444925904 -0.035594491240483125 0.028383095083730842 -0.035726946106729128 0.030907175720189209 0.01929705679674704 -0.021059508471961644 0.0099913429473641509 -0.044406096895829479 0.011003476648691153 -0.00018878810801949773
leaf_weight=1.905403102282434 1.7776552976574738 0.90233985148370255 0.54605096532031883 0.86415625721565437 1.6843042099208103 1.5461898663488671 1.9323442927561689 0.63700130628421936 1.9822000367566945 0.31646671891212441 0.90133899002103135 2.6115707959979764 1.8951530549675228 1.2715815957635639 3.4042690149508399 2.8502115076407795 1.0046543912030754 2.8244401887059212 2.8611352937296051 1.9598605807404963 4.3241114458069196 2.2511191815137845 2.056441311724484 6.200675399042666 1.8336662761867049 1.8636434469372032 17.929361815971788 2.152131005190312 17.983895949553698 82.796897081891075
leaf_count=93 24 137 6 92 168 200 87 28 31 1 96 24 37 12 100 32 49 54 28 43 127 17 36 45 22 18 361 33 146 753
internal_value=0.000941132 -0.00883492 -0.00358041 -0.00826523 -0.0225988 0.00128222 0.00105444 -0.0122545 -0.00176758 0.00626548 -0.0172776 0.00149667 0.0146794 0.00171685 0.00100909 -0.00932782 0.00665369 -0.0192186 0.00172231 0.000729305 -0.0204722 0.00923259 -0.00167894 0.0188714 0.0100919 -0.00104483 0.00181429 0.0021994 0.000842166 0.00180842
internal_weight=175.07 5.90225 4.99991 4.45386 2.54846 169.168 167.39 5.3832 3.83701 3.20001 1.21781 162.007 5.77831 3.16673 156.229 10.0836 3.85487 6.22871 146.145 129.079 6.28397 17.0667 8.00487 9.06181 5.94843 3.69731 122.795 120.862 102.933 100.781
internal_count=2900 496 359 353 260 2404 2380 356 156 128 97 2024 73 49 1951 235 81 154 1716 1550 170 166 93 73 57 40 1380 1293 932 899
is_linear=0
shrinkage=0.0365552


Tree=452
num_leaves=31
num_cat=0
split_feature=9 13 3 22 0 15 21 15 16 2 20 20 18 9 4 8 9 21 21 21 19 12 22 22 22 23 7 23 7 23
split_gain=0.40305 0.751252 0.986848 0.565156 1.30703 0.417393 0.786558 0.521118 0.679909 0.949088 0.684443 1.73013 2.01889 1.69035 1.66965 1.18926 1.44295 1.18722 1.42287 1.16709 1.11163 1.02918 1.08358 2.02513 2.10982 2.44855 1.54047 1.76848 2.01306 1.38157
threshold=37.256168974800005 96.209162656250015 66.676450093250011 -0.15818499999999999 110.50907145210002 11.896459116400001 17.123843457500005 12.603008525650003 11.934972090850001 313.37633693555006 43.19689381845 42.718072821900002 13.197799034350002 201.63419974125003 375.86663358980007 4.9461400813500012 187.70546222865002 9.6758169699000014 15.031613344500002 12.749485150050001 14.251149826300002 78.909246879600019 -0.071129999999999985 -0.053019999999999991 -0.036264999999999999 0.079785000000000009 23.124786352450005 0.08784500000000002 22.660992635700001 0.083290000000000017
decision_type=2 2 2 2 2 2 2 2 2 2 2 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 -7 9 -9 11 15 -13 20 -15 19 17 -17 -19 -10 -14 -18 29 -24 25 -25 27 -26 -29 -23
right_child=5 -3 3 4 -6 7 -8 8 10 -11 -12 12 13 14 -16 16 21 18 -20 -21 -22 22 23 24 26 -27 -28 28 -30 -31
leaf_value=-0.038555413674431431 -0.039839041472953529 -0.041097876710993478 0.026321829919937003 -0.038452699250226707 0.03334789661357497 0.021846659779872192 0.013132615572542489 -0.03436242067930316 -0.031892468518332211 0.010672523417573146 0.0067739190270151113 -0.049120272504890421 0.032237954593388303 -0.041463540404827554 0.0091117385502064822 0.02085722521047494 -0.018479444517692789 -0.018704195972235115 0.018779874377774487 0.02771304434987135 -0.0055366490645193441 -0.015012621817393511 0.019621207321459885 0.0046023280117927015 0.016180252211121689 -0.051549206393570884 0.0082041015922713779 0.00090004276734268732 -0.050899435405425006 0.00052624593608539599
leaf_weight=0.82070904302236103 0.94177191963535622 0.88516162417363364 1.2830416550859811 0.83067233883775748 0.61986151919700205 1.7193050653440867 0.67289762734435499 1.7205992160015733 2.5644127131672572 1.0581379699287934 28.001363724470139 1.9000257430016052 1.7706785160116831 2.6686806278303266 1.3899507094174621 9.6816226255614293 3.8107889741659156 2.9505364489741615 2.7295551151037216 0.56045633018948127 2.8405791253317147 9.9073759173042912 10.801173704676328 2.1912805773317805 2.0470041800290479 2.1582137695513666 27.720225505414419 2.0065084891393781 2.2045903708785772 41.859550354769453
leaf_count=197 145 67 40 76 16 39 12 185 230 20 419 62 24 39 15 80 32 29 16 11 29 148 86 15 15 30 305 22 26 470
internal_value=0.00087493 -0.0102534 -0.00257191 0.00823152 -0.00776991 0.00116921 -0.0177636 0.00135308 0.00113895 -0.0172132 0.00145419 0.000340586 -0.0141876 -0.00653207 -0.0241431 0.0015871 0.0021802 0.0128895 -0.000691311 -0.021202 0.00896843 0.00060902 0.00132998 0.00531045 0.00127753 -0.02326 0.00441853 -0.0123497 -0.026218 -0.00244765
internal_weight=172.317 4.43945 3.55428 2.73358 1.45053 167.877 1.61467 166.263 164.543 2.77874 161.765 133.763 10.5699 8.66989 4.05863 123.193 120.068 15.3617 5.68009 3.12487 4.61126 104.707 100.896 49.129 38.3278 4.34949 33.9783 6.2581 4.2111 51.7669
internal_count=2900 396 329 132 92 2504 157 2347 2308 205 2103 1684 169 107 54 1515 1274 125 45 241 53 1149 1117 499 413 45 368 63 48 618
is_linear=0
shrinkage=0.0374183


Tree=453
num_leaves=31
num_cat=0
split_feature=3 23 7 18 5 7 23 23 18 22 18 8 22 21 18 6 0 10 22 9 7 0 13 6 3 23 3 21 18 20
split_gain=0.400155 0.666546 0.455242 1.42338 1.96928 0.919317 1.59592 1.08715 0.96069 1.05317 0.907934 0.833209 0.824416 1.43762 1.48565 2.38698 1.97256 1.91464 1.31232 2.31119 2.25002 1.37902 1.35647 3.35882 1.79961 1.22671 1.60583 1.25619 2.53911 1.51368
threshold=108.42013948475001 0.070195000000000021 22.726915405250001 13.197799034350002 22.553892743650003 22.087764922150004 -0.17732499999999998 -0.25445999999999996 12.657095015500003 -0.063985 11.904475184000002 8.543332867800002 -0.068524999999999989 15.205825075850003 13.849588037450003 16.305380972600002 86.280686780500005 61.944763783650011 -0.08459499999999999 199.21354841250005 23.425421956250002 96.249489528150022 117.38883580790001 15.925372093750001 93.356708579850007 0.083565000000000014 82.081315180750025 5.2714636949000004 14.935824884600002 40.878805547300004
decision_type=2 2 2 2 2 2 2 2 2 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 10 9 -8 -1 -10 18 14 16 -16 17 -14 22 20 -20 -21 23 25 -24 26 -5 29 -29 -27
right_child=1 -3 3 12 -6 -7 8 -9 11 -11 -12 -13 13 -15 15 -17 -18 -19 19 21 -22 -23 24 -25 -26 27 -28 28 -30 -31
leaf_value=0.012489342091240514 -0.024702717192130057 0.015980136603173895 -0.0020911433808481587 -0.0022603707302917401 -0.036683425309199005 0.0072008496066430045 0.008907244143130091 0.018500512330133882 -0.01125534560102644 -0.020884753306047589 -0.024037308366680738 -0.040143640511652492 0.018269040745878307 -0.021699798637680453 0.0033893762515664421 -0.027566312726811374 0.020767162689543432 -0.020386964697358005 -0.022059389593353181 -0.029622608243072248 0.016960667505982914 -0.0037100579452150964 -0.023257268999495838 0.018142531762180905 0.0023250664997118064 0.00018086001549741786 -0.030748706196389315 -0.030399048305535036 0.0040790542790210844 0.02168644901298029
leaf_weight=1.2244210573844614 1.3407472624385253 0.51587075530551363 4.5618196416180572 5.3259428126621078 2.2847750068176538 25.606668494641781 4.1342326528392732 4.6670310369227108 5.5199300068779849 1.4943976548966 1.2955704384949056 1.1091426650527862 2.1413479568436733 2.0037220355006857 31.82947256542684 2.4840619768947354 9.57928075105883 2.6545900655910373 2.0255047883838406 5.2660906147211772 4.204786941409111 2.9719888642430305 4.6308814920485002 10.335350650362669 5.64351986348629 8.6597508685372322 2.7886379928095266 2.9084661175729689 6.1618534902227111 4.6549656617280553
leaf_count=21 125 12 32 309 54 252 64 66 186 38 52 24 17 35 577 27 59 37 18 79 60 64 34 70 64 172 91 61 132 68
internal_value=0.000643833 -0.0133988 0.000798867 -0.000158379 -0.0136349 0.00341484 -0.00157095 0.00980832 -0.00824292 0.000997488 -0.00628963 -0.0160888 0.000635189 0.00354808 0.00458713 0.0011484 0.0127953 -0.00312737 -0.00161652 -0.00970303 0.00427502 -0.0202743 0.000672666 0.00315807 -0.00920541 -0.00191969 -0.0120506 0.00175277 -0.00697661 0.00769944
internal_weight=170.025 1.85662 168.168 123.117 6.84659 45.0514 19.4447 7.18702 12.2577 5.62863 2.51999 6.62907 116.27 50.6925 48.6888 34.3135 14.3752 4.79594 65.5777 14.4684 6.23029 8.23808 51.1094 40.835 10.2744 30.4996 8.11458 22.385 9.07032 13.3147
internal_count=2900 137 2763 2060 86 703 451 139 312 102 73 210 1974 752 717 604 113 54 1222 221 78 143 1001 903 98 833 400 433 193 240
is_linear=0
shrinkage=0.0304144


Tree=454
num_leaves=31
num_cat=0
split_feature=13 21 4 21 23 23 15 20 16 22 18 0 9 19 7 9 5 9 23 23 9 18 16 20 8 10 8 15 4 22
split_gain=1.54919 2.02924 2.04064 1.69377 1.89013 1.67979 1.67038 1.67029 1.65883 1.36212 1.11322 1.55114 2.14287 1.88641 1.69473 1.45414 1.27506 1.51323 1.56065 2.38378 2.05651 2.30208 1.62167 3.33572 1.45762 1.96471 1.95561 1.70836 1.26707 1.0558
threshold=95.870416931800023 16.027392061700002 310.49012963040008 3.4240268213500005 -0.15684499999999998 -0.27223499999999995 15.229486597800001 48.919835655300012 22.664946999500003 -0.046474999999999995 17.327266398450003 98.615332683000005 191.40721473735002 12.551012654050002 25.582719811950003 210.70699256735003 23.721757872050002 227.14331114760003 0.099425000000000027 0.10872000000000002 66.290220196950017 13.316069313700003 22.634947069650003 40.580626202750004 8.8430989333000021 62.55235532115001 8.7431769115000026 31.198916099800005 159.66984649465005 -0.062629999999999991
decision_type=2 2 2 2 2 2 2 2 2 2 2 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 9 7 -4 8 -2 -5 11 16 -13 14 -14 -16 24 18 20 -20 -18 28 23 -23 26 -26 29 -27 -22 -7
right_child=5 -3 3 4 -6 10 -8 -9 -10 -11 -12 12 13 -15 15 -17 17 -19 19 -21 21 22 -24 -25 25 27 -28 -29 -30 -31
leaf_value=-0.0023077626146119036 -0.002157841320637721 0.00072002205552967316 -0.0022963400086847795 -0.0014086965605632339 -0.00232695727623631 0.00018600858012629223 0.0015259255663157597 0.001225937609456744 0.0011482409762471576 0.001760947321492983 0.0011151636961256681 0.00082482767946516185 -0.0024435891925507708 -0.00219044336655968 0.00097478493788355556 -0.0013129004169896556 0.00082114275281084607 0.0017327338511641986 0.0013657419377503597 -0.0012026748556236799 0.00022383973030398849 0.0009466922831667193 0.00075526760825931391 -0.0027391454394292514 -0.0021877912557426217 -0.001257471384114055 0.0014976521333057739 0.0010026260720568823 -0.0020625132285507631 0.00057571495913813714
leaf_weight=3.6441815596772384 3.8402819023467591 4.9307392514310768 0.67135992919793208 1.2476421357132497 2.9390479819849133 83.342006772058085 2.8739989619934931 1.3369019748643038 0.88978631049394596 1.3368723997846244 6.6558352001011363 4.4847070379182687 1.4274878860451261 3.877732053399086 3.9287572344765067 1.9937548190355299 4.2316543282941046 1.9493829086422909 5.5696509415283781 2.4885964621789753 1.3761288514360801 2.1638233261182886 4.8322307327762246 2.5415239678695798 2.4156178180128318 2.6328278412111104 7.323406107723712 4.0268038213253021 7.1407787303905934 54.882842462509871
leaf_count=329 119 74 83 37 187 683 50 8 4 13 54 66 45 93 38 32 36 10 40 39 19 17 34 46 25 28 36 22 236 397
internal_value=0.000153474 -0.000468053 -0.000928844 -0.000374751 -0.00113014 0.000204396 0.00080213 -0.000927328 -0.00153592 0.000230841 0.000237203 0.000208365 -0.000450022 -0.000959237 -0.000309674 0.000204658 0.000263709 -0.000130587 -0.00025029 0.000572548 -0.000547813 -0.000868672 -0.000132476 -0.00104416 0.000346059 -0.000502267 0.000398954 0.000109116 -0.00169309 0.000340743
internal_weight=232.996 17.6438 12.7131 9.06892 5.52356 215.353 3.54536 6.06697 4.73007 2.58451 209.286 202.63 15.7124 11.2277 7.35 5.92251 186.917 32.2938 30.3444 8.05825 22.2861 18.0545 9.53758 4.70535 154.624 9.07525 145.548 6.65963 8.51691 138.225
internal_count=2900 773 699 370 237 2127 133 131 123 50 1996 1942 274 208 115 70 1668 477 467 79 388 352 97 63 1191 75 1116 50 255 1080
is_linear=0
shrinkage=0.00218174


Tree=455
num_leaves=31
num_cat=0
split_feature=22 22 9 21 17 16 18 20 8 20 21 12 22 7 15 4 12 10 22 13 22 10 22 0 15 16 17 13 20 22
split_gain=0.388944 0.606096 0.918146 0.466763 1.32673 1.12806 1.87737 1.02738 1.83974 1.24377 1.00241 1.88838 1.20743 2.13 2.70892 1.49788 1.0382 0.96047 1.35546 1.77973 1.22276 2.23063 1.5019 1.71989 2.22773 1.52279 2.31472 1.64652 1.57845 1.53721
threshold=0.68694500000000025 0.36034500000000008 214.57164835430004 2.9845679401500003 201.96296776225003 22.634947069650003 14.140199600350002 42.526729949000007 6.0452823216500002 42.049402686800001 4.3636502323000004 86.269275643000014 -0.11600999999999999 25.159995955100005 40.452545866750008 239.70509694970005 72.692757749350008 61.82916008405001 0.11529000000000002 116.55003687120002 0.090855000000000033 62.041548276350007 0.06041500000000001 94.047642319350018 28.452330424200003 19.134955254150004 184.84480138465003 113.05772975975002 40.621691032550004 -0.088099999999999998
decision_type=2 2 2 2 2 2 2 2 2 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 -1 -10 11 -5 15 14 -14 -13 -12 18 19 -18 22 -22 23 25 -25 -19 -27 -28 -29 -30
right_child=-2 2 -4 10 5 -7 -8 -9 9 -11 16 12 13 -15 -16 -17 17 20 -20 -21 21 -23 -24 24 -26 26 27 28 29 -31
leaf_value=-0.031991607963943826 0.014734718245461327 -0.047146821152429241 0.022105978511531149 -0.056096243770660179 -0.050051693245363127 0.024138667308939959 -0.0051521412217242343 0.017470103419666989 0.0071458198483397885 -0.020533026510642899 0.029584114202837911 0.020407389014326795 -0.038681772655668065 0.012679181728371177 0.0049563073043302954 -0.018351609047209162 0.00011102620027221747 0.020872030727953871 0.022991303338793095 -0.036824874165427665 0.027853307260099602 -0.021233965265566982 0.03248415968433991 -0.0014443934209101695 -0.030814664727285515 -0.027393234072676596 -0.022278260702206277 0.018438372037401552 -0.0074326011423902017 0.0083733107285548555
leaf_weight=1.6288317264261412 2.2986160735599688 0.72202351089799666 0.3284997739829123 0.926076469069815 1.2399991750717152 1.2523667514324177 9.609063493771826 7.7559708364424287 30.496790957316989 2.0429026721976689 1.4505311376415182 3.5652886953903371 4.5335657371906528 2.8197657546261325 2.6632262095808983 1.7546245031990109 3.1367835434502913 6.4364173967624074 1.1249308448750523 3.0194944120012224 1.3388470746576775 5.9161695839720778 1.9292772263288487 19.889349267963556 3.5964502214919767 2.7698517967946819 2.4706386364996424 10.049102042801676 11.177948213415215 20.685683995950974
leaf_count=231 44 61 5 14 12 13 224 84 336 29 9 29 71 49 29 63 111 125 11 77 8 164 15 579 114 30 30 61 106 166
internal_value=0.000704914 0.000511028 -0.0254914 0.0006763 0.00329519 -0.00672159 -0.010284 0.00618651 0.00362523 0.00540809 -0.000595454 -0.0084738 -0.00559817 -0.0126205 -0.0225332 0.00762382 0.000753321 0.000306244 -0.0116712 -0.0180051 0.00131727 -0.0121754 0.0025563 0.00180717 -0.00594195 0.00520324 0.00306445 0.00496524 0.00657117 0.0028285
internal_weight=168.629 166.33 1.05052 165.28 54.0259 12.1014 10.8491 41.9245 34.1685 32.5397 111.254 16.2625 15.3365 10.0166 7.19679 5.31991 94.9915 93.5409 7.28121 6.15628 86.2597 7.25502 79.0047 77.0754 23.4858 53.5896 47.1532 44.3834 41.9127 31.8636
internal_count=2900 2856 66 2790 929 249 236 680 596 365 1861 255 241 149 100 92 1606 1597 199 188 1398 172 1226 1211 693 518 393 363 333 272
is_linear=0
shrinkage=0.0343417


Tree=456
num_leaves=31
num_cat=0
split_feature=13 0 13 23 16 16 10 20 10 13 20 21 17 20 21 2 22 23 16 20 5 21 15 15 6 6 15 9 10 22
split_gain=2.03178 2.56921 2.34652 2.09335 1.98511 2.14956 2.68656 4.74502 3.18183 2.14987 2.59751 2.89139 2.48484 1.96981 2.53947 3.47137 2.62032 2.12568 1.99548 1.89746 1.77364 1.50384 2.84234 2.12942 1.40669 2.53644 1.95743 2.41995 2.13112 1.99068
threshold=109.41218053485001 86.530713386650021 108.84491586935002 0.12064000000000002 22.614947116400003 19.214955067100004 66.697957758300021 38.175120519550006 66.318885161900013 113.96105169155001 40.712530798250008 5.8597508135000007 199.55131508320002 42.131954243650007 3.4240268213500005 100.60547560250002 -0.08725999999999999 0.10211000000000002 21.979948601300006 38.238138001450004 36.806659819600007 1.0652877397500002 23.163629804900005 13.612549286700002 13.665319288000001 13.775321858200002 29.049007317550004 206.08249486475003 71.787208999250012 -0.037524999999999996
decision_type=2 2 2 2 2 2 2 2 2 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 19 13 5 -3 8 -8 9 -7 -11 12 -12 18 16 -16 -15 20 -2 21 -17 22 -1 -23 -21 -26 27 -27 -28 -29
right_child=1 4 -4 -5 -6 6 7 -9 -10 10 11 -13 -14 14 15 17 -18 -19 -20 24 -22 23 -24 -25 25 26 28 29 -30 -31
leaf_value=-0.0015487511500108507 -0.0013333088664999845 0.0012150418020967417 -0.0017425555302986769 -0.001217241681848797 0.0012148972437615434 -0.0011807420136734788 0.00043349717325181424 -0.0022427282252745254 0.0017486581493136241 0.0011801650136241369 -0.00016987855596164084 0.00068814108532367941 -0.0028588943360373809 0.0019499963640039117 0.00042161019999471664 -0.0020638345270195721 -0.00069411435344769029 0.00043715537050788555 0.00054782734460892524 -0.00011256130508873369 0.00078171451876897231 0.0011268373329977658 0.0006941028046402 -0.0023375169941753592 0.0017604162715222109 0.00088086072592669388 -0.0023617375720338752 -0.0016941703591419927 0.00099320726795713442 0.0009276018197825112
leaf_weight=4.0813010400161129 2.5369269775692365 10.745654836297033 3.4736457816325119 5.3313004025258115 15.606233369559048 4.1536755897104767 6.8020429965108615 4.6957179140299559 6.7130606323480597 10.442341003566982 3.6466184891760332 7.2267642691731453 2.3823017105460167 3.6276917946524918 7.4145162350032505 8.8287261215737072 2.7727439231239286 2.2523385519161812 34.794259991496801 46.781678696977906 1.0251285665435705 0.92604512884281476 5.6479395244969055 3.7837607781402767 5.1869472786784199 13.867652836255735 2.3427416943013664 3.3698847107589245 1.200861766003072 1.8984915888868261
leaf_count=232 124 52 66 58 86 25 37 51 32 48 22 36 26 18 48 198 33 25 219 998 14 31 64 100 29 109 54 38 14 13
internal_value=0.000144298 0.000299042 -9.1424e-05 1.50127e-05 0.000568047 0.000390345 0.000197956 -0.000659481 0.000483178 0.00017816 0.000416342 -0.000185369 -0.00123243 0.000118875 -0.000314787 -0.000681789 0.000804537 -0.00135757 0.00041999 -2.70439e-05 -0.0017678 -0.000706541 -0.000246748 -0.00165635 0.00010439 0.000468601 0.000173156 0.000432031 -0.00122481 -0.000749399
internal_weight=233.559 140.998 92.561 68.5836 72.4144 56.8082 46.0625 11.4978 34.5648 27.8517 23.698 13.2557 6.02892 63.2523 25.9211 19.5207 6.40044 12.1062 37.3312 89.0873 9.85385 14.439 9.72924 4.70981 74.6483 27.8666 22.6796 19.136 3.5436 5.26838
internal_count=2900 1152 1748 737 415 329 277 88 189 157 132 84 48 679 336 285 51 237 343 1682 212 427 296 131 1255 257 228 160 68 51
is_linear=0
shrinkage=0.00204771


Tree=457
num_leaves=31
num_cat=0
split_feature=19 21 17 15 5 23 23 15 22 10 6 22 7 20 13 6 0 17 22 15 15 2 6 16 16 13 3 16 13 13
split_gain=0.385923 0.870952 0.929836 0.44955 1.16118 0.995092 0.889969 0.810144 1.29526 1.03401 0.848943 2.12075 1.82275 1.81463 1.21155 1.27033 1.8291 1.52597 1.97997 1.28157 1.13476 1.1141 1.10381 1.07463 1.27418 1.55731 1.3386 1.20585 1.43359 1.54173
threshold=14.651182102100002 1.0085888034000001 200.23903127160003 45.169600924000008 24.301614351200005 0.092290000000000025 0.087405000000000024 42.670190152050004 -0.075174999999999992 61.944763783650011 16.455384477450004 0.13860000000000003 23.147601011700004 40.621691032550004 117.68187774410002 15.785368822600002 86.001087134900004 201.37020668845003 -0.083135000000000001 38.469938489650012 20.742056627150003 154.60082690140004 16.375382608200002 22.614947116400003 19.974953289850003 109.72404167800001 86.130133125200004 19.214955067100004 109.34496908160001 108.84491586935002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=3 -2 -3 7 -5 6 -6 10 9 -9 14 12 20 -14 15 19 22 -18 -19 23 -12 -21 -17 24 25 27 -27 28 29 -1
right_child=1 2 -4 4 5 -7 -8 8 -10 -11 11 -13 13 -15 -16 16 17 18 -20 21 -22 -23 -24 -25 -26 26 -28 -29 -30 -31
leaf_value=-0.00025153061086779756 0.030159717215367525 -0.013590122352578326 0.018289034053170537 -0.03016238791437308 -0.0024691320844110907 0.014694026482429363 -0.042013195073953659 0.015024069341478997 0.021243697566447849 -0.020479105020905993 -0.04293475192146836 -0.047376663358651795 0.0088701688563787868 -0.034454459368424367 -0.035747757820428806 -0.0337189499877045 0.019693700119370709 0.016797151520235878 -0.025093296146112543 0.0073985959619916764 0.0029643217298107732 -0.036513223311647088 0.0017241325581730067 0.028653252477098014 -0.016519197770766311 0.036193889229484529 0.0049844432511926802 -0.029779435206524228 0.021402808022340073 -0.04150449293131591
leaf_weight=53.73630798587692 1.9332873560488213 2.6798446853645146 2.2899896446615458 2.2900868654251081 3.0713835842907429 3.3247826382284984 1.0242569695692507 2.0056544709950686 6.3320059757679683 2.4712808993645012 0.75048169816728716 1.5302817309275258 1.8933953344821919 4.1967273922637105 1.1561247836798418 1.8154605259187544 15.690279599279167 3.4154945695772767 2.7479224987328044 1.1667551808059209 23.185014240734745 2.351045124232769 3.4196021743118763 1.8158441968262184 5.7785269268788388 2.9858573749661437 4.8961167619563639 1.8466912992298592 4.0710409302264443 1.2511284705251444
leaf_count=1607 14 31 16 38 59 50 31 15 50 34 59 29 17 49 10 32 90 27 24 7 333 43 26 15 54 15 37 25 24 39
internal_value=0.000732845 0.0092378 0.00109909 0.000366405 -0.00729478 -0.000237387 -0.0123585 0.000860688 0.0105504 -0.00457378 0.000110971 -0.00519062 -0.00304057 -0.020985 0.00165795 0.00206216 0.00893715 0.0136094 -0.00187945 -0.000268713 0.00152519 -0.0219489 -0.0105671 0.000729783 4.97827e-05 0.00144168 0.0168072 -0.000546842 0.000367228 -0.00119016
internal_weight=167.123 6.90312 4.96983 160.22 9.71051 7.42042 4.09564 150.509 10.8089 4.47694 139.7 31.5559 30.0256 6.09012 108.144 106.988 27.0888 21.8537 6.16342 79.8993 23.9355 3.5178 5.23506 76.3815 74.5657 68.7871 7.88197 60.9052 59.0585 54.9874
internal_count=2900 61 47 2839 178 140 90 2661 99 49 2562 487 458 66 2075 2065 199 141 51 1866 392 50 58 1816 1801 1747 52 1695 1670 1646
is_linear=0
shrinkage=0.0367371


Tree=458
num_leaves=31
num_cat=0
split_feature=20 15 20 19 5 20 17 12 8 8 8 0 17 22 20 20 6 13 13 22 19 15 5 15 2 22 15 6 21 22
split_gain=0.37729 0.959684 0.55689 0.764879 0.530306 0.670814 0.522127 0.460767 0.617303 1.61044 1.03954 0.9047 0.79498 0.684307 1.82778 1.63843 2.32634 1.69732 1.66194 1.75354 1.43567 1.3974 1.39655 1.23913 2.49775 1.07751 1.07116 1.45647 1.38094 1.1144
threshold=32.785955158400007 36.282341310300005 34.542090938800008 13.951125619400001 19.221712148250003 33.384956903900012 157.96759137085004 58.770113158150004 8.8430989333000021 9.5425530862500008 8.7431769115000026 86.950112854950021 185.26837593205002 -0.062629999999999991 40.21994457600001 41.028010303750008 16.415383542800004 117.45604726115 117.69263157665002 -0.058529999999999992 14.251149826300002 42.133814420300006 21.495293572000005 30.124327028350006 121.41360778140002 0.066885000000000014 14.238592260450002 14.815346158200002 1.2781961269500002 -0.10710499999999999
decision_type=2 2 2 2 2 2 2 2 2 2 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 13 12 -10 14 21 20 17 22 19 -18 23 26 -17 -15 -25 -26 -9 -28 -29 -30
right_child=2 -3 6 -5 -6 -7 7 8 9 -11 -12 -13 -14 15 -16 16 18 -19 -20 -21 -22 -23 -24 24 25 -27 27 28 29 -31
leaf_value=-0.036820666773744487 0.013910928148544006 0.022759578176436347 -0.033955525933478434 0.032722152570566591 0.018717406948481754 -0.043688351117981708 0.025310480355271652 0.027508276864629234 -0.0056873137162937451 0.011674695997478024 0.017465601351698893 -0.0058310562684265529 -0.048725467588467443 0.010760695939864444 0.0014747581562200834 0.0047710704886460859 0.025175661688192647 0.038469230943727853 0.022067355194109142 -0.038335623236262245 0.02215457155896057 -0.044413728433894059 -0.033152796402425563 -0.0463927446558395 0.02605618463976634 -0.012903455237593174 -0.024392811377871422 0.020683612535308721 0.0040833617543004352 -0.027613711587503167
leaf_weight=1.2584748789668072 0.57384493062272601 0.63604258745908726 0.68292024100082827 2.017157755792141 1.2098055838141588 0.70323488040594384 1.1786783803254355 1.1952452564728506 0.95529320440254961 3.692511077853851 5.8570727175101629 3.0494946602266282 2.2518508234061301 13.394995442533405 68.062019408302149 11.060992394108327 0.77690254896879185 2.0304859261959782 1.1149589633569119 5.4132377497444386 10.168634830974041 1.884843318723141 1.7588517006952304 2.0488680079579344 2.1964870346710086 2.2416774239391088 7.4665080710547072 3.0836906069889647 3.6173765631392598 3.3284702785313129
leaf_count=164 15 4 90 13 22 34 11 77 12 58 48 30 47 210 1136 258 4 15 9 129 79 32 28 21 18 23 211 41 35 26
internal_value=0.000722247 -0.0168179 0.000926093 0.0146335 -3.86159e-05 -0.0178066 0.000536605 0.000685851 0.000500569 -0.00902875 0.00114684 -0.0212474 -0.0359059 0.000468215 -0.00164654 0.00405876 -0.00409757 0.00488697 -0.022362 -0.0303645 0.0100722 -0.0119712 -0.000431993 0.00389264 -0.0102891 0.00637802 -0.00869969 -0.0111732 -0.00133192 -0.011106
internal_weight=164.911 1.89452 163.016 4.50404 2.48689 1.27708 158.512 157.829 156.65 9.94915 146.701 6.25664 3.20714 140.844 88.6382 52.2061 22.1554 14.8503 7.3051 6.19014 30.0507 20.5761 12.8198 19.882 6.48703 4.43816 18.6913 17.496 10.0295 6.94585
internal_count=2900 168 2732 84 71 49 2648 2558 2547 147 2400 89 59 2352 1558 794 443 301 142 133 351 422 286 272 62 41 390 313 102 61
is_linear=0
shrinkage=0.0395325


Tree=459
num_leaves=31
num_cat=0
split_feature=16 20 10 17 12 15 19 22 6 6 22 13 16 7 14 5 22 0 19 21 0 0 20 15 16 10 0 13 20 22
split_gain=2.22205 2.26469 2.10517 3.16553 2.04582 1.95225 2.15224 2.28558 1.59965 1.69639 1.81778 1.56685 1.53429 1.63217 1.67323 2.4419 2.33976 1.64682 1.50918 2.04844 1.49534 3.6161 2.42 2.17427 2.08089 7.1657 5.19881 3.82609 2.75628 3.16199
threshold=18.594956516900002 38.238138001450004 74.986474174450009 195.53954078470002 108.47758681740001 29.049007317550004 12.751028791950002 -0.22089 13.665319288000001 13.825323026450002 -0.054494999999999995 103.58091484995002 17.844958270700005 27.952168727600004 307.90126551520001 14.515626273450001 0.072320000000000023 105.29077422085001 11.950964240300001 5.3110029590500014 96.249489528150022 94.047642319350018 38.238138001450004 27.122924609850003 18.714956236300004 66.697957758300021 90.337570099350003 115.63864956495001 42.178283198950005 -0.069554999999999992
decision_type=2 2 2 2 2 2 2 2 2 2 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 -6 11 -10 -11 12 13 14 15 16 17 18 -4 -20 21 22 -2 -23 -24 26 27 -26 29 -29
right_child=20 2 8 -5 5 -7 -8 -9 9 10 -12 -13 -14 -15 -16 -17 -18 -19 19 -21 -22 23 24 -25 25 -27 -28 28 -30 -31
leaf_value=-0.00091908968061020003 0.00086142188868801751 -0.0018275983301528015 0.0012914342283438583 -0.0021531871628773644 0.00021538818677646656 -0.0014868768369029866 0.0011529057100207101 -0.0021374394621512223 0.0016612075927355447 -0.0005807500245901821 0.0012028517796084538 -0.0021596318873502839 0.0020014772322670504 -0.0010025285882679924 0.00072102054179781544 -0.0022394113100093374 -0.0021137078361588 -0.0015455657385229121 0.00083720120764988425 -0.0021637250423477607 0.0012574232184278853 0.0010269111121026595 0.0012896149575377892 -0.0015746256394606794 -0.0015674998897349584 -0.0018964261170718168 0.0016316059150993899 -9.0935774247124156e-06 -0.00019923060670642959 0.00093528155550353189
leaf_weight=11.324730390741022 23.858227642253041 2.4267638039309594 5.7515537454746717 3.48367706965655 6.9419055040925794 2.6039599757641545 6.5081682396121314 1.9555115937255285 5.1852366700768462 4.4527150439098468 4.0160546666011205 1.1803260333836068 1.4886883404105891 5.0029117094818494 12.100831086747347 1.9670040444470931 1.5842363698175166 1.4123117353301484 2.2192670321092014 1.3530403883196411 5.471928250975906 1.4770878814160813 6.0166159630753091 6.0484193181619048 4.7507584765553466 6.0986359603703013 9.1461984477937204 24.998066252097487 36.977125772275031 27.53119302727282
leaf_count=431 156 56 56 93 112 65 87 82 27 35 18 25 10 267 179 39 81 67 22 37 31 10 33 80 38 59 44 164 335 161
internal_value=0.000132887 -0.00012027 6.01668e-06 -0.000459415 -0.000170686 5.25806e-05 0.000312791 -0.000301726 0.000239346 0.000795265 0.000265069 1.64898e-05 9.46086e-05 4.17762e-06 0.000195038 -0.000250447 6.70989e-05 0.0003889 0.000681919 -0.000299424 0.000270716 0.000233963 0.000304045 -0.001064 0.000188929 0.000128451 0.000247877 0.000113607 0.000202836 0.000485864
internal_weight=235.333 82.9589 71.6342 23.92 20.4363 18.0095 15.4056 8.89742 47.7142 13.654 8.46877 34.0602 32.8798 31.3912 26.3882 14.2874 12.3204 10.7362 9.32386 3.57231 152.374 146.902 139.377 7.52551 115.519 109.502 103.403 94.2571 89.5064 52.5293
internal_count=2900 1789 1358 495 402 346 281 194 863 80 53 783 758 748 481 302 263 182 115 59 1111 1080 990 90 834 801 742 698 660 325
is_linear=0
shrinkage=0.00192234


Tree=460
num_leaves=31
num_cat=0
split_feature=16 20 16 16 12 20 9 23 16 23 6 12 22 9 20 10 3 10 15 16 13 20 10 13 20 17 13 5 10 2
split_gain=1.87776 2.23382 1.93576 2.95443 2.33891 2.15978 2.2081 2.44955 1.80497 1.88452 1.74824 1.72011 1.93671 4.27155 1.53398 1.89032 1.38696 2.77051 3.64239 2.47741 4.32745 3.23008 3.12462 1.99809 2.53516 2.02361 2.70455 1.86561 1.87949 1.96764
threshold=18.594956516900002 38.238138001450004 15.919962772200003 13.534968349350001 176.04981466085005 41.395309858300003 187.38923140910003 0.085155000000000022 17.844958270700005 0.08883000000000002 11.060258421150001 207.71672397260002 0.06041500000000001 205.88909726980003 42.508878681700004 80.677940036650014 83.511574906150017 70.284360904350009 27.122924609850003 19.214955067100004 112.82921081865001 38.175120519550006 66.318885161900013 113.92610173585001 38.592454371550012 212.33270692945004 115.63864956495001 19.915533535850003 62.837331883000012 65.440506339500004
decision_type=2 2 2 2 2 2 2 2 2 2 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 8 7 -7 9 -4 14 12 13 -12 -5 -16 -2 19 -19 -18 21 -21 23 -22 -25 26 -26 -28 29 -29
right_child=16 2 5 10 -6 6 -8 -9 -10 -11 11 -13 -14 -15 15 -17 17 18 -20 20 22 -23 -24 24 25 -27 27 28 -30 -31
leaf_value=-0.0012377482372053245 0.0015809848393150293 -0.0027119783495232743 0.00052658855592649975 -0.0027392347635318047 -0.00012628726826323969 -0.0016621203330287576 -0.0023231220905041523 0.0013091524887296454 0.0011869428267557926 -0.0028529050064307346 0.0010022319284989012 0.001994232335005083 0.0024265512890551903 -0.002520294905112329 -0.0018291688549770875 0.0014160405737171822 0.0014722396968286028 0.0018073971716891827 -0.0029039105031617709 -3.7525436030182624e-06 -0.0018195950759524431 -0.0027042911855676911 0.0021177095616185422 0.0013163105645684428 -0.0022689156500320679 0.002104120598223673 0.0022412457734667678 -0.0025109489706820259 0.0020803458014885959 0.0001221862707575376
leaf_weight=9.9593494938453642 5.1759051252156487 2.5272406522417432 2.2802963135764021 1.3134875115938509 13.34581947152037 3.6051554990699497 6.0380827900953591 3.1646244111470878 5.74198042973876 1.7881490760482845 8.3643196454504523 8.3499944508075696 2.7628211751580229 2.7878999877721062 1.6865926838945595 3.0833338317461312 10.933011761866508 1.4001600332558144 3.4591825623065233 5.8814776819199306 2.6496186107397071 4.9579695221036673 6.0284865573048583 14.168647006154059 2.7805677913129321 3.2468934878706923 2.6384231671690932 1.7637508148327459 2.9084539562463751 75.971891653724015
leaf_count=431 31 159 30 34 427 176 152 34 56 36 63 54 17 28 47 45 79 8 62 41 18 58 32 102 27 18 14 20 17 584
internal_value=0.000162341 -0.00014886 1.33877e-05 0.000313343 -0.00053797 -0.000573061 -0.00123958 -0.000273159 0.000297109 -0.000958755 0.000790016 0.00110993 0.000579286 0.000121649 -0.000380853 0.000268571 0.000328354 0.000281639 -0.0015464 0.000347966 0.00024803 -0.00123898 0.000391743 0.000293702 0.000347814 0.000194166 0.000122109 0.000201939 0.000135219 6.24428e-05
internal_weight=220.764 76.7991 66.8398 44.2215 15.8731 22.6183 12.8079 6.76978 9.81043 4.06845 28.3484 22.265 13.915 11.1522 6.08341 4.76993 143.964 138.789 4.85934 133.929 122.996 10.8394 112.157 106.128 103.479 89.31 86.0631 83.2825 80.6441 77.7356
internal_count=2900 1789 1358 874 586 484 362 210 122 66 288 162 108 91 126 92 1111 1080 70 1010 931 99 832 800 782 680 662 635 621 604
is_linear=0
shrinkage=0.00246454


Tree=461
num_leaves=31
num_cat=0
split_feature=9 13 3 21 20 17 7 20 20 23 5 17 22 22 5 0 21 18 20 20 5 16 19 20 16 12 17 3 0 16
split_gain=0.360989 0.664931 0.909644 0.553146 0.779324 0.380788 0.685236 0.378128 1.4684 1.25409 1.04703 0.759292 0.679603 1.66186 0.678402 1.90695 1.1143 0.860097 0.750055 0.872677 0.741383 0.960033 1.77487 1.74664 1.30799 1.42662 1.95472 1.21525 1.71389 1.37468
threshold=37.256168974800005 96.209162656250015 66.676450093250011 20.770927814650005 50.264779514000004 159.06578391905001 17.407776082150004 43.19689381845 43.061965423550006 0.085245000000000029 10.293758831600002 166.83257850275001 -0.58180999999999994 -0.23871499999999998 13.999568943650003 98.851916998450022 6.9100674136500011 17.248993197150003 41.134354310300004 33.384956903900012 16.069922422900003 15.444963882950001 12.651020723000002 38.994321257850011 18.594956516900002 107.90491928010002 191.75198759630004 83.511574906150017 94.047642319350018 19.214955067100004
decision_type=2 2 2 2 2 2 2 2 2 2 2 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 8 10 -10 -7 -9 -13 -14 16 20 -12 -18 19 -17 -16 23 -23 -22 25 -24 -27 -26 29 -29
right_child=5 -3 3 -5 -6 7 -8 11 9 -11 14 12 13 -15 15 18 17 -19 -20 -21 21 22 24 -25 27 26 -28 28 -30 -31
leaf_value=-0.03541559369169775 0.030337256755185799 -0.037416466084776466 0.011867193379102029 0.035559779350867113 -0.035349037771595371 -0.035312963780838674 -0.038613967420501938 -0.01655891451207232 0.011236080516249561 -0.037376772874066717 0.01628644662787412 0.030623345145173498 -0.030727337244813021 0.0068666172336665603 0.015083534761791206 0.011108950730720164 -0.037692156181612584 0.0066028310118410862 -0.0018874631562610636 -0.034840583878911251 0.011138256141831917 0.02653077283468723 -0.043891221007778529 -0.036470262323805257 0.02468870096587961 0.012414613111994021 -0.026421438301623752 0.018451903335499807 -0.019368885052614297 0.00098280798514440706
leaf_weight=0.77591311244759653 0.22809679241618042 0.80575118074193586 1.4412930597318343 0.6158287152647971 0.58155418001115311 0.94416468948474985 0.68064965444500558 1.8949799011461461 0.88478855838184189 2.1760770329274237 7.3543939494411443 1.2644955939613307 1.4751528768101767 25.276807810761962 4.4820816535502663 0.57773043680936043 0.89487931341864202 1.2391119183157568 2.0179804211948067 3.2238317562732846 1.5827175936428823 3.2298573286971068 1.4463064213050518 2.1600879280595109 2.6550774760544291 3.2580051535624079 2.9069419922307134 5.7288024172885335 4.619057751260697 78.584098578314297
leaf_count=197 7 67 62 7 63 187 86 85 18 43 155 14 73 355 50 9 35 28 41 110 56 45 35 37 19 79 92 49 76 720
internal_value=0.000655446 -0.00928416 -0.0026457 0.00699042 -0.00170714 0.000916343 -0.0213071 0.00104266 0.000239409 -0.0233245 0.000807755 0.00453281 0.00595942 0.00479362 0.0010785 0.000357345 0.00993095 -0.0119721 -0.0188522 -0.0278575 0.00136763 0.000788599 0.00141442 -0.0163381 0.000596643 -0.0131173 -0.00589765 0.00173632 0.00105108 0.00216978
internal_weight=165.007 4.22034 3.41459 2.63868 2.02285 160.786 0.908746 159.877 129.966 3.06087 126.905 29.9114 28.0165 26.752 125.961 116.473 9.48839 2.13399 5.81954 3.80156 110.653 106.171 102.428 3.74281 99.1983 7.61125 6.16495 91.587 88.932 84.3129
internal_count=2900 396 329 132 125 2504 93 2411 1884 61 1823 527 442 428 1636 1418 218 63 160 119 1258 1208 1115 93 1070 206 171 864 845 769
is_linear=0
shrinkage=0.0344288


Tree=462
num_leaves=31
num_cat=0
split_feature=9 7 9 0 20 9 9 17 20 9 17 17 23 21 13 8 23 9 23 2 18 4 16 15 15 7 16 2 19 3
split_gain=0.37379 0.47517 0.41671 0.840476 0.90975 0.763737 1.10019 1.00627 0.774059 0.69807 1.01267 1.20899 1.17057 1.22513 0.959765 1.27085 0.842762 0.78854 0.694051 0.689789 1.31708 0.724427 1.69436 0.79367 0.720432 1.57566 0.721634 1.11642 1.03779 1.18232
threshold=233.97947574895002 28.835073444300004 223.24918598180003 94.418649541350007 41.590548329450009 219.38617924735004 216.18094582280003 204.43529195140005 41.24714903835001 207.37918994975004 196.65693750130004 200.39804233735001 0.090720000000000023 6.6145699112000012 99.593931442450014 9.4426310644000022 0.10371000000000001 206.65653280825003 0.083185000000000023 325.75432260090003 14.117867417450002 398.10712430820007 11.934972090850001 17.382777826050003 46.574831689400007 23.539316666200005 13.894967507500002 224.18737221905002 11.850956171350001 78.908934586800015
decision_type=2 2 2 2 2 2 2 2 2 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 6 9 -8 -7 17 14 -12 13 18 -11 -16 -14 19 -13 21 -21 22 -1 -24 26 -26 27 -25 -28 -30
right_child=1 -3 3 4 -6 8 7 -9 -10 10 11 12 16 -15 15 -17 -18 -19 -20 20 -22 -23 23 24 25 -27 28 -29 29 -31
leaf_value=-0.031747056412829197 -0.046777382135789719 0.0054258392476978241 0.027528022385227818 0.013758835615206778 -0.037185811616261652 0.00082679485172510055 0.03021714474013151 -0.0085759896738725108 -0.038533338151775953 0.01736161093964169 0.016264207847002634 -0.0082081754685945311 -0.048928714643711117 -0.030365709041561002 -0.038448367697605575 0.011206969554909293 -0.0083798156233705016 0.023683613678761345 0.02577700276154439 -0.04922108484335147 5.728400655294638e-05 0.018639884793857493 0.019260712970042376 -0.044036738725170083 -0.044545332903908545 0.013373145512808344 0.029599934235330156 0.010711778151452364 -0.031778283361882848 0.0019840974535018981
leaf_weight=2.5505128988734205 0.60911796730942913 0.53657701006159186 2.7407765900716177 1.5552309139457068 0.90852793655358244 1.6343358016456471 3.7751411828794508 1.5403844504617152 1.6355396716389803 0.90973123899312014 4.5233490534592411 1.5783794338349233 1.6472195880487563 1.4335013128584249 3.9330345126800239 1.073434389545582 1.7083066574996335 2.5301929784473023 2.6070766788907349 1.2927535314811383 2.829877978132572 3.873507526703178 4.0110128847300066 1.3930108507047401 1.6944266069913276 1.4063070816919205 2.1834318493492892 1.0832702009938655 1.7257565319305275 101.77547134147608
leaf_count=362 15 29 24 36 28 39 47 30 38 32 49 28 36 29 76 21 31 33 28 47 116 128 101 97 75 15 36 18 69 1187
internal_value=0.000693932 -0.0223284 0.000857201 0.0121167 -0.00502735 0.000482394 0.000895572 0.0189753 -0.0188605 0.000245187 -0.00690323 -0.00078718 -0.00938148 0.00190742 -0.020857 -0.0278018 -0.0282852 0.00132645 0.0129608 0.000876854 -0.0153952 0.00142809 0.000862241 0.00158375 0.000946493 -0.018277 0.00149759 -0.0200865 0.00200332 0.00142115
internal_weight=162.699 1.14569 161.554 5.20454 2.46376 156.349 153.079 5.31553 3.26988 147.764 19.414 13.4978 8.97448 5.61896 5.9162 5.00647 3.35553 128.35 4.18546 125.819 4.12263 121.697 117.823 115.273 111.262 3.10073 108.161 2.47628 105.685 103.501
internal_count=2900 44 2856 88 64 2768 2691 77 77 2614 330 201 152 85 129 97 67 2284 56 2251 163 2088 1960 1598 1497 90 1407 115 1292 1256
is_linear=0
shrinkage=0.0404487


Tree=463
num_leaves=31
num_cat=0
split_feature=16 16 13 16 20 17 10 20 22 2 22 16 3 23 7 2 3 3 15 15 2 8 6 18 9 7 22 22 17 5
split_gain=1.72876 2.86146 3.49881 2.74856 2.6527 2.37399 2.60822 2.37632 2.18932 2.71303 2.79391 2.94604 2.37041 1.98002 1.81284 2.21955 2.47695 3.8595 1.85936 1.83715 1.79171 1.78944 1.7341 1.39542 2.02338 1.23974 1.19526 4.46356 1.98203 1.30104
threshold=20.394952307700002 20.674951653000004 113.85351336640001 19.974953289850003 38.441102963850007 212.33270692945004 63.910026677050006 41.941595803500007 -0.069554999999999992 119.40000354470001 -0.14581999999999998 22.624947093000003 93.620177476600006 0.25847000000000003 22.426784932800004 107.86920410340001 94.147115270150024 93.394346993650018 38.842471172100005 42.133814420300006 330.71431012540006 2.8477776226000002 16.555386813950005 13.373311100250001 192.79514127745003 22.296968840150004 -0.24103499999999997 -0.59309999999999985 200.07083195085002 9.4643395939000019
decision_type=2 2 2 2 2 2 2 2 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 13 23 6 7 8 9 -6 -11 -12 -10 20 25 -16 17 18 -17 -20 26 -22 -14 24 -4 -9 27 28 -1 -28
right_child=1 2 4 -5 5 -7 -8 14 12 10 11 -13 22 -15 15 16 -18 -19 19 -21 21 -23 -24 -25 -26 -27 29 -29 -30 -31
leaf_value=0.0013852516510920829 0.0018459656890163034 -0.0019757430927975625 0.0017232406361653136 -0.0023990696490057825 0.0010095754097535501 0.0021395281811350492 -0.0020280497063387111 -0.0007520618519901625 0.0015929617230863731 0.00072060848387143453 -0.0034726942217241288 -0.00041974240756570934 -0.0011818624016032852 -0.0027311783118616063 0.0011726583181681798 -0.0011249395054849652 0.0017734826700897544 -0.0022757835352268689 0.0015199244977289299 -0.00052777506168878035 0.0001097368090961134 -0.0026763485133899229 0.0012921476560698981 0.0023130243446105097 -0.00060917214825165732 -0.0034028737220387641 -0.00070864686482258448 -0.0018924814026438314 -0.0017137292271369364 0.00033943451566244699
leaf_weight=5.9994695520726964 7.1215972732752553 3.7908483548089853 5.0911521259695274 2.7679625218734136 9.4215190187096614 3.4953092113137236 3.0893578343093386 2.8799937870353451 16.117310322821144 4.9009952303022146 2.9346874207258207 4.7045687362551689 3.7347871037200084 1.4787417546031054 6.704864043742421 5.6454966571182075 2.7152127090375862 6.0276499819010487 5.5069469772279245 4.5960111375898123 2.6033975307364008 2.6699981462443247 2.8608429273590446 5.202019400894641 3.6522927284240723 1.5526670301333068 7.4565390419447786 6.8942522077122685 1.4690031596692277 73.791930521372706
leaf_count=66 43 36 28 33 44 18 28 41 84 36 33 33 28 39 31 39 33 100 23 33 76 89 23 22 26 19 463 244 42 1047
internal_value=0.000172259 0.000379333 0.000279502 -4.78437e-05 0.000364288 0.000208909 0.000127989 0.000210934 0.000578277 3.99537e-05 -0.000688525 -0.00159256 0.0010988 1.57348e-05 -0.000249673 -4.63546e-05 -0.000380078 -0.0006486 -2.58031e-05 0.00058839 5.59984e-05 -0.0013009 -0.000108765 0.00133239 0.00074895 -0.00168059 0.000130838 -0.000505053 0.000775701 0.000243247
internal_weight=216.877 111.746 104.625 105.131 100.834 86.8882 83.3929 80.3036 44.6747 21.9618 12.5403 7.63926 22.7129 102.363 35.6288 31.1962 24.4913 21.7761 15.7485 10.103 100.885 5.2734 6.59563 13.9455 8.74344 4.43266 95.6112 14.3627 7.46847 81.2485
internal_count=2900 801 758 2099 722 646 628 600 281 146 102 66 135 2066 319 259 228 195 95 56 2027 165 51 76 54 60 1862 352 108 1510
is_linear=0
shrinkage=0.0023912


Tree=464
num_leaves=31
num_cat=0
split_feature=20 15 20 19 4 10 7 10 7 5 6 16 13 16 7 7 18 6 13 9 5 9 8 22 23 22 23 6 20 13
split_gain=0.357875 0.81901 0.469076 0.680612 0.472346 0.431862 0.427821 1.31282 1.29301 1.69267 1.62126 1.58198 1.58016 1.8641 1.32038 1.1547 1.73711 1.07176 0.993899 0.950068 1.39375 2.04692 1.24497 0.895939 1.15951 0.870021 1.829 1.88768 1.80867 3.0428
threshold=32.785955158400007 36.282341310300005 34.542090938800008 13.951125619400001 218.54748057425005 54.884872733100003 22.726915405250001 61.614083433650009 23.124786352450005 22.120912517600004 16.485385178400005 22.694946929300002 114.65467388920001 22.604947139800004 23.147601011700004 22.535351262400003 13.057710350500001 16.515385879350003 111.42314721645 187.38923140910003 21.269675393700002 198.12670160920004 8.3434888241000014 -0.097799999999999984 0.083795000000000022 -0.033594999999999993 0.09642000000000002 16.485385178400005 38.238138001450004 113.96105169155001
decision_type=2 2 2 2 2 2 2 2 2 2 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 15 -8 9 12 -11 14 18 -14 -10 19 -17 -12 -9 22 -21 -22 -7 -18 -25 28 27 -27 29 -16
right_child=2 -3 5 -5 -6 6 7 8 11 10 17 -13 13 -15 25 16 23 -19 -20 20 21 -23 -24 24 -26 26 -28 -29 -30 -31
leaf_value=-0.032790535636682223 0.011368271725381083 0.01927768692431123 -0.037232711664487203 0.029234277038390058 -0.023297779408098022 0.0014085895959361557 -0.044808792095112501 -0.0018512182223383597 0.031325044040197522 -0.046796966307498106 0.0094532022290114009 0.030629118639207926 0.026961230843363434 -0.010411277214952625 -0.034738695382149187 0.02822028560445778 0.018987136392212653 -0.028997031106298622 -0.04418056699827666 0.01198403647082614 -0.041433986261029787 -0.0001523932370802863 0.031661846071047849 0.0090074864871700633 -0.031195859113217709 0.00101856195165351 0.016919225408502311 -0.048872312995425757 -0.00037934616858720889 0.027584348607833813
leaf_weight=1.2224994234129543 1.5720262387767427 0.60776267945766438 0.40711004502372716 1.8868668824434278 0.79542343560024154 20.068911237322034 0.89612790104001661 1.5077119613997658 1.845063492655753 2.5892771707149214 1.9891644981689753 2.4234488625079385 3.7245368510484695 3.4590947777032852 4.866347723553182 5.6111836314666999 2.1155063706682995 1.9090714044868944 1.4742314517498014 2.7635108160320652 2.9825503224274144 3.5176459806971252 2.0110100079327813 1.9667619613464924 1.8907286289613692 17.515877439262127 11.100272537529234 1.0820448538288463 54.649157739855582 1.3432696126401422
leaf_count=164 27 4 91 13 44 428 23 31 10 54 21 23 19 25 193 38 19 26 11 18 37 61 14 20 27 356 130 16 950 7
internal_value=0.000617035 -0.0155006 0.000801448 0.0128107 -0.000278941 0.00047333 0.000572172 -0.000616986 -0.000261748 -0.00968245 -0.0243119 0.0013927 -0.000346167 0.00896545 0.00062591 0.0036851 0.0135745 -0.00937692 -0.0227783 3.01225e-05 -0.00982296 -0.019094 0.00416402 -0.000184148 -0.010698 4.27158e-07 0.00514398 -0.00188414 -0.00250955 -0.0212569
internal_weight=161.794 1.83026 159.964 4.25432 2.36745 155.71 155.303 112.375 111.479 16.6531 6.48751 94.8255 10.1656 7.18363 92.402 42.9278 11.5842 3.89824 2.98194 31.3436 9.26371 6.5002 22.0799 5.973 3.85749 90.557 29.6982 18.5979 60.8588 6.20962
internal_count=2900 168 2732 84 71 2648 2557 1895 1872 187 101 1685 86 44 1662 662 104 47 42 558 116 98 442 66 47 1652 502 372 1150 200
is_linear=0
shrinkage=0.0366575


Tree=465
num_leaves=31
num_cat=0
split_feature=21 21 23 5 5 7 9 6 23 5 0 10 15 3 0 6 12 17 18 7 20 13 0 5 16 19 23 4 9 18
split_gain=0.339896 0.994032 1.06145 1.20552 3.03471 1.15774 1.55219 1.20791 1.30885 1.03799 0.995831 0.981127 1.11217 0.971655 1.22197 0.918742 0.843902 0.687362 0.923804 0.810299 1.38237 1.51249 1.11804 1.93139 1.57663 1.74204 1.20485 1.10048 1.85596 1.3605
threshold=2.9845679401500003 2.1194692063500002 -0.093074999999999991 21.788492303450003 21.072315829300003 22.995933042550003 185.90443620030001 14.815346158200002 0.07870000000000002 22.334016245700003 85.872041144650012 61.944763783650011 42.133814420300006 82.979260196300018 103.27980753930001 18.255426535100003 126.98760210945001 168.45154159730004 12.885811969150001 22.765858321950002 39.420767558750008 117.72489307420001 86.530713386650021 21.495293572000005 22.584947186600004 14.351157895250003 0.092290000000000025 178.77399478955002 202.89977928865002 13.278511569200001
decision_type=2 2 2 2 2 2 2 2 2 2 2 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 -4 8 -7 -5 -3 12 16 14 -10 17 -11 18 -2 20 -19 -22 23 -21 26 -26 -25 28 -24 -29
right_child=15 10 3 9 -6 7 -8 -9 13 11 -12 -13 -14 -15 -16 -17 -18 19 -20 22 21 -23 27 24 25 -27 -28 29 -30 -31
leaf_value=0.01265607194556982 -0.0023353785573401813 -0.015155240916389577 0.0053261567705630052 0.025561588510406325 -0.051358758494949759 -0.034402024316785039 -0.044056499670611551 0.0098343153509549818 0.0087024681114349894 -0.033245133105096802 0.01530626792266729 -0.0093218480871430989 0.022090493431452047 -0.02152370764419163 -0.03453550058463499 -0.028597252561763015 0.0096795573669221143 0.023661964359746622 -0.03749097567997476 -0.043468321312741122 0.0045075944843005348 -0.026689036466351318 -0.024908971459286007 -0.0066548378053984912 -0.036674137082492946 -0.004883365679567148 0.026509288286446241 0.035265201276964843 0.01372446393945592 0.0013186709124548804
leaf_weight=6.4470684191910541 2.3646040546009313 1.3245750715141174 1.2080926366616105 2.432637601858004 1.518175069708376 1.635466431092939 1.6048259437084196 7.6244265232235184 6.071482139406724 0.85705204587429618 9.4767099479504378 4.7527936641126871 3.5636886060237885 2.1864686036715284 0.80119170211401058 1.250713692017597 1.1772057767957447 3.7398572859237929 1.2306636164721565 1.6011750856414462 22.45061377983075 1.8192545287311066 4.1967740776017299 2.33492422918789 2.492215342121197 7.4344542040489614 2.4112552432343364 1.3117204240988929 1.9826847128570078 50.40671475592535
leaf_count=178 86 33 30 19 24 67 13 62 109 16 117 79 30 39 149 88 27 40 115 20 318 20 51 31 42 83 17 9 21 967
internal_value=0.000506215 0.00266999 0.000374432 -0.00186019 -0.0064201 -0.00319159 -0.0228476 -0.000173368 -0.00730807 0.00621924 0.0115707 0.00167339 0.0110086 -0.00241674 0.00366194 -0.000558855 -0.00840502 -0.000227327 -0.0143692 0.000270255 0.00503884 0.00216911 -0.00153052 -0.00915098 -0.0054061 -0.0128648 0.0101939 0.000611454 -0.0125134 0.00217965
internal_weight=159.709 52.6819 41.8806 35.4335 22.6501 21.132 2.81292 18.319 10.6946 12.7834 10.8013 10.3507 5.59795 9.05914 6.87267 107.028 2.03426 105.777 3.59527 102.182 28.0097 24.2699 74.1719 16.274 14.6728 9.92667 4.74618 57.8979 6.17946 51.7184
internal_count=2900 992 842 664 493 469 43 426 364 171 150 152 73 297 258 1908 43 1820 201 1619 378 338 1241 193 173 125 48 1048 72 976
is_linear=0
shrinkage=0.032907


Tree=466
num_leaves=31
num_cat=0
split_feature=23 20 7 7 23 19 23 16 9 23 7 7 4 17 22 22 14 7 17 17 15 4 21 18 7 18 21 20 18 7
split_gain=0.351473 0.582191 0.565419 0.574335 0.482242 1.11893 0.854358 0.982643 1.03149 0.9497 0.730058 0.867866 1.62983 1.02004 0.964525 0.91118 1.11146 0.712559 1.12323 1.91901 0.862055 0.768053 0.904698 0.692759 1.66259 0.883213 1.52592 1.83506 1.31497 0.910698
threshold=-0.27223499999999995 48.919835655300012 23.564264519350004 23.974509389900003 -0.21013499999999999 10.250827068050002 -0.22831499999999999 22.624947093000003 193.75542554275003 -0.25215499999999996 22.087764922150004 20.778835947700006 277.92641379865006 169.94681044690003 -0.18126999999999999 -0.10710499999999999 204.50376127325003 22.597569836950004 188.54236693505001 186.34046889365004 34.761639995350009 158.04546874885003 4.3122268386500009 13.057710350500001 22.660992635700001 13.24392582145 2.4738339625000005 42.131954243650007 13.303774303900001 23.124786352450005
decision_type=2 2 2 2 2 2 2 2 2 2 2 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 8 -2 -10 11 12 13 -7 -13 -16 -17 18 19 20 -12 -20 -23 -19 -25 26 -26 -28 -27 -30
right_child=4 -3 3 -5 5 10 -8 -9 9 -11 17 14 -14 -15 15 16 -18 23 21 -21 -22 22 -24 24 25 28 27 -29 29 -31
leaf_value=-0.025150999646045721 0.0051020199381267492 0.014366004256266652 0.028734985975548327 -0.016049831455473666 -0.032816696481791002 -0.0062160297413209635 0.022908258808106725 0.024961481673883828 0.00067301042149755629 -0.038898942973912103 0.02692944753615677 -0.036646945637139244 -0.035875913171364571 0.022682235022317861 0.0096172212389309952 -0.037310695897413343 -0.0010125435994682119 0.012195075126201965 0.032467808110792938 -0.019350831745577078 0.001853155413827067 0.02555789826282583 -0.0039882094900421756 -0.034429742916077005 -0.041060770198430997 0.019480742757108305 0.011516577439792829 -0.028913262830941918 -0.010505109603102391 0.0010653410691881409
leaf_weight=2.0089037708239625 6.0840540379285795 0.85668077832087863 0.4857703859452156 0.69333585028653033 1.0194580564857449 2.2575307118240726 2.5534627904416984 1.6260622963309277 1.2000371941830965 1.2199860499240456 2.1541695753112418 1.5263942236197179 0.94705070584313933 2.6470380548853427 1.862868078285828 1.5727185421856122 1.8098120857030151 4.6272406736388794 2.2459017336368552 3.2047787455376238 3.7446684850146994 1.9083166308701036 2.2557242244947702 1.4039955537300546 1.352585962973534 3.6548169031739226 3.0927618523128331 1.755526889581233 7.3489078187849364 88.534909917128971
leaf_count=115 161 9 5 39 253 127 48 11 25 19 27 50 47 50 27 31 33 47 12 37 31 19 39 18 15 24 28 32 88 1433
internal_value=0.000440779 -0.00874929 -0.0149608 0.0024007 0.000682761 0.00015187 0.00658147 0.00246604 -0.0018353 -0.0192761 0.000392101 -0.00685253 0.00205611 0.00938061 -0.0145506 -0.00812066 -0.0178895 0.00111059 0.00745352 0.00032239 0.0110107 0.0175814 0.00955232 0.000230199 -0.000286532 0.000166817 -0.0113981 -0.00312275 0.000887267 0.000178537
internal_weight=157.655 4.04469 3.18801 1.17911 153.611 140.927 12.6836 10.1301 8.50408 2.42002 139.908 12.6234 5.85162 4.90457 6.77179 5.2454 3.38253 127.284 15.5136 9.10362 5.89884 6.40994 4.16404 111.771 107.144 105.74 6.20087 4.84829 99.5386 95.8838
internal_count=2900 168 159 44 2732 2468 264 216 205 44 2215 365 224 177 141 91 64 1850 165 95 58 70 58 1685 1638 1620 75 60 1545 1521
is_linear=0
shrinkage=0.0315834


Tree=467
num_leaves=31
num_cat=0
split_feature=20 20 21 21 23 19 16 20 18 23 23 5 18 18 7 23 22 6 13 13 17 17 22 20 23 10 15 8 12 22
split_gain=0.327496 0.762233 0.657623 1.02077 0.64293 0.720085 0.819758 0.595863 0.585015 0.49729 1.23456 1.11413 1.70681 0.98311 1.14137 0.809452 1.84766 1.3299 1.20158 1.25719 1.17693 1.3172 1.02051 0.927533 0.858266 2.5426 0.947453 0.746087 0.81242 0.696332
threshold=49.275256100300005 48.852845034800005 3.4240268213500005 19.652007205700002 -0.27223499999999995 10.350835137000002 22.664946999500003 32.785955158400007 18.324911823050005 -0.10585499999999999 1.0000000180025095e-35 20.410615048800004 14.047116609550001 14.616109407550001 24.918974924200004 0.084365000000000009 -0.055714999999999994 16.245379570700006 117.07428620665002 115.63864956495001 201.37020668845003 187.73134645290003 -0.0086649999999999991 39.788107623550012 0.085495000000000029 63.565904036300005 26.744537432900007 4.046841884750001 316.7844411196001 -0.24103499999999997
decision_type=2 2 2 2 2 2 2 2 2 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 8 5 -1 7 -7 -4 29 11 12 -11 -14 -15 16 17 18 19 20 21 -12 -18 -24 25 -17 -27 28 -25 -6
right_child=2 -3 3 -5 9 6 -8 -9 -10 10 15 -13 13 14 -16 24 22 -19 -20 -21 -22 -23 23 27 -26 26 -28 -29 -30 -31
leaf_value=0.026967183195140711 0.02689122757212143 0.01796894783254371 -0.038299744939694638 0.010861495998459519 -0.017918356537879369 0.011904810794499135 0.016633683990665612 -0.040083523920991314 0.018619347159065068 0.032158702097584355 -0.029627102429115662 -0.03461048533110192 -0.041941341675601714 0.019536934457208509 -0.025455899765000747 -0.05528113016055014 0.033440744104016693 0.0083273888834351651 -0.049624584498361754 0.037141153858192867 -0.03883132456475178 0.015121001248468614 -0.02128372895801154 -0.037869821914411274 0.0001098769755305535 -0.028528921728444855 0.01373145540642076 0.028895730564645158 0.026531233742760382 0.008541812136645139
leaf_weight=0.42371346865547765 0.51346111972816233 3.092564233520533 1.7498171099578037 1.1191284507513044 1.3367397309630202 0.32114958972670216 0.53162555396556843 1.7947014953242613 0.25572298956103612 1.1805783639429126 1.2915680993464804 2.2500576908932999 1.2401370905572546 1.3127058990066873 1.4844754976802503 1.3839050258975465 3.836353887047153 9.0969900630880129 0.92161354422569264 0.71740378439426411 1.4858031672483774 2.1926627868670039 0.99541971048892985 0.52259357378352467 93.845958654965216 0.91651975881541181 2.3016279367730021 2.2083541074534878 0.45082984073087573 15.230652654397998
leaf_count=12 10 45 147 26 78 27 4 116 36 14 58 98 19 13 52 15 39 82 9 5 93 42 22 40 1395 48 21 25 13 296
internal_value=0.000446924 0.000695791 -0.00997577 -0.0160339 0.000337937 -0.0155788 -0.0223881 -0.0321926 -0.0310421 0.00067229 -6.05885e-05 -0.0139349 -0.00501918 -0.0158906 -0.00434094 0.000787531 0.00661671 -0.000391007 -0.0123914 -0.00635799 -0.0126369 -0.00146665 0.0203514 0.00833006 -0.000616924 -0.015438 0.00169581 0.0175947 -0.00804321 0.00640687
internal_weight=156.005 152.367 3.63813 3.12467 149.274 3.07119 2.64748 2.11585 2.00554 146.203 129.636 7.46795 5.2179 4.03732 2.79718 122.168 23.7196 15.706 6.60905 5.68744 4.97003 3.48423 8.01355 4.1772 98.448 4.60205 3.21815 3.18178 0.973423 16.5674
internal_count=2900 2681 219 209 2636 159 147 143 183 2477 2103 196 98 84 65 1907 428 289 207 198 193 100 139 100 1479 84 69 78 53 374
is_linear=0
shrinkage=0.0351512


Tree=468
num_leaves=31
num_cat=0
split_feature=8 8 10 22 8 19 15 2 2 22 13 6 21 3 12 15 14 16 0 22 9 4 5 21 23 6 15 16 13 8
split_gain=0.32221 1.02635 0.984591 0.778933 0.750058 0.490719 0.461988 0.42986 1.26068 1.35641 2.62779 1.03419 1.51416 1.49332 1.56615 1.26182 0.985786 1.39835 1.62058 0.941331 0.870842 0.94249 1.06916 0.850812 1.2653 1.40695 1.4109 1.11345 1.4808 1.17386
threshold=9.5425530862500008 8.8430989333000021 62.55235532115001 -0.075840000000000005 8.7431769115000026 14.651182102100002 32.540328261750005 122.26439358135001 120.54857872840002 -0.10710499999999999 104.02719889955002 16.505385645700006 14.398283575950002 93.017962855400015 161.55002974485004 44.920183738100008 202.65261526855002 19.274954926800003 94.157869102700019 0.066885000000000014 195.74493321760002 228.53067524955003 23.398433971250004 12.749485150050001 0.12424000000000003 13.400313096150002 22.530191796700006 22.644947046300004 117.59047016770002 8.6432548896500023
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 4 -3 -2 5 7 -4 8 9 10 -1 23 13 -13 -15 20 -11 18 -18 -20 21 -16 -23 27 25 26 -25 28 29 -9
right_child=3 2 6 -5 -6 -7 -8 11 -10 16 -12 12 -14 14 15 -17 17 -19 19 -21 -22 22 -24 24 -26 -27 -28 -29 -30 -31
leaf_value=-0.027052658877261989 0.021541167560333748 -0.032191440065928306 -0.014710917675502904 -0.0088227677593612323 0.013170820741848759 0.011812947446540135 0.00828830624649699 -0.00093253912737624694 0.025675862095794196 -0.0002020910392495399 0.016132999980475342 -0.043758836664707382 -0.037109457015827775 -0.040432535240816456 0.03343358168341734 -0.02144597396086283 0.031046848522857627 -0.039845984689754282 -0.040177890527101127 0.01249195702065751 0.03230794819761286 -0.040854467953358307 0.0062516383596161315 0.0053145453818800349 -0.027073625361360466 0.019360466174208404 -0.03736187844205191 0.011291059773907229 -0.026384179947035603 -0.024375451430808066
leaf_weight=1.8871761918999244 2.5172432423569262 2.1214633244089773 2.0876741863321513 1.592372299870475 5.3721150876954189 4.0981660424731663 1.9501984156668184 45.152907323594263 2.5403671857784493 29.766825095430249 11.783508579828775 1.0310842767357815 2.1119853592244899 0.99068717489717339 0.92488375958055291 1.6040325495414434 1.0695832951460027 1.8599497228860853 1.1419131009606642 0.59631630896910781 1.7869872599840162 0.75100248306989703 2.1450389424571767 4.8848254240583611 1.1559595679864276 7.8774203457869589 1.094784698099829 6.4506127028726032 3.116985040716826 2.6083511877804986
leaf_count=85 32 48 25 35 49 33 18 1200 23 341 153 14 41 75 7 36 15 19 48 23 8 10 83 173 20 76 66 76 38 30
internal_value=0.0003897 0.000132478 -0.0134496 0.00977591 0.000714221 0.000230817 -0.00360283 -0.000122524 0.0023482 0.0011163 0.0101714 -0.00161774 -0.0111554 -0.00521901 -0.000374485 0.00512819 -0.00247863 -0.0169963 -0.00186028 -0.022109 0.0127292 0.00357253 -0.00596393 -0.000121914 0.00707867 0.00992766 -0.00249892 -0.00200757 -0.00369364 -0.00221281
internal_weight=154.072 149.963 6.15934 4.10962 143.803 138.431 4.03787 134.333 50.6456 48.1053 13.6707 83.6875 11.3457 9.23372 8.20263 7.21194 34.4346 4.66776 2.80781 1.73823 5.60791 3.82093 2.89604 72.3418 15.013 13.857 5.97961 57.3289 50.8782 47.7613
internal_count=2900 2833 91 67 2742 2693 43 2660 707 684 238 1953 274 233 219 144 446 105 86 71 108 100 93 1679 335 315 239 1344 1268 1230
is_linear=0
shrinkage=0.0339776


Tree=469
num_leaves=31
num_cat=0
split_feature=22 6 9 21 22 23 9 9 5 10 20 22 8 6 20 22 5 12 2 15 13 17 7 18 13 3 16 9 14 16
split_gain=0.315581 0.45191 0.419272 0.58553 0.393289 0.876434 1.12187 1.02413 1.04985 1.89618 0.900792 0.680796 0.58231 1.24584 0.735961 0.71817 1.4037 0.709451 1.69406 0.713707 1.41631 0.564276 0.688724 1.4374 0.971248 1.74544 1.32737 1.10257 1.49977 1.30584
threshold=0.68694500000000025 11.125259939900001 28.686210334850006 21.991168361800003 0.15675000000000003 0.11467000000000002 190.24759545780003 196.26893085885004 18.811785479000005 63.910026677050006 40.036761086100007 0.23643500000000003 9.3427090425500019 17.495408777450006 35.131296350900008 0.048530000000000011 12.953076575250002 72.692757749350008 59.615984903700003 46.810838056050009 117.61735474900001 166.83257850275001 22.806258769100005 13.197799034350002 109.34496908160001 84.968719212850019 18.984955604900005 206.08249486475003 268.01679476405008 18.384957008000004
decision_type=2 2 2 2 2 2 2 2 2 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 12 6 10 -8 11 -10 -6 -9 13 15 -15 17 -17 -4 -19 21 -21 -20 -23 -24 25 27 -26 29 -29 -25
right_child=1 -3 4 -5 5 -7 7 8 9 -11 -12 -13 -14 14 -16 16 -18 18 19 20 -22 22 23 24 26 -27 -28 28 -30 -31
leaf_value=-0.032460772739802427 -0.0032531736905583039 0.026449530903554203 0.022112130685759072 0.017730509417239512 0.01814002178509529 0.011955801013091663 -0.036414178572072679 0.024723871489982337 0.0047527134037557636 -0.043103367028094544 -0.01587994964470657 -0.0087396725848261168 0.012067088204504365 0.0066673882420149218 -0.036891102837623688 -0.028606011983839618 0.013670380133350391 -0.028155356689395623 -0.014786021711181674 -0.035604446686834587 0.003542916179072497 0.005233901101401226 -0.022257744992258115 0.0057109970922602045 0.020295015619613773 -0.034531732424015957 0.0016447223217578295 -0.024183351298954832 -0.0002566439138323102 -0.024482552350333628
leaf_weight=0.85402555223117704 0.96460731176193748 1.1080814870074389 1.466084349900483 0.3223177776671946 2.2520253072434557 2.5451422962069037 1.7999875661917029 1.1363629853003661 1.5737153643276545 1.7722916214261202 1.2017161792609838 1.3266173038282429 4.4861028324812642 0.54111168661620368 1.403166845149826 0.87697847440722299 8.0363538633100671 2.12734365556389 2.2695616292185141 1.618046039133332 2.1894036552403122 30.69678573787678 2.9080019857501602 15.663386641448605 4.22506508976221 1.7720126287313167 42.365719189867377 4.431546032894401 6.5147525783977471 1.5883149488363404
leaf_count=200 28 16 11 8 59 23 32 15 22 24 37 30 65 25 110 93 96 28 169 64 40 407 37 415 27 93 363 129 196 38
internal_value=0.000329972 0.0126262 0.000160023 -0.0187084 0.0003092 -0.00483239 -0.00869476 -0.0155023 -0.00902244 -0.0205954 0.0063029 0.00669964 0.000826778 0.000440951 -0.0247683 0.000821643 0.00951083 0.000175347 -9.63539e-05 0.000417151 -0.0130935 0.000874668 0.0011973 -0.000361937 0.00046973 -0.00398614 0.00333602 -0.0020666 -0.00994323 0.00293116
internal_weight=152.037 2.07269 149.964 1.17634 148.788 13.6079 11.0627 7.60897 5.80899 3.34601 3.45374 2.46298 135.18 130.694 1.94428 128.749 8.91333 119.836 118.37 116.243 3.80745 112.435 110.166 79.4688 76.5608 29.97 46.5908 28.198 10.9463 17.2517
internal_count=2900 44 2856 208 2648 242 219 123 91 46 96 45 2406 2341 135 2206 189 2017 2006 1978 104 1874 1705 1298 1261 871 390 778 325 453
is_linear=0
shrinkage=0.0317296


Tree=470
num_leaves=31
num_cat=0
split_feature=16 19 9 15 15 8 3 0 0 15 20 21 6 6 13 17 7 23 20 16 10 0 13 20 13 22 7 18 21 3
split_gain=1.37942 1.86903 1.7516 2.54886 2.56206 1.90004 2.00478 1.63267 2.20609 2.18534 2.07916 1.78897 1.61564 1.82734 2.70733 1.66738 2.08829 2.41057 1.80626 1.54058 6.51547 4.82183 3.14265 2.60515 2.75036 2.19376 3.31809 2.97024 2.73076 2.06347
threshold=18.594956516900002 12.851036860900001 186.98623176200002 26.135540888150004 30.046989284200006 4.9461400813500012 84.331554635900019 96.249489528150022 94.047642319350018 27.122924609850003 37.858673296900008 0.18863712200000002 15.545363214900002 13.665319288000001 101.66942111915002 190.14686213645004 24.052187734100006 0.093760000000000024 41.028010303750008 18.714956236300004 66.697957758300021 90.337570099350003 115.63864956495001 41.941595803500007 117.38883580790001 -0.069554999999999992 22.862300195000003 12.903279561150002 7.7850244945500009 93.620177476600006
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 12 5 -4 -5 6 -3 8 10 -10 -2 -11 13 14 -1 16 -15 -18 -17 -12 21 22 -21 24 -24 26 27 -26 -28 -27
right_child=7 2 3 4 -6 -7 -8 -9 9 11 19 -13 -14 15 -16 18 17 -19 -20 20 -22 -23 23 -25 25 29 28 -29 -30 -31
leaf_value=4.0984578625369108e-05 0.00093868701974556728 0.001034204582463203 -0.0021482886261631161 0.00055699766613517344 -0.0023617310715689441 0.0016686732302977902 -0.0018952931643396822 0.001460615497635443 0.0013174925640784864 2.378484414490975e-05 0.0012991089126457023 -0.0026191347614960029 -0.0022611433851041272 0.00086930360269348126 -0.0021526430752729772 0.00029423960593629209 -0.0030693045993275695 0.0003507436525534563 0.0023846000950873605 -0.0016960214692040996 -0.0020230965287328113 0.0018130234355837275 0.0019212827158962542 -0.00023068319976006721 -0.00089432487072324941 0.0013335917838291308 -0.0023388336460715641 0.0014378566373598209 7.2018685720187108e-05 -0.00010034434231574942
leaf_weight=31.867332913272548 18.808759889565408 1.9294391621369893 6.3391731497831625 5.2039784356020391 1.9816355374641714 2.6428716196678579 2.6400259308284149 5.1137474817223838 1.5016221068799485 1.9097470585256813 5.3358170283026984 3.3945419052615762 1.3554846274200816 6.9800578183494526 2.9317830330692223 3.5434580799192181 1.7140103867277501 2.3072849037125707 4.4495301591232419 4.4797503538429728 6.4993801377713671 8.4491186253726465 5.9114304734393945 39.897055570734665 4.0603452958166617 13.491373715922238 4.6452752985060197 7.2750049671158195 4.3335545174777508 7.4241101811639956
leaf_count=992 139 27 127 61 79 17 129 31 10 19 33 61 115 71 72 27 24 25 23 38 65 45 33 369 31 69 49 36 26 57
internal_value=0.000121971 -0.000115946 -0.000675019 -0.00113864 -0.000247924 0.000194375 -0.000658324 0.000248642 0.00020354 -0.00100897 0.000266722 -0.00166758 9.42766e-05 0.000153628 -0.000143826 0.000698588 0.000146912 -0.001107 0.0014579 0.000153676 9.62699e-05 0.000234061 8.8288e-05 0.000180124 0.000527804 0.00032801 -0.000183285 0.000602465 -0.00117526 0.000824605
internal_weight=218.417 75.8861 20.7371 13.5248 7.18561 7.21234 4.56947 142.531 137.417 6.80591 130.611 5.30429 55.1489 53.7935 34.7991 18.9943 11.0014 4.0213 7.99299 111.802 106.466 99.967 91.5179 87.0382 47.1411 41.2297 20.3142 11.3354 8.97883 20.9155
internal_count=2900 1789 440 267 140 173 156 1111 1080 90 990 80 1349 1234 1064 170 120 49 50 851 818 753 708 670 301 268 142 67 75 126
is_linear=0
shrinkage=0.00218447


Tree=471
num_leaves=31
num_cat=0
split_feature=20 21 7 7 20 23 23 4 9 23 22 17 15 10 16 20 9 17 21 23 12 0 6 12 17 18 20 5 7 15
split_gain=0.323906 0.395819 0.795347 1.31682 0.982289 0.960914 1.33643 1.65818 1.26339 1.11521 1.08287 1.00686 0.859468 1.40776 0.805812 1.09463 1.04896 0.861571 0.689703 1.5137 1.23256 0.983231 1.48696 0.7432 0.746701 1.18672 1.51592 2.07269 1.35014 2.63342
threshold=31.796797363700005 2.9845679401500003 25.027970878050002 25.221560561650005 42.541806567400009 0.083565000000000014 0.092425000000000021 208.63771838305004 208.96517297070002 0.10575500000000003 -0.23771499999999998 187.98346801990002 39.466660082200001 66.318885161900013 19.134955254150004 39.995120105550008 210.39795333110001 199.41622983390002 4.3636502323000004 0.12064000000000002 86.269275643000014 85.40693788805001 16.315381206250006 72.692757749350008 188.07781354100004 13.303774303900001 42.131954243650007 21.197160116700001 23.124786352450005 38.469938489650012
decision_type=2 2 2 2 2 2 2 2 2 2 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 14 10 8 9 12 11 -2 -8 13 -7 15 16 17 -5 19 20 -3 -22 -23 -20 -25 26 -26 -28 29 -27
right_child=1 18 3 4 -6 6 7 -9 -10 -11 -12 -13 -14 -15 -16 -17 -18 -19 23 -21 21 22 -24 24 25 28 27 -29 -30 -31
leaf_value=-0.018589496340839472 -0.012619647428171316 -0.049277576686283762 -0.04368679880572713 -0.03562308262135621 -0.036934943775612024 -0.041982096253704637 0.020375084962450562 0.018938855835578493 0.012578782669040762 -0.019428739418097602 0.014676887266531935 -0.0086149466585845741 0.0015362072356736867 -0.0052433899383626005 0.025540603959721544 0.012592895362108092 -0.033550723405191447 0.010888084100376078 0.026228984714663985 0.029397972524053191 0.015471297113887629 -0.0022907966708419205 -0.027461039283111222 -0.0047401394962968942 0.020533927809355704 0.00312383160824845 0.027016910286890513 -0.021684705504335627 0.001778038836611709 -0.042514521310956302
leaf_weight=0.97524691455328039 1.7876220029429521 0.82988740812288497 0.88741864357143541 0.56188765398109941 0.78352843939501404 2.3850918912794459 2.6220833072438818 6.7402121154591432 2.1313785519450903 2.9295157240703702 13.479621110833248 2.582532174885273 1.9683238395955411 2.1571074716048315 1.2961655203253029 2.957822990778368 1.6978531606146132 1.8786009819596072 1.1939298012293864 1.1260891682468344 1.7037477235135146 7.0210731847037078 4.0016820128075778 25.02379809015838 7.3570961474906635 3.4058326825033864 1.4717556312680242 2.6720185135491192 43.295427404082147 2.3005244712112471
leaf_count=144 35 14 21 58 38 42 25 66 27 35 194 25 25 39 14 78 77 58 9 10 37 144 52 672 49 64 8 50 752 38
internal_value=0.000341028 0.000463903 0.00290095 -0.00535429 -0.00164706 0.00504297 0.000863407 0.00685152 -0.00944327 -0.00316444 0.0114808 0.00599022 -0.0166527 -0.0245347 0.0016475 -0.00271674 -0.0136591 0.000179552 -0.000710048 -0.00731519 -0.0103648 -0.00782737 -0.0114286 0.000408257 4.78056e-05 0.00202809 0.0115548 -0.00438722 -0.00020786 -0.0152753
internal_weight=151.225 150.25 48.8468 10.0633 9.17586 38.7835 23.5162 14.8743 8.6419 8.13413 15.2672 5.20462 6.51052 4.5422 8.39233 7.09616 4.13834 2.44049 101.403 14.6825 13.5564 12.7265 11.0228 86.7204 85.5265 60.5027 11.5009 4.14377 49.0018 5.70636
internal_count=2900 2756 857 344 323 513 284 151 133 85 229 50 106 81 285 271 193 116 1899 257 247 233 196 1642 1633 961 107 58 854 102
is_linear=0
shrinkage=0.0329546


Tree=472
num_leaves=31
num_cat=0
split_feature=13 3 16 13 20 19 23 10 5 5 9 17 9 5 23 2 0 21 16 21 15 20 21 22 0 0 6 21 20 17
split_gain=0.303194 2.49209 2.19634 1.5439 1.39346 1.62368 1.22376 1.05599 1.44639 1.34522 2.30061 1.46931 1.13309 1.12583 1.0305 1.50901 1.0717 1.56991 1.67723 1.02479 0.923555 0.898911 1.45732 1.70889 1.60346 1.53451 1.45689 1.36552 1.58222 1.37126
threshold=112.82921081865001 89.227236891450005 19.974953289850003 113.92610173585001 38.441102963850007 14.251149826300002 0.25847000000000003 63.910026677050006 19.915533535850003 21.197160116700001 197.19111486365003 188.31851043910004 203.83507631320003 20.569643378550001 0.12064000000000002 146.11720701395004 86.530713386650021 5.7587983756000005 22.634947069650003 2.3484969739000006 38.567335632300008 42.131954243650007 7.8300995118000012 -0.065399999999999986 85.968825637350008 83.680947768350009 16.505385645700006 1.8462237188500004 43.45354240915001 189.90635174060003
decision_type=2 2 2 2 2 2 2 2 2 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 19 5 -5 20 8 -6 10 11 -10 -12 -9 16 -16 21 18 -18 -3 -1 22 23 25 -25 -11 -24 -23 29 -29
right_child=1 3 -4 4 7 -7 -8 13 9 14 12 -13 -14 -15 15 -17 17 -19 -20 -21 -22 27 26 24 -26 -27 -28 28 -30 -31
leaf_value=0.0011645318032147481 0.024004553622378494 -0.058052153457749604 -0.032080375967418688 -0.014986848234461799 0.03184743843990219 0.02314205342483578 -0.040958938626493697 -0.058978227352790437 -0.019029510586842401 0.0099649274130049446 -0.055313508617586903 0.013650694154086136 -0.014814453292205682 -0.0057926157967393178 0.010423928878092716 -0.038873740817598437 -0.015744421580954206 0.027127230760483328 0.019996522513490222 -0.0079271541240888595 -0.036164320117861387 0.020746723081876074 0.028287895593606026 -0.014091025374527827 0.025220071638411595 -0.046477114669394665 -0.0064484373810268138 -0.0069111724750606437 0.00090689165225683334 -0.041613096753521164
leaf_weight=62.592099099507323 6.4811304882168761 1.0127249523065978 3.098609597189351 1.9865460590226556 1.9029615148901928 6.9514787886291742 0.99468922369851398 0.87199524790048544 3.4107559844851476 1.0001680618152033 2.0092427786439662 4.3059031441807747 1.8226149799302218 1.4937760315369812 1.5021038968116038 2.0062572766328231 3.902546498924492 5.5561916828155518 3.3978134505450726 1.274144206632627 0.9305181207600971 2.1154059967957428 5.2825244830455622 2.6779205981874883 3.0935619324445724 1.9965326506644485 2.4426928696921095 3.0401275337208045 6.8683292387868278 3.2692712666466832
leaf_count=1804 54 10 49 61 16 56 39 7 25 17 21 30 19 37 13 35 35 26 34 33 38 20 31 45 18 40 32 77 110 68
internal_value=0.000349835 0.00187493 -0.00149236 -3.24825e-05 0.000911421 0.0146676 -2.3288e-05 -0.00101066 -7.41701e-05 -0.00109168 -0.0124921 -0.000793925 -0.0360502 -0.0253962 0.00164257 -0.017767 0.00316791 0.0122292 0.00089052 -0.0301247 0.000617716 -0.000497069 0.00552577 -0.00485178 0.00698004 -0.0276392 0.0173044 -0.0069926 -0.0114456 -0.0248923
internal_weight=149.291 81.6747 67.6159 75.1936 72.9067 8.93802 64.5173 63.9687 61.6029 59.7 11.5485 7.71666 3.83186 2.36577 48.1514 3.50836 44.6431 12.8566 7.30036 2.28687 63.5226 31.7865 16.4934 8.76818 5.77148 2.9967 7.72522 15.2931 13.1777 6.3094
internal_count=2900 970 1930 916 873 117 1881 756 712 696 95 55 40 44 601 48 553 95 69 43 1842 458 183 120 63 57 63 275 255 145
is_linear=0
shrinkage=0.0371939


Tree=473
num_leaves=31
num_cat=0
split_feature=13 21 4 15 10 7 22 23 18 0 6 17 16 23 19 7 18 6 7 5 23 10 16 6 0 0 10 20 18 15
split_gain=1.67516 2.22039 2.14567 1.58611 1.68753 2.86707 2.20119 1.5009 1.35909 1.96685 2.03571 2.25753 2.38157 1.75603 1.65089 1.90508 1.3509 2.47258 3.11162 2.86723 2.35938 2.28198 2.23228 2.15703 1.94081 1.874 2.77714 2.01931 2.03875 1.86822
threshold=95.870416931800023 16.589865017350004 310.49012963040008 11.896459116400001 78.285212300550015 24.550696209100003 -0.046474999999999995 -0.27223499999999995 17.327266398450003 98.615332683000005 12.26528657645 208.46089438445003 12.644970430600003 0.11308000000000003 12.050972309250001 25.138824731100005 15.312071772700003 14.815346158200002 24.071745547300001 18.483418961650003 0.088990000000000027 68.961639504150014 19.214955067100004 13.825323026450002 96.249489528150022 90.337570099350003 66.697957758300021 41.792045663550006 14.073076155300003 31.000143748900005
decision_type=2 2 2 2 2 2 2 2 2 2 2 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 16 11 12 -11 -12 -14 -16 17 18 -9 -19 24 25 -23 -20 -18 27 -27 29 -29 -21
right_child=7 -3 3 4 5 6 -8 8 -10 10 13 -13 14 -15 15 -17 20 19 23 21 -22 22 -24 -25 -26 26 -28 28 -30 -31
leaf_value=-0.0020705163386017483 -0.00090426457272486244 0.00070867267408666293 -0.0020561250442803557 -0.0022177811598933718 0.0018932049234169827 -0.0020777003346975991 0.00076318710663826801 0.00024864517295716094 0.0010352378206214302 -0.0021510333339349957 -0.002268288052320966 -0.0018525544514544912 0.0015776233158565993 -3.3631976123561053e-05 0.00084446374904062699 -0.0022208592019376428 -0.00017357529078674994 0.0012376144472261699 0.00016451522844813409 -0.00092681051557542038 -0.00027227751576568778 5.9788309400423155e-06 -0.0028934212362987008 -0.0014549086201387845 0.0017653614211473581 0.0016828466202393657 -0.00025308369418716156 -2.7451287462703644e-05 -0.0015825177172076024 0.00050777901005174934
leaf_weight=3.9252973858383511 4.8870498727774239 4.7617765986360601 1.7403209386975493 1.1298661790788154 2.8199036174919456 2.1065195049159215 2.0879592368146418 17.629122606245801 7.1460559684783211 1.2010679398663366 3.5690349843353024 2.0444222446531048 4.5994156762026233 2.1764276977628469 2.249149987706915 1.1929640420712528 2.6183027485385564 11.309585142880676 4.5291233728639773 3.7420627037063232 5.5926012294366947 2.4172104310709974 1.7673854902386663 10.477942135185002 8.2031998075544816 7.8228687420487386 4.4806629624217749 38.534462427720428 3.5390412509441367 51.823591435328126
leaf_count=332 131 59 172 35 22 112 41 232 54 35 75 43 29 25 34 33 41 59 51 102 68 25 18 152 45 39 35 428 30 343
internal_value=0.00011781 -0.000445923 -0.000844039 -0.000356988 6.09593e-06 0.000364315 -0.000663542 0.000169244 0.000195652 0.000164325 -0.000471668 1.19717e-05 0.000424397 -0.00142178 0.000809058 -0.000217912 0.000226407 0.000170811 -0.000309961 0.000295899 0.000761808 0.000202578 -0.0012186 -0.000966167 0.00129623 0.00025667 0.000977825 0.000165798 -0.000158257 0.000411167
internal_weight=222.124 18.5716 13.8099 9.88457 8.14425 7.01438 4.19448 203.553 198.666 191.52 17.0325 11.287 9.2426 5.74546 8.04153 3.44211 174.487 158.073 32.6362 125.437 16.4141 114.127 4.1846 15.0071 10.8215 109.943 12.3035 97.6392 42.0735 55.5657
internal_count=2900 773 714 382 210 175 153 2127 1996 1942 274 174 131 100 96 67 1668 1514 435 1079 154 1020 43 203 86 977 74 903 458 445
is_linear=0
shrinkage=0.00196078


Tree=474
num_leaves=31
num_cat=0
split_feature=9 23 9 23 15 19 13 2 22 16 22 10 20 23 8 22 20 8 9 6 15 9 18 7 21 21 23 6 16 13
split_gain=0.304828 0.414782 0.391011 1.10275 0.800336 0.959252 0.881278 0.659797 1.30887 0.65005 0.874245 0.620247 0.90073 0.731629 0.615269 1.09592 1.12111 0.623333 0.837222 0.999323 0.879783 0.628788 0.475969 1.16141 1.31477 2.10745 1.62989 1.14349 0.926185 2.29061
threshold=233.97947574895002 0.088500000000000023 215.80505313260002 0.072890000000000024 24.673905035600004 12.551012654050002 117.07428620665002 357.36576196840008 -0.037524999999999996 14.274966618900002 -0.59511499999999995 64.071334164850015 41.24714903835001 0.085590000000000013 8.8430989333000021 -0.053019999999999991 39.945535567850008 8.7431769115000026 210.97856947250003 14.925348728400001 17.700820964100004 214.22994816675003 15.103091397600002 24.373474566200006 8.8712712239000009 8.3704840485500025 0.084365000000000009 14.955349429350003 18.714956236300004 104.27722550570002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 -2 7 -4 5 9 11 14 -9 10 -5 -6 -13 -14 17 16 -16 18 22 20 -20 -22 23 -1 25 26 -25 -28 29 -24
right_child=1 -3 3 4 6 -7 -8 8 -10 -11 -12 12 13 -15 15 -17 -18 -19 19 -21 21 -23 28 24 -26 -27 27 -29 -30 -31
leaf_value=0.0011741692600873834 -0.037804647187272569 0.0039432758451132307 -0.026291387653898199 0.027538697676607989 0.035229384172406501 -0.036026862904832459 -0.0046519254287008486 -0.03937802648448694 0.013955034221272266 0.031234933535498093 -0.035689320338042688 0.024836486479935138 0.017513729446713238 -0.021753738814244895 0.011251436744921487 -0.038460115311109239 -0.023868867060233407 0.013200982447237599 0.010754915169647911 0.0074421618956304813 -0.038249816667203389 -0.0049602278189624163 0.0058688337975731615 0.0092429766331398357 -0.031909699467665788 0.034602807407113349 -0.037484142841154609 -0.0041915734578965936 0.022904367962698489 -0.037054739902203107
leaf_weight=82.855304692435311 0.53834271372761466 0.50964788667624816 1.0693549372954283 0.40195821149973199 1.9286396894603948 0.86173843243159343 2.2475366531871259 1.2886330524925145 0.8337010957475276 0.70729294419288624 0.59914920537266814 2.9882049327716231 0.97471157414838705 1.123758074827492 2.5190967232920229 1.2165661193430413 1.6579767775256185 4.2285990184172979 0.74647028236358837 1.9460853175260124 2.3138702483847742 0.85475138225592662 18.18012759362319 2.720610772026701 2.4139793585636644 1.3055792693048713 2.6284357602708042 1.9972918052226303 2.8394442014396182 1.4789229915477324
leaf_count=1247 24 20 27 6 15 34 35 59 24 6 47 35 16 32 22 33 36 38 24 18 56 17 771 45 51 9 57 21 29 46
internal_value=0.000322212 -0.0175022 0.000449348 0.00596393 0.00887886 -0.0074966 0.0134225 -8.15289e-05 -0.0184276 0.00689442 -0.0103024 0.0192131 0.0131405 -0.00351452 0.000213661 -0.0107571 -0.00268862 0.000681391 0.00024845 -0.0119828 -0.0216385 -0.0292698 0.000864238 -0.000173724 -0.010266 -0.00422718 -0.011128 -0.0231091 0.00519727 0.00263975
internal_weight=147.976 1.04799 146.928 12.9023 11.833 2.57014 9.26285 134.025 2.12233 1.7084 1.00111 7.01531 5.08667 2.09847 131.903 5.39364 4.17707 126.509 122.281 5.86118 3.91509 3.16862 116.42 93.9212 11.0659 8.65192 7.34634 4.62573 22.4985 19.6591
internal_count=2900 44 2856 253 226 93 133 2603 83 59 53 98 83 48 2520 91 58 2429 2391 115 97 73 2276 1430 183 132 123 78 846 817
is_linear=0
shrinkage=0.0331673


Tree=475
num_leaves=31
num_cat=0
split_feature=9 22 13 13 23 18 16 12 7 16 15 9 20 6 20 7 16 16 16 16 9 17 16 15 22 16 13 22 7 5
split_gain=0.305239 0.580251 0.550396 0.458659 0.639517 0.335087 1.07678 0.95416 0.870455 1.09103 1.29081 0.743566 0.637706 1.40154 1.00606 1.61028 1.05701 1.12028 1.74559 1.04313 1.17089 2.02008 1.16475 0.958243 1.22859 1.04668 1.15176 1.0173 2.94728 1.81902
threshold=37.256168974800005 -0.156745 96.209162656250015 92.138837046750012 0.074640000000000026 16.873483924050003 11.934972090850001 171.05377706560003 26.565321014450003 17.654958715000003 20.937157557000003 219.38617924735004 43.19689381845 10.855253631250003 42.178283198950005 22.509653697550004 15.689963310050002 18.594956516900002 20.784951395750003 22.654947022900004 197.6620677562 202.56512036810003 22.574947209950004 46.574831689400007 -0.10965999999999999 21.774949080700004 117.38883580790001 -0.077279999999999988 22.940014114900002 22.443872254700004
decision_type=2 2 2 2 2 2 2 2 2 2 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 -2 -7 -9 10 11 -10 13 -8 23 -16 -17 -18 -19 20 22 -22 -20 25 -25 -15 -27 28 -28 -30
right_child=5 -3 -4 -5 -6 7 12 8 9 -11 -12 -13 -14 14 15 16 17 18 19 -21 21 -23 -24 24 -26 26 27 -29 29 -31
leaf_value=0.022625948646496048 -0.023694535844096209 -0.025412635013570307 -0.039151351366724721 0.029827272567193024 -0.036049633387819142 -0.03822095353413435 -0.034287541387818934 0.025794149005155958 0.01217511228516764 0.034636854288269972 -0.037423350785649505 -0.03705840851477557 0.0057574649090271334 -0.0013665167060195984 -0.036796795345686521 0.023920091993025049 -0.037855565046227772 0.028284709358333875 0.018778336007285099 0.0084494230101243729 -0.047765916753277973 -0.004237194059135572 -0.017530390764929404 0.01056467537443526 -0.039373198491526769 0.020265698545145708 0.0098876187037445044 0.0091604383908013478 -0.050399600200551883 -0.007678063145409841
leaf_weight=0.46288389543769948 2.3015614790783721 1.6197485860757286 0.32614880800247181 0.81179802352562547 0.45397384282841813 0.53670707561832287 1.5032464067335229 2.8622024756623414 2.847939752216917 1.0207326803356407 1.1635132116498423 0.43650900741340581 23.697015123616438 46.423899345274549 2.0444852409418699 1.5414538346231008 1.2951542874798203 1.834859438240527 2.0225880364887399 3.392186912125907 2.5556036992929876 2.7108490592800081 2.3645590550731868 1.0024023470468821 1.5444307022262354 6.2713751476258031 7.8076617745682615 18.020692140329629 2.012719489634037 3.1610559048131108
leaf_count=33 171 249 15 21 78 72 85 42 152 11 50 49 404 767 75 13 51 18 18 42 40 27 41 21 38 54 58 150 21 34
internal_value=0.000304818 -0.00969095 0.00270203 0.0105986 -0.00642674 0.000562798 0.000123617 0.00717496 0.0100995 0.00188529 -0.00563065 0.00563189 0.000541425 -0.000608287 -0.000130689 -0.00727947 -0.00387332 -0.00652186 -0.00379469 -0.00830658 -0.0141945 -0.02536 -0.000791131 0.00150736 -0.0197183 0.00215324 0.00653707 0.00375992 -0.00373702 -0.0242977
internal_weight=146.05 3.67455 2.0548 1.72866 0.916858 142.375 133.508 8.8676 8.3309 5.46869 4.44796 3.28445 131.206 107.509 106.006 19.7617 17.7173 16.1758 14.8806 13.0458 9.6536 5.26645 4.38715 86.2442 2.54683 83.6974 37.2735 31.0021 12.9814 5.17378
internal_count=2900 396 147 132 111 2504 2128 376 304 262 251 201 1957 1553 1468 325 250 237 186 168 126 67 59 1143 59 1084 317 263 113 55
is_linear=0
shrinkage=0.0351263


Tree=476
num_leaves=31
num_cat=0
split_feature=13 16 3 23 13 20 19 15 7 9 13 0 3 7 15 10 5 18 10 4 16 7 10 6 13 22 20 23 16 20
split_gain=1.14441 3.44873 3.4008 2.09903 2.02578 2.21803 2.18096 1.6955 1.6547 1.69683 1.61427 2.18409 1.85266 3.862 1.75454 1.56794 2.00756 1.88881 1.58026 2.08636 1.41639 1.48929 2.62877 2.84269 1.94195 2.43794 2.78034 2.90916 1.70989 3.55363
threshold=112.82921081865001 19.974953289850003 89.227236891450005 0.25847000000000003 113.92610173585001 38.441102963850007 14.251149826300002 38.567335632300008 22.765858321950002 184.56123852025004 109.41218053485001 92.313586825200005 84.968719212850019 20.778835947700006 30.046989284200006 63.910026677050006 19.915533535850003 13.465147564100002 62.837331883000012 150.90301220960004 18.764956119400004 24.052187734100006 75.28220456885002 14.355335410100002 98.238948544700023 0.06041500000000001 40.823855932350007 0.090720000000000023 15.689963310050002 41.24714903835001
decision_type=2 2 2 2 2 2 2 2 2 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 7 -4 6 8 10 9 -6 12 -12 20 -14 -13 16 -7 -17 19 -18 21 -1 23 -23 -24 26 27 -26 -28 -30
right_child=2 -3 4 -5 5 15 -8 -9 -10 -11 11 14 13 -15 -16 17 18 -19 -20 -21 -22 22 24 -25 25 -27 28 -29 29 -31
leaf_value=0.00064388541529973684 0.0015024269492969465 -0.0018793729495495408 -0.0015752312780107987 -0.0024647558535300564 -0.00018635669499961061 0.0019240229323007362 0.0014964254462068985 -0.0021253349756987505 0.0014140968930647243 -0.0044550170897288419 -0.00087722263642948895 0.0016440421423043145 0.00051564229420370791 -0.0017913680132231327 1.7171563040040192e-05 0.00056741044837394015 -0.0021733638870227666 -0.0027200914000654226 0.0016830954042554311 7.6399517798626918e-05 0.001237641937605108 -0.0025973545972415094 -0.00055173263193695652 -0.00013027394010538823 0.00042851269335432305 0.00162924274513288 0.0013496690674258405 -0.0022124429477377132 0.0019094729180543244 -0.0023844987001963819
leaf_weight=14.432994939154012 9.3237725943326932 4.4714700654149047 2.9985516100423402 1.5052908086217929 1.0621427283622318 2.7774806767702094 10.112273395061491 1.5693935737945128 1.130542144179344 0.70805586129426945 3.1733313229633522 8.9155225008726102 6.0829522314015758 7.2632303787395358 4.5769698806107035 1.3567276201210909 1.9296437483280886 1.9337235018610952 2.6965628350153557 73.948034362401813 4.8993624206632367 3.7684276527725142 13.460687647369921 4.9031507549807429 3.7300547845661702 6.0933310841210178 7.3668515272438508 3.8847539355047047 1.5972896814346316 1.9560649627819655
leaf_count=208 54 49 43 39 49 16 56 38 6 6 54 42 108 225 26 26 22 18 18 656 35 78 700 66 42 48 46 69 10 47
internal_value=0.000116574 -4.44591e-05 0.000268343 3.82672e-05 0.000154027 0.000207125 0.0010281 7.68421e-05 -0.00060455 -0.00189376 0.000112804 0.000717178 -1.39904e-05 -0.000739874 0.00109217 8.09077e-05 0.000139374 -0.00136458 7.6289e-05 1.91858e-05 0.000132588 4.41133e-05 -0.000141011 -0.0012024 0.000100631 0.000457183 7.18714e-05 -0.000918791 0.000762674 -0.00045429
internal_weight=213.629 103.651 109.978 99.1797 100.654 97.6552 13.013 97.6744 2.90074 1.7702 96.105 16.6658 79.4392 13.3462 13.4925 84.6422 81.3517 3.29045 78.5742 75.8777 66.093 61.1936 46.7606 8.67158 38.089 24.6283 18.535 7.61481 10.9202 3.55335
internal_count=2900 1930 970 1881 916 873 117 1842 61 55 1804 122 1682 333 68 756 712 44 696 678 1349 1314 1106 144 962 262 214 111 103 57
is_linear=0
shrinkage=0.00213593


Tree=477
num_leaves=31
num_cat=0
split_feature=16 16 16 13 20 23 17 13 20 22 0 22 20 2 22 7 7 3 3 18 21 21 20 2 8 18 9 17 17 15
split_gain=1.4445 2.64344 2.26954 3.4496 2.24661 1.76056 1.57709 2.34214 1.64476 2.17651 2.36189 2.27029 2.17006 2.60574 3.50238 1.86195 1.71831 2.37178 2.50196 3.44587 2.6996 2.45788 1.89514 1.48756 1.60167 1.42645 2.31114 1.35284 1.3364 1.29284
threshold=20.394952307700002 19.974953289850003 20.674951653000004 113.85351336640001 38.441102963850007 0.25847000000000003 212.33270692945004 115.63864956495001 41.941595803500007 -0.069554999999999992 86.280686780500005 -0.085734999999999992 41.532441862050007 122.26439358135001 -0.23771499999999998 22.765858321950002 22.426784932800004 94.147115270150024 93.394346993650018 13.042786209850002 5.4279412736500001 2.7924425290000001 43.45354240915001 330.71431012540006 2.8477776226000002 13.373311100250001 193.60452210450003 198.29010168345002 161.95900874150001 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=1 5 -2 -4 25 23 7 -6 9 11 15 12 13 -9 -15 -11 -10 18 20 -20 21 -18 -21 28 -25 26 -5 -22 -1 -30
right_child=2 -3 3 4 6 -7 -8 8 16 10 -12 -13 -14 14 -16 -17 17 -19 19 22 27 -23 -24 24 -26 -27 -28 -29 29 -31
leaf_value=-0.0013496545987973405 0.001389324208857353 -0.0018967694981935675 -0.0016403324863905459 0.0012815837029526008 -0.0015479529595777784 -0.0021859246752976291 0.0015988554217986758 0.00077349782447122919 -0.0013123845163496948 0.00089016896829414625 0.0015122447469600312 -0.0011278214505648688 0.0014412297148765944 0.00038125527030118302 -0.0027319059475356083 -0.00066060316050491454 0.00027872249290798371 0.0015355101728576105 0.001091984261069025 -0.0023645576778992899 0.0014434891824662492 -0.0019833941562583408 -0.00035542516909402218 7.2300127634502843e-05 -0.0021135552643808111 0.0018055079288597821 -0.00082286326548174646 5.1773488237789967e-05 0.00015844730832474939 -0.0018022546179514581
leaf_weight=2.3082934629637739 6.4140279330313197 2.7540886877104631 3.5951482141390434 5.3084661737084371 3.023135218769311 1.3291821528982826 2.730612449347972 5.8244752325117606 4.0368881798349312 7.0307920183986443 10.45843571051955 5.1356409862637511 4.6898687295615664 2.8392095258459449 2.52515559643507 4.8307763459160924 4.3855658173561194 3.4064574462827286 2.3154536527581495 4.5506729502230883 6.3254371732473356 2.9857814647257328 2.8075577355921268 2.5651107009034595 2.3994428055593744 5.1261223554611197 3.0325458385050297 4.3662434481084347 91.33587092027301 1.2609115261584509
leaf_count=167 43 33 36 30 28 39 18 30 60 41 58 42 24 26 24 36 26 35 13 76 28 27 30 76 89 22 24 24 1664 31
internal_value=0.00012391 -3.78173e-05 0.000279946 0.000209725 0.000277778 1.27734e-05 0.000161219 0.000113074 0.00017703 0.000427821 0.000846016 -1.63561e-05 0.000343124 -0.000117153 -0.0010842 0.000258597 -0.000131891 2.11287e-05 -0.000164859 -0.000954111 0.000257827 -0.000637553 -0.00159797 4.20362e-05 -0.000984156 0.00100713 0.000516469 0.000875144 9.57171e-05 0.000131748
internal_weight=211.697 103.953 107.744 101.33 97.7353 101.199 84.2682 81.5375 78.5144 43.3344 22.32 21.0144 15.8787 11.1888 5.36437 11.8616 35.1801 31.1432 27.7367 9.67368 18.063 7.37135 7.35823 99.8696 4.96455 13.4671 8.34101 10.6917 94.9051 92.5968
internal_count=2900 2099 801 758 722 2066 646 628 600 281 135 146 104 80 50 77 319 259 224 119 105 53 106 2027 165 76 54 52 1862 1695
is_linear=0
shrinkage=0.00192311


Tree=478
num_leaves=31
num_cat=0
split_feature=20 20 23 19 16 21 21 20 23 22 5 15 23 23 22 22 16 16 22 2 12 12 2 6 3 21 16 18 20 6
split_gain=0.314403 0.601064 0.580053 0.637745 0.632718 0.549647 0.821327 0.549156 0.467571 0.436951 0.793169 0.410568 0.390544 1.64798 1.27515 1.39806 1.38056 1.71248 2.51988 1.51802 1.37227 1.28265 1.55991 1.16182 1.14363 1.14098 0.980163 1.01867 1.24475 1.19149
threshold=49.275256100300005 48.852845034800005 -0.27223499999999995 10.350835137000002 22.664946999500003 20.770927814650005 3.4240268213500005 32.785955158400007 -0.17732499999999998 0.68694500000000025 7.7286379265000011 5.4774945026000008 0.088565000000000019 0.089335000000000012 -0.24103499999999997 -0.117115 22.634947069650003 22.554947256700004 -0.082509999999999986 166.06829399045003 210.08518277075004 201.24780035400002 127.00089009170001 16.505385645700006 93.883646373400012 6.655069997600001 12.644970430600003 15.269763541350001 35.337501601400007 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 -1 7 6 -2 -5 -8 10 11 -4 14 25 20 24 17 26 -19 -20 21 22 -12 -18 -16 -14 -17 28 -28 -30
right_child=5 -3 9 4 -6 -7 8 -9 -10 -11 12 -13 13 -15 15 16 23 18 19 -21 -22 -23 -24 -25 -26 -27 27 -29 29 -31
leaf_value=0.023716814518214675 0.023836881907283166 0.015400420225713149 0.019957165565566402 0.01023802886664317 0.013194780480965219 0.017177362645525177 -0.0029766976091426521 -0.037377613924410025 -0.035557990188646631 0.016549618888701954 0.0091832507273989193 -0.033938435651816624 -0.055017230133814446 -0.0001844388736272859 0.018622625547068408 -0.023935691148946874 0.020283167849439076 -0.039090589391806901 0.024211266061408457 -0.016045570103414335 -0.036350333120968817 0.033911695331830478 -0.039369318156518861 -0.001933450147160625 -0.006383342364236249 -0.0085775130963332401 0.028220768814074933 0.012535410744960913 -0.0071357347831642343 0.019620420413892524
leaf_weight=0.40797181372181457 0.45968929002992798 2.9429661505273534 0.18224052397272217 0.31904679309809614 0.47469596564769734 0.6671409704722463 0.71995385724585603 1.6182612649281507 1.4827777497412162 1.8548479620367277 1.6858997024828495 1.0606805417337453 1.0100838106591248 66.439467847114429 10.124026625126126 1.5449822477821893 6.6058710792567563 3.0764992483891547 1.7334155738353718 2.5420985065866262 1.8187839979655107 0.87516367924399663 1.2815398953389374 4.2602263090666384 2.5115964646683997 1.3738865130580959 1.4522106528747887 8.7460930789820832 14.657374541508036 2.0927235879644277
leaf_count=12 10 45 40 27 4 18 27 116 164 36 41 279 28 945 128 103 69 39 13 37 94 12 57 48 76 21 19 127 198 67
internal_value=0.000330012 0.000565127 0.000252713 -0.0146388 -0.0211263 -0.00974615 -0.0164926 -0.029536 -0.0249089 0.000559393 0.000339815 -0.0260361 0.000584773 -0.00115674 0.00242848 0.00386334 0.00121543 -0.00192427 -0.0161974 0.000275702 -0.0126129 -0.00137746 -0.011785 0.0115728 0.0136522 -0.0282539 0.00175855 0.00323163 -0.00123877 -0.00379287
internal_weight=146.022 142.693 139.75 2.81998 2.412 3.32956 2.66242 1.93731 2.20273 136.93 135.075 1.24292 133.832 68.8234 65.0085 59.3471 46.7115 35.8454 7.35201 4.27551 5.66139 3.8426 2.96744 10.8661 12.6356 2.38397 28.4934 26.9484 18.2023 16.7501
internal_count=2900 2681 2636 159 147 219 201 143 191 2477 2441 319 2122 994 1128 924 720 603 89 50 204 110 98 117 204 49 514 411 284 265
is_linear=0
shrinkage=0.0331706


Tree=479
num_leaves=31
num_cat=0
split_feature=20 16 21 5 21 8 22 22 16 15 21 19 22 17 20 21 18 7 21 9 21 9 4 0 22 5 21 9 9 18
split_gain=0.302108 0.373369 0.340617 0.792307 0.786142 0.778747 1.49857 1.2697 0.680268 1.06735 0.857368 0.821974 0.720859 0.629882 1.20046 1.80734 1.07836 0.864855 1.33041 0.83556 1.67676 1.63101 1.01521 0.799691 1.44705 0.822003 0.764546 0.689204 1.23843 0.980366
threshold=31.796797363700005 19.154955207400004 3.3208308644500009 30.133297129900004 3.8005420560000007 8.6432548896500023 -0.08725999999999999 -0.14581999999999998 22.654947022900004 44.34858359035001 2.1194692063500002 14.451165964200003 -0.037524999999999996 188.07781354100004 39.646013290900008 6.5006332158500006 13.075178189100003 22.509653697550004 4.890666844100001 198.78883073475004 7.5530726581500014 195.74493321760002 156.87360773940003 85.737618238150006 -0.01762 25.556820288350004 6.5365111340500013 203.09362050815002 202.37225149245003 13.303774303900001
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 3 5 -4 8 7 -7 9 10 11 -2 -10 14 -6 17 -15 18 -16 21 -21 22 -17 24 -18 27 -24 28 29 -25
right_child=2 -3 4 -5 13 6 -8 -9 12 -11 -12 -13 -14 16 15 19 23 -19 -20 20 -22 -23 26 25 -26 -27 -28 -29 -30 -31
leaf_value=-0.046517049293059762 0.0023173381131591617 0.0055970121742587673 -0.017825987836209655 0.032374242728610524 0.015070675320342418 -0.018182781203480082 -0.025821897330316756 0.029009210638004729 0.0075087545937575486 -0.033735413381923804 0.016100153399699873 -0.030523013124065673 0.041446661365814069 0.025785327339887792 0.027998507147969927 -0.055918872774450665 -0.046849778171139174 -0.052568462943711473 -0.038468002123033737 0.03205015377610549 -0.045012157949466523 0.041514670326058822 0.044212282545896722 0.013365392202499779 0.025627232633456103 0.034775281164227824 -0.0038838922167841717 0.0073284467915156869 -0.034694552521444294 -0.004089364593088069
leaf_weight=0.52023981585807533 24.284942456826688 0.43150996579788625 4.5057098623656193 1.5576202585943963 4.1794904145353966 1.6862757131457327 4.3898905725218338 2.3293373268097639 3.0094235045835376 1.3200567008461792 7.9717228715308002 1.3820495549589384 1.6694981697946776 3.1603936204337506 0.78811800089897888 0.62225611973554507 1.4799255072139206 2.0609429902979173 1.5001955313200594 0.64928670146036838 1.9078966803790534 1.4776597267482419 0.5921288370154788 6.9659991119988254 0.69440205465070803 1.2751031357329328 13.391959386935921 19.799771559366491 1.9173839390277851 26.611364744399907
leaf_count=115 544 29 99 26 78 28 63 23 35 27 139 13 18 31 26 8 51 69 53 14 50 9 4 55 13 12 405 322 20 521
internal_value=0.000370356 -0.0228893 0.000524967 0.00329995 -0.000945874 0.00235732 -0.00909455 0.00919189 0.00478579 0.0028006 0.00423435 0.000549036 0.0196182 -9.20145e-05 -0.00534966 -0.00906192 0.00221558 -0.0331054 -0.0155763 -0.00345223 -0.0254455 4.44626e-05 -0.0041509 0.000947536 -0.0237032 0.00189502 -0.00184735 0.00113679 -0.00231705 -0.00046818
internal_weight=144.133 0.95175 143.181 49.6008 93.58 48.0432 8.4055 4.01561 39.6377 34.9588 33.6387 25.667 4.67892 89.0743 27.1699 22.9904 61.9043 4.34926 2.28831 18.6412 2.55718 16.084 14.6063 58.744 2.17433 56.5696 13.9841 55.2945 35.4947 33.5774
internal_count=2900 144 2756 916 1840 890 114 51 776 723 696 557 53 1741 716 638 1025 148 79 490 64 426 417 994 64 930 409 918 596 576
is_linear=0
shrinkage=0.0414211


Tree=480
num_leaves=31
num_cat=0
split_feature=6 6 10 0 19 18 2 7 16 16 10 14 19 0 5 6 22 12 7 16 19 10 3 22 21 9 0 2 20 6
split_gain=0.991534 2.17971 1.40731 1.32035 1.76071 1.33607 1.30746 1.23609 1.47764 1.51624 1.45378 1.44622 1.65061 1.91904 1.83577 1.51314 1.3581 1.26155 1.25962 1.16999 1.02267 1.02182 2.35297 2.09598 1.34167 1.74115 1.28622 2.59434 1.24416 1.40667
threshold=13.665319288000001 13.775321858200002 78.220689305400015 97.671683879200017 13.351077205700003 14.708525021850003 300.91297426285007 26.626668929150004 17.924958083650004 9.6249774926000011 90.988176966900014 307.90126551520001 12.551012654050002 102.65877371115 3.2451100944500006 4.9151148409000003 0.06041500000000001 236.87735968945 25.481538055850002 11.934972090850001 10.750867412800002 70.182199495350019 84.968719212850019 -0.14581999999999998 6.9984086918000008 204.17620834730005 86.530713386650021 317.41815758785003 43.162556114600001 14.835346625500001
decision_type=2 2 2 2 2 2 2 2 2 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 19 11 9 10 -9 12 13 18 -15 17 -11 -13 20 -1 -4 26 23 -23 -25 -26 27 -3 29 -28
right_child=1 21 7 4 -6 -7 -8 8 -10 16 -12 15 -14 14 -16 -17 -18 -19 -20 -21 -22 22 -24 24 25 -27 28 -29 -30 -31
leaf_value=-0.002478202517775834 0.0017652892931811776 0.00010123311076489521 -0.0024958876204413932 -0.0021212349150584705 0.00037621851714567719 0.0010278704435367613 -0.0026880354888404469 0.0018071455226309715 0.0022781017734701779 -0.0017485584833510288 -0.0014340667484907962 0.0021267095665739514 -0.0025313608135355999 0.0022326375213522955 -0.0024804484174787357 0.0019506891165000418 0.00052652039278503003 -0.0024075797392328637 0.001750088610634983 7.525033567194098e-05 0.000988115663724145 -0.0021139714501243723 -0.0020235057795555838 0.00062969586912857574 0.00043980347428939644 -0.0026950286233843762 -0.00088350618728643923 -0.0028080296035256293 0.0015152674208636658 0.00049364695733184534
leaf_weight=1.0983221193309889 4.6772997714579096 61.294708033266943 0.79440087988041863 5.1853538313880554 2.0930726230144501 3.5236179432831696 1.391327483113854 2.1033598631620394 1.0018268232233811 5.7584201275894884 1.1203693149436729 0.51316528511233517 1.1834595585241903 0.57210035918979008 1.8425607639364896 5.3736626473255455 1.8253902705910148 0.87989755859598517 4.2125216429121792 6.9206704476382583 1.0120286608580498 2.1383813135325971 3.4463987860362968 13.782930911518635 2.1735063344240184 1.6436995072290299 4.2457608550321302 1.6631049161078397 5.7012860346585503 50.747220989316702
leaf_count=48 34 780 30 158 26 55 31 33 8 246 213 10 42 10 110 37 46 66 38 114 13 30 82 126 26 41 42 44 33 328
internal_value=0.000129229 0.000220716 -0.000157137 -0.000619972 -0.00140304 -0.000179311 -0.00063133 0.000174681 -0.000392161 -0.000639686 0.0006807 0.000583258 1.04715e-05 0.000367158 -0.00136379 0.00139732 -0.00120096 -0.000737275 0.00106157 -0.000274484 -0.00054402 0.000171516 -0.00027126 3.46873e-05 0.000295745 -0.000910064 0.000254537 2.43815e-05 0.000493276 0.000387323
internal_weight=199.92 151.514 48.4055 20.2124 7.27843 12.9339 9.41032 28.1932 11.8094 10.8075 3.22373 16.3838 9.61707 8.43361 2.41466 6.76673 7.58381 1.39306 6.01895 8.01899 1.80643 146.837 23.1849 19.7385 17.6001 3.81721 123.652 62.9578 60.6943 54.993
internal_count=2900 1566 1334 432 184 248 193 902 546 538 246 356 243 201 120 113 292 76 81 162 43 1532 305 223 193 67 1227 824 403 370
is_linear=0
shrinkage=0.00229835


Tree=481
num_leaves=31
num_cat=0
split_feature=16 16 16 17 12 7 10 22 6 22 20 20 18 5 2 13 17 18 21 21 2 12 12 20 21 5 6 6 21 22
split_gain=0.300807 0.313309 0.879133 0.649483 0.835915 0.47504 0.435912 0.422571 0.513224 0.753494 0.589604 1.16057 1.4312 1.21755 1.10344 0.927005 1.09271 0.853752 0.968533 1.36204 1.11579 1.25961 1.2926 0.888014 0.945173 0.800296 1.18419 1.57983 1.13557 1.0343
threshold=7.4549825670500001 9.6249774926000011 11.934972090850001 177.48499193625003 255.91119495340004 25.762580120700004 90.988176966900014 0.68694500000000025 5.0951190466500007 -0.15895000000000001 43.19689381845 42.718072821900002 13.197799034350002 21.377246852200006 100.60547560250002 98.238948544700023 242.64190980425005 14.682853263650001 6.655069997600001 6.338788634150001 313.37633693555006 197.02116758845003 155.27099795600003 43.633733172900008 15.697044644950003 13.922841871800001 13.665319288000001 13.775321858200002 0.25448588140000006 -0.50001499999999999
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=-1 5 3 4 -3 -2 -7 8 9 -4 11 15 -13 14 -14 16 -10 18 19 -12 21 22 23 -20 -25 -17 28 -28 -27 -29
right_child=1 2 7 -5 -6 6 -8 -9 10 -11 17 12 13 -15 -16 25 -18 -19 20 -21 -22 -23 -24 24 -26 26 27 29 -30 -31
leaf_value=-0.019611734065057784 -0.014947468367576615 -0.02401752697777778 0.0074942196051022668 -0.032095204786639187 0.026521201631525028 0.022577353637616308 -0.010485450475076886 0.015075053097507026 -0.029889806756880164 -0.03090303618203603 0.0029462549619872474 -0.037670176416148726 0.011660861920145137 0.0076686146016299618 -0.027026735203367704 0.013242393365588205 0.016354452360086841 0.01613201887425705 0.018997254758813715 0.031905733143663691 -0.034308455048390321 0.012281384373150756 -0.036448850719711198 -0.022907685828661938 0.011991154671801969 0.0058830139932151025 0.025436741303161974 -0.013625922287342069 -0.021941076242827463 0.0013313910403271183
leaf_weight=0.68982020124531018 0.55263901833677609 0.66863771277712591 0.78969502807012748 1.3216271363926351 0.53906686825212091 1.8823844366997948 0.45071731153439021 1.7902182936668385 1.8016001731157296 1.1372038914996654 6.3857186193345168 1.5194023161602652 0.89165113959461484 3.389277585898526 2.7328566322103143 4.6047796760685733 0.62851876113563765 4.8588373609818509 1.2817981301341186 1.928265012335032 1.0089886063942675 3.9080330565338954 1.2987607815302906 2.0475018820725386 1.0815133415162561 2.0108398769516489 2.3923887554556122 4.4458541220519541 3.9952691965736449 81.53702962509125
leaf_count=183 47 79 47 166 10 37 87 29 96 189 103 62 11 35 58 80 12 65 14 13 32 59 40 53 11 42 22 69 117 1032
internal_value=0.000281711 0.000377755 0.00017473 -0.0174672 -0.00145923 0.0102271 0.0161902 0.000499335 0.000307011 -0.0151668 0.00052994 -0.000402888 -0.0110988 -0.00534258 -0.0175093 0.000497066 -0.0179293 0.00483945 0.00194256 0.00966284 -0.00409759 -0.000928149 -0.00996968 -0.00217291 -0.0108452 0.000949436 0.000349674 0.00123149 -0.0126256 0.000558004
internal_weight=143.571 142.881 139.995 2.52933 1.2077 2.88574 2.3331 137.466 135.676 1.9269 133.749 109.949 8.53319 7.01379 3.62451 101.416 2.43012 23.7994 18.9406 8.31398 10.6266 9.61761 5.70957 4.41081 3.12902 98.9862 94.3814 88.3753 6.00611 85.9829
internal_count=2900 2717 2546 255 89 171 124 2291 2262 236 2026 1636 166 104 69 1470 108 390 325 116 209 177 118 78 64 1362 1282 1123 159 1101
is_linear=0
shrinkage=0.0301981


Tree=482
num_leaves=31
num_cat=0
split_feature=16 6 19 9 15 5 19 5 20 9 0 15 13 22 8 2 9 20 20 12 16 7 5 6 5 2 21 13 9 18
split_gain=1.3684 2.42504 1.48889 1.9776 1.57389 2.02217 1.74486 1.45281 1.68686 1.39548 1.51179 1.18525 2.19616 1.40362 2.98746 2.85581 2.89483 3.53807 2.46509 2.3389 2.24442 2.57335 2.97679 2.05704 3.38776 2.97079 1.93603 1.8244 1.77613 1.66214
threshold=18.594956516900002 15.675366252400002 12.951044929850001 187.38923140910003 26.135540888150004 13.809011005350003 13.051052998800001 12.294714844000003 44.710446918150005 26.901933640100001 99.983757871350008 46.574831689400007 117.61735474900001 -0.072569999999999982 8.9430209551500024 131.42729508740004 204.88165762580005 42.852084787850011 41.495754733000005 165.68766602795003 18.744956166100003 22.689595575850003 17.671168838450004 16.415383542800004 22.504913082700003 159.92742394165003 2.6720444286000005 113.05772975975002 199.02473417820002 13.987466292050001
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 7 -4 -5 -6 -7 8 -1 -10 -11 13 -13 15 18 -2 17 -17 19 20 -15 -22 -23 29 -25 -26 -19 -21 -24 -20
right_child=11 -3 3 4 5 6 -8 -9 9 10 -12 12 -14 14 -16 16 -18 26 23 27 21 22 28 24 25 -27 -28 -29 -30 -31
leaf_value=-0.0013523831911972845 0.00047914922562036425 -0.0017910442169029926 0.00047047941087335123 -0.0021202957041311444 0.0019923204174633314 0.00044597075423332636 -0.0022900122051083059 0.00034392887611171081 -0.0014151838248416585 -0.0021836253015450956 0.00099554143429368474 -0.0018774648445170166 0.00036320586095104588 0.001823713826881274 -0.0011480454087116007 -0.0014715122188284232 0.00051843318854382465 0.0024064652938949578 0.0015832417547997379 0.00019709532719574115 0.0011006047578016531 0.0011702282141392158 -0.0023413787610293501 -0.0029206364529713626 0.0018072812167448569 -0.0013403618027386971 -0.00020363043141348325 0.0018123719530447945 -0.00011587908624939912 -0.00021817553923695308
leaf_weight=5.3921303681854615 40.11250233836472 3.5323795595904803 4.8449605479836455 4.203770970925687 1.1830898988991974 1.7937514372169969 2.3338671941310167 39.707418906269595 1.903418417670762 0.73718166886828829 5.5563076692633331 3.1768813785165539 4.7478010384365916 4.1244386062026051 4.2623944375663987 13.185258120298387 11.24777327198535 1.4717487990856151 4.3847421854734439 3.8239334877580431 6.4933545663952819 2.8234120868146402 3.6939439103007317 2.303684026002883 2.4247832638211548 2.8243696414865553 7.7367022223770618 14.888521406799553 2.7014998458325863 4.532343827188015
leaf_count=450 267 197 88 96 9 23 75 573 122 47 109 76 56 19 49 126 88 5 20 30 35 16 30 23 18 35 84 79 20 35
internal_value=0.000129605 -0.000106135 -1.81639e-05 -0.000614322 -0.00116672 -0.000411909 -0.00110103 0.000142456 -0.00044625 0.000149827 0.000623153 0.000248659 -0.000535044 0.000295343 0.000534331 0.00010325 -0.000344954 -0.000778611 0.000664667 0.00095327 0.000454234 9.4747e-05 -0.000613735 -1.08304e-05 -0.000811832 0.000113654 0.00021353 0.00148229 -0.00140131 0.000667624
internal_weight=212.148 71.1883 67.6559 14.3594 9.51448 5.31071 4.12762 53.2965 13.589 8.19691 6.29349 140.96 7.92468 133.035 59.2814 73.754 33.6415 22.3937 55.019 38.5491 19.8366 15.7122 9.21886 16.4699 7.55284 5.24915 9.20845 18.7125 6.39544 8.91709
internal_count=2900 1789 1592 291 203 107 98 1301 728 278 156 1111 132 979 409 570 303 215 360 229 120 101 66 131 76 53 89 109 50 55
is_linear=0
shrinkage=0.00208594


Tree=483
num_leaves=31
num_cat=0
split_feature=12 17 7 23 14 20 8 5 0 8 20 17 23 2 18 7 18 7 10 3 16 18 21 0 18 7 22 6 16 23
split_gain=0.276041 0.738812 0.987743 0.852944 0.666828 0.917547 0.75245 1.5123 0.91349 0.892663 0.810843 0.706795 0.681328 0.597994 0.548547 0.517292 1.30466 1.14234 1.27305 0.74133 0.699686 0.56041 1.18247 1.6958 0.954758 1.25355 1.18944 0.741954 1.61582 0.834801
threshold=92.695913642950003 181.49225329600003 22.689595575850003 0.082055000000000017 168.39662374755002 39.420767558750008 8.9430209551500024 30.133297129900004 86.950112854950021 8.7431769115000026 40.08085804200001 166.83257850275001 0.087405000000000024 167.29597799085005 12.977936149500001 19.041006859700005 12.933745112000002 22.343045670750005 61.614083433650009 108.3367972827 22.764946765650006 13.075178189100003 9.2412132874500035 86.001087134900004 13.197799034350002 22.580174331950005 -0.062629999999999991 16.515385879350003 22.544947280100004 0.09660500000000001
decision_type=2 2 2 2 2 2 2 2 2 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 -2 9 8 -8 11 -11 13 -7 -6 -1 19 17 18 -17 -13 21 22 23 -18 25 -23 -27 -26 -29 -30
right_child=4 2 3 -5 6 12 7 -9 -10 10 -12 15 -14 -15 -16 16 20 -19 -20 -21 -22 24 -24 -25 27 26 -28 28 29 -31
leaf_value=-0.0058007622025387602 0.027709385821530142 0.003402037021375353 -0.0091343119728786743 -0.038616710379717471 -0.035147145562987869 0.015614363633425865 -0.038929288263807191 0.018069175620245133 -0.0062857408621628747 0.029091927759703699 0.0033199415683492581 0.027668255653951167 -0.0081498216925642852 -0.0031431929316128784 0.016760606228839483 -0.031479616359753694 -0.032838834540825271 -0.039972268415809128 0.013539149905758725 -0.0061874352796103364 0.023975038743911641 0.011583728646449598 0.023139258068030785 0.024172589603459013 0.0015094642138160244 -0.040365148405644279 -0.002793044552144572 0.012264892061119196 -0.035071175625150414 -0.0031948847507286835
leaf_weight=2.2368408040492778 2.2606438749935469 3.1159331565722823 2.6901612992514856 1.7360540183435658 1.1048418706632213 2.3883320181630552 1.8912954387487837 1.3034562319517133 1.7981429481878874 2.1898411978036156 3.2770492513664067 1.7403945517144159 2.8396391947753727 1.4538670664187519 2.4042812256375328 1.1452966452343383 1.2661239074077451 1.5589536378392947 1.6462765419855712 1.1582821374759076 1.3873702492564906 1.4943380090408016 3.3087253117118962 1.0073473909869788 84.688970666524256 2.0826395163312554 1.6035970761440697 2.1463551118504247 2.3985534582752739 1.3984832167625425
leaf_count=47 28 28 28 43 162 21 59 13 28 19 39 27 24 116 34 61 41 22 20 32 14 22 34 11 1804 33 19 21 36 14
internal_value=0.000313528 -0.00440695 -0.0107414 -0.0206979 0.000754093 0.0102543 0.000175926 -0.0122929 -0.0230196 0.000703258 0.0136433 7.49481e-05 0.00270654 -0.0169624 0.0058869 0.000471139 0.000101307 -0.0174874 -0.00493067 0.0141399 0.000845792 0.000529319 0.0106291 -0.00757777 -5.91075e-05 -0.0137504 -0.0240204 0.000723491 -0.010476 -0.0233308
internal_weight=142.722 12.1833 7.54215 4.42622 130.539 7.48862 123.05 4.99289 3.68944 118.057 5.46689 112.59 5.22797 2.55871 4.64112 110.032 107.133 4.35053 2.79157 2.89868 102.783 101.395 5.5822 2.27347 95.8129 5.18057 3.68624 90.6324 5.94339 3.79704
internal_count=2900 180 99 71 2720 73 2647 100 87 2547 58 2489 45 278 81 2211 2152 103 81 59 2049 2035 86 52 1949 74 52 1875 71 50
is_linear=0
shrinkage=0.0327912


Tree=484
num_leaves=31
num_cat=0
split_feature=6 6 23 2 5 16 19 16 16 19 23 15 17 20 7 20 23 0 5 10 3 0 23 9 9 6 5 20 6 5
split_gain=1.23228 2.19277 1.12394 2.0894 1.64677 2.62663 1.40143 1.3578 1.94321 1.8337 1.77551 2.23134 1.19095 1.70799 1.29382 1.15016 1.0914 1.08233 1.35599 1.25073 2.09435 1.66323 1.58529 1.55823 1.99001 1.39881 2.9533 3.04505 1.94741 2.46006
threshold=13.665319288000001 13.775321858200002 -0.21013499999999999 185.83358638795002 15.299679811400003 18.844955932300003 10.250827068050002 9.6249774926000011 12.644970430600003 11.950964240300001 0.085715000000000027 20.044580420600003 234.67375690460003 47.833738492450003 26.075470002800003 46.177190236600005 -0.23472499999999999 97.835679825150024 16.222050829800004 70.182199495350019 84.968719212850019 86.530713386650021 0.12064000000000002 206.50942114985003 214.22994816675003 16.455384477450004 22.443872254700004 40.823855932350007 16.245379570700006 22.782602051550004
decision_type=2 2 2 2 2 2 2 2 2 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 6 -6 -4 -8 -9 -10 -11 -12 13 14 -13 -5 -17 18 -3 21 23 22 -20 -21 -25 28 27 -27 29 -23
right_child=1 17 4 15 5 -7 7 8 9 10 11 12 -14 -15 -16 16 -18 -19 19 20 -22 25 -24 24 -26 26 -28 -29 -30 -31
leaf_value=-0.0020364033674617138 0.0014962721849917523 0.0018529900022627886 -0.0020015357945608811 0.0011592633017424483 -0.0018505839651662631 0.00040387052571692618 0.0012895036569988915 -0.0016913416634401891 0.00081904863672920252 -0.0011881434577009355 -0.002166517668213591 3.9141534909132081e-05 0.001613867553323652 0.0013510415991223178 -0.002185228478626771 -0.0020982245063933028 0.0012527450875423566 -0.0011527512297211445 9.401110106076069e-05 0.0003897203061145272 -0.0016375305194075529 0.00048219670069484167 -0.0010494351823391226 -0.0022332565527286123 0.00029135140945726347 0.00012621404420689068 0.0013120243186257811 -0.0025426344891581374 0.0011404970522890061 -0.0013158584984166296
leaf_weight=1.0900821773684564 4.6344365477561942 1.7566606383770693 1.3597370936186077 6.3625497994362377 5.4103339663706702 2.9515974633395672 2.7167374329874319 2.6748341138009009 7.5768859146046479 5.7302992227487293 1.3628090464044351 3.1995671507902426 2.4643890261650085 2.4672887902706861 1.3844311760039998 0.87351628416217864 0.6099861357361076 2.3072332988958797 60.309293249156326 11.076227340847256 3.5440160164143881 33.183871770976111 4.8402023611124596 2.2514503914862862 2.3665707996115088 3.8993118256330472 3.1407308727502823 2.6558221075683832 15.68925543874502 3.0722181815654031
leaf_count=84 34 11 236 78 162 25 54 184 120 186 40 50 18 15 35 36 11 36 766 96 82 218 58 49 31 24 17 30 82 32
internal_value=0.000110301 0.000193934 -0.000157973 0.000457395 -0.000297901 -0.00105481 -9.33175e-05 -5.59214e-06 -0.000136581 3.53687e-05 -0.000322144 0.000134026 0.000463503 6.14565e-05 -0.000632649 0.000803869 -0.000720374 0.000153721 0.000174118 0.000153922 -0.000302801 0.000223222 9.06015e-06 -1.39745e-06 -0.000939485 0.000449572 -0.000220705 -0.000955074 0.000574683 0.000329836
internal_weight=202.962 154.727 48.235 8.93613 39.2989 8.36193 30.937 29.5772 26.8605 24.1857 16.6088 10.8785 9.51568 7.05129 4.584 7.84605 1.4835 150.093 147.786 146.029 19.2383 126.791 65.1495 15.6942 4.61802 61.6412 9.69586 6.55513 51.9453 36.2561
internal_count=2900 1566 1334 209 1125 187 938 702 648 464 344 158 118 100 85 125 47 1532 1496 1485 258 1227 824 176 80 403 71 54 332 250
is_linear=0
shrinkage=0.00192234


Tree=485
num_leaves=31
num_cat=0
split_feature=6 6 0 10 0 19 18 2 5 5 5 10 0 10 0 13 16 21 8 20 18 3 16 10 10 13 20 19 13 5
split_gain=0.274506 1.41458 0.804711 0.753412 0.86129 1.10523 0.731633 0.745591 0.655585 1.1645 0.60659 1.07017 0.943715 0.815555 0.971015 0.600268 1.03574 0.761804 0.96709 0.804359 0.757649 1.37294 1.10972 2.57124 2.45148 1.34674 1.29498 1.28523 1.18171 1.16694
threshold=13.665319288000001 13.775321858200002 97.835679825150024 78.220689305400015 97.671683879200017 13.351077205700003 14.708525021850003 300.91297426285007 16.579584939650001 16.892865140250006 17.671168838450004 71.090898343450007 96.249489528150022 70.026268923800004 96.055920542800024 108.74544291850002 18.564956587050002 11.491326747450001 8.3434888241000014 48.008184682100008 15.042884401850001 85.54673771085001 19.214955067100004 66.697957758300021 66.318885161900013 113.92610173585001 38.441102963850007 14.251149826300002 115.63864956495001 19.915533535850003
decision_type=2 2 2 2 2 2 2 2 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 4 6 -6 7 -1 -3 -10 13 15 -13 -11 -15 17 -17 18 19 -12 21 -18 29 24 25 -24 27 -27 -28 -23
right_child=1 2 -4 -5 5 -7 -8 -9 9 10 11 12 -14 14 -16 16 20 -19 -20 -21 -22 22 23 -25 -26 26 28 -29 -30 -31
leaf_value=-0.0032580737719150317 0.023371380711220576 0.015267436940073062 -0.022428733874584394 0.0022280635220592901 -0.029702653766009578 0.0049605050886612767 0.01395924514937617 -0.036542597884971377 -0.027514212863610332 0.026516970288410845 -0.035538560943023413 -0.031811995573671439 0.0027345715962433818 -0.015577111419404639 0.018329505608503924 -0.023167729324648247 -0.026105453175665795 0.030621082319686528 0.036201424288403262 0.015659143716356239 0.01985068264846801 0.028850267418441489 -0.026826141877370598 -0.023047603367076421 0.026904410821547178 -0.011131504476272045 -0.025330645844197478 0.019963191299281976 8.1816767583402401e-05 -0.0033747366644852196
leaf_weight=5.1878753237542714 3.0382519150152794 3.3333180900663129 1.6634093689499412 16.376564254409459 3.4312376381712957 1.4318800601176915 2.2998115256777965 0.86198463430628169 1.6231791088357557 2.2966611906886092 0.83070811402285405 2.1137969437986608 1.4741499167867003 1.8539086161181333 1.8567013461142776 2.0204970228951415 2.1041044797748318 1.6552413339377379 0.5779370144009589 0.56713562377262861 2.2417830303311339 3.0761553049087516 1.9770145788788784 4.9694674494676283 3.972689911723136 1.8768312723841498 2.0838630460202685 6.5725690536201 56.523035736754537 2.0612190280808136
leaf_count=162 34 30 36 902 158 26 55 31 24 15 78 77 19 35 12 185 37 14 3 10 20 22 16 63 31 42 24 56 633 50
internal_value=0.000317974 0.00106584 0.000445946 -0.00252199 -0.00840943 -0.0194965 -0.00195193 -0.00800046 0.000799367 0.00033711 0.000777278 0.000142467 -0.0176181 0.0109957 0.00138896 0.000826861 0.000290829 0.0140363 0.000142136 -0.0147665 0.000832775 0.000332476 0.00100178 1.88434e-05 0.00158896 0.000132121 0.000926929 0.0130563 -0.000821764 0.0159209
internal_weight=141.953 112.364 109.325 29.5894 13.2128 4.86312 8.34967 6.04986 107.662 104.329 102.705 96.6982 3.58795 6.00727 3.71061 93.1103 89.4792 3.63102 1.97578 1.39784 87.4587 85.2169 83.1128 77.9755 73.006 69.0333 67.0563 8.4494 58.6069 5.13737
internal_count=2900 1566 1532 1334 432 184 248 193 1496 1466 1442 1380 96 62 47 1284 1179 105 91 88 994 974 937 865 802 771 755 98 657 72
is_linear=0
shrinkage=0.0331409


Tree=486
num_leaves=31
num_cat=0
split_feature=21 21 6 15 5 9 9 9 9 9 9 0 18 19 22 21 23 15 22 8 22 22 9 16 18 3 0 6 5 17
split_gain=0.272504 1.03406 1.16119 0.833271 0.631127 0.652436 0.812408 0.799583 1.32515 0.818326 0.571863 0.930161 1.92197 1.17751 0.924028 0.854727 1.79057 0.766298 0.838733 0.59595 0.568077 1.04307 0.887142 0.80342 0.711391 0.701951 0.600849 1.23287 0.916086 0.550814
threshold=3.4703576882500005 3.8005420560000007 16.315381206250006 32.540328261750005 31.302824910800002 203.83507631320003 204.88165762580005 201.2906445504 200.41824001715003 202.13708171315002 193.06224578400005 93.442739239950015 13.326324856250002 13.051052998800001 -0.082314999999999985 1.0652877397500002 0.087530000000000011 15.229486597800001 -0.085249999999999992 8.1436447804000007 -0.092624999999999999 -0.030985000000000002 210.70699256735003 22.664946999500003 14.424014050250003 82.753429713350016 96.693085119700015 16.355382140900002 15.299679811400003 188.07781354100004
decision_type=2 2 2 2 2 2 2 2 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 7 -7 8 10 -9 11 12 13 -1 -15 16 -12 -13 -19 -14 26 23 -23 -22 -24 -26 27 -8 -28 -3
right_child=1 29 -4 -5 -6 6 20 9 -10 -11 15 17 19 14 -16 -17 -18 18 -20 -21 21 22 24 -25 25 -27 28 -29 -30 -31
leaf_value=-0.032844766290237228 -0.028470062809573725 -0.0044661357004098711 -0.047998184062909892 0.018471720802052231 0.030548266573529114 -0.030041599374755038 0.030097755479027207 0.033631307680216077 -0.032459527949505712 0.0039192881798795305 0.017341348921360404 -0.037140049556276006 -0.011865519882062813 0.02371113235849882 -0.0052035913157270613 0.019945600907836928 -0.025143170497368278 0.02615691138092446 -0.0011431583918961766 -0.042470462931101613 -0.035003323002374534 0.016299734000567657 0.0067360322573738821 0.0098846364071004354 -0.0025090082860685331 -0.04436744380112758 0.010622081736107888 -0.0067981176654020497 -0.041444079472946385 0.0017094204874467467
leaf_weight=0.91945769969607294 0.89485441579017733 25.78161249938421 1.2091674801486076 1.003870876971632 0.97673736343858664 1.3580656601116086 2.502396024763585 2.255495671357493 1.2936034217709664 2.3872314681357238 3.0454939233604801 0.39122586552548355 1.4107751988340171 2.9956778779160231 2.5682198591530323 5.66655043954961 2.0949523500166833 3.1704741906869454 2.5327644473582045 1.8267900943756101 2.2107661484624264 2.6878100018075166 1.6527751479297879 0.64424091577529896 0.95033244387013871 1.0606626956723628 1.0167808210680958 2.070691505796276 0.72372686723247159 60.410097068554023
leaf_count=69 27 719 28 15 21 24 25 19 26 33 39 121 40 55 32 62 30 90 82 18 83 37 21 9 31 20 44 31 20 1029
internal_value=0.000313153 -0.000860576 -0.0209052 -0.00365158 0.00239222 0.00183594 -0.00380776 0.0047616 0.00250107 0.0183538 0.00419984 -8.55062e-05 -0.0068776 0.00423663 0.0103645 0.0104712 2.70849e-05 0.0107482 0.0140332 -0.0291343 -0.00151221 -0.00711617 0.000865997 -0.0248742 -0.0104565 -0.0245865 0.00665957 0.0133913 -0.0110277 -0.000137808
internal_weight=139.713 89.2996 3.10789 1.89873 50.4137 49.437 16.8782 32.5587 27.916 4.64273 26.6224 15.8154 9.72092 6.48336 5.5639 10.807 5.14045 6.09446 5.70324 3.23757 15.5202 9.20659 6.35158 2.85501 3.66377 2.011 6.3136 4.57309 1.74051 86.1917
internal_count=2900 1818 70 42 1082 1061 345 716 664 52 638 507 214 156 87 131 69 293 172 58 321 201 109 92 72 51 120 56 64 1748
is_linear=0
shrinkage=0.0353713


Tree=487
num_leaves=31
num_cat=0
split_feature=7 3 21 7 3 9 23 3 0 21 18 6 8 0 8 7 18 0 7 15 6 18 16 23 18 0 16 3 3 15
split_gain=0.282642 0.536909 0.795805 0.35423 0.923136 1.1992 1.04589 0.627854 0.849839 0.690169 0.620669 0.554527 0.935268 1.03818 0.760104 0.66545 1.4259 1.09405 0.768529 1.606 0.784599 0.894953 0.745412 0.799011 0.715887 1.80561 1.59398 1.19328 2.39412 1.67936
threshold=17.938678131200003 108.3367972827 2.2747687716500002 19.617375644250004 94.92945658615001 227.14331114760003 0.096845000000000028 94.260030511650015 85.613949164150014 3.3559787654000002 12.600821109300002 18.080422446150003 8.8430989333000021 87.568458224950021 8.7431769115000026 22.726915405250001 13.197799034350002 86.388225105700016 22.087764922150004 30.276503438400002 13.855323727400002 14.708525021850003 18.934955721800005 -0.21013499999999999 13.713893333650001 86.692020874450009 22.644947046300004 89.227236891450005 88.727183679150016 40.128253618400009
decision_type=2 2 2 2 2 2 2 2 2 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 6 -6 8 9 -5 -8 12 14 -14 15 18 17 -17 19 20 21 22 23 -10 -18 -26 27 28 -27 -29
right_child=1 2 -4 4 5 -7 10 -9 11 -11 -12 -13 13 -15 -16 16 24 -19 -20 -21 -22 -23 -24 -25 25 26 -28 29 -30 -31
leaf_value=0.018960880935334018 0.012492659580815304 0.01692027757102442 -0.043653872603261708 0.0016682572116035988 -0.041254258415178519 0.03951223429042898 0.016941099606862624 0.016947008843008923 0.00056426845326377453 -0.040658255938977352 -0.024149977282648286 0.02227347160282021 -0.041536383330749903 -0.0016470254526449819 0.016301782348990164 -0.040969423983306365 0.0059686935251018524 -0.0010819607107932189 0.01125615691062954 -0.051153046305160696 0.034448638673210748 0.026984161174212175 0.021406357745855767 -0.040732946019480146 -0.03790798527244843 -0.0020431682593585057 0.029282200016988769 -0.030599079273966386 0.032073338529061093 0.005152689289631765
leaf_weight=1.1495535442372773 3.3648588593350715 0.46689791057724395 0.91914719794294797 0.95369471376761739 2.1529797738185144 0.49276736751198758 1.0409303653286772 3.3025593506172291 1.2297643632628035 1.2990858613047747 1.0582640483044086 1.6744590178132046 1.5737912291660898 2.2820806711679325 4.448998672887682 2.1980594180058683 21.54283102741465 1.7739030197262762 14.5184336771199 0.90379299968481053 0.94921408290974785 1.0584146407200021 0.71883076429367054 1.4662609435617944 1.9368520015850652 50.365955987261259 2.4072214737534514 4.5675169365713364 3.1181944457348427 3.1825074851512909
leaf_count=84 69 25 52 14 163 5 17 41 35 48 27 15 29 29 42 39 188 17 164 16 15 19 6 74 28 1501 30 58 28 22
internal_value=0.000304058 0.000147474 -0.0232491 0.000386655 7.85638e-05 -0.0162851 -0.0227512 0.000687673 0.000255221 -0.0227397 -0.00377409 0.000680121 0.000379419 -0.017928 0.000985942 0.000377209 -0.00101634 -0.0231554 0.00646715 -0.00452333 0.00324868 -0.00337186 -0.0127805 -0.0218956 -6.99506e-06 -0.00197004 -0.000876314 -0.0020619 -5.41322e-05 -0.0159178
internal_weight=138.118 136.968 1.38605 135.582 132.217 4.74494 4.25217 127.472 124.17 2.25278 2.09919 121.917 120.243 3.85587 116.387 111.938 91.093 3.97196 20.8447 6.32628 5.42248 4.47327 3.41486 2.69603 87.1211 65.5782 63.6414 61.2342 53.4842 7.75002
internal_count=2900 2816 77 2739 2670 212 207 2458 2417 62 44 2355 2340 58 2282 2240 1911 56 329 165 149 134 115 109 1855 1667 1639 1609 1529 80
is_linear=0
shrinkage=0.0377832


Tree=488
num_leaves=31
num_cat=0
split_feature=12 17 7 23 14 23 17 8 22 9 8 20 2 18 20 7 18 7 10 18 21 3 13 0 21 22 23 23 22 23
split_gain=0.267542 0.626188 0.836161 0.715083 0.531924 0.736253 0.623777 0.592411 1.3218 1.45154 0.62728 0.693314 0.533169 0.445493 0.475045 0.435004 1.07041 1.04456 0.988786 0.598109 0.737425 0.581048 0.507628 0.632085 1.25655 1.66744 0.933638 0.698785 1.02769 1.97594
threshold=92.695913642950003 181.49225329600003 22.689595575850003 0.082055000000000017 168.39662374755002 0.085765000000000022 166.83257850275001 8.9430209551500024 -0.011399999999999999 220.28141982375004 8.7431769115000026 39.945535567850008 167.29597799085005 12.977936149500001 37.511241581900002 19.041006859700005 12.933745112000002 22.343045670750005 61.614083433650009 13.030213775350001 6.450325770250001 108.3367972827 117.69263157665002 86.135510041400025 16.464809133250004 -0.085734999999999992 0.08079500000000002 0.11467000000000002 -0.033594999999999993 0.12424000000000003
decision_type=2 2 2 2 2 2 2 2 2 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 -2 12 10 9 -9 15 -12 -6 14 -1 21 17 18 -17 20 -18 -8 23 24 25 26 -21 -25 29 -29
right_child=4 2 3 -5 6 -7 7 8 -10 -11 11 -13 -14 -15 -16 16 19 -19 -20 22 -22 -23 -24 27 -26 -27 -28 28 -30 -31
leaf_value=0.015446737448810159 0.025056906924072191 0.0029622357901176329 -0.010793674931780625 -0.042513055488246375 -0.039264634411575322 0.00078950296600419848 0.029287383160086812 -0.024593579744687732 -0.043619473881821774 0.025474927316496584 0.03276508713805578 0.003979516559394259 -0.0038337969320737151 0.017242056677947353 -0.020143059860667618 -0.03209117768085773 -0.0028464658840956277 -0.043203138352191507 0.014271026424781438 -0.02936513444273884 0.029428394440744802 -0.0056476039273223137 0.014021729167895623 -0.00033621125739119267 0.021527315418844922 -0.033137534454840793 0.010691646263251782 0.019265653105804647 0.023128594091195259 -0.034636650984477241
leaf_weight=0.83368764910846804 2.8392720473348154 2.9870544411242008 2.5826381221995689 1.533175400632899 0.98161642249033265 4.1891057054745033 1.5904306360753246 1.5722797157941388 1.3117577645461995 1.5628530265530569 1.7148203290998925 3.335789343342185 1.3875491986691484 2.251325041113887 1.2981697772629557 1.0411480343318538 1.7306922537973144 1.4686965883593073 1.549246502574533 1.0490739754168306 2.147039967123419 1.0834583013202062 3.5060743237845591 74.024845667161571 1.5064639911288393 3.7038708552718154 3.1603643374983221 2.2266061790287499 4.3846355537316395 1.5694119046202102
leaf_count=15 34 28 28 43 165 39 27 36 33 27 17 41 117 34 32 61 37 22 20 31 23 32 38 1659 13 79 59 22 46 42
internal_value=0.000265763 -0.00510721 -0.0118555 -0.0226094 0.000760914 0.0105929 0.00017335 0.000557533 -0.0126094 0.000365401 0.00108601 0.013753 -0.0185139 0.00582821 -0.00622526 0.000480995 0.000100912 -0.0184166 -0.00436317 0.000860077 0.0150236 0.0151317 0.000282744 -0.000242983 -0.00927026 -0.0151332 0.000708717 0.000791435 0.0109952 -0.00301952
internal_weight=136.123 11.4861 7.10287 4.11581 124.637 7.02838 117.609 115.24 4.44689 3.13513 110.793 5.05061 2.36917 4.38318 2.13186 105.742 103.068 4.05909 2.59039 99.0091 3.87773 2.67389 95.1313 91.6253 9.41977 7.91331 4.20944 82.2055 8.18065 3.79602
internal_count=2900 180 99 71 2720 73 2647 2365 96 63 2269 58 282 81 47 2211 2152 103 81 2049 60 59 1989 1951 182 169 90 1769 110 64
is_linear=0
shrinkage=0.0367914


Tree=489
num_leaves=31
num_cat=0
split_feature=15 13 16 7 22 20 0 20 16 7 9 23 23 17 6 18 16 19 21 13 22 7 23 18 0 9 23 20 14 10
split_gain=0.263914 1.07339 0.414909 0.406624 0.639051 0.298678 0.971563 0.93196 1.04948 0.89919 1.06679 0.876216 1.42671 0.85932 0.904962 0.789839 0.979771 1.13148 0.972495 0.966358 0.993951 2.39098 1.34841 1.231 0.960942 1.4976 1.54686 1.39464 0.768892 0.729601
threshold=46.574831689400007 117.61735474900001 22.534947303500005 23.633329316050006 -0.095714999999999995 42.178283198950005 103.44649194340002 43.19689381845 15.604963508800003 22.509653697550004 201.63419974125003 0.088105000000000017 0.10461500000000003 203.08534335880003 15.925372093750001 17.267778657600005 21.774949080700004 14.551174033150001 14.159547889500002 117.38883580790001 -0.077279999999999988 22.862300195000003 0.089580000000000021 12.933745112000002 85.968825637350008 186.67271206880002 0.09117500000000002 41.495754733000005 221.97954525475004 81.188747081400024
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=5 2 -2 4 -3 6 15 8 29 -10 11 28 -13 -12 -15 16 17 18 -1 -18 21 23 -23 -21 25 -22 -27 -26 -11 -7
right_child=1 3 -4 -5 -6 7 -8 -9 9 10 13 12 -14 14 -16 -17 19 -19 -20 20 24 22 -24 -25 27 26 -28 -29 -30 -31
leaf_value=0.00028757952488856891 0.00082813797445674723 0.017396360748455148 -0.045587958042936756 0.020205697588827804 -0.044412794620928779 0.027371635175330759 -0.02347204971872929 0.0029475577222005905 -0.041253007798422607 0.034556906651417287 -0.040012526885661238 -0.039675625487375597 0.013455750916507882 -0.029943313403977628 0.01177734096526554 0.025463316344079247 0.022989144052918492 -0.044233265444990906 -0.032799010287630659 -0.011053363416104281 0.028763623059086574 -0.0047255347430911719 -0.046267152212500245 0.025548827891537364 0.027338262397575169 0.019360010273089857 -0.031905695202432548 -0.0076961285514735127 -0.0012107293721098707 -0.017533643518081638
leaf_weight=43.007401297742035 0.43486433010548253 0.60106960032135248 1.3648778483620843 1.6018805708736179 0.54725991794839524 2.027388018264904 2.4796980191931643 26.015454125808901 1.7584367077943159 1.6928795464336852 2.7303630067035556 1.8703821934759619 1.6108737010508773 1.7868611696176233 1.7744934717193244 2.5556603535078457 5.6593210855498901 1.0554573461413372 1.5770500170183357 2.5308631826192158 1.930996242910626 2.6880268631502986 2.6643213769420981 4.1596764959394932 7.7838315181434137 1.5142988516017792 3.0139696784317493 2.5943100214935839 2.625336759025231 0.89230417678481888
leaf_count=813 9 12 67 16 28 25 387 790 63 12 57 32 18 46 18 38 55 11 41 28 15 25 33 28 59 18 37 21 35 63
internal_value=0.000270271 -0.00952618 -0.0343726 0.00673337 -0.0120601 0.000613144 0.00205111 -0.00212297 -0.00915103 -0.0133509 -0.00986896 0.000357593 -0.0150903 -0.0225462 -0.00915543 0.00281608 0.00209421 -0.00188528 -0.000882766 0.00735263 0.00428854 -0.00478894 -0.0254043 0.0117031 0.0107812 -0.00174997 -0.0147619 0.0185804 0.0128113 0.0136479
internal_weight=134.55 4.54995 1.79974 2.75021 1.14833 130 85.2149 44.7848 18.7693 15.8496 14.0912 7.79947 3.48126 6.29172 3.56135 82.7352 80.1795 45.6399 44.5845 34.5396 28.8803 12.0429 5.35235 6.69054 16.8374 6.45926 4.52827 10.3781 4.31822 2.91969
internal_count=2900 132 76 56 40 2768 1609 1159 369 281 218 97 50 121 64 1222 1184 865 854 319 264 114 58 56 150 70 55 80 47 88
is_linear=0
shrinkage=0.0413819


Tree=490
num_leaves=31
num_cat=0
split_feature=5 5 10 23 21 15 21 20 20 20 18 19 16 17 23 23 9 8 20 13 17 17 9 21 0 3 15 7 21 7
split_gain=1.1985 1.51166 1.4652 1.23087 1.76676 0.873824 0.965458 0.727447 1.22287 1.47866 1.84078 1.0054 1.43463 1.21037 1.0838 1.06475 1.84585 1.43032 4.00352 1.36047 1.5104 1.27451 1.1186 1.8164 1.40499 2.70931 1.76074 1.19195 1.03462 1.2329
threshold=7.7286379265000011 5.2595069053500012 90.740838818900016 0.074640000000000026 20.770927814650005 11.896459116400001 17.123843457500005 49.275256100300005 47.833738492450003 45.90502654165001 14.339258036900002 10.550851274900003 11.934972090850001 170.40599686135002 -0.27223499999999995 -0.22125500000000001 192.09062119805003 5.9453602998000008 44.710446918150005 98.238948544700023 242.64190980425005 192.70224472390001 187.70546222865002 9.5752145037500025 85.716110573100011 94.187442142150019 43.376643616500012 22.689595575850003 0.61177024580000017 22.557405306150006
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 3 -1 -5 6 -2 8 9 11 -11 -7 13 -13 -14 16 -16 18 -17 20 -19 -18 23 -21 25 -24 28 -26 -27 -30
right_child=5 -3 -4 4 -6 7 -8 -9 -10 10 -12 12 14 -15 15 17 21 19 -20 22 -22 -23 24 -25 27 26 -28 -29 29 -31
leaf_value=0.001542826546624537 -0.0022219322577112315 -0.0020976667740282124 -0.0020613852399492209 -0.0020967971391509235 0.0016875900639042262 0.0011181107742687241 0.00072012380879824575 -0.0009350294803657374 0.00092713291837094949 -0.0022545433302099127 0.0012300919358810781 0.0015073079318524646 -0.0010902791121274245 -0.0021989351259901714 0.0014464915105752364 -0.0021616480965187257 -0.0012007751647353908 -0.0022213801593954389 0.0011628871887896608 0.0011110457893983602 0.00077971423242618988 0.00093148474430986776 -0.0020270394930029731 -0.0001986115789798088 0.0008613914784007554 0.00090893687500182084 0.0012562978177544373 0.00012244796145253659 -0.0020480226435257236 0.00039827337635971378
leaf_weight=2.0754792883526525 1.2962395781651128 2.1888248184113763 1.2131916170765178 1.2907622940838339 0.80974251776933659 4.1624342934228471 0.68905532266944636 2.5103732282295814 7.8853662349283686 2.1724034154321994 0.85099240113049734 0.44209263962693457 2.8359747424838124 1.8127346572000531 6.5373845694120956 3.6619532771292134 2.4563039299100637 1.9547635326161974 2.4309354089200497 12.001715891994538 1.0343365781009195 2.0951541913673282 3.4928147178143254 6.6317603099159887 9.6320407185703498 1.2591331377625445 3.1716305662412196 102.51289373077452 2.3995200595818464 1.2712290864437816
leaf_count=23 79 192 207 89 6 84 7 63 67 65 8 10 100 95 68 189 31 62 31 77 15 21 69 54 58 8 35 1016 54 17
internal_value=9.28341e-05 -0.000690173 -0.000118516 0.000445919 -0.00063792 0.000124531 -0.0012008 0.000138737 0.00015349 0.000118595 -0.00127373 0.000143098 0.000118888 -0.00147227 0.000140582 0.000162057 0.000762785 0.000118075 -0.000835228 0.000158033 -0.00118289 -0.000219241 0.000186185 0.000644931 0.000117104 -0.000548463 8.8997e-05 0.000185915 -0.000661984 -0.00120084
internal_weight=194.779 7.578 5.38918 4.17598 2.1005 187.201 1.98529 185.216 182.706 174.82 3.0234 171.797 167.634 2.25483 165.38 162.544 11.0888 151.455 6.09289 145.362 2.9891 4.55146 142.373 18.6335 123.739 11.5943 8.10151 112.145 4.92988 3.67075
internal_count=2900 517 325 118 95 2383 86 2297 2234 2167 73 2094 2010 105 1905 1805 120 1685 220 1465 77 52 1388 131 1257 183 114 1074 79 71
is_linear=0
shrinkage=0.00200836


Tree=491
num_leaves=31
num_cat=0
split_feature=20 8 20 13 7 15 17 20 22 20 13 16 3 21 20 7 17 10 16 20 20 0 23 16 21 23 3 16 20 20
split_gain=0.265563 0.337522 0.324402 1.48667 1.21217 1.58059 1.00085 0.810801 1.12419 0.534025 0.73241 0.532237 0.942716 0.402279 0.94268 1.53447 0.825691 0.809894 0.988091 1.04041 0.778797 0.883668 0.709604 0.683017 0.853354 0.748967 0.635117 0.694402 0.60006 1.64276
threshold=31.796797363700005 8.2435668022500028 36.514114975300011 113.96105169155001 22.765858321950002 23.304416445750004 181.27812760255003 37.020641110850008 -0.081169999999999992 37.360990606650006 112.36141910395001 19.734953851100002 84.678365734750017 3.2025200283000004 38.703421923500009 23.564264519350004 202.15076634215004 76.919475570250015 22.614947116400003 38.828362408050005 39.211875820650008 93.679323555450011 0.11263500000000003 22.684946952700002 4.592422409250001 0.087725000000000011 79.47351079420001 17.654958715000003 40.166811829450005 40.621691032550004
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 3 4 6 -6 -2 8 -4 10 -9 12 -7 16 15 -15 -11 18 19 -18 21 -16 -17 28 -25 -26 27 -19 -22 -30
right_child=2 -3 7 -5 5 11 -8 9 -10 13 -12 -13 -14 14 20 22 17 26 -20 -21 23 -23 -24 24 25 -27 -28 -29 29 -31
leaf_value=-0.039709286823038412 0.0042497080144471002 0.009648767085896983 -0.046968642403618796 0.030874851288843128 -0.040844714550569421 0.02104231969856634 -0.058836498817627265 -0.0054954579642045188 -0.00022600074978360634 0.007076187780790371 0.041662479719549846 0.02438505209492859 -0.02207359944921496 0.011503951839081414 -0.0096612706929859373 -0.051726892247809388 0.0032703456065962177 -0.016894170291679944 0.016335061505041069 -0.040625075177766985 -0.011386575746536905 0.029053739039105814 -0.0057990291539522136 0.0094342371491400196 -0.0093325926035316975 -0.053153096884641128 0.04107704457385742 0.040089778601141976 0.020043396905480237 -0.0013209519536949905
leaf_weight=0.54108291422380617 0.64330203749704906 0.33255337551236153 1.2994152924511584 2.8257967138197264 0.94738144701113913 1.6560945715755226 0.89260589942568913 0.89776791814074286 1.8596747618867073 24.466956377873434 1.0769452056847511 2.9595683142542839 1.3838831218890844 1.4509066699538373 1.3119429890066379 1.743234070716426 1.1841066954657429 1.2564743357652335 1.0241906046867368 2.4924618951044977 6.8957101717533069 2.6405695148569066 0.70131964981555928 1.1247487021610134 1.146744014695287 1.172956545371562 0.70698211342096318 0.42560584074817587 5.8677397875289889 60.712716360765626
leaf_count=140 36 4 34 39 100 26 12 40 26 430 8 24 27 19 16 53 19 73 16 54 115 36 12 16 18 29 5 5 70 1398
internal_value=0.000267488 -0.0209209 0.000406912 0.00665302 -0.00141574 0.00543758 -0.0324134 -0.000174642 -0.0194525 0.000340154 0.020223 0.012746 0.00141474 2.62767e-06 -0.00138081 -0.0199072 0.00371885 -0.00786729 -0.0171576 -0.0264877 -0.000488438 0.0162032 -0.0385506 -0.00134613 -0.0181269 -0.0314904 0.0104125 -0.00247589 -0.000559469 0.000561889
internal_weight=133.641 0.873636 132.768 11.3086 8.48284 6.94693 1.53591 121.459 3.15909 118.3 1.97471 5.99955 3.03998 116.325 84.7686 3.89546 31.5568 7.08982 4.70076 3.67657 80.8731 3.95251 2.44455 76.9206 3.44445 2.3197 2.38906 1.68208 73.4762 66.5805
internal_count=2900 144 2756 264 225 177 48 2492 60 2432 48 77 53 2384 1782 84 602 172 89 73 1698 52 65 1646 63 47 83 78 1583 1468
is_linear=0
shrinkage=0.0385571


Tree=492
num_leaves=31
num_cat=0
split_feature=16 19 12 17 6 15 6 21 0 4 10 21 2 3 10 21 20 6 2 16 9 12 18 3 7 17 17 9 6 6
split_gain=1.18648 1.42079 1.47563 1.61757 2.35106 1.64615 1.19633 1.33598 1.18617 1.68895 2.72544 1.48296 1.26946 1.38572 1.22817 2.57212 2.01123 2.70693 1.70585 1.40637 1.41804 2.1171 1.6017 2.12192 1.41498 1.13832 2.01665 1.94792 1.42697 1.12604
threshold=18.594956516900002 12.851036860900001 96.350437043050007 191.89151741935004 11.585270688000001 23.900317844600004 14.355335410100002 12.151864830850002 86.530713386650021 248.34582299520005 62.041548276350007 13.811848270300002 183.32965447860002 93.431985407450014 64.434276012450013 11.007427546000001 41.322103772800006 16.435384010100005 215.60007756200005 18.934955721800005 188.53841931785004 93.660658182900008 14.504139642200002 84.968719212850019 23.903127120600004 188.16174763880002 186.34046889365004 198.12670160920004 16.515385879350003 15.545363214900002
decision_type=2 2 2 2 2 2 2 2 2 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 6 5 -5 7 -4 9 25 11 12 -11 -14 16 18 -10 -18 19 -16 -21 -22 24 -24 -23 26 -2 28 -27 -1
right_child=8 2 3 4 -6 -7 -8 -9 14 10 -12 -13 13 -15 15 -17 17 -19 -20 20 21 22 23 -25 -26 27 -28 -29 -30 -31
leaf_value=0.00013943155946210764 0.00039748378260948239 -0.0025997870872328257 -0.0025293102145486734 -0.0013292895114608736 -0.0020804787967985423 0.0011722123948721798 0.0013044172210652499 0.0012525512398940219 0.0015694007964807642 -0.0012351942411107035 -0.0022605847992189167 -0.001572040037661711 0.0017209894332794692 9.505035396942882e-06 0.0012292194460257954 -0.0018226753427802577 0.00080630640361007842 -0.0013329404508116884 -0.0012384209260136701 0.0015180667597459725 -0.0017386710520885399 1.971457377977813e-05 0.0010936432190681944 -0.0019015516612682808 0.0014802669209426954 0.00053591282240348303 -0.0012181126106298914 -0.00070997737384562013 0.0020262836351681735 -0.0022741721362271304
leaf_weight=45.09435251535615 13.160248330095785 1.7150944552850003 1.051421457203104 2.3031284224707615 4.7898629796691239 2.895484903594479 3.4825625118101016 0.80361306807026256 10.603394933044912 2.5255763861350777 3.4980148532195008 2.8355364850722244 3.222874065861105 8.1158565548248571 9.4267008490860444 2.8250361094251266 13.359308870509269 3.6784687191247931 2.9781357804313293 3.5356158409267691 2.9180424902588156 6.9897519908845442 1.8411754798144091 3.0873092226684093 6.0202939473092556 7.9121986432001012 5.2785621583461753 3.5903312629088751 5.1858225017786026 0.96267173992236976
leaf_count=1234 151 44 37 73 139 47 89 11 68 34 72 49 18 117 67 40 78 34 46 24 29 48 10 43 36 52 40 31 24 115
internal_value=0.00013346 -0.000112575 -0.000657325 -0.00043995 -0.000964372 6.39784e-05 0.000541425 -0.000890983 0.000260098 2.05911e-05 -0.000488222 -0.000116976 0.000180615 0.00049597 0.000457097 0.000207872 0.000814347 0.000344441 0.000363764 0.000504855 0.000224914 5.69782e-06 0.000289453 -0.000782612 0.000695573 0.000313155 -6.50203e-05 0.000730997 0.00112599 8.89831e-05
internal_weight=185.686 63.0982 17.0412 15.3261 9.98848 5.19861 5.3376 1.85503 122.588 55.325 20.1979 16.6998 13.8643 11.3387 67.2632 39.6221 27.6412 17.0378 36.797 33.8189 24.3922 20.8566 17.9385 4.92848 13.01 35.1272 18.4388 16.6884 13.098 46.057
internal_count=2900 1789 440 396 259 120 137 48 1111 588 290 218 169 135 523 343 180 112 303 257 190 166 137 53 84 298 191 107 76 1349
is_linear=0
shrinkage=0.00220822


Tree=493
num_leaves=31
num_cat=0
split_feature=16 20 15 15 15 10 22 16 5 12 13 7 21 5 22 4 13 5 10 21 22 6 5 21 7 23 21 23 2 0
split_gain=2.01792 1.64594 1.63635 1.51116 1.73991 1.24111 3.15718 1.72686 1.47739 1.66167 1.98859 1.83886 1.25333 1.57934 1.41963 1.22008 1.77874 1.21303 1.33659 1.21246 1.20232 1.13206 1.04112 0.986597 1.5333 0.973691 1.72115 0.970555 0.937075 0.905019
threshold=18.594956516900002 38.238138001450004 45.49682449725001 28.452330424200003 28.321365561200004 74.986474174450009 -0.18126999999999999 11.934972090850001 7.7286379265000011 207.71672397260002 95.99139754765001 26.113553071150005 7.1768279997000013 16.069922422900003 -0.088514999999999996 371.16724128940001 83.976678162700026 5.2595069053500012 90.740838818900016 0.94945978800000008 0.68694500000000025 9.8952312005000014 24.301614351200005 12.260331702700002 20.627182001100003 0.074640000000000026 20.770927814650005 0.092290000000000025 101.14502893930002 96.249489528150022
decision_type=2 2 2 2 2 2 2 2 2 2 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 6 7 -3 17 10 -10 -11 13 -12 -14 -13 -17 18 25 -8 -21 -5 -4 24 -9 -7 -27 -24 -23 -2
right_child=2 3 22 21 -6 8 19 23 9 11 12 15 14 -15 -16 16 -18 -19 -20 20 -22 28 27 -25 -26 26 -28 -29 -30 -31
leaf_value=-0.00089525912847175767 0.00031765679131235802 -0.0014711871873773279 -0.0016597142055370714 0.00093292460625854241 0.0021057329330235529 0.0014362069714667896 0.00034168118860796116 -0.0014714223959676077 -0.0021464620687963419 0.0013663911293940547 0.00087858665329779921 0.00067425552742965346 0.00026919862531695572 -0.00058628898562474959 -0.002383004477039929 0.0015337053752709534 -0.0021444266834948237 -0.0020569317853389103 -0.0020255425550991029 -0.0021939657898619532 0.00079607594866398053 9.0452097952777068e-05 -0.00070066390379104702 0.001454471223855432 0.00098151248234677811 -0.0020501072112167839 0.0016680200910763772 0.00060564876306800947 -0.0021998851186534173 0.0012053279978913088
leaf_weight=9.2108238871151098 118.56113013089634 1.750711870379744 2.1533111762255421 0.83828358608297904 1.5796978045254935 1.8319574380293482 1.1504272734746326 1.5896808723919091 1.5793245417298774 9.6350446883589047 9.0814287324901688 4.0985281430184832 1.6746235517784955 4.1104075778275719 1.4458631807938207 0.71283036936074529 1.7379385419189928 1.7279429193586109 1.1263308172347022 4.841234803549014 0.57886425964534272 0.93041069619357619 5.1018134027253819 3.4985704962164164 2.5535242119804025 1.1829303817357866 0.80399437248706807 3.8269392231013626 2.623171073384583 4.5866701379418364
leaf_count=431 904 69 30 16 6 17 14 47 89 81 90 62 20 36 30 8 54 124 157 184 6 16 96 30 29 68 6 50 99 31
internal_value=0.00014379 -0.000121301 0.000285774 -7.57429e-06 7.59914e-05 1.94536e-05 -0.000443991 0.000285352 0.000201003 0.000366222 -4.55921e-05 0.000821478 0.00015781 0.00042215 -0.000959687 1.98258e-05 -0.00107461 -0.000642676 -0.000148511 -0.00148658 -0.00187463 -0.00111672 -0.000435908 0.000687771 4.0361e-05 0.000405096 -0.000545595 -0.000140767 -0.00160022 0.000350718
internal_weight=206.124 71.8945 134.23 62.6837 58.2919 56.7122 15.963 9.39249 40.7491 34.076 17.8916 16.1843 16.3123 13.1918 3.12049 6.5493 2.45077 6.67316 4.94521 6.57053 5.4201 4.39187 11.0821 7.64178 4.14321 3.81888 1.98692 8.92875 3.55358 123.148
internal_count=2900 1789 1111 1358 1227 1221 379 175 842 470 265 205 176 126 50 124 62 372 248 204 190 131 176 106 76 91 74 146 115 935
is_linear=0
shrinkage=0.00196078


Tree=494
num_leaves=31
num_cat=0
split_feature=5 15 13 7 0 22 22 6 21 9 9 16 16 2 20 20 17 21 9 0 13 10 23 23 2 5 6 22 22 9
split_gain=1.23895 1.15143 1.89235 1.4545 1.05436 1.24842 1.2426 1.04056 1.26271 1.031 1.07225 0.901168 2.60135 2.18209 1.98157 2.11707 1.26985 2.39795 1.64408 1.99113 1.26319 1.88736 1.23054 1.85034 1.34044 1.27205 1.40242 1.18538 4.00946 1.92269
threshold=11.848158554650002 46.574831689400007 117.61735474900001 23.539316666200005 103.82556453975 -0.22089 -0.16297999999999999 1.8100422913500003 16.589865017350004 40.406378633400003 215.36411506960005 20.394952307700002 19.974953289850003 323.30468295165002 42.178283198950005 43.19689381845 184.59783591905003 5.4279412736500001 188.78154115175002 85.716110573100011 117.38883580790001 62.009286778800011 0.087725000000000011 0.11467000000000002 153.92068653480001 21.324133279950001 16.415383542800004 -0.24103499999999997 -0.59309999999999985 66.290220196950017
decision_type=2 2 2 2 2 2 2 2 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 11 -3 -4 6 -6 -1 -7 9 -9 -11 12 13 27 16 22 17 -13 -18 -20 -17 -22 24 25 -16 -24 -27 28 -2 -29
right_child=1 2 3 -5 5 7 -8 8 -10 10 -12 14 -14 -15 15 20 18 -19 19 -21 21 -23 23 -25 -26 26 -28 29 -30 -31
leaf_value=0.00012576883407604058 0.00063850139897933761 -0.0018087742431984796 -0.001268743191031814 0.0010935542829141583 -0.0021494562178677036 -0.0020937646311012682 -0.0021454395006435647 -0.0012472296314497366 0.0015521646227875437 0.00091925602264990509 -0.0021519642719965417 0.00051186459119063128 -0.0019766223944297887 -0.0014923483821828196 0.00087220834552424764 0.0013613472169105773 0.0013662314024441417 -0.001784612553013949 -0.001098702403635193 0.00059503377702924479 0.00093488272011030412 -0.0010423444357780351 -0.0027562689269947814 0.00062382458549793728 -0.00072102024079885802 4.3186788701699622e-05 -0.0020165288072680767 0.0011626112714097966 -0.0017320128434241866 0.00014594023482748756
leaf_weight=1.542173122637905 6.4572620512917638 3.0900894179940215 1.6539038824848828 2.8586497884243727 1.0715366844669905 0.76955133359297079 2.602270050905644 2.1986389950616267 2.4536916529759765 3.2124593259650287 0.53273617551894847 6.1103723915293795 2.4842478027567259 3.2891214506234965 4.0340948887169414 4.7587628811597806 10.394570875912903 2.6078260727226734 2.9945029169321051 40.864565756171942 4.3475070409476757 3.5053785759955645 2.2154285460710508 2.1635145898908377 4.4801817322149873 2.7605022341012955 2.5621924744918942 8.6223942399956268 5.1602153368294221 56.309311321005225
leaf_count=34 72 76 38 18 116 125 157 153 23 130 39 47 31 85 24 27 51 22 40 252 39 30 26 20 44 18 31 79 178 875
internal_value=0.000119584 0.000163947 -0.000599997 0.000227745 -0.000447093 -0.000101724 -0.00130031 0.000137635 0.000342121 -0.000157401 0.00048239 0.000196924 4.38369e-05 0.000106705 0.00033128 -8.52155e-05 0.000535173 -0.000175068 0.000649304 0.000479393 0.000546235 5.22862e-05 -0.000522395 -0.00101057 3.38572e-05 -0.00147966 -0.000948301 0.000175413 -0.000414426 0.000280946
internal_weight=198.108 183.725 7.60264 4.51255 14.3831 10.2386 4.14444 9.16708 8.39753 5.94383 3.7452 176.122 82.3226 79.8383 93.7994 30.8276 62.9718 8.7182 54.2536 43.8591 12.6116 7.85289 18.2159 9.70164 8.51428 7.53812 5.32269 76.5492 11.6175 64.9317
internal_count=2900 2123 132 56 777 586 191 470 345 322 169 1991 1320 1289 671 259 412 69 343 292 96 69 163 95 68 75 49 1204 250 954
is_linear=0
shrinkage=0.00200494


Tree=495
num_leaves=31
num_cat=0
split_feature=6 6 10 3 22 0 6 5 20 6 5 13 16 18 15 20 20 16 22 6 23 21 10 21 22 10 0 19 4 22
split_gain=1.4289 2.74735 1.4906 2.27734 1.79921 1.49908 1.52217 3.21831 3.25353 2.25169 2.42221 1.80069 3.05207 2.60624 2.26146 1.50461 2.74971 2.67604 1.5815 1.5253 1.44986 1.41206 1.42794 1.39349 1.33733 1.31406 1.51693 1.55514 1.28195 2.23097
threshold=13.665319288000001 13.775321858200002 70.182199495350019 84.968719212850019 -0.14581999999999998 86.530713386650021 16.455384477450004 22.443872254700004 40.823855932350007 16.245379570700006 22.782602051550004 114.01213239605002 19.974953289850003 13.849588037450003 30.046989284200006 42.131954243650007 43.45354240915001 21.979948601300006 -0.071129999999999985 16.485385178400005 0.094625000000000029 6.9984086918000008 62.009286778800011 3.6073978218000007 -0.11420499999999999 78.220689305400015 97.671683879200017 13.351077205700003 248.34582299520005 -0.01762
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=25 -2 5 4 -4 15 9 8 -8 10 11 12 14 -14 -7 17 18 -3 19 24 -6 22 -18 -22 -17 26 -1 -28 -19 -30
right_child=1 2 3 -5 20 6 7 -9 -10 -11 -12 -13 13 -15 -16 16 21 28 -20 -21 23 -23 -24 -25 -26 -27 27 -29 29 -31
leaf_value=-0.00014034998674558496 0.0015843400220194221 -0.0013971072246781477 -0.0016645446119374224 -0.0016356301327010443 0.00043003365845073813 0.0012361559414140084 0.00013355015282465342 0.0013848287748334008 -0.0025670207715277108 0.0011766408855072971 -0.0013019189721605194 0.0010851279070932681 0.00017310083029192658 -0.0021491705959989066 -0.0002838347525596658 0.00035722010101063231 0.0015505663758977966 0.00070521471103336219 -0.0019650778161233035 0.00031916571267594088 0.00023477150898241233 -0.00030171255036862116 -0.00031404989379976451 -0.0021967235864933541 -0.0018889760078591982 9.3699288990372308e-05 -0.0017780039976013056 0.0001374978905991504 -0.00066658068858258749 0.0010865245293052777
leaf_weight=12.212165729142727 4.9439857900142661 3.0854076705873004 2.1247226302512052 3.7003337384667239 14.418478888459505 8.8418550840578991 3.8384816348552686 2.9693656340241432 2.6984786838293076 15.574415899813173 3.004171742592006 11.047874167561529 3.7808780781924716 3.1437963768839836 5.7296069841831914 1.3143127420917142 4.2693484470946697 21.87629608809948 3.7778077208204222 4.1723970712628216 1.7238096259534352 7.1317261678632349 2.2159276155289263 1.6276517519727347 3.3187004460487506 27.158586723729968 5.2135531755629918 2.1166192088276148 7.6013917662203312 3.9017681982368213
leaf_count=248 34 170 30 82 134 54 24 17 30 82 32 65 22 36 41 13 47 129 97 55 23 113 28 36 52 902 158 26 91 29
internal_value=0.000113822 0.000202495 0.000155985 -0.000278001 -2.54874e-05 0.000239038 0.000450311 -0.000242192 -0.000981254 0.000579083 0.00031728 0.00046675 0.000148937 -0.000881208 0.000638484 3.46299e-05 -0.00030989 0.000282169 -0.000945024 -0.000507388 0.000170492 0.000277026 0.000913453 -0.000946095 -0.00125177 -0.00017447 -0.000547154 -0.00122489 0.000437392 -7.19432e-05
internal_weight=198.534 151.833 146.889 23.595 19.8947 123.294 60.6289 9.50633 6.53696 51.1226 35.5482 32.544 21.4961 6.92467 14.5715 62.6651 26.2002 36.4649 12.5832 8.80541 17.7699 13.617 6.48528 3.35146 4.63301 46.7009 19.5423 7.33017 33.3795 11.5032
internal_count=2900 1566 1532 305 223 1227 403 71 54 332 250 218 153 58 95 824 405 419 217 120 193 188 75 59 65 1334 432 184 249 120
is_linear=0
shrinkage=0.00188464


Tree=496
num_leaves=31
num_cat=0
split_feature=20 20 21 21 3 7 15 23 7 20 18 18 17 9 22 7 6 3 2 12 10 0 10 16 13 19 6 0 15 19
split_gain=0.276301 0.545542 0.542832 0.656181 0.463856 0.754827 0.450558 0.436487 0.417826 0.870677 0.548183 1.27982 0.799709 0.864074 1.1422 0.514112 0.806227 0.981344 0.62242 1.67218 1.30528 1.19856 2.58275 0.67378 0.588934 0.796573 1.22801 1.70927 1.10809 1.34855
threshold=49.275256100300005 48.680511450650009 20.770927814650005 3.4240268213500005 103.44111502715002 17.605734992150001 22.863620006050002 -0.17732499999999998 20.234873028950002 44.710446918150005 12.903279561150002 12.868666868750003 177.48499193625003 195.51131808980003 -0.072569999999999982 22.726915405250001 16.525386113000007 93.915907870950022 82.092636011950006 114.00770670190001 61.998532946250002 89.665455566700004 68.579878449600017 11.934972090850001 98.238948544700023 12.250988447150002 12.380289263450001 98.327667663000014 23.900317844600004 12.851036860900001
decision_type=2 2 2 2 2 2 2 2 2 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 8 -6 -3 -5 9 -1 11 12 -10 14 -14 16 17 18 -12 -20 -21 -22 -23 -24 -17 26 -26 -28 29 -27
right_child=2 6 -4 7 5 -7 -8 -9 10 -11 15 -13 13 -15 -16 24 -18 -19 19 20 21 22 23 -25 25 28 27 -29 -30 -31
leaf_value=0.0266306125590587 0.022479167942821253 -0.0028083762257453551 0.017843751199141528 -0.0033512012073813034 0.017469897466735721 -0.02824870371964136 0.024133145871888244 -0.03779678680688725 -0.02805965778412179 -0.017098400056426571 0.020057497534096587 -0.040287344430732938 -0.028032446317051596 0.022109836203360968 0.012319263186360343 -0.0097997384910743796 0.017823787003308004 -0.020991114457465099 -0.054067961085938615 -0.033698962206551594 0.024340933706398914 -0.042899824587438108 -0.011754372919240898 0.02678588383667636 0.02754138827698329 -0.0028761425212404531 0.019691666892431493 -0.038899152423675358 0.0010003173329694338 -0.03510650327099097
leaf_weight=2.0107419083942655 0.4262701985426246 1.2138549515511834 0.69508433481678356 0.70816029666457403 0.63147743529407252 1.6535267065919468 2.2256323075853288 1.358518262728466 1.2528149745194221 0.80754549265839148 2.8574160411953953 1.3511730675818396 1.712655057141091 1.9996854728087781 1.8426812980324037 7.4642423646582747 5.3895872618304557 2.0658320351503781 0.64725708612240751 0.97765733418054779 3.8031927812844497 1.3916595934424547 0.79290767869679291 2.0790454420493916 3.3193647810257962 5.0578637709841123 1.4842486055567863 1.0947510537225751 75.494158023619093 2.4328424031846225
leaf_count=50 10 31 18 27 36 185 25 164 50 26 22 20 24 23 16 642 57 59 13 11 42 40 38 38 40 72 15 34 986 86
internal_value=0.000394369 0.000642337 -0.00995463 -0.0177054 0.000271288 -0.015614 0.014625 -0.0259938 0.00055636 0.0141006 0.000249788 -0.00866348 -0.002387 0.00340292 -0.00711872 0.000874818 0.0060641 0.00172746 0.00546738 0.00116577 0.00511851 0.009823 -0.00312716 0.0161454 -0.00020263 0.000603317 0.0132346 -0.00517936 -0.000294483 -0.013344
internal_weight=136.242 133.054 3.18803 2.49295 129.614 2.285 3.43949 2.06668 127.329 2.81829 124.511 8.15901 6.80784 5.55502 3.55534 116.352 20.0046 14.615 12.5491 9.69172 9.04446 8.06681 4.26361 2.87195 96.3475 88.8832 5.89836 2.579 82.9849 7.49071
internal_count=2900 2681 219 201 2625 221 56 191 2404 76 2328 133 113 63 40 2195 320 263 204 182 169 158 116 76 1875 1233 89 49 1144 158
is_linear=0
shrinkage=0.0355722


Tree=497
num_leaves=31
num_cat=0
split_feature=15 5 23 17 17 16 16 15 16 23 6 7 6 22 16 23 17 13 0 17 13 13 16 23 0 6 22 16 8 18
split_gain=0.265553 0.734858 0.61264 0.554757 0.742548 0.531739 0.42702 0.326863 1.03124 1.42422 0.652254 1.40843 1.2698 0.978811 1.5505 1.42247 1.0397 1.01792 1.03002 0.898106 0.890346 1.01878 1.6867 0.992797 0.943394 0.858809 1.41528 0.949704 1.05585 0.973646
threshold=45.49682449725001 24.301614351200005 0.090390000000000012 198.29010168345002 192.00356210945003 22.614947116400003 22.694946929300002 42.670190152050004 22.624947093000003 0.09642000000000002 16.455384477450004 23.147601011700004 16.565387047600002 -0.085249999999999992 21.534949641950003 0.083415000000000031 179.3150319858 117.57433941890001 86.232294534150014 188.16174763880002 117.68187774410002 112.82921081865001 19.974953289850003 0.25847000000000003 86.001087134900004 15.785368822600002 -0.083135000000000001 20.854951232050002 8.543332867800002 13.482409244300003
decision_type=2 2 2 2 2 2 2 2 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 -3 -4 -7 10 9 -9 20 13 -13 14 16 17 -12 18 -15 -16 21 22 23 -1 -23 26 -26 -27 29 -29
right_child=1 2 5 -5 -6 6 -8 8 -10 -11 11 12 -14 15 19 -17 -18 -19 -20 -21 -22 24 -24 -25 25 27 -28 28 -30 -31
leaf_value=0.0012356189280894637 -0.03018397417126463 -0.02862052851101456 0.027260234487567054 -0.03942173099776132 0.013315228204416656 -0.020633522204849909 0.016155378377526709 -0.027237438944707142 0.016153958925167741 0.014807073569900981 -0.0029782635475073108 -0.035720813801423022 -0.0016046725422874083 -0.045946357973874155 0.0010629390489856404 -0.017586332123193861 -0.049716498095534127 0.026001129940040175 0.03740439611640807 0.025750213590358964 -0.032136757737770277 -0.0072322548635515953 -0.02862396277038895 -0.038848168258986238 -0.021378717178273898 0.032109812509586118 0.012099850261314944 0.02890475408290831 -0.0078254410308235406 0.0070680862958554568
leaf_weight=56.964226792682894 1.3260619984939683 0.8920056151691832 1.32722853589803 0.72138048452325154 1.3271805465919895 0.84007390792248748 0.75857693876605481 2.1112695576157403 6.060778716346249 1.965557813644409 3.5371663576806931 3.0960565693676463 2.4844246152788401 0.6006355252611687 3.1234640255570412 6.9243835249217227 0.72449530323501665 2.0147764137946069 0.27220635116100311 4.6091144233942032 0.9736272431910028 4.5535303536453311 2.5918592258822164 0.79152487299506802 2.5194344334304333 3.2149374000728157 4.3496537050232318 4.3320950716733915 3.0429215766489497 6.3775585666298866
leaf_count=1753 30 42 19 21 21 31 12 39 64 18 161 43 35 78 28 103 15 21 2 35 10 47 43 38 22 29 42 29 24 45
internal_value=0.000357517 -0.00628708 -0.000885383 -0.0123432 -0.00354092 0.01063 -0.0031768 0.000733129 0.00685607 -0.00696655 0.000203044 -0.00459828 -0.0205323 -0.000520566 0.00629067 -0.00884665 -0.0109239 0.0121107 -0.0199524 0.0157781 0.00166877 0.00203969 -0.000572558 0.000686283 0.00759242 0.0104244 -0.000179371 0.0147172 0.0106513 0.0159011
internal_weight=134.428 7.19251 5.86645 2.94057 2.21919 2.92588 1.59865 127.236 10.1376 4.07683 117.098 27.3867 5.58048 21.8062 11.9942 9.812 4.26166 2.88762 0.872842 7.73258 89.7114 88.7377 60.3476 57.7558 28.3901 23.8366 6.86909 16.9675 13.7526 10.7097
internal_count=2900 176 146 84 63 62 43 2724 121 57 2603 521 78 443 239 204 176 101 80 63 2082 2072 1834 1791 238 191 64 127 98 74
is_linear=0
shrinkage=0.0355447


Tree=498
num_leaves=31
num_cat=0
split_feature=5 21 22 22 22 23 2 17 12 15 5 15 20 22 16 6 20 10 3 18 4 23 15 3 20 22 8 13 0 23
split_gain=1.11073 1.35608 0.92188 1.305 0.882111 3.399 1.7519 1.4485 2.13615 1.09457 1.63766 1.08177 0.997412 1.27259 1.82271 2.07887 1.59379 2.41286 1.83046 2.67443 2.02839 2.1241 2.39062 2.0186 1.75953 1.53348 1.98687 1.86189 3.63022 1.8607
threshold=7.7286379265000011 12.953111773950001 -0.156745 0.68694500000000025 -0.24103499999999997 0.088105000000000017 127.00089009170001 195.76335783930003 200.03640368750004 46.810838056050009 25.763052016400003 51.067537391750008 49.275256100300005 -0.11600999999999999 12.644970430600003 6.5601532769500013 41.621607100200002 80.288113607700012 81.871615446550024 14.752187928300001 312.59262463035003 0.12424000000000003 39.104631750950013 93.206154924500012 44.215931556700006 -0.062629999999999991 8.9430209551500024 113.96105169155001 92.313586825200005 0.10970500000000002
decision_type=2 2 2 2 2 2 2 2 2 2 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 -7 -9 12 -11 -12 13 -6 15 -15 25 18 -18 20 21 22 24 -24 -20 29 27 28 -27 -16
right_child=4 2 3 -5 9 7 -8 8 -10 10 11 -13 -14 14 16 -17 17 -19 19 -21 -22 -23 23 -25 -26 26 -28 -29 -30 -31
leaf_value=-0.0015481895920695446 0.00023022566781408279 0.0009855033210004519 -0.0019513568305340749 0.0012457087157569879 0.00055144137967391889 0.00070830696830459733 -0.0017129444573598198 -0.0020167345130878548 0.00053230862458477864 -0.001716518861971682 0.0013976044067226308 -0.0010075988043257733 -0.0010609856155601551 0.0013897112300746265 0.00017764860251712954 -0.0019765734915174254 -0.0017837200549979458 0.001246290619113613 -0.0011018202428093929 0.0010298124855479399 -0.0013365385737905428 0.0013383626752726389 0.0014558499211717946 -0.00016161739816344118 0.00054132211939300157 -0.0012866527848778109 -0.00092462827244716816 0.0011124459831872845 0.00061735960702632747 -0.0012617961615020267
leaf_weight=3.0558875185088246 2.1751640809234249 1.9668841377133506 1.229506151168607 0.67527812719345082 31.025055771926418 9.9973423836054263 5.8278535469435155 1.9433437918778498 2.6567764470819384 2.5551451249048105 1.4873152277432384 1.1184730844106523 2.1162950654979786 0.81899946846533511 23.517770722042773 2.6619083344121464 2.3987193442881098 4.2307422310113898 12.005423707887536 5.8980484670028082 5.5794281205162397 3.0478145945817223 3.6430280283093444 9.5115710222162289 2.7309913286007932 4.0072754195425686 2.9608089751563957 17.307261392707005 23.272874072194099 3.5253891171887508
leaf_count=390 44 40 80 7 375 98 189 34 41 59 12 37 59 17 233 173 56 36 186 66 69 19 18 91 29 50 34 115 193 50
internal_value=9.85547e-05 -0.000628032 9.82433e-05 -0.000817943 0.000125326 -0.000217066 -0.0011848 0.000313493 -0.000544547 0.000172105 -0.000665432 0.000365228 0.000199076 0.000215939 0.000134054 -0.00118454 0.000171178 -8.75319e-05 -0.000213451 -0.000124649 -0.000311106 -0.000126182 -0.000286221 0.000286323 -0.000797309 0.000341287 0.000541082 0.000638412 0.000337673 -9.9997e-06
internal_weight=194.948 6.92756 3.87167 1.90478 188.021 22.6005 8.00302 14.5975 4.60012 165.42 5.16093 2.60579 160.259 158.143 127.118 3.48091 123.637 49.0458 44.815 42.4163 36.5183 30.9388 27.891 13.1546 14.7364 74.5914 47.5482 44.5874 27.2801 27.0432
internal_count=2900 517 127 87 2383 406 233 173 75 1977 108 49 1869 1810 1435 190 1245 570 534 478 412 343 324 109 215 675 392 358 243 283
is_linear=0
shrinkage=0.00184769


Tree=499
num_leaves=31
num_cat=0
split_feature=5 21 5 20 20 23 20 12 21 23 21 22 2 5 22 16 5 16 13 23 9 5 20 23 14 17 15 22 23 22
split_gain=1.20142 1.3625 1.19697 0.85688 1.17626 1.53558 1.09088 1.09348 0.893525 0.831588 1.35211 0.78689 2.08524 1.12025 1.52328 1.78096 1.42348 1.31504 1.30381 1.53142 1.59419 1.31032 1.46279 1.08476 1.84886 1.42325 1.62979 1.17707 1.01575 1.01373
threshold=7.7286379265000011 8.8712712239000009 5.2595069053500012 49.275256100300005 48.852845034800005 -0.27223499999999995 40.380906245900007 151.63308792200004 5.2269517379000012 0.074640000000000026 20.770927814650005 -0.25167499999999993 199.66651340635002 23.721757872050002 -0.14228499999999997 12.644970430600003 23.524801812050004 9.5499776680000021 117.67112391160002 -0.12059499999999999 199.02473417820002 25.763052016400003 41.621607100200002 0.10790500000000001 265.18628049300008 195.76335783930003 34.098324821200009 -0.58892999999999995 0.092290000000000025 -0.062629999999999991
decision_type=2 2 2 2 2 2 2 2 2 2 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 5 6 7 -2 -5 -3 -11 12 23 14 -13 17 29 -16 19 -15 -21 22 -22 24 25 26 27 -7 -14 -17
right_child=3 2 -4 8 -6 11 -8 -9 -10 10 -12 13 28 18 15 16 -18 -19 -20 20 21 -23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.0022083009785030779 -0.0015445698118959161 0.0014454560592811639 -0.0022253160621177621 0.00099859691277619667 0.0013501371625085524 0.00029365323243899736 -0.0024237198012776401 0.0013809199770140378 -0.0017949815716894061 -0.0022070817532465386 0.0015119146587883323 0.00092465624723673721 -0.0024259191983324806 0.00071518105033462932 0.00070096990252204578 2.758141457059139e-05 0.0018089696691780174 -0.0022887463875564716 0.00047054366356460379 -0.0020423177390982879 0.00022199082152767473 0.0012535432788400821 -0.0025824390390527959 0.0011432157885678739 0.00096449481313696389 -0.0024041762997253405 0.0017481479075491043 -0.0021670729550072611 7.0581741564552272e-05 0.0004332373883258713
leaf_weight=2.0654394751472855 1.262380157830193 1.8485521774273368 0.9755007856292649 0.71334846038371269 3.7928452799096695 1.6650252710096536 1.745840768329799 1.082911029923707 1.9508526194840667 1.0256810435093937 0.78914843872189511 15.618411517003549 2.5502053617965426 2.7890597588266273 0.96935918997041826 58.65410404861904 2.6389077338390043 2.1821984916459769 7.1917456751689306 4.3179659649031219 1.8844262640923264 1.6981972912326453 1.5435856438707558 3.5564312827773383 3.8669689795933664 1.9900743737816808 1.3375290362164376 1.897563845035622 1.049518368206918 53.960344757884748
leaf_count=312 35 28 70 7 32 17 79 24 59 99 8 181 80 62 43 563 19 140 90 187 14 19 35 34 49 33 10 59 18 494
internal_value=0.000122712 -0.000765259 -0.000122752 0.000155438 0.00017331 0.00014787 -0.00114537 -0.000193759 -0.00104699 0.000437127 -0.000589938 0.000178745 -0.000244878 0.000228199 0.000297678 0.000214975 0.000258293 -0.00136917 -0.000251175 -0.000675463 -0.00108615 -0.000280739 -0.0010408 0.00012058 -0.000217515 -0.000880891 -0.000262243 -0.00101702 -0.00169805 0.000221956
internal_weight=188.614 6.70432 4.63888 181.91 179.246 175.453 4.09113 2.34529 2.6642 3.66338 1.81483 171.362 17.9133 153.448 134.023 118.405 115.253 3.15156 19.425 12.2332 9.44418 5.12621 3.42801 14.3136 10.7572 6.89019 4.90012 3.56259 3.59972 112.614
internal_count=2900 517 205 2383 2317 2285 138 59 66 135 107 2147 300 1847 1440 1259 1076 183 407 317 255 68 49 202 168 119 86 76 98 1057
is_linear=0
shrinkage=0.00213593


Tree=500
num_leaves=31
num_cat=0
split_feature=9 22 5 21 9 22 22 22 13 12 18 6 6 21 0 6 17 17 16 19 19 23 18 0 6 18 21 5 21 12
split_gain=0.273304 0.516431 0.472822 0.679259 0.332171 0.999957 0.76471 0.805478 0.536935 0.675526 0.666954 0.80694 1.58787 1.04039 0.858807 0.693514 1.08745 0.825486 0.680274 0.6721 0.909316 0.671001 0.629266 1.24505 1.12458 0.771314 0.698679 1.19955 1.00722 0.963137
threshold=37.256168974800005 -0.156745 2.7861270712500006 2.7327447008500005 53.944017839150007 0.049615000000000013 -0.24103499999999997 -0.61225999999999992 95.870416931800023 225.59153217100001 17.108018746400003 13.665319288000001 13.775321858200002 13.996357022800002 97.835679825150024 12.26528657645 199.41622983390002 205.10400128480003 18.844955932300003 12.150980378200002 13.351077205700003 0.11467000000000002 15.312071772700003 96.249489528150022 14.185331438000002 15.379439136400002 2.6263314141000005 17.369804050850004 5.7087410616000005 132.42929831470002
decision_type=2 2 2 2 2 2 2 2 2 2 2 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 -6 11 13 -13 15 22 17 -17 -10 21 -12 -21 -18 24 25 -14 -24 -26 -28 -29 -30
right_child=4 -3 3 -5 8 -7 -8 -9 10 -11 19 12 14 -15 -16 16 18 -19 -20 20 -22 -23 23 -25 26 -27 27 28 29 -31
leaf_value=0.023700387166609268 0.032389927405498634 -0.025357219856335052 0.019837871892268193 -0.038318259451349833 -0.037927684555552704 -0.024534622043136632 0.02389968615570226 -0.039013806258167444 0.007683861055239923 -0.0033665528580515891 0.030117450468605644 0.027636767654169534 -0.022302026769082592 -0.03980252792600155 -0.028827435804264279 -0.036842153651290774 -0.038537135964536694 -0.023692258420737029 0.026171596603078714 -0.023004126345332124 0.020803816616822127 0.011754858453306174 0.020847503786499966 0.028360938494639082 0.0055173205345993084 -0.025927293558222694 -0.033324336970114277 -0.0074481498868954939 0.010621330644920088 -0.0010473213260408021
leaf_weight=0.81735512870363924 0.32310411205980927 1.5276624154430454 0.46814199420623459 0.60196467977948487 1.0517128514184144 0.94182666696724471 3.6230858183989758 0.57723288357374247 5.8351405982393754 2.5145297858980484 1.9859869517385949 2.8988471385091534 2.8297120546922079 1.2529979366809119 1.2962464520242054 1.915107609471306 0.74685069965198658 1.3547491189092395 0.83649208210408676 1.0890643037855627 1.4464132445864377 0.65113468281924725 0.73142398148775001 2.951217595487833 29.136550233350135 1.2561268960125742 1.4930645893327881 18.947798185166903 13.420248087059006 30.029936987702968
leaf_count=65 6 249 29 53 173 91 84 47 131 140 24 33 44 45 32 72 34 45 10 27 22 10 5 29 425 42 20 297 140 476
internal_value=0.00040756 -0.00970534 0.00296289 -0.0128766 0.000670925 0.0094101 0.0164778 -0.0133891 0.000290872 -0.0135589 0.000695374 0.000170584 0.00120946 -0.00849118 0.000459075 -0.00503132 -0.016819 0.00177184 0.000342291 0.0143429 0.00198698 -0.0151128 0.000835703 0.0134405 0.000186275 -0.00871404 0.000870324 -0.00124887 -0.000481364 0.00255672
internal_weight=134.552 3.41512 1.88746 1.07011 131.137 5.46525 4.52342 0.900337 125.671 3.56624 122.105 117.584 104.991 12.5925 102.092 11.3395 4.14959 7.18989 2.23448 4.52146 2.53548 1.39799 100.796 4.93877 95.8573 1.98755 93.0276 63.891 62.398 43.4502
internal_count=2900 396 147 82 2504 228 137 53 2276 313 1963 1890 1543 347 1510 302 126 176 54 73 49 44 1478 76 1402 47 1358 933 913 616
is_linear=0
shrinkage=0.0362108


Tree=501
num_leaves=31
num_cat=0
split_feature=13 3 17 16 5 7 10 13 16 22 20 15 8 19 19 9 6 13 15 15 3 20 20 22 15 23 23 19 22 20
split_gain=1.34467 2.08309 2.82699 1.87716 1.82526 1.50727 3.08139 1.91487 1.89122 1.84988 2.67008 2.04302 1.52631 1.48265 1.31128 1.29087 1.28745 1.25614 1.25701 2.10215 1.2495 1.13516 1.72694 1.37865 1.51941 2.34013 2.73855 2.03216 2.00276 1.24321
threshold=109.41218053485001 84.146051024900018 191.19232825540004 18.714956236300004 23.721757872050002 24.052187734100006 75.28220456885002 98.238948544700023 9.6249774926000011 0.06041500000000001 39.893178577750007 18.978014882100002 7.1444245619500011 11.550931964450003 9.4507625164000029 226.28914430085004 7.305170684150001 104.02719889955002 20.609775022200004 24.200063469100005 83.511574906150017 40.621691032550004 41.134354310300004 -0.13978499999999996 38.842471172100005 0.12424000000000003 0.087605000000000016 14.451165964200003 -0.091779999999999987 40.337496327150006
decision_type=2 2 2 2 2 2 2 2 2 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 16 5 21 -1 20 8 14 10 11 -9 13 -10 -8 -6 -3 18 -12 -20 -7 29 -23 -24 25 26 28 -28 -25 -2
right_child=4 2 -4 -5 15 6 7 9 12 -11 17 -13 -14 -15 -16 -17 -18 -19 19 -21 -22 22 23 24 -26 -27 27 -29 -30 -31
leaf_value=0.00060294581332373 0.00048970574679354519 -0.0020935936883506373 -0.0016321042154849186 0.0013040750666424199 -0.00033172549755205967 -0.0022328899768602338 -0.0020531528623382259 0.0011502481698968238 -0.0020380736558486857 0.0013321874695267665 0.0010183830718547 -0.0021511284675341121 -0.0021034930429689766 0.00017350837543827496 0.00075075779847091732 0.0015417374031996877 0.00010237023051991529 0.0016002213047949143 -0.0014726465626469219 0.00067144217934706645 -0.00021860621521357075 -0.00090649062953228549 0.0011207259682419917 0.0014219014924207035 0.00050404337729356057 0.0014495815240207495 -0.002464309916137818 -0.00038090488676336255 -0.00044594871880034042 0.0015881007760986264
leaf_weight=11.983957249554804 38.054982412606478 1.080058589112016 6.7473937675822517 4.4204274569638065 23.208841440267864 3.4328213373664758 0.71182404446881165 0.90982824494131564 1.565290896280201 5.5583448496181509 3.9607355464249832 2.9025289192795753 3.3341827429831028 3.9393554600537755 4.5952133915270679 1.4436442553997029 11.400793083477764 2.8172594271600238 3.2122864481061697 3.56533058360219 1.7024030545726416 4.9298939779400817 6.3746679900214067 3.1348727568984049 22.115843829698861 2.6318965200334778 3.468478785827755 3.4519337769597769 6.5610672440379894 4.2312907129526129
leaf_count=169 257 57 167 32 487 80 156 9 121 51 31 83 149 137 145 11 234 16 49 36 26 36 40 20 145 15 35 28 52 26
internal_value=0.000116065 -8.05826e-05 -0.000629623 9.95363e-05 0.000244043 1.28117e-06 -0.00016955 2.3765e-05 -0.00053243 0.000366946 5.80351e-05 -0.00136325 -0.00107708 -0.000455373 0.000374674 -0.000222016 -8.76624e-05 0.000457754 0.000158022 -0.00034476 -0.00156513 0.000365043 0.000176712 0.000288572 0.000160328 -0.000234595 -0.000501355 -0.0014251 0.000157961 0.000599614
internal_weight=197.447 77.84 19.2282 58.6118 119.607 54.1914 42.2074 37.0722 14.1459 22.9263 17.368 3.81236 8.83883 5.50465 5.30704 24.6525 12.4809 13.5556 10.7384 6.77762 5.13522 94.9549 52.6687 47.7388 41.3641 19.2482 16.6164 6.92041 9.69594 42.2863
internal_count=2900 1748 458 1290 1152 1258 1089 983 708 275 224 92 407 258 301 498 291 132 116 85 106 654 371 335 295 150 135 63 72 283
is_linear=0
shrinkage=0.00192234


Tree=502
num_leaves=31
num_cat=0
split_feature=15 21 15 6 6 18 22 2 20 18 6 22 16 6 20 22 10 6 18 18 6 0 0 20 3 22 15 10 0 22
split_gain=0.256035 1.10642 0.552738 0.63919 0.757174 0.808781 0.292939 1.06335 0.73507 1.42775 1.0188 0.667239 1.19231 1.04907 0.764292 0.944892 0.742405 0.824784 1.55617 0.801801 1.18548 1.1592 1.22115 1.02145 1.17215 1.10264 1.21699 1.85003 1.61138 1.33304
threshold=11.896459116400001 17.123843457500005 12.389956812050002 4.9151148409000003 2.7550643716500001 16.118666550000004 -0.25167499999999993 199.66651340635002 39.852039223600009 13.512826932300003 12.915301763950003 -0.16297999999999999 12.644970430600003 16.485385178400005 44.269496632500008 -0.23771499999999998 80.288113607700012 13.075305502400001 17.327266398450003 15.287416123250003 14.185331438000002 96.249489528150022 97.900202820250016 39.420767558750008 82.866344954800013 0.13860000000000003 28.777417478550003 66.697957758300021 90.337570099350003 -0.088099999999999998
decision_type=2 2 2 2 2 2 2 2 2 2 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 -4 7 8 9 -5 -11 13 -13 14 -8 -16 17 18 -14 20 -19 -21 -23 -22 -25 26 -26 28 29 -28
right_child=2 -3 3 6 -6 -7 11 -9 -10 10 -12 12 16 -15 15 -17 -18 19 -20 21 23 22 -24 24 25 -27 27 -29 -30 -31
leaf_value=-0.037109952107712375 0.023043833597929664 0.01450847880594038 0.035588049358720189 0.017735711611620807 -0.036332704840205281 -0.036086541023426906 0.024006546670136585 -0.027904117198156744 0.0081501777571897169 0.0085126385155060019 -0.040300235007127996 -0.030517871466635656 -0.020227125494588476 -0.010563402526323063 -0.026992297133749159 0.013307563730833924 0.014407285377474443 -0.022954834751111104 0.020862748275851703 -0.014430884761113783 0.0073196979629405762 0.030687151612168062 -0.00021486236666971994 -0.046979720470165146 0.018569018993047394 -0.019074409934020663 -0.010611940702926509 -0.027762610596871438 0.028284905369658803 0.0028574611644293047
leaf_weight=1.0653782633744406 1.3592849080450822 1.0158371713478116 0.49914445268223007 1.3806557903299088 1.2599272619409019 0.32586062901827972 5.1032996526919288 2.0343513313564463 5.8911290822434239 0.74374969105701927 1.9118644987465812 1.5460433118860226 5.5038655740208915 2.5867114829597986 0.97435668564867173 2.8883490827865907 4.7818745297845444 2.7315189475193611 1.4604963548481462 1.719489504583178 21.652240268653259 3.9528183955699205 2.6919597485102713 0.70651687635108729 4.1701817869616198 3.9892275624442837 13.06241911277173 3.1093409443274131 2.463196385651826 31.12815044732999
leaf_count=281 36 22 11 23 219 65 86 97 107 26 47 156 168 109 52 43 83 59 18 43 261 43 48 9 121 63 154 80 23 347
internal_value=0.000399925 -0.0119151 0.000594642 0.000360397 -0.019076 0.00727801 0.000676533 -0.0045966 0.000179639 -0.0114537 -0.0266294 0.00121925 0.000328455 0.00929001 0.0150178 0.00314204 0.000790908 0.000128809 -0.0116102 0.0010235 -2.87176e-05 0.0114665 0.018168 0.000751329 -0.00167443 -0.00112181 0.000206068 -0.00133276 0.000428714 -0.001124
internal_weight=133.709 2.08122 131.628 130.269 2.08493 0.825005 128.184 11.9618 9.9274 4.03627 2.65561 116.222 104.669 11.5527 8.96601 3.86271 103.123 98.3414 6.96436 91.3771 83.0128 8.36427 6.64478 80.2813 58.629 57.9225 53.9333 49.7631 46.6538 44.1906
internal_count=2900 303 2597 2561 295 76 2266 300 203 96 73 1966 1676 290 181 95 1520 1437 186 1251 1117 134 91 1058 797 788 725 604 524 501
is_linear=0
shrinkage=0.0353875


Tree=503
num_leaves=31
num_cat=0
split_feature=8 15 10 23 15 5 5 5 2 6 18 3 6 6 10 21 22 3 0 13 0 7 5 3 7 21 14 12 4 16
split_gain=1.33119 0.98808 1.36136 1.17797 0.960385 0.895951 1.33848 1.07873 1.50796 1.48778 1.70084 1.3207 1.22227 1.18325 1.3896 1.42641 1.10499 1.51983 1.04586 1.02065 2.54993 2.92243 2.74018 2.00456 1.54628 1.75792 2.81005 2.18928 2.44265 1.92319
threshold=1.7486353823000003 17.991885019200001 90.988176966900014 0.091975000000000015 11.896459116400001 23.606333875400001 23.524801812050004 25.763052016400003 347.55895130095001 16.395383075500003 13.278511569200001 93.249170254600017 16.505385645700006 15.710367070250003 61.767325547050007 12.567475366050003 -0.013805 108.42013948475001 67.04476885710001 112.82921081865001 92.031298721500022 20.778835947700006 20.950952025950006 89.227236891450005 24.176224535650004 8.8712712239000009 287.24487179220006 288.67761128475007 169.78633280640003 15.689963310050002
decision_type=2 2 2 2 2 2 2 2 2 2 2 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 -2 6 19 9 11 -7 -11 -9 -12 -13 15 16 17 -15 -18 20 21 -6 24 -21 -22 27 -27 28 -26 -28
right_child=4 3 -4 -5 5 7 -8 8 -10 10 12 13 -14 14 -16 -17 18 -19 -20 23 22 -23 -24 -25 25 26 29 -29 -30 -31
leaf_value=0.00035230076174327761 -0.0011915306837860498 -0.0020619865477395139 -0.0019793555848451497 0.0008638960841903582 0.0006114297833299992 -0.0017023007821389622 0.0018230898548902256 0.0018188182835609493 -0.0021967337800525887 -0.0014867985243231111 0.00087656051966526402 0.0018279153598026372 -0.00073984976185298369 0.0012349764611858059 -0.0020498704529712014 -0.0022139318971653357 0.001909559031479856 -0.0009729711440397776 -0.0020947542874970152 0.0012932841667157393 0.00066120583856680236 -0.0020208115032809824 -0.0020063021780940766 0.00025762274012377547 -0.0013511918085341802 -0.0015904132422406743 0.00091052645362328655 -0.0013498257283865963 0.00050334454519421548 -0.0014721617258214527
leaf_weight=4.4419504117104207 1.9400970159913402 2.5182113471673806 1.1624318756512364 0.6336778457625768 2.4227944877929977 3.1336879832670119 1.8969726599752892 1.9864993374794693 0.89427463419269848 2.7231101852375996 4.7078236406669021 1.3214648496359576 2.7131324112415314 5.0883977538905993 1.188879285706206 0.84170064562931646 0.3122165128588702 1.480889185098931 1.0373591054230926 7.7083322927355757 20.810471094446257 4.3172697923146188 2.0939659946598104 63.701734378933907 2.8286951575428239 5.6196931693702918 4.6489150158595294 2.9686781426426014 34.28780084499158 1.7029748717322943
leaf_count=148 119 155 181 12 43 64 11 14 26 100 40 10 35 63 68 26 2 63 78 53 197 97 67 435 45 108 54 79 466 41
internal_value=0.000116216 -0.000614537 -0.000131319 -0.00147375 0.00015092 0.000165196 0.000221742 -0.000154354 0.000214107 -0.000547066 -0.000190193 0.00037673 0.000285594 0.000122562 -0.00010394 0.000160139 0.00041248 0.000737247 -0.00116838 0.000201902 5.54875e-05 -0.00107462 0.0001571 0.000369417 0.000219269 4.25985e-05 -0.000602404 0.000235231 0.000362008 0.000271715
internal_weight=193.134 8.75627 5.60438 3.15189 184.378 182.438 155.008 27.4294 14.1517 13.2778 10.1441 13.2574 7.42096 11.2709 9.94944 8.76056 7.91886 6.56929 1.34958 153.111 81.7013 6.74006 74.9612 71.4101 72.8672 52.0568 11.9716 40.0852 37.1165 6.35189
internal_count=2900 496 329 167 2404 2285 1696 589 350 239 175 324 75 310 300 232 206 126 80 1685 1197 140 1057 488 990 793 203 590 511 95
is_linear=0
shrinkage=0.00191816


Tree=504
num_leaves=31
num_cat=0
split_feature=6 6 0 10 21 0 3 2 17 0 9 15 0 9 6 5 20 9 21 15 17 9 16 22 2 0 23 5 7 10
split_gain=1.11345 2.24457 1.21031 2.22585 2.24705 1.39895 1.56856 3.07991 1.437 1.41213 1.75857 2.17311 1.91275 1.7725 1.69934 2.78028 2.4242 2.97526 2.09346 1.18422 1.83161 1.40866 1.29145 1.40294 2.13075 1.20014 1.60599 5.46517 1.2262 1.71349
threshold=13.665319288000001 13.775321858200002 85.716110573100011 62.00390986255001 15.440607301650003 85.807518149550006 93.58791597905001 86.011634045550025 193.01551328760004 93.972365491700018 206.08249486475003 29.049007317550004 95.002044955650021 202.89977928865002 16.455384477450004 22.852794041600003 40.621691032550004 197.58039077460003 7.2701618765500005 43.376643616500012 203.77077094980004 200.80358209610003 22.604947139800004 -0.10710499999999999 150.25462338360003 93.442739239950015 0.081815000000000013 19.812684199800003 23.608704471050004 62.837331883000012
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=-1 -2 3 -3 -5 -4 9 -8 -9 14 11 13 -13 -11 19 16 -16 18 -18 22 21 -21 23 24 -7 26 -25 -28 -29 -30
right_child=1 2 5 4 -6 6 7 8 -10 10 -12 12 -14 -15 15 -17 17 -19 -20 20 -22 -23 -24 25 -26 -27 27 28 29 -31
leaf_value=-0.00019919105446174876 0.0018065063796391168 3.8564012620478249e-05 0.0012134580323294477 -0.0023170936171383084 0.0018128028985079825 0.0018740993026790263 0.0010598480953161549 -0.00290895238669776 -9.1910250454527173e-05 0.00015329354338850448 -0.0011366560063545618 -0.0025866548345068667 0.00051883156659138447 0.0021906235778292962 0.00055020352695869747 0.0011482591982660381 0.00085529903850097683 -0.0030323998695953799 -0.0018044021413742798 0.00019114942037991135 0.0013491218662924781 -0.0023836171830833855 0.001480874363383337 0.0010705098327638976 -2.5979504955803835e-05 0.0012773074736683093 -0.003133157108357083 0.0012022932084865686 -0.0012991278063628046 0.00081931529873858003
leaf_weight=42.489035802820581 4.2532293908298007 21.673449327470738 7.2287107766605905 3.9973354891408226 0.78203904256224621 7.9149363785982043 2.6157938912510863 2.8618228477425873 1.3107763882726429 6.8885512236738595 7.126533033559098 2.1580018280073996 1.8110342314466832 3.0627435762435198 5.2584047727286842 5.9865122893825164 3.1235815584659559 3.321369506418705 2.7740843705832958 2.0498287566006175 2.2662734491750598 2.1735349493101239 9.5347358249127847 5.3818561607040598 4.6524299560114741 4.6743917167186728 2.8377663884311906 4.6345353233627957 3.8366667702794075 3.746737290173769
leaf_count=1334 34 422 41 137 10 44 14 47 15 60 147 56 26 17 38 42 19 38 24 20 16 25 58 38 38 34 32 26 24 24
internal_value=0.000116721 0.000212641 0.000162679 -0.000264951 -0.00164133 0.000266239 0.000199112 -0.000835696 -0.00202401 0.00027289 -0.000236497 0.000224341 -0.00116965 0.000780329 0.00041744 -0.00012893 -0.000657056 -0.00134566 -0.000395744 0.000625636 -0.000266821 -0.00113394 0.000748306 0.00056293 0.00117069 0.000258773 2.58187e-05 -0.00034762 0.000299356 -0.000252467
internal_weight=182.427 139.938 135.684 26.4528 4.77937 109.232 102.003 6.78839 4.1726 95.2145 21.0469 13.9203 3.96904 9.95129 74.1676 20.464 14.4774 9.21904 5.89767 53.7037 6.48964 4.22336 47.2141 37.6793 12.5674 25.112 20.4376 15.0557 12.2179 7.5834
internal_count=2900 1566 1532 569 147 963 922 76 62 846 306 159 82 77 540 161 119 81 43 379 61 45 318 260 82 178 144 106 74 48
is_linear=0
shrinkage=0.00222816


Tree=505
num_leaves=31
num_cat=0
split_feature=17 12 12 9 7 5 20 20 16 6 16 23 22 22 20 23 16 13 23 23 22 23 22 20 16 15 20 13 10 22
split_gain=0.403082 0.315398 0.402396 0.903046 1.05625 0.993487 0.416853 0.574525 0.69744 1.11743 0.74672 0.451764 0.405876 1.40518 1.13649 1.26652 1.46915 1.17241 1.1514 1.16188 0.928569 1.7897 1.47876 0.976597 1.6911 1.35358 1.83444 1.65727 1.13648 1.55053
threshold=157.96759137085004 58.770113158150004 88.918697887850016 201.2906445504 23.496712412700003 19.500380888400006 31.796797363700005 35.461062230100005 20.784951395750003 15.415360177400002 15.794963064500001 -0.397505 -0.063985 -0.054494999999999995 39.788107623550012 0.10133000000000002 22.664946999500003 115.02030419500001 0.089335000000000012 0.09495000000000002 -0.033594999999999993 0.085345000000000018 -0.024989999999999998 41.495754733000005 21.979948601300006 30.124327028350006 38.052786106700005 98.238948544700023 62.837331883000012 0.049235000000000008
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=-1 -2 3 4 5 -3 -4 8 9 10 11 -8 14 -14 15 16 17 18 -9 -20 21 -15 -22 24 25 27 -27 -24 -25 -30
right_child=1 2 6 -5 -6 -7 7 12 -10 -11 -12 -13 13 20 -16 -17 -18 -19 19 -21 22 -23 23 28 -26 26 -28 -29 29 -31
leaf_value=-0.032443749972673838 0.022732057769877106 0.011537692356338222 -0.028793755355931181 0.011634281785224703 -0.046048923153556895 -0.026591172628358375 0.037786188921847944 -0.023837903827137467 0.033988575556275095 -0.026474346620808397 0.02629814269765441 -0.039821689212512466 0.021512282493020327 0.015901863864102368 0.0010176595231457509 -0.033805532208516058 -0.056872988768616323 0.028384893879206213 0.018766819398295453 -0.021346548166184122 0.025215312324939058 -0.028511137919279624 -0.040377433919936062 -0.022697881603575519 0.020638628547172213 0.012469176736209663 -0.03811626773914522 0.014705968026839367 -0.030184740448431134 0.012647067948089135
leaf_weight=0.52954455341386975 0.91356991278007527 2.0208351868204768 0.66910723370528913 2.311887739575468 1.3145918170921502 1.8889619340188799 0.14093118882738043 3.3869123054027988 1.5993358269333837 1.1823318819515405 2.3987353933043778 0.44724663472152271 5.384824553213547 1.9821994120720763 60.705803201475646 2.7983604666078454 0.72876216564327556 1.5950680696405468 3.048383745161118 1.5593667782377449 3.8950195357901967 3.7461893684812821 0.89992081563105397 4.6336804393358744 6.8422748129814854 1.6193238366395233 2.7870536905247718 5.8738434838596731 1.613462400215212 4.7993680359213613
leaf_count=96 11 25 133 39 31 31 2 154 18 31 28 68 59 23 1213 77 11 23 43 38 53 58 76 132 69 13 42 83 65 155
internal_value=0.000468218 0.000599468 0.000446142 -0.00803478 -0.0167387 -0.00688372 0.000960183 0.00112117 0.0127683 0.00462817 0.0169397 -0.0212263 0.000551297 0.00342142 -0.00116236 -0.0112517 -0.00513511 -0.00120334 -0.00710668 0.00519155 0.000903712 -0.0131429 0.00334469 0.000414189 0.00583822 -0.00321967 -0.0195263 0.00738792 -0.00843513 0.00187062
internal_weight=133.317 132.787 131.874 7.53628 5.22439 3.9098 124.338 123.668 5.76858 4.16925 2.98691 0.588178 117.9 44.0772 73.8227 13.1169 10.3185 9.58973 7.99466 4.60775 38.6923 5.72839 32.9639 29.0689 18.0224 11.1801 4.40638 6.77376 11.0465 6.41283
internal_count=2900 2804 2793 126 87 56 2667 2534 147 129 98 70 2387 828 1559 346 269 258 235 81 769 81 688 635 283 214 55 159 352 220
is_linear=0
shrinkage=0.0377983


Tree=506
num_leaves=31
num_cat=0
split_feature=17 13 18 17 2 12 19 16 4 22 20 8 20 18 15 9 0 21 2 17 10 0 5 7 17 4 16 22 12 22
split_gain=0.344639 0.482137 0.3396 0.332883 0.616802 0.46749 0.373854 0.726763 0.5642 0.471874 0.448406 0.917348 0.920332 1.10732 1.13824 0.95682 1.17091 1.66549 0.814545 0.936633 1.49565 0.741496 0.815545 0.852021 1.23189 0.726785 0.713006 0.606554 0.626345 1.09542
threshold=157.96759137085004 73.376087754350024 11.257534840550003 166.83257850275001 71.847610775600018 254.30002952885002 10.550851274900003 11.934972090850001 433.86108355775008 -0.61225999999999992 43.19689381845 4.9461400813500012 42.718072821900002 13.197799034350002 39.283112803100003 186.67271206880002 85.872041144650012 5.2714636949000004 291.35280339325004 204.75389752000004 66.447931152150019 85.716110573100011 29.750488688650005 22.446731871300006 189.15434684240003 179.79931155285001 12.594970547500003 -0.58180999999999994 197.02116758845003 -0.096499999999999989
decision_type=2 2 2 2 2 2 2 2 2 2 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 -4 -6 9 8 -8 -5 11 26 15 -14 25 16 -13 -18 21 -20 -21 22 23 -17 -25 -15 -9 -12 29 -29
right_child=1 2 3 6 5 -7 7 10 -10 -11 27 12 13 14 -16 18 17 -19 19 20 -22 -23 -24 24 -26 -27 -28 28 -30 -31
leaf_value=-0.031991757060327128 -0.042876128862928992 0.024083833617660744 0.027925107757916273 -0.043876626705561118 -0.036480786050566524 0.0096697213410151493 -0.037193047764707797 0.026973363073699207 0.0053070525849592031 0.018385825926164796 0.036349225921942764 0.027272875875563696 -0.047589685595013254 0.012450307201498373 0.010567179268463693 -0.041567461937560064 0.023807948570654588 -0.020980026253216814 -0.035896876072228981 0.024846507543064493 -0.04230879025866343 0.0019969595455404344 0.017425289205835533 0.024556034284912053 -0.02895456835494294 -0.032161424160333116 -0.036525805894321896 0.0086466896739713656 0.011211173762739574 -0.016634191631104297
leaf_weight=0.50376997492276032 0.39315231053478683 0.95162060789880243 0.42536152148386408 0.20103547503822516 1.3300381968874715 0.45464365847874422 1.3802208892884658 0.32481365135754403 0.74107157444814209 2.8759645642858223 0.96398532111197965 4.6443246076814813 1.1935348909464654 0.72043248265981708 3.1371596470708027 1.7647420135326672 2.4173177774064243 2.7281031245365739 2.048901626141741 1.4354405244812372 0.79575036070309568 70.209892672719434 1.101852975785732 1.1430852247867735 1.5849858601577578 2.5914914270397276 1.7101648772950282 6.1746734706684947 10.744203135371206 4.6294392962008732
leaf_count=96 113 50 9 12 140 19 200 14 24 170 11 41 40 10 35 39 27 31 48 21 36 926 12 15 39 57 206 107 243 109
internal_value=0.000442881 0.000567785 0.000698743 0.000526863 -0.0145908 -0.024724 0.000789397 0.000454195 -0.0223457 0.0143179 0.000850422 -0.000281989 0.000262839 -0.0128262 -0.00639246 0.00137588 0.0129707 6.13559e-05 -4.14947e-05 -0.0167171 0.000895687 0.000900047 -0.0128656 -0.0202944 -0.00653317 -0.0224572 -0.0263904 0.00585808 0.00449402 -0.00218588
internal_weight=131.321 130.817 130.424 129.473 2.21004 1.78468 127.263 124.186 2.12129 3.077 122.064 99.552 97.517 7.64262 6.44908 89.8744 9.78975 5.14542 80.0847 4.28009 2.23119 75.8046 5.59467 4.49281 2.72807 3.31192 2.03498 22.5123 21.5483 10.8041
internal_count=2900 2804 2691 2641 168 159 2473 2291 224 182 2067 1597 1377 142 102 1235 99 58 1136 105 57 1031 105 93 54 67 220 470 459 216
is_linear=0
shrinkage=0.0392896


Tree=507
num_leaves=31
num_cat=0
split_feature=20 2 20 23 5 21 20 18 23 23 9 16 8 20 0 17 23 20 5 8 9 9 20 13 0 16 16 3 19 16
split_gain=0.285572 0.478973 0.469726 0.465508 0.629025 0.508123 0.456151 0.953861 0.476129 0.513369 1.13188 0.837036 0.757203 2.06221 0.672258 1.08319 0.573934 0.512919 0.794423 0.495542 0.45572 0.623783 0.676905 0.829623 1.70732 1.31134 1.14568 0.714049 0.635938 1.64654
threshold=49.275256100300005 297.58713971970008 47.833738492450003 -0.17732499999999998 2.7861270712500006 3.3208308644500009 45.90502654165001 14.339258036900002 -0.27223499999999995 -0.21013499999999999 192.09062119805003 22.604947139800004 5.9453602998000008 44.710446918150005 103.44649194340002 242.64190980425005 -0.25215499999999996 40.380906245900007 20.361635946650004 7.5441126493500006 215.80505313260002 207.37918994975004 42.599563320500003 112.82921081865001 88.232507383150008 18.934955721800005 18.684956306450005 77.642670807350015 12.651020723000002 15.444963882950001
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 3 6 -2 -5 -6 8 -8 17 10 -10 16 13 -11 19 -16 -12 18 -1 -14 21 28 23 25 -25 26 27 -23 29 -21
right_child=1 -3 -4 4 5 -7 7 -9 9 12 11 -13 14 -15 15 -17 -18 -19 -20 20 -22 22 -24 24 -26 -27 -28 -29 -30 -31
leaf_value=-0.044132965692883101 0.027752142448285003 -0.040595265236465679 0.011673626907178172 0.018765677739548597 0.025787205957786295 -0.040405433375510523 -0.040272960016290105 0.0080338149606059041 0.021216154078057443 -0.03893627160603752 0.0023481865743486957 0.018900582103359403 0.019718382621322503 0.017574176365139985 -0.039625906721430688 0.013603651271445565 -0.036927654042088608 -0.041778250199767247 0.017040786347733941 -0.0018235430414978396 0.008096739167068278 0.02219512466054125 -0.027461628279417945 -0.015440275735896673 0.028966203421961934 -0.044225069851715294 0.032035167586184236 -0.018899666875589777 0.00016210095474016327 0.035940339619574768
leaf_weight=0.45172052181442202 0.52738638757728118 0.62361805740511034 5.2658259293239089 0.59638412242929817 0.1994044557213781 0.9520936484914273 1.1744570780429051 1.150303132337285 4.9856831428915012 2.2971173755577179 0.89574320474639568 1.1489997673779724 2.0093212055508038 1.5292656450183129 1.4305813569808372 0.8764943596033844 1.291732289362699 0.76938458989025083 0.90937167301308364 4.4705296510946928 10.875043219770303 0.71749655809253265 2.0440936379600307 2.3479942556004971 2.5872184690088034 1.4535899935290215 1.0234223552979527 3.7058299232739955 68.748297475394793 2.593758225440979
leaf_count=33 14 68 100 49 2 86 70 51 138 418 23 10 30 53 183 38 26 66 41 87 206 16 50 39 27 25 11 97 823 20
internal_value=0.000381075 -0.0113202 0.000648686 -0.00329632 -0.0126645 -0.0289429 0.000170815 -0.0163705 0.000493522 0.000815094 0.00984078 -0.00715741 0.000124144 -0.0163511 0.000725197 -0.0194032 -0.0208447 -0.0171712 -0.00326161 0.00117791 0.000807473 -7.63394e-05 -0.00742523 -0.00396479 0.00783922 -0.0124072 -0.00391583 -0.0122338 0.00126908 0.012042
internal_weight=129.652 2.89889 126.753 2.27527 1.74788 1.1515 121.487 2.32476 119.163 117.032 8.32216 3.33648 108.71 3.82638 104.884 2.30708 2.18748 2.13048 1.36109 102.577 100.567 89.6922 13.8796 11.8356 4.93521 6.90034 5.44675 4.42333 75.8126 7.06429
internal_count=2900 219 2681 151 137 88 2581 121 2460 2320 197 59 2123 471 1652 221 49 140 74 1431 1401 1195 265 215 66 149 124 113 930 107
is_linear=0
shrinkage=0.0377052


Tree=508
num_leaves=31
num_cat=0
split_feature=5 5 6 17 2 3 6 20 5 22 22 15 21 5 3 7 15 13 6 7 22 10 13 21 15 13 13 0 0 6
split_gain=0.251516 0.750838 1.30386 1.4241 0.866067 0.814892 0.808417 0.907037 0.7118 0.725863 0.671535 0.624943 0.562965 0.944508 0.598193 1.07643 0.504252 0.48936 0.482607 1.89771 1.28799 1.03807 1.29655 0.875911 0.738164 0.729998 0.984142 1.51471 1.18438 1.15038
threshold=23.721757872050002 25.763052016400003 16.395383075500003 199.01194954300004 347.55895130095001 93.249170254600017 16.505385645700006 38.115457128050004 22.963361893800002 -0.068524999999999989 0.11970500000000002 42.133814420300006 14.866510415300002 29.040033326300005 103.44111502715002 19.771475517600006 42.80317728375001 117.56358558635002 16.455384477450004 23.282607548150004 -0.085249999999999992 62.020040611300011 117.61735474900001 7.362244800500001 36.168474401900006 117.68187774410002 112.82921081865001 92.031298721500022 86.530713386650021 15.785368822600002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=8 2 -2 6 5 -3 -4 -8 11 16 12 18 13 14 15 -7 -10 -11 25 20 24 22 -22 -23 -20 26 27 -1 -28 -30
right_child=1 4 3 -5 -6 10 7 -9 9 17 -12 -13 -14 -15 -16 -17 -18 -19 19 -21 21 23 -24 -25 -26 -27 28 -29 29 -31
leaf_value=-0.026939344284224752 -0.040472292430641293 0.037543045658208651 0.00088401751680833177 0.025661068520566342 -0.04438767027327159 0.041030602676692847 0.010936403696047328 -0.047375377633612374 0.015185805716429138 0.0083179572014511396 -0.04398920128415245 -0.021888610513270488 -0.028837897808213008 0.022073557485842298 -0.043893183404503135 -0.030534608557368323 -0.011987733115566003 0.036837774634609327 -0.00015082890334941097 -0.03290692718258266 0.023148067326936705 -0.0081824746169445375 -0.017668544898627393 -0.049162760247021417 0.024785300267008547 -0.032400354800551895 -0.0045077777830218211 0.00099919569600504855 0.00054240414545907081 0.021587994277647602
leaf_weight=3.3272592789144246 2.0496199044864643 1.2354329624213258 2.3222691901610233 1.8788084844127295 0.55138545291265462 0.63439520914107583 0.5731235155835751 1.7091188430204054 2.1191221485496499 1.6791634822729959 0.47278910246677686 2.0306352237239471 0.68170491189812299 3.5962597301695496 0.65051548613701005 0.72420137806329876 2.2819295558147132 2.2856635744683444 3.7670061318203851 3.280484475195407 2.3358661346137524 1.7801041924394669 2.6989704743027687 1.5876248384593052 3.874643050134182 0.98358349688351054 7.6430575177073505 50.676889856975322 6.4050504779443171 12.023621700704096
leaf_count=128 57 14 57 20 27 6 20 66 37 23 19 37 27 120 89 50 27 23 38 49 18 21 27 22 25 10 62 1624 62 95
internal_value=0.000362518 -0.00416835 -0.0125853 -0.00376922 0.00423511 0.00758831 -0.0157779 -0.0327319 0.00106106 0.0123109 0.00211379 0.000142109 0.00558074 0.00976661 -0.0122625 0.00288269 0.00109642 0.0247592 0.000587761 -0.00510841 0.000575425 -0.0102628 0.00126795 -0.0275015 0.0124929 0.00194574 0.00236761 -0.000722131 0.00876761 0.0142734
internal_weight=127.86 17.0796 8.53294 6.48332 8.54668 7.9953 4.60451 2.28224 110.781 8.36588 6.75987 102.415 6.28708 5.60537 2.00911 1.3586 4.40105 3.96483 100.384 19.3247 16.0442 8.40257 5.03484 3.36773 7.64165 81.0595 80.0759 54.0041 26.0717 18.4287
internal_count=2900 572 220 163 352 325 143 86 2328 110 311 2218 292 265 145 56 64 46 2181 200 151 88 45 43 63 1981 1971 1752 219 157
is_linear=0
shrinkage=0.0401119


Tree=509
num_leaves=31
num_cat=0
split_feature=16 19 12 17 5 15 3 10 15 16 13 20 10 13 20 19 17 13 5 6 20 22 6 10 23 17 9 0 9 8
split_gain=1.13544 1.65579 1.46541 1.73141 2.34679 1.90625 1.33919 3.18923 2.2577 2.21844 2.82501 2.9877 2.68701 1.97199 1.98224 1.67652 1.43629 2.02782 1.61961 1.33458 1.28136 1.30304 1.2531 2.34352 2.3079 1.36545 1.53996 1.34481 2.35958 1.74913
threshold=18.594956516900002 12.851036860900001 96.350437043050007 191.89151741935004 15.094471190800002 23.900317844600004 83.511574906150017 70.284360904350009 27.471913688500003 19.214955067100004 112.82921081865001 38.175120519550006 66.318885161900013 113.92610173585001 38.441102963850007 14.251149826300002 212.33270692945004 115.63864956495001 19.915533535850003 15.545363214900002 39.468990633150007 -0.083330000000000001 13.665319288000001 78.220689305400015 -0.21013499999999999 194.94351320275004 205.20707599510004 102.65877371115 93.169089829900017 1.7486353823000003
decision_type=2 2 2 2 2 2 2 2 2 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 -4 5 -5 -2 9 -9 20 11 -11 13 -12 15 -15 17 -16 -19 22 -8 -22 23 24 -1 26 -24 -25 29 -29
right_child=6 2 3 4 -6 -7 7 8 -10 10 12 -13 -14 14 16 -17 -18 18 -20 -21 21 -23 25 27 -26 -27 -28 28 -30 -31
leaf_value=0.00043601910885050597 0.0012489573947958577 -0.0022949822170434137 0.00047398310034428668 -0.0011781579799334872 -0.0019642294995418229 0.0010552082717045364 0.0019645857007318688 0.00076143304020514439 -0.0023053763758091967 0.00010130381073784658 -0.0015494390471257461 -0.0020686219421873053 0.0016366440728281732 -0.00044877112199380898 -0.0015080132722823485 0.0013661848657781489 0.0016294201542871309 0.0017728974078866885 9.0656199332693439e-05 -0.0020279582672771707 0.0014142970606820329 -0.00053428298432547363 0.00056675700345824105 0.00080020287413786059 -0.0017348714093511329 0.0014576943282749628 -0.0012702252005285862 -0.00029218875829077953 -0.0014727050634047931 0.0015126078436011844
leaf_weight=2.8950294696260244 4.7531847720965734 1.7740765984635825 5.490747863543219 2.9772996476385725 4.4432893411722034 2.9010065761394799 4.2151090130209905 1.2926483824849118 3.2264089500531554 5.7232160381972772 2.4280813932418814 4.251919612288475 5.2495279237627974 2.4722669171169391 2.9746824968606225 9.3841735087335092 2.3678092285990706 2.2729762047529212 68.879355009063147 1.1084816954098631 2.8642566432245076 2.4462967282161117 9.2111102659255284 9.5832624405156839 5.3847838172223437 4.8684186236932865 2.1673525967635205 5.5431482483400014 3.7712777566048308 3.2898457219125703
leaf_count=58 31 44 137 85 130 44 24 10 60 41 18 58 32 42 29 57 18 14 622 115 22 33 103 148 189 33 34 382 243 44
internal_value=0.000118516 -9.07435e-05 -0.000605192 -0.000415605 -0.000888836 -7.5968e-05 0.00022819 0.000187774 -0.00142813 0.000250982 0.000169532 -0.000823631 0.000272698 0.000193824 0.000241733 0.000987736 0.000126105 7.80853e-05 0.000144396 9.84407e-05 0.00115738 0.000516687 0.000148898 -8.56144e-05 -0.000975821 0.000588673 0.000216851 0.000246588 -0.000174336 0.000380007
internal_weight=190.211 65.4091 17.5864 15.8123 10.3216 5.87831 124.802 120.049 4.51906 115.53 106.004 9.97514 96.0289 90.7793 88.3513 11.8564 76.4948 74.127 71.1523 47.8227 9.52566 5.31055 46.7142 30.4673 8.27981 16.2469 11.3785 22.1875 12.6043 8.83299
internal_count=2900 1789 440 396 259 129 1111 1080 70 1010 931 99 832 800 782 99 683 665 636 1349 79 55 1234 1064 247 170 137 817 669 426
is_linear=0
shrinkage=0.00196078


Tree=510
num_leaves=31
num_cat=0
split_feature=12 21 9 18 15 9 14 8 8 22 9 5 8 20 17 2 17 15 16 15 20 6 18 13 20 20 22 18 22 15
split_gain=0.257381 0.519007 0.752922 1.40922 0.853869 0.563435 0.429709 0.576481 0.506209 1.12522 1.27008 1.00044 0.581753 0.635634 0.484906 0.478973 0.414089 0.391247 1.80968 1.61548 1.05593 1.45952 1.01739 0.859284 0.699293 1.12519 0.935774 1.38702 0.859699 1.29176
threshold=92.695913642950003 1.0000000180025095e-35 201.2906445504 13.5538556217 24.754529292950004 197.89372115420002 168.39662374755002 8.3434888241000014 8.9430209551500024 -0.011399999999999999 226.28914430085004 26.429611911700004 8.7431769115000026 39.945535567850008 166.83257850275001 167.29597799085005 197.94573456765002 28.777417478550003 18.684956306450005 28.129673635100001 39.344049039350004 9.8952312005000014 15.042884401850001 109.47132661375001 40.621691032550004 40.337496327150006 -0.12835499999999997 13.373311100250001 -0.13978499999999996 38.842471172100005
decision_type=2 2 2 2 2 2 2 2 2 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 -1 7 -2 12 10 11 -10 14 -14 15 -8 -15 19 20 -16 -19 -22 23 -20 25 26 -25 -28 -26 -30
right_child=6 2 4 -5 -6 -7 8 -9 9 -11 -12 -13 13 16 17 -17 -18 18 22 -21 21 -23 -24 24 28 -27 27 -29 29 -31
leaf_value=0.02048155059398379 -0.00079274563473850381 -0.0035765532354719363 0.031554796833707051 -0.04168309207929051 -0.014254380775553663 -0.011642917457406216 -0.038038093684416296 0.020722851489062923 -0.040540750838582683 -0.042236566913516807 0.032867591657713371 0.011482773698844482 0.031898922955223043 -0.0090820928126009171 0.0014990891966801675 -0.0029360030824677171 0.017332411714379877 0.0082951499374271879 -0.025925400474619914 0.031897940818126816 0.023875576846997308 -0.043545399189438838 0.020147410118698066 -0.021588779829157585 0.012018354506987565 0.028647874362682558 -0.0098946496285204546 0.013728848975386799 -0.015336848766306779 0.00042574245116658402
leaf_weight=1.8024942318443193 3.2909412594744927 3.599553833133541 1.0470989293826281 1.9596210929157676 1.0814778436906634 1.1819140775769481 0.84420509170740787 3.2225712009239942 1.0788005992071705 1.1650112549541507 1.0000486356439067 0.87555579817853857 1.5805926555767644 1.5993967080721634 34.27516000669857 1.2771352974159524 1.5071734674274919 1.0327274048322568 1.7048208513297129 2.4490049375453955 0.49279847444267977 2.8343197704525664 3.2562232455238691 1.8880001718644095 4.3939468271564648 2.4463015804067245 4.9881669655442247 9.3230989119037968 10.480720344698062 19.343449839157984
leaf_count=39 44 40 16 39 27 19 162 29 36 34 15 15 17 23 1330 116 18 35 48 26 15 104 45 35 44 23 50 88 112 256
internal_value=0.000335479 -0.0050388 -0.0100071 -0.0170092 0.00828027 0.00775931 0.000828432 0.00985213 0.00029331 -0.0121421 -0.000274975 -0.0172341 0.000777874 0.0132311 0.000200122 -0.0169052 0.00373308 0.000566987 -0.00118067 0.00352628 -0.0236451 -0.0335593 0.000513092 -0.000658531 0.000156309 0.00579017 0.00233835 0.00549492 -0.0029136 -0.0051135
internal_weight=127.022 10.6722 7.68775 5.55917 2.12858 2.98441 116.35 6.51351 109.837 4.11942 2.95441 1.95436 105.717 4.68716 101.03 2.12134 3.10657 98.9087 62.1846 36.7242 4.35985 3.32712 57.8247 54.5685 52.8637 18.6456 16.1993 14.3113 34.2181 29.8242
internal_count=2900 180 122 79 43 58 2720 73 2647 100 66 51 2547 58 2489 278 41 2211 855 1356 154 119 701 656 608 196 173 138 412 368
is_linear=0
shrinkage=0.0361589


Tree=511
num_leaves=31
num_cat=0
split_feature=16 20 16 20 16 12 9 7 16 23 6 22 20 23 16 3 0 16 13 20 3 21 10 20 15 22 22 22 2 10
split_gain=1.51694 1.68915 1.54857 1.88001 1.8063 1.76151 1.70512 1.64443 1.45894 1.54642 1.38751 1.29761 2.24538 2.55461 1.24748 1.15851 2.69986 1.98181 2.45643 3.19442 2.48278 1.90254 1.77012 1.50238 1.39558 1.64941 1.33048 1.19832 2.3554 3.11521
threshold=18.594956516900002 38.238138001450004 15.919962772200003 41.395309858300003 13.534968349350001 176.04981466085005 187.38923140910003 22.372035319250003 17.844958270700005 0.08883000000000002 11.060258421150001 0.06041500000000001 40.878805547300004 0.093480000000000021 18.144957569200002 83.511574906150017 94.047642319350018 19.214955067100004 112.82921081865001 37.360990606650006 89.227236891450005 0.18863712200000002 69.64719632740001 41.941595803500007 46.574831689400007 -0.095714999999999995 -0.019444999999999997 -0.072569999999999982 115.23517099855002 62.014663695050011
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 4 8 5 -3 7 -5 9 -4 -6 12 13 -12 -10 -2 17 26 19 -19 -20 -18 -21 24 27 -26 -17 28 -22 -30
right_child=15 2 3 6 10 -7 -8 -9 14 -11 11 -13 -14 -15 -16 16 21 18 20 22 23 -23 -24 -25 25 -27 -28 -29 29 -31
leaf_value=-0.00092176556587548824 0.001239794268564 -0.0020572330935210029 0.00042542235774374197 -0.0011845767604311815 -0.00034714428530664628 -3.9503696753897909e-05 -0.0017647548952629934 0.0010167919368820803 0.0016398821454953322 -0.0021644026589979957 0.00054953459241973074 0.0018999842215395347 0.0011837257670905983 -0.0020950544309565737 -0.00037198970765084074 0.0016620845223222012 0.00037315643143262403 0.00065753056425552103 0.0013573161720591054 -0.002514752714052037 0.00078280034559490843 -0.0018361089104929303 -0.00018998680473052268 -9.3360390080905633e-05 0.00066375560643119284 -0.0021888567984598064 -8.6328355100075081e-05 0.00080276455487887947 -0.0019085149365983844 0.00021301179712849056
leaf_weight=8.2482508756511361 4.2705516782589248 1.8700564792088687 1.9254773047287037 2.7957316900719871 4.8579857316799488 11.026593996270092 5.1888827979564667 2.2738826058339328 3.1356034269556403 1.5282610652502624 4.0445683472789851 3.2996394173242143 8.8865402266383153 2.0258920518681407 1.7885686308145521 6.0410653157159686 2.2891983436420551 3.560696820728479 7.6478915736079207 3.4375671092420816 12.957527220249171 3.8850785624235868 1.8680481184273956 35.034171328647062 1.4099206645041706 1.5979699278250326 2.1919099511578661 24.261724988929934 3.5571455461904398 9.1031914558261615
leaf_count=431 31 159 30 138 126 427 152 72 21 36 28 26 78 30 35 43 22 24 51 44 84 68 19 366 19 32 30 165 56 57
internal_value=0.000131995 -0.000110883 1.15077e-05 -0.000438322 0.000244302 -0.000332081 -0.000990087 -0.000197193 0.000237298 -0.000720562 0.00056589 0.000808844 0.000568129 -0.000333043 0.000909126 0.000256076 0.000220726 0.000288554 0.00021697 -0.000750963 0.000306769 -0.00101699 -0.00169623 0.000215387 0.000419909 -0.000851721 0.0011966 0.000496593 0.000206628 -0.000383069
internal_weight=186.01 62.8959 54.6477 18.6364 36.0113 12.8967 10.2585 5.06961 8.37791 3.45374 23.1146 18.2566 14.957 6.07046 4.92417 123.114 118.843 112.669 104.436 8.86631 95.5695 6.17428 5.30562 87.9217 52.8875 3.00789 8.23298 49.8796 25.6179 12.6603
internal_count=2900 1789 1358 484 874 586 362 210 122 66 288 162 136 58 56 1111 1080 990 917 87 830 90 63 779 413 51 73 362 197 113
is_linear=0
shrinkage=0.00192234


Tree=512
num_leaves=31
num_cat=0
split_feature=13 8 10 7 6 21 22 5 5 6 17 22 2 3 6 20 13 0 7 5 13 20 21 16 16 6 7 15 15 7
split_gain=1.06674 1.63701 1.1132 1.65856 1.61326 1.97981 1.18357 1.05011 1.19973 1.68091 1.88588 1.38262 1.51823 1.28315 1.27105 1.33576 1.06687 2.39239 2.64788 2.16861 1.24461 1.40376 1.76622 1.43225 1.96859 2.1025 1.93264 1.9032 3.26552 1.79096
threshold=95.870416931800023 2.9476996444500005 84.600400448950026 21.061418062900003 3.6650856341500009 18.904039828500004 0.23643500000000003 23.721757872050002 25.763052016400003 16.395383075500003 199.01194954300004 0.11970500000000002 347.55895130095001 108.42013948475001 16.505385645700006 38.115457128050004 112.82921081865001 92.031298721500022 20.778835947700006 20.950952025950006 109.57886493895002 38.238138001450004 1.0085888034000001 15.794963064500001 18.634956423400002 11.585270688000001 24.785467646950003 27.992471162000005 29.049007317550004 22.372035319250003
decision_type=2 2 2 2 2 2 2 2 2 2 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 -4 -5 16 9 -9 14 12 13 -10 -11 -16 17 18 -2 20 21 22 -19 -23 25 29 -26 -27 -29 -25
right_child=7 -3 4 6 -6 -7 -8 8 11 10 -12 -13 -14 -15 15 -17 -18 19 -20 -21 -22 23 -24 24 26 27 -28 28 -30 -31
leaf_value=0.0013339123706661922 0.00062537569470135694 -0.0017114898597319493 -0.0020571475267133561 -0.0022054394385064508 0.0015614399269496192 0.0012330275778658785 0.00045067636350718578 -0.0019957389754613601 0.00083691555780096127 -1.2097090218898043e-05 0.0011061112268291083 -0.0022743174424307514 -0.0022907403376150005 -0.00085018643960791524 0.00032064712232767064 -0.002439040656823082 0.00038170681312174116 -1.5539622796787234e-05 -0.0020946738694643486 -0.0020181909706886922 0.00087896108835740835 0.0006277181673980932 -0.0018946197368369375 -0.002266033868660723 -0.00054012562382279054 -0.0022647617460251485 0.0016273395111634831 0.0014075058319049356 -0.0022070229187982236 0.00071713954427291406
leaf_weight=1.10134634375572 2.2087452458217731 3.0785918676410793 1.575464637251571 2.4889481248101224 2.9634875570773147 1.3657077169045804 0.91877006459981192 2.8672509538009789 10.093602115986863 3.8842505731154215 2.8890743590891361 0.84811122156679708 0.81042296602390784 2.1954760450171298 0.97074837237596545 2.5300325134303421 77.407567862421274 6.3539666925789771 4.068351038498804 1.7803846548777063 9.6767115164548141 20.654537142720073 2.9205208339262754 0.9376884386874752 2.7257993258535853 3.7442640447989106 4.1521435510367155 2.1381331849843264 1.8778869509696958 5.688060968182981
leaf_count=15 42 260 250 136 74 17 21 52 174 57 20 21 25 130 20 66 512 114 105 58 56 227 80 34 40 83 27 14 67 103
internal_value=0.000111459 -0.000430225 -5.14472e-05 -0.000799735 0.000519979 -0.000529383 -0.00148931 0.000153602 -0.000208115 -0.000641731 -0.000263861 0.000200435 0.00036066 0.00053551 -0.000799803 -0.00167379 0.000220562 3.95916e-05 -0.00113756 0.000157534 0.000221172 9.68339e-05 -0.000607259 0.000252615 -0.000111738 -0.000532508 0.000768351 -0.001239 -0.000282644 0.000294955
internal_weight=186.916 13.4923 10.4137 4.50906 5.90466 2.94117 3.40772 173.424 27.089 13.1414 10.2741 13.9476 13.0995 12.2891 7.38503 3.50078 146.335 68.9272 6.2771 62.6501 60.8697 51.193 9.27449 41.9185 21.264 14.386 6.87794 7.76028 4.01602 6.62575
internal_count=2900 773 513 172 341 267 157 2127 565 215 163 350 329 304 143 86 1562 1050 147 903 845 789 194 595 368 301 67 164 81 137
is_linear=0
shrinkage=0.002


Tree=513
num_leaves=31
num_cat=0
split_feature=16 20 3 0 16 13 20 10 13 20 17 15 15 21 13 20 13 22 20 3 2 10 16 14 13 0 0 21 2 18
split_gain=1.3305 1.93083 1.6354 2.55821 2.34152 2.2313 3.30045 2.07693 1.85714 1.79828 1.77977 1.76807 1.58128 1.5666 1.51334 1.27244 1.35714 1.44274 1.9768 1.362 1.3556 1.42372 1.69344 1.30446 1.58749 1.28166 2.21355 1.66856 1.63143 1.42445
threshold=18.594956516900002 38.238138001450004 83.511574906150017 94.047642319350018 19.214955067100004 112.82921081865001 38.175120519550006 66.318885161900013 113.96105169155001 38.441102963850007 212.33270692945004 27.122924609850003 30.046989284200006 0.18863712200000002 115.63864956495001 41.941595803500007 117.38883580790001 -0.069554999999999992 41.532441862050007 93.620177476600006 122.26439358135001 62.030794443850006 22.634947069650003 384.93581166080008 117.52594717255 86.20003303655001 85.40693788805001 5.2269517379000012 136.00952513250002 13.086509421050001
decision_type=2 2 2 2 2 2 2 2 2 2 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 -6 8 -7 -10 14 -5 -3 -13 -11 16 -16 18 20 -19 -18 22 -22 25 -25 26 29 -27 -28 -17
right_child=2 12 3 11 5 7 -8 -9 9 10 -12 13 -14 -15 15 23 17 19 -20 -21 21 -23 -24 24 -26 27 28 -29 -30 -31
leaf_value=-0.00094274939456502507 0.0013660902874044498 8.6796037794642172e-05 0.0012211902205903204 0.0010593947872203171 0.00029611641866884441 -0.0011982479656977088 -0.0021102827829881194 0.0015605456289919111 0.0010348052216089506 -0.0013087379974796231 0.0017711433567704675 -0.00010767726996324579 -0.001487961142086742 -0.002320437276961353 0.0015119335803407353 -5.638341446240311e-05 0.00010680311400000467 0.0010699894991585341 0.00083992817143593217 -0.00013315836117128995 0.00065222629594584953 -0.0027701721731537145 -0.0019410623476447295 -0.0026780026321368265 0.00010317621060175255 -0.00040649089582661956 -0.0003133556889527221 0.0009879653537716315 -0.0019280527543130176 0.0019352366547141578
leaf_weight=9.2610315699421317 4.6902540493756524 57.257629574625753 8.8852733353851345 1.285076681524514 4.9594102017581445 3.530604623258113 3.9259218536317348 4.5010728538036338 9.9883232126012427 2.842925811186432 2.5156580135226241 1.9481105897575615 2.561222495045512 3.337721592746675 3.8174478225409976 4.954499854706234 5.0395325124263746 11.196243857964875 5.2393427817150942 5.3440105314366511 1.953317567240447 1.7356144860386846 1.919441310688853 1.6185968616046005 1.5396369264926759 5.4133630525320759 6.1600811481475812 8.4468847773969156 3.9472638529259712 1.914094084408134
leaf_count=431 31 1257 73 10 34 24 53 32 93 28 17 19 101 61 28 77 33 67 35 49 17 22 30 25 21 42 43 46 90 11
internal_value=0.000108032 -0.000109614 0.000230617 0.000185469 0.000255602 0.000171902 -0.000767134 0.000261026 0.000195391 0.000252881 0.00014957 -0.00100341 1.93707e-05 -0.00150492 9.37517e-05 0.000150517 0.000406103 0.000275922 -0.000146079 0.000681263 -0.000631247 -0.00129444 -0.000633076 -0.000121989 -0.00132218 9.33666e-07 -0.000360272 0.000443336 -0.00094395 0.000498628
internal_weight=191.73 69.0799 122.65 117.959 111.389 102.503 8.88533 93.618 89.1169 85.5863 75.598 6.57091 59.8189 5.28583 73.0823 70.2394 36.245 32.4275 15.8872 16.5403 10.6479 5.60837 3.87276 33.9944 3.15823 30.8362 16.9759 13.8602 10.1073 6.86859
internal_count=2900 1789 1111 1080 990 917 87 830 798 774 681 90 1358 80 664 636 281 253 137 116 102 69 47 355 46 309 221 88 133 88
is_linear=0
shrinkage=0.00196078


Tree=514
num_leaves=31
num_cat=0
split_feature=5 21 5 13 15 0 7 13 3 16 21 10 10 20 6 17 7 22 2 13 0 5 13 22 22 6 18 22 16 7
split_gain=1.28604 1.27133 1.03965 1.30589 2.36684 1.73398 2.69253 1.9595 3.15069 1.53349 1.48698 1.27729 1.32113 1.55982 1.52863 4.60719 1.64747 1.22726 1.20761 2.33692 1.95732 1.46593 1.65966 1.17449 3.05849 1.68735 1.71134 1.15222 2.42006 1.96432
threshold=7.7286379265000011 12.953111773950001 23.721757872050002 112.82921081865001 37.965550269150008 92.031298721500022 20.778835947700006 109.41218053485001 84.968719212850019 19.214955067100004 0.89219292875000011 66.318885161900013 65.630639880500027 39.420767558750008 16.265380038000004 198.80447714770006 23.699538637550003 -0.16030499999999998 151.19096455890005 117.55283175385001 86.280686780500005 22.782602051550004 117.64961624655002 -0.10282499999999999 -0.088099999999999998 16.455384477450004 13.057710350500001 0.06041500000000001 12.644970430600003 24.052187734100006
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 3 4 5 6 -2 8 27 -9 -11 12 13 -5 -15 16 18 -10 21 -20 -21 22 23 -16 -25 -26 -27 29 -29 -7
right_child=2 -3 -4 11 -6 7 -8 9 17 10 -12 -13 -14 14 15 -17 -18 -19 19 20 -22 -23 -24 24 25 26 -28 28 -30 -31
leaf_value=-0.0016449866663202789 0.00058583003734888675 4.7218749411906162e-05 -0.00020562687431971519 0.0010522968394351116 -0.0021493588746084248 0.00068450668445442509 -0.001904017932753887 0.0013659334382130383 -0.00014222794483236312 0.00099093323083573079 -0.00087437634767124689 0.0013787323048037163 -0.00079868824285434458 0.00083324025325730202 0.0013660333633043718 -0.0016806704427204456 0.0015642288159433717 -0.0021582128703527647 -0.0016620442079828624 -0.00077304264637710987 0.0012819789152353066 0.0013454268399952336 -0.00094831607007713945 -0.0015126155448995488 0.0015665836533970722 0.001070859347508891 -0.00082811079837588153 -0.0016106758397966777 0.0010400658549842867 -0.00023275452570835521
leaf_weight=2.8672064277343443 2.6571460496634236 3.5041880967328325 25.485009489231743 10.417699374258516 1.7198610133491445 11.253446516580878 3.6780717653455213 7.7068571485578996 1.6444522980600593 3.1789534948766232 2.9052169714123011 4.3162885755300513 3.5446245633065692 12.780717307701705 3.7450914308428755 4.6531085446476927 3.3602265929803243 3.0840669246390453 3.3311393847689015 3.2282069772481918 3.3592938631772995 4.7369714118540278 3.7700056154280892 2.9902611672878239 4.254256650805484 3.1427247934043407 3.6355968341231346 1.4055575956590463 9.437017882242797 31.516505686216988
leaf_count=390 50 127 572 66 48 143 88 41 37 18 23 32 24 85 18 46 16 79 34 28 16 28 30 25 19 16 29 69 91 612
internal_value=0.000117899 -0.000714295 0.000147203 0.000205046 3.76939e-05 8.56301e-05 -0.000859715 0.000168658 1.76327e-05 0.000807549 0.00010024 0.000383339 0.000322784 0.000381758 0.000259179 9.32119e-05 0.000301892 -0.00145711 0.000184695 -0.000375606 0.000274915 0.000396206 0.000187438 0.000428423 0.000178015 0.000636242 5.23344e-05 0.000147702 0.000696442 8.59131e-06
internal_weight=187.31 6.37139 180.938 155.453 80.1872 78.4673 6.33522 72.1321 58.341 13.791 6.08417 75.2662 70.9499 67.4053 56.9876 44.2069 39.5538 4.72852 36.1935 9.91864 6.5875 26.2749 21.5379 17.7679 14.0228 11.0326 6.77832 53.6125 10.8426 42.77
internal_count=2900 517 2383 1811 1299 1251 138 1113 1031 82 41 512 480 456 390 305 259 116 243 78 44 165 137 107 89 64 45 915 160 755
is_linear=0
shrinkage=0.00188464


Tree=515
num_leaves=31
num_cat=0
split_feature=6 6 10 3 22 0 2 21 9 16 16 10 20 3 17 9 21 18 5 10 0 19 7 9 13 16 21 2 0 17
split_gain=1.3639 2.39915 1.30509 1.93824 1.77668 1.67076 2.11213 1.5033 1.4927 1.36488 1.74652 2.30768 3.28737 2.88238 2.03439 2.06306 1.49052 1.17136 1.0957 1.06613 1.26918 1.75751 1.15614 1.06427 1.39736 1.63269 1.59361 2.17705 1.99955 1.37139
threshold=13.665319288000001 13.775321858200002 70.182199495350019 84.968719212850019 -0.14581999999999998 86.530713386650021 317.41815758785003 6.9984086918000008 204.17620834730005 22.614947116400003 19.214955067100004 66.697957758300021 38.175120519550006 89.227236891450005 196.44284117250001 201.2906445504 7.080793571600001 13.5308213324 20.206488238950005 78.220689305400015 97.671683879200017 13.351077205700003 29.973557588500004 66.290220196950017 117.55283175385001 22.614947116400003 11.702496363450001 153.92068653480001 85.775256651950016 190.58288855405002
decision_type=2 2 2 2 2 2 2 2 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 5 4 -4 6 18 -6 -9 10 -7 13 -13 -12 -15 -16 -17 -11 -3 20 -1 -22 -21 -20 25 26 27 28 -25 -27
right_child=1 2 3 -5 7 9 -8 8 -10 17 11 12 -14 14 15 16 -18 -19 23 22 21 -23 -24 24 -26 29 -28 -29 -30 -31
leaf_value=-0.00014902050402928747 0.0015450824143830911 0.0014366566568016104 -0.0017236521788947532 -0.0016192927839205878 0.00050221649794390702 0.0010747725152873144 -0.0021971506528263951 0.00018570881103564886 -0.0022028922179079449 0.0001717493004132792 0.0014838752399089856 0.00029885822987119146 -0.0020012672943397793 0.00065711161691142162 -0.0018260758968708243 -0.00083030315921906589 0.00090916387744431398 0.0014616296576465686 0.0010106946898633337 0.0001530185264511799 -0.0017744721855356457 0.00033520776931283459 -0.0019464543989236474 -0.0017136906678080282 0.00017718200568519557 -0.002444654527213941 0.00075185869470692545 -0.0022066952717238273 0.00059937675968825934 -0.00024456536483553404
leaf_weight=11.993419601931238 4.565235247835516 2.0026912912726393 1.9616739738266957 3.2262061185901976 12.075079087633638 8.7062997012399119 1.5016955994069565 2.1219620630145086 1.6533061577938495 3.684967212378977 6.6769738495349911 5.1231402186676842 3.8773368326947093 9.9955278635025042 3.0869304127991182 3.5652477908879519 3.4359581768512726 7.7805847115814686 3.5686944932676843 24.474779974989364 4.8667242052033535 1.970444284379482 0.96850435511441801 1.8681405339739301 32.246530031086877 2.3953347973292685 4.4746830011717966 2.2965746647678316 4.5863797292113304 1.7354168384335933
leaf_count=248 34 12 30 82 126 62 44 26 41 24 43 35 51 61 27 31 18 51 37 737 158 26 165 140 356 39 47 101 29 19
internal_value=0.000109381 0.000201596 0.000155704 -0.000275171 -3.17161e-05 0.000236203 8.15066e-06 0.000177682 -0.000860333 0.000467285 0.000317793 0.0001335 -0.000692018 0.000411149 5.4513e-05 -0.000542554 2.33692e-05 0.00104707 6.81729e-05 -0.000178495 -0.000518445 -0.00116647 7.31016e-05 1.66295e-05 -5.48886e-05 -0.00048605 -0.000163012 -0.000630811 -7.00975e-05 -0.00152035
internal_weight=182.486 138.213 133.647 21.0382 17.812 112.609 56.6761 15.8503 3.77527 55.933 44.4674 35.7611 9.00048 26.7606 20.0837 10.0881 7.00121 11.4656 55.1744 44.2739 18.8306 6.83717 25.4433 53.1718 49.6031 17.3565 13.2258 8.75109 6.45452 4.13075
internal_count=2900 1566 1532 305 223 1227 824 193 67 403 328 266 86 180 137 76 49 75 780 1334 432 184 902 768 731 375 317 270 169 58
is_linear=0
shrinkage=0.00188464


Tree=516
num_leaves=31
num_cat=0
split_feature=6 6 0 0 2 3 9 17 10 6 5 20 9 4 23 20 15 17 17 7 13 16 10 2 21 19 20 5 0 19
split_gain=1.88961 2.95077 1.73492 2.51104 2.5422 2.10041 2.3855 2.06917 1.62612 1.62399 2.8176 3.11521 1.56656 1.93544 1.44646 1.35452 1.54016 5.16334 2.05576 1.32801 1.84129 2.35824 1.53997 1.4847 1.44281 1.44193 1.84436 1.28238 1.23862 1.76343
threshold=13.665319288000001 13.775321858200002 93.972365491700018 86.530713386650021 317.41815758785003 84.968719212850019 206.50942114985003 191.40027208745002 78.220689305400015 16.455384477450004 22.443872254700004 40.823855932350007 213.24207352880003 261.08002863725005 0.12064000000000002 43.162556114600001 42.385947950200006 203.93111730270002 204.53341124495003 24.101221167900004 98.238948544700023 9.6249774926000011 90.740838818900016 223.36808516470003 20.770927814650005 12.250988447150002 41.24714903835001 13.487843791950002 97.671683879200017 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=8 -2 3 4 14 6 -4 -7 28 15 11 -11 -8 -14 -3 16 18 -18 -5 23 21 22 -21 -10 -23 27 -27 -22 -1 -30
right_child=1 2 5 9 -6 7 12 -9 19 10 -12 -13 13 -15 -16 -17 17 -19 -20 20 25 24 -24 -25 -26 26 -28 -29 29 -31
leaf_value=-0.00024408590695766897 0.0016427462061777143 0.00015596110670609958 0.0004813763125269673 0.00089994639907629392 -0.0022393910682091565 0.00051669446013503885 -0.001824961763871486 -0.0022584648030193836 -0.0009887113914860881 0.00020288801498092768 0.0013261224489872203 -0.0024857157118043124 0.0010333659227013446 -0.0017342127827717844 -0.00097173091879045211 0.0015956502110940534 -0.0018000090028897216 0.0018738268526412867 -0.00035546954368558589 0.0010595463137006631 0.0019918333458976444 -0.0014131585961705898 -0.0012498063137725886 0.00168202032724858 0.0013885470716978024 0.00055889198754634575 -0.0021501945731436456 0.00021932027251390511 -0.0017780796781732573 0.00022210647536065326
leaf_weight=12.873059799429031 5.0773443039506665 55.786189040867612 12.572685839608317 32.474407962057739 1.7354585481807578 1.3594969455152739 3.3378387605771414 3.2017031102441251 0.95693011651747184 3.818921532481907 3.0570045039057732 2.5546886622905731 2.2893237723037605 1.4762665051966903 4.3554585431702426 5.2672005463391534 3.4023305717855683 2.2622546777129173 5.4038725020363918 3.8883050743024823 3.0323730660602433 7.4229518787615216 1.3930889281036796 3.2512399937259033 0.71582096070051182 2.7591440500691533 1.3194554604124276 2.7778483498841524 5.4373003984801462 2.1986474525183439
leaf_count=248 34 731 111 198 44 13 62 66 47 26 18 30 22 32 55 28 37 14 45 70 20 388 229 38 7 40 30 33 158 26
internal_value=0.000126105 0.000230624 0.000180956 0.000273765 9.40205e-06 -0.000278999 -1.18766e-05 -0.00143131 -0.000199103 0.000554635 -0.000161331 -0.000874766 -0.000884908 -5.16389e-05 7.42936e-05 0.000692967 0.000583773 -0.000332796 0.000720844 0.000100287 -7.56323e-05 -0.000530329 0.000450402 0.0010747 -0.00116674 0.000541439 -0.000317516 0.0011444 -0.000600797 -0.00120216
internal_weight=197.459 149.432 144.355 120.118 61.8771 24.2373 19.6761 4.5612 48.0262 58.2407 9.43061 6.37361 7.10343 3.76559 60.1416 48.8101 43.5429 5.66459 37.8783 27.5172 23.309 13.4202 5.28139 4.20817 8.13877 9.88882 4.0786 5.81022 20.509 7.63595
internal_count=2900 1566 1532 1226 830 306 227 79 1334 396 74 56 116 54 786 322 294 51 243 902 817 694 299 85 395 123 70 53 432 184
is_linear=0
shrinkage=0.00188464


Tree=517
num_leaves=31
num_cat=0
split_feature=6 6 0 3 9 9 17 5 10 0 19 2 7 16 16 10 22 14 6 17 7 23 12 9 15 23 23 22 20 16
split_gain=1.40648 2.57259 1.35328 2.01612 2.45966 1.87626 1.84462 1.41217 1.32554 1.36224 1.63175 1.31307 1.2864 1.47663 1.39135 1.42766 1.30036 1.15723 1.76979 1.70156 1.90912 1.33737 1.22066 1.09713 1.29148 1.09227 1.6005 1.01827 1.16061 1.22922
threshold=13.665319288000001 13.775321858200002 93.972365491700018 84.968719212850019 206.50942114985003 213.24207352880003 191.40027208745002 23.721757872050002 78.220689305400015 97.671683879200017 13.351077205700003 148.65120700310004 26.626668929150004 17.924958083650004 9.6249774926000011 90.988176966900014 0.06041500000000001 307.90126551520001 4.9151148409000003 200.23903127160003 25.481538055850002 0.099010000000000029 236.87735968945 202.89977928865002 23.969938375100003 0.12191500000000002 0.099425000000000027 -0.54972999999999994 48.315732392000008 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=8 -2 7 4 23 -6 -5 -3 9 -1 -11 -7 17 14 15 -14 -16 19 22 20 21 -10 -19 24 -4 26 27 -9 29 -29
right_child=1 2 3 6 5 11 -8 25 12 10 -12 -13 13 -15 16 -17 -18 18 -20 -21 -22 -23 -24 -25 -26 -27 -28 28 -30 -31
leaf_value=-0.0001577811892664092 0.0015232633336679986 0.00033911917046188845 -0.001120057706519288 0.00037121711927115493 -0.0018647155601771287 0.00099669927473267387 -0.0022069022510717248 0.0018244034420789269 -0.0019574652998136906 -0.0017188204806847689 0.00020163748889509176 -0.0011572495480543339 0.0014095287279700538 0.001813367947643455 -0.0014259344415543896 -0.0011212650197270869 0.00042917780723891654 0.0016526879408979259 0.0015585394140128904 -0.0015397593116861024 0.0011139528018775408 0.00087398841408143182 -0.0019411281892380272 0.0012132617039374771 0.00052220367611977622 -0.0022291063123362682 0.00080976706746995559 -0.0012222109848734476 0.00046021810644833878 -0.00011508612911608722
leaf_weight=11.921842158073561 4.816630031913518 91.325162623194046 2.2220605146139913 1.3920747479423869 3.3823119285516432 2.1225886894389991 2.966437412891537 0.7093983255326809 1.5275360102532451 5.2639713617973021 2.1182402074337006 1.7735472982749341 1.9891592739149895 0.96530237654224116 5.7829633895889856 1.232470950722927 1.6603325522155499 0.48168779746629187 4.9953754937741905 1.905465771211311 4.6977637054515071 0.90802456019446243 0.97730147780384868 4.5659099426120511 6.1856248313561082 0.8419883290771385 5.2701230356469742 7.0656178959179723 3.8687288686633101 6.6422824787441641
leaf_count=248 34 668 20 13 62 18 66 5 95 158 26 36 33 8 246 213 46 10 37 57 75 16 66 33 58 21 61 333 39 99
internal_value=0.000105981 0.000195518 0.000149946 -0.000243506 1.82993e-06 -0.000857862 -0.00138347 0.000233621 -0.000173946 -0.000544018 -0.00116777 1.62073e-05 8.94389e-05 -0.000374993 -0.000573065 0.000441345 -0.00101213 0.000438073 0.00103566 1.13547e-05 0.000425691 -0.000901844 -0.000754624 0.000484134 8.81717e-05 -0.000161272 -8.73594e-05 -0.000345916 -0.00043351 -0.000685744
internal_weight=191.578 145.15 140.334 24.6106 20.252 7.27845 4.35851 115.723 46.4274 19.3041 7.38221 3.89614 27.1234 11.6302 10.6649 3.22163 7.4433 15.4932 6.45436 9.03879 7.13332 2.43556 1.45899 12.9736 8.40769 24.3981 23.5562 18.286 17.5766 13.7079
internal_count=2900 1566 1532 306 227 116 79 1226 1334 432 184 54 902 546 538 246 292 356 113 243 186 111 76 111 78 558 537 476 471 432
is_linear=0
shrinkage=0.00184769


Tree=518
num_leaves=31
num_cat=0
split_feature=16 20 16 16 12 20 9 6 20 7 3 21 16 6 9 12 5 7 19 0 3 16 13 3 20 13 20 19 5 5
split_gain=1.89687 1.6042 1.42363 1.73975 1.9181 1.63345 1.98004 1.51053 1.4991 1.44839 1.45494 1.83958 1.42346 1.40571 1.34506 1.17543 1.28351 1.26013 1.09232 1.01599 3.66111 1.52308 2.34931 3.18704 2.87282 1.83359 1.82452 1.64429 1.24506 1.38101
threshold=18.594956516900002 38.238138001450004 15.689963310050002 13.534968349350001 176.04981466085005 41.395309858300003 187.38923140910003 11.060258421150001 39.945535567850008 22.372035319250003 93.491131486350014 12.260331702700002 17.844958270700005 5.3251244207000008 188.78154115175002 207.71672397260002 16.579584939650001 24.176224535650004 13.151061067750001 93.972365491700018 84.807411725000023 19.214955067100004 112.82921081865001 89.227236891450005 38.175120519550006 113.92610173585001 38.441102963850007 14.251149826300002 19.812684199800003 21.197160116700001
decision_type=2 2 2 2 2 2 2 2 2 2 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 8 9 -5 -4 10 -7 -12 14 -11 -10 16 -9 -18 -2 21 -21 -20 24 -24 -23 -25 27 -27 -28 -30
right_child=18 2 5 7 -6 6 -8 15 12 13 11 -13 -14 -15 -16 -17 17 -19 19 20 -22 22 23 25 -26 26 28 -29 29 -31
leaf_value=-0.00082921211741065841 0.0011308969794482488 -0.0018978102770482513 -0.0011662428946174878 -0.00040125921560994808 -2.3035126864219568e-05 -0.0019812443862448946 -0.0016126941439171785 0.00079724673778053755 0.0010422100768755383 -0.001169726736992321 -0.0019443381191967595 0.0018461423031614751 0.001242124015356985 0.0016508421208582026 -0.0014607644829127077 0.0013348471799896325 0.00047099339459226816 -0.001604112481363741 0.0011992963910459754 0.00047794094089336284 -0.0018320548442808699 0.00025542498148936117 0.0013793306425559063 -0.0013747027775176234 -0.0018022779890531943 -0.00036755517734494324 0.0012564782109122734 0.0012637804809998857 -0.00038616176271352552 0.00022535987203931392
leaf_weight=8.6072098500153498 4.3560251286253324 2.0083343426813363 1.9953479757532493 4.6481448011472848 12.038576139893847 1.8428979753516599 5.364646217552945 7.9883362986147421 1.1731977871386337 0.78411167114973102 0.68021383567247518 0.99381254857871681 4.1315349494107068 1.9265069421380756 1.601527984254062 6.5549744339659801 2.0467465461697434 1.6810461748391388 5.3324056090787044 6.1739204195328039 3.331716051325202 4.8115457799285632 7.9989055283367625 2.2459014207124701 3.8539980398491025 2.4873783313669255 3.088849712163209 8.9986111894249898 14.482248878106473 59.503303775098175
leaf_count=431 33 159 41 117 427 61 156 59 16 64 71 9 37 12 31 51 30 17 51 56 59 31 50 16 53 42 19 56 103 542
internal_value=0.000129759 -0.000114194 -7.08745e-06 0.000201052 -0.000291078 -0.000382524 -0.000821885 0.000502672 0.000189638 -0.000140652 -0.000892563 0.000305941 0.000581377 0.000834925 -0.000402467 0.000732631 0.000395702 -0.000464775 0.000257003 0.000225879 -0.00033171 0.000272866 0.000226899 0.00030466 -0.000659738 0.000209994 0.000250182 0.000910502 0.000151779 0.000105658
internal_weight=192.732 66.0672 57.46 36.9662 14.0469 20.4938 11.5922 22.9192 8.90161 6.22754 3.51692 1.67403 6.90626 2.71062 2.77473 18.2711 11.7161 3.72779 126.665 122.309 9.50564 112.803 107.471 98.8052 8.66554 90.8063 88.5604 11.486 77.0744 73.9856
internal_count=2900 1789 1358 860 586 498 373 274 125 217 141 80 84 76 47 157 106 47 1111 1078 115 963 912 828 84 778 762 98 664 645
is_linear=0
shrinkage=0.00177594


Tree=519
num_leaves=31
num_cat=0
split_feature=16 20 16 16 12 20 9 20 6 23 12 16 9 22 9 20 10 15 16 21 18 19 20 16 3 0 15 16 13 20
split_gain=1.87207 1.7985 1.62503 2.20458 1.94817 1.73286 2.10287 1.59056 1.54126 1.49542 1.46262 1.37969 1.51852 1.35989 3.14736 1.24441 1.51755 1.14216 1.45352 1.56687 1.40598 1.18135 1.26846 1.03408 0.985376 3.27461 1.64633 1.52284 2.4414 2.81771
threshold=18.594956516900002 38.238138001450004 15.794963064500001 13.534968349350001 176.04981466085005 41.395309858300003 187.38923140910003 39.945535567850008 11.060258421150001 0.085155000000000022 207.71672397260002 17.844958270700005 188.78154115175002 0.06041500000000001 205.88909726980003 42.508878681700004 80.677940036650014 44.920183738100008 22.674946976100003 15.031613344500002 13.415872650200003 14.451165964200003 41.621607100200002 16.244962012200002 83.511574906150017 94.047642319350018 27.122924609850003 19.214955067100004 112.82921081865001 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 -1 3 4 -3 7 9 -4 15 23 13 12 -9 14 -10 -5 -17 24 19 21 -20 -19 -23 -7 -2 27 -27 -26 29 -29
right_child=17 2 5 8 -6 6 -8 11 10 -11 -12 -13 -14 -15 -16 16 -18 18 20 -21 -22 22 -24 -25 25 26 -28 28 -30 -31
leaf_value=-0.00092177585429038345 0.0012559217218438858 -0.0020514530929016447 -0.0013151589183213338 -0.0021059505220744987 -5.3285529292459974e-05 0.00065441656323793449 -0.0017786811282877054 0.0011857237215662105 0.00075631615262558495 0.00096483327842285748 0.0015383276462651789 0.0013300825652809861 -0.0016221138344014341 0.0017748081016970862 -0.0018294500506411207 -0.0014170915204838462 0.0010548287191914068 -0.001729490872680234 -0.00048598076635686664 0.001317009340609128 0.0017769509665602398 0.00096006355996768467 -0.0013818342601422278 -0.0016705196587151465 0.0011843520186644741 0.0010072322248857774 -0.0015082735380101684 0.00032257100319702127 0.00042388592467876524 -0.0019333464328552372
leaf_weight=8.732797563512575 4.2745566223748019 2.1197086785105048 1.9899998046457783 1.133780261036011 12.072492992796468 1.0086688371375188 5.4870846155099571 1.2654094105819242 6.9599600133951771 2.6011974499560893 7.2271965295076361 4.2195536973886192 1.6267941975966094 2.2536622309125951 2.3191355243325233 1.4246235997416077 2.5795821156352758 4.0635180850513262 1.9471742487512518 1.2243489683605728 2.1184598952531815 1.7311088191345336 1.6881365724839268 2.3634157687192783 8.3483846054878068 1.1853717304766167 5.0895545836538076 4.6627395283430797 86.014861675910652 3.6457905527204275
leaf_count=431 31 159 40 33 427 17 154 15 63 34 52 37 31 17 27 45 45 80 36 15 12 15 40 162 73 10 80 32 637 50
internal_value=0.00015075 -0.00010788 1.33024e-05 0.000248399 -0.000351726 -0.0004222 -0.000919525 0.000204001 0.000604793 -0.0001303 0.000860279 0.00062909 -0.000393617 0.000435369 0.000110052 -0.000328045 0.000175364 0.000289073 -0.000255856 -0.000698979 0.000693154 -0.00102884 -0.000196169 -0.000975077 0.000350547 0.000315025 -0.00103308 0.000397416 0.000327766 -0.000667328
internal_weight=193.379 67.3851 58.6523 38.0901 14.1922 20.5621 11.4604 9.10176 23.8979 5.97328 18.76 7.11176 2.8922 11.5328 9.2791 5.13799 4.00421 125.994 12.7727 8.70711 4.06563 7.48276 3.41925 3.37208 113.221 108.947 6.27493 102.672 94.3234 8.30853
internal_count=2900 1789 1358 868 586 490 367 123 282 213 159 83 46 107 90 123 90 1111 198 150 48 135 55 179 913 882 90 792 719 82
is_linear=0
shrinkage=0.00192234


Tree=520
num_leaves=31
num_cat=0
split_feature=16 15 6 13 13 18 10 20 3 3 22 7 17 14 13 6 3 3 20 0 8 21 6 5 7 12 22 13 21 22
split_gain=1.43555 1.49064 1.35242 1.38087 1.90185 1.17047 2.90766 1.62601 1.30703 2.35862 1.26275 1.42001 1.28413 1.38287 2.29879 1.85817 1.34218 2.47745 2.13888 2.04166 1.62089 1.46377 1.43273 2.37546 1.12896 1.24048 1.8488 1.45505 2.35093 1.58234
threshold=18.594956516900002 32.540328261750005 15.675366252400002 108.61908538635001 107.97116697695002 15.042884401850001 70.182199495350019 40.621691032550004 88.727183679150016 89.227236891450005 -0.0023999999999999998 23.282607548150004 204.43529195140005 384.93581166080008 117.55283175385001 16.015374196650004 93.770731131900007 93.458869988800004 41.941595803500007 86.001087134900004 8.543332867800002 1.1877328917500003 16.435384010100005 22.694406402050003 29.973557588500004 207.71672397260002 -0.24103499999999997 95.99139754765001 20.770927814650005 -0.59511499999999995
decision_type=2 2 2 2 2 2 2 2 2 2 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 7 -2 -9 -10 12 -12 13 15 -15 -11 17 20 -18 -19 22 -20 -17 -24 25 27 -27 28 -1 -29
right_child=5 -3 -4 -5 -6 -7 -8 8 9 10 11 -13 -14 14 -16 16 18 19 21 -21 -22 -23 23 -25 -26 26 -28 29 -30 -31
leaf_value=-0.0020820888643444907 0.00052305188301579814 -0.0020892218696371033 -0.0014816756949884461 0.0011096462236748136 -0.002196231242218097 0.00093792673744806058 -0.0016087123118667464 -0.0010860604725148918 0.0017910818741592336 0.0013399806066319627 -0.0020228191018752156 3.665048410030323e-05 -0.0010762474497769154 -0.0027137391829239617 0.00060566253173321657 0.001131499304707282 0.0014015416651295698 -0.0026090908662224658 0.001898519352529359 -7.1862193903683255e-05 -0.00096140445886699509 -0.00015524792856772861 -0.0007903412521425131 0.0012202104078064767 -0.0020292370181075256 -0.001053858453423344 0.00049008067113771544 0.0012249151341404518 0.0015033412095608449 -0.0002498937889408289
leaf_weight=3.3188830360304555 49.212485420983285 1.412496648961677 2.4657470445963545 4.0315228970721355 1.5825155526399601 8.8486304040998203 3.3262591781094661 3.6401016227900973 3.0981881543993941 5.5713046472519556 2.3326184707693818 2.872027151286602 3.247182384133338 1.60634401673451 1.602134891785681 6.4814505651593306 6.9076904933899668 2.5915371431037775 1.4954369589686383 2.3028312213718891 4.1107146926224223 12.376514695351942 6.2012551203370077 3.5542357228696346 1.0568953286565363 3.3749688556417849 25.601155439682771 3.1416674531064883 0.89208483137190331 25.491832087049268
leaf_count=295 368 70 193 29 34 69 60 37 19 30 52 22 32 29 16 33 40 37 7 15 36 152 41 16 163 105 450 25 10 415
internal_value=0.000127071 -9.46851e-05 -5.49812e-05 -3.61915e-06 -7.32461e-05 0.000249225 0.00019949 0.000249946 5.79202e-05 0.00012068 3.88626e-05 -0.000886363 0.000121818 0.000192808 -0.00105622 0.000270483 0.000141011 -0.000162805 0.000510072 -0.00141531 0.000138468 6.61542e-05 0.000416924 -5.78333e-05 -1.98143e-05 1.45391e-05 0.000310252 -0.000246345 -0.00132252 -8.80778e-05
internal_weight=203.749 72.3698 70.9573 68.4915 64.46 131.379 122.53 119.204 69.9916 66.3515 63.2533 5.20465 58.0486 54.8015 3.20848 51.593 46.0217 25.242 20.7796 4.89437 20.3477 13.872 16.2369 9.75549 62.8775 61.8206 28.9761 32.8445 4.21097 28.6335
internal_count=2900 1789 1719 1526 1497 1111 1042 982 614 577 558 74 484 452 45 407 377 178 199 52 126 159 90 57 1463 1300 555 745 305 440
is_linear=0
shrinkage=0.00196078


Tree=521
num_leaves=31
num_cat=0
split_feature=9 13 3 21 20 5 5 6 17 2 3 6 20 6 21 10 5 5 22 7 21 21 23 23 22 13 22 23 20 13
split_gain=0.30744 0.497377 0.752482 0.427847 0.557253 0.317404 0.71279 1.21779 1.25803 0.859541 0.771016 0.714455 0.954633 0.700356 0.865333 0.882784 0.604428 0.59565 0.732181 0.513299 0.496898 1.00954 0.491316 1.43725 0.883641 1.70356 1.22767 1.15613 1.07769 1.37517
threshold=37.256168974800005 96.209162656250015 66.676450093250011 20.770927814650005 50.264779514000004 23.721757872050002 25.763052016400003 16.395383075500003 199.01194954300004 347.55895130095001 93.249170254600017 16.505385645700006 38.115457128050004 15.710367070250003 12.567475366050003 61.767325547050007 32.00428233840001 23.151456684850004 -0.068524999999999989 23.282607548150004 9.3294251869500027 3.4240268213500005 0.088565000000000019 0.089335000000000012 -0.24103499999999997 117.30011668960002 -0.117115 0.085155000000000022 45.027406014450008 98.238948544700023
decision_type=2 2 2 2 2 2 2 2 2 2 2 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 17 7 -7 11 10 -8 19 -13 -12 15 16 20 22 -19 -9 21 -15 24 -24 25 -2 27 -26 29 -28
right_child=5 -3 3 -5 -6 6 9 8 -10 -11 13 12 -14 14 -16 -17 -18 18 -20 -21 -22 -23 23 -25 26 -27 28 -29 -30 -31
leaf_value=-0.043627061215928846 -0.029345168096634296 -0.045317420120617576 0.012787029306260278 0.043591501781444858 -0.043316727206813087 -0.041206562019060582 0.03862459323911363 -0.023096926938015978 0.024690890790066238 -0.046833867452443563 0.038148872057214532 0.012165204832078816 -0.049573023337526466 0.0083153876985795211 -0.047358240808040519 -0.044328153004978312 0.035106678474929452 0.0010845370690776329 0.028076136717628947 0.016083840068082139 0.031407081320525089 -0.047488932546488706 -0.040200767904631562 -0.00045265619436344928 0.0093904892218913422 0.039513889469826376 -0.03479762846928619 0.041549955434293517 0.027763394718545008 0.0023254181775599157
leaf_weight=0.66007282543432655 3.1596533396805166 0.64745252404827613 1.2171225031488577 0.48124516382813443 0.4341152770211919 2.0743048221338558 1.2460741368122361 1.0245205112732949 1.9639659104868767 0.5553479583468296 0.86565598472952832 0.62081459211185608 1.6714327826048245 2.061137345037424 0.69538463559001673 0.6304543291334993 1.2149360342591533 3.8847980299033225 3.411658282740972 1.4735892810858784 0.74490390764549363 0.81865655998990394 1.6977793399419159 52.117952031534514 6.4608628877904248 0.81736334413290013 1.9031826375867229 2.9397895820438862 2.7980196423595762 34.455789106199518
leaf_count=197 149 67 62 7 63 57 14 39 20 27 10 20 66 72 39 55 33 51 37 18 22 80 36 805 157 5 168 24 46 454
internal_value=0.0008019 -0.0117444 -0.0039605 0.00831759 -0.00196281 0.00113059 -0.00417166 -0.0127144 -0.00396426 0.0043673 0.00780257 -0.0157124 -0.0328523 0.00234022 -0.00268745 0.00299132 0.00915558 0.00195458 0.0137052 1.5091e-05 0.000457221 -0.00754845 0.0011484 -0.00170663 0.00407304 -0.0151931 0.005651 0.0194475 0.0023388 0.000382241
internal_weight=134.748 3.44001 2.79256 2.13248 1.65124 131.308 17.6612 8.82863 6.75432 8.83255 8.2772 4.79036 2.29225 7.03113 6.16547 5.47009 4.83963 113.647 7.29646 2.49811 3.6247 2.87979 106.35 53.8157 52.5347 3.97702 48.5576 9.40065 39.157 36.359
internal_count=2900 396 329 132 125 2504 572 220 163 352 325 143 86 311 301 262 207 1932 88 57 174 152 1844 841 1003 154 849 181 668 622
is_linear=0
shrinkage=0.0425139


Tree=522
num_leaves=31
num_cat=0
split_feature=13 8 23 18 0 9 19 7 4 5 18 6 20 23 19 16 5 22 22 22 16 18 20 15 7 10 20 9 23 18
split_gain=1.36361 1.92414 1.27791 1.18282 1.45888 1.43823 1.45661 1.33771 1.28995 1.26048 1.04049 1.02957 1.27351 1.10477 1.02622 1.35318 1.01198 1.17858 1.44612 1.0467 1.34387 2.40336 2.06686 1.58478 1.38274 1.89544 3.07868 1.48521 2.19215 1.68668
threshold=95.870416931800023 2.9476996444500005 0.079785000000000009 17.140917755100002 98.615332683000005 188.53841931785004 12.551012654050002 25.582719811950003 267.88310861120004 23.721757872050002 14.708525021850003 10.715250360100002 47.833738492450003 0.086945000000000022 12.150980378200002 17.294959556900004 16.069922422900003 -0.50001499999999999 -0.59681499999999998 -0.11600999999999999 22.624947093000003 12.903279561150002 41.986601436450009 39.466660082200001 22.580174331950005 62.106071271500007 41.495754733000005 191.62448690950001 -0.072169999999999998 13.987466292050001
decision_type=2 2 2 2 2 2 2 2 2 2 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 7 -7 -9 11 -1 12 -2 -14 -5 -16 -13 18 -18 -19 24 -22 -23 -24 -21 26 -26 28 -27 -29
right_child=3 -3 -4 14 5 6 -8 8 -10 -11 -12 16 13 -15 15 -17 17 19 -20 20 21 22 23 -25 25 27 -28 29 -30 -31
leaf_value=-0.001594360311704517 -0.0016261790566140689 -0.0016661859404448962 -0.0015543361174556239 0.0017624670159542201 0.00066488595553047358 -0.0021200624175248431 -0.0019143278378365531 0.00081395153411796691 -0.0013179174438182814 -0.00018896688656799796 0.00046377700975279846 0.0011091132216180797 -0.0012349395924552674 0.00129733367084694 -0.00077169926140778543 0.0015732868797839318 0.00019213160846772123 0.00068256251907426301 -0.0018612432470763716 0.00086186674326877452 -0.00081689857834258198 0.001296969660952621 -0.00082161992436434407 0.00074973653460119044 0.00054611686693635888 0.0011082886011618788 -0.0016574837702341969 0.00087838227030961078 -0.0015813620406395191 1.7858466461821193e-05
leaf_weight=1.0175575723405916 2.3116825381293884 3.5270144465612239 1.733338711404939 3.1842879354953757 3.011989257996901 1.2087031742557863 3.1966992053203285 3.3185437936335802 1.5335176391527054 25.825373083644081 8.4088506791158562 5.5892416071146718 1.036831754492596 1.6495947465300558 2.0427945302799349 1.6389314886182544 3.2352044144645333 22.761183397262357 2.0838084826245895 7.2755091530270866 3.9145209975540665 13.619107879698278 3.8472615890204889 6.1844906080514193 3.8469277210533601 1.5687135681509969 5.9926878083497286 11.552846947684882 3.9130484480410805 31.01158909406513
leaf_count=33 86 260 187 23 58 48 93 38 32 565 293 47 46 9 33 14 31 202 38 58 31 84 28 39 22 9 57 65 43 328
internal_value=0.000134277 -0.000428507 -3.73407e-05 0.000181145 0.000149458 -0.000488966 -0.000864381 -0.000310595 0.000140164 0.000199281 0.000241606 0.000275591 -0.000580131 0.000319998 0.000963338 0.000272178 0.000309429 0.00027243 -0.000612311 0.000313179 0.000222508 0.000578318 0.000809244 0.000147108 7.19888e-05 -2.72888e-05 -0.000795957 0.000130131 -0.000811666 0.000251422
internal_weight=191.042 14.6868 11.1597 176.355 169.489 12.2695 9.25746 6.06076 4.85206 157.22 9.42641 131.394 4.99811 2.68643 6.86601 3.68173 126.396 120.807 5.31901 115.488 92.7267 27.5654 23.6509 10.0318 65.1613 57.8858 9.83962 48.0462 5.48176 42.5644
internal_count=2900 773 513 2127 2057 269 211 118 70 1788 326 1223 141 55 70 47 1082 1035 69 966 764 182 151 67 582 524 79 445 52 393
is_linear=0
shrinkage=0.00192234


Tree=523
num_leaves=31
num_cat=0
split_feature=5 21 0 3 3 21 16 22 18 10 7 21 8 18 16 7 2 23 4 8 23 23 23 22 5 6 0 21 23 3
split_gain=1.18734 1.15105 1.09535 1.5992 2.21205 3.38377 1.59053 2.0459 2.46056 1.53265 2.2032 1.7477 1.2393 1.0488 1.92665 1.69472 2.47546 1.25652 1.17556 1.53042 1.10018 1.09994 1.38806 1.32112 1.91455 1.19975 1.81351 3.88388 2.8767 2.72287
threshold=7.7286379265000011 12.953111773950001 85.716110573100011 93.770731131900007 93.58791597905001 3.0760100505500003 22.624947093000003 -0.079824999999999993 13.685220395000002 62.00390986255001 19.617375644250004 15.440607301650003 8.4434108459500017 13.482409244300003 22.584947186600004 23.031046061850002 138.50479637360004 -0.094899999999999998 168.72122291465004 8.3434888241000014 0.079785000000000009 0.11467000000000002 0.25847000000000003 0.22542000000000004 13.264960807550002 16.565387047600002 90.337570099350003 13.296557277800002 0.093675000000000022 88.727183679150016
decision_type=2 2 2 2 2 2 2 2 2 2 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 6 -6 13 8 -8 -2 -11 -12 -9 14 15 16 -4 -18 19 20 -15 23 -23 25 -25 26 27 28 -20 -28
right_child=2 -3 3 -5 5 -7 7 12 -10 10 11 -13 -14 18 -16 -17 17 -19 21 -21 -22 22 -24 24 -26 -27 29 -29 -30 -31
leaf_value=-0.0016775034790793989 1.4314484762361311e-05 3.4803946239554409e-05 0.00086551802828117722 0.0010247600657582161 0.0011110391562461545 -0.0018816086837895277 -0.0014169775755145167 0.0016707641875335568 0.0011153102736968989 0.0017404950105808937 -0.0020987915186489164 0.0012698597182002067 0.00047051443338601788 -0.00047338241623945382 -0.00055682257109170529 0.0016561522667944474 2.0092816130234968e-06 -0.0024420586045295783 -0.0018723070683571931 0.00017513647872507802 -0.0022921299470817259 0.0012142454965728879 -0.00045660319061117071 0.00071662242625781137 -0.0017762932254718146 0.0011978181881741011 8.2950272557411479e-05 0.0013822874865930339 0.0002117295327110241 0.0016366146221257487
leaf_weight=2.6352302767918436 23.520323706034109 3.2276113105472177 10.06573680741713 8.3451802320778352 2.0379379028454414 4.4338854746893048 3.0183575302362469 7.3979440294206125 2.6743131317198277 0.84930546255782147 4.0367098210845143 0.6625465741381048 5.5744644571095705 2.5792930088937265 5.0701008290052405 5.6774123392533502 1.7428064690902831 1.4031562362797547 6.7945642163977009 4.926647923886776 2.3478581653907895 6.597083530854432 2.5466191928135231 1.7453352796146635 3.2739855069667101 3.5617410503327838 58.505525824497454 2.9184071440249673 3.8257920332252979 4.4882035371847442
leaf_count=390 428 127 66 47 16 54 25 45 16 8 135 9 39 20 35 27 22 32 76 37 46 59 39 35 65 20 918 15 21 28
internal_value=0.000117245 -0.000734844 0.000143453 0.000205265 0.000160627 -0.000939242 0.000209138 0.000733393 -0.000227355 -0.000200076 -0.00110887 -0.00162385 0.001155 0.000132732 0.000495363 0.000777784 0.000400326 -0.00108809 4.92796e-05 -0.000582491 -0.00134004 0.000115326 0.000748896 4.72617e-05 -0.000909448 0.000107217 5.64611e-05 -0.00058184 -0.00112157 0.000193646
internal_weight=196.484 5.86284 190.621 161.552 153.207 6.47182 146.735 18.6651 5.69267 29.0689 5.54856 4.69926 12.9724 128.07 23.9592 18.8891 13.2117 3.14596 104.111 9.8538 4.92715 94.2573 9.1437 85.1136 5.01932 80.0942 76.5325 13.5388 10.6204 62.9937
internal_count=2900 517 2383 1803 1756 70 1686 125 41 580 152 144 84 1561 182 147 120 54 1379 103 66 1276 98 1178 100 1078 1058 112 97 946
is_linear=0
shrinkage=0.00192234


Tree=524
num_leaves=31
num_cat=0
split_feature=16 15 6 13 13 3 0 16 13 20 3 5 15 20 21 22 15 22 8 2 10 4 22 15 20 23 20 20 7 2
split_gain=1.34886 1.5206 1.39887 1.35922 1.95809 1.1378 2.2684 1.8338 2.49712 3.61126 2.7118 1.97332 1.7805 1.70492 1.65018 1.58757 1.45825 1.60239 2.62849 1.89328 3.06293 1.88787 1.54765 1.41051 1.54856 1.24244 1.1491 1.10995 1.68593 1.73249
threshold=18.594956516900002 32.540328261750005 15.675366252400002 108.61908538635001 107.97116697695002 83.511574906150017 94.047642319350018 19.214955067100004 112.82921081865001 38.994321257850011 89.227236891450005 18.038339912700003 27.122924609850003 41.941595803500007 0.18863712200000002 -0.019444999999999997 46.574831689400007 -0.072569999999999982 8.8430989333000021 115.23517099855002 62.014663695050011 222.56810966585002 -0.095714999999999995 37.128521979500007 38.238138001450004 0.088280000000000011 39.852039223600009 43.19689381845 22.509653697550004 236.44570625245004
decision_type=2 2 2 2 2 2 2 2 2 2 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 -2 7 15 9 11 -10 -9 -8 16 -14 -7 17 19 21 23 -21 26 -18 24 -12 -22 -19 28 -15 -30
right_child=5 -3 -4 -5 -6 6 12 8 10 -11 13 -13 14 27 -16 -17 22 18 -20 20 25 -23 -24 -25 -26 -27 -28 -29 29 -31
leaf_value=-2.4491020632171444e-05 0.0012911942044788549 -0.0022234142250518395 -0.0017098558204886294 0.0011708973121440304 -0.0023569335667032875 0.0017709561736908241 0.0012025170104978499 0.0013266875953091199 0.0014857778882256217 -0.002604301106242293 0.0015160368517445214 -0.0010138267410419299 -1.3148417231362988e-05 -0.0021909254879662939 -0.0024669556197458782 -0.00021098488375415484 0.00060584381735415745 0.0010819087591726244 -0.00087747511817747113 -0.0020310558245630094 -0.0006166268858001947 0.0016311415753687344 -0.0023918319806932819 0.0019363923476723467 -0.00023619752828193448 0.00089927383542653266 -0.00051072904605816306 0.00029706745320039337 5.403312975491153e-05 -0.0015384641525065493
leaf_weight=55.785173239710275 4.4629072411917141 1.4600370554253448 2.1842809582012697 3.9909043302759519 1.6169752711430181 6.2109587895683944 1.2864391244947899 3.026624567806719 7.8583147767931214 3.2391233891248703 3.2769425320438987 3.2740832716226578 1.9131201179698107 2.1805501199560267 3.1946647437289357 2.4648166750557703 1.4286425095051529 4.3219448830932512 3.1591960284858933 3.6254384662024668 4.2540327478200179 13.756058018654583 1.5875119352713216 3.179920867085456 6.7132481671869755 5.3035420682281256 3.6468697264790535 14.630133505444972 15.513573152245955 3.6925214012153438
leaf_count=1463 31 70 193 29 34 43 10 16 51 42 25 29 19 37 61 30 19 27 35 56 31 82 32 15 44 26 21 142 140 47
internal_value=0.000129681 -0.000115095 -6.66779e-05 -8.21591e-06 -9.01942e-05 0.000254834 0.000217151 0.000283744 0.000209279 -0.000811295 0.000308497 0.000110469 -0.000994536 0.00020601 -0.00154788 0.00120788 0.000439981 0.000523096 0.000903363 0.000164026 -0.000395758 0.00116233 -0.000971942 0.000724359 0.000338563 0.000224553 0.00035305 -0.000146428 -0.000449813 -0.000252137
internal_weight=192.239 65.0374 63.5773 61.3931 57.4021 127.201 122.738 116.344 107.668 9.53983 98.1284 6.30071 6.39422 90.2701 5.10778 8.67578 54.2533 51.2372 24.8841 26.3531 13.183 21.7249 3.01615 13.1701 9.99019 9.55757 7.96881 36.0168 21.3866 19.2061
internal_count=2900 1789 1719 1526 1497 1111 1080 990 917 87 830 45 90 779 80 73 413 362 165 197 113 130 51 84 69 57 48 366 224 187
is_linear=0
shrinkage=0.0020895


Tree=525
num_leaves=31
num_cat=0
split_feature=5 21 23 22 8 20 13 5 3 3 0 6 13 20 0 7 23 17 23 23 22 18 22 22 18 18 9 8 9 9
split_gain=1.26614 1.17012 0.910075 0.900238 2.89399 1.74258 2.26538 2.61538 1.85572 1.75353 1.74278 1.81164 2.24924 1.71676 1.40971 1.35919 1.53447 1.76338 1.47607 1.31844 1.46519 1.24107 1.23456 2.42561 1.89066 1.59889 1.2303 1.71165 1.56472 1.43846
threshold=7.7286379265000011 12.953111773950001 -0.27223499999999995 -0.065399999999999986 8.9430209551500024 41.495754733000005 113.96105169155001 20.766972852450003 93.620177476600006 93.249170254600017 92.313586825200005 14.835346625500001 98.238948544700023 39.788107623550012 86.036037090600004 22.708075280250004 0.12424000000000003 198.29010168345002 0.11360500000000003 0.10500500000000003 -0.23280999999999999 15.532509816950002 -0.022239999999999999 0.06041500000000001 14.234745508550002 13.934548574650002 186.67271206880002 7.0445025401000008 193.06224578400005 191.07475275385002
decision_type=2 2 2 2 2 2 2 2 2 2 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 15 5 6 7 10 -8 22 -5 12 -12 -10 -11 -4 18 -18 19 26 -21 -14 25 -24 -25 -7 27 -17 29 -28
right_child=2 -3 3 4 -6 9 8 -9 13 14 11 -13 21 -15 -16 16 17 -19 -20 20 -22 -23 23 24 -26 -27 28 -29 -30 -31
leaf_value=-0.0016544762390772365 -0.00067012702220139802 5.2457757055055597e-05 0.00039812808252890817 -0.00098329361398361123 -0.0013370985611204217 0.0021001838637625487 0.0015185535864967918 -0.0020073941734296487 0.0012397713963198391 -0.00031374873159311078 -0.0020601597066066189 0.0014836934830503288 5.8231316837631711e-05 -0.00098151426263941278 -0.0024233687194851056 -0.00016168505255361671 -0.0025770275259804853 0.00021799670442949781 0.001279025309062064 0.00058325281843808079 -0.0023744021550144915 0.0012391546948667517 -0.0011698004321387028 -0.00079221139773157719 0.0014778245619922468 -1.1955826632842801e-06 -0.0003942255942742193 0.0017548450381374805 9.3639025772037332e-06 -0.0023536794971079798
leaf_weight=2.7525579175562589 4.6971921205404206 3.220365138782654 33.658527671010233 2.7778417281806531 3.5438067375216624 2.742966460995377 14.131795767694713 1.7100999644026149 2.6714509213343254 4.1015136028290717 1.3885885801282736 6.5028745643794528 8.6918393056839687 2.478788728825748 1.6379903405904768 3.5956044325139365 1.8742278846912079 1.5030831783078609 3.1522907181642941 0.93796647898852858 1.8198489923961449 5.2901853285729876 4.2833550064824522 2.0377047737129033 4.0518293981440365 2.6123694136040285 4.5819366461364543 3.3048141337931156 52.23771599761676 1.9839577488601206
leaf_count=390 146 127 455 27 66 14 81 41 21 107 85 34 77 22 20 83 33 24 28 11 41 50 70 29 40 34 55 15 647 27
internal_value=0.000136881 -0.000734165 0.000165156 0.000187038 0.000355948 0.000445349 0.000657787 0.000291516 0.00115853 -6.32387e-06 0.000450995 0.000633143 0.0002733 0.000170676 -0.000915811 7.71958e-05 -6.68487e-05 -0.00133309 -7.1328e-06 -6.63533e-05 -0.00136847 0.000505041 0.000325564 -6.14169e-05 0.000718216 0.00107512 -1.16992e-05 0.000756198 -0.00010181 -0.000986296
internal_weight=189.975 5.97292 184.002 179.305 70.655 67.1112 45.6435 26.3614 19.282 21.4677 24.6513 21.8735 15.3706 5.15024 5.7395 108.65 74.9914 3.37731 71.6141 68.4618 2.75782 13.982 15.7282 10.3729 6.08953 5.35534 65.704 6.90042 58.8036 6.56589
internal_count=2900 517 2383 2237 818 752 438 314 124 314 273 246 212 43 127 1419 964 57 907 879 52 127 187 139 69 48 827 98 729 82
is_linear=0
shrinkage=0.00192234


Tree=526
num_leaves=31
num_cat=0
split_feature=5 5 10 23 21 18 7 16 15 0 10 20 21 9 23 13 9 15 16 10 4 5 16 18 3 3 16 13 20 3
split_gain=0.329078 0.720119 0.666724 0.583437 0.730463 0.316294 0.921202 1.17187 1.18426 0.730389 0.972388 1.17815 1.10039 1.05457 0.873937 0.738355 0.589992 0.604747 1.07789 0.519411 1.07158 1.01223 0.565973 1.89812 1.28008 1.27665 1.35809 1.46605 1.96592 1.83557
threshold=7.7286379265000011 5.2595069053500012 90.740838818900016 0.074640000000000026 20.770927814650005 16.873483924050003 26.565321014450003 17.654958715000003 20.937157557000003 98.615332683000005 80.468240302450013 42.406961525800007 5.3110029590500014 188.53841931785004 0.11308000000000003 98.238948544700023 219.38617924735004 19.112687623850004 9.5499776680000021 75.403185184700007 267.25332376775003 16.222050829800004 18.594956516900002 14.873215527100003 83.511574906150017 85.54673771085001 19.214955067100004 112.82921081865001 38.175120519550006 89.227236891450005
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 3 -1 -5 9 -7 8 16 19 12 15 13 -11 -15 -12 17 18 -8 22 21 -21 23 -2 -24 -26 -27 28 -28 -29
right_child=5 -3 -4 4 -6 6 7 -9 -10 10 11 -13 -14 14 -16 -17 -18 -19 -20 20 -22 -23 24 -25 25 26 27 29 -30 -31
leaf_value=0.033914501363541696 0.00034651605279209697 -0.046272065408120303 -0.046075051316970463 -0.046333797177251862 0.036688224553315142 0.029921811639604192 0.031135003568534943 0.043484232183641412 -0.048566837912696031 0.038422418568832453 -0.047990928925590613 0.034932460617706371 -0.040487483355947304 -0.039878166374386084 0.019635952527316973 0.0073951961802456593 -0.047489224490304745 0.041645737413819148 -0.047767297699324252 0.021092803739296818 0.037192575933324479 -0.025013313376386889 0.033677142741786348 -0.039996079074708112 -0.021763022757605863 0.02380900265079949 0.003095145571217196 0.028978398819738412 -0.045421085081345201 0.0011061548926111411
leaf_weight=1.0934752269531602 13.785377910870013 0.95283841145283066 0.51477698136659444 0.57271996882627707 0.34847686812281609 2.9803711157292119 0.76080774792353734 0.94068176392465819 1.2748218837659804 0.90505000564735238 0.85353038617177013 1.7139347310294395 3.1798877047840506 1.4676455708686265 0.7685745321214198 1.1618725890293715 0.38645358342910174 0.9086173940449952 0.66189232823671773 2.0704563872423019 2.5281339095672593 1.8372620873851699 2.6033563911914817 2.8828320052707559 4.5707709002308539 5.8394573536352246 3.8014502432197324 5.2060629446059457 3.0996639165095985 66.934641138534062
leaf_count=23 485 192 207 89 6 53 41 11 52 18 77 32 121 55 10 19 44 9 64 21 32 28 22 109 90 73 34 51 53 779
internal_value=0.000949283 -0.0127717 -0.000152208 0.0115817 -0.0149276 0.0013082 0.0100747 -0.00191569 -0.0126122 0.000754133 -0.0109352 0.00737464 -0.0217376 -0.0027572 -0.0194235 -0.016061 0.00425297 0.0128301 -0.00557324 0.00177432 0.0142551 -0.000584556 0.00103552 -0.00663089 0.00242366 0.00151408 0.00276752 0.00121302 -0.0186961 0.00311757
internal_weight=136.606 3.48229 2.52945 2.01467 0.921197 133.124 7.91365 4.93327 3.99259 125.21 10.0505 3.72934 6.32116 3.14127 2.23622 2.0154 2.71777 2.33132 1.4227 115.159 6.43585 3.90772 108.724 16.6682 92.0554 89.452 84.8813 79.0418 6.90111 72.1407
internal_count=2900 517 325 118 95 2383 274 221 210 2109 332 128 204 83 65 96 158 114 105 1777 81 49 1696 594 1102 1080 990 917 87 830
is_linear=0
shrinkage=0.0452143


Tree=527
num_leaves=31
num_cat=0
split_feature=5 5 10 23 21 15 21 18 7 16 15 0 10 20 21 9 23 13 23 18 23 7 3 6 3 6 9 5 13 17
split_gain=0.289504 0.653742 0.596823 0.500269 0.652176 0.363206 0.437914 0.421188 0.78821 0.940978 1.24427 0.524104 0.801895 1.07225 0.907475 0.963196 0.755897 0.671759 0.580885 0.464454 1.41165 0.747861 0.681159 0.548522 1.46803 1.51484 1.32611 1.32157 0.823301 1.3808
threshold=7.7286379265000011 5.2595069053500012 90.740838818900016 0.074640000000000026 20.770927814650005 11.896459116400001 17.123843457500005 16.873483924050003 26.565321014450003 17.654958715000003 20.937157557000003 98.615332683000005 80.468240302450013 42.406961525800007 5.3110029590500014 188.53841931785004 0.11308000000000003 98.238948544700023 0.11906000000000001 15.312071772700003 0.088990000000000027 25.543847821650001 82.753429713350016 14.835346625500001 86.302194445500007 15.185354803400001 203.83507631320003 18.152162791050003 109.57886493895002 195.44378352670003
decision_type=2 2 2 2 2 2 2 2 2 2 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 11 -9 10 -10 19 14 17 15 -13 -17 -14 -16 23 22 -22 -21 26 27 -26 28 -25 29 -7
right_child=5 -3 -4 4 -6 7 -8 8 9 -11 -12 12 13 -15 18 16 -18 -19 -20 20 21 -23 -24 24 25 -27 -28 -29 -30 -31
leaf_value=0.027817934786902115 -0.041797191102205582 -0.040072404939424239 -0.039918436381844558 -0.040120818165084789 0.030580211995066862 0.0023688138161169696 0.011840353866518782 0.027770640608121816 0.0079172709525459004 0.0369468757581803 -0.041871413296597625 0.033797894889450376 -0.041435615638336955 0.030379391318312039 -0.043449523522633982 -0.033203425090717061 0.015557996204576652 0.0057937466591123643 -0.0032052534687182039 0.03343697223176554 0.0042812323345448235 -0.034772120388125626 0.0055646969747636978 0.037386635361364294 -0.026977479661562043 0.0017096581816921559 -0.020512665815064383 0.0022998614385996373 0.024010281407077168 -0.035903564015438996
leaf_weight=1.0439611095935104 0.64661950862500706 0.86393477431556664 0.46656146693203471 0.51934490771964181 0.32766374200582504 11.633930273936132 0.36765599536010996 2.5885904291644684 2.3130709904944529 0.86851760558783997 1.1608090845402328 0.8337321713333935 0.77323738188715685 1.5927219156292265 2.1142771912273024 1.3813898758962753 0.75826324895024289 1.1585789453238247 0.74756452301517118 3.2912208419293147 1.9662592499516907 1.2257907581515608 2.289315638365224 3.3127531148493281 2.9475150468060738 73.920918033079943 6.0239820174174374 3.2994957347400486 2.1042939270846537 1.658518771175294
leaf_count=23 79 192 207 89 6 247 7 47 114 11 52 16 75 30 96 55 10 19 19 35 31 35 40 23 46 1063 123 36 18 56
internal_value=0.000750763 -0.0108708 -0.000169702 0.00963756 -0.0127703 0.0010366 -0.0223546 0.00121915 0.0106311 0.000413943 -0.00871979 0.000688934 -0.00823664 0.00654238 -0.0171633 -0.00198139 -0.0159231 -0.0131105 -0.032937 0.00142385 0.0100976 -0.0107158 0.0220029 0.000698491 0.00213587 0.000609652 -0.00490326 0.0198784 0.00120393 -0.00240649
internal_weight=134.2 3.22147 2.35753 1.89097 0.847009 130.979 1.01428 129.965 6.93099 4.3424 3.47388 123.034 9.35977 3.52454 5.83523 2.97339 2.13965 1.93182 2.86184 113.674 8.77259 3.19205 5.58054 104.901 83.4807 76.8684 21.4207 6.61225 15.3967 13.2924
internal_count=2900 517 325 118 95 2383 86 2297 224 177 166 2073 320 124 196 81 65 94 115 1753 141 66 75 1612 1168 1109 444 59 321 303
is_linear=0
shrinkage=0.0392411


Tree=528
num_leaves=31
num_cat=0
split_feature=15 13 22 8 20 13 0 13 6 13 13 5 2 19 15 3 23 17 15 19 17 9 9 21 6 21 5 22 22 18
split_gain=0.288146 1.12477 0.320878 1.32427 1.17759 1.64923 1.38075 1.40062 1.33354 1.81595 1.54564 1.33747 0.953666 1.35197 0.911981 1.49447 0.952402 0.697833 0.680703 1.29362 0.646259 0.877386 1.03698 0.962483 0.67314 0.674432 0.624368 1.75469 1.56213 1.49243
threshold=46.574831689400007 117.61735474900001 -0.062629999999999991 8.9430209551500024 41.028010303750008 113.96105169155001 92.313586825200005 98.238948544700023 16.415383542800004 117.69263157665002 117.45604726115 21.495293572000005 192.12593012350001 14.351157895250003 32.393814985100008 84.331554635900019 0.09660500000000001 192.00356210945003 44.34858359035001 14.451165964200003 181.49225329600003 196.26893085885004 197.58039077460003 0.12836581325000004 14.855347092800002 3.4703576882500005 21.850554661550003 -0.10098 -0.098345000000000002 14.117867417450002
decision_type=2 2 2 2 2 2 2 2 2 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 18 4 5 6 -4 -8 10 12 11 14 13 -10 15 16 -6 -7 26 -20 -9 -22 -23 -24 25 -25 27 -1 29 -28
right_child=1 -3 3 -5 8 17 7 20 9 -11 -12 -13 -14 -15 -16 -17 -18 -19 19 -21 21 22 23 24 -26 -27 28 -29 -30 -31
leaf_value=0.0042967827460696504 -0.034574645164446006 0.0066806130864899317 -0.024465663121948433 -0.025150042072336173 0.011850477491946865 0.014001838419426144 -0.041866208550964498 0.030584330394805025 -0.050950015436149534 0.032110995002414357 0.039482504553816015 -0.038490721535995399 -0.051091737732059835 0.0031714644163469414 0.021048531242215597 -0.045704208996095327 -0.03936523467881297 0.036131574069375241 -0.039140261953180579 0.013607092779877988 -0.015444437459630171 0.042297029851429246 -0.01682963317578939 0.022620075568663359 0.03421369761932249 -0.009563801213255398 -0.0091114631594662685 -0.010428904053241478 0.016567641459801781 0.030060316287734101
leaf_weight=29.294879694265543 1.726888944802339 2.7303222826449201 2.451796491397551 2.4275602740235618 4.2353025040938537 4.8903595129959267 0.85373066322062996 2.2468211008235803 1.1066067506617394 0.9756755782291292 1.7773659639060486 1.3212844578083593 1.7803339995443819 2.2229641489684582 3.4052452938631177 1.1581017579883335 0.67363648352329608 4.2746303472667933 1.9266740540042513 1.2126747919246552 2.2290128900203845 1.5580474361777295 2.0787131106480938 1.9777630222961304 1.9322797600179908 2.2033982505090535 11.413577188388446 23.218668562421957 11.14556228823494 1.8027961978223164
leaf_count=842 76 56 45 60 160 41 155 21 65 9 13 32 50 21 36 61 31 43 41 20 35 9 32 23 15 35 304 447 98 24
internal_value=0.000696437 -0.0093032 0.0010452 0.00363953 0.00518052 0.0105699 0.00337996 0.00790733 -0.00253137 -0.017905 0.00491097 -0.000781892 -0.0274549 -0.0148162 0.00447809 -0.00482239 0.00482232 0.0243233 -0.000503996 -0.0187649 0.0108943 0.00720128 0.0123784 0.0066882 0.0146848 0.00565974 0.000241721 -0.00221412 0.00553544 -0.00376819
internal_weight=132.253 4.45721 127.795 47.7806 45.3531 26.6966 17.5316 15.0798 18.6565 6.08558 12.5709 10.7936 5.1099 3.32957 9.47229 6.06704 4.90894 9.16499 80.0148 3.13935 14.226 11.9792 9.7502 8.19215 6.11344 4.18116 76.8755 52.5135 24.3619 13.2164
internal_count=2900 132 2768 992 932 454 370 325 478 145 333 320 136 86 288 252 191 84 1776 61 170 149 114 105 73 58 1715 1289 426 328
is_linear=0
shrinkage=0.0400087


Tree=529
num_leaves=31
num_cat=0
split_feature=13 8 18 6 6 0 15 9 9 0 0 23 6 5 20 16 9 12 6 9 16 13 20 6 22 13 5 20 0 19
split_gain=1.17963 1.48361 1.17408 1.39827 2.47733 1.30083 1.81621 2.82723 2.14853 1.79005 1.75851 1.7362 1.49725 2.38104 3.12823 1.43181 1.33136 2.48502 1.79361 1.58704 1.70506 2.18328 3.72914 1.14927 1.53156 1.48493 1.1471 1.09467 1.09066 1.08301
threshold=95.870416931800023 2.9476996444500005 17.108018746400003 13.665319288000001 13.775321858200002 93.972365491700018 29.049007317550004 206.08249486475003 202.89977928865002 86.530713386650021 96.249489528150022 0.12064000000000002 16.455384477450004 22.443872254700004 40.823855932350007 19.134955254150004 188.53841931785004 78.909246879600019 16.245379570700006 190.58777288605003 19.214955067100004 113.92610173585001 38.512991772500008 12.26528657645 -0.16297999999999999 99.19872809730002 20.361635946650004 34.542090938800008 85.872041144650012 12.150980378200002
decision_type=2 2 2 2 2 2 2 2 2 2 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 23 -5 9 7 8 -7 11 15 26 16 14 -14 -8 -11 -18 19 -19 -21 22 -22 24 -2 -26 -6 -25 -13 -4
right_child=2 -3 29 4 5 6 10 -9 -10 12 -12 28 13 -15 -16 -17 17 18 -20 20 21 -23 -24 27 25 -27 -28 -29 -30 -31
leaf_value=-0.0001061265452611836 0.00085257776940757138 -0.0018435271405364696 0.0020245784841295988 0.0018856057723009379 0.0014712604204426222 7.9017165957215478e-05 -0.0025419702912912174 -0.0013474029879620639 0.0022418641783254374 0.0019250057329987134 0.00050714552751555096 -0.00024218719790402126 0.00020548472646697411 0.001489573869366099 -0.0029679418379468243 1.8958081098041321e-05 -0.0028046953482308932 -0.0015583696818031406 0.0013467162732070295 0.0016457261394979433 0.00037424116841287114 0.00082648474414519961 -0.0027939018267141148 0.00094084850692463453 0.00028166467535028833 -0.0014127729511476778 3.7594490900139406e-05 -0.0015020242395517509 -0.0023469282446144848 0.00024598822279960086
leaf_weight=10.643367409968048 5.9276700634509369 3.1441348517546421 3.1793016232550135 4.2660379149019709 2.9030089671723536 7.2141184723004717 4.0627168864011756 4.4890731750056139 3.3082112371921539 4.0932463929057112 2.1471692472696304 2.4837614349089554 4.0683659911155683 2.701135665178299 2.4624176677316427 1.4675534535199402 1.0342062786221493 1.9817511141300226 13.49022035486996 5.1683618798851994 5.6527096368372458 11.929600659757851 2.7164311558008194 1.0705072027631093 5.0972191521432251 5.1190508612198755 54.423524126934353 5.8892636317759752 2.3816489819437265 3.6107321958988905
leaf_count=513 86 260 24 33 17 59 114 67 17 27 22 29 25 18 30 21 9 15 78 32 38 77 39 17 110 163 748 134 29 49
internal_value=0.000123407 -0.000502328 0.000172893 0.000136181 0.000217371 0.000166602 -0.000320534 0.000129102 0.000759014 0.000260674 -0.00119969 2.02619e-06 0.000551565 -0.000265252 -0.000991049 -0.00186238 0.000715258 0.000597283 0.000683224 0.00035714 0.000506197 0.000216056 -0.000654065 -0.00037142 -4.59956e-05 -0.000567365 0.000110195 -0.00112628 -0.00127247 0.00107878
internal_weight=188.127 13.7875 174.339 167.549 144.445 140.179 22.6888 15.0114 10.5223 117.49 7.67744 62.1919 55.2984 9.23192 6.53078 5.53027 46.0665 41.9733 40.9391 27.4489 25.4671 20.2987 8.36914 23.1037 16.1439 10.2163 57.3265 6.95977 4.86541 6.79003
internal_count=2900 773 2127 2054 1544 1511 300 143 76 1211 157 823 388 73 55 135 315 288 279 201 186 154 77 510 359 273 765 151 58 73
is_linear=0
shrinkage=0.00222222


Tree=530
num_leaves=31
num_cat=0
split_feature=13 8 6 23 0 3 3 20 10 7 23 16 22 8 2 18 13 5 21 21 22 8 23 6 6 19 20 9 22 13
split_gain=1.39342 1.59255 1.12214 1.12076 1.09089 1.66771 2.32078 3.12175 1.66031 2.41281 1.65135 0.987833 1.69429 1.37309 1.10528 0.954256 1.0137 1.02807 1.05643 0.926227 2.12438 1.64553 1.60235 1.45073 1.58549 1.39981 1.2 1.7877 0.890436 0.888082
threshold=95.870416931800023 2.9476996444500005 5.3251244207000008 0.079785000000000009 85.716110573100011 93.770731131900007 93.58791597905001 40.532725462000009 62.00390986255001 19.617375644250004 0.10332500000000001 22.624947093000003 -0.079824999999999993 8.4434108459500017 210.98514341730004 14.708525021850003 73.376087754350024 7.7286379265000011 20.770927814650005 4.1402214890000009 -0.013805 8.543332867800002 0.091545000000000029 16.545386580300001 15.675366252400002 13.251069136700002 42.508878681700004 104.11289958150002 -0.091779999999999987 96.429616222950017
decision_type=2 2 2 2 2 2 2 2 2 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 15 8 6 11 -8 19 -10 -11 29 14 -14 -13 -1 -17 18 -18 20 26 22 23 24 -21 -25 27 -4 -7 -6
right_child=2 -3 4 -5 5 28 7 -9 9 10 -12 12 13 -15 -16 16 17 -19 -20 21 -22 -23 -24 25 -26 -27 -28 -29 -30 -31
leaf_value=-0.0015909727451981835 -0.00146947749167041 -0.0015931709994445509 -0.0019211525061401241 -0.0015135606390836564 0.0013168437946663792 0.0018105726475821026 0.00027114155298693285 -0.0023894069004143613 0.0017067263501052499 -0.0022152435522745902 0.00027538736670385412 -0.0010492470147105335 0.0015877973886710077 0.00030566859247727209 0.00065339133361939233 -0.0020710482952025731 -0.00062070113664671692 0.0012938450445846284 0.0017836037257172354 0.00050661278551967007 -0.0015626768248668578 -0.0019121418352277951 0.0011203136513158035 -0.0020124372700007116 -0.0023643498988142578 0.00079898454556473074 0.0016485717563748247 0.00070345453780771628 0.00055757443542025532 0.00015479670253960975
leaf_weight=0.94429066497832348 1.434904497116803 3.2178981401375486 1.0496298626530896 1.6191802562098008 2.2919228551909319 3.1949036885052919 3.3439170122146598 2.7387498053722084 0.90945065254345436 3.5478191216243431 1.2217995151877401 2.6693006269633797 6.7707701586186868 4.9265326168388128 2.5403848960995674 0.53693680354626838 2.9348121038055983 3.4145386705640703 0.7923524435609578 0.96183118550106739 1.5770109929144442 1.8329432199243445 3.0028531858697534 0.75013128505088422 2.0700497515499592 3.1166654377011582 3.3425162313506007 5.6826689019799232 4.9148498463910055 110.24851534585468
leaf_count=33 110 260 72 187 24 14 25 45 8 123 20 22 45 39 19 64 178 43 8 12 44 35 24 57 45 63 22 47 33 1179
internal_value=0.000113464 -0.000459306 0.000157736 -0.000103065 0.000171255 0.000237312 0.000188611 -0.000926783 -0.000155195 -0.00105134 -0.00157724 0.000241023 0.000657456 0.00104781 -0.000218994 0.000161792 0.000377341 0.000561419 -0.000109573 6.24228e-05 0.000431436 -0.000303992 -6.29531e-06 -0.000496685 -0.00145357 0.000253589 0.000743575 0.000294253 0.0010512 0.000178462
internal_weight=187.6 13.46 174.14 10.2421 172.705 143.64 135.53 6.08267 29.0654 5.67907 4.76962 129.447 16.907 11.6973 5.20969 8.62293 7.67864 7.1417 3.72716 23.3863 11.6518 11.7345 9.90153 6.89868 3.03188 3.8668 10.0748 6.7323 8.10975 112.54
internal_count=2900 773 2127 513 2017 1445 1398 70 572 151 143 1328 125 84 41 326 293 229 186 421 185 236 201 177 57 120 141 119 47 1203
is_linear=0
shrinkage=0.00184769


Tree=531
num_leaves=31
num_cat=0
split_feature=17 9 15 3 21 3 21 9 19 0 0 3 15 23 15 10 5 15 18 4 22 21 16 8 4 21 6 2 7 21
split_gain=0.320955 0.340389 0.476066 0.556019 0.37726 0.457914 0.496834 0.325816 0.927177 0.779729 0.842908 1.68626 1.05674 0.750686 0.969555 0.745607 1.14758 1.11578 0.806368 1.32709 0.741072 0.729696 0.652855 0.93412 1.29273 0.849616 0.747539 0.769856 0.654992 0.651876
threshold=157.96759137085004 37.256168974800005 21.073645951400003 66.676450093250011 20.770927814650005 68.827216597650008 2.7327447008500005 187.70546222865002 14.451165964200003 103.44649194340002 85.716110573100011 94.187442142150019 43.376643616500012 0.10098000000000003 40.128253618400009 68.214248143850014 21.197160116700001 34.761639995350009 13.326324856250002 375.86663358980007 -0.24103499999999997 6.7005777103000002 22.674946976100003 8.1436447804000007 195.32149859550003 14.756414863600002 16.665389384150004 126.02137215710002 17.605734992150001 1.6858049288000003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=-1 2 3 -2 5 -5 -7 8 15 10 11 29 13 14 -13 16 17 21 19 22 -17 -3 23 24 28 26 -26 -28 -18 -9
right_child=1 7 -4 4 -6 6 -8 9 -10 -11 -12 12 -14 -15 -16 20 18 -19 -20 -21 -22 -23 -24 -25 25 -27 27 -29 -30 -31
leaf_value=-0.028142230369215489 -0.036447271922659522 0.011012466152561936 -0.037637005050893534 0.028379299136321676 0.036337135239514796 0.016761849301925105 -0.036472324384105831 0.00196319874434532 0.018273640718162672 -0.022637708824690989 0.0014925834587450099 -0.025826132149162795 0.021205083974513293 -0.033792645356813304 0.019893098037513896 -0.017633480401271492 0.024886838715320166 -0.047853231607295231 -0.03138526102900524 -0.04021047169056903 0.0122726606621304 -0.027620556460228027 -0.02075814487211778 0.032875705509106658 0.026363194988580842 -0.017072727481207965 0.037576501620425522 -0.03625948920103754 -0.041220490998869735 -0.041900115608475355
leaf_weight=0.48918690558639255 0.50330001453403372 1.342097800108611 0.66861389497353219 0.41175316553562857 0.40048289299011219 0.35473083227407187 0.59400675230426714 0.53369962424039696 4.9872170663438729 1.8865011669404328 88.167777658440173 1.0149234964046634 2.0453821873525158 1.2016896848799659 1.3956460949266327 1.1864139348326705 0.2361892146291138 1.2655552774667738 0.8397826872533195 0.7641758538666189 9.1072761195537151 1.1501075715641489 0.87317737517878491 1.9951724519487468 3.5509222851251252 0.99745458911638696 0.26843109726905812 0.5362921190680936 0.96811987640103325 2.1924429788487032
leaf_count=96 162 27 87 15 7 22 77 6 48 198 1182 40 35 24 17 97 10 12 37 31 280 33 11 17 66 22 2 92 81 66
internal_value=0.000634071 0.00074117 -0.0112482 -0.0034559 0.00597329 -0.00296481 -0.0165682 0.0010148 0.00425751 2.43021e-05 0.00046709 -0.0103175 0.000762933 -0.0108121 0.000643904 0.00147049 -0.00364959 -0.0206367 0.00213782 0.00490055 0.00882579 -0.00681597 0.00855785 0.0115509 0.00506252 0.0125582 0.0193438 -0.0116301 -0.0282555 -0.033313
internal_weight=131.929 131.439 2.93289 2.26427 1.76097 1.36049 0.948738 128.506 30.0684 98.4381 96.5516 8.38378 5.65764 3.61226 2.41057 25.0812 14.7875 3.75776 11.0297 10.1899 10.2937 2.49221 9.42576 8.55258 6.55741 5.3531 4.35565 0.804723 1.20431 2.72614
internal_count=2900 2804 370 283 121 114 99 2434 866 1568 1370 188 116 81 57 818 441 72 369 332 377 60 301 290 273 182 160 94 91 72
is_linear=0
shrinkage=0.0355924


Tree=532
num_leaves=31
num_cat=0
split_feature=13 8 15 21 16 0 16 18 20 22 7 22 23 23 17 20 23 6 15 6 20 22 10 4 18 22 7 17 17 20
split_gain=1.21299 1.30125 1.03654 1.02955 1.93639 1.06979 0.969885 2.45461 2.47684 1.9587 1.9505 1.21475 1.96673 2.08213 2.77718 1.82808 1.64431 1.7099 1.9756 1.48423 1.36916 2.12495 2.02828 4.37744 1.74173 1.51158 1.44994 1.79558 1.54034 1.4877
threshold=95.870416931800023 2.9476996444500005 45.49682449725001 15.294585115650001 22.674946976100003 86.162394622750014 22.624947093000003 12.903279561150002 39.646013290900008 -0.088099999999999998 22.708075280250004 -0.096499999999999989 0.083565000000000014 0.086655000000000024 188.31851043910004 37.663157789700008 0.088105000000000017 14.815346158200002 24.094286630850004 16.395383075500003 41.495754733000005 -0.088099999999999998 62.106071271500007 163.60960442095003 14.682853263650001 -0.085249999999999992 21.725272673150005 201.18214207610001 192.70224472390001 42.406961525800007
decision_type=2 2 2 2 2 2 2 2 2 2 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 11 8 -8 10 -9 12 15 -14 -15 -2 -16 18 -18 -19 -13 24 23 -23 -22 -25 -24 28 -28 -29
right_child=2 -3 3 -5 -6 -7 7 9 -10 -11 -12 20 13 14 16 -17 17 19 -20 -21 21 22 26 25 -26 -27 27 29 -30 -31
leaf_value=-0.00010512887020858446 -0.0018248980992426329 -0.0015402185505322458 -0.0021721766690977881 0.0011633187704077844 0.00051541661051231614 -0.00057757976561623528 0.00053333734592466689 0.00084106121958981534 -0.0016272615556854088 0.0010059505991010607 -0.0013704638318071255 0.00017468752328028792 0.0015344797130358362 0.0012383077489702481 -0.002066908410157393 6.3457455603794572e-05 0.00010943492313048267 0.0011297486868090169 -0.0021612548808444955 -0.00040459343277925505 -0.0025252837094191533 0.0021224352367825924 -0.0020770502918679903 0.00031848206670714082 2.9869485760613467e-05 -0.0022000526954558453 -0.00013133204869948833 -0.0021088663812901891 0.0014427348567567252 6.1215422134947091e-05
leaf_weight=9.7827537355478835 2.1242956150090349 3.0668169356067656 2.6832033670507354 1.3728141929022957 3.5979973105713725 3.6967672184109688 4.2346262205392113 3.0163615383207825 3.6512852525338531 22.352014928590506 2.8816942870616913 44.883116059936583 7.2811772986315182 9.1219981607282552 1.3986330628395105 17.510072142002173 4.0137738975463462 6.602577615529297 2.1876736637204885 3.6001299358904362 2.7531144507229355 1.3413958720630059 0.96978325094096618 1.0824244804680336 1.5357712830882517 4.7237605571281174 3.6388237299397606 1.5067450851202 6.2317957004997879 5.1835383400321007
leaf_count=513 100 260 82 17 39 38 30 16 39 144 32 485 52 85 16 320 59 37 59 26 38 7 43 6 33 116 59 29 59 61
internal_value=0.000122447 -0.000447643 0.000164264 -0.000397513 -0.000612259 -0.00124821 0.000203187 0.000481227 -0.00046705 0.000745935 -0.000239454 0.000124502 0.000344094 0.000622453 0.000375817 -0.000140849 -6.61163e-05 0.000104473 -0.000691592 0.00058834 -3.559e-05 -0.000361404 -0.000144351 -0.00100744 -0.00161033 -0.00173053 0.000207547 0.000341329 0.000862452 -0.000427517
internal_weight=188.027 12.8496 175.177 11.3508 9.97797 6.37997 163.827 36.136 7.88591 28.2501 5.89806 127.691 53.8403 34.206 26.9248 19.6344 17.8028 16.4042 6.20145 10.2027 73.8503 28.9672 24.6783 7.14758 4.28889 5.80619 17.5307 16.5609 9.87062 6.69028
internal_count=2900 773 2127 176 159 120 1951 261 69 192 48 1690 754 334 282 420 197 181 118 63 936 451 380 129 71 122 251 208 118 90
is_linear=0
shrinkage=0.00192234


Tree=533
num_leaves=31
num_cat=0
split_feature=5 21 17 23 22 15 18 7 16 15 15 16 6 6 6 17 10 20 22 3 20 3 0 0 21 20 5 5 3 6
split_gain=0.289635 0.577055 0.49828 0.467266 0.386913 0.337432 0.404862 0.638002 0.981371 1.2149 0.494074 0.971062 0.427368 1.59774 0.730874 0.898658 0.825676 0.928952 0.735868 0.852243 0.674506 0.620163 0.523435 0.916573 0.635142 0.787246 0.519393 0.95028 0.453039 0.443072
threshold=7.7286379265000011 8.8712712239000009 201.37020668845003 0.074640000000000026 -0.15895000000000001 11.896459116400001 17.140917755100002 26.565321014450003 17.654958715000003 20.310401204950004 19.112687623850004 9.5499776680000021 13.665319288000001 13.775321858200002 12.26528657645 205.10400128480003 73.365333921800001 42.37975859965001 -0.59681499999999998 85.54673771085001 33.680680957850008 81.796338618900009 95.897301513100004 97.550703263350016 8.3174718251500028 47.833738492450003 16.579584939650001 16.892865140250006 85.436510927550003 11.630271739450002
decision_type=2 2 2 2 2 2 2 2 2 2 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 12 -8 9 10 11 -9 14 -14 15 18 17 -16 -7 22 -18 -15 -20 -24 -25 -26 -23 -28 -19 -17
right_child=5 2 -4 4 -6 6 7 8 -10 -11 -12 -13 13 21 16 29 20 28 19 -21 -22 26 23 24 25 -27 27 -29 -30 -31
leaf_value=-0.046928516306021288 -0.026157842171664027 0.031219150367677966 -0.047954094427554904 0.018054817294057716 -0.047053592500565983 0.03771415902927612 0.034292851805154644 0.031641275587281664 0.048036509739896059 -0.049126465148593687 0.041143685107063066 -0.047777878051411447 0.036148823758278659 -0.029747796497854292 0.033572986062609007 -0.049118378551946021 0.014779486869005839 0.0080196022097320119 0.029357723162387529 -0.034024501125787782 -0.045312655061345762 0.020399119422131649 -0.051628352828693824 0.015159051749741028 -0.050260436942055571 0.01678377538569736 -0.036144911639945196 0.0013205709646337718 -0.050192742415348664 0.0026146396850575248
leaf_weight=0.79986710390949101 0.95689488675270595 0.95501247607171558 0.3917507113656028 0.3615169155818877 0.41832384289591562 1.2886695847846557 1.9973031617701043 0.69569598863017856 0.79525418207049359 1.0712504644179714 0.75253267213702191 0.61740893067326397 2.8098178254440418 1.3826919412240375 1.0118303095805452 1.0674799629487086 0.46981567610055242 0.47718560975044944 1.6442419820814409 1.3029955751262594 2.5560385251883417 2.9468497158959499 0.65120786614716042 4.2557155503309332 0.81689999310765393 0.68345307861454785 1.4604651173576702 95.284870236660936 0.70183956355322152 0.52462089248001564
leaf_count=312 86 40 54 26 85 17 32 17 8 47 10 76 33 34 19 49 9 13 44 44 100 29 16 130 47 21 23 1427 36 16
internal_value=0.000784743 -0.0135537 -0.0010006 0.00960206 -0.0168708 0.00111199 0.00131703 0.0130778 0.00230172 -0.00929283 0.0113651 -0.00570082 0.000742311 0.00186355 -0.005932 0.000227401 -0.0203783 0.00117294 0.00505897 0.000560416 -0.0359823 0.000910445 0.00615737 0.000203674 0.00606765 -0.0197199 0.00133566 0.000754993 -0.0266325 -0.0320716
internal_weight=131.15 2.92647 2.1266 1.73485 0.779841 128.223 127.266 5.92945 3.93214 3.13689 2.06564 1.3131 121.337 103.885 17.452 12.2353 5.21671 2.19086 10.6432 9.35451 3.02585 101.075 8.05152 6.40728 5.75607 1.50035 99.6922 96.7453 1.17903 1.5921
internal_count=2900 517 205 151 111 2383 2297 190 158 150 103 93 2107 1546 561 384 177 68 319 302 109 1513 258 214 198 68 1479 1450 49 65
is_linear=0
shrinkage=0.0460944


Tree=534
num_leaves=31
num_cat=0
split_feature=22 8 5 21 22 22 23 15 13 2 3 22 8 19 22 7 9 16 5 19 21 21 18 21 5 21 20 9 21 8
split_gain=0.278738 0.366425 0.345967 0.590703 0.312685 0.305553 0.783784 0.27951 0.976851 0.329737 0.325576 0.298715 1.43391 0.981943 0.997678 1.01635 1.56089 1.35272 1.84872 0.85488 0.806801 0.684627 0.644995 1.17693 0.798218 0.747441 1.10616 0.83182 0.628792 0.60921
threshold=0.68694500000000025 4.9461400813500012 7.7286379265000011 17.650944895250003 -0.15818499999999999 0.27148500000000009 0.094415000000000013 46.574831689400007 117.61735474900001 248.59864686230003 91.334988065750011 -0.062629999999999991 9.0429429770000009 14.651182102100002 -0.053019999999999991 23.282607548150004 190.07378137140003 22.604947139800004 21.564786815050002 14.351157895250003 6.9100674136500011 3.5085246469500002 14.255915995100002 8.7805747344500009 13.809011005350003 2.4018027644000006 38.115457128050004 200.94207221650004 6.7005777103000002 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=2 -2 3 -1 -5 7 -7 11 10 -10 -9 -4 13 14 20 16 19 18 22 -16 -13 -18 -17 25 -25 26 29 -27 -19 -24
right_child=1 -3 5 4 -6 6 -8 8 9 -11 -12 12 -14 -15 15 17 21 28 -20 -21 -22 -23 23 24 -26 27 -28 -29 -30 -31
leaf_value=-0.033292635880489981 -0.0028257646223199995 0.034145006577403596 -0.0001793182300413266 0.031884547040626036 -0.013698508722144277 -0.036804848821070976 0.014506283110969539 -0.0025597821748561344 -0.011941747088949085 0.017198460062956826 -0.044285509116413914 0.0046052411431955608 -0.032242051022913741 0.037620956049548071 -0.0092039534257557249 0.019122016917916259 -0.0095122867158160557 0.036783790175970825 -0.036513900791626697 0.024107266071570002 0.035406488776408486 -0.043453266156523271 0.022218164105603972 0.015282024131754753 -0.047419882726185594 -0.01528248939475365 -0.034902321197401893 0.023507020903560313 0.0069393622136157121 -0.014287619132265599
leaf_weight=1.3127419004813412 0.85120452480623388 0.94416462676599622 77.234250360546866 0.4860605439171195 0.52022393979132153 1.1705243526957922 0.86400683323154215 0.41646762518212099 1.0604093821020799 1.6688182763755319 1.2478279625647699 2.8020774484612039 1.7361548799090076 1.5461347680538882 3.0366597069078107 4.3223416674882271 1.7429658118635414 3.0260385004803529 1.9498109945561726 2.2319508474320173 2.8789841821417212 2.3042963156476617 1.8949150141124831 0.46388883172767137 1.2594070755876599 1.1538288720184935 1.5177732860029207 4.6168910882843193 1.931045528501272 1.2782079018652437
leaf_count=452 28 16 1448 11 37 44 21 7 35 19 68 31 46 13 163 34 18 39 24 18 27 30 32 20 45 29 46 65 17 17
internal_value=0.000627842 0.0166168 0.000403005 -0.0152362 0.00831925 0.000692324 -0.0150145 0.000951452 -0.00917004 0.00587637 -0.0338442 0.00132537 0.0041127 0.00569233 0.00440713 0.00166342 -0.00975237 0.00620546 0.00111535 0.00490774 0.0202143 -0.0288365 0.00556006 0.000749236 -0.0305413 0.0059036 -0.00621093 0.0157512 0.0251578 0.00751278
internal_weight=129.47 1.79537 127.675 2.31903 1.00628 125.356 2.03453 123.321 4.39352 2.72923 1.6643 118.928 41.6934 39.9572 38.4111 32.73 9.31587 23.4141 18.4571 5.26861 5.68106 4.04726 16.5073 12.1849 1.7233 10.4616 4.6909 5.77072 4.95708 3.17312
internal_count=2900 44 2856 500 48 2356 65 2291 129 54 75 2162 714 668 655 597 229 368 312 181 58 48 288 254 65 189 95 94 56 49
is_linear=0
shrinkage=0.040863


Tree=535
num_leaves=31
num_cat=0
split_feature=3 2 20 7 3 5 9 8 3 0 3 3 21 22 9 22 6 16 22 9 21 23 23 7 21 23 18 18 16 20
split_gain=0.247827 0.503332 0.679639 0.431262 0.518658 1.02305 0.717048 1.00524 0.523963 0.823466 1.27226 1.37259 1.74211 1.21897 0.979271 0.723397 0.592625 0.535346 1.26493 1.20148 0.964962 0.52655 0.511576 1.00999 1.0014 0.822472 0.618524 1.17475 0.591597 1.72929
threshold=108.42013948475001 170.32456123625002 44.921040431000009 19.874819532250005 94.92945658615001 30.133297129900004 186.67271206880002 8.3434888241000014 94.260030511650015 85.716110573100011 93.770731131900007 93.58791597905001 3.0760100505500003 -0.088099999999999998 187.38923140910003 -0.091779999999999987 16.505385645700006 22.624947093000003 -0.079824999999999993 197.58039077460003 4.2495965418000008 0.08594000000000003 0.11467000000000002 22.940014114900002 12.488762019500003 0.25847000000000003 12.903279561150002 13.064341268650002 22.584947186600004 41.261521012900012
decision_type=2 2 2 2 2 2 2 2 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 8 6 7 -6 9 13 11 17 -13 -5 -15 -12 -14 22 -19 -20 -21 -16 26 -24 25 -25 -11 -28 -29 -30
right_child=1 -3 -4 4 5 -7 -8 -9 -10 10 15 12 16 14 21 -17 -18 18 19 20 -22 -23 23 24 -26 -27 27 28 29 -31
leaf_value=0.012829328450416618 -0.041424828829900846 -0.046075057845320087 0.034753874592007225 -0.03802950453828137 -0.031038320085629061 0.017336184925363408 -0.045815676436126176 0.042846871025411265 0.017497305092770827 -0.036551498694651699 0.037456356077564937 0.018529513499465057 -0.053866654304921296 0.019520043476991673 0.0024220246675773589 0.0082035475587655983 -0.018483898913901127 -0.0097502738877678977 0.036102941631653465 0.028591111289366401 -0.01054459286838029 -0.041963162531737597 -0.02167397602988172 0.033253372293379005 -0.015797860546837787 -0.0015874693272958638 0.033718444010079909 -0.00025555150696151771 0.014386254511783086 -0.027805467660459236
leaf_weight=4.7596795139397718 0.32785511939437018 0.56992964836535975 0.48469642119016498 2.2657144486438483 0.88068157929228552 1.2324989537592044 1.5725069926120339 0.472469262778759 3.0539421087596557 0.81111809762660314 2.3050528946332633 1.2655936626251776 1.7747703462373468 2.000374998664483 0.81105742580257334 3.6422660794341928 1.4252866478636859 3.94812462106347 3.5858671721070987 1.6977685950696466 2.7664159843698144 0.99250434315763414 1.4335024766623954 4.0597844873918802 1.3371157215442506 1.5686113380397726 1.6229798831045616 68.193563976561563 2.5281695052981368 4.5268313204869628
leaf_count=128 85 46 6 58 93 26 69 4 41 18 14 16 34 20 15 33 20 41 32 24 28 26 16 53 30 37 18 1800 20 49
internal_value=0.000574279 -0.0166337 0.00401665 0.00076229 0.000290638 -0.0138931 -0.0270491 -0.0052404 0.000792083 0.000346765 0.00116622 0.000100527 -0.0220561 -0.0143008 -0.000167409 0.0195413 -0.0381074 0.00110934 0.00919602 0.0184882 0.00433906 -0.0220032 -1.77951e-05 0.00956281 0.0159913 0.0235434 -0.00105365 -0.000679086 -0.00142098 -0.012686
internal_weight=127.917 1.38248 0.812552 126.534 121.775 4.15816 2.92566 1.35315 117.616 114.562 108.493 102.546 4.46565 6.06965 3.80394 5.94732 3.20006 98.0799 11.9982 8.05005 4.46418 1.80356 86.0817 8.39901 6.96551 5.6284 77.6827 76.8715 75.2486 7.055
internal_count=2900 137 91 2763 2635 192 166 97 2443 2402 2283 2236 70 119 61 47 54 2166 125 84 52 41 2041 136 120 90 1905 1887 1869 69
is_linear=0
shrinkage=0.0408644


Tree=536
num_leaves=31
num_cat=0
split_feature=16 5 22 5 17 7 20 20 18 10 3 0 18 4 10 7 23 18 7 15 18 7 23 23 20 22 5 15 22 22
split_gain=0.260337 0.285663 0.261001 0.320614 0.426738 0.54873 0.331564 0.908066 1.17128 1.08569 0.955533 1.03693 0.719873 1.30554 0.845238 0.849362 0.815533 0.650601 1.03371 0.930078 0.894627 0.629952 0.624707 0.996939 0.644983 0.639754 0.577843 0.510916 0.819369 0.574988
threshold=7.4549825670500001 1.6103415277500004 0.68694500000000025 7.7286379265000011 194.18443652075004 26.113553071150005 43.19689381845 42.718072821900002 13.197799034350002 62.245871094250013 89.579424906550017 93.063666643600016 14.682853263650001 403.46457168010005 70.343506983200015 23.724432465350002 -0.21013499999999999 13.512826932300003 23.162127797100002 39.283112803100003 13.685220395000002 26.367140210550001 1.0000000180025095e-35 -0.15684499999999998 48.680511450650009 -0.23361999999999997 10.399809962700003 46.574831689400007 -0.10965999999999999 -0.50001499999999999
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 3 4 5 -2 7 27 -9 -10 11 -11 13 14 15 17 -16 18 19 22 -19 -14 23 24 25 -8 -18 29 -29 -5
right_child=2 -3 -4 6 -6 -7 12 8 9 10 -12 -13 21 -15 16 -17 26 20 -20 -21 -22 -23 -24 -25 -26 -27 -28 28 -30 -31
leaf_value=0.016805096547707676 -0.039957766881535871 -0.042834305027705855 0.016182690507376387 -0.0095029985655605727 -0.040115231347500821 0.016175065284532542 -0.043535932093934811 -0.047145061951322863 0.0087719680843858037 0.034118936229712134 -0.052365950002486256 -0.02859859129067286 0.025365353957608094 -0.043597417388449251 0.020815108465385836 0.031242629301380422 0.010251201656523776 -0.051809014457948492 0.042571826552521702 -0.025867730434924314 0.0049599184950921554 -0.0085781045090953904 0.017897311329773256 -0.044002096544543477 0.023874185279623063 0.019429159007337823 -0.042379464843289694 0.010651443889770077 -0.032815716963614051 0.0022239565449286517
leaf_weight=0.17571924842195485 0.3945809451106459 0.42365440453431802 1.6467066985787813 7.0192538925330146 0.69535615333006706 0.8483912725605478 0.58653096348280398 1.3131541213951994 3.3953784013865516 0.63739079050719771 1.1240179501473901 1.1312097950140012 3.9498025038046753 0.9507404220639718 0.64387016836553845 2.0016837902367106 0.41602996655274083 0.73002201574854453 1.1466475725173939 1.4555786340497432 1.0421853285515679 1.0758712522219864 4.4961871693376452 0.76450386532815784 1.4821749511174855 0.43435609538573794 1.4366956551093606 1.1050861733965578 1.7060216725803901 82.031572209612932
leaf_count=66 99 117 42 169 181 81 37 62 41 8 15 50 71 41 18 15 18 15 6 33 25 34 55 49 14 17 68 23 61 1369
internal_value=0.00050611 -0.0253497 0.000629437 0.000422915 -0.0154454 -0.00164428 0.000674872 -0.00030234 -0.0133649 -0.00631044 -0.0240143 -0.00599565 0.00497315 0.00122237 0.00378373 0.00750836 -0.0173113 0.00359439 0.00735888 0.00297929 -0.0184248 0.0180989 0.00838765 -0.0046977 0.00730694 -0.0167462 -0.0305612 0.000778528 -0.0157282 0.0012996
internal_weight=126.26 0.599374 125.661 124.014 1.93833 1.24297 122.076 99.4631 7.60115 6.288 2.89262 1.7686 22.6129 17.5872 16.6365 14.1399 2.4966 12.1382 10.366 9.21933 1.77221 5.02567 7.76375 3.26757 2.50306 1.02089 1.85273 91.8619 2.81111 89.0508
internal_count=2900 183 2717 2675 361 180 2314 1798 176 114 73 58 516 411 370 266 104 251 211 205 40 105 172 117 68 54 86 1622 84 1538
is_linear=0
shrinkage=0.0393254


Tree=537
num_leaves=31
num_cat=0
split_feature=13 20 0 4 10 17 9 17 21 5 21 15 15 21 16 13 17 8 20 15 20 15 6 10 3 6 2 23 23 12
split_gain=0.853999 1.54885 1.47085 1.56669 2.47737 1.53252 1.93615 1.58352 1.45818 1.33926 1.33177 1.52396 1.3305 1.28331 1.27552 1.50694 1.22683 1.38502 1.23367 1.18259 1.15845 1.44005 1.09128 1.08287 1.05081 2.55584 1.02941 1.12739 1.93594 1.07826
threshold=109.72404167800001 38.238138001450004 86.530713386650021 248.34582299520005 62.041548276350007 188.16174763880002 195.39349636155001 186.34046889365004 13.811848270300002 22.000536998450006 1.0085888034000001 23.163629804900005 34.279674133750014 12.260331702700002 22.614947116400003 117.50443950750001 184.59783591905003 8.3434888241000014 44.758188263300006 13.612549286700002 34.997818021800008 28.566186095050004 16.515385879350003 61.960894532450006 86.302194445500007 15.185354803400001 183.32965447860002 0.093295000000000031 0.087265000000000023 266.39085111275006
decision_type=2 2 2 2 2 2 2 2 2 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 5 8 7 22 16 26 -8 11 -1 -3 -9 15 24 17 18 -2 -12 -13 -22 -7 -19 -4 -26 -5 28 29 -28
right_child=2 12 14 4 -6 6 9 13 -10 -11 19 20 -14 -15 -16 -17 -18 23 -20 -21 21 -23 -24 -25 25 -27 27 -29 -30 -31
leaf_value=-0.0013863790189393077 -0.0016844556394081714 0.00012462140060569979 0.0011433601311651236 -0.00096367242935359234 -0.0017998701122395662 0.00061157342111025595 -0.0012112498780542365 -0.0019359643377998338 -0.0013841300120108237 0.00061513756482426904 0.00097925159988375291 0.0012317696863226497 -0.0016209445443967614 -6.7933259912216588e-05 0.00095971021221009022 -0.0010213256282341169 0.001143759556588593 -0.000108745655635005 0.00061013658669532812 -0.0020338452503600741 0.00099130243043860002 -0.0015939719996403594 0.0017850870485794513 0.0015958141304502676 -0.0011946183349742698 0.00044163866848841182 0.00096928377142486445 0.0012123446090009941 -0.0021143663778090032 -0.00060301482611639515
leaf_weight=2.7039210607617843 2.6852324632345721 53.709054907405516 5.2213214524090281 2.4038684442639413 3.5977119532180941 6.8181358389556426 2.6318777427077285 2.5513399960473171 2.5641170003218567 2.8603470791131258 0.51980385082424563 2.5149149130447768 1.5332992796320457 2.471965491771698 12.170700471848248 2.8396000843495122 3.479224127251654 4.0543782594613731 1.1393224867060778 3.0777297378517687 1.3018550948472696 1.6910127284936605 4.4848476722836494 1.8542753779329357 3.6969907060265568 27.511038150638342 3.9776774457422999 3.6517808493226767 1.2745034596882758 2.3800361996982247
leaf_count=245 143 1277 34 36 78 45 21 27 53 20 31 27 57 13 86 28 22 43 14 116 17 35 21 26 36 187 50 33 28 51
internal_value=0.000109628 -5.3667e-05 0.000212611 2.21093e-06 -0.000412514 0.000237208 0.000639902 -0.000133675 -0.000105394 -0.000260068 -0.000661039 -0.000250345 7.61717e-05 -0.00101671 0.000437085 0.000275106 0.00020205 -0.000134573 -0.0010009 -0.00159849 0.000307365 -0.000469414 0.00107721 0.000426186 0.000376161 0.000247803 0.000134149 0.000368021 -3.59615e-05 0.000380687
internal_weight=173.372 67.0516 106.32 54.8806 19.8497 35.0309 16.7952 18.2357 16.252 5.49222 11.8092 8.2117 55.2424 5.02331 51.4397 39.269 13.2124 9.73321 3.82455 3.59753 5.50778 2.99287 11.303 5.90865 36.4294 31.208 13.6879 11.284 7.63222 6.35771
internal_count=2900 1805 1095 724 329 395 107 288 251 41 471 324 1334 40 371 285 248 226 157 147 79 52 66 69 257 223 198 162 129 101
is_linear=0
shrinkage=0.00184769


Tree=538
num_leaves=31
num_cat=0
split_feature=19 18 12 2 7 18 22 4 7 17 2 8 6 8 20 4 14 16 22 20 0 16 21 9 22 21 6 10 14 22
split_gain=0.249789 0.35281 0.352322 0.765652 0.930614 0.762853 0.731212 0.498122 0.585839 0.499993 0.454649 0.409792 1.10739 0.578063 0.573923 0.458604 1.19667 1.22539 1.00206 0.99021 0.840519 1.21574 0.953833 1.25329 0.90296 1.6166 0.868462 1.38509 1.22939 1.12525
threshold=14.651182102100002 13.434779691800001 92.695913642950003 50.734033752200013 22.124753953150002 13.5538556217 -0.054494999999999995 163.60960442095003 22.446731871300006 166.83257850275001 167.29597799085005 8.9430209551500024 18.885441255300005 8.7431769115000026 40.08085804200001 241.03469907380003 244.99684607285005 22.674946976100003 0.19122000000000003 35.461062230100005 86.530713386650021 22.584947186600004 11.007427546000001 66.290220196950017 -0.063985 10.611794729750002 15.925372093750001 74.784839814650013 313.29527657100004 -0.081169999999999992
decision_type=2 2 2 2 2 2 2 2 2 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 -6 -7 8 -4 10 -9 13 -13 15 -15 18 -17 20 19 -11 21 22 23 -18 -23 -26 27 28 29 -22
right_child=1 -3 7 4 5 6 -8 9 -10 11 -12 12 -14 14 -16 16 17 -19 -20 -21 26 24 -24 -25 25 -27 -28 -29 -30 -31
leaf_value=0.0089028155176694365 0.021345484203163779 0.00071686677488730095 0.00069497032636096955 -0.048968100268893117 0.012380486141407913 -0.03901166211728492 -0.0058073819903415426 -0.039402657233499692 0.028736372447326162 0.02636051252644506 -0.0034683388039237874 -0.032481521756417345 0.011825143779835063 0.031004898968557931 0.0036983728452750649 -0.031002936653909168 0.0197759406105197 0.021950365532969345 -0.019593047723156849 0.003170843738946055 -0.018145169746935284 -0.04450564681050953 0.014762102976498121 -0.041169265631234485 0.012804479970289231 -0.040727223847107009 0.01006034242834852 0.0044749266620301873 -0.026646165573260824 0.010884975797551408
leaf_weight=3.1393608482321707 1.948027159902266 3.0428217202425003 2.3625904299551612 0.92461060691857699 1.8095859438180921 1.430010115829645 2.8307219442795035 0.85058815775118946 1.9466483928263185 2.8413931700852109 1.2391706376511136 1.7999180436599993 1.466471445164643 1.7708056895062316 2.9219871311215684 1.9531764655839641 0.76886801351792966 3.1767919112462542 2.5614114287527618 36.805771584215108 3.5974050397053361 2.0190072880359367 3.0431787466513924 1.3016767858061937 1.7253509317524733 1.5201202726457266 9.7056367639452201 15.73889039959249 5.1244293453637511 4.0842441068962234
leaf_count=34 28 33 28 34 18 41 44 172 16 74 117 53 28 19 36 43 9 52 48 540 111 66 42 82 22 27 82 770 163 68
internal_value=0.000471405 0.00876862 0.000127638 -0.00662601 -0.0135954 -0.00820758 -0.0169516 0.000748015 0.0133623 0.00023528 -0.0180946 0.000603858 -0.0125897 0.00103198 0.0140024 0.000397734 -0.00192063 -0.000824166 0.00335051 0.00483278 -0.00231197 -0.0118648 0.00127886 -0.0185381 -0.0246321 -0.0122688 0.000279927 -0.00304553 -0.0122883 -0.00271018
internal_weight=125.451 4.99085 120.46 10.1343 6.99493 6.07032 4.26073 110.326 4.30924 106.016 2.08976 103.927 3.26639 100.66 4.69279 95.9674 53.7588 51.8056 42.2086 39.6472 48.6288 10.3782 5.11372 2.07054 5.26448 3.24547 38.2506 28.545 12.8061 7.68165
internal_count=2900 61 2839 171 137 103 85 2668 44 2624 289 2335 81 2254 55 2199 1537 1494 662 614 1442 248 133 91 115 49 1194 1112 342 179
is_linear=0
shrinkage=0.0378485


Tree=539
num_leaves=31
num_cat=0
split_feature=16 20 15 15 16 20 16 12 8 20 18 3 10 15 16 13 20 10 16 20 7 17 13 5 8 20 22 22 5 5
split_gain=1.2373 1.71689 1.56378 1.73231 1.25749 1.93609 1.69376 1.78326 1.65897 1.33402 1.15543 1.07298 2.46008 2.16332 1.59179 2.63933 2.65141 2.27649 1.28941 1.94795 1.78585 1.50213 2.11749 1.68263 1.28482 1.18307 1.15718 2.16508 3.40267 3.00003
threshold=18.594956516900002 38.238138001450004 28.452330424200003 28.321365561200004 15.919962772200003 41.289992964000007 13.534968349350001 176.04981466085005 7.2443465838000014 39.995120105550008 14.025183600500002 83.511574906150017 70.284360904350009 27.471913688500003 19.214955067100004 112.82921081865001 38.175120519550006 66.318885161900013 20.784951395750003 38.441102963850007 22.620341628000002 212.33270692945004 115.63864956495001 19.915533535850003 8.543332867800002 39.468990633150007 -0.088099999999999998 -0.10282499999999999 21.850554661550003 21.623222698850004
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 3 4 6 9 7 -3 -7 -6 -4 -2 14 -14 25 16 -16 18 20 24 -17 22 -21 -24 -20 -13 27 29 -29 -25
right_child=11 2 10 -5 5 8 -8 -9 -10 -11 -12 12 13 -15 15 17 -18 -19 19 21 -22 -23 23 26 -26 -27 -28 28 -30 -31
leaf_value=-0.00099471469111695756 0.0012554141880194668 -0.0021678009395161386 0.00042612228111413265 0.0022348604274133937 -0.0011779043407597123 -0.00034150520742677246 0.00058204289383998679 -2.7446466780042324e-05 -0.0022642788952579613 0.0010410310188336579 -0.0019201043569838565 0.0019502745692235506 0.00086966088821172668 -0.0023352283276371682 8.8427173555919418e-05 -2.1669744395053812e-05 -0.0020575251000684641 0.0016524349643552846 0.0017228165638472745 -0.0016170745456716021 -0.0027731217272799836 0.0017156507189517239 0.0018935038622243864 0.0013305471697490001 0.000300310023874975 0.00044358998803575899 0.0003066810572381444 -0.002790116162200801 1.3513399081984741e-05 -0.00061509166402225852
leaf_weight=8.1427639797475404 4.1553962505422524 1.9192048507975403 1.2643024870194484 1.5530644226819266 1.5697807362303118 4.3983839780557901 22.439514295430854 10.5541474725469 3.259028771193698 4.0372151497285813 2.8483337662182748 3.7877332251518947 1.2689031809568394 2.8568311957642436 5.6672285217791778 3.4263202389702192 4.1686573177576065 4.8625585064291945 5.933919955044983 2.8828496206551781 1.3806458897888658 2.4753148443996897 2.2848970890045157 5.7032573297619837 4.7845548428595066 5.1034739513415843 41.475572578841835 3.126255877315983 4.2759379942435771 7.8658782010897994
leaf_count=431 31 159 28 6 29 193 281 427 86 46 103 24 10 60 41 70 58 32 36 31 12 18 14 28 37 55 372 31 59 92
internal_value=0.000112866 -0.000120611 1.1581e-05 0.00011168 4.32367e-05 -0.000492114 0.000246632 -0.000356771 -0.00115985 0.0004198 -0.00119883 0.000236049 0.000198673 -0.00134954 0.000257164 0.00018375 -0.000821073 0.000292984 0.000215774 0.000276908 -0.000811936 0.000152898 9.56869e-05 0.000171965 0.00108783 0.00108545 0.000108975 -0.000282034 -0.00117058 0.000202682
internal_weight=179.472 61.9857 53.843 49.7303 48.1773 13.2644 34.9129 12.4734 7.65741 5.607 4.11264 117.486 113.331 4.12573 109.205 100.314 9.83589 90.478 85.6154 80.8084 4.80697 70.09 67.6146 64.7318 10.7185 8.89121 62.4469 20.9713 7.40219 13.5691
internal_count=2900 1789 1358 1227 1221 354 867 586 279 75 131 1111 1080 70 1010 931 99 832 800 718 82 645 627 596 73 79 582 210 90 120
is_linear=0
shrinkage=0.00204248


Tree=540
num_leaves=31
num_cat=0
split_feature=16 16 16 13 20 6 23 23 18 9 22 13 20 22 5 7 7 7 6 7 7 21 22 10 10 2 22 23 2 8
split_gain=0.823934 2.66366 2.03516 3.04253 1.89705 1.93879 1.63595 1.27599 1.25926 1.91153 1.2582 1.21066 1.3805 1.87801 2.76443 2.38202 1.66056 2.29503 1.58209 3.33007 1.59535 1.33645 1.40361 3.3063 1.30042 1.29257 1.25403 1.14058 1.08941 1.31634
threshold=20.394952307700002 19.974953289850003 20.674951653000004 113.85351336640001 38.441102963850007 16.135377000500004 0.25847000000000003 0.11467000000000002 13.373311100250001 192.79514127745003 -0.053019999999999991 115.63864956495001 42.178283198950005 -0.067574999999999996 23.334907547600004 22.426784932800004 22.726915405250001 22.995933042550003 16.505385645700006 23.046547257250005 22.087764922150004 15.121227527900002 -0.074434999999999987 62.020040611300011 62.009286778800011 121.41360778140002 -0.053019999999999991 0.083415000000000031 330.71431012540006 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 6 -2 -4 8 10 7 28 9 -5 -6 -7 18 15 -15 -14 -17 -18 21 20 -20 22 23 -13 -19 -22 -24 -26 -1 -30
right_child=2 -3 3 4 5 11 -8 -9 -10 -11 -12 12 13 14 -16 16 17 24 19 -21 25 -23 26 -25 27 -27 -28 -29 29 -31
leaf_value=5.9023481491782616e-05 0.0015099362340680899 -0.002227094503992476 -0.0018536378879714303 0.0014634700409659313 0.00017124772042108479 -0.0015212327708411097 -0.0024522056714024938 0.0011499296309020646 0.0019937294200160134 -0.00072092230428269326 0.0016573960260657928 -0.0021190481563335846 -0.001880095068872336 -0.0025804928907425194 0.00061969100902400584 0.00149556177575912 -0.0018202011710842488 0.0013552603881008662 -0.0008345519116557201 -0.0016726782472780083 0.0017241702532445268 0.0017984663393303764 0.001657773623511809 0.00063095373735175839 0.00098333030309694894 -1.5807416112027559e-05 0.00021114030497763414 -0.0012536925490582839 0.00012643679967801229 -0.0023789928179347151
leaf_weight=73.437084669450996 5.7367091495543709 2.5475455624982706 3.364870377816259 4.4259761683642846 4.9364464432001114 2.4083173386752597 1.2367451567406522 4.8376972994301459 4.3257393687963486 3.3084410950541496 5.9218193516135198 2.9328542156144959 2.7831881842576029 3.6697195153683415 1.9554233220405874 4.0724041319917879 2.8248470057733348 3.9401526115834695 3.3858843296766308 5.221244152635335 4.4811961483210307 3.9074862524867049 5.6922886781394482 6.9915832374244928 1.7983516403473911 3.6702046608552337 5.6355474554002338 2.6858138195239007 2.0067286730045448 1.9579893703339619
leaf_count=1802 43 33 36 28 36 22 39 62 22 26 40 32 45 41 35 31 36 27 30 53 21 20 27 37 13 30 38 32 74 89
internal_value=0.000118665 -3.73521e-05 0.000252774 0.000176327 0.000251409 0.000128688 2.94749e-05 6.67952e-05 0.00105442 0.000529084 0.000981755 -7.41672e-06 4.81179e-05 -0.000370871 -0.00146804 -2.99808e-05 0.000306096 -0.000124513 0.000285307 -0.00023217 0.000419738 0.00062999 0.000415152 -0.000181723 0.000444086 0.000940738 0.00093808 -0.000356546 -9.01864e-07 -0.00111088
internal_weight=186.1 86.0238 100.077 94.3398 90.9749 78.9148 83.4762 82.2395 12.0602 7.73442 10.8583 68.0565 65.6482 23.7299 5.62514 18.1048 15.3216 11.2492 41.9183 16.7585 11.5373 25.1598 21.2523 9.92444 8.42432 8.1514 11.3278 4.48417 77.4018 3.96472
internal_count=2900 2099 801 758 722 646 2066 2027 76 54 76 570 548 260 76 184 139 108 288 134 81 154 134 69 72 51 65 45 1965 163
is_linear=0
shrinkage=0.00217391


Tree=541
num_leaves=31
num_cat=0
split_feature=20 20 10 20 18 19 22 6 6 17 20 17 0 7 0 3 22 17 21 9 3 5 10 3 18 20 10 22 22 16
split_gain=0.251881 0.437412 0.453719 0.493754 0.74433 0.474375 0.861046 0.777313 1.28538 0.861291 0.828122 0.729616 0.73714 0.650852 0.600116 0.913873 1.43487 1.30529 1.10672 0.947423 0.769777 1.62556 0.873657 2.01983 1.98833 2.13339 1.02327 1.06211 1.35318 0.979591
threshold=49.275256100300005 47.833738492450003 88.436830201100022 45.90502654165001 14.339258036900002 11.950964240300001 0.072320000000000023 13.665319288000001 13.825323026450002 242.64190980425005 41.24714903835001 199.41622983390002 102.21786657775002 22.041499846600004 93.972365491700018 84.968719212850019 -0.14581999999999998 191.40027208745002 6.9984086918000008 201.44620319810005 86.302194445500007 18.092020786850004 66.697957758300021 89.227236891450005 13.583580954200002 37.360990606650006 65.727424373200009 0.20327000000000003 0.13860000000000003 20.784951395750003
decision_type=2 2 2 2 2 2 2 2 2 2 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 9 -9 10 11 -7 -13 -12 20 16 -16 -17 -18 -20 21 -10 23 -22 -24 -26 27 28 29 -25
right_child=-2 -3 -4 4 -6 7 -8 8 14 -11 13 12 -14 -15 15 17 18 -19 19 -21 22 -23 24 26 25 -27 -28 -29 -30 -31
leaf_value=0.017044848751939835 -0.012701950456985399 0.013161824378201528 -0.026481424535190257 -0.044219645066789673 0.0085842495718978003 -0.031703772774953579 -0.018961599375779625 0.026950779004293633 0.036261810667297174 0.02179548713727187 0.0042767917341071044 0.013317725651642987 -0.034914900108596603 -0.036334226994393752 -0.047108203896504289 0.010164323322670369 0.0089442087568527024 -0.047477888843458577 0.0062401738889158558 -0.04704970507616555 0.029681084083186687 -0.011105802843151005 0.023308134835778302 -0.028654150641245501 0.0062608673345417882 -0.052545641385868785 -0.035108808604631177 0.030608819524556095 -0.03379401813402564 0.0022773329569727315
leaf_weight=6.5762928176700362 2.4488003759470294 4.794140349404187 1.0899313152731327 1.0406998381367873 0.83906987821683277 1.2201977742370198 1.402124835483846 3.2982627423480144 3.1598984301090232 1.2697898345068086 0.85678067931439716 3.2797508945222948 0.66281364072347049 3.459746966836974 1.1206443508854125 1.0434906566515558 9.0934865993913245 1.9821863300167022 1.051500118337571 1.2962073190137742 4.3598057739436618 2.0976731381379068 1.7711882740259159 1.8416275128984114 1.7942650048062203 2.6724091639043763 1.3879159074276675 2.0530259974184437 1.9822824937291432 54.730524504120694
leaf_count=238 219 100 317 70 21 73 81 41 26 25 29 68 60 153 27 12 122 65 18 45 41 31 17 228 16 48 14 32 30 633
internal_value=0.000545747 0.000809007 0.000308971 0.00055781 -0.0206497 0.00090307 0.0107171 0.000174597 0.00135711 -0.0104674 -0.0147892 -0.0035152 0.00520898 -0.0282734 0.000453683 -0.00701752 -0.00206038 -0.0275983 0.00235198 -0.023182 0.00194959 0.017363 0.000833272 0.0022364 -0.0140924 -0.028923 0.000306357 0.00111737 8.33424e-05 0.0012704
internal_weight=125.677 123.228 118.434 117.344 1.87977 115.464 7.97842 107.485 96.7364 10.7491 9.47929 5.16276 3.94256 4.31653 93.4381 15.5875 12.5618 3.02568 11.4412 2.34771 77.8506 5.25757 72.593 66.3552 6.23786 4.46667 61.9954 60.6075 58.5544 56.5722
internal_count=2900 2681 2581 2264 91 2173 319 1854 1446 408 383 201 128 182 1405 289 212 77 185 63 1116 57 1059 978 81 64 937 923 891 861
is_linear=0
shrinkage=0.041715


Tree=542
num_leaves=31
num_cat=0
split_feature=9 23 15 3 10 10 2 9 20 6 6 22 13 6 13 6 20 9 16 12 22 23 15 13 0 20 16 8 18 6
split_gain=0.241268 0.905487 0.702306 0.676385 0.564938 0.59909 0.767654 0.546772 0.612171 0.628567 1.31241 1.01552 0.661644 0.598651 0.57792 0.558757 0.44485 0.42874 0.639823 0.46445 0.806271 0.419207 0.36313 1.63946 1.82479 1.03824 1.0175 1.02337 0.956173 1.32326
threshold=215.80505313260002 0.072890000000000024 24.673905035600004 77.938401201700017 62.55235532115001 64.071334164850015 228.97475477770004 207.37918994975004 42.599563320500003 14.835346625500001 16.355382140900002 -0.026349999999999998 102.76362357825002 13.775321858200002 112.82921081865001 13.200308423050002 40.380906245900007 206.36238950785003 20.044953126200003 360.86472214460008 -0.037524999999999996 0.083290000000000017 28.566186095050004 109.57886493895002 95.762878606550018 37.858673296900008 20.914951091750002 8.1436447804000007 13.849588037450003 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=7 -2 3 -3 -4 -6 -7 17 9 11 14 13 -13 15 -11 -9 -12 19 -19 22 -21 -10 -1 24 -24 26 27 -25 -27 -30
right_child=1 2 4 -5 5 6 -8 8 21 10 16 12 -14 -15 -16 -17 -18 18 -20 20 -22 -23 23 25 -26 28 -28 -29 29 -31
leaf_value=0.004632239690190069 -0.033384267961322225 -0.044195005768031176 -0.0049998037384802645 0.0057174438484230939 0.04391285921825739 0.025346464558512919 -0.011976846688238891 -0.044203285736120763 3.0228681062647935e-05 0.0019693717030011782 -0.0016065877321780578 0.027724272567668767 -0.017723403128300955 -0.048689268499467468 0.034469568946717072 0.0091753507592632431 -0.035293224300159687 -0.004364086247141543 0.035536016502618867 -0.038850573870919017 0.019729398194515413 -0.04196416208869546 -0.039640347484564437 0.030435454677652067 0.01892717444877242 0.0011366626679938502 0.036748482655758349 -0.006508333966172751 -0.0012062591117597309 -0.038032572973800756
leaf_weight=31.223965109347773 0.91628587909508397 0.72325957399152541 1.7808694883715359 1.3830823319731278 1.5840617986395953 3.1894536779727787 1.3814188172109423 0.55889329477940852 0.59367395797744293 1.7263536015525462 1.4258556929416957 1.1854946473031298 1.0625228509306905 1.577741371002048 2.1476463377475739 0.88810750027187169 1.320959771517664 1.3092764354078092 1.5181105155497787 1.2787723312067099 0.60561588578275305 1.3877660723810548 3.5588702911045393 1.9184958329424242 1.2599981746170668 42.075478249462321 2.5313113927841187 4.1456912867724895 4.4466581651940933 2.7698669787496328
leaf_count=1357 35 82 36 36 15 50 43 49 14 26 22 22 25 45 23 20 27 39 16 75 27 46 104 31 25 474 25 35 45 31
internal_value=0.000491787 0.00641576 0.0100473 -0.0114211 0.0157455 0.0217479 0.0140665 -8.51699e-05 -0.00785886 -0.00427317 0.00430711 -0.0150471 0.00624348 -0.0308705 0.0199866 -0.0114418 -0.0178067 0.00100828 0.0170595 0.000534624 -0.0200238 -0.0293819 0.000947058 -0.000887939 -0.0243266 0.00106322 0.0144763 0.00517938 -0.00127573 -0.015341
internal_weight=123.476 10.9584 10.0421 2.10634 7.9358 6.15493 4.57087 112.517 13.875 11.8936 6.62082 5.27276 2.24802 3.02474 3.874 1.447 2.74682 98.6421 2.82739 95.8147 1.88439 1.98144 93.9303 62.7064 4.81887 57.8875 8.5955 6.06419 49.292 7.21653
internal_count=2900 297 262 118 144 108 93 2603 319 259 98 161 47 114 49 69 49 2284 55 2229 102 60 2127 770 129 641 91 66 550 76
is_linear=0
shrinkage=0.0418233


Tree=543
num_leaves=31
num_cat=0
split_feature=13 8 18 18 7 10 8 21 0 9 19 7 2 22 18 23 3 9 10 13 9 9 12 15 10 10 16 19 18 20
split_gain=0.217709 0.799041 0.644672 0.566209 0.565582 0.661584 0.532416 0.50423 0.484675 0.998875 0.798 0.690855 0.56688 0.46812 0.466455 0.977454 0.763632 0.705539 0.494838 1.50158 1.03565 0.874381 0.796432 1.17483 0.725329 0.895637 0.504484 1.14281 1.14127 0.951767
threshold=95.870416931800023 2.9476996444500005 14.708525021850003 17.327266398450003 21.725272673150005 82.204984254750016 1.7486353823000003 8.8712712239000009 98.615332683000005 191.40721473735002 12.551012654050002 25.582719811950003 90.278415124550008 0.20981000000000005 15.312071772700003 0.088990000000000027 83.269613674350026 208.47660979520001 71.090898343450007 107.97116697695002 206.08249486475003 201.2906445504 219.23896387120001 23.969938375100003 70.865067860500019 70.343506983200015 19.214955067100004 13.751109481500002 11.904475184000002 36.625813070500008
decision_type=2 2 2 2 2 2 2 2 2 2 2 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 -4 -6 7 -7 14 -10 11 -11 -13 -3 18 16 -16 -17 24 20 21 22 23 -20 25 26 -2 28 -28 -29
right_child=3 13 4 -5 5 6 -8 -9 9 10 -12 12 -14 -15 15 17 -18 -19 19 -21 -22 -23 -24 -25 -26 -27 27 29 -30 -31
leaf_value=-0.034381168249580346 0.00856544893964176 -0.039180216370205238 0.034905790188561228 0.017059531159456316 -0.028538684484872893 -0.038418122341321047 0.028648437307625608 0.0070731575407835335 0.01311638288937019 -0.040423466289614844 -0.036505930155038627 0.030091654032601382 -0.0081530821823144924 0.012374110328567707 0.028776498925352001 0.0051999711051052442 -0.0030150924787639218 -0.034104736817963402 -0.03353325142123241 -0.040419774126275509 -0.034758307561336313 0.028844017566617294 0.025183233517401177 0.012152336689329052 0.029039351602497081 -0.030038063890319825 0.0054390774878989908 0.01549798865801757 -0.036171505445865726 -0.00018405235542973074
leaf_weight=0.64857404201757063 11.534288604379979 1.3119667715291141 0.79266362538328383 2.9772954392246893 0.89943844359368119 0.45925348761375095 1.1479714057059025 1.4334939748223403 2.1663353955373159 0.70262309629470143 1.9650711243739349 0.73255108669400248 2.2605606263969094 0.31103286865982216 3.7073049768805486 1.9975710790604355 1.5210811631404793 0.96782247675582755 1.7637151930830426 1.6759216780774293 1.0741784574929623 1.6589237581938503 1.0472056113067081 1.4759488725685512 1.3125552847050119 1.3288998606731173 1.5552474632859223 6.0557941694278261 2.3822378304321319 62.996097045572242
leaf_count=42 383 244 22 54 84 201 35 129 70 45 96 10 62 16 45 36 41 32 73 68 29 14 30 37 12 63 24 70 57 776
internal_value=0.000403462 -0.00606335 0.00094479 0.000797824 0.00578577 -7.24669e-05 0.00834778 -0.00396478 0.000365083 -0.00870198 -0.0170516 -0.00670755 0.00120715 -0.0293003 0.00104712 0.00969968 0.0195275 -0.007628 0.000307536 -0.00828688 -0.000615594 0.00555269 -0.00346053 -0.0127195 0.00116494 0.000738788 0.00122267 6.23109e-05 -0.019736 0.00119125
internal_weight=121.864 7.00439 5.38139 114.859 4.73282 3.94016 3.04072 1.89275 111.882 7.82714 5.66081 3.69573 2.99311 1.623 104.055 8.19378 5.22839 2.96539 95.861 8.69589 7.01997 5.94579 4.28687 3.23966 87.1651 85.8526 84.5237 72.9894 3.93749 69.0519
internal_count=2900 773 513 2127 471 449 365 330 2073 283 213 117 72 260 1790 154 86 68 1636 251 183 154 140 110 1385 1373 1310 927 81 846
is_linear=0
shrinkage=0.0377826


Tree=544
num_leaves=31
num_cat=0
split_feature=0 3 3 20 10 21 18 10 10 15 10 4 6 6 8 9 2 14 18 17 6 5 9 20 6 23 16 10 17 10
split_gain=0.217519 1.08277 1.27912 1.55632 0.749774 1.11557 0.808247 0.546565 1.24524 0.715824 1.31676 0.710289 0.675338 0.620679 0.589413 0.805733 1.11721 0.522469 0.512964 1.30478 0.655815 1.69827 1.74987 1.53772 1.28158 1.03276 0.60499 1.25626 0.978143 0.776214
threshold=85.716110573100011 93.770731131900007 93.58791597905001 40.532725462000009 62.00390986255001 15.440607301650003 12.657095015500003 61.960894532450006 61.928633034850002 42.670190152050004 61.82916008405001 376.98468903265001 16.565387047600002 16.665389384150004 10.441851282850001 187.70546222865002 121.41360778140002 185.55247316590001 13.075178189100003 184.59783591905003 16.455384477450004 22.852794041600003 190.77452831370002 38.938637541200009 16.445384243750002 0.083565000000000014 22.634947069650003 62.030794443850006 200.39804233735001 62.068432857650002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=4 2 18 -4 7 6 -6 8 9 10 11 13 -11 -1 15 16 -15 -3 19 -2 24 22 -22 -24 26 -25 27 -20 -28 -29
right_child=1 17 3 -5 5 -7 -8 -9 -10 12 -12 -13 -14 14 -16 -17 -18 -19 20 -21 21 -23 23 25 -26 -27 28 29 -30 -31
leaf_value=0.018083253594013821 -0.0065465322738015655 0.035430327649688627 0.00036336299491873452 -0.057092660415146421 0.027831420865573109 0.037574034546754453 -0.047912392045801021 0.025005643621050587 -0.059468007954876112 0.038831687498960286 -0.068706615736544199 -0.0521930377642736 -2.3982323357817263e-05 0.032128367307051736 0.028176979399804312 -0.053531477039054809 -0.049333925058081179 0.0068887688811392804 -0.041416031890612645 0.043748459066270229 0.016424805547918048 0.017346632287510762 0.015066584640021165 -0.01219698552012586 0.04492392894968119 -0.055350488195446995 -0.00046377202316149788 0.043871614469362351 0.038656630590053212 0.00039954743516534217
leaf_weight=3.0837023641215637 2.4784837246988891 2.8500915952026835 2.3398161954246453 1.8771993347909299 0.36053054110379879 0.52322782319970418 2.2770035610010382 1.7232027967693273 0.81329390709288496 1.7355717292521147 0.71076442603953172 0.56138047931017343 2.2951459259493276 0.94131121947430141 0.66402384545654047 1.0377851275261489 0.61492335761431605 2.8180022569140419 1.5792353234719474 2.1095293639227748 2.1982589326798898 3.7526076775975516 1.2743878345936535 1.7734066434204576 1.515656592324375 3.9640135420486331 3.3930045347660771 0.92019187053665419 2.4186114249750972 65.495416842761188
leaf_count=70 39 16 25 45 22 10 120 28 20 20 15 28 37 52 8 35 115 31 22 18 18 39 14 15 9 61 37 9 30 1892
internal_value=0.000449546 0.00127131 0.000105518 -0.0252131 -0.00441975 -0.0251214 -0.0375588 0.000194356 -0.00323759 0.000689707 -0.00778955 -0.00151736 0.0167067 0.00296852 -0.0113374 -0.0214524 -6.02674e-05 0.0212403 0.00125515 0.0165787 0.000458807 -0.00930661 -0.0201664 -0.031638 0.0021394 -0.042012 0.0012608 1.66655e-05 0.0158169 0.00100186
internal_weight=120.1 102.758 97.0898 4.21702 17.3419 3.16076 2.63753 14.1811 12.4579 11.6446 7.61389 6.90313 4.03072 6.34175 3.25804 2.59402 1.55623 5.66809 92.8728 4.58801 88.2848 12.9627 9.21007 7.01181 75.3221 5.73742 73.8065 67.9948 5.81162 66.4156
internal_count=2900 2320 2273 70 580 152 142 428 400 380 323 308 57 280 210 202 167 47 2203 57 2146 147 108 90 1999 76 1990 1923 67 1901
is_linear=0
shrinkage=0.0470034


Tree=545
num_leaves=31
num_cat=0
split_feature=15 22 7 17 22 16 15 12 19 22 23 20 16 5 15 20 16 7 23 19 20 15 15 12 23 16 15 10 16 10
split_gain=0.228184 0.757029 0.552152 0.382244 0.279896 0.230029 1.02115 0.848028 0.742152 0.66018 0.722427 0.938377 1.04048 0.79237 0.606675 0.854634 0.817566 0.919722 0.593017 0.896666 0.586614 0.585056 0.872653 0.669557 0.860163 0.625266 0.714926 0.619482 1.25082 1.21447
threshold=46.574831689400007 -0.082314999999999985 23.539316666200005 183.95506935190005 0.0043900000000000007 17.844958270700005 26.410889167300002 207.71672397260002 12.951044929850001 -0.59309999999999985 0.093480000000000021 38.318569170500005 13.894967507500002 15.299679811400003 20.937157557000003 38.386256906100009 15.444963882950001 25.027970878050002 0.087530000000000011 12.651020723000002 48.988717865950008 23.516184833950003 28.566186095050004 105.35624869990001 0.083185000000000023 18.984955604900005 25.134223482700005 66.697957758300021 19.974953289850003 66.318885161900013
decision_type=2 2 2 2 2 2 2 2 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 20 -1 11 -11 -13 -12 -14 -16 -17 18 19 -18 -9 -7 23 24 -23 -25 -27 29 -29 -24
right_child=1 4 -4 -5 -6 21 -8 8 -10 10 13 12 14 -15 15 16 17 -19 -20 -21 -22 22 27 25 -26 26 -28 28 -30 -31
leaf_value=0.015334413095273341 0.018216200386133245 -0.04644165098833531 0.019587121957311271 -0.044149482292178931 -0.006831338459708897 -0.029941955966468124 -0.031240817723181297 0.014787725247382004 -0.021573549863342395 -0.044201279883522446 -0.0084918948790753315 -0.030159926970407078 0.022994312642810301 -0.047990537166073821 0.047401462561453549 -0.040234126883377783 0.025858653005544675 -0.046005288862247133 0.040977246537152637 -0.039552283119682626 -0.01857292528080752 0.012861509646475618 0.0010605303557880065 0.030842545267337457 -0.030780846105407125 0.034627425202851086 -0.01519923425004038 -0.0025220038938984992 -0.040655175326277576 0.029510717254772174
leaf_weight=2.1032362504047368 0.26522620551986698 1.0052473738323886 1.5869810399599371 0.54190803493838757 0.47644609364215273 1.0352744836418413 2.0810651067586141 10.03780301104416 1.3719597041781515 0.96691488958095106 2.0406180222744292 1.6953854020612178 2.6773400398378726 1.6761624722275881 0.55133455200120796 1.112050804775208 0.88270658403053015 0.57580442563630629 0.91246141912415613 0.66641962417634204 1.0554862090211816 2.671990807401015 56.419054527912522 4.5196953595150262 1.1795312501490114 0.83032079623080823 1.4041544713545588 11.218449290608985 1.8100822153501201 2.8563689664006224
leaf_count=65 6 42 22 47 15 43 109 452 63 163 122 203 67 59 3 26 37 22 9 68 124 42 636 79 27 19 36 223 40 31
internal_value=0.000366416 -0.00979132 0.00500847 -0.023656 -0.0337048 0.0007107 -0.00246147 -0.000347071 0.00796091 -0.00687659 -0.0102723 -0.00433737 -8.92866e-05 -0.0263047 0.00682051 -0.00239131 -0.00900726 0.00242553 0.0137543 -0.00228052 0.0116136 0.00185973 0.00225683 0.0136594 -0.000503991 0.021736 0.00331612 0.000584276 -0.00781993 0.00243149
internal_weight=118.227 3.87581 2.39412 0.807134 1.48169 114.352 30.4067 28.3257 12.4652 15.8604 13.7572 10.0404 9.0735 3.71678 7.37812 4.70078 4.14944 3.03739 2.46159 1.54913 11.0933 83.9449 82.9096 10.6057 3.85152 6.75417 2.23448 72.304 13.0285 59.2754
internal_count=2900 132 75 53 57 2768 1592 1483 639 844 779 598 435 181 232 165 162 136 114 105 576 1176 1133 203 69 134 55 930 263 667
is_linear=0
shrinkage=0.0425671


Tree=546
num_leaves=31
num_cat=0
split_feature=13 23 8 19 18 18 0 9 18 17 16 12 10 16 18 6 3 10 15 16 13 20 13 13 13 20 15 4 15 13
split_gain=1.00813 1.4866 1.21799 1.03247 0.909543 0.87249 0.93714 1.40413 1.29279 1.61245 1.27266 0.924607 0.776496 1.11545 2.73035 1.3149 1.30013 2.10261 2.07552 1.37988 2.32556 2.46738 2.07145 1.1342 1.82072 1.1299 1.22075 1.08312 1.26708 1.92133
threshold=95.870416931800023 0.079785000000000009 2.9476996444500005 12.451004585100002 14.708525021850003 17.327266398450003 98.615332683000005 191.40721473735002 15.606027545000002 199.55131508320002 14.184966829400002 263.21041154490007 75.403185184700007 18.594956516900002 14.873215527100003 15.675366252400002 83.511574906150017 70.284360904350009 27.288673764350005 19.214955067100004 112.82921081865001 38.175120519550006 113.13031812925001 108.61908538635001 107.97116697695002 39.468990633150007 29.198705243000003 267.25332376775003 20.478039369150004 104.02719889955002
decision_type=2 2 2 2 2 2 2 2 2 2 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 12 -8 -9 10 -10 -7 13 14 15 23 -15 19 -19 25 21 -21 -22 24 -2 -18 -27 28 -14 -30
right_child=5 3 -4 -5 -6 11 7 8 9 -11 -12 -13 27 16 -16 -17 17 18 -20 20 22 -23 -24 -25 -26 26 -28 -29 29 -31
leaf_value=-0.001583223579904353 0.00024038696876768287 -0.0020649656796700479 -0.0020009060379635687 0.00022570111017914066 0.00043680960069212481 0.001519420575769262 0.00059493381619466856 -0.0021254539720671865 -0.0011949787874990956 -0.0015927122639094286 0.0011191333498985609 -0.00023269519326498238 0.0014913599026854373 0.0013549923744665699 -0.0018264208862832536 -0.0014801198050325623 0.0017954227025277745 0.00093682993799378185 -0.0021737436259503776 9.6139652336434513e-05 0.0019714316338231338 -0.0019568901099161272 0.0001954314296405014 0.0012683818556311918 -0.0021207719792753149 0.0010900551626235105 -0.00095778550914963115 0.0014839277895603068 -0.001819472828724168 0.0010845798001307627
leaf_weight=0.92110645212232878 9.9584736035903969 2.6813275550375688 1.0160631114267733 0.99769211257807899 7.7885384798864834 3.340236445888876 3.7542803534306577 2.0998237563762796 1.300715720746666 2.5309258121997118 2.7037406116724014 1.6691674171015618 1.6961046550422887 3.5013508275151244 3.5261864524800322 1.8637997154728498 3.521221577189861 1.1309399604797357 2.6504140226170421 5.0141518395394069 2.497922755777835 3.8046911302953959 85.331279758829623 3.0884660431183866 1.3732666233554471 2.9897511288290843 1.6802615313790736 3.8420703739393502 1.9125974287744614 1.5038478784263132
leaf_count=33 173 337 82 28 293 30 70 72 34 83 24 24 13 22 110 193 24 9 61 41 17 58 815 29 41 37 18 54 66 9
internal_value=0.00010327 -0.000402912 -9.17731e-06 -0.00144377 0.000223177 0.000146138 0.000120336 -0.000386541 -0.000813252 -0.00039164 0.00036747 0.000935604 0.00016491 0.00012773 -0.000292783 3.93152e-05 0.000202028 0.000164863 -0.00124342 0.000215657 0.000151453 -0.000789594 0.000245942 0.000235701 -4.57563e-05 0.000973204 0.000353246 0.000712703 0.000133129 -0.00054117
internal_weight=171.69 13.4047 9.72571 3.67902 8.70964 158.286 153.276 12.3895 8.63521 6.53538 4.00446 5.0094 140.887 131.932 19.8102 16.284 112.122 108.621 3.78135 104.839 96.648 8.81884 87.8292 14.4202 11.3317 8.19123 4.67001 8.95462 5.11255 3.41645
internal_count=2900 773 408 365 326 2127 2073 283 213 141 58 54 1790 1648 546 436 1102 1080 70 1010 931 99 832 243 214 79 55 142 88 75
is_linear=0
shrinkage=0.00192234


Tree=547
num_leaves=31
num_cat=0
split_feature=16 5 22 9 22 13 13 14 13 16 19 3 9 9 23 16 17 0 10 2 6 9 22 3 10 23 7 18 15 2
split_gain=0.237634 0.239754 0.233969 0.283159 0.441711 0.345201 0.461119 0.577104 0.457527 0.540435 0.56543 0.611118 0.912323 0.885572 0.746698 0.539137 0.79236 0.479321 1.71385 0.747811 0.740742 1.0012 0.508787 0.503208 0.982606 0.538295 0.573398 0.968464 0.958229 0.754345
threshold=7.4549825670500001 1.6103415277500004 0.68694500000000025 37.256168974800005 -0.15726999999999999 85.737618238150006 95.870416931800023 312.54689103155005 96.429616222950017 12.644970430600003 11.850956171350001 81.430708313150021 188.14427954665004 207.13025159505005 0.085495000000000029 17.654958715000003 203.08534335880003 96.055920542800024 71.090898343450007 67.628418476450022 13.825323026450002 206.50942114985003 -0.069554999999999992 84.968719212850019 70.182199495350019 0.43162500000000009 23.789355599150003 13.954623666350001 28.566186095050004 103.98563613345001
decision_type=2 2 2 2 2 2 2 2 2 2 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 -5 7 -7 -8 -10 -11 12 -12 -14 -15 16 -16 18 23 -20 -19 -22 -23 -13 25 26 27 29 -28 -25
right_child=2 -3 -4 5 -6 6 8 -9 9 10 11 17 13 14 15 -17 -18 20 19 -21 21 22 -24 24 -26 -27 28 -29 -30 -31
leaf_value=0.017598598709707383 0.0026268685262948099 -0.053897202349002415 0.020074341325621119 0.026635992076267316 -0.042923439811454432 -0.051837906889653479 0.032083115433687706 -0.0040142847552147708 -0.035145272482070992 0.020186861440445906 0.02876965757679821 0.024062984716805777 -0.045450719743493427 -0.052751407224249029 0.01404669371941228 0.038539064767107667 -0.052665746479794114 0.030061598395804641 0.0071419541670749162 -0.049450252540111192 0.015539857836044672 -0.045996380016509818 0.0024805515352324596 0.0074294251727315365 -0.040715845661507384 0.029118141224448568 0.044106828606710904 -0.03002188203308092 0.0047267160051658397 -0.0049336221342160093
leaf_weight=0.16820050209207593 1.1965602507843871 0.38628754020464839 1.519537383923306 1.2652078234532371 0.95742216540020209 0.92629086530359872 1.1632486023008812 1.9733823427814057 1.0483054610376701 3.6738111063023089 1.0513800578191865 2.3855338757857671 2.3618937353603542 0.68344115943182293 1.2909774184226992 0.8577989526093005 0.67857598862610746 3.5222041043452901 0.76772031188011114 2.4288364198873751 4.3788183275610209 1.2892902260646226 0.93179607391357411 19.79190425464185 1.4015578646212805 1.7251501511782397 1.6708022654056573 2.8839909506496033 20.28805397124961 32.703270628975588
leaf_count=66 106 117 42 84 189 165 26 101 84 80 18 40 90 40 27 17 41 54 15 138 38 34 15 251 54 15 16 42 252 643
internal_value=0.000434369 -0.0322094 0.000589318 0.000332519 -0.0176198 0.000674288 0.000380692 -0.0192914 0.000904122 0.000567723 0.000918376 0.000231726 -0.0141101 -0.0217868 -0.0058669 0.00546625 -0.00893794 0.00126432 5.40494e-05 -0.0358584 0.0115527 0.00167501 -0.0256592 0.00143964 0.000768924 0.00150433 0.000888356 -0.00182173 0.00772306 -0.000272465
internal_weight=117.371 0.554488 116.817 115.297 2.15398 113.143 111.878 2.89967 108.978 107.815 106.767 103.093 6.92407 5.87269 3.51079 2.82735 1.96955 96.1689 86.0468 3.19656 10.1221 6.5999 2.22109 82.8503 80.4647 79.0632 77.338 55.3792 21.9589 52.4952
internal_count=2900 183 2717 2675 295 2380 2296 266 2030 2004 1920 1840 233 215 125 85 68 1607 1466 153 141 87 49 1313 1273 1219 1204 936 268 894
is_linear=0
shrinkage=0.0499828


Tree=548
num_leaves=31
num_cat=0
split_feature=16 20 15 15 3 0 16 13 3 16 19 15 5 20 13 20 15 22 8 12 17 4 17 18 17 16 22 20 20 10
split_gain=1.0132 1.23486 1.03655 1.16597 1.00987 1.61819 1.27925 1.35498 2.129 2.11772 1.45895 1.21637 1.10302 1.81375 1.03286 0.961362 1.36128 1.25295 2.06082 1.95042 1.93394 1.62935 1.59385 2.31496 1.51463 1.43162 1.22318 1.19788 1.22465 1.1574
threshold=18.594956516900002 38.238138001450004 28.452330424200003 28.321365561200004 83.511574906150017 93.972365491700018 19.214955067100004 112.82921081865001 89.227236891450005 19.974953289850003 13.851117550450002 27.122924609850003 19.915533535850003 39.468990633150007 109.34496908160001 42.178283198950005 46.574831689400007 -0.072569999999999982 8.8430989333000021 158.37848859105003 193.92177542215003 222.56810966585002 194.30849344835002 12.903279561150002 189.27091549140002 22.744946812400002 -0.096499999999999989 43.19689381845 43.061965423550006 62.197478847950002
decision_type=2 2 2 2 2 2 2 2 2 2 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 -2 6 12 9 -9 10 -8 -7 -6 -14 -13 16 17 19 21 22 24 -19 23 25 -21 -10 -18 28 -17 -29
right_child=4 2 -4 -5 5 11 7 8 15 -11 -12 14 13 -15 -16 27 26 18 -20 20 -22 -23 -24 -25 -26 -27 -28 29 -30 -31
leaf_value=-0.0008580857413095853 0.0012314218079077842 3.1713150081268986e-05 -0.0010291658443630305 0.0019431390953406217 0.001625239354901968 0.00098142343508185546 -0.00091715226348520226 0.0013209196450086706 -0.0013668552656354272 -0.0022409071188463523 0.0011660195387444038 -0.0021597122447493621 0.0016462610515594739 -0.0017280385308833203 -0.00031774398124714311 -0.00028746564284881041 0.00040650177228393095 0.0002492627467310857 -0.0007814062762883429 -0.00033704137122973722 7.1399614241850944e-05 0.0013435456891646132 -0.00089389502498603182 0.0013868063398901143 -0.0027968229427493309 0.0008304078933992461 -0.0021611110953120602 2.6429948984698997e-05 -0.0019640392077272047 0.0014760590407883272
leaf_weight=7.0342515639640615 3.4957287274301043 42.135070118063595 3.3207988627254954 1.2132785692811001 4.3326128162443629 1.1076081600040186 2.6618481883779159 6.3089815061539403 2.32740778336301 2.1128066703677177 2.3297080770134926 2.3216320052742958 1.1999063799157741 1.1555978448595849 2.1824829690158367 13.563061693217607 1.2546584671363237 8.2565918685868507 3.0226952927187076 1.7191406488418564 6.6185672748833895 12.859759047627447 2.4456917271018019 8.4663870148360711 2.0027262317016721 2.070680994540453 1.5117677147500206 10.660509871784596 1.826859630178659 2.5155844129621974
leaf_count=431 31 1221 131 6 29 10 32 50 31 39 13 60 11 31 26 161 19 53 39 21 49 90 20 52 22 15 36 128 29 14
internal_value=0.000109297 -0.000107253 5.91723e-06 8.52121e-05 0.000214702 0.000181434 0.000237139 0.000179658 0.000245262 -0.000627704 5.51261e-05 -0.000823365 0.00104962 -9.15238e-06 -0.00126718 0.000161607 0.000315889 0.000388815 0.000703167 9.2988e-05 -0.00055202 0.000915676 0.000528624 0.000799062 -0.00166064 -0.000332353 -0.000996621 -0.000122244 -0.000486483 0.000303194
internal_weight=164.034 53.7034 46.6691 43.3483 110.331 106.835 101.224 94.5354 87.4311 7.10436 4.99156 5.61172 6.68812 2.3555 4.50411 81.1221 52.5561 49.7896 24.139 25.6506 10.3404 21.1164 15.3102 12.8645 3.72187 4.39809 2.76643 28.566 15.3899 13.1761
internal_count=2900 1789 1358 1227 1111 1080 984 913 829 84 45 96 71 42 86 779 447 392 182 210 92 143 118 98 43 46 55 332 190 142
is_linear=0
shrinkage=0.00192234


Tree=549
num_leaves=31
num_cat=0
split_feature=16 6 23 23 19 19 5 23 6 10 19 6 15 22 0 4 10 21 16 13 18 18 13 16 16 13 5 20 3 6
split_gain=0.965033 1.40012 1.1266 1.36219 1.3602 1.28006 2.10145 1.39053 1.2219 3.04257 1.43034 1.16332 1.11808 1.04598 0.974721 1.79865 2.64864 1.51902 1.4417 1.58569 1.51234 1.28416 2.66791 2.52687 2.17581 1.97276 1.5538 1.24246 1.33867 1.22261
threshold=18.594956516900002 15.675366252400002 -0.17732499999999998 -0.22831499999999999 10.250827068050002 13.051052998800001 15.094471190800002 0.086230000000000015 13.665319288000001 78.220689305400015 12.651020723000002 13.775321858200002 24.200063469100005 -0.54972999999999994 86.530713386650021 248.34582299520005 62.041548276350007 13.811848270300002 22.614947116400003 117.50443950750001 13.740383930250003 15.042884401850001 109.41218053485001 20.719951547750004 20.394952307700002 115.25151159420001 18.152162791050003 37.360990606650006 85.898925725950008 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 3 -1 -4 8 7 -7 9 -6 -11 -10 -9 -3 15 29 17 -17 19 20 -16 22 -22 24 26 -25 -24 -28 -29 -2
right_child=14 13 4 -5 5 6 -8 12 11 10 -12 -13 -14 -15 18 16 -18 -19 -20 -21 21 -23 23 25 -26 -27 27 28 -30 -31
leaf_value=1.9148680776260936e-05 -0.00099211191195752008 0.0014418663992271457 -0.0019825091608608593 0.0014751501060564624 -0.0014230623432374512 -0.0019951928875362509 -0.0020475374316216281 -0.00064372087997301272 0.0017110010481536653 0.00039385465941370616 -0.0016737794596049223 0.00022535614946197699 0.0017618198802103085 -0.0019698302843447367 0.00079106632246447135 0.00013503975163091692 -0.0019383764513384606 -0.0014034430467176979 0.00093261559242352693 -0.0011367614036293214 -0.002097595025890115 0.00078929082467350906 0.00083540418437719167 -0.0019616881025816871 0.0015830278997079666 -8.0901129493608263e-05 0.00045657497913206342 -0.00014489005564851745 -0.0025148104311556066 0.00036138273667007687
leaf_weight=6.5381553436163813 2.5522920768707982 0.37400590069592032 1.4283734743803496 3.5062387807993201 5.7495722746243727 0.8712076303781936 2.9698513934854418 1.2009813128970566 2.2136596366763106 12.849114278622435 1.3094788807211433 12.132913275272584 1.6013896735385058 2.1774834627867667 15.100064665079115 13.507962399395188 3.4702845747815436 2.7422527745366088 12.36720637232065 2.9051882382482281 2.2195236585103002 6.9730889033526173 4.7773331925272959 3.0772306174039823 4.7509174495935431 5.5597513113170862 2.2626226358115673 1.6688074152916672 1.7182032801210878 33.273198399459943
leaf_count=211 25 4 251 45 213 47 110 32 19 429 60 160 15 193 88 169 72 49 86 28 60 67 33 34 31 38 16 19 23 273
internal_value=0.000100173 -0.00010645 -4.00313e-05 0.000527401 -0.000174687 -0.000111549 -0.000868655 8.43962e-05 3.52858e-05 -0.00026688 0.000202626 0.000454589 0.000730904 -0.00146973 0.000195596 1.33403e-05 -0.000443762 -0.000124582 0.000355324 0.000215369 0.000297024 7.10119e-05 -0.000121373 6.28091e-05 0.000525906 -0.000750998 4.42422e-05 -0.000624765 -0.00134713 0.000264957
internal_weight=173.848 54.9224 52.3709 10.0444 42.3265 40.8982 6.64343 3.67358 34.2547 19.9082 14.1586 14.3466 2.80237 2.55149 118.926 55.546 19.7205 16.2502 63.3799 51.0127 48.1075 33.0075 26.0344 23.8149 15.1779 8.63698 10.427 5.64963 3.38701 35.8255
internal_count=2900 1789 1592 256 1336 1085 204 94 881 702 489 179 47 197 1111 588 290 218 523 437 409 321 254 194 122 72 91 58 42 298
is_linear=0
shrinkage=0.00188464


Tree=550
num_leaves=31
num_cat=0
split_feature=3 7 20 7 18 18 3 0 8 20 2 5 5 15 7 20 7 18 20 0 18 18 19 18 7 16 23 9 18 22
split_gain=0.211746 0.414554 0.566772 0.321211 0.51821 1.1013 0.720601 0.696001 0.648804 1.11408 0.768717 0.806519 0.470435 0.491124 0.43661 1.08596 1.18649 1.63416 0.698945 0.686691 0.847243 0.960098 0.84083 0.832201 0.692065 1.50287 1.21344 1.0641 0.835464 1.63458
threshold=108.42013948475001 18.316144677200004 44.921040431000009 19.874819532250005 12.903279561150002 12.868666868750003 94.92945658615001 85.253695774650012 8.3434888241000014 38.318569170500005 67.628418476450022 22.598762435600005 30.372394345600004 42.914654887700003 22.597569836950004 41.840895355800008 22.509653697550004 13.138633165750003 45.90502654165001 85.737618238150006 13.042786209850002 13.197799034350002 14.351157895250003 13.278511569200001 23.124786352450005 22.554947256700004 0.10236000000000002 192.09062119805003 13.809421053700001 -0.081474999999999992
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=3 2 -2 -1 5 8 7 -6 9 -5 -10 -12 13 -13 15 -9 17 -17 -19 -16 -21 22 -22 -23 25 26 27 -25 29 -26
right_child=1 -3 -4 4 6 -7 -8 14 10 -11 11 12 -14 -15 19 16 -18 18 -20 20 21 23 -24 24 28 -27 -28 -29 -30 -31
leaf_value=0.013268829440231273 -0.047752221677398746 -0.052109633235219173 0.03740293735441421 0.026623147763915399 0.031836265717511344 -0.051394216809891431 -0.038972433951696007 0.027193635748366269 -0.026432993083391407 -0.058661784637797476 0.046261322544759384 -0.040857657934737085 0.024541858778348774 0.012790304170438666 -0.023576964414806965 -0.045884176365076676 0.034895089431726416 0.024853768457838384 -0.012772604155240126 0.031401043192895418 -0.04695018750776319 0.022591285493718891 -0.0051399888467923921 0.031890049558566197 -0.0069533679428398203 -0.047210159490500739 -0.040510807561731067 -0.016104269040938417 -0.0013020255778886033 0.024737594935313835
leaf_weight=4.3095368918438899 0.2865349675703317 0.49749159885686822 0.43729716714005917 0.50588630686979641 1.6422720563132305 1.2798181903781367 0.98636702480143768 4.6571098737476841 1.3338403245434163 1.0297991725383324 1.2390701826661827 0.83578106737695657 1.0319846235215662 0.68989872478414327 2.7013177564367643 1.9887346708565017 1.5937399284448472 2.1327865784405731 2.2437160704866983 1.9237410031491879 1.7412165135610838 3.7692171609960488 2.744335139868781 2.4344114924024316 6.2437893822789183 2.1174426837824285 1.2871318736579267 1.7648746185004709 53.443588169728173 8.5281903045251948
leaf_count=128 88 39 10 26 20 22 81 63 22 42 9 34 12 10 83 33 21 52 95 21 26 32 29 49 55 29 17 16 1659 77
internal_value=0.000456173 -0.0190372 0.00369356 0.000661059 0.00017546 -0.0114082 0.00106098 0.00144452 -0.0037315 -0.0305672 0.00430096 0.0150982 1.08633e-06 -0.0165985 0.00095188 0.00914354 -0.00141828 -0.0105105 0.00556373 -0.000213256 0.000520631 -0.000185958 -0.02137 0.00100796 -6.50155e-05 -0.0135321 -0.000534276 0.011719 0.00143613 0.0113425
internal_weight=117.421 1.22132 0.723832 116.2 111.89 7.94608 103.944 102.958 6.66626 1.53569 5.13057 3.79673 2.55766 1.52568 101.315 12.6161 7.95898 6.36524 4.3765 88.6993 85.9979 84.0742 4.48555 79.5886 75.8194 7.60386 5.48642 4.19929 68.2156 14.772
internal_count=2900 137 98 2763 2635 177 2458 2377 155 68 87 65 56 44 2357 264 201 180 147 2093 2010 1989 55 1934 1902 111 82 65 1791 132
is_linear=0
shrinkage=0.0470614


Tree=551
num_leaves=31
num_cat=0
split_feature=16 20 15 15 3 0 16 13 3 16 19 13 20 21 5 5 18 17 8 22 9 22 2 9 22 22 22 17 16 16
split_gain=0.912298 1.31104 1.54037 1.32211 1.01882 1.75832 1.60602 2.2804 2.96496 2.34484 2.59111 1.916 1.7171 1.53311 1.34795 1.90603 1.52739 1.31569 1.27407 1.18595 1.52371 1.30609 2.13014 1.18855 1.17454 1.08108 1.08013 0.975761 2.59689 1.5866
threshold=18.594956516900002 37.186372654950006 28.452330424200003 28.321365561200004 83.511574906150017 94.047642319350018 19.214955067100004 112.82921081865001 89.227236891450005 19.974953289850003 13.751109481500002 113.85351336640001 41.792045663550006 0.18863712200000002 24.437854605800002 30.133297129900004 12.903279561150002 182.28951942140003 8.3434888241000014 -0.074434999999999987 201.44620319810005 -0.048664999999999993 165.21120286730005 195.97407267990005 -0.26138499999999998 -0.031989999999999998 -0.024989999999999998 195.76335783930003 22.584947186600004 22.584947186600004
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 3 -3 -2 6 25 9 -9 10 -8 -10 14 -7 16 24 17 -13 -18 20 23 -21 -23 -20 -16 -6 27 29 -29 -14
right_child=4 2 -4 -5 5 13 7 8 11 -11 -12 12 26 -15 15 -17 18 -19 19 21 -22 22 -24 -25 -26 -27 -28 28 -30 -31
leaf_value=-0.00099656885873765063 0.0011829241203922573 4.2871130360225093e-05 -0.0011680117042186633 0.0019875151470549104 0.0015446504237744954 0.0003776168693308251 -0.0016526730816126376 0.0014040603021845568 -0.0019624926336687561 -0.0022673722500337881 0.00097728855302853658 0.0006806037856359801 0.00080940265286299877 -0.0016689671135310393 0.00074890755255907146 0.0015006149666600204 0.0012510692738594959 -0.0010051148254756155 0.00022246041495672765 0.0018316814879323353 0.00079988042839012881 -0.00083326724032879978 0.0012124781933011872 -0.0014045431847621078 -0.0015612491133438139 -1.3511107666132149e-07 -0.00094057094425478542 -0.0020644651899409576 0.00016464570523314626 -0.00020960082525100479
leaf_weight=5.1472034429898477 3.6579185575246802 44.604345363128232 3.6941836255136868 1.2773477528244246 5.1863290602341294 2.1318064704537383 2.2509511234238726 7.2438385989516965 1.5016794428229321 2.608260951936245 3.2542860601097345 2.9071903526782981 9.317924138158558 3.3322866410017014 1.0155289657413953 1.3913676068186758 10.663837527856229 3.7864621598273516 3.2374369250610453 3.6045442894101107 5.1391374031081796 2.8617469444871002 4.9090878665447235 3.143040731549263 3.3950425316579635 2.332868583733215 4.9500140072777929 2.695851968135683 5.9607714521698654 12.997567997197619
leaf_count=331 31 1309 143 6 39 22 30 51 12 39 18 20 92 68 8 15 69 32 21 18 34 25 34 21 78 34 77 33 47 143
internal_value=0.00010919 -9.12486e-05 2.74603e-06 9.70101e-05 0.000204175 0.000172157 0.000225725 0.000161846 0.000247456 -0.000795416 -9.80357e-05 0.000147092 0.000185736 -0.000870496 0.000426631 -0.000422628 0.000549042 -0.000272973 0.000713002 0.000462385 3.61436e-05 0.000894031 0.000459096 -0.000579006 -0.00102934 0.00106537 -0.000123107 7.54144e-06 -0.000529546 0.000215888
internal_weight=170.2 54.7231 49.5759 45.8817 115.477 111.819 106.355 98.8356 90.7221 8.1135 5.50524 83.4782 81.9766 5.46409 46.0544 5.80194 40.2525 6.69365 33.5588 22.895 11.5196 11.3754 7.77083 6.38048 4.41057 7.5192 35.9221 30.9721 8.65662 22.3155
internal_count=2900 1789 1458 1315 1111 1080 990 917 830 87 48 779 767 90 375 101 274 52 222 153 76 77 59 42 86 73 392 315 80 235
is_linear=0
shrinkage=0.00188464


Tree=552
num_leaves=31
num_cat=0
split_feature=16 23 18 23 13 6 19 21 23 22 7 10 15 0 22 5 20 15 12 7 7 17 16 18 5 20 21 17 6 22
split_gain=0.833238 1.2659 1.11936 1.00269 1.24327 0.816219 1.09196 1.02413 0.849482 0.771178 0.751348 0.741814 1.9898 1.61915 1.41483 1.35551 1.30163 2.216 1.95413 1.99273 1.27123 1.08068 0.964005 0.962768 0.959194 0.958634 1.10243 0.926628 0.861231 1.01783
threshold=13.534968349350001 0.07968500000000002 13.849588037450003 0.093480000000000021 95.99139754765001 5.1551204485500008 11.850956171350001 20.770927814650005 -0.27223499999999995 -0.24103499999999997 21.061418062900003 69.873026810350026 34.279674133750014 93.262612545250008 -0.060760000000000002 17.886193876600004 40.823855932350007 28.777417478550003 134.55367207730004 25.543847821650001 26.153845577000002 234.67375690460003 15.794963064500001 15.532509816950002 17.797252960350004 41.468518788800004 5.2269517379000012 198.80447714770006 14.875347560100002 0.06041500000000001
decision_type=2 2 2 2 2 2 2 2 2 2 2 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 -8 -4 -11 13 14 15 16 -10 18 20 -13 27 22 -22 -18 -14 -15 -24 -27 -20 29 -16
right_child=5 3 9 4 -6 6 8 -9 11 10 -12 12 23 24 28 -17 17 -19 19 -21 21 -23 25 -25 -26 26 -28 -29 -30 -31
leaf_value=-0.0021469186252211234 -0.0021063457740972133 -0.002149241386623917 -0.0021296439780237896 -0.0022042787297187386 0.00078719196681021112 0.0011003055848944929 -0.00090290551943055951 0.0011763664882690024 -0.0013574623255482386 0.001983469147329147 0.00019779505096840166 -0.0019421284692255809 -0.0024304895969455773 0.0019257285428076105 -0.00020760042142845214 0.00021216274102708093 0.0015783108789101344 -0.0019386453473300561 -0.00034016721065436786 -0.0016432270858517044 -0.002277059147907897 0.00071730235946121683 0.0015896533127789513 0.00037414567895172274 0.00032523614353345781 0.00084187268960995987 -0.0014632526042897441 0.0014510905525982917 0.0017222603637552323 0.00093256790808464267
leaf_weight=0.85675938962958653 1.3918610663968127 2.417160272714681 0.50879417126998117 0.91144315319252234 1.584665742353536 4.9551100677344939 3.2649109442718318 0.55311312153935421 2.3451628582552067 1.1535193235613403 6.5770527732966002 3.9153480257373321 2.1030825125053521 3.6254915101453653 6.9500796748325211 100.11697376577649 4.0605677720159274 1.7837388836778689 2.2717728111892939 2.4774805586785078 1.1291179638355964 0.90381826553493727 1.519967610016465 0.67287222901359189 2.7369173686020076 1.6647596061229708 1.7967278510332105 2.5562274325639009 2.1455883383750907 6.1434383573941886
leaf_count=66 169 260 53 109 30 65 101 14 34 14 268 84 64 23 93 1014 29 50 36 63 31 16 10 19 29 13 40 22 15 66
internal_value=9.97283e-05 -0.000377658 7.32109e-05 -0.00121237 -0.00030513 0.000141246 0.000157306 -0.00117281 0.000127001 0.000304068 0.000464245 0.000149281 -8.07727e-05 0.000238269 3.71242e-05 0.000176237 -0.000270849 0.00017239 -0.000778787 -0.000155298 0.000512395 -0.000945803 0.000840244 -0.00175067 0.00123724 0.000238619 -0.000354631 0.00060823 0.000523757 0.000327363
internal_weight=175.094 14.0094 9.09613 4.91327 2.49611 161.084 159.139 1.94497 154.184 8.23937 7.73057 150.919 42.0946 108.825 39.3186 102.462 24.0795 12.8587 11.2208 7.30548 11.075 2.03294 9.04202 2.77595 6.36241 4.98146 3.46149 4.828 15.2391 13.0935
internal_count=2900 800 401 399 139 2100 1917 183 1852 335 282 1751 651 1100 568 1048 394 189 205 121 139 47 92 83 52 63 53 58 174 159
is_linear=0
shrinkage=0.00204082


Tree=553
num_leaves=31
num_cat=0
split_feature=13 8 5 23 23 4 2 5 10 6 21 7 22 22 13 16 5 16 13 20 22 10 10 20 3 17 6 17 7 20
split_gain=1.10466 1.38349 0.998576 1.02705 1.49195 0.975256 0.961131 1.45805 0.953505 1.42905 1.4965 1.33536 0.885938 0.87567 0.829839 2.08906 1.79356 1.75016 1.71157 1.35013 1.4164 1.34201 1.56029 1.83208 1.31761 1.29522 1.24891 4.00272 1.39556 1.38549
threshold=95.870416931800023 2.9476996444500005 23.721757872050002 0.099425000000000027 0.11207500000000002 225.05241822990004 323.30468295165002 25.556820288350004 84.600400448950026 3.6650856341500009 18.904039828500004 21.061418062900003 0.23643500000000003 -0.081844999999999987 112.82921081865001 19.974953289850003 20.950952025950006 15.919962772200003 109.57886493895002 38.238138001450004 -0.033594999999999993 66.318885161900013 65.630639880500027 39.420767558750008 86.130133125200004 183.00613681885002 16.265380038000004 198.80447714770006 23.699538637550003 42.131954243650007
decision_type=2 2 2 2 2 2 2 2 2 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 14 5 -5 -4 7 -7 11 10 -10 -1 -13 -9 15 16 18 -18 19 20 25 22 23 -16 -20 -2 -25 28 29 -28
right_child=2 -3 3 4 -6 6 -8 13 9 -11 -12 12 -14 -15 21 -17 17 -19 24 -21 -22 -23 -24 26 -26 -27 27 -29 -30 -31
leaf_value=0.0011603624335394362 0.00087634656943537533 -0.0016728319011145003 -0.0014595154968117842 0.0010869887805166401 -0.0012069022127828262 -0.00071214640344156182 -0.0018281532963632511 0.00091153554551455073 -0.0020051618147842792 0.0015101875179161894 0.0010986762633818849 -0.0021409541746956182 0.00036280200971561862 -0.00096080126957943674 0.0011342783232104814 -0.0015519673373831416 0.00041557452964912495 -0.002299436730557481 0.0020175254982822124 0.00025214870447359187 0.00022377619468999548 0.0014312842419408687 -0.00098249802282853447 0.00080692942952413995 0.00043767799881820835 -0.0019516535648755389 0.00049017645261164732 -0.0016852675964107759 0.0015397189346397909 -0.00030278302910142379
leaf_weight=0.98174061533063506 0.76308272010646749 2.7209764862200236 2.9511349903186845 4.3920388338156036 1.4499995408114044 6.7051181471906585 1.3080245630117122 5.4844918822636854 1.3121535137615867 2.5677670465665869 1.0961247608065603 2.1003101310925563 0.73296739516081277 1.1642135952133656 10.504723552614449 2.8937858249992123 1.5767005849629634 2.1680379814933985 3.3213402926921827 37.029450978967361 3.8195902432780704 4.4230911657214156 3.3776540383696547 11.744794473052023 5.2187328417785466 3.3834191113710403 21.419501272961497 4.4051546566188327 3.143606098368763 14.014139861799775
leaf_count=15 17 260 177 48 33 107 44 105 250 74 17 136 21 51 66 47 45 72 16 641 56 32 24 85 34 122 131 46 16 112
internal_value=0.000135201 -0.000451031 0.000178279 -0.000194786 0.000517643 -0.000431091 -0.000224089 -6.69692e-05 -7.28643e-05 0.000492563 -0.000592454 -0.000810369 -0.00149323 0.000583682 0.000243968 7.34709e-05 0.000155588 -0.0011563 0.000247352 9.46121e-05 -0.000637678 0.000384447 0.00031696 0.000384244 0.0010521 -0.00143122 0.000240278 8.54419e-05 0.00028764 0.000176558
internal_weight=168.174 11.512 156.662 23.455 5.84204 17.613 14.6618 13.3538 8.79106 4.97605 2.40828 3.81502 2.83328 6.64871 133.207 60.1741 57.2804 3.74474 53.5356 44.9955 7.96609 73.0327 68.6096 65.2319 8.54007 4.1465 54.7272 42.9824 38.5772 35.4336
internal_count=2900 773 2127 565 81 484 307 263 513 341 267 172 157 156 1562 1050 1003 117 886 836 195 512 480 456 50 139 390 305 259 243
is_linear=0
shrinkage=0.00196078


Tree=554
num_leaves=31
num_cat=0
split_feature=16 19 12 17 6 15 6 3 10 15 16 13 3 20 20 15 5 20 6 22 22 7 15 0 2 5 18 13 9 6
split_gain=1.17624 1.3059 1.25895 1.36551 1.70922 1.60506 1.14233 1.07358 1.55704 2.38284 1.24646 2.41041 2.28038 2.17562 1.16424 1.13214 1.05947 1.08569 1.34149 3.00759 1.15345 2.1766 1.7593 1.50659 1.34967 1.28386 1.08625 0.993617 1.1442 0.96822
threshold=18.594956516900002 12.851036860900001 96.350437043050007 191.89151741935004 11.945279099550001 23.900317844600004 15.545363214900002 83.511574906150017 70.284360904350009 27.122924609850003 19.214955067100004 112.82921081865001 89.227236891450005 38.175120519550006 39.468990633150007 29.198705243000003 23.803605515150004 42.178283198950005 16.265380038000004 -0.067574999999999996 -0.072569999999999982 23.302979953550004 33.755638987250002 86.345209775600011 132.99388411665004 22.963361893800002 13.954623666350001 117.64423933030001 192.53043113735001 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 6 -3 -4 5 -5 29 -2 10 -10 14 13 -13 -12 -9 -16 17 20 -19 27 21 24 -22 25 -14 -24 -23 28 -20 -1
right_child=7 2 3 4 -6 -7 -8 8 9 -11 11 12 16 -15 15 -17 -18 18 19 -21 22 26 23 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.00011415747369720948 0.001278882300851234 -0.0022717482623049951 0.00040188672730126637 -0.0013937561486644142 -0.0019551724782130857 0.00093499552359527422 -0.0020144906670844839 0.0018371312635905683 0.0013876445417131829 -0.0021955581024288937 4.7746345773699386e-05 0.0013465168163050577 0.00081928331069147013 -0.0019612933620058092 0.0010798821919621505 -0.00092448992588728439 -0.00024273464566304656 0.00078531211479848943 -0.0010280206279426895 -0.0020607824076416914 -0.00058470145947254451 -0.0019134102615477034 -0.00024761603590438535 0.0015360920302729094 -0.00046069361501276476 0.0013792253065584221 -8.0810569973136119e-05 0.0010407466170280803 0.00032220810903537273 0.00053454172250711515
leaf_weight=24.556864401165512 3.6507167257368556 1.5851538034621615 4.8491717709111972 2.0968865631148201 3.4624868973623961 2.4880894490052015 0.98925723013235156 3.4717671545222384 1.0229399465024465 2.3589852647855878 4.7804516069591028 7.012204995378851 12.683735918253658 3.6582449777051806 2.9190540360286832 1.7229034621268509 17.738566133775748 5.4207115862518576 4.0754154957830924 3.1517741102725241 2.9923327844590046 2.4300769306719294 4.7464555762708214 10.180320564657448 4.2213710397481909 3.0722097782418132 2.5467690378427505 3.1087345760315666 5.9150724951177835 13.826749603846109
leaf_count=1064 31 44 137 80 125 54 115 24 8 62 41 53 78 58 37 18 317 32 36 42 28 21 33 65 26 20 19 18 44 170
internal_value=0.000119158 -0.000119273 -0.000622727 -0.000420043 -0.000915314 -0.000130033 6.59026e-05 0.000232911 0.000197953 -0.00111174 0.000239798 0.000178491 0.000273152 -0.000823189 0.000978283 0.000335942 0.00018168 0.00029832 -5.93627e-05 -0.000341114 0.000479122 0.00016412 0.000807489 0.00103894 0.000499661 0.000391623 -0.000975626 7.26515e-05 -0.00022859 0.00011952
internal_weight=166.735 53.8547 14.4818 12.8966 8.04746 4.58498 39.3729 112.881 109.23 3.38193 105.848 97.7344 89.2958 8.4387 8.11372 4.64196 82.2835 64.545 21.6717 16.251 42.8733 21.882 20.9913 17.999 16.9051 7.81867 4.97685 13.0992 9.99049 38.3836
internal_count=2900 1789 440 396 259 134 1349 1111 1080 70 1010 931 832 99 79 55 779 462 172 140 290 144 146 118 104 53 40 98 80 1234
is_linear=0
shrinkage=0.00196078


Tree=555
num_leaves=31
num_cat=0
split_feature=19 18 2 15 16 16 22 18 5 15 22 10 6 7 22 19 23 6 15 8 6 13 6 22 19 16 13 3 5 17
split_gain=0.231059 0.358913 0.557978 0.324904 0.713043 1.52451 0.969947 0.917305 0.471684 0.402749 0.780222 0.530104 0.506914 1.08801 1.22491 1.00476 1.06093 0.876028 0.790902 0.761045 1.29992 0.697963 0.666038 0.616863 0.576477 1.38352 0.775277 0.970523 1.60798 1.31922
threshold=14.651182102100002 13.622618370000001 136.00952513250002 45.169600924000008 22.674946976100003 22.614947116400003 -0.063985 13.415872650200003 25.205678108350003 42.670190152050004 -0.075174999999999992 61.944763783650011 16.455384477450004 23.147601011700004 -0.016334999999999999 14.351157895250003 0.10790500000000001 16.565387047600002 36.282341310300005 8.2435668022500028 16.525386113000007 118.63896883855001 16.445384243750002 -0.23401999999999998 14.451165964200003 22.564947233300003 117.68187774410002 88.727183679150016 21.042547594650003 193.73902333365001
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=3 2 -2 9 5 6 8 -6 -5 12 11 -11 22 14 15 16 18 -15 23 -17 -21 -16 24 -14 26 -26 27 28 -1 -29
right_child=1 -3 -4 4 7 -7 -8 -9 -10 10 -12 -13 13 17 21 19 -18 -19 -20 20 -22 -23 -24 -25 25 -27 -28 29 -30 -31
leaf_value=0.0008620470109185264 0.016457569406956023 0.022640286430588394 -0.018483178215612045 -0.043515758047689874 -0.014356051962379789 -0.045993336074986298 0.028106521033721087 0.038241045154072582 0.003869405164474008 0.013386937572075427 0.02077678601856113 -0.018833266095776197 -0.043549804804859614 -0.037030746790300544 -0.050837201889752895 0.03110946372048512 0.014833983343873786 -0.0015927227698881166 -0.048705989999203773 -0.02015032744846167 0.016368532367839479 0.012683601017844721 0.023734028610644275 -0.0026661163044088432 -0.032383804612660806 0.0037716655809779814 -0.041038054338103855 0.0014251405976633991 -0.038777721799048752 0.022913753056839455
leaf_weight=46.77340423124042 1.5900780006777488 1.9042027192190287 1.3637030060635877 0.71815282013267301 1.1303017130121591 1.8087981893331742 1.2113329642452288 1.0071746818721292 0.63646223105024546 1.4373373389244082 4.321247980115003 1.910198663244955 0.73345804179553553 2.7488478058949104 1.141588562823016 2.2746940568322298 2.0924148401245475 1.8913545943796632 1.1272789593785999 2.320713808760047 4.811917821643874 0.36722686258144666 2.1118103294866151 3.0907032630057114 2.7260083872824898 4.5166176501661539 0.66402185335755248 11.302045947726585 1.703582199406809 7.7257256233715443
leaf_count=1625 22 19 20 25 33 71 20 10 19 15 50 34 74 42 98 15 18 30 18 22 44 8 16 118 30 43 6 204 66 85
internal_value=0.000512181 0.00907268 0.000326109 0.000148356 -0.00854482 -0.0178146 0.00204919 0.0104276 -0.021252 0.000673551 0.00952536 -0.00499882 -4.4381e-06 -0.00528601 -0.000816288 0.00235344 -0.00909282 -0.0225861 -0.019204 0.010924 0.00448655 -0.035377 0.00153529 -0.0105074 0.000913638 -0.00983667 0.00205581 0.00247971 -0.000530977 0.01015
internal_weight=119.162 4.85798 2.95378 114.304 6.51222 4.37475 2.56595 2.13748 1.35462 107.792 7.66878 3.34754 100.123 22.6002 17.96 16.4512 7.04386 4.6402 4.95144 9.40733 7.13263 1.50882 77.5232 3.82416 75.4114 7.24263 68.1688 67.5048 48.477 19.0278
internal_count=2900 61 42 2839 178 135 64 43 44 2661 99 49 2562 487 415 309 228 72 210 81 66 106 2075 192 2059 73 1986 1980 1691 289
is_linear=0
shrinkage=0.0400778


Tree=556
num_leaves=31
num_cat=0
split_feature=15 21 15 6 6 18 16 19 20 20 18 15 14 17 13 8 21 9 17 4 15 0 5 19 21 21 18 12 12 18
split_gain=0.225832 0.836236 0.331193 0.496492 0.536126 0.561718 0.287813 0.722802 0.388623 0.793371 1.01396 0.947441 0.637704 1.09348 0.792838 0.763227 1.0509 0.685264 0.830125 0.840156 0.777134 0.708073 1.08788 0.720581 0.662261 0.648541 0.620393 0.620199 0.597647 0.901542
threshold=11.896459116400001 17.123843457500005 12.389956812050002 4.9151148409000003 2.7550643716500001 16.118666550000004 11.934972090850001 10.650859343850001 43.19689381845 42.718072821900002 13.197799034350002 39.283112803100003 384.93581166080008 204.75389752000004 115.63864956495001 4.9461400813500012 12.749485150050001 187.70546222865002 187.59608338195002 193.19324462480003 34.098324821200009 85.716110573100011 30.133297129900004 14.451165964200003 2.7327447008500005 0.94945978800000008 14.682853263650001 325.25099387990002 78.909246879600019 13.057710350500001
decision_type=2 2 2 2 2 2 2 2 2 2 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 -4 7 -5 9 12 -11 -12 15 24 25 16 -8 18 20 -20 -17 22 23 -19 -14 -15 27 -10 -23 -30
right_child=2 -3 3 6 -6 -7 8 -9 26 10 11 -13 13 14 -16 17 -18 21 19 -21 -22 28 -24 -25 -26 -27 -28 -29 29 -31
leaf_value=-0.041790204697357156 0.0221060816009729 0.0142913411463406 0.039408107808009143 0.0064889223317972618 -0.041073502100701334 -0.04075149523123657 -0.041513230596176842 -0.04162709133967326 0.0047931670356913874 -0.046961251007426791 -0.022144669129643215 0.01054772134354633 -0.0032847219060070814 0.022184275133560055 0.030130479863273905 0.021921487253432195 0.032273585080975983 -0.0031322265354519923 0.037985998999901335 0.0066088046312086108 -0.011391308589954144 -0.018703370236287493 0.025538517171718709 -0.037734723257242309 -0.051223392945892517 -0.035425890002316308 0.020653180344958388 -0.027280334890661104 0.022328521368390929 0.0016131370105622739
leaf_weight=0.86637584613708785 1.1531866695731867 0.85102962929522619 0.35748717590467893 1.1772310836822719 0.94197872337826993 0.23325791760726133 1.3435939688788483 0.88165820989524935 14.474336581915852 1.1854828437426466 2.9226072635501623 2.80522626102902 0.7019484451739112 0.48097307048738025 1.0881856828927992 1.7281837575137595 0.40580320879234921 1.7005173682700836 2.834610179066658 2.6812928384169936 3.2708200076594949 2.1529006976634255 0.92249821126461018 2.2675270023755729 1.3803015329176558 0.91722779639530927 3.8519102013669899 1.0436746722552914 3.6056525966851032 57.318421457748627
leaf_count=281 36 22 11 83 219 65 189 121 301 62 69 35 24 12 18 21 10 41 21 38 35 24 10 57 41 41 67 41 38 867
internal_value=0.000464538 -0.014 0.000679006 0.000463533 -0.0222532 0.00775679 0.000771273 -0.0141153 0.00104719 -4.50812e-05 -0.0131345 -0.00613346 0.00102203 -0.0135807 0.00440961 0.00185355 -0.0243971 0.00243869 0.011985 0.0227335 0.000125113 0.00096183 -0.0137677 -0.0229057 -0.0350628 -0.0156083 0.00621894 0.00263604 0.00210386 0.00283913
internal_weight=117.546 1.71741 115.828 114.675 1.53272 0.590745 113.143 2.05889 111.084 91.7138 6.91332 5.72783 84.8005 4.56864 2.48639 80.2318 1.7494 78.4824 10.5149 5.5159 4.999 67.9675 4.89054 3.96804 2.08225 1.3982 19.3699 15.518 63.077 60.9241
internal_count=2900 303 2597 2561 295 76 2266 204 2062 1653 166 104 1487 136 71 1351 199 1152 115 59 56 1037 108 98 65 53 409 342 929 905
is_linear=0
shrinkage=0.0401832


Tree=557
num_leaves=31
num_cat=0
split_feature=22 23 17 20 4 17 17 22 6 6 22 2 2 9 9 23 5 3 20 13 16 17 17 2 16 15 20 0 10 7
split_gain=0.226708 0.814334 0.848715 0.733131 0.681097 0.601799 0.555187 0.52379 0.694029 0.767227 0.753142 0.527982 0.47319 0.425808 0.848293 1.12633 1.61356 0.805249 0.842786 0.836128 0.60802 0.717396 1.49156 0.948798 0.766952 1.34589 0.864378 0.948966 1.15724 1.60121
threshold=-0.25167499999999993 0.088105000000000017 188.31851043910004 39.945535567850008 215.80501386120002 199.55131508320002 207.79550897605 -0.16187499999999996 16.485385178400005 16.245379570700006 -0.24103499999999997 156.02689307135003 118.29074621970001 181.61255275325001 186.67271206880002 0.089475000000000013 21.893521430150003 75.559115756250023 43.45354240915001 117.60660091645001 12.644970430600003 181.49225329600003 183.58889821140002 59.615984903700003 15.689963310050002 26.744537432900007 36.625813070500008 96.055920542800024 66.697957758300021 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 4 -3 -4 -1 -6 -7 8 9 10 -2 -10 -12 17 15 -15 -17 18 -9 -19 -16 -22 -23 -24 -25 -26 -27 28 -28 -30
right_child=7 2 3 -5 5 6 -8 13 11 -11 12 -13 -14 14 20 16 -18 19 -20 -21 21 22 23 24 25 26 27 -29 29 -31
leaf_value=0.0083565562332295843 -0.040139977525191814 0.020397151415231213 -0.03899358409373422 0.0020943101577925735 -0.059397366625177347 0.014859830119007864 -0.051943907176539142 -0.047925922629350103 -0.051730568111973345 0.042058064841218275 -0.021141256083399548 0.0013877708777267916 0.019681131762791144 0.037169434905339152 -0.036544207114942807 -0.022853235038294523 0.035614238297679374 -0.031414723323353329 0.020325312349882739 0.0076702215437134073 0.015963830925887029 -0.039993074939200728 -0.035792427721459789 0.015933098532042892 -0.031679335024908745 0.019027735463405346 0.00079469378398627246 0.025608430511681209 -0.057973436905120329 -0.0079589371934653264
leaf_weight=0.97738992935046409 0.62063011422287573 3.3597325995724532 1.4077689777186604 3.0277524266566616 1.3380975592153848 0.66431304128491298 0.47009758959757164 0.47339028289206764 0.56841584143694435 2.073959834757261 0.72048305236967181 1.5250356609467415 4.9128706492192578 3.2267249423312014 1.0152361479995295 2.6152975920122117 1.7390375082613898 4.1331433762097731 2.5951216596877202 1.7132152102421967 5.8291275440715244 2.1278269622998769 1.6011184505186964 6.7134461806854224 2.9747255952097467 5.2175998436287037 40.690500734199304 2.796726712724193 1.7716700141318122 7.0652570711681619
leaf_count=36 46 71 49 64 83 24 48 172 58 26 33 52 146 33 159 30 21 361 181 25 87 37 33 121 100 64 499 51 36 154
internal_value=0.00048836 -0.00585878 0.00256259 -0.0109464 -0.0248874 -0.0380288 -0.0128235 0.00116993 0.0111775 0.017264 0.00904173 -0.013035 0.0144601 6.39504e-05 0.00108536 0.0161062 0.000497547 -0.0097188 0.00979595 -0.0199613 -0.000378259 9.99018e-05 -0.00120329 -4.14934e-06 0.000848169 -0.000825291 0.000769765 -0.00105086 -0.00255627 -0.0179861
internal_weight=115.966 11.2452 7.79525 4.43552 3.4499 2.47251 1.13441 104.721 10.4214 8.32794 6.25398 2.09345 5.63335 94.2992 85.3843 7.58106 4.35434 8.91487 3.06851 5.84636 77.8032 76.788 70.9589 68.831 67.2299 60.5165 57.5418 52.3242 49.5274 8.83693
internal_count=2900 375 184 113 191 155 72 2525 361 251 225 110 179 2164 1425 84 51 739 353 386 1341 1182 1095 1058 1025 904 804 740 689 190
is_linear=0
shrinkage=0.047041


Tree=558
num_leaves=31
num_cat=0
split_feature=5 21 5 10 23 21 23 5 17 20 20 20 22 21 22 23 22 8 20 6 18 22 23 13 21 22 21 16 13 10
split_gain=1.02584 0.913093 0.794055 0.802904 0.805351 1.06681 0.727011 0.833739 1.04872 0.952203 0.718361 1.21144 0.823587 0.706343 0.666207 1.24428 0.740963 2.36734 1.56739 2.68234 1.7141 2.17412 1.68111 1.4734 1.38697 1.46519 2.25857 2.47625 1.1951 1.52835
threshold=7.7286379265000011 8.8712712239000009 5.2595069053500012 91.28659581940002 0.075065000000000021 20.770927814650005 -0.27223499999999995 20.361635946650004 191.40027208745002 48.919835655300012 49.110028829250005 48.852845034800005 0.68694500000000025 5.2269517379000012 0.27148500000000009 0.094415000000000013 -0.062629999999999991 9.0429429770000009 41.028010303750008 16.415383542800004 14.682853263650001 0.17273000000000005 0.10461500000000003 117.45604726115 12.567475366050003 0.06041500000000001 7.5530726581500014 22.624947093000003 117.69263157665002 61.987779113750001
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 3 4 -3 -6 7 -2 9 -9 11 12 14 -12 16 -16 -8 18 20 23 -18 -22 28 24 25 26 27 -20 29 -21
right_child=6 2 -4 -5 5 -7 10 8 -10 -11 13 -13 -14 -15 15 -17 17 -19 19 22 21 -23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.00192826695857179 -0.0022127484798245174 0.0015939813800651468 -0.0019464113508295684 -0.0019650928583805523 -0.0019538025745287771 0.0015752867874283441 5.032753817642921e-05 -0.0013638190127505355 0.001919920698221631 0.0009658509142777687 0.00095388036504339324 0.0015137023129633369 0.0013303947422297179 -0.0013970625772922218 -0.0017989455505421194 0.00069829509740607879 0.00095393379549266991 -0.0014733680769596156 -0.0023800638644750748 -0.002360322177172895 0.00037102131732148465 -0.0021644704230043272 -0.0024470378722424631 0.0018286115116243303 -0.0011882691689124017 0.0012503627521746521 0.0014071674943368457 0.0010036756156357549 0.001185109806004056 -4.351866040148158e-05
leaf_weight=1.5396223106363311 0.91972435405477782 1.4057098189368855 0.75968590541742731 0.51077913428889576 0.7307070654351262 0.52129174396395683 99.182980716926977 2.1300713151576938 0.67307147290557612 0.88085904344916333 0.59310654480941538 2.3388493093661955 2.0640026694163671 1.9344709657598285 1.7036817716434591 1.2134557350073008 22.497111495584249 2.5011454094201317 2.0881892294273734 1.5566532430239011 8.5123164533870277 1.3985625646309916 1.8608020502142606 2.4306358736939719 2.0596754401922217 4.896746201091446 1.9878221680410204 1.2152101248502729 1.323542298749089 2.8871130790794268
leaf_count=312 31 11 70 69 49 6 1365 104 4 7 7 18 25 65 42 21 163 50 56 66 118 36 29 16 36 53 20 9 9 33
internal_value=0.000105482 -0.000698086 -0.000215924 0.000198982 0.000614891 -0.000484404 0.000131199 -0.000607579 -0.000206843 -0.000682265 0.000151657 0.00016705 0.000147533 -0.000845404 0.000132209 -0.000760156 0.000148853 0.000319647 0.000401611 1.71271e-05 0.000666251 1.32282e-05 -0.000889441 0.000488259 0.000222256 0.000507418 -0.000180138 -0.0011353 -0.000386888 -0.000855096
internal_weight=176.318 5.4678 3.92817 3.16849 2.65771 1.252 170.85 4.60373 3.684 3.01093 166.246 163.718 161.38 2.52758 159.316 2.91714 156.399 57.2155 54.7144 22.3064 32.408 9.91088 7.62811 14.6783 12.2476 10.188 5.29122 3.3034 5.76731 4.44377
internal_count=2900 517 205 135 66 55 2383 146 115 111 2237 2165 2147 72 2122 63 2059 694 644 327 317 154 137 190 174 138 85 65 108 99
is_linear=0
shrinkage=0.00188464


Tree=559
num_leaves=31
num_cat=0
split_feature=20 20 23 7 7 23 23 5 18 13 0 20 23 2 15 7 17 23 22 17 0 5 16 17 17 0 13 20 23 21
split_gain=0.217963 0.354228 0.349004 0.471896 0.499975 0.418266 0.915958 0.752003 1.19794 0.617451 0.617982 0.628857 0.612187 0.57304 0.589013 0.625606 0.693592 0.5478 0.535232 0.826211 2.04959 1.29544 1.099 0.731565 1.46262 1.11037 1.64451 1.23901 1.13085 1.06126
threshold=49.275256100300005 48.852845034800005 -0.27223499999999995 23.564264519350004 23.974509389900003 -0.10585499999999999 1.0000000180025095e-35 20.410615048800004 14.047116609550001 95.99139754765001 107.15656416340002 42.508878681700004 -0.064204999999999998 45.36220315740001 41.018034898650008 24.176224535650004 195.24502669890003 0.07950500000000002 -0.11600999999999999 195.76335783930003 86.950112854950021 20.361635946650004 22.634947069650003 188.16174763880002 189.46592532740002 96.055920542800024 109.34496908160001 38.441102963850007 0.088990000000000027 4.6354459407500004
decision_type=2 2 2 2 2 2 2 2 2 2 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 13 7 8 -7 10 -8 -12 -10 -4 15 -15 -17 -11 19 22 -21 -22 -19 -20 -25 26 -26 -28 -27 -29
right_child=-2 -3 5 4 -6 6 9 -9 12 17 11 -13 -14 14 -16 16 -18 18 23 20 21 -23 -24 24 25 28 27 29 -30 -31
leaf_value=-0.034654573637318289 -0.013251642026955498 0.018751356963869523 -0.06346897488668625 0.043253305324340158 -0.02338003866851333 0.041402928312096458 -0.04761663928756521 -0.043877544025414474 -0.0087586168105197246 0.016926139885571512 -0.045790137429376619 0.019593635761289259 -0.055758661195134507 0.020659156584830394 -0.011859973899829604 -0.050342358355019594 0.0081406119834392821 0.020872970972426144 -0.010244997867294428 -0.060052602399554879 -0.0084716740598930231 0.031052614924470427 -0.016364368608768762 0.025845046131624336 -0.047447146658139573 0.030491697844021823 0.015860588650971195 -0.018678212232181648 -0.0015318552508067039 -0.0001328257117976294
leaf_weight=1.3111477086204097 2.3105914444895452 2.1811048889067015 0.22017382830381294 0.42681688454467792 0.49506134309922345 0.81186100421473328 1.0530448861245525 1.6257929468993095 2.3050677798819383 4.4269554578931993 0.44324802662958951 0.9227040074110846 0.74686199985444535 7.6570842310247809 2.0744313341565421 0.5539993012134804 1.6191617646836673 9.8468304515990841 14.648571378173079 1.1366357031511123 4.9729573753138538 2.555212217848748 1.929349508602171 4.471072746673598 1.7529585792799469 4.074016585829666 6.0508516677655271 9.716920970007779 4.9983772487030365 17.761020022444427
leaf_count=115 219 45 2 5 39 14 134 98 55 86 207 89 29 227 34 51 60 144 304 23 111 22 27 54 111 63 54 139 124 215
internal_value=0.000465316 0.00074632 0.000391275 -0.0172638 0.00747028 0.000755052 -0.000239734 -0.0181354 -0.00730366 0.000842668 -0.0216452 -0.00162324 -0.0202604 0.00865193 0.00998578 0.0145958 -0.00676833 0.00145844 0.000642433 0.00699178 -0.00358244 0.00494366 0.0147722 -0.0014023 0.00125069 -0.00122852 -0.0048483 -0.00262114 0.0128485 -0.00669096
internal_weight=115.1 112.789 110.608 2.23303 0.921878 108.375 96.2503 5.48958 3.86379 90.7607 2.419 1.36595 3.05193 12.1249 11.9047 9.83025 2.17316 88.3417 83.9148 20.441 8.66481 7.52817 11.7762 63.4738 48.8252 44.3541 35.2818 33.5288 9.07239 27.4779
internal_count=2900 2681 2636 159 44 2477 2103 196 98 1907 430 296 84 374 372 338 111 1477 1391 327 156 133 171 1064 760 706 519 408 187 354
is_linear=0
shrinkage=0.045116


Tree=560
num_leaves=31
num_cat=0
split_feature=16 20 15 15 21 0 4 10 16 13 18 18 13 16 16 13 5 21 20 20 15 17 17 9 21 6 2 6 19 9
split_gain=1.3568 1.23295 1.30762 1.31446 1.02235 0.95887 1.54354 2.50915 1.13524 1.58687 1.24938 1.3885 2.83046 2.27998 1.8554 1.59103 1.53136 1.09327 1.2885 1.05975 1.24641 0.945081 1.84915 1.70872 1.33983 1.22092 0.953608 0.937203 0.905704 0.896571
threshold=18.594956516900002 37.186372654950006 28.452330424200003 28.321365561200004 3.2821610579500002 86.530713386650021 248.34582299520005 62.041548276350007 22.614947116400003 117.50443950750001 13.740383930250003 15.042884401850001 109.41218053485001 20.719951547750004 20.394952307700002 115.25151159420001 18.152162791050003 13.811848270300002 41.028010303750008 37.360990606650006 31.768637582200004 188.16174763880002 186.34046889365004 198.12670160920004 12.260331702700002 16.515385879350003 108.54085696455002 9.8952312005000014 12.851036860900001 198.36365860590004
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 3 4 28 6 21 17 9 10 -7 12 -12 14 16 -15 -14 -8 -19 -18 -21 22 -2 25 -24 26 -23 -4 -3 -10
right_child=5 2 27 -5 -6 8 7 -9 29 -11 11 -13 13 15 -16 -17 19 18 -20 20 -22 23 24 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.0010780134791663534 0.00040663362666385524 0.00075020603865298902 0.00089773791770650759 0.0020267680866001723 -0.00019089614929783939 0.00087415394097045066 0.00018287885551161083 -0.0019962760527495915 0.0016681098130492066 -0.0011706212179539617 -0.0021614535876678261 0.00097933610899610612 0.00097688565356863761 -0.0019360805820904815 0.0016533054229848679 -5.7569892824393319e-05 0.00050498076875366438 0.00070553777730887688 -0.00228378570812297 2.4789777210295456e-05 -0.0024292839582831221 0.0011811895544982679 -0.0020501368179183933 -0.00059847417747360405 8.3277463685595317e-06 0.0017787506538498744 -0.00021469823916167656 -0.0016353702549004529 -0.00039968952070625497 0.00054102195145879991
leaf_weight=4.6852615208626949 12.176875916309656 10.185352498316204 0.69311510445550029 1.2762840744107951 30.626667730772169 13.970253739506004 12.071322054485792 3.125642516417428 4.5209999084472638 2.6616467610001555 2.2112080105580452 6.4130807453766456 4.5760534666478652 2.6237157545983782 4.5943732261657706 5.1086234357208014 2.1186638195067644 0.84620051831006948 1.6074367837281895 1.4928783699870112 1.7038183622062204 3.9142487272620183 2.437983524054288 3.2453319625928989 2.4247911423444748 4.758122019469738 3.6233922680839896 2.9582785682287067 3.5518136280588797 6.7870817668735981
leaf_count=331 151 261 17 6 976 88 169 72 27 28 60 67 33 34 31 38 16 6 43 12 30 22 27 31 13 24 30 126 72 59
internal_value=0.000137436 -0.000116804 -2.54392e-05 6.48927e-05 8.45232e-06 0.000263319 6.43871e-05 -0.000402596 0.000433313 0.000300324 0.000387691 0.000167345 -4.58152e-05 0.000164739 0.000623647 -0.000694981 0.00014539 -5.96508e-05 -0.00125284 -0.000570453 -0.00128322 0.000317375 -1.55399e-06 0.000667057 -0.0010237 0.00100108 0.000510177 -0.00115453 0.000452895 0.000991635
internal_weight=162.991 53.9768 49.2915 45.6401 44.3638 109.014 50.2313 17.6506 58.7824 47.4743 44.8127 30.8424 24.4293 22.2181 14.4858 7.73234 9.89141 14.525 2.45364 5.31536 3.1967 32.5807 17.0397 15.5411 4.86277 12.2958 7.53764 3.65139 13.7372 11.3081
internal_count=2900 1789 1458 1315 1309 1111 588 290 523 437 409 321 254 194 122 72 91 218 49 58 42 298 191 107 40 76 52 143 333 86
is_linear=0
shrinkage=0.00196078


Tree=561
num_leaves=31
num_cat=0
split_feature=16 16 9 3 20 16 12 8 20 15 22 2 9 7 15 12 17 22 20 12 18 21 16 21 21 17 7 23 23 3
split_gain=0.855238 1.56656 2.46536 1.78006 1.11846 1.15169 1.56384 1.06992 1.04486 1.45066 1.46941 1.77068 1.55342 1.68737 2.86426 1.7401 3.07702 1.38132 1.26868 1.64215 1.59173 1.44635 1.44481 1.77712 2.76223 1.25217 1.76426 1.45382 3.14117 1.1815
threshold=17.844958270700005 15.919962772200003 191.87997069285004 82.511468481600005 38.238138001450004 13.534968349350001 176.04981466085005 4.9461400813500012 41.621607100200002 46.574831689400007 -0.072569999999999982 187.77144079505004 211.98908248575003 24.122256664450003 28.566186095050004 158.37848859105003 193.92177542215003 -0.10965999999999999 43.19689381845 208.33288250865004 12.933745112000002 6.655069997600001 22.674946976100003 8.0764874338000023 11.133313228750003 198.12422587605002 24.355397875400005 0.083795000000000022 0.093295000000000031 93.620177476600006
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 4 3 -3 -1 6 -6 -5 9 10 12 25 13 15 -15 -2 -17 -11 19 20 -10 -20 23 -21 -25 27 -27 -12 -29 -30
right_child=8 2 -4 7 5 -7 -8 -9 18 17 11 -13 -14 14 -16 16 -18 -19 21 22 -22 -23 -24 24 -26 26 -28 28 29 -31
leaf_value=-0.00093220363589268903 0.00056888552953341493 0.0013158495017251885 -0.0021736643254760281 -0.0017657786166712904 -0.0023084515077519832 0.0005431487879591591 6.7530206243525646e-06 0.0014652082539657486 -0.0022136061862612841 0.00053642429275961969 0.0016370544208374836 0.0014982662031901332 0.0011836569451523207 0.00094903612837389615 -0.0024858518636894414 -0.0022558667995944744 0.00062742273801198181 -0.0025180027409419936 0.0010431286254941152 -0.0021621792087992771 0.0002830986615382869 -0.00016758195885943007 0.0010349419392784364 0.0013654063784509587 -0.0015769732504825886 -0.0018127908206017301 0.00046261055825725912 -0.0014702188167336476 0.0015322611413119195 -3.3519793071063921e-05
leaf_weight=4.4841183897078727 15.290823726449167 2.6862247653189097 4.149829211179167 2.4122074753104248 1.6189092396816729 19.764799629687332 9.2960081834753492 0.60604739189147938 1.2934843647526602 1.2741497950628402 5.8295449996367159 10.551476123277096 5.3490585894323877 1.7975961521733541 3.1713424026966095 3.3243600944988421 3.691646171733737 1.5520245451480139 9.1924394546076673 4.8215597053058428 17.997273518238217 9.4640782407950592 1.6092724506743241 2.5010152144823223 3.796858825837262 2.4868063405156127 4.5694669811055064 3.3904081855434915 6.2026334144175035 3.5989732621237636
leaf_count=332 140 50 134 197 159 288 427 5 41 19 38 83 53 18 68 43 22 30 79 80 165 141 21 23 70 25 42 38 38 31
internal_value=0.000123546 -0.000132755 -0.000898805 2.86141e-05 8.19228e-05 0.000230147 -0.00033664 -0.00111702 0.000217539 0.000385707 0.000448008 0.000746856 0.000112478 -9.75909e-05 -0.00124322 0.000157604 -0.000738752 -0.00114095 -2.16589e-05 -0.000284217 0.00011569 0.000428959 -0.000890288 -0.00116892 -0.000408494 0.000442824 -0.000339298 0.000732961 0.000333442 0.000957335
internal_weight=167.774 45.0181 9.85431 5.70448 35.1638 30.6797 10.9149 3.01825 122.756 72.0803 69.2541 36.6293 32.6248 27.2758 4.96894 22.3068 7.01601 2.82617 50.676 32.0195 19.2908 18.6565 12.7287 11.1194 6.29787 26.0778 7.05627 19.0216 13.192 9.80161
internal_count=2900 1592 386 252 1206 874 586 202 1308 688 639 295 344 291 86 205 65 49 620 400 206 220 194 173 93 212 67 145 107 69
is_linear=0
shrinkage=0.00217391


Tree=562
num_leaves=31
num_cat=0
split_feature=6 6 10 0 19 17 17 22 21 21 21 22 15 7 16 21 2 7 18 9 9 5 5 13 6 18 22 6 20 13
split_gain=0.222833 1.03361 0.533183 0.617921 0.789033 0.512305 0.599701 0.482737 1.02642 0.467705 0.878732 1.04723 1.36578 0.790889 0.645433 0.925217 1.18727 0.886861 1.32332 1.22844 1.17802 1.06747 1.04164 1.08677 0.720346 0.668529 0.678035 0.633203 1.18751 1.03806
threshold=13.665319288000001 13.775321858200002 78.220689305400015 97.671683879200017 13.351077205700003 212.86611723275004 195.76335783930003 -0.50001499999999999 5.2269517379000012 2.7924425290000001 4.3636502323000004 -0.11600999999999999 40.452545866750008 24.701534972700003 22.634947069650003 2.4018027644000006 214.19617811130004 23.195026784100005 13.434779691800001 202.64563922830004 214.22994816675003 19.302881570050001 21.788492303450003 116.67639440335002 14.955349429350003 13.849588037450003 -0.048664999999999993 16.465384711100004 38.592454371550012 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 -2 3 5 -5 6 -1 8 -3 14 11 -11 13 -13 15 16 17 18 21 25 24 -9 -23 -24 -21 -19 -27 -12 -29 -30
right_child=1 7 -4 4 -6 -7 -8 9 -10 10 27 12 -14 -15 -16 -17 -18 19 -20 20 -22 22 23 -25 -26 26 -28 28 29 -31
leaf_value=0.00051724718229284854 0.034077524451284008 -0.035170364954035749 0.0030506254552035094 -0.043161910889860523 0.0089544670053536817 0.037930404675646859 -0.038455151142222199 0.051581131295699641 0.018321046475415558 0.010833229598845324 0.005944369073526661 -0.054988253366779954 0.0084184195903551223 -0.0098391789954872695 0.020338286499836593 0.040270914398628316 -0.037243792729428946 0.044990583867073608 -0.066452315657150915 -0.059367052834191601 0.024647863792816485 -0.049764191721954149 0.025855339986189545 -0.036350544219394681 -0.0056819786852277043 -0.0089846096022732323 0.028135673544173363 0.037626162477122811 -0.026682344947543069 -0.00021806120247807497
leaf_weight=4.5427332541730738 2.3928580889478317 2.5423396101687099 12.462197525641384 2.6416526754910596 0.99956366512924422 0.67896961700171221 1.2587349860114043 0.79259658511729369 1.3823660577181724 2.7503889987128787 31.492353260342497 3.1420219141727994 2.0071621579118073 1.4001071481034157 6.7655588517663992 1.5116117330035184 1.9546490212669585 2.4762151557952148 0.93197463022079308 1.2028536028228707 1.4864936415106056 1.2592177479527888 2.0098305662395437 1.0766422095475716 1.2963088043034074 2.0389437134435866 3.0897598471492529 1.4343467515427644 5.8098872593327533 10.188010302721521
leaf_count=189 34 56 902 158 26 11 48 10 25 43 458 63 33 28 92 19 61 17 18 27 22 13 72 51 16 26 24 21 183 154
internal_value=0.000581181 0.00166819 -0.00386791 -0.0123863 -0.0288553 -0.00313274 -0.00793853 0.000806916 -0.0163295 0.00158789 -0.000960585 -0.015039 -0.025904 -0.0410711 0.0069077 0.0026068 -0.000295678 0.00379363 -0.0116773 0.0118961 -0.0105721 -0.00174233 -0.0114678 0.00415631 -0.0315207 0.0236715 0.0133783 0.00171546 -0.00592431 -0.00982898
internal_weight=115.018 92.4345 22.5839 10.1217 3.64122 6.48044 5.80147 90.0416 3.92471 86.1169 58.2243 9.29968 6.54929 4.54213 27.8927 21.1271 19.6155 17.6608 6.07026 11.5906 3.98566 5.13829 4.34569 3.08647 2.49916 7.60492 5.1287 48.9246 17.4322 15.9979
internal_count=2900 1566 1334 432 184 248 237 1532 81 1451 983 167 124 91 468 376 357 296 164 132 65 146 136 123 43 67 50 816 358 337
is_linear=0
shrinkage=0.0499628


Tree=563
num_leaves=31
num_cat=0
split_feature=16 20 5 21 13 15 13 2 21 10 21 18 5 17 21 8 16 10 16 17 22 22 5 22 9 3 0 15 16 13
split_gain=1.26766 1.63102 1.06892 1.22329 1.40269 1.25446 1.05862 1.01139 0.989111 1.52196 1.11251 1.79907 1.65516 1.37294 1.35204 1.18952 1.12024 1.07274 1.78395 1.53165 0.941294 0.951408 1.15391 1.23709 0.963831 0.860125 1.86287 1.42171 1.27446 1.28591
threshold=18.594956516900002 37.572218886150004 23.721757872050002 11.790993765850002 117.07428620665002 46.422062705750008 117.55820867010002 313.37633693555006 3.2821610579500002 69.563854125350005 11.40941916875 14.752187928300001 12.734423473350001 206.58076374065004 8.3704840485500025 8.4434108459500017 17.924958083650004 70.96454081135002 16.294961895300002 187.59608338195002 -0.11911999999999999 -1.0000000180025095e-35 25.763052016400003 -0.063985 203.64522440670001 83.511574906150017 94.047642319350018 27.122924609850003 18.984955604900005 112.82921081865001
decision_type=2 2 2 2 2 2 2 2 2 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 25 4 -4 -5 -6 -1 9 -3 11 15 16 14 -14 -10 -13 -12 19 -19 -8 22 23 24 -22 -2 28 -28 -27 -30
right_child=2 8 3 5 6 -7 20 -9 10 -11 17 12 13 -15 -16 -17 -18 18 -20 -21 21 -23 -24 -25 -26 26 27 -29 29 -31
leaf_value=-0.0013984463859968077 0.001258374808144926 -0.0017581847507483937 0.0010476747770266073 -0.0023893916612140295 -0.0019195370170912824 -3.0375656157214097e-05 -0.0011824213678504221 0.0011120391841369477 -0.001749539454846815 0.00058666193697113559 0.0010138043599362111 -0.0017714116494406706 0.00086500275540630687 -0.0014183014585571719 -0.0011754167411847406 0.00084991317469390506 0.0017082889844529689 -0.0012859555993261671 -0.0020926346771657223 0.00063662994327399862 -0.0017374051671573427 -0.00096938026834317618 0.0017970575504866119 0.0012420320212343219 0.00050342851335126568 0.0013881110903555933 0.001050568100951732 -0.0013896124757668085 -0.00037789207374748165 0.00039943036371643272
leaf_weight=5.1087057391268891 3.7272110371850422 1.149150097160599 4.1491075319936561 1.7500493822153651 1.3314840663224448 1.7169570621335877 2.3333487259224084 0.70170901564415533 5.0474332551239085 14.400979478319639 4.5733141151722512 2.8461890303296964 7.9013863488798943 1.6080423039384175 1.4828904629684982 0.78162090829573561 0.40650373324751843 2.0544283958733995 1.5143641806207586 7.0948187516769394 1.6748666376806811 2.0272297649644244 2.0417165597900748 1.9984883982688191 1.319264351390302 4.4536040332168332 1.1865324936807145 4.0556310745887458 9.2360479244962317 71.705661202780902
leaf_count=337 31 47 40 40 45 39 77 27 229 306 80 228 98 46 44 22 4 87 79 155 29 39 21 15 13 30 10 80 96 506
internal_value=0.000128819 -0.0001111 0.000247352 -0.000160318 5.76235e-05 -0.00122114 -0.000265157 -0.00109526 1.3309e-06 0.000413378 -0.000180125 -0.000483345 -0.00010785 0.000255726 0.000542578 -0.00140098 -0.00133654 0.000219356 -0.00012136 0.000204921 -7.1844e-05 0.000214129 0.000555206 4.73539e-05 -0.000750056 0.000335234 0.000297273 -0.000837292 0.00036692 0.000310732
internal_weight=171.379 56.6715 114.707 20.3425 16.8755 3.46701 12.7264 5.81041 50.8611 15.5501 35.311 20.0741 14.245 10.9923 9.38428 5.82905 3.25269 15.2369 10.6636 9.14925 11.3949 9.06157 7.03434 4.99262 2.99413 94.3647 90.6375 5.24216 85.3953 80.9417
internal_count=2900 1789 1111 358 279 79 239 364 1425 353 1072 671 420 188 142 251 232 401 321 242 194 117 78 57 42 753 722 90 632 602
is_linear=0
shrinkage=0.00196078


Tree=564
num_leaves=31
num_cat=0
split_feature=19 18 15 22 5 16 15 9 15 18 13 21 17 7 13 19 17 13 10 16 16 10 3 15 22 17 6 0 16 23
split_gain=0.229958 0.316481 0.283914 0.738795 1.21773 0.754023 0.845905 0.724653 0.59772 0.560429 0.426604 0.871476 0.660504 0.832998 0.590921 0.484887 0.440535 2.39257 1.00172 1.62941 0.881931 1.42408 0.809245 1.13023 0.637166 0.6271 0.687569 1.41703 0.608358 0.513858
threshold=14.651182102100002 13.434779691800001 44.34858359035001 -0.063985 25.556820288350004 22.604947139800004 45.169600924000008 206.65653280825003 42.670190152050004 13.668531103750002 117.72489307420001 9.6758169699000014 188.31851043910004 20.861721588400005 117.69263157665002 14.351157895250003 201.37020668845003 117.25441290135001 64.321360770950022 20.719951547750004 18.684956306450005 75.465019721650009 84.850427055100013 30.276503438400002 0.13860000000000003 197.57625617845002 14.875347560100002 96.588235252600015 22.684946952700002 0.091705000000000023
decision_type=2 2 2 2 2 2 2 2 2 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 -5 -7 -4 10 -10 14 12 13 15 16 -12 25 18 -18 20 21 -20 -22 -24 -23 28 27 29 -1 -27
right_child=1 -3 3 5 -6 6 -8 -9 9 -11 11 -13 -14 -15 -16 -17 17 -19 19 -21 22 24 23 -25 -26 26 -28 -29 -30 -31
leaf_value=0.0005261193223812774 0.022572500999933034 0.00078173216422985665 -0.04141357924619745 0.032711365394021627 0.01461579578404355 0.02584596728493576 -0.029017994715455381 0.002959755770308329 0.022608935194473961 -0.0052620166058258509 -0.016060671745699539 -0.051560122387576589 0.028403353143580043 -0.035860319396338533 0.031164975401426591 0.042644741432672613 0.023441714487730966 -0.057533774645357201 -0.043767043758635778 -0.047083020247626103 0.027258179191414288 -0.0069550475134595689 -0.034397588399564624 0.016208913400842219 0.02508587161824952 -0.048984998350916256 0.019306988425336714 0.016778498038980232 -0.032054804671193191 -0.0052907979633466376
leaf_weight=58.962561129850656 1.8444300643168379 2.8371625179424882 2.5792132658825726 1.2502647333312764 1.3989550489932296 0.76688085123896588 1.2227847739122806 0.81138126039877523 3.79574941843748 1.7761143135139716 0.45302933122729916 0.79681158688617859 0.80364884715527285 1.3176794589962808 1.0410973676480342 0.49244670569896698 2.375937046017504 1.3665990624576796 1.6302687397692368 1.4108419818803657 2.790347722824662 6.0369105117606523 1.1948693729937079 1.9447056776843963 1.257712122860539 1.0116074506659041 6.4090756485238671 2.8302449518159847 0.97705923393368621 0.81507300399243821
leaf_count=1558 28 33 90 17 44 8 38 13 39 28 45 20 15 24 8 5 29 19 87 29 32 370 20 30 49 25 61 104 9 23
internal_value=0.000478563 0.00936675 9.86244e-05 -0.00731433 -0.0175311 0.00778902 -0.00787167 -0.0307949 0.000685105 0.0137247 -7.23566e-05 -0.0134034 -0.00348955 -0.0148148 0.000487156 0.0145158 0.000136236 -0.00523105 -0.00139678 -0.00502496 -0.00103047 -0.00916406 0.0112111 -0.00305107 -0.00143067 0.00164865 0.0106056 -0.00136973 -4.97334e-06 -0.0294885
internal_weight=114.201 4.68159 109.52 8.02948 4.78955 3.23993 1.98967 3.39059 101.49 5.57186 95.9185 3.86362 3.0668 2.26316 92.0549 0.945476 91.0138 20.0082 18.6416 16.2657 14.8548 8.92489 5.92992 3.13958 7.29462 71.0056 11.066 4.65693 59.9396 1.82668
internal_count=2900 61 2839 210 147 63 46 103 2629 67 2562 109 89 74 2453 50 2445 665 646 617 588 506 82 50 419 1780 213 152 1567 48
is_linear=0
shrinkage=0.040952


Tree=565
num_leaves=31
num_cat=0
split_feature=16 20 0 16 20 23 21 2 13 3 13 10 16 3 16 17 0 0 21 2 16 21 8 16 20 22 21 21 21 7
split_gain=0.975985 1.22423 0.963353 1.66124 1.63194 2.1318 1.97935 2.50477 1.73195 1.62825 1.32505 1.74481 2.0039 1.27716 1.13234 1.09366 1.0192 1.86806 1.25824 1.19915 1.37942 1.22394 1.1406 1.42057 1.01754 1.62662 2.50679 1.27919 1.24246 1.20146
threshold=18.594956516900002 38.238138001450004 86.530713386650021 22.614947116400003 42.131954243650007 0.087725000000000011 1.8462237188500004 101.14502893930002 116.59305220125002 94.319176590550015 117.38883580790001 64.434276012450013 21.014950857900004 92.751805500450018 22.604947139800004 181.49225329600003 96.249489528150022 94.047642319350018 0.18863712200000002 193.30716668855004 18.984955604900005 6.338788634150001 8.1436447804000007 20.394952307700002 41.468518788800004 -0.01762 5.1084261806000013 10.217949747400001 5.2269517379000012 22.892948161350002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 4 10 24 6 -6 -8 -9 14 11 -4 15 -12 -7 -13 17 19 -19 20 -17 22 -22 -24 25 26 -2 -28 -27 -26
right_child=2 -3 3 -5 5 9 7 8 -10 -11 13 12 -14 -15 -16 16 -18 18 -20 -21 21 -23 23 -25 29 28 27 -29 -30 -31
leaf_value=-0.00080620241372142193 0.00050561214475238186 1.8504109859992506e-05 0.0011765336089809724 0.00099532337911278565 0.002022804174068072 -0.0007267444937666855 0.00081075774176216564 0.00036752352293305067 -0.001713324782848072 0.00068378377258571609 -0.0014340207661869312 0.0014223632000002146 -0.0015908816580652617 0.00022474899649936895 -0.0023218153109521157 0.0017384666068047526 0.0011311650304240905 0.00020009860337676647 -0.0017961291214613705 -0.001009652043256073 0.0015330194265809475 -0.00066311996931596386 -0.0007549847062009547 0.00077173163054489798 0.001363036514651338 8.2882372031070633e-05 -0.001691447688995603 -0.00021526477336675546 0.0017061359632110076 -0.00024798773249602003
leaf_weight=7.3520454664248964 8.5599139844998806 49.025877045613015 7.3507444970309725 12.278678810223935 1.6337116537615681 2.9824279220774761 4.9003868643194419 2.1802756080869585 4.0782263646833599 1.3842146222013978 3.1469811806455246 2.7370478734374037 2.1637088060379019 3.4627840667963028 3.3636275130556896 2.5265687704086437 3.5006217323243609 1.8297807201743115 2.8973510731011629 2.2619983283802858 3.063452489674094 4.0051167123019686 3.4360531456768495 5.8507747557014227 5.5228776056319466 3.383111184462904 4.1298547498881799 4.2110983328893781 3.3168225884437561 2.3412730349227786
leaf_count=431 103 1358 43 86 9 33 29 29 102 18 30 19 24 24 73 15 28 21 63 32 18 42 34 44 43 32 40 32 19 26
internal_value=0.000113346 -8.9043e-05 0.000214771 0.000376422 2.66157e-05 -0.000386837 8.5337e-05 -0.000198317 -0.000988419 -0.00116822 0.000218868 0.000343347 0.000164646 -0.000565009 -0.00157219 0.000282945 0.000176767 4.7627e-05 -0.00102343 0.000287082 0.000442426 0.000242215 0.000535809 0.000206859 0.000296288 0.00010065 -0.000210873 -0.000946167 0.000886479 0.000883411
internal_weight=168.877 56.3779 112.499 60.5117 51.9878 20.5229 12.7926 11.1589 6.2585 7.73027 48.233 41.6232 34.2725 6.60977 6.34606 32.1088 29.3717 25.8711 4.72713 21.144 18.882 16.3554 12.3503 9.28683 31.465 23.6008 16.9009 8.34095 6.69993 7.86415
internal_count=2900 1789 1111 523 588 293 169 160 131 124 437 383 340 54 106 316 297 269 84 185 153 138 96 78 295 226 175 72 51 69
is_linear=0
shrinkage=0.00188464


Tree=566
num_leaves=31
num_cat=0
split_feature=16 6 15 13 13 0 4 10 16 13 18 18 13 16 16 5 13 21 20 3 2 5 17 9 17 21 6 16 9 21
split_gain=0.867354 1.20613 1.21392 1.24645 1.51201 0.808654 1.37523 2.67426 1.33341 1.19819 1.41057 1.35521 2.8134 1.89424 1.87005 1.76807 1.68811 1.18614 0.956103 1.27971 0.934084 1.02133 0.841376 1.40528 1.32611 1.21859 1.21711 0.875286 1.1851 1.02121
threshold=18.594956516900002 15.675366252400002 32.540328261750005 108.61908538635001 107.97116697695002 86.530713386650021 248.34582299520005 62.041548276350007 22.614947116400003 117.50443950750001 13.740383930250003 15.042884401850001 109.41218053485001 20.719951547750004 20.394952307700002 18.152162791050003 115.25151159420001 13.811848270300002 37.360990606650006 85.898925725950008 183.32965447860002 24.038949512150001 188.16174763880002 198.12670160920004 186.34046889365004 12.260331702700002 16.515385879350003 22.634947069650003 185.50567866740002 5.2714636949000004
decision_type=2 2 2 2 2 2 2 2 2 2 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 22 17 9 10 -7 12 -12 14 15 -14 -15 20 -17 -20 -8 -22 24 26 27 -26 -24 28 -2 -29
right_child=5 -3 -4 -5 -6 8 7 -9 -10 -11 11 -13 13 16 -16 18 -18 -19 19 -21 21 -23 23 -25 25 -27 -28 29 -30 -31
leaf_value=2.2106729711769983e-06 -0.00015644399682670734 -0.0015600721454225156 -0.0020346454242020566 0.0011599248557807428 -0.0021397552718304185 0.00082198270464761095 -0.00092602120659863053 -0.0020243948084848811 0.00097247796164843809 -0.0010533814631978353 -0.0021322236199110231 0.00083951565204328643 0.0009300821163623806 -0.0018990967316630161 0.0015817836614264765 0.00035081601222368864 -2.8700109170968557e-05 -0.0012735219883832636 -0.00016668256967237912 -0.0025216975939963502 0.001334090842752915 1.0337326536855529e-05 0.00042657092679626346 -0.00051195129998819148 -0.0018847440456110733 0.00010354311939074455 0.0017109500416610218 0.00059225969494584516 0.0018848595575345459 -0.0008893941173246365
leaf_weight=47.099618468739209 1.8312876508571223 1.9384745417337388 1.078294411767273 3.3440511729568234 1.2491333177313197 13.732130598276852 2.1676873974502113 3.0584648784715673 11.230283627286552 2.518934527412056 2.3386990842409494 6.8419571220874777 4.607853155583145 2.7129614949226371 4.1848390176892272 2.0504902638494968 5.1908028032630682 2.3930667109088963 1.7556889383122327 1.6552526252344248 3.3056187331676465 6.1673302481649444 6.9153520148247463 3.1797763388603917 2.2914224662818006 2.2614919692277908 4.4951693452894688 3.7272290312685072 2.4619435220956802 3.1857539713382721
leaf_count=1463 67 197 66 29 34 88 34 72 86 28 60 67 33 34 31 16 38 49 19 23 27 108 52 31 27 13 24 41 12 31
internal_value=0.000125147 -7.14313e-05 -1.67481e-05 2.53445e-05 -5.31289e-05 0.000226357 3.97058e-05 -0.000396248 0.000376903 0.000236358 0.000308439 8.34115e-05 -0.00012777 8.37938e-05 0.00050216 5.34633e-05 -0.000670712 -4.14145e-05 -0.000686147 -0.00130952 0.000211881 0.000472266 0.000285226 0.00061774 -2.26258e-05 -0.000897136 0.000932551 0.000332674 0.00101414 -9.05403e-05
internal_weight=160.971 54.7096 52.7711 51.6928 48.3488 106.261 47.4416 17.0922 58.8199 47.5896 45.0707 31.3385 24.4966 22.1579 14.2541 10.0693 7.90376 14.0337 5.46143 3.41094 11.6406 9.47295 30.3494 14.5903 15.7591 4.55291 11.4105 11.2062 4.29323 6.91298
internal_count=2900 1789 1592 1526 1497 1111 588 290 523 437 409 321 254 194 122 91 72 218 58 42 169 135 298 107 191 40 76 151 79 72
is_linear=0
shrinkage=0.00192157


Tree=567
num_leaves=31
num_cat=0
split_feature=15 21 15 6 6 18 5 0 20 17 23 16 2 10 16 16 16 21 10 7 20 6 15 21 9 13 0 3 22 20
split_gain=0.212788 0.739208 0.28749 0.478247 0.477385 0.542205 0.25187 0.644302 0.826606 0.536658 0.483227 0.458191 0.439219 0.361873 0.682141 0.355083 0.801879 0.973249 0.630979 0.960826 0.532956 0.486059 0.430973 0.729632 0.549356 0.986496 1.35127 0.965181 0.652012 0.566885
threshold=11.896459116400001 17.123843457500005 12.389956812050002 4.9151148409000003 2.7550643716500001 16.118666550000004 13.361597395450001 98.615332683000005 40.878805547300004 202.89085588380001 0.093925000000000022 15.794963064500001 223.36808516470003 75.465019721650009 14.994964935250001 17.844958270700005 17.434959229500002 12.151864830850002 71.666228383350017 24.029932718600005 48.008184682100008 13.475314848550001 28.566186095050004 11.790993765850002 214.22994816675003 109.57886493895002 95.762878606550018 85.622014538550019 -0.50001499999999999 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 -1 -2 4 5 -4 -5 13 11 10 12 -9 -10 15 -15 16 17 18 20 -20 -8 -19 23 -17 25 26 27 -24 -27 -30
right_child=2 -3 3 6 -6 -7 7 8 9 -11 -12 -13 -14 14 -16 22 -18 21 19 -21 -22 -23 24 -25 -26 28 -28 -29 29 -31
leaf_value=-0.047777276503729989 0.023883176399064079 0.014083500835947182 0.044780918391930498 0.0091795203927998881 -0.047138902498049924 -0.046829098486572525 -0.04832459905577547 -0.045272170835950865 -0.029012335340171211 -0.026812711848003313 0.0392027677207211 -0.007247064838834456 0.018609577082096214 -0.012750149917852035 0.026219322541568529 0.014565650903376434 -0.049404747403714117 -0.00065879919436031339 0.017687940658732013 -0.028876100210366074 0.0059742530560934802 0.048003652198098733 -0.051231451340428266 -0.03145346748571802 0.012692345899810309 -0.029980085579794463 0.027187462981847096 -0.0030869875454565005 0.011387717018307476 -0.00061696517662745975
leaf_weight=0.79892764623946166 1.1410488738911215 0.85020200943108648 0.33539910658146144 7.3691157081193515 0.87800394173973473 0.23377652159979334 1.4416893859161044 1.9045616992516436 0.73980561818461932 1.0469788011396302 0.92164957255590696 1.0472066041547803 0.93471655622124672 1.3888978351606045 3.0855640396475792 8.8744829845381865 0.90448317043046689 0.78333896811818682 2.2673521210672338 1.6200163243338463 0.52607915847329412 0.99179499797173776 2.4119548553135242 0.80092683320981528 6.996348629356361 1.4458002732135202 0.98363194102421392 1.4051363982725886 10.082120952196432 49.901405261567561
leaf_count=281 36 22 11 304 219 65 166 112 28 42 14 36 20 22 41 177 83 37 43 35 11 11 107 36 125 22 15 26 114 639
internal_value=0.000581427 -0.0158852 0.000822889 0.000586522 -0.0257855 0.00715409 0.000933871 0.000341094 -0.01362 0.00109522 0.0123499 -0.0317819 -0.00242983 0.00130107 0.014123 0.000673628 -0.00829469 -0.00342155 -0.012502 -0.00171709 -0.0338079 0.0265297 0.00159692 0.0107562 0.0003867 -0.000913233 -0.0210725 -0.0335087 0.000662219 0.0014008
internal_weight=114.112 1.64913 112.463 111.322 1.44718 0.569176 109.875 102.506 6.59492 3.64315 2.59617 2.95177 1.67452 95.911 4.47446 91.4366 8.53475 7.63027 5.85514 3.88737 1.96777 1.77513 82.9018 9.67541 73.2264 66.23 4.80072 3.81709 61.4293 59.9835
internal_count=2900 303 2597 2561 295 76 2266 1962 252 104 62 148 48 1710 63 1647 386 303 255 78 177 48 1261 213 1048 923 148 133 775 753
is_linear=0
shrinkage=0.0461763


Tree=568
num_leaves=31
num_cat=0
split_feature=10 0 3 3 21 9 13 8 5 3 0 4 18 16 0 19 9 20 16 0 20 19 6 18 16 19 9 14 5 10
split_gain=0.690605 0.539465 1.24205 1.57825 2.27585 1.21251 1.93522 1.55554 1.29608 1.98677 1.80065 1.17319 1.12754 1.10344 1.4491 1.07841 1.10432 0.928958 1.81957 0.963727 0.84921 1.04083 0.767215 0.648143 0.609711 0.978587 0.626542 0.587977 0.587471 0.857516
threshold=90.988176966900014 85.716110573100011 93.770731131900007 93.58791597905001 3.0760100505500003 186.14781787895004 117.60122400020002 8.3434888241000014 30.133297129900004 94.92945658615001 85.40693788805001 375.86663358980007 13.340835220050002 22.654947022900004 87.181320254150009 14.351157895250003 193.75542554275003 39.646013290900008 22.574947209950004 86.692020874450009 48.680511450650009 13.051052998800001 16.505385645700006 17.327266398450003 17.654958715000003 12.651020723000002 207.37918994975004 185.55247316590001 11.848158554650002 85.804829691400016
decision_type=2 2 2 2 2 2 2 2 2 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 12 -5 7 -7 11 9 10 -8 20 15 23 -15 17 -17 -3 19 -19 21 -1 -6 28 25 -25 -27 -4 29 -14
right_child=-2 2 27 4 22 6 8 -9 -10 -11 -12 -13 13 14 -16 16 -18 18 -20 -21 -22 -23 -24 24 -26 26 -28 -29 -30 -31
leaf_value=-0.0015978550109445472 -0.0011158897537584965 0.00086100880140465013 0.001448527450593791 0.00093785606606680495 -0.0025363009682779374 -0.0021992094718457761 0.0010658715937212563 0.0020064604665548597 0.0012250800332429587 -0.0019024867651079096 -0.0011217626783767225 -0.0021281326372596075 -0.0011581080715607278 -0.00034501527721710512 0.0015229084847938929 0.0017490968306917419 0.00032891858858146626 0.0016497112986554132 -0.0013508415808771638 -0.00014478170550454736 0.0011705891405904454 0.00020214734752036225 -0.00080618884624134317 0.00079377382124733728 0.0019771915983474936 0.00045655238919544929 -0.0020390862157740326 0.00037619755166181409 1.3203621461203828e-05 0.00049900232191400057
leaf_weight=1.3884394490742122 1.6687165326293314 4.7327770930714923 3.6029596589505664 1.6504698777571309 1.9491361421532931 2.157521453453227 3.0257329416926932 1.5752246975898732 1.7842938564717759 2.607474188786 2.3936202572658658 0.84611153171863485 3.5596311616827725 2.3425099030137053 3.9840437397360802 4.2824745886027804 3.5626516882330179 1.7377869477495549 2.9689945820719004 2.7374979219166562 2.3658779910765588 6.4029892443795688 1.7082841247320173 4.4125762017210937 0.95117241889238346 0.61889279354363658 0.84538286505267024 3.6623075269162655 82.031727529247291 1.6112225725082678
leaf_count=163 319 37 16 16 34 79 25 10 13 49 35 36 274 20 34 23 22 10 32 37 19 151 20 120 8 13 31 31 1135 88
internal_value=9.01578e-05 0.000102936 0.00015033 0.000106534 -0.000899207 -0.000153759 -0.000583162 0.000254819 -0.000227784 -0.000550743 9.96372e-05 4.05836e-06 0.000150881 6.94101e-05 0.000831279 0.000559235 0.00110416 0.000208164 -0.000206888 0.000552033 0.000181672 -0.000118615 -0.00172821 1.81501e-05 0.000577325 0.000350755 -0.000984276 0.000907983 -2.56336e-05 -0.000641757
internal_weight=159.169 157.5 132.952 125.687 5.30789 24.5473 11.9686 12.5786 9.81112 8.02683 5.41935 11.0034 120.379 100.357 6.32655 20.0222 7.84513 12.1771 7.44428 4.47528 10.1573 7.79143 3.65742 94.0306 6.82802 5.87685 1.46428 7.26527 87.2026 5.17085
internal_count=2900 2581 2001 1954 70 580 201 379 122 109 60 369 1884 1723 54 161 45 116 79 47 333 314 54 1669 172 164 44 47 1497 362
is_linear=0
shrinkage=0.00188464


Tree=569
num_leaves=31
num_cat=0
split_feature=16 15 6 13 13 0 23 6 6 22 22 23 18 7 20 9 17 17 5 10 4 10 7 23 21 15 23 13 5 13
split_gain=0.898107 1.01877 1.03063 1.09626 1.30647 0.880273 1.56717 1.32291 1.42647 1.22777 2.66595 2.33737 1.82425 2.18169 1.61093 1.49534 2.16707 1.92221 1.45911 1.34263 1.20033 1.50192 1.19336 1.54347 1.04016 1.05506 1.4957 1.32979 1.30602 1.92622
threshold=18.594956516900002 32.540328261750005 15.675366252400002 108.61908538635001 107.97116697695002 86.530713386650021 0.12064000000000002 16.375382608200002 16.285380505300001 -0.072569999999999982 -0.083794999999999994 0.07950500000000002 13.849588037450003 24.005763052250003 36.921550069850007 205.20707599510004 192.15389660515004 197.57625617845002 21.495293572000005 67.171126389250006 248.34582299520005 62.041548276350007 23.477153707700001 0.09117500000000002 14.941253073700002 42.385947950200006 0.08784500000000002 117.67112391160002 21.746930049350002 117.60660091645001
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 3 4 -1 6 7 8 -2 10 15 -12 -11 14 -14 16 -7 -18 -13 -17 24 -22 -19 -24 25 26 27 -9 -28 -30
right_child=5 -3 -4 -5 -6 9 -8 20 -10 12 11 18 13 -15 -16 19 17 22 -20 -21 21 -23 23 -25 -26 -27 28 -29 29 -31
leaf_value=-2.8382449428701805e-05 9.3721860703174957e-05 -0.0020737583773381835 -0.0015718101227424476 0.0011250095069643394 -0.0021549025419555644 0.0008466825627555406 -0.0011243691365329495 0.0010783904538528761 -0.0023880836538915022 0.0013806182595850053 0.0014199067285818616 -0.0025442819090163655 0.00044751231120756174 0.0006833016533740108 -0.0021288300903203597 0.0015385514824826938 -0.0020047947604957851 0.0013443752763773464 -0.00039554316586359222 -6.5737726319978036e-05 4.3852759797710784e-05 -0.0017472622077863661 -0.0018826832105602635 0.00075531117079149905 0.0014301732936148606 0.001210917129700252 -0.0013862579451377462 -0.00054229356208868994 0.0013890472312844554 -0.0010840367416303219
leaf_weight=42.20168667184771 2.0180322374217208 0.98404863011091848 1.6699012414901506 3.0870404704473904 1.140789278782903 6.6458967998623901 4.1451665780623435 7.1929801324149683 1.5934884967282412 9.5534101836383361 1.2024043239653099 2.8459771368652582 1.6593109183013468 13.411901285871862 2.1320256944745779 6.3199749104678613 2.726891961414367 1.7541261874139307 2.1201598774641752 2.937989111058414 12.438581927097401 2.1044701917562625 1.8167780088260772 1.606986225582659 3.8367087091319254 4.2063386058434835 3.5662437677383405 2.6685964639764279 2.4709687661379576 2.3743370333686471
leaf_count=1463 22 70 193 29 34 46 58 54 28 66 8 40 13 132 28 45 31 10 17 37 187 44 29 21 23 35 30 60 14 33
internal_value=0.000120283 -9.87822e-05 -5.83769e-05 -3.9442e-06 -8.43532e-05 0.000222347 2.87254e-05 0.000136207 -0.00100131 0.000388264 0.00011575 -0.00103303 0.000693578 0.000312047 -0.00100127 0.000413385 2.14194e-05 -0.000672415 -0.00162694 0.00102943 0.000236751 -0.000215333 2.92708e-05 -0.000644508 0.000486585 0.000325537 0.000121729 0.000639825 -0.000485679 0.000177166
internal_weight=154.433 49.0835 48.0994 46.4295 43.3425 105.35 48.6159 44.4707 3.61152 56.7338 29.9772 6.16854 26.7566 17.2032 3.79134 23.8086 14.5507 7.90478 4.96614 9.25796 40.8592 14.5431 5.17789 3.42376 26.3162 22.4795 18.2731 9.86158 8.41155 4.84531
internal_count=2900 1789 1719 1526 1497 1111 588 530 50 523 284 65 239 173 41 219 137 91 57 82 480 231 60 50 249 226 191 114 77 47
is_linear=0
shrinkage=0.00196078


Tree=570
num_leaves=31
num_cat=0
split_feature=16 15 6 13 13 3 10 15 16 13 3 20 13 20 5 22 20 15 22 4 2 18 22 9 22 20 17 16 9 16
split_gain=0.839782 1.13013 1.15526 1.06796 1.38732 0.933068 1.30247 2.40434 1.29389 2.19353 2.58129 2.37687 1.3347 1.311 1.27925 1.26499 1.24318 1.45799 1.31391 2.15127 2.06741 3.29093 1.66232 2.45888 1.20673 1.17124 1.04353 1.98166 1.81666 1.5386
threshold=18.594956516900002 32.540328261750005 15.675366252400002 108.61908538635001 107.97116697695002 83.511574906150017 70.284360904350009 27.122924609850003 19.214955067100004 112.82921081865001 89.227236891450005 38.994321257850011 113.92610173585001 39.468990633150007 18.092020786850004 -0.083330000000000001 41.792045663550006 46.574831689400007 -0.072569999999999982 222.56810966585002 115.23517099855002 13.465147564100002 -0.053019999999999991 191.07475275385002 -0.095714999999999995 38.238138001450004 195.76335783930003 22.584947186600004 205.20707599510004 22.574947209950004
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 3 4 -1 -2 8 -8 13 11 -11 14 -12 -7 -10 -15 17 18 20 22 25 -22 -20 -24 -19 -14 29 -28 -29 -18
right_child=5 -3 -4 -5 -6 6 7 -9 9 10 12 -13 16 15 -16 -17 26 24 19 -21 21 -23 23 -25 -26 -27 27 28 -30 -31
leaf_value=-1.2138156856609258e-05 0.0012115488557212543 -0.0021072312825588281 -0.0015580742458391385 0.0011038232130692238 -0.0022100852874687117 0.0019174564327175115 0.0013664031487228292 -0.0022227861196443439 0.00081866912829425451 0.0014135368338131201 -0.001389014631742323 -0.0023334810075237144 0.0017377307307220873 0.0012582964857354524 -0.0010342293998765483 -0.00080534719895585113 0.00077798623846308526 0.00041330184631077193 0.0011081358412606116 0.0013235534359694111 -0.001685577854279681 0.0005226061572812747 0.00072432250729908339 -0.0021583940583587901 -0.0022704151384799016 0.00032647650066750498 -0.0017456734964686228 -0.00087928020356436857 0.0010749547128118377 -0.00022247059898408336
leaf_weight=45.553880727355136 3.6324798921123138 1.091544565046205 1.9562336561502878 3.3433445068076244 1.1813525930047024 3.471399834379552 1.1153005436062806 2.2747662104666233 3.0429854393005353 7.0255639906972638 2.1975703537464133 2.7752667032182217 3.423122245352717 2.5684321280568838 2.9351893542334437 2.2210139399394393 9.69619836099446 1.260234894230962 3.3309015706181526 13.876427687704561 4.8897839519195241 6.0602418072521687 2.3401442207396048 2.4065969754010439 1.4388636844232667 7.5787460580468178 3.8770027291029674 4.1912861983291805 3.5003001000732183 16.91893779556267
leaf_count=1463 31 70 193 29 34 24 8 62 20 53 16 45 29 22 34 33 96 18 19 91 59 37 18 24 30 46 44 40 23 189
internal_value=0.000118318 -9.07546e-05 -4.84546e-05 1.05161e-05 -6.76969e-05 0.000212408 0.000180688 -0.00104198 0.00021802 0.000156731 0.000246001 -0.000802027 0.000151704 0.000980459 -9.10748e-05 0.000301321 0.000191636 0.000411108 0.000498923 0.000845307 0.000152504 -0.000463468 2.37354e-05 -0.000737214 -0.00101736 0.000765574 -7.6239e-05 -0.000578345 1.00563e-05 0.000142007
internal_weight=171.175 53.1264 52.0348 50.0786 46.7352 118.049 114.416 3.39007 111.026 102.765 94.0119 8.75344 86.9864 8.26085 5.97817 4.78945 84.7888 46.6051 43.906 21.9541 21.9519 10.95 8.07764 4.74674 2.6991 11.0019 38.1837 11.5686 7.69159 26.6151
internal_count=2900 1789 1719 1526 1497 1111 1080 70 1010 931 832 99 779 79 54 55 763 371 323 152 171 96 61 42 48 75 392 107 63 285
is_linear=0
shrinkage=0.00200243


Tree=571
num_leaves=31
num_cat=0
split_feature=6 6 10 23 0 10 21 2 22 3 16 23 16 23 20 6 22 22 3 20 20 20 17 21 23 19 12 9 17 9
split_gain=0.806271 1.46507 0.829967 1.20435 1.17693 1.47572 1.8386 1.29249 1.64168 1.56168 2.43705 2.33637 2.30312 2.17557 2.07455 1.96725 1.49935 1.3469 1.30888 2.14971 1.51057 1.29236 1.28308 1.23097 1.16229 1.13564 1.17192 1.05447 1.39042 1.12694
threshold=13.665319288000001 13.775321858200002 70.182199495350019 0.094625000000000029 85.716110573100011 62.00390986255001 15.440607301650003 116.16618105335002 -0.101965 93.308316333450009 22.604947139800004 0.093295000000000031 22.554947256700004 0.10461500000000003 41.840895355800008 16.495385412050002 -0.087910000000000002 -0.068524999999999989 93.770731131900007 39.685256516350002 41.840895355800008 42.37975859965001 193.01551328760004 1.4330698616500002 0.086945000000000022 14.251149826300002 118.78432046510001 206.08249486475003 201.59899553070002 202.89977928865002
decision_type=2 2 2 2 2 2 2 2 2 2 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 -3 -7 8 24 10 11 12 23 14 15 -11 -16 21 19 25 -21 -12 -13 -9 -6 26 -10 29 -29 -4
right_child=1 2 3 -5 7 6 -8 9 18 13 17 22 -14 -15 16 -17 -18 -19 -20 20 -22 -23 -24 -25 -26 -27 -28 28 -30 -31
leaf_value=-0.0001394730377047007 0.0013943642555620951 4.3903500478115103e-05 -2.3118671297958537e-05 -0.0011419022154754445 0.0018742758612252937 -0.0018975624958594008 0.001301668113492455 -0.0011098512931403315 -0.0006800588133599421 0.0014305940893018002 -0.00051645231005990476 0.0016773843992908422 -0.0020082981140588452 -0.0017734607847671251 0.0003486933780875506 -0.00059201485101196909 -0.0023141095571228721 0.0014442476423071067 0.001240991679665348 -0.0013674986543383875 0.0002811206008093427 0.0011818276267471066 0.00023200267456326577 0.00022007429473445695 0.00064191198616718253 0.0015708532973288691 0.0010870306905664136 -0.0019318680517163265 0.00011119317577874569 0.0014435559237629294
leaf_weight=35.77368231145374 3.4349748771637669 20.158682378620146 6.0054015188943612 3.9950551835354409 4.9914097250439244 3.0506482948549087 0.8067942103371023 3.4075070964172509 2.7600299678742939 4.0385318701155466 3.3603173457086077 3.0789671558886749 2.9084480069577685 3.2245512194931498 1.2378147970885041 2.9598513524979353 1.9100611223839221 8.1399182695895416 4.2173725292086592 4.4672009218484146 3.5371144749224186 3.0237055197358131 7.4837282728403807 9.0043037985451502 5.9688725657761097 3.3690725639462471 2.5782860592007637 1.8866841953713436 3.1729220245033503 2.6961615104228258
leaf_count=1334 34 422 79 94 29 132 10 36 22 26 26 17 28 42 15 28 31 56 19 41 27 16 52 77 36 21 18 58 53 21
internal_value=0.000111262 0.000179799 0.000147062 -0.000230948 0.000208257 -0.000160458 -0.00122844 0.000311623 0.000612241 0.000133361 0.000318107 -2.86051e-05 -0.000498767 -0.000424945 3.62212e-06 0.000575165 -0.00126704 0.00093598 0.000302794 6.60302e-05 -0.000638972 0.000287915 0.000653323 -0.00014504 0.00120314 0.000714108 0.000173406 3.3515e-05 -0.000650647 0.000431327
internal_weight=166.648 130.874 127.439 17.7562 109.683 24.0161 3.85744 85.6671 31.8894 53.7777 40.4069 25.883 15.3203 13.3708 10.1463 6.99838 3.14788 14.5239 20.9291 16.7117 8.00432 6.38402 10.5627 12.4118 10.9603 8.70739 5.33832 13.7612 5.05961 8.70156
internal_count=2900 1566 1532 305 1227 564 142 663 213 450 308 210 141 142 100 54 46 98 148 129 68 42 69 113 65 61 40 211 111 100
is_linear=0
shrinkage=0.00188464


Tree=572
num_leaves=31
num_cat=0
split_feature=16 6 15 13 13 16 7 10 15 15 20 3 0 13 22 5 10 2 4 19 22 15 13 5 9 23 9 0 2 5
split_gain=1.06908 1.2599 1.2356 1.39519 1.5592 0.961881 1.10097 2.50016 1.88807 1.05759 1.01053 2.18351 2.69764 1.76111 1.69016 1.68978 1.18015 1.41998 1.40656 1.00871 1.53605 1.74129 0.953549 0.890041 2.56239 1.21078 1.02457 0.948809 1.45831 1.82636
threshold=18.594956516900002 15.675366252400002 32.540328261750005 108.61908538635001 107.97116697695002 18.744956166100003 25.396105459650006 70.026268923800004 27.288673764350005 29.334060236450004 38.592454371550012 88.727183679150016 90.337570099350003 115.63864956495001 -0.091399999999999995 19.915533535850003 62.837331883000012 65.440506339500004 390.96858665540009 14.351157895250003 -0.071129999999999985 35.194695975650014 117.55283175385001 21.042547594650003 196.16158123080001 0.12064000000000002 192.53043113735001 86.530713386650021 101.14502893930002 21.746930049350002
decision_type=2 2 2 2 2 2 2 2 2 2 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 9 7 10 -9 -2 19 14 13 -13 -12 -15 17 -17 23 20 21 -7 -20 24 -19 27 -27 28 -25 -30
right_child=5 -3 -4 -5 -6 6 -8 8 -10 -11 11 12 -14 15 -16 16 -18 18 22 -21 -22 -23 -24 25 -26 26 -28 -29 29 -31
leaf_value=-2.3402606234638828e-05 0.001450099332844914 -0.0014538159308709773 -0.0019247419373358231 0.0011096083813698708 -0.0020039137874786278 -0.0018023792477765092 0.0009302877601836707 0.0010756821678889192 -0.0017442160662182471 1.5577604942778146e-05 0.00013638790262460532 -0.0012622155202156433 0.0015208713321264577 0.0016567918265964494 -0.002362707345173166 -0.0017051188665438426 0.0013947253600562141 0.00028330920183866523 -0.0019857294915665326 0.0010417037063332529 0.00089558067022130357 0.00031031613158303455 9.3585577372491115e-06 0.000820344528646649 -0.001897723778159807 0.00028283810194801393 -0.0017172403419241074 0.00071699929372517316 -0.001496017155663266 0.00010028950643288219
leaf_weight=48.901698446643422 4.1208417142042881 2.1448797432822166 1.1164721853565414 3.4812634866684666 1.3401292813941825 2.0334330834448338 5.9043524246662846 0.98305299878120322 3.7559065199457109 2.8546129399910569 1.5698829777538779 3.0779084209352723 4.521303564310073 2.3235474154353133 2.0445048883557311 1.4928001980297256 2.1848878711462012 5.5425524041056615 1.7545471206540235 8.2102364152669889 5.2892518732696789 3.4555800622329116 1.4241833528503773 8.1532325008884055 2.5952235665172338 1.5327981123700731 1.8606129217660052 13.325433414429424 2.603733059018853 24.312406709883362
leaf_count=1463 32 197 66 29 34 42 52 8 80 23 16 33 29 16 30 20 16 35 37 53 37 28 19 47 27 15 27 76 21 292
internal_value=0.000111591 -9.18544e-05 -3.85855e-05 6.12556e-07 -7.62299e-05 0.000210741 0.000169358 0.000126178 -0.00115925 0.00086304 0.000187518 9.86708e-05 0.000163505 7.84847e-05 -0.00127724 0.000138198 8.5362e-05 4.10752e-05 8.23831e-05 0.000563335 0.000198943 -0.000472343 -0.00109186 0.00014467 -0.000412245 0.000232181 -0.000813808 0.000305525 0.000149176 -5.41292e-05
internal_weight=173.911 56.9844 54.8396 53.7231 50.2418 116.927 109.951 104.047 4.73896 6.97545 99.3081 80.3196 76.7052 72.1839 3.61439 69.106 66.7824 64.5975 63.1047 18.9885 10.7783 5.48901 3.17873 59.926 8.13778 51.7882 3.39341 48.3948 35.0694 26.9161
internal_count=2900 1789 1592 1526 1497 1111 1056 1004 88 55 916 756 710 681 46 648 632 616 596 160 107 70 56 540 62 478 42 436 360 313
is_linear=0
shrinkage=0.00181146


Tree=573
num_leaves=31
num_cat=0
split_feature=0 3 3 21 9 6 4 8 20 5 3 3 20 19 22 22 18 21 8 16 5 22 0 13 3 22 20 18 6 21
split_gain=0.22625 1.0172 1.13598 1.56129 0.718822 1.18496 1.03978 0.733041 0.619744 0.70887 0.66736 0.748527 0.545828 0.536829 0.532992 1.01659 1.38494 1.73254 1.05586 1.21572 1.05539 1.64564 1.1336 1.09415 1.08999 0.895078 0.802613 0.769884 0.661521 0.616883
threshold=85.716110573100011 93.770731131900007 93.58791597905001 3.0760100505500003 186.14781787895004 16.465384711100004 375.86663358980007 8.3434888241000014 43.812290675100009 30.133297129900004 94.92945658615001 94.260030511650015 48.680511450650009 13.051052998800001 -0.068524999999999989 -0.054494999999999995 13.583580954200002 5.1084261806000013 9.0429429770000009 22.634947069650003 22.334016245700003 0.022230000000000003 86.345209775600011 116.00427987075001 86.302194445500007 0.049235000000000008 38.592454371550012 14.297806230850002 15.265356672600001 9.0075195581500012
decision_type=2 2 2 2 2 2 2 2 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 14 -4 6 -6 7 12 9 10 11 -7 13 -1 -2 16 -16 -18 19 20 22 -22 -17 24 27 -26 -27 -24 -28 -29
right_child=1 -3 3 -5 5 8 -8 -9 -10 -11 -12 -13 -14 -15 15 18 17 -19 -20 -21 21 -23 23 -25 25 26 28 29 -30 -31
leaf_value=-0.03431085167103802 -0.0013665535073044525 0.018783856379081879 0.019696655124764859 -0.037861601851555196 -0.049182646021885795 -0.027299190555317526 -0.046725072357757261 0.042978290221627372 0.026701942205598846 0.020062752881824606 -0.038840266238201797 0.013288876459527322 0.025193673333290968 0.0031734022570804078 0.044275505383023037 -0.051980092835314309 -0.036607081193027746 0.02706443013502419 -0.043083026999870412 0.024442119185712388 -0.051885541300429355 0.0089993572313732083 0.02712525516567758 0.027192619892298694 -0.045088272234919936 0.016893544496884287 -0.047766045429601001 0.006790767397088439 -0.0010773161763445599 -0.017565798853660275
leaf_weight=0.79072976976022058 52.724057200503012 5.5644331292714915 1.1560487304814149 2.8729297672398388 1.3087213551625589 1.5294254805194216 0.63426137933856797 0.96993927797302593 0.89503380341920991 1.0770615879446266 1.6716927535017019 1.6546273714629931 1.6258990693604571 4.3165823091112543 2.5565668111667028 0.63304534554482472 1.2042288033990192 1.9711148710921405 0.87453609961084922 4.2004153085872522 1.6176296708872535 1.4934052352327851 2.6742407223209801 3.2643391676247111 1.3306103437207628 1.6330599598586562 0.96242912102025036 9.9660908281293796 1.1837139874696729 2.224972600961336
leaf_count=163 1371 47 16 54 40 47 36 10 9 14 69 22 19 151 18 9 26 33 18 50 23 24 36 25 24 14 51 344 12 125
internal_value=0.000658693 0.00140611 0.000383328 -0.0213462 -0.00388315 -0.0127267 0.00474733 0.00898546 -0.005739 -0.0106331 -0.0174418 -0.00620716 0.00408869 -0.00263003 0.00135055 0.00514138 0.0213641 0.00291742 0.00224083 0.00351191 0.000253796 -0.0226587 0.00323972 0.00474391 0.00107534 -0.0155883 -0.00520176 0.00680332 -0.0220147 0.00234549
internal_weight=116.582 100.108 94.5434 4.02898 16.474 8.13656 8.33741 7.70315 6.82784 5.93281 4.85575 3.18405 6.73321 5.10731 90.5145 37.7904 5.73191 3.17534 32.0585 31.184 26.9835 3.11103 23.8725 23.2395 19.9751 5.10981 3.7792 14.8653 2.14614 12.1911
internal_count=2900 2320 2273 70 580 201 379 343 161 152 138 69 333 314 2203 832 77 59 755 737 687 47 640 631 606 101 77 505 63 469
is_linear=0
shrinkage=0.0418233


Tree=574
num_leaves=31
num_cat=0
split_feature=10 18 6 6 0 19 16 3 0 23 18 9 22 16 9 7 23 22 16 10 20 3 20 23 23 21 19 0 7 12
split_gain=0.967264 0.58475 1.32599 1.68156 0.922688 1.47649 1.85457 2.38804 1.39478 1.49943 1.84063 1.17949 1.18365 1.03932 1.2862 1.16764 1.54944 1.75459 1.45506 1.33508 2.20295 1.95248 1.25607 1.00915 1.95765 1.57307 1.50974 1.99473 1.46001 1.14533
threshold=90.988176966900014 17.327266398450003 13.665319288000001 13.775321858200002 94.047642319350018 13.051052998800001 18.714956236300004 84.807411725000023 87.181320254150009 0.12064000000000002 13.228319457400001 206.08249486475003 -0.046474999999999995 22.634947069650003 188.53841931785004 22.940014114900002 0.11467000000000002 0.090855000000000033 19.154955207400004 66.697957758300021 37.737818700150008 89.227236891450005 41.468518788800004 0.093295000000000031 0.088105000000000017 15.031613344500002 14.351157895250003 86.597924839850023 22.296968840150004 172.01106897260004
decision_type=2 2 2 2 2 2 2 2 2 2 2 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 11 -7 -8 9 23 -11 -6 -13 14 -10 -16 17 18 -17 21 -21 -20 -23 24 26 28 27 -5 -26 -28
right_child=-2 -3 3 4 5 6 7 -9 13 10 -12 12 -14 -15 15 16 -18 -19 19 20 -22 22 -24 -25 25 -27 29 -29 -30 -31
leaf_value=-0.00027378705520849088 -0.0012188970844710172 0.00064454990350578658 0.001492404434213496 -0.00010981001353609077 0.00062004415472565963 -0.0021697924218831086 0.00078357927223384393 -0.0017574828420139675 0.001535204228077298 -0.00011964109349361345 -0.0025781261618956909 -0.0016121884543456937 0.00087817150060309735 0.0013411180122041406 -0.00079806962424390103 0.0014020500568306606 0.0015938220643505053 -0.00098546798230309137 0.0015126518459330971 0.00057021282551549056 -0.0022657660439592666 0.00074624964511944738 -0.00070220236779280985 0.00047911937848513415 0.0003302738411975275 0.00041144137296568863 0.00092899887541099564 -0.0027763111734236063 -0.002130010773506105 -6.2600959189516758e-05
leaf_weight=28.069395752914716 1.9884007557993744 7.7721542245708397 3.5500842947512856 11.648568992211951 7.9578927955590206 2.6577884147409332 3.4406999554485083 2.2672816915437579 3.2795103455428025 3.2531696546939193 1.7205375432968137 2.0845919246785347 1.0658916076645253 4.7859463915228835 3.3765647038817397 4.5908547211438515 3.5109133273363105 3.7367796022444955 4.4866844490170505 2.1256316574290386 1.9323001224547622 4.0652305223047716 4.8541933298110962 19.986888621351682 1.1628743681358162 2.151633040048182 10.416629594285043 1.1379978018812824 3.8172634765505791 7.3358518390450618
leaf_count=846 319 172 33 361 66 85 31 53 30 38 26 51 12 37 26 33 21 43 32 16 32 26 35 187 33 17 67 11 69 92
internal_value=0.000113719 0.000130051 0.000104164 0.000188095 0.000150403 -0.000233436 -0.000843377 -0.000225762 0.000222712 4.26127e-05 -0.000970096 0.000225913 -0.000769634 0.000499555 0.000387546 0.000272373 0.000395722 0.000232629 0.000439012 0.000185854 -0.00078022 0.000478278 -4.20374e-05 0.000129972 -5.52745e-05 -0.0009621 0.000156496 -0.000347127 -0.00155553 0.00051924
internal_weight=164.23 162.242 154.47 126.4 122.85 19.4741 8.36577 5.70798 103.376 62.6314 4.97371 11.1084 3.15048 40.7446 35.9587 32.6792 29.3026 25.7917 22.0549 17.464 4.05793 13.4061 8.91942 57.6577 37.6708 7.13177 30.539 12.7866 4.98014 17.7525
internal_count=2900 2581 2409 1563 1530 298 169 84 1232 901 64 129 63 331 294 264 238 217 174 141 48 93 61 837 650 119 531 372 102 159
is_linear=0
shrinkage=0.00192234


Tree=575
num_leaves=31
num_cat=0
split_feature=16 6 0 16 23 6 6 13 2 5 18 18 13 16 13 16 5 23 23 21 20 6 3 15 20 3 6 20 23 3
split_gain=0.842995 1.20431 1.19671 1.62253 1.60566 1.58094 1.56042 1.52726 1.4895 2.3752 1.36927 1.46516 2.60979 2.3402 2.05385 1.69691 1.69805 1.36851 2.58847 2.47255 1.89988 1.7297 1.55532 2.10703 1.3305 1.32288 1.65188 1.26969 1.24189 1.14823
threshold=18.594956516900002 15.675366252400002 86.530713386650021 22.614947116400003 0.12064000000000002 16.375382608200002 16.285380505300001 117.50443950750001 100.60547560250002 21.746930049350002 13.740383930250003 15.042884401850001 109.41218053485001 20.719951547750004 115.25151159420001 20.394952307700002 18.152162791050003 0.091975000000000015 0.087265000000000023 3.4240268213500005 41.902916368500009 16.575387281250006 93.620177476600006 42.670190152050004 37.360990606650006 93.883646373400012 16.575387281250006 42.541806567400009 0.088395000000000015 85.898925725950008
decision_type=2 2 2 2 2 2 2 2 2 2 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 6 -2 10 25 -10 -4 12 -12 15 -15 16 -14 18 19 27 -21 -22 -19 -24 -18 28 -27 -11 -7 -26
right_child=2 -3 3 -5 -6 8 -8 -9 9 17 11 -13 13 14 -16 -17 24 22 -20 20 21 -23 23 -25 29 26 -28 -29 -30 -31
leaf_value=-1.8239702578337162e-05 5.0513494287722476e-05 -0.001512275585429564 0.00082683397902089074 0.001036715372040718 -0.0011065157693044816 0.0018502229759189556 -0.0024279493726818212 -0.0011625422191176083 -0.0016864834286049373 0.00014548513570315956 -0.002161167810868842 0.00088692308684940925 0.00097774720271322441 -0.0020506370133572482 -2.4776618573632811e-05 0.0016152714521249494 0.00053978948195907014 0.0014863064900242468 -0.0022874319591286393 0.00041054232636386731 -0.0024073047467557686 9.6732603125817133e-05 -0.0014061382372944806 0.00082581359862462448 -0.00025300773257595348 -0.0012549098348128298 0.00077879612044890736 0.0020836156097341989 0.00037044253799051581 -0.0025381947685230804
leaf_weight=53.814323497150326 2.1283148899674411 2.1574818278313606 14.612897299230097 12.420844022184609 4.5763160168426102 4.963839575648306 1.8048717882484195 2.7986629754304877 3.0412466656416681 2.5581145593896535 2.1939612329006222 7.1654073242098084 4.920932952314617 3.0029254797846061 5.3551438692957163 4.114243369549512 2.3537114765495062 4.9006131710484606 2.0678425272926679 3.908243762329219 2.7966940277256072 1.7085181239526717 2.4861210747621953 4.7010922934859991 1.7140661617740991 2.4062616117298594 4.2435052976943552 2.6414019651710987 3.8886132203042507 1.6680398117750881
leaf_count=1592 22 197 88 86 58 23 28 28 26 43 60 67 33 34 38 31 16 27 48 33 59 46 29 50 19 19 41 14 22 23
internal_value=0.000122118 -7.58286e-05 0.000216699 0.000402576 5.39502e-06 0.000106667 -0.00108681 0.00024473 0.000208027 -4.1407e-05 0.000328347 0.000104133 -0.000117365 7.65047e-05 -0.000752637 0.000545669 0.000132729 0.000138763 -0.000243415 6.70763e-05 -0.000589856 -0.0014577 0.00063454 5.37616e-05 -0.000592239 0.000703764 4.28863e-05 0.00113007 0.0012002 -0.00138005
internal_weight=173.114 55.9718 117.142 62.3208 54.8216 50.2453 3.93319 49.9 46.3121 30.8099 47.1013 32.4884 25.323 23.1291 8.35807 14.771 10.6568 27.7686 15.6808 13.613 8.41346 4.50521 12.0878 7.18721 5.73582 15.5022 6.64977 5.19952 8.85245 3.38211
internal_count=2900 1789 1111 523 588 530 50 437 480 375 409 321 254 194 72 122 91 349 243 195 138 105 106 79 58 105 60 57 45 42
is_linear=0
shrinkage=0.00196078


Tree=576
num_leaves=31
num_cat=0
split_feature=13 23 8 19 0 10 7 23 3 3 20 6 6 5 20 9 21 18 7 22 23 19 22 10 16 22 23 23 21 4
split_gain=0.970809 1.37246 1.05424 0.918693 0.809419 1.28211 1.84701 1.28842 1.14723 1.48136 2.65674 0.959105 1.60992 1.90034 1.94964 2.45803 1.67265 1.4675 1.52188 1.27414 1.16867 1.4132 1.77685 1.15967 1.08685 1.02006 1.73875 1.83635 0.868513 1.0276
threshold=95.870416931800023 0.079785000000000009 2.9476996444500005 12.451004585100002 85.716110573100011 62.00390986255001 19.617375644250004 0.10332500000000001 93.770731131900007 93.58791597905001 40.532725462000009 14.835346625500001 16.455384477450004 22.852794041600003 40.621691032550004 197.58039077460003 7.2701618765500005 15.269763541350001 24.071745547300001 0.056285000000000009 0.09117500000000002 11.950964240300001 0.11529000000000002 75.922057603850007 14.034967180100002 0.048530000000000011 0.082620000000000013 -0.15684499999999998 8.0764874338000023 169.78633280640003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 -1 -3 5 -2 -7 -8 9 11 -11 17 -13 14 -14 16 -16 18 19 -6 24 -22 23 -23 -19 26 27 -26 29 -20
right_child=4 3 -4 -5 8 6 7 -9 -10 10 -12 12 13 -15 15 -17 -18 20 28 -21 21 22 -24 -25 25 -27 -28 -29 -30 -31
leaf_value=0.00020554349358287662 4.9664671898011686e-05 -0.0020377934268877252 -0.0019896675782769191 0.00023960944329984836 0.00037159066906609749 0.0017050541737599035 -0.0022461391964014392 0.00027951465905613103 0.00095806667351800291 0.00034822923073353843 -0.0023905597811526955 0.00055235282894888933 0.0004484290429236286 0.00086591571970207927 0.00065138305557794021 -0.0024941565880155143 -0.0014890686484203661 -0.00059748712194209732 -0.0018779049401205076 -0.0015692196538717534 0.00095278318008089043 -0.00038544698984089643 0.00099888330182261432 -0.0021636888882408706 0.0011802374776487426 0.0017204585818660452 0.0010396621463148144 -0.0022335306221762585 -0.001875479519588865 -0.00028251100364080672
leaf_weight=8.2084929106640594 19.73547635279829 2.5067526293132683 0.89675919554429206 0.88588183105457563 11.713572086882779 0.74405884137377043 2.9125623860163619 1.0035794131690634 7.2865122039802364 3.0798192648217073 2.2761839316226542 48.844000025652349 5.0402955226600197 5.2773361671715966 3.0194309912621957 2.9036597535014153 2.438845306634903 2.0997737171128419 1.7816422730684269 1.3993315679253999 3.0623410516418499 3.1467264299280941 1.9113774080760775 2.3804168286733329 0.976504624821246 3.8737099610734722 6.8709802380762994 1.4424514163983966 2.1606918105389914 9.1748180061113072
leaf_count=326 421 337 82 28 195 8 123 20 47 25 45 367 38 42 19 38 24 45 34 56 39 62 22 70 11 37 71 46 73 149
internal_value=0.000116075 -0.00039951 -1.06587e-05 -0.00144312 0.000157235 -0.000164484 -0.00107138 -0.0015989 0.000216621 0.000173357 -0.000815696 0.00021768 0.000368791 -0.000111193 -0.000495945 -0.00106518 -0.000305005 2.1436e-05 -0.000298638 0.000164479 0.000347296 -0.000146311 -0.000598793 -0.0011513 0.000686885 0.000891759 0.000546209 -0.000855432 -0.000761604 -0.00054194
internal_weight=169.054 12.4979 9.10525 3.39263 156.556 24.3957 4.6602 3.91614 132.16 124.874 5.356 119.518 67.5236 18.6796 13.4022 8.36194 5.45828 51.9943 26.2301 13.1129 25.7643 10.5009 7.43852 5.52714 15.2634 13.1636 9.28994 2.41896 13.1172 10.9565
internal_count=2900 773 408 365 2127 572 151 143 1555 1508 70 1438 528 161 119 81 43 910 507 251 403 193 154 132 210 165 128 57 256 183
is_linear=0
shrinkage=0.00192234


Tree=577
num_leaves=31
num_cat=0
split_feature=10 18 6 6 6 22 22 16 10 16 18 3 22 21 22 22 16 19 10 13 2 22 21 10 18 21 21 2 7 6
split_gain=0.265517 0.344582 0.507164 1.07519 0.541053 0.757604 1.02468 0.722522 0.700724 1.03414 0.624812 0.784291 0.610137 0.493702 0.684972 0.470554 0.451397 0.740678 0.435617 0.411155 0.769939 0.376028 0.954576 0.4701 0.562883 0.441861 1.12383 0.894075 0.982297 1.12772
threshold=90.988176966900014 17.327266398450003 13.665319288000001 13.775321858200002 12.380289263450001 -0.15726999999999999 -0.093604999999999994 15.604963508800003 80.288113607700012 12.644970430600003 15.287416123250003 84.062708822850013 -0.019444999999999997 3.3559787654000002 -0.24103499999999997 -0.59681499999999998 17.654958715000003 12.651020723000002 72.187789260650007 98.238948544700023 224.18737221905002 -0.50001499999999999 5.2269517379000012 76.763544998700013 15.711526640050002 2.7924425290000001 4.6354459407500004 63.69489481965001 22.597569836950004 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 2 4 -4 5 13 -7 -6 10 -10 11 -8 18 -1 15 -15 17 -3 -9 20 -11 22 -5 24 25 -23 27 -27 -29 -30
right_child=-2 16 3 21 7 6 8 12 9 19 -12 -13 -14 14 -16 -17 -18 -19 -20 -21 -22 23 -24 -25 -26 26 -28 28 29 -31
leaf_value=0.032325080352294339 -0.024940650390478689 0.020564991657587042 0.034909771532696428 -0.031481746081550091 -0.045690259813099016 -0.051651893214517818 0.017051573585282122 0.0070298064819003083 -0.037448479208658673 -0.051722254499618037 -0.047464543741170248 -0.04038683871624512 0.022430255138670509 0.0098462067438866725 0.015466425048918269 -0.052990969406433525 0.050760258555788529 -0.02544225059307589 -0.051672977737895372 0.042365600955355708 0.040478311428222363 0.0069794665854386127 0.01859091512471564 0.031332776845226958 -0.032022152827269522 -0.064729711334251011 0.0025693563606279976 0.018118501049033404 -0.0020364444198283272 -0.040889417898124905
leaf_weight=1.8334138143400203 0.9522600612945088 3.0275842893461222 2.3192771235480896 2.5639650399098168 1.8208307573222544 1.3094054126049739 1.5125629540998495 0.51279307063668988 0.77076706706429865 0.38228883681586046 1.2348922127857802 0.9180365596548653 1.0842333030886946 0.46273117803502828 2.6311891752993692 0.75153238710481651 0.68311733379960049 1.164346865552943 0.74536325735971332 1.601689029484987 0.50542846322059631 27.072697207797319 1.4226050160359589 1.2749053501756851 1.1980503522790957 0.81212238594889541 47.176658537457115 2.1339398596464871 3.9428131560562178 3.2962114110123366
leaf_count=67 319 120 33 56 95 140 42 14 91 44 63 61 20 16 74 54 8 44 39 19 7 446 25 22 39 12 760 55 56 59
internal_value=0.000839729 0.00105106 0.000492256 0.00194961 -0.00702247 -0.00238332 -0.0118825 -0.022527 -0.00436349 0.0121707 -0.0190694 -0.00464289 -0.00452131 0.0113917 0.00141123 -0.029045 0.0138078 0.00778606 -0.0277472 0.0275337 0.000772825 0.00110859 -0.0136133 0.00178391 0.00134398 0.00181742 -0.000618888 -0.0153866 -0.0111113 -0.0197277
internal_weight=117.118 116.165 111.29 93.2132 18.0772 13.9139 8.23507 4.16322 6.92567 3.26017 3.66549 2.4306 2.34239 5.67887 3.84545 1.21426 4.87505 4.19193 1.25816 2.48941 0.887717 90.894 3.98657 86.9074 85.6325 84.4344 57.3617 10.1851 9.37296 7.23902
internal_count=2900 2581 2409 1563 846 678 467 168 327 161 166 103 73 211 144 70 172 164 53 70 51 1530 81 1449 1427 1388 942 182 170 115
is_linear=0
shrinkage=0.0490223


Tree=578
num_leaves=31
num_cat=0
split_feature=0 3 3 20 9 9 4 22 15 8 18 19 18 18 2 15 6 5 8 20 6 16 10 22 6 22 15 16 17 7
split_gain=0.221636 0.849051 0.969454 1.49695 0.63957 1.11404 0.873894 0.604962 0.667525 1.01317 0.531186 1.00363 0.540825 1.31593 0.684491 0.507956 0.429993 1.42416 1.13061 1.09622 0.994176 0.696457 0.989899 1.1626 0.863111 1.27391 0.987357 1.1625 0.838045 0.540603
threshold=85.716110573100011 93.770731131900007 93.58791597905001 40.532725462000009 190.24759545780003 199.02473417820002 375.86663358980007 0.0023400000000000005 42.670190152050004 10.441851282850001 13.278511569200001 14.351157895250003 13.064341268650002 12.903279561150002 129.78438094715003 39.283112803100003 16.455384477450004 22.963361893800002 8.3434888241000014 40.496232821400007 16.445384243750002 22.654947022900004 62.106071271500007 -0.075840000000000005 15.925372093750001 -0.083330000000000001 36.508287084250007 20.784951395750003 199.14656950540004 24.005763052250003
decision_type=2 2 2 2 2 2 2 2 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 10 -4 6 -6 -1 8 9 -7 11 12 13 -2 -14 -3 20 18 -18 -20 21 22 23 -12 26 29 -24 -28 -23 -26
right_child=1 15 3 -5 5 7 -8 -9 -10 -11 16 -13 14 -15 -16 -17 17 -19 19 -21 -22 28 24 -25 25 -27 27 -29 -30 -31
leaf_value=0.0061645018484005921 -0.017796285208750429 0.034253829622770043 0.0024524829023287436 -0.054886466439238855 -0.043000406033347399 -0.051268357176489712 -0.051167330847764703 -0.037383147167143825 0.026678631694625268 0.029109995271118745 -0.050943376010851693 0.02781749716862433 -0.035839845454169808 0.037581815703392273 0.0061278475703996031 0.0062112992476154186 0.0043549827185509022 0.016703758148834725 -0.0084455554767073875 -0.057113736533745373 0.048461085286914736 -0.0010673135848171186 0.00069937631776755644 0.003342852913899433 0.013910669435619902 -0.0047144098854388162 -0.056004864383834556 -0.0068816110864355568 0.042814517903997353 0.043704649861367739
leaf_weight=9.583491687582864 1.7001331382198244 2.5485481135547152 2.2955789654515679 1.6846533699426798 2.1383235256362232 0.77345740480814196 0.60305469448212612 0.79810515517601732 1.7397312606335615 0.58986344956792891 1.7454901007004084 4.4856369663029909 1.5692358911037447 1.9845279362052677 1.7588615976274011 3.0021574600832537 2.2736842883750779 3.0591509458608925 1.7212576568126676 2.3171883444301784 0.94408165477216144 1.9193736165761941 46.280107738039078 1.6261508486932132 2.5431334613822401 4.3624271191656572 1.4336064750095818 3.633809014223516 1.7993774162605403 2.6577760130167007
leaf_count=372 26 17 25 45 61 37 37 30 33 10 19 36 18 26 25 30 23 32 21 39 5 19 1680 21 24 38 62 39 26 24
internal_value=0.000714156 0.00153171 0.000492825 -0.0218165 -0.00429144 -0.0162023 0.00277039 -0.00151365 0.00771198 -0.0164913 0.00148148 0.010753 -0.000162137 0.0120299 -0.0136604 0.0190867 0.000120246 -0.00916407 -0.0217008 -0.0363705 0.0013822 0.000728591 -0.000395843 -0.024761 0.000952858 0.0136948 -0.00142029 -0.0207789 0.0201656 0.029136
internal_weight=115.572 99.3459 93.7952 3.98023 16.226 6.03948 10.1865 3.90116 3.10305 1.36332 89.815 11.4984 7.01276 3.68466 3.3281 5.55071 78.3166 9.37128 6.31213 4.03845 68.9453 68.0013 64.2825 3.37164 60.9109 9.56334 51.3475 5.06742 3.71875 5.20091
internal_count=2900 2320 2273 70 580 171 409 110 80 47 2203 131 95 52 43 47 2072 115 83 60 1957 1952 1907 40 1867 86 1781 101 45 48
is_linear=0
shrinkage=0.0461948


Tree=579
num_leaves=31
num_cat=0
split_feature=6 6 0 23 2 5 16 19 16 16 19 21 7 8 23 5 5 20 23 0 10 21 20 20 3 9 0 22 22 23
split_gain=0.95711 1.79689 1.2279 1.00945 1.75088 1.544 1.81618 1.20974 1.15721 1.33476 1.23228 1.25526 1.37892 1.29031 1.17467 0.841387 1.48211 0.828787 1.09183 0.816338 1.95069 1.99637 1.22425 1.41166 3.0047 2.105 1.74983 1.92934 3.11424 2.71932
threshold=13.665319288000001 13.775321858200002 97.835679825150024 -0.17732499999999998 185.83358638795002 15.299679811400003 18.844955932300003 10.250827068050002 9.6249774926000011 12.644970430600003 11.950964240300001 5.7087410616000005 24.052187734100006 1.9484794260000002 0.083905000000000021 16.579584939650001 16.892865140250006 46.177190236600005 -0.22588499999999997 85.716110573100011 62.00390986255001 15.440607301650003 43.19689381845 42.072181850200003 93.394346993650018 201.63419974125003 85.807518149550006 -0.072569999999999982 -0.095019999999999993 0.082975000000000021
decision_type=2 2 2 2 2 2 2 2 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 -1 7 -7 -5 -9 -10 -11 14 13 -13 -12 -3 -17 -6 -19 20 -18 -22 23 26 25 -25 -21 28 29 -28
right_child=1 2 -4 5 17 6 -8 8 9 10 11 12 -14 -15 -16 16 19 18 -20 22 21 -23 -24 24 -26 -27 27 -29 -30 -31
leaf_value=-0.0020162415250675977 0.0014496687538009612 0.0010596148858129609 -0.0013817473006648249 -0.0020069601626429576 0.0011236682559234267 -0.0018638057216937558 0.00027864661997145743 0.0012995312442378938 -0.0016234755779659703 0.00074764411628092803 -0.0011814836273023896 -0.0021136883347088894 -0.0019165938078264462 0.00081866035152029369 0.00064109177172337367 -0.0015795948136047603 9.9819010913342916e-05 -0.0021131398858191407 0.0015879671707881527 0.0014605429686881163 -0.0019634602409414562 0.0014376469409961292 0.00084363510226483302 0.00089145576478574394 -0.0018921130092100901 -0.00066202608136967523 -0.001282290399729718 0.00053177669808026587 -0.0009554616955916096 0.0006203590651170113
leaf_weight=0.92516430414980177 4.0062416642904273 3.7730354079976669 1.9242891103494901 1.1631351927208076 5.4893418393912725 4.3588132625445715 2.2002240419387817 2.2892888002097633 2.0244451802282155 5.8940011991653618 1.7068052944960053 0.77419314230792258 2.9038097177399322 1.9543729939032344 5.5758207367034629 1.8288863031193603 19.972933212702632 0.73254187032580376 0.49262199155054964 4.3901427853852502 3.456812448333948 0.78204544447362412 11.105851539410649 6.2760252375155705 3.6020708233118048 6.6266231467016041 3.3143802983686319 32.884431010112174 11.061582520371301 17.085498077794909
leaf_count=85 34 30 36 234 82 161 25 54 183 120 68 53 98 27 96 24 422 39 9 22 137 10 89 42 54 83 49 274 132 128
internal_value=0.000104192 0.000181917 0.000142264 -0.000162583 0.000462998 -0.000317527 -0.00114512 -9.40133e-05 2.21304e-06 -0.000140343 1.9289e-05 -0.000313109 -0.000994582 -1.33533e-05 0.000213941 0.000165509 0.000137945 0.000804602 -0.000624974 0.000164 -0.000151551 -0.00133598 0.000243298 0.000165081 -0.000339765 9.36088e-05 0.000286304 0.000206189 -0.000134125 0.000311234
internal_weight=170.575 132.091 128.085 38.4846 7.63967 30.8449 6.55904 24.2859 23.1227 20.8334 18.809 12.915 5.63238 2.72857 7.28263 126.16 122.387 6.71451 1.22516 120.558 24.2118 4.23886 96.3466 85.2408 16.5047 12.9026 68.736 64.3459 31.4615 20.3999
internal_count=2900 1566 1532 1334 215 1119 186 933 699 645 462 342 178 80 164 1496 1466 130 48 1442 569 147 873 784 179 125 605 583 309 177
is_linear=0
shrinkage=0.00192234


Tree=580
num_leaves=31
num_cat=0
split_feature=19 6 18 15 16 22 16 18 21 15 16 17 13 4 17 5 17 17 6 0 16 22 6 6 23 22 6 23 20 21
split_gain=0.25286 0.348638 0.588465 0.295573 0.765385 1.18044 1.01747 0.962183 0.734819 0.507355 0.490043 0.385682 2.12605 0.861657 0.796078 0.735725 0.709576 0.656196 0.628083 1.27385 0.578859 0.626755 0.558668 1.35703 0.584247 0.631857 0.550509 0.53234 0.527136 0.552103
threshold=14.651182102100002 16.465384711100004 13.434779691800001 44.34858359035001 22.674946976100003 -0.063985 22.604947139800004 13.415872650200003 14.673280803050002 42.670190152050004 22.614947116400003 201.37020668845003 117.25441290135001 178.77399478955002 205.63493178080003 15.210950700600003 197.57625617845002 204.75389752000004 14.875347560100002 96.588235252600015 22.674946976100003 -0.075174999999999992 15.925372093750001 14.275333540900002 0.090720000000000023 -0.22089 16.355382140900002 0.093760000000000024 42.526729949000007 11.790993765850002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=3 -2 -3 9 5 8 -7 -6 -5 11 -11 16 13 -13 15 17 20 -15 19 27 -1 -22 23 24 25 -16 -20 -18 -27 -30
right_child=1 2 -4 4 7 6 -8 -9 -10 10 -12 12 -14 14 22 -17 18 -19 26 -21 21 -23 -24 -25 -26 28 -28 -29 29 -31
leaf_value=0.0010801717869204255 0.03040558100414591 0.022726995749795358 -0.01875906571567899 -0.049347592192353552 -0.016833360727509274 0.037688262740105373 -0.023041145724986521 0.044875757803550347 0.010833875475721781 -0.0027270165107723177 0.026501735082649414 -0.03516478045147859 -0.065494346321093522 -0.036992562269786554 -0.049406760971328428 0.024221333691036264 -0.056316497300674916 0.044250406439419673 0.031139462209425095 0.01889356311170446 -0.0017839642990533379 -0.03583089391808876 0.018513746031658104 -0.04900650537309973 -0.019998412963232615 0.023381620350669992 0.00141042895424648 -0.0026894657362797505 -0.041464551449271636 0.025001343199907714
leaf_weight=59.968935989945749 1.5374821480363596 1.6201098306337374 1.5409745965152977 2.5218974271556367 1.1497743832878771 1.2201226861216121 1.3339445824967695 1.1853350065648554 0.57560840123915102 2.1772447887342414 3.3846971448510885 1.6220242101699174 1.2899455991573621 0.94477440584160166 0.40563466557069183 4.7479230352910236 0.99578650842886218 0.3033821628196165 4.7083677556365728 2.8373495240521152 3.0598693643696606 2.1101924509275696 1.7766616065055121 1.7510087864939121 2.6805793498169805 3.2193263625085757 2.0718836570158601 0.74931044038385153 0.69966559583554022 0.49143821705365553
leaf_count=1612 14 26 21 97 34 17 34 13 15 30 37 31 19 79 59 70 31 11 42 104 34 32 26 48 133 124 25 17 41 24
internal_value=0.00071496 0.0116336 0.00250325 0.000248508 -0.00865523 -0.0182188 0.00597036 0.0144911 -0.0381641 0.000945705 0.01506 0.000131646 -0.00582291 -0.001694 0.00149573 0.0155896 0.00168309 -0.0172453 0.0127656 -0.00097913 -0.000250112 -0.0156804 -0.00616984 -0.0109121 -0.00201424 0.00799559 0.022055 -0.0332901 0.013275 -0.0140413
internal_weight=114.681 4.69857 3.16108 109.983 7.98668 5.65157 2.55407 2.33511 3.09751 101.996 5.56194 96.4341 19.9324 18.6424 17.0204 5.99608 76.5017 1.24816 11.3627 4.58245 65.139 5.17006 11.0243 9.24765 7.49664 4.81606 6.78025 1.7451 4.41043 1.1911
internal_count=2900 61 47 2839 210 163 51 47 112 2629 67 2562 665 646 615 160 1897 90 219 152 1678 66 455 429 381 248 67 48 189 65
is_linear=0
shrinkage=0.0480611


Tree=581
num_leaves=31
num_cat=0
split_feature=13 23 13 16 6 19 18 7 13 0 22 9 7 15 5 15 13 13 21 20 19 23 19 22 4 17 5 3 15 22
split_gain=0.864564 1.55799 0.907485 1.11536 1.05841 1.04675 0.836479 0.912055 0.764575 0.746883 1.98343 1.38142 1.15945 1.10974 0.955843 1.25349 1.33172 1.20661 1.02753 0.720188 0.676567 0.663223 0.606611 0.630275 0.590424 1.46342 1.6308 1.19956 0.801904 1.36499
threshold=95.99139754765001 0.079785000000000009 96.429616222950017 13.534968349350001 6.9451622726000011 11.850956171350001 14.708525021850003 21.403954852200005 99.19872809730002 98.615332683000005 -0.094344999999999998 191.87997069285004 25.926164922500003 23.304416445750004 16.069922422900003 23.516184833950003 104.51649827935002 106.00321562545001 6.7005777103000002 38.771633980050005 12.451004585100002 0.077600000000000016 9.4507625164000029 -0.24103499999999997 309.48890441440005 199.14656950540004 24.301614351200005 87.114108800950007 44.34858359035001 -0.026349999999999998
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 6 -2 19 -5 8 -1 -8 -6 14 -11 -12 -13 -14 18 16 -16 -18 -7 -4 -3 -19 -9 -24 28 26 -26 -27 -17 -30
right_child=2 20 3 4 5 9 7 22 -10 10 11 12 13 -15 15 24 17 21 -20 -21 -22 -23 23 -25 25 27 -28 -29 29 -31
leaf_value=-0.0016246599765472026 0.0014765582081715219 -0.0019934288162232589 0.00048097496456449187 -0.0012641131772543927 0.0019831722645956462 0.0014164951643256456 0.0018891641119710059 -0.0020061600444758426 0.00036037143786518233 -0.0020252844304469099 0.0016263873348448072 -0.002073849775888465 -0.0012287720713026816 0.00096773351704979547 -0.0020020759743895169 0.00028056247210949011 0.00094503206294481229 -0.0021124293296686247 -0.00024107404931784715 -0.0015465718212377562 5.5739748516037214e-05 0.0002582055888707181 -0.0019487397321700183 0.00033285983902512012 -0.0017983437292225948 -0.0011769536494853708 4.3725155340028728e-05 0.00051391491745301598 -0.0012476040667887785 0.0009028701069087831
leaf_weight=0.95801777858286907 1.7816001779865462 2.4504836271371455 0.85750780894886647 1.8599602532340203 1.8910708278417576 4.240496849641203 1.0333801703527568 0.5029147827590349 2.2679336327128112 2.0365850613452494 1.6006762459874133 1.1203386555425821 1.3190806368365886 2.1463637016713619 1.9252452510409046 89.752939688623883 1.9633241333067419 1.0895974581653716 1.9342572437599299 2.2680500287096947 0.74666347459424276 0.68124461779370893 0.46734434843528916 5.3877464364049965 3.2117210454307523 1.7407266322989006 3.6437240348896012 10.357211807742713 3.0965226605767384 1.5850114468485106
leaf_count=54 22 343 28 125 16 41 11 77 42 82 12 40 33 34 39 937 23 81 32 91 28 25 44 227 70 47 85 102 88 21
internal_value=0.000100127 -0.000396116 0.000139816 0.000123114 0.000148067 0.000167155 3.22749e-05 0.000247035 0.00109825 0.000138136 -0.000412074 0.000118996 -0.000407162 0.000131659 0.000174267 0.000136767 -0.000728853 -7.24103e-05 0.000897257 -0.000990307 -0.00151486 -0.00120044 -1.9864e-05 0.000150746 0.000179972 -0.000123592 -0.000819269 0.000270622 0.000240899 -0.000519525
internal_weight=155.918 11.5466 144.371 142.59 139.464 137.604 8.3494 7.39139 4.159 133.445 8.22304 6.18646 4.58578 3.46544 125.222 119.047 5.65941 3.73417 6.17475 3.12556 3.19715 1.77084 6.35801 5.85509 113.388 18.9534 6.85545 12.0979 94.4345 4.68153
internal_count=2900 784 2116 2094 1975 1850 413 359 58 1792 201 119 107 67 1591 1518 168 129 73 119 371 106 348 271 1350 304 155 149 1046 109
is_linear=0
shrinkage=0.00188464


Tree=582
num_leaves=31
num_cat=0
split_feature=10 16 16 16 13 23 20 17 13 5 22 22 5 5 4 21 21 23 23 22 0 18 23 15 15 0 18 9 19 15
split_gain=0.819672 0.580031 1.66718 1.41505 2.69239 1.32425 1.3226 1.24014 1.29026 1.38414 1.23146 1.76916 2.10272 1.72097 1.67711 2.33358 1.51902 1.39386 2.20484 1.20472 1.44932 1.80082 1.36981 1.21594 1.1331 1.14071 1.1038 1.57299 1.05216 0.996289
threshold=90.988176966900014 20.394952307700002 19.974953289850003 20.674951653000004 113.85351336640001 0.25847000000000003 38.441102963850007 212.33270692945004 115.63864956495001 19.915533535850003 -0.088099999999999998 -0.11600999999999999 21.495293572000005 21.623222698850004 197.66210197150005 2.6263314141000005 7.9012669525000012 0.083415000000000031 0.085765000000000022 -0.085734999999999992 86.280686780500005 13.849588037450003 0.10500500000000003 39.940798674500009 41.018034898650008 86.420486603250012 13.373311100250001 193.60452210450003 14.351157895250003 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=1 2 5 -3 -5 29 26 8 -8 -10 11 13 -13 -11 -14 -16 28 24 -19 -20 22 -22 23 -21 -12 -26 27 -6 -15 -1
right_child=-2 3 -4 4 6 -7 7 -9 9 10 17 12 14 16 15 -17 -18 18 19 20 21 -23 -24 -25 25 -27 -28 -29 -30 -31
leaf_value=0.0001071883445380086 -0.001119859124559386 0.0013063999995123548 -0.0017381875154182595 -0.0017468000190962599 0.0011747792426637705 -0.0021356559230624288 -0.001322795328644758 0.0015921317126771257 0.0017458560641459573 0.0011439705170358085 0.0015280066069105899 -0.0025369172492105494 0.00071810690265412857 -0.0010764327467235699 0.0013823052063113115 -0.0023625686392321483 -0.0019613282688816535 -0.0018594563411834732 0.0015160511222675622 -0.0010100326169430892 0.0010295697232419968 -0.00070998674014488485 -0.0015042147990200656 0.00050394384616922992 -0.00061958564273179094 0.0012484710784626282 0.0017706312984035386 -0.00079916209980478712 0.00087518285926650654 -0.0017799331554415735
leaf_weight=70.098292704788037 1.986964376294053 4.3231246136128894 1.9834268316626538 2.5996086485683909 3.9145974684506637 1.0115953480417363 2.2943814769387236 2.1049772873520842 1.9341676924377669 4.3020184058696049 5.2001950796693617 2.3078733850270421 2.763507716357708 1.6111998558044431 0.84544355981051955 2.2550004087970592 1.7412534551694987 2.0306249642744687 2.4069484961219088 2.9442356638610452 8.4350628405809385 2.9746870687231413 3.0092170047573736 5.8663158232811838 2.6333866666536778 2.2316524870693684 3.4788628444075584 2.4104051776230335 2.7859541773796082 1.0492951518390317
leaf_count=1675 319 43 33 36 30 34 28 18 14 25 31 26 15 25 7 54 33 22 20 33 58 27 47 74 38 22 22 24 29 38
internal_value=0.000106909 0.000122784 5.133e-07 0.000236952 0.000175375 4.83047e-05 0.000244314 0.000141614 9.12076e-05 0.000146876 9.19866e-05 -0.000312656 -0.000982562 0.000211685 -0.000370814 -0.0013414 -0.000441694 0.000291585 6.87353e-05 0.000221464 8.73246e-05 0.000576042 -0.00038444 -1.98402e-06 0.00090415 0.000237315 0.000900896 0.000422527 0.000160074 7.93568e-05
internal_weight=155.534 153.547 74.1426 79.4047 75.0816 72.1592 72.482 62.6781 60.5731 58.2787 56.3446 18.6123 8.17183 10.4404 5.86395 3.10044 6.13841 37.7323 27.6671 25.6365 23.2295 11.4097 11.8198 8.81055 10.0652 4.86504 9.80387 6.325 4.39715 71.1476
internal_count=2900 2581 1780 801 758 1747 722 646 628 600 586 214 102 112 76 61 87 372 281 259 239 85 154 107 91 60 76 54 54 1713
is_linear=0
shrinkage=0.00192234


Tree=583
num_leaves=31
num_cat=0
split_feature=10 19 20 18 0 10 9 17 16 3 23 3 0 7 16 15 10 20 6 5 21 15 21 15 16 20 23 18 13 22
split_gain=0.241427 0.312944 0.355238 0.288216 0.498091 0.683165 0.735095 0.758665 0.739226 0.696094 0.57526 0.517359 0.604267 0.697533 0.420961 0.676713 0.428874 0.844494 0.408805 0.618429 0.73905 0.451607 0.912391 0.544508 0.850404 0.745796 0.60724 0.549332 1.14009 0.806083
threshold=90.988176966900014 10.850875481800001 48.315732392000008 17.327266398450003 98.615332683000005 78.220689305400015 210.70699256735003 201.37020668845003 14.184966829400002 79.056799783950012 0.076580000000000023 79.47351079420001 99.983757871350008 26.038885134450002 17.654958715000003 20.310401204950004 83.715897724050009 42.508878681700004 6.9451622726000011 16.069922422900003 6.7005777103000002 23.516184833950003 12.151864830850002 28.566186095050004 18.564956587050002 39.685256516350002 0.10371000000000001 15.042884401850001 109.57886493895002 -0.058529999999999992
decision_type=2 2 2 2 2 2 2 2 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 18 11 7 8 10 -9 -7 -6 13 -13 15 16 -5 -18 -1 20 -20 22 -21 26 25 -25 -23 28 29 -26
right_child=1 2 -4 14 5 6 -8 9 -10 -11 -12 12 -14 -15 -16 -17 17 -19 19 21 -22 23 -24 24 27 -27 -28 -29 -30 -31
leaf_value=-0.02600967637283642 -0.044268137993426757 -0.044180621911015246 0.036156468942073611 0.031810155898868327 -0.047202940220337997 0.014025057723590202 -0.038838948926059991 -0.046527693047984382 0.031311399544298839 0.02064027257155434 -0.023126195417932514 -0.04548158122771289 0.033705130353189033 0.025805589298881482 0.04489375004145129 -0.024412088652118916 -0.04555529380657776 0.02336022209543144 0.029904840061734002 -0.018903654341121692 -0.0077287256941059026 0.013289581482442409 0.017657474794979703 0.010067366347794484 -0.049319897881912586 -0.047940750279594428 -0.019947669961679043 0.01903200690140815 0.0014009582624025527 -0.0015272779987438403
leaf_weight=1.0243891986901861 0.51305049940856307 0.16805679106619209 0.27490544505417347 1.6323502279119559 1.2751843134756184 1.8134129688842224 0.88618709909496818 0.93730139788385691 2.0479819509200752 0.42490626813378185 1.3991145443287676 0.9320345716550944 0.4353677607141434 0.36076769838109612 0.61626319587230671 1.0219271567184476 0.51534025665023342 0.97328235756140202 2.9889690265990785 5.2057223195733959 1.4776226417161522 11.191407112142768 1.7209643728274384 0.63111174199730058 1.4637673126999291 1.2553943838574921 1.1484768909867842 3.0886395820416501 65.819000241113827 1.2311814371496428
leaf_count=106 249 64 6 25 79 68 51 79 59 10 124 68 5 9 8 44 61 34 42 274 33 257 49 23 51 87 22 49 845 19
internal_value=0.000657448 -0.0211263 0.00567714 0.000840904 0.000382073 -0.0086238 -0.00160565 0.00337655 0.0108739 -0.0255763 -0.00215499 -0.0261704 -0.0106508 -0.0255883 0.0113263 0.00633314 0.0164003 -0.000497362 0.00134569 0.00163392 0.017455 0.000872065 -0.00981989 0.00173494 0.000314177 -0.0285347 0.0101962 0.00107426 0.000264712 -0.0274859
internal_weight=114.474 0.956013 0.442962 113.518 108.759 10.5123 7.5089 6.62272 5.26051 1.36221 3.21253 3.00335 1.72817 1.2928 4.75916 4.1429 3.12097 1.48862 98.2466 97.2223 4.46659 92.7557 6.92669 85.829 73.4891 1.88651 12.3399 71.6026 68.5139 2.69495
internal_count=2900 319 70 2581 2409 552 391 340 251 89 192 161 82 77 172 164 120 95 1857 1751 75 1676 323 1353 1074 110 279 964 915 70
is_linear=0
shrinkage=0.0435304


Tree=584
num_leaves=31
num_cat=0
split_feature=6 0 16 17 13 13 16 16 6 5 18 23 15 17 16 13 21 16 23 2 0 19 3 20 16 21 6 5 7 17
split_gain=1.03894 1.63516 1.36282 1.84758 1.38207 1.96129 1.84441 1.86651 3.23274 1.51307 1.20693 1.12006 1.11254 1.13531 1.0788 1.22456 1.94761 1.45517 1.06774 1.78675 1.58542 1.5043 1.05031 1.02137 1.7731 1.54014 1.12486 0.9793 0.927446 0.872807
threshold=14.835346625500001 86.530713386650021 22.614947116400003 191.06791329340004 117.38883580790001 115.02030419500001 20.719951547750004 20.394952307700002 14.980350013450002 18.038339912700003 13.5308213324 0.12064000000000002 38.469938489650012 206.02826764000002 19.774953757550005 107.97116697695002 3.2025200283000004 18.714956236300004 -0.17732499999999998 185.83358638795002 95.502098167950024 10.250827068050002 92.751805500450018 42.131954243650007 21.979948601300006 0.39820604590000008 16.545386580300001 19.221712148250003 18.742910346600002 187.98346801990002
decision_type=2 2 2 2 2 2 2 2 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 11 3 27 5 6 7 8 9 -5 -4 23 14 -14 15 17 -17 18 19 -1 -20 -22 -6 24 28 -25 -27 -3 -2 -29
right_child=1 2 10 4 22 -7 -8 -9 -10 -11 -12 -13 13 -15 -16 16 -18 -19 20 -21 21 -23 -24 25 -26 26 -28 29 -30 -31
leaf_value=-0.001521360256761699 0.00079242957301786123 0.0016963398736521567 0.00027735031180524243 0.0016928133712878605 -0.001612960260132451 0.0012215459005838936 -0.001273879310532497 0.0012778144883937794 -0.0016660662930501125 -0.00029503879856489283 0.0017276426996164032 -0.0010024696805535295 -0.002429501499823853 9.8629125167388397e-05 0.0011321962020368012 2.7519345527684178e-05 -0.0019487226590212091 0.0013090982627633333 -0.0016704295322339223 0.00094048513116079091 -0.0020509636856029701 -1.0821609875953602e-06 0.00012959345603084712 0.0020882240289723619 0.0004720057041941044 -0.00073360792950962882 0.00032919631182143952 -0.00015471432819456343 -0.0020677331649519596 0.0013342668068025362
leaf_weight=1.3399180665728616 0.58668262959691064 4.7884338870644552 3.5747728422284109 2.8801646102219909 2.8973897770047179 6.3763870503753415 3.7190379314124575 4.7692520208656779 3.6780384294688702 3.0113363754935563 5.7621840126812458 3.9756478829076505 1.5209249723702662 1.2394925882108507 2.9635842330753794 4.5894090575166038 3.2929066447541118 3.2193345427513114 2.6289052702486506 7.3558346436475404 1.4381208678969404 32.055327948823106 2.4580813199281693 1.0082024685107196 25.277040347456932 12.297422508127058 5.55966520163929 3.3777286040131003 1.6957459228578953 2.7424537390470505
leaf_count=92 35 27 24 18 28 36 35 37 52 29 41 58 37 20 28 54 86 28 160 141 246 813 18 7 218 201 157 28 131 15
internal_value=0.000122682 0.00024567 0.000496769 0.000341771 8.89605e-05 0.000286685 -4.34228e-05 0.000275719 -0.000223703 0.000676758 0.00117238 -3.60944e-06 -7.77011e-05 -0.00129431 -2.06671e-05 -8.17655e-05 -0.000798073 3.57712e-05 -5.56933e-05 0.000561142 -0.000204184 -8.90987e-05 -0.000813154 8.19293e-05 0.000322556 -0.000269591 -0.000402712 0.00103216 -0.00133255 0.000512498
internal_weight=162.079 100.436 50.0353 40.6983 29.7897 24.4342 18.0578 14.3388 9.56954 5.8915 9.33696 50.4004 61.6438 2.76042 58.8833 55.9198 7.88232 48.0374 44.8181 8.69575 36.1224 33.4934 5.35547 46.4248 27.5595 18.8653 17.8571 10.9086 2.28243 6.12018
internal_count=2900 1195 388 323 253 207 171 136 99 47 65 807 1705 57 1648 1620 140 1480 1452 233 1219 1059 46 749 384 365 358 70 166 43
is_linear=0
shrinkage=0.00196078


Tree=585
num_leaves=31
num_cat=0
split_feature=3 2 20 7 0 13 21 0 3 2 18 9 6 16 21 22 8 13 3 16 12 22 3 6 3 10 20 6 3 14
split_gain=0.23023 0.386525 0.535363 0.300566 0.352919 0.983549 1.12782 0.733377 0.667708 1.79103 0.635465 0.598693 0.509626 0.473815 0.586029 0.468179 1.06642 0.976193 1.75426 1.22149 1.0834 0.857056 0.687924 0.93628 0.791495 0.882412 0.761464 1.00813 0.563751 0.598254
threshold=108.42013948475001 170.32456123625002 44.921040431000009 19.041006859700005 85.716110573100011 117.59047016770002 14.673280803050002 85.807518149550006 93.58791597905001 86.011634045550025 13.303774303900001 186.14781787895004 16.475384944750001 22.674946976100003 2.5883591406000002 -0.068524999999999989 9.0429429770000009 117.56896250265002 93.249170254600017 22.514947350300002 250.35852345740003 -0.062629999999999991 86.302194445500007 14.855347092800002 84.850427055100013 69.64719632740001 37.360990606650006 15.265356672600001 82.368980200650014 170.27070910270004
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=3 2 -2 -1 5 6 -5 -6 15 -10 -11 -7 -13 -14 -15 -9 17 18 19 21 -21 -17 23 24 28 -26 -24 -28 29 -23
right_child=1 -3 -4 4 7 11 -8 8 9 10 -12 12 13 14 -16 16 -18 -19 -20 20 -22 22 26 -25 25 -27 27 -29 -30 -31
leaf_value=0.017541075711814617 -0.046740807245072083 -0.051185195241828164 0.035429887500404766 -0.041440577829575713 0.018739129907840775 0.019062878791189859 0.024136694554603058 -0.0013979088828462169 0.019743743936701433 -0.05695212546299646 -0.0085838830435102983 -0.036794242785341463 0.025602795133177484 0.0051969668679069398 -0.029202520242148963 -0.048569264008867137 -0.045637374056238543 0.025102878191495849 -0.042932124838461032 0.03958639096923084 -0.0026252089427995784 -0.048953606273402006 0.012199214262130617 0.03425816442226453 0.018811031399096362 -0.050995491745605186 -0.053234872030284097 -0.005079388904255769 0.020511970482402248 0.0032419251625281616
leaf_weight=2.266068179276771 0.28316498904314247 0.48673307098215446 0.42040785355493426 2.7094148769101589 4.9923073210520661 2.7754948269575817 0.70535324641969044 51.636056139828717 1.7038847990334023 1.7645887327380481 0.86318000871688116 1.0047910760622469 1.1340582182165233 2.7944867582991719 1.6995645907009018 0.71055992707261495 0.85196616867324237 5.2259203083813182 1.6432711011730123 3.7945942375808945 1.9717223858460782 0.50262493186166235 2.1586520858108988 2.4606401713099322 0.59807057725265522 1.0919714652700347 1.4162539334502069 2.6893647518008947 4.4431707413750701 6.9230671568730031
leaf_count=60 85 46 6 212 41 39 17 1364 14 41 21 22 19 40 48 25 19 49 23 31 31 24 20 25 10 37 69 28 64 370
internal_value=0.000673653 -0.0195361 0.00235888 0.000887422 0.000545171 -0.00665905 -0.027895 0.00149323 0.000561949 -0.0171448 -0.0410639 0.0010485 -0.0064895 -0.00107916 -0.00781226 0.00143237 0.00543832 0.00665962 0.00348954 0.00614188 0.0251526 0.00137454 0.00296709 0.00804259 0.00328505 -0.0262924 -0.0100124 -0.0216909 0.00749667 -0.000291049
internal_weight=113.721 1.19031 0.703573 112.531 110.265 12.8232 3.41477 97.4419 92.4496 4.33165 2.62777 9.4084 6.6329 5.62811 4.49405 88.1179 36.4818 35.6299 30.404 28.7607 5.76632 22.9944 22.2838 16.0195 13.5589 1.69004 6.26427 4.10562 11.8689 7.42569
internal_count=2900 137 91 2763 2703 397 229 2306 2265 76 62 168 129 107 88 2189 825 806 757 734 62 672 647 530 505 47 117 97 458 394
is_linear=0
shrinkage=0.0461948


Tree=586
num_leaves=31
num_cat=0
split_feature=7 20 16 9 18 16 7 0 23 22 6 22 5 6 10 15 13 6 6 17 6 19 0 5 5 5 10 0 10 5
split_gain=0.220601 0.555401 0.476364 0.607855 0.474863 0.55608 0.506316 0.388531 0.385422 0.677246 0.366763 0.85931 0.444449 0.379824 0.381458 0.913231 0.486543 0.645458 0.941855 0.751844 0.366163 0.442885 0.349691 0.337865 0.916409 0.356206 0.605896 0.736652 0.565434 0.778662
threshold=26.752366550650006 39.091773401050006 17.654958715000003 219.38617924735004 17.140917755100002 11.934972090850001 20.562096111400006 105.70748523110002 0.074640000000000026 0.06041500000000001 10.715250360100002 -0.15895000000000001 13.076241920750002 11.260263094250002 78.494912034700022 17.512831095650004 101.53768667075001 13.665319288000001 13.775321858200002 201.96296776225003 12.26528657645 13.551093343600002 97.671683879200017 16.579584939650001 16.892865140250006 17.671168838450004 70.026268923800004 96.055920542800024 71.090898343450007 18.553574773300003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=4 -2 3 8 5 6 -1 10 -3 20 11 12 -7 -12 16 -16 -15 19 -19 -18 21 -10 23 -20 -25 26 -26 -28 -27 -30
right_child=1 2 -4 -5 -6 7 -8 -9 9 -11 13 -13 -14 14 15 -17 17 18 22 -21 -22 -23 -24 24 25 28 27 -29 29 -31
leaf_value=0.01496746887849789 -0.042422565453904076 0.018112883532254796 0.026756296853293057 -0.043339110211711183 0.019355620543249082 0.020556143877465922 -0.032093586806922529 0.024435433820451508 -0.04053257628562891 0.030359053188277009 0.027370530026697031 -0.030041962539656675 -0.019358999020066145 0.020010913268088855 0.025113661671647282 -0.044085748788858049 -0.036324944469992605 0.028374118246282276 0.017133444171566863 0.002283828595116201 0.022685693945934567 0.021879498709710236 -0.018906193048330137 -0.038285929119464684 0.031854586641646469 0.0012125935009839126 -0.019487454991273592 0.022424044450677846 -0.047305909283430175 -0.00027206297396611728
leaf_weight=0.51048968531540539 0.67107305013632768 1.1584881960588975 0.78018541377969075 0.68949445126054332 2.3089944955354431 1.4030919517390432 1.5606459553237071 1.1741516080219287 1.2562418339221042 0.51334727885841847 0.92532198969274659 2.0613421552116042 0.70535554038360704 2.2772137350402764 0.49056715046753996 0.92777739351731725 1.6725515538128086 2.1396803450770667 2.1736537474207571 1.7228841660544274 0.24949802213814098 0.22567858826369036 1.4854490051511664 0.99968255776911874 1.6900057978928078 74.890351298316091 1.4574032351374628 1.3679700642824171 0.97273023519664947 1.5142032969743011
leaf_count=27 181 66 17 59 88 40 171 43 193 33 17 186 17 43 11 47 79 33 26 60 6 6 36 21 15 1247 35 10 35 52
internal_value=0.000540747 -0.00743659 -0.00261852 -0.00821813 0.000956285 0.000548266 -0.0204941 0.000975321 -0.00110266 -0.0110195 0.000702259 -0.0112091 0.00720302 0.00121585 0.000963175 -0.0201515 0.00128054 0.000817358 0.00148931 -0.0167344 -0.0232878 -0.031028 0.000824674 0.00116922 0.000750597 0.00122712 0.0124261 0.00080497 0.000573601 -0.0186687
internal_weight=111.976 5.54401 4.87293 4.09275 106.432 104.123 2.07114 102.051 3.40325 2.24477 100.877 4.16979 2.10845 96.7074 95.7821 1.41834 94.3638 92.0866 88.6911 3.39544 1.73142 1.48192 86.5514 85.066 82.8923 81.8927 4.51538 2.82537 77.3773 2.48693
internal_count=2900 561 380 363 2339 2251 198 2053 304 238 2010 243 57 1767 1750 58 1692 1649 1510 139 205 199 1477 1441 1415 1394 60 45 1334 87
is_linear=0
shrinkage=0.0410197


Tree=587
num_leaves=31
num_cat=0
split_feature=22 9 21 22 23 17 23 13 6 5 21 17 17 7 22 22 9 9 5 10 23 8 10 2 12 22 4 23 20 19
split_gain=0.221205 0.282964 0.35195 0.258514 0.673002 0.276248 0.511011 0.604106 0.454425 0.474276 0.413077 0.362493 1.1808 0.540373 0.632602 0.595872 0.72825 0.689686 0.539382 0.536552 0.647074 0.491076 0.936147 0.766685 0.521118 0.861234 1.1536 1.11997 1.04834 1.75453
threshold=0.68694500000000025 28.686210334850006 21.991168361800003 0.27148500000000009 0.094415000000000013 166.83257850275001 0.078295000000000017 120.78166996855002 16.445384243750002 30.372394345600004 2.2747687716500002 182.28951942140003 183.40283206635004 24.176224535650004 -0.042409999999999996 -0.013805 195.51131808980003 66.290220196950017 20.361635946650004 70.865067860500019 0.085155000000000022 8.8430989333000021 62.55235532115001 59.615984903700003 149.11894257355002 -0.068524999999999989 222.56810966585002 0.12424000000000003 41.24714903835001 13.751109481500002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 -1 5 -5 6 7 8 9 10 -3 13 18 15 -15 16 17 -7 -13 20 -19 23 -23 -14 -25 27 -27 -26 29 -28
right_child=-2 3 -4 4 -6 11 -8 -9 -10 -11 -12 12 21 14 -16 -17 -18 19 -20 -21 -22 22 -24 24 25 26 28 -29 -30 -31
leaf_value=-0.042508965845039902 0.01638404642066256 0.021268049710968392 0.018840617175858977 -0.038923129335134025 0.014523708317267764 0.019097396631678622 -0.044849465884118631 0.042597363348484067 -0.044194644364056519 0.043853678060814465 -0.044446884791972605 -0.010918455833909902 -0.030058367279874158 -0.036114882864072703 0.014702170373246429 -0.020605719292197608 0.030326881692808717 -0.031472721464252014 -0.052454579539293451 0.027327594315283515 0.0039755590791053595 -0.041717058330587746 0.0005897374761644011 0.0065112707860532065 -0.0029484057083823791 -0.03673104041775236 -0.010456202420537604 -0.037087169627646063 -0.0017134588156093407 0.027575638369873434
leaf_weight=0.56173448322806407 1.5129918371676456 0.28684185381280192 0.23102089809253812 0.95430119395314139 0.72635979542246787 4.0450885815080238 0.6501611373896593 0.41781008196994651 0.5615866717416792 0.33078987151384354 0.40230899266316555 1.178712484208517 1.323714593425392 1.0089267394214401 0.74587100982898746 1.0065731219656289 3.094920049305073 1.5930368423578332 1.021710480446927 0.75450882967561472 2.0765201239846647 1.3575634966837231 2.8124698668834753 29.311944355227752 29.281647825031538 1.0534726157784557 2.9187675890425471 1.7848037180956442 9.8192573928390612 7.7935462098103017
leaf_count=200 44 16 8 66 24 91 97 4 110 3 46 28 28 63 33 48 45 107 24 7 34 44 44 436 782 10 98 41 233 86
internal_value=0.000495606 0.000275278 -0.0246308 0.000457568 -0.0158241 0.000714187 -0.0126271 -0.0021487 -0.0139698 0.00267225 -0.0170947 0.00105412 6.66593e-05 0.00723429 -0.0145153 0.0102704 0.012958 0.00661078 -0.0302047 -0.0048062 -0.0114133 0.000828287 -0.0131833 0.00152982 0.00203997 -0.00044927 0.00597047 -0.00490972 0.00816147 0.0172132
internal_weight=110.619 109.106 0.792755 108.313 1.68066 106.633 2.6495 1.99934 1.58153 1.01994 0.689151 103.983 89.6576 14.3254 1.7548 12.5706 11.5641 8.46915 2.20042 4.42407 3.66956 87.4572 4.17003 83.2872 81.9634 52.6515 21.585 31.0665 20.5316 10.7123
internal_count=2900 2856 208 2648 90 2558 276 179 175 65 62 2282 1854 428 96 332 284 239 52 148 141 1802 88 1714 1686 1250 427 823 417 184
is_linear=0
shrinkage=0.0418401


Tree=588
num_leaves=31
num_cat=0
split_feature=16 12 22 19 18 19 0 22 18 20 15 5 22 5 13 20 19 3 20 22 16 9 5 23 6 3 6 13 5 10
split_gain=0.786164 1.28653 0.900852 0.871438 0.864716 0.766309 0.820154 1.36484 1.23496 1.14136 1.01057 0.774833 0.901461 0.956013 1.41733 1.38861 1.45879 1.13841 0.84588 0.825504 1.10816 1.43211 0.950938 0.766191 0.886889 0.72381 0.696382 0.690293 2.2445 1.89738
threshold=13.534968349350001 176.04981466085005 -0.01762 11.450923895500003 13.849588037450003 11.850956171350001 98.615332683000005 -0.094344999999999998 17.108018746400003 47.833738492450003 23.304416445750004 23.721757872050002 -0.54972999999999994 25.763052016400003 117.67112391160002 41.621607100200002 14.451165964200003 92.913112988300014 41.21013581150001 0.11970500000000002 23.034946134300004 71.82068887245002 25.921337396950005 0.076580000000000023 13.200308423050002 108.3367972827 11.060258421150001 112.82921081865001 20.766972852450003 66.318885161900013
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 4 -4 -3 26 11 9 10 -8 -9 27 -13 14 15 16 -14 -15 -16 20 21 25 -23 -6 -25 -19 -2 28 -7 -29
right_child=5 2 3 -5 23 6 7 8 -10 -11 -12 12 13 17 18 -17 -18 19 -20 -21 -22 22 -24 24 -26 -27 -28 29 -30 -31
leaf_value=-0.0016069235195259469 -0.00045158587814115171 -0.0020528215487169237 -0.0020747143675319034 0.00016142469914961344 0.00089070975041963827 0.00016993095168741173 -0.0021164651555270237 -0.0018263737388848958 0.00095276177835881424 0.0004684727023089168 0.00016938104848526623 0.0013718158025873438 -0.0014758300376254278 0.0019563499728824682 -0.00057701962246809748 -0.0022346869281520423 0.001023682284051158 0.0014101818427335333 0.0012578189909720164 -0.002209703030487409 0.0012869652946076329 0.0010790618523098007 -0.0020588816786707444 -0.0013548037236900325 0.00099182885590696438 -0.00032232512878679491 0.0012543155976702126 0.0002690831233231949 -0.0015135645388311917 0.001553566136832166
leaf_weight=2.5019921934290315 1.1767116989940394 0.57134472765028288 1.4376533996546634 1.2548984339227898 5.0702466193761211 38.877895820070989 2.4647793836484202 1.661874050158074 3.3802688427676912 0.89525384944863606 2.3616983159445226 1.3786246301606322 2.1452124961651884 1.1977603994309891 2.1221038838848476 2.9492123123491183 1.5437386780977247 1.6356389904394713 1.7731219590641556 0.64815635373815972 2.1902753168251365 0.45403559692204032 2.0375262383895461 1.5561572542501383 1.0284362717065958 2.1402660441817716 4.2175938915461302 66.277852040715516 3.3034860780462614 4.7374083474278441
leaf_count=231 43 49 130 38 132 553 116 52 50 39 56 10 45 9 29 96 11 17 16 18 23 6 184 207 13 56 56 480 103 32
internal_value=0.000116153 -0.000338705 -4.80966e-05 -0.00103253 0.000274124 0.000156428 0.000129645 -0.000391291 7.90691e-05 -0.00142773 -0.000654934 0.000171054 -0.000163751 -0.000265348 -0.000680737 -0.0012317 -0.000429843 0.000159303 0.000258206 -7.70743e-05 8.6359e-05 -0.000333214 -0.00148706 0.000447803 -0.000421055 0.000428159 0.000882191 0.000236762 3.8086e-05 0.000354771
internal_weight=164.991 13.4207 10.9187 2.69255 8.22618 151.57 146.176 10.7639 7.40384 3.36003 4.02357 135.412 22.2157 20.837 10.5334 6.63816 3.68895 10.3037 3.89523 9.1059 8.45774 6.26747 2.49156 7.65484 2.58459 3.77591 5.39431 113.197 42.1814 71.0153
internal_count=2900 800 569 168 401 2100 2001 313 158 155 108 1688 520 510 197 152 56 313 45 304 286 263 190 352 220 73 99 1168 656 512
is_linear=0
shrinkage=0.00196078


Tree=589
num_leaves=31
num_cat=0
split_feature=19 18 2 15 16 22 16 18 21 15 18 6 22 7 6 7 18 20 0 23 21 13 6 19 16 3 5 17 17 21
split_gain=0.212054 0.274752 0.432993 0.262551 0.716327 0.964204 0.918976 0.843844 0.824437 0.443076 0.434916 0.389177 0.891749 0.910349 0.895058 0.716534 1.19124 0.815952 0.882466 0.844325 0.802287 0.631578 0.665579 0.467256 1.02972 0.782025 1.22287 1.10703 1.66453 0.97888
threshold=14.651182102100002 13.622618370000001 136.00952513250002 44.34858359035001 22.674946976100003 -0.063985 22.604947139800004 13.415872650200003 15.031613344500002 42.670190152050004 13.668531103750002 16.455384477450004 0.13860000000000003 23.147601011700004 16.565387047600002 22.087764922150004 12.543841250850003 42.072181850200003 85.872041144650012 0.088395000000000015 12.567475366050003 117.68187774410002 16.445384243750002 14.451165964200003 22.564947233300003 88.727183679150016 21.042547594650003 193.73902333365001 191.27887671285004 3.2403469905500004
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=3 2 -2 9 5 8 -7 -6 -5 11 -11 21 13 15 -15 16 20 18 -17 -19 -13 22 23 25 -25 26 -1 28 29 -27
right_child=1 -3 -4 4 7 6 -8 -9 -10 10 -12 12 -14 14 -16 17 -18 19 -20 -21 -22 -23 -24 24 -26 27 -28 -29 -30 -31
leaf_value=0.00084181343862965415 0.020308403697437749 0.02682147120639726 -0.020538118054394001 -0.051320564587538364 -0.016180948392694641 0.0383519665019725 -0.024134757892642598 0.046634952958738235 0.020243750336865624 0.025174447773447749 -0.005562364565263312 0.011188535518783124 -0.053638743727883902 -0.044264600957742387 0.004234047203503814 0.043658303512618915 -0.051663675568898115 0.014418597276989849 0.006092059824180456 -0.03703941387534096 -0.056896093438580722 -0.039432390296769031 0.032100753471153334 -0.036887523402717275 0.0048818092749481137 -0.01571675203050308 -0.045732715317804422 0.027435696544101648 -0.049221836271403446 0.020273901330595569
leaf_weight=42.833095892950951 1.4390763093251728 1.8070001238957045 1.271614860394038 2.4115203698165719 1.1082833155523988 1.1274442528374486 1.3397613887209443 1.1169611113145945 0.50674106215592463 3.6258990969508877 1.7880212805466724 3.2721109319245509 0.97889386728638683 2.5005268417298785 1.6385027407668529 2.5044137774966639 1.516125757305417 1.6564756731968375 4.6410113871097565 1.6613443754613397 0.52204383834032331 0.95354741998016734 1.9040546636097122 2.5315017546527079 3.9014030378311872 2.8107729638286418 1.5184528662939545 7.1476435402291818 1.453093850868753 6.5391171613882761
leaf_count=1625 22 19 20 100 34 17 34 13 12 39 28 174 29 41 25 22 83 15 42 26 30 10 15 30 40 61 66 85 16 127
internal_value=0.000595573 0.0114163 0.00114685 0.000132251 -0.00899272 -0.0190508 0.00441993 0.0153495 -0.0388938 0.000841637 0.0150232 1.14639e-05 -0.00611322 -0.00377689 -0.0250656 0.00180935 -0.0134495 0.0095535 0.0192587 -0.0113482 0.00182066 0.00179871 0.00235528 0.00153129 -0.0115554 0.00288254 -0.000752747 0.0118644 0.00156191 0.00945436
internal_weight=110.026 4.51769 2.71069 105.509 7.61071 5.38547 2.46721 2.22524 2.91826 97.8981 5.41392 92.4841 20.8914 19.9126 4.13903 15.7735 5.31028 10.4632 7.14543 3.31782 3.79415 71.5927 70.6391 68.7351 6.4329 62.3022 44.3515 17.9506 10.803 9.34989
internal_count=2900 61 42 2839 210 163 51 47 112 2629 67 2562 487 458 66 392 287 105 64 41 204 2075 2065 2050 70 1980 1691 289 204 188
is_linear=0
shrinkage=0.0510028


Tree=590
num_leaves=31
num_cat=0
split_feature=16 12 22 6 19 21 6 20 22 19 6 9 12 0 0 23 9 12 15 9 9 10 21 9 23 21 23 22 20 6
split_gain=0.999359 1.07298 0.982204 0.793025 0.960573 0.905052 0.760924 1.2269 1.11066 1.1721 1.09989 0.990838 0.947069 0.926807 1.67815 1.50984 1.15686 1.70542 1.08876 1.48603 1.63035 1.47051 1.09333 0.950631 0.897977 0.872651 0.922762 1.67387 1.1408 2.50019
threshold=13.534968349350001 176.04981466085005 -0.01762 5.1551204485500008 11.850956171350001 20.770927814650005 13.665319288000001 47.480720532750006 0.06041500000000001 13.351077205700003 13.775321858200002 193.75542554275003 206.66000365515004 93.972365491700018 86.530713386650021 0.12064000000000002 188.53841931785004 93.660658182900008 29.049007317550004 206.08249486475003 202.89977928865002 71.787208999250012 1.0652877397500002 213.24207352880003 -0.25445999999999996 13.915737982950001 0.11308000000000003 0.15675000000000003 41.24714903835001 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=1 -1 -3 5 -5 -2 7 8 9 11 -8 12 -6 14 15 24 -16 -18 19 20 -15 22 -20 -21 -12 26 27 28 -19 -30
right_child=3 2 -4 4 6 -7 10 -9 -10 -11 13 -13 -14 18 16 -17 17 25 21 23 -22 -23 -24 -25 -26 -27 -28 -29 29 -31
leaf_value=-0.0015450296750105239 -0.0019698391181485757 0.0002045195694796555 -0.0011444164876217742 0.0010684620910123854 -0.0020690809254911235 0.0012770933588515147 0.0013368876184319538 0.00087643945798085324 0.00045523627960535561 -3.9047557267915428e-05 -0.0010372324753306834 -0.0020805053397611639 0.00052082379242187737 -1.6656138942145392e-06 0.0015164849728345705 -0.0011071933178498738 -0.00094647749693515138 0.00081477521381439035 -0.00020724626771763426 -0.0018171421468626617 0.0017985401774881094 0.00097605206184414681 -0.0021489491530697576 0.0001487832691601954 0.00017559213961125658 0.0016420168951490576 0.0012636826496493147 -0.0011182781211529806 0.00047043077334442206 -0.0015655595746099928
leaf_weight=2.3802161608764427 1.2433529373374756 8.2793764776724839 2.627803765150019 4.4678577585145822 0.82040315028279875 0.42590851010754693 3.1455219285562626 2.997958072461187 3.4007510468363753 4.0501234913244843 2.3792698146426039 3.2512449324131012 1.4333503660745917 6.345186856575312 3.9270639494061461 4.0825291720684609 3.1026017293333998 16.770655213389549 1.7345198644325126 2.0062108947895463 2.6294884197413921 1.2126794685609636 2.8040386199718341 1.6618874445557592 43.523620825668338 2.4592735511250785 4.6470841765403739 2.6443532146513453 11.472388898953794 2.7662759786471716
leaf_count=231 169 401 168 65 31 14 33 33 57 84 102 132 29 59 27 58 29 132 26 42 17 22 110 24 608 14 28 34 87 34
internal_value=0.000128386 -0.000375658 -0.000120472 0.00017575 0.000191484 -0.00114139 0.000162518 -0.000231773 -0.00048821 -0.000823991 0.000215239 -0.00140149 -0.000421944 0.000184868 0.000259342 1.30918e-05 0.000516906 0.000427413 -0.000211004 0.000104436 0.000525776 -0.000904426 -0.00140688 -0.00092645 0.000112728 0.000531992 0.000460717 0.00034984 0.000475035 7.48803e-05
internal_weight=154.693 13.2874 10.9072 141.406 139.736 1.66926 135.268 15.9538 12.9559 9.55512 119.315 5.505 2.25375 116.169 97.7751 49.9854 47.7897 43.8626 18.394 12.6428 8.97468 5.75124 4.53856 3.6681 45.9029 40.76 38.3008 33.6537 31.0093 14.2387
internal_count=2900 800 569 2100 1917 183 1852 366 333 276 1486 192 60 1453 1153 768 385 358 300 142 76 158 136 66 710 329 315 287 253 121
is_linear=0
shrinkage=0.00192234


Tree=591
num_leaves=31
num_cat=0
split_feature=3 23 7 3 13 21 3 3 20 22 18 17 4 23 9 3 7 9 7 12 10 14 6 16 13 21 21 23 8 6
split_gain=0.200708 0.326984 0.279449 0.320027 0.819299 0.896348 0.531546 0.748539 1.3472 0.673459 0.444358 0.803749 1.17738 0.781525 0.434361 0.410283 0.525048 0.688506 0.482043 0.370006 0.899715 0.896599 0.771784 0.741237 0.738861 0.811519 0.783089 0.634607 0.702213 0.574363
threshold=108.42013948475001 0.070195000000000021 19.041006859700005 93.883646373400012 117.59047016770002 15.440607301650003 93.770731131900007 93.58791597905001 40.532725462000009 -0.091779999999999987 13.278511569200001 184.59783591905003 242.83931210760002 0.088565000000000019 186.14781787895004 93.964300117300013 22.477322886550002 205.70977008025002 22.726915405250001 214.84291680595001 61.998532946250002 284.7527778226501 16.515385879350003 22.664946999500003 95.99139754765001 14.941253073700002 21.991168361800003 0.25847000000000003 8.6432548896500023 15.710367070250003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 -2 -1 6 5 -5 7 10 -9 -8 11 -4 13 -13 -6 -16 17 -17 -18 20 -12 -21 23 27 26 -26 -22 28 29 -23
right_child=1 -3 3 4 14 -7 9 8 -10 -11 19 12 -14 -15 15 16 18 -19 -20 21 24 22 -24 -25 25 -27 -28 -29 -30 -31
leaf_value=0.01865018315879368 -0.037545802258111896 0.026781293332442124 -0.012136527250708028 -0.040374708306800434 0.017891284634198697 0.034866613028216531 0.03980304471957951 0.0037087506077669108 -0.058407023852010451 0.0030253558192655434 -0.040160508077731132 0.049628147036615632 -0.015250383293672592 0.013940724264370322 -0.037144307789840431 -0.037743483498178257 0.040386526613860857 0.011441553997384895 -0.0037834503362056664 0.044542357952310804 -0.04820630849862266 -0.00032266319652358424 -0.047418020497572738 0.036314850004253392 0.0011619429353228114 -0.036722492962308888 0.046494041507164956 -0.048396227317071779 -0.03379605360347368 0.017164491581109598
leaf_weight=2.1484689048374994 0.77917548518598667 0.2646882674889639 2.8381657408899619 2.6708063837722871 2.5587850243318808 0.4647561004385351 1.9878350049257276 2.1244893772527571 1.4819810525514183 3.3308369559235862 1.5458911955356587 2.692604895681141 1.9446049472317097 3.5664554312825203 0.93277337821200479 1.5950577006442475 1.0955083873122933 1.2847399562597273 1.4165596846723927 1.3413649573922182 1.4341813886494481 14.760944094487074 0.74853557534515758 1.6679143854416896 42.121563956694445 1.46282243245514 0.2575231660157441 0.61286521997317223 1.2169150635600079 6.8872009795159093
leaf_count=60 125 12 49 216 38 11 16 25 45 35 16 25 25 32 18 31 14 25 40 11 355 709 17 27 761 47 6 14 21 74
internal_value=0.000586076 -0.0212346 0.000796608 0.00043489 -0.00724813 -0.0292224 0.00141699 0.0004964 -0.021816 0.0167709 0.00144199 0.0107995 0.0187346 0.0292932 0.000508071 -0.00652473 -0.00122765 -0.015801 0.015479 4.68018e-05 -0.00264881 0.00468094 0.00261606 0.00410546 -0.00136803 -0.000109572 -0.0337904 0.00181725 0.00316315 0.00524075
internal_weight=109.236 1.04386 108.192 106.044 12.019 3.13556 94.0247 88.706 3.60647 5.31867 85.0996 11.0418 8.20367 6.25906 8.88342 6.32464 5.39187 2.8798 2.51207 74.0577 46.822 27.2357 25.8944 25.1458 45.2761 43.5844 1.6917 23.4779 22.8651 21.6481
internal_count=2900 137 2763 2703 393 227 2310 2259 70 51 2189 131 82 57 166 128 110 56 54 2058 1185 873 862 845 1169 808 361 818 804 783
is_linear=0
shrinkage=0.0500028


Tree=592
num_leaves=31
num_cat=0
split_feature=13 0 23 13 16 13 20 10 10 18 20 6 20 20 21 2 23 20 5 5 20 22 22 9 9 23 23 23 22 22
split_gain=0.734348 1.20133 1.45973 1.04912 1.02623 2.33973 2.18715 1.25897 1.54791 1.9474 1.49065 1.55601 0.940941 0.887765 1.40241 1.54256 1.26987 1.18886 1.03962 1.5047 1.08708 1.02585 0.804983 0.795663 1.46042 0.792967 0.870778 1.0234 1.47132 1.07615
threshold=109.41218053485001 86.530713386650021 0.12064000000000002 108.84491586935002 19.214955067100004 112.82921081865001 38.994321257850011 66.318885161900013 64.434276012450013 13.5538556217 41.322103772800006 16.435384010100005 43.162556114600001 42.131954243650007 3.4240268213500005 100.60547560250002 0.10211000000000002 48.680511450650009 24.437854605800002 30.133297129900004 38.115457128050004 -0.08725999999999999 -0.079074999999999993 197.58039077460003 201.78065190905002 0.25847000000000003 0.11906000000000001 0.095845000000000027 -0.58350999999999986 -0.030985000000000002
decision_type=2 2 2 2 2 2 2 2 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 13 25 -3 6 -6 8 10 -10 23 12 22 18 21 -16 17 -17 -2 20 -20 -15 -12 -7 -25 26 27 -1 -29 -30
right_child=1 4 -4 -5 5 7 -8 -9 9 -11 11 -13 -14 14 15 16 -18 -19 19 -21 -22 -23 -24 24 -26 -27 -28 28 29 -31
leaf_value=8.7882609625283099e-05 0.00054177413126053008 0.0010567895287460717 -0.0011398698027437848 -0.0013810904260644515 1.9712793981942107e-05 0.0019926198794058846 -0.0021654345431672307 0.0014874727886980939 0.00037751383123862259 -0.0016002070695464738 -0.00041477532047382135 -0.00097936713898285612 0.0014974195668762246 0.0016215691293702931 0.00024428342940445793 -0.0019337219247993673 0.00052220557740097694 2.0877064059145124e-05 0.00032578572026602617 0.0011578790839280892 -0.0017668437989428471 -0.00030232149636173311 0.00076294399206841058 -0.00046452226747096506 0.001546420278613314 -0.0020425776494015281 0.0011575858524477099 0.00096300449719026622 -0.0016423667286050141 -1.7447014869040157e-05
leaf_weight=41.502912915384513 18.497730030678216 7.6046856679022303 3.7019792957580639 2.042095470824278 5.4986107489094129 3.1764405108988338 2.3106411593034863 4.1618184112012377 4.7699391804635516 2.8103257045149803 3.662733640521763 2.9069316433742634 2.8761771991848937 2.1490169133758177 5.2014469692367111 4.6179854789515957 1.405281536397524 1.4530743448995052 1.3622507302789011 1.5732101624598724 2.4996886007138528 1.8165566540556053 4.7150456001982093 2.0257999636232853 3.4971008216962218 0.66918117528257326 2.2929456572164773 1.5981325936736537 4.0505781408282928 2.2528295116499057
leaf_count=1372 164 52 58 66 48 21 42 33 32 28 27 34 16 18 48 189 25 23 58 45 76 33 35 14 33 34 40 21 143 72
internal_value=0.00011851 0.000219113 -6.97518e-06 -5.58429e-05 0.000419264 0.000304951 -0.00062684 0.000515243 0.00038232 -0.000355711 0.000627045 0.000249843 0.000567351 9.63846e-05 -0.000237902 -0.000543872 -0.00109221 -0.0014659 0.000328854 -0.000395789 -0.00102869 0.00074027 0.00024805 0.00124106 0.000808807 -4.16334e-06 2.22223e-05 -3.04719e-05 -0.00065213 -0.00106162
internal_weight=148.703 94.2945 44.2782 54.4087 50.0163 42.4116 7.80925 34.6023 30.4405 7.58026 22.8602 14.1609 11.254 40.5762 16.6434 12.6778 7.47634 6.07106 23.9329 5.43515 3.86194 3.96557 8.37778 8.69934 5.5229 52.3666 51.6974 49.4045 7.90154 6.30341
internal_count=2900 1152 737 1748 415 363 90 273 240 60 180 112 78 679 336 285 237 212 343 179 134 51 62 68 47 1682 1648 1608 236 215
is_linear=0
shrinkage=0.00188464


Tree=593
num_leaves=31
num_cat=0
split_feature=6 6 23 16 19 12 10 20 23 23 20 17 22 13 23 0 23 18 23 19 9 18 3 7 20 5 18 23 22 23
split_gain=0.614926 1.17481 0.931162 1.48385 1.34875 1.30761 1.21138 1.04186 1.0029 1.51554 0.869301 0.924349 0.897501 0.737987 0.681304 0.669642 1.33995 1.41651 1.15487 1.68021 2.21322 1.57315 1.13193 1.73791 1.22093 1.6878 1.10022 1.50931 1.52254 1.19921
threshold=13.075305502400001 12.380289263450001 -0.21013499999999999 12.644970430600003 11.950964240300001 211.56805207830004 78.285212300550015 48.008184682100008 0.083905000000000021 0.096845000000000028 47.833738492450003 234.67375690460003 -0.59967499999999996 98.238948544700023 -0.22831499999999999 87.181320254150009 0.12064000000000002 13.228319457400001 0.093295000000000031 14.351157895250003 66.290220196950017 13.788608055100001 93.017962855400015 23.789355599150003 44.921040431000009 21.446355970350002 13.482409244300003 0.11308000000000003 0.18145000000000003 0.094625000000000029
decision_type=2 2 2 2 2 2 2 2 2 2 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 6 -1 -5 -4 -6 10 11 12 -10 -8 -7 16 18 -18 19 20 -2 -21 -22 24 25 -24 -17 28 29 -28
right_child=15 -3 3 4 8 14 13 -9 9 -11 -12 -13 -14 -15 -16 26 17 -19 -20 21 22 -23 23 -25 -26 -27 27 -29 -30 -31
leaf_value=-0.0020279003897481175 0.00077042857107273422 -0.0015650214494397825 -0.0018505050950214251 -0.0011783642920389266 -0.0011962157745789063 0.00032169424602167696 0.00020761501542651331 0.00012776785298059006 0.0015600196973426655 -0.0017209087398128854 0.0015231374027238509 0.0010527133061875931 -0.0012407664536819019 0.0017739696013483028 0.0017863166676642254 0.00094243971763573067 -0.00020701260500228567 -0.0024964785044408037 0.0005006522834627282 0.00040675099444362038 -0.002820034341647619 -0.0014116936975683283 -0.00017411704825992172 0.001572129433970227 0.00013466387357911907 -0.0022429910228010564 0.0003368742631278617 0.0010946756854200935 -0.001374423821648668 -0.00042023037890329584
leaf_weight=0.6081999350572066 3.4066724390722802 2.0852372206281862 3.1272646638826727 0.99008384882472711 3.6507958021247751 2.5590827683336101 1.8312964309006927 1.5214922383893279 0.5414982140064234 1.5361325999838298 1.9954909896478055 1.8765451684594152 2.3440282333176574 3.1382258180528879 2.3355063826893456 8.9871548830997181 2.9993987591005853 1.5896337861195204 18.602134210523218 20.156609758967537 1.2162074134685088 2.0116002163849762 2.3289438122883421 1.048243842087685 2.3040871969424188 4.3434608379320707 35.887174061499536 6.4440855258144429 2.6016423599794498 10.367035302566363
leaf_count=80 46 76 397 23 179 62 75 96 4 52 14 26 87 26 31 65 38 26 187 198 14 30 23 10 52 285 433 75 42 148
internal_value=0.000106169 -0.000145087 -3.95503e-05 -0.000216001 4.02805e-05 0.000683622 0.000802174 -0.00120304 -0.00033986 3.70985e-05 0.00043673 -1.85171e-05 -0.000715171 0.00119676 0.00102055 0.000167097 1.81314e-05 -0.00100008 0.000102447 -9.87562e-05 -0.000614076 0.000241741 -0.00103366 -0.000816939 -0.00109593 -0.00152087 0.000306145 0.000202737 8.50904e-05 0.000167183
internal_weight=154.435 30.1409 28.0556 22.5529 17.9041 5.50279 5.95961 4.64876 11.9445 8.2937 6.75756 4.76207 2.88553 4.96952 4.89459 124.294 60.007 4.58903 55.418 36.8158 14.6476 22.1682 11.2409 10.0247 8.97649 6.6724 64.2871 55.2999 48.8559 46.2542
internal_count=2900 1228 1152 979 486 173 124 493 362 183 131 117 91 101 93 1672 909 64 845 658 430 228 384 370 360 308 763 698 623 581
is_linear=0
shrinkage=0.00196078


Tree=594
num_leaves=31
num_cat=0
split_feature=20 20 23 7 7 23 23 9 16 5 14 22 7 16 16 13 21 23 22 19 15 6 6 17 20 20 22 16 15 22
split_gain=0.209886 0.356553 0.369493 0.487855 0.481765 0.406979 0.761348 0.64769 0.976035 1.11485 0.631923 0.572756 0.517544 0.517264 0.764934 0.665163 0.53749 0.485716 0.444694 0.435942 0.507772 0.468862 0.860791 0.725511 0.607117 0.645051 0.59565 1.24226 1.1702 2.17246
threshold=49.275256100300005 48.852845034800005 -0.27223499999999995 23.564264519350004 23.974509389900003 -0.10585499999999999 1.0000000180025095e-35 192.09062119805003 22.624947093000003 22.665750084250003 162.85769004780002 -0.23955999999999997 24.176224535650004 12.644970430600003 9.6249774926000011 95.99139754765001 18.904039828500004 0.07950500000000002 -0.26138499999999998 11.950964240300001 20.203197038850004 13.665319288000001 13.825323026450002 242.64190980425005 34.997818021800008 47.833738492450003 -0.096499999999999989 22.634947069650003 39.283112803100003 -0.060760000000000002
decision_type=2 2 2 2 2 2 2 2 2 2 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 11 9 12 -7 -4 -9 14 15 16 -8 -15 -12 20 -19 23 -23 24 -21 -26 27 -24 29 -28
right_child=-2 -3 5 4 -6 6 13 8 -10 -11 18 -13 -14 17 -16 -17 -18 19 -20 21 -22 22 26 -25 25 -27 28 -29 -30 -31
leaf_value=-0.035089628889373281 -0.013019050841596774 0.019214360343677052 -0.021543709944757836 0.043857874819293929 -0.021985665814940339 0.0012618511033153895 -0.047128313300168583 0.014395159862583422 0.033508532943321866 -0.059944299476273201 0.0088077964833628911 0.021806214865357557 -0.02692252279466141 0.016321015095697684 -0.046667828648879819 0.046747596981380424 0.041659731937015623 0.029240790971260543 -0.038899114366763146 0.021400912701905916 -0.010783440686918904 0.029472273598974828 0.011067801011454249 0.030918708035856626 -0.026301325448317404 0.022149081760804504 -0.023511016531115668 -0.019388884266518022 0.0056777831217490289 0.0028856356367727527
leaf_weight=1.3381304795911995 2.2827357048226977 2.1275404379121019 0.69368966814363364 0.41560358938295383 0.50473580529796891 2.1796671015326856 0.50753537061245813 1.6528034373186535 1.0722031355835495 0.88157906848937262 0.48021218455687664 6.3264174295400135 0.99684781569521863 4.279819458432029 1.1402485607759443 0.47528554499149323 0.19303297181613743 2.1777346894887155 2.4222415593831101 0.7898842598660839 0.92684477040893387 2.1306543648242942 18.149608343839635 0.7604454238899051 5.1027915586018935 0.63360198726877559 11.658601307077324 3.236699125613085 19.446328305872157 14.164623188844439
leaf_count=115 219 45 71 5 39 31 181 19 13 19 15 209 43 99 209 6 5 47 150 33 34 31 247 16 234 8 197 54 291 215
internal_value=0.000569314 0.000859573 0.000486732 -0.0176332 0.00774773 0.000886064 -0.000134766 0.00886542 -0.00433654 -0.0158276 -0.0171667 0.0175226 -0.00114932 0.000874379 -0.0202375 0.00539257 -0.0226639 0.00146027 -0.031006 0.000656999 0.0172919 -2.18781e-05 0.00113534 -0.010946 -0.0158241 -0.0209498 0.000229547 0.00645835 -0.00271307 -0.00903186
internal_weight=109.148 106.865 104.738 2.25847 0.920339 102.479 90.8559 11.6235 4.60343 3.53123 5.08212 7.02011 2.64965 85.7737 2.3161 1.17585 0.700568 83.4576 2.90245 79.1778 3.10458 76.0732 68.7865 7.28672 6.52628 5.73639 66.6559 21.3863 45.2696 25.8232
internal_count=2900 2681 2636 159 44 2477 2103 374 94 81 196 280 62 1907 401 192 186 1506 165 1407 81 1326 1035 291 275 242 1004 301 703 412
is_linear=0
shrinkage=0.045289


Tree=595
num_leaves=31
num_cat=0
split_feature=13 5 5 9 23 23 4 2 20 16 20 18 17 13 16 10 5 13 20 21 21 10 20 22 9 3 10 5 10 9
split_gain=0.751213 0.721115 1.21341 0.845454 0.808213 1.31549 1.00742 1.14558 1.07208 0.834398 1.41717 1.35153 0.752572 0.749998 1.76006 1.59404 1.27244 1.39424 1.30158 1.31066 1.29989 1.26742 1.41887 1.13851 1.33015 0.981157 0.923327 1.46339 1.39788 1.86117
threshold=73.376087754350024 23.606333875400001 23.524801812050004 226.28914430085004 0.099425000000000027 0.11207500000000002 227.22863097060005 317.41815758785003 48.315732392000008 22.634947069650003 41.261521012900012 13.415872650200003 160.48375154475005 112.82921081865001 19.974953289850003 66.318885161900013 20.950952025950006 109.57886493895002 38.238138001450004 1.0085888034000001 13.996357022800002 65.630639880500027 36.82350895510001 -0.033594999999999993 191.40721473735002 86.302194445500007 64.321360770950022 19.915533535850003 62.837331883000012 197.58039077460003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=-1 2 13 4 6 -6 12 8 9 10 -8 -11 -3 14 16 21 17 18 19 23 -18 22 -15 24 -2 -19 27 -24 29 -29
right_child=1 3 -4 -5 5 -7 7 -9 -10 11 -12 -13 -14 15 -16 -17 20 25 -20 -21 -22 -23 26 -25 -26 -27 -28 28 -30 -31
leaf_value=-0.0020232926158912767 0.00060073836299265142 2.9960750164642377e-05 0.0017648509429371087 0.0012916909136675466 0.00092970163657225434 -0.0013293095261831072 0.00021974451505391474 -0.0018809806076847322 0.00099276537771527925 -0.00089996519110704986 -0.001924813994087715 0.0011379932598318103 -0.002080548003404552 0.0016596710907273013 -0.001478910461419153 0.0014700787338056667 -0.001650963292708491 0.001563347661174649 0.0001633183595807762 -0.0017966172368331444 0.001030101708601986 -0.00090692351226282766 0.0017032990756573423 0.00058049058200855606 -0.0021166836674452452 0.00023052745613143149 -0.0008033132742924536 0.00038792430430959043 0.0012225772910390142 -0.00043752941557017401
leaf_weight=0.58119170325517089 1.0394730704429096 0.83799347997411233 1.6867178734391917 1.2888387460261572 3.7757827907335004 1.2087152830790726 1.9854997299844379 1.3882729365723196 2.6159135382622472 2.1781259225681424 2.4388412652770057 2.4626276670023799 2.1140379764838144 2.5747798196971408 2.6840846175327888 3.8998832143843165 2.7140310364775355 3.8514552339911452 43.803123819147004 2.4783445944776759 0.84146300144493569 3.3104802668094626 2.4643624126911154 3.2758459919423313 1.6640159658854825 3.9984950702637434 2.9188503865152589 28.981787514872849 4.4318825267255297 14.584114467725156
leaf_count=145 73 47 11 12 51 32 48 50 24 54 117 23 136 19 47 32 116 22 1079 120 14 24 19 90 73 28 25 206 41 122
internal_value=0.000115313 0.000123411 0.000176659 -0.000189956 -0.000280864 0.000381903 -0.000487062 -0.000262457 -7.00974e-05 -0.000376808 -0.000962406 0.000181483 -0.00148144 0.000155976 1.60437e-05 0.000302962 7.9069e-05 0.000143868 3.26262e-05 -0.000644241 -0.00101645 0.000226163 0.000293199 -0.000166598 -0.00107185 0.000884455 0.000227288 0.000286901 0.000214178 0.000111596
internal_weight=154.079 153.498 131.203 22.2946 21.0058 4.9845 16.0213 13.0693 11.681 9.06509 4.42434 4.64075 2.95203 129.516 66.3503 63.1661 63.6662 60.1108 52.2608 8.45768 3.55549 59.2663 55.9558 5.97934 2.70349 7.84995 53.381 50.4621 47.9978 43.5659
internal_count=2900 2755 2161 594 582 83 499 316 266 242 165 77 183 2150 1662 488 1615 1485 1435 356 130 456 432 236 146 50 413 388 369 328
is_linear=0
shrinkage=0.00188464


Tree=596
num_leaves=31
num_cat=0
split_feature=16 6 23 19 23 7 22 21 6 16 16 19 23 23 10 8 21 20 16 5 0 23 6 6 2 5 23 23 21 20
split_gain=0.944203 1.25102 1.17901 1.62113 1.56158 1.25269 1.14303 1.20742 1.55216 1.02138 2.31922 1.18379 1.74727 1.64888 1.39488 1.05749 1.59771 1.07973 1.17152 1.56474 0.988405 1.59298 1.25434 1.50862 1.34964 2.51645 1.50127 2.22959 2.08746 1.34386
threshold=18.594956516900002 15.675366252400002 -0.17732499999999998 10.250827068050002 -0.22831499999999999 21.625971243150001 -0.15895000000000001 12.749485150050001 11.995280267800002 9.6249774926000011 12.644970430600003 12.651020723000002 0.083565000000000014 0.09254500000000003 71.343613407700005 1.9484794260000002 20.770927814650005 41.840895355800008 15.444963882950001 15.941372635650001 86.530713386650021 0.12064000000000002 16.375382608200002 16.285380505300001 100.60547560250002 21.746930049350002 0.091975000000000015 0.087265000000000023 3.4240268213500005 41.902916368500009
decision_type=2 2 2 2 2 2 2 2 2 2 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 -1 -7 -11 15 -13 -14 -15 16 -12 18 19 -17 21 22 23 -2 -24 -26 27 28 -27 -30
right_child=20 -3 3 5 -6 9 -8 -9 -10 10 11 12 13 14 -16 17 -18 -19 -20 -21 -22 -23 24 -25 25 26 -28 -29 29 -31
leaf_value=0.0012342142516733291 0.0001421930366575815 -0.0015124848721625973 -0.002018840075266707 -0.001227582938013569 0.0015041898531928787 0.0011768665644931509 -0.0011749147786045506 0.0014993335806115031 -0.001764872089520626 -0.0017209008615522491 -0.0019942068498783796 -0.0016235263008063871 0.00062340102252602162 0.00068665530332740442 -0.0014529340964485036 0.00043757348219715262 0.0019077031049686667 0.0011740282951036287 0.0011458615720798659 -0.0013560522910122134 0.0003820440293019741 -0.0010996374311803316 0.00069751371480289838 -0.0023185774126253467 -0.0017296203839625309 0.0010499427620091217 0.00068203147021410977 -0.0022057777673751911 0.00029332157680954856 -0.0012701079629870602
leaf_weight=1.1662517536315138 2.0798157160170372 2.1840262000332578 1.6832651450094989 3.3336188648827365 3.9384132531704363 2.5472917938604942 2.1514804626931436 2.3543508825823665 1.4070883003296328 2.9365001919504712 1.4501701843400976 3.1183342103613532 6.732114931335671 1.6130519011057911 3.7290507203433663 4.7526040812954324 0.52935298811644305 6.1920254970900706 3.1919684847816825 2.8905429840087891 61.16009508818388 4.2982867212267584 14.330904241651295 1.6518805129453538 2.8772125337272909 4.7838270305655923 11.585234540048985 1.8666870919987548 3.7718321029096824 4.4037861668039113
leaf_count=37 22 197 251 109 45 60 106 19 49 205 127 114 124 21 115 69 6 62 29 44 523 58 105 28 26 57 106 48 33 105
internal_value=0.000114262 -8.52911e-05 -2.93476e-05 -0.000168178 0.000533905 -9.57602e-05 -5.90114e-06 0.000504502 -0.00040567 -6.80026e-07 -8.14528e-05 5.93177e-05 -0.000340716 -9.41237e-06 -0.000806883 0.000379076 -0.00095078 0.000533681 0.000167736 -0.000240753 0.000216687 2.08812e-05 0.000122596 -0.000947097 0.000214109 -2.24206e-05 0.000163559 -0.000241579 4.13459e-05 -0.000548818
internal_weight=170.711 57.9015 55.7175 44.6999 11.0176 43.0166 7.07917 4.92769 2.57334 39.683 37.1357 34.1992 15.1926 12.0742 5.3421 19.0067 1.97952 17.0271 10.8351 7.64315 112.81 51.6495 47.3512 3.7317 43.6195 29.2886 26.4114 14.8261 12.9594 8.17562
internal_count=2900 1789 1592 1336 256 1085 211 105 86 976 916 711 374 260 136 337 133 204 142 113 1111 588 530 50 480 375 349 243 195 138
is_linear=0
shrinkage=0.00192234


Tree=597
num_leaves=31
num_cat=0
split_feature=20 15 20 13 6 15 7 23 23 22 13 5 7 19 15 21 16 16 22 5 21 22 22 6 6 5 23 2 5 20
split_gain=0.211402 0.722788 0.295498 0.673366 1.07437 0.684003 0.442924 0.277445 0.786793 0.321952 0.293579 0.877393 0.618021 0.382365 0.405982 0.600096 0.780458 0.661946 0.978694 0.513844 1.11001 0.503468 1.16409 0.861443 0.62742 1.07196 0.550927 0.512205 0.499104 0.492899
threshold=32.785955158400007 36.282341310300005 35.461062230100005 113.85351336640001 15.610364733650002 23.304416445750004 20.627182001100003 -0.27223499999999995 -0.54481999999999997 0.68694500000000025 118.08514646370001 31.302824910800002 20.861721588400005 14.651182102100002 45.169600924000008 15.294585115650001 22.674946976100003 22.604947139800004 -0.063985 22.963361893800002 15.568130226050002 0.072320000000000023 0.048530000000000011 16.445384243750002 15.545363214900002 18.553574773300003 0.087605000000000016 45.36220315740001 17.886193876600004 42.178283198950005
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 3 4 5 6 -2 8 -4 10 13 12 -12 14 19 16 17 18 -16 21 29 22 27 24 25 26 28 -9 -23 -21
right_child=2 -3 7 -5 -6 -7 -8 9 -10 -11 11 -13 -14 -15 15 -17 -18 -19 -20 20 -22 23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.042590237895987482 0.043819221545898873 0.030035922496283417 0.011692831776120585 0.035401567245310989 -0.048611642362479647 0.027732954766887103 -0.048949969559447255 0.033769936109521503 -0.044366033954742833 0.02298727101778297 0.0037825425526921601 0.028588735994115499 -0.053250024011393643 0.015146000007054379 -0.050340556313174863 0.026569397853398236 0.0099775070508812246 -0.052461486274578431 0.030829866042941637 0.026023773614323883 -0.03200492335642028 -0.029055784859920393 0.033096806204210932 -0.059438669435593269 0.0184293955296118 -0.044526369207964073 0.019805469800226991 -0.00078424609730187408 0.026927759535948545 0.0041485328010771247
leaf_weight=0.89360668567496648 0.14782110400847148 0.46128633618354797 1.1190096751088279 1.7725104955025015 0.78904915379825968 1.9934865050017831 0.50333837421931094 0.96643764525651832 1.1044914316735219 1.4154053605161596 0.65857783675892223 0.72174331126734603 1.1734845965402199 3.9410813250578931 0.63064027880318463 0.73807724053040136 1.3796821895521132 1.6802644845156463 0.6913064508698874 5.1146542213973571 1.1954684582015023 1.5813637339015256 2.4031898050452574 0.75732320873066772 1.6980854813009498 1.7708508598152546 1.6979131864791268 65.67472133175761 0.45536393672227848 4.1362574156664778
leaf_count=164 3 4 50 25 21 24 71 8 79 37 19 11 44 44 31 17 29 77 13 119 26 128 53 14 16 34 65 1520 7 147
internal_value=0.000632369 -0.017864 0.000864601 0.0118161 -0.000359 0.0140375 -0.0278902 0.000309463 -0.0161536 0.000673764 0.000354961 -0.0154136 -0.0327483 0.00077221 0.000160269 -0.0127358 -0.0193563 -0.0328368 -0.00789283 0.000915288 0.0107215 -0.000415007 0.0008787 -0.0116352 -0.0066096 -0.0143325 -1.54943e-05 -0.000283137 -0.0165392 0.0162429
internal_weight=109.266 1.35489 107.912 5.20621 3.4337 2.64465 0.651159 102.705 2.2235 100.482 99.0665 2.55381 1.83206 96.5127 92.5716 5.11997 4.38189 3.00221 1.32195 87.4516 10.4464 77.0052 69.0443 7.9609 7.20358 5.50549 3.73464 66.6412 2.03673 9.25091
internal_count=2900 168 2732 144 119 98 74 2588 129 2459 2422 74 63 2348 2304 167 150 121 44 2137 292 1845 1581 264 250 234 200 1528 135 266
is_linear=0
shrinkage=0.0471187


Tree=598
num_leaves=31
num_cat=0
split_feature=9 9 23 2 22 9 6 22 20 0 13 22 22 0 6 5 7 16 6 6 8 2 9 10 16 16 17 23 15 16
split_gain=0.205209 0.560157 0.763156 0.513889 0.82974 0.462303 0.504083 1.05202 0.98033 0.764487 0.825174 0.623429 0.409885 0.621254 0.739511 0.601725 0.519351 0.532583 0.392558 0.686883 0.373677 0.64194 0.331004 0.541783 0.297997 0.54109 1.13531 0.66224 0.525948 0.585032
threshold=216.18094582280003 217.83997408180002 0.072890000000000024 357.36576196840008 -0.037524999999999996 207.37918994975004 14.835346625500001 0.06041500000000001 42.178283198950005 87.29692395375001 112.82921081865001 -0.093604999999999994 -0.0086649999999999991 91.821598987350015 14.275333540900002 18.895511665650005 26.565321014450003 17.654958715000003 13.775321858200002 13.200308423050002 8.8430989333000021 50.734033752200013 206.36238950785003 69.873026810350026 22.744946812400002 22.674946976100003 187.45953903175004 0.089850000000000027 46.574831689400007 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=3 -2 -3 5 -5 20 7 18 9 -8 -11 -10 13 -4 16 -14 -15 -18 19 -7 22 -22 24 -24 25 28 -27 -28 -1 -30
right_child=1 2 12 4 -6 6 8 -9 11 10 -12 -13 15 14 -16 -17 17 -19 -20 -21 21 -23 23 -25 -26 26 27 -29 29 -31
leaf_value=0.0025320274884152935 0.032265637482519885 -0.050089172917706135 0.029441569243651971 -0.053584979036765894 0.020207190009067115 -0.043242645769551148 -0.019384333468695822 0.013717783645471751 0.0025815833251805797 -0.00090455302239842177 0.043803745243440578 -0.050493011230496668 0.020380253361412828 0.032834848503588941 -0.049617400822112676 -0.038381641373972389 -0.035947980964036959 0.026042013025892069 -0.048582261158931321 0.011774774696530163 0.0073435677496639755 -0.042299681266580423 0.039917073932013346 -0.0051112577298691826 0.017367234260592702 -0.049954504451524391 -0.01919599829906812 0.023433086113247091 0.012142333304713277 -0.049430611836515925
leaf_weight=72.764998717606431 1.5746033281320686 0.55669756882707577 2.4309634683886534 0.92300072233774699 0.50203075994795543 1.0659198440043822 1.2733009670046156 1.4848427702090701 0.82781884539872397 1.6922641352284702 1.8375516235828397 1.0996357101830652 0.6217241261474562 1.0720683522522456 0.56579411576967675 0.92535307467915118 0.73887274682056137 0.49315064959228039 1.705092233023606 0.88739367993548501 1.126601301133632 1.0972021538764236 1.2470263745635741 1.0506286708696277 2.4637074922211459 1.3496985698584456 1.6622961522080006 1.4612806658260522 0.53063431987538823 0.86787076992914081
leaf_count=1944 33 29 42 59 24 81 30 30 19 28 23 24 28 22 25 24 71 12 64 22 12 32 14 36 32 25 18 22 17 58
internal_value=0.000558616 0.00724521 0.00192458 -4.8339e-05 -0.0275884 0.000354196 -0.00818783 -0.019076 0.000132526 0.0113007 0.0223697 -0.0276981 0.006153 0.0122586 -0.00229639 -0.014767 0.00932378 -0.0111348 -0.0323861 -0.0182481 0.00153878 -0.0171499 0.00203711 0.0193274 0.00154726 0.00105162 -0.014551 0.000746862 0.00199272 -0.026068
internal_weight=107.9 8.97923 7.40462 98.9208 1.42503 97.4958 11.8738 5.14325 6.73057 4.80312 3.52982 1.92745 6.84793 5.30085 2.86989 1.54708 2.30409 1.23202 3.65841 1.95331 85.6219 2.2238 83.3981 2.29766 81.1005 78.6368 4.47328 3.12358 74.1635 1.39851
internal_count=2900 286 253 2614 83 2531 321 197 124 81 51 43 224 172 130 52 105 83 167 103 2210 44 2166 50 2116 2084 65 40 2019 75
is_linear=0
shrinkage=0.0461948


Tree=599
num_leaves=31
num_cat=0
split_feature=9 13 3 21 20 18 16 2 14 7 22 20 6 20 7 15 22 16 15 10 22 7 22 0 18 23 6 15 6 22
split_gain=0.194976 0.425323 0.609255 0.265431 0.393379 0.245517 0.527399 0.571491 0.397561 0.481129 0.931145 0.394981 0.972195 0.611038 1.05217 0.613098 0.739226 0.596965 0.788148 0.766043 0.891296 2.04527 1.78683 0.977166 0.756651 0.652433 0.646158 1.10555 0.620558 0.603952
threshold=37.256168974800005 96.209162656250015 66.676450093250011 20.770927814650005 50.264779514000004 17.140917755100002 11.934972090850001 309.73785348360008 255.20937898730003 27.952168727600004 -0.078219999999999998 43.19689381845 10.855253631250003 42.178283198950005 22.509653697550004 46.574831689400007 -0.10965999999999999 21.774949080700004 42.133814420300006 62.837331883000012 -0.074434999999999987 22.940014114900002 -0.14380499999999999 86.345209775600011 12.903279561150002 0.10461500000000003 16.305380972600002 33.755638987250002 15.785368822600002 -0.013805
decision_type=2 2 2 2 2 2 2 2 2 2 2 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 -2 -7 -10 -11 12 -8 15 -15 17 -17 18 26 20 21 24 -23 25 -19 -22 28 -28 -14 -25
right_child=5 -3 3 -5 -6 8 11 -9 9 10 -12 -13 13 14 -16 16 -18 19 -20 -21 23 22 -24 29 -26 -27 27 -29 -30 -31
leaf_value=-0.04628898145160714 -0.046762650355313927 -0.048404792394067267 0.016283658766575188 0.04615401752572322 -0.045868295172921146 -0.048671520686935338 -0.042840572127561816 0.0043841657247363957 0.022238349427660526 -0.04671273681531167 0.025021812366752823 0.0069626635306523485 0.00010991764613226478 -0.043814968456025734 -0.004200229377403354 0.011508348509987066 -0.048976618729489906 -0.0080037971870879857 -0.042322938901559526 0.031008300646305019 0.010101855642563579 0.0076825526484581999 -0.044233227236914044 0.041980844818022292 0.025432869189278635 -0.02132565711000595 -0.035340260132128307 0.022615820073610998 0.025384436671918181 0.011001413044054147
leaf_weight=0.48947287223563707 1.0030494690290641 0.52111333564971563 0.86573085206327938 0.35448807105422009 0.27529702102765441 0.22377857412357016 1.1022296624723811 0.80986816887161683 3.4885285957716405 0.69670848130044727 0.79426523467554955 17.211923850962194 28.254530968435578 1.5361027357721457 13.126332038023973 0.69173132325522591 1.0339038176462043 2.0966921392828262 0.93574876466300239 2.5973718813620499 6.2276667817495763 2.26400305936113 3.4046754632145166 2.9532841090112925 4.1077427938580513 1.7316101593896744 2.4062952765962105 0.93836066895164538 2.1436940035200669 2.29285610280931
leaf_count=197 164 67 62 7 63 45 97 21 108 124 53 410 555 75 253 21 38 29 23 37 74 22 47 29 35 22 153 14 33 22
internal_value=0.00049195 -0.011991 -0.00243139 0.0119229 0.00128819 0.000792543 0.000287914 -0.0239143 0.0103812 0.013035 -0.00849861 0.000739986 -0.000601419 -1.01601e-05 -0.00835045 0.00189821 -0.0247309 0.00263516 -0.00132355 0.00759553 0.00517068 -0.00383356 -0.0234987 0.0132665 0.0141335 0.00326453 -0.000186563 -0.0190804 0.00189229 0.0284411
internal_weight=106.579 2.5061 1.98499 1.49552 1.14103 104.073 98.8697 1.81292 5.20328 4.9795 1.49097 97.0568 79.8448 78.7426 14.6624 64.0802 1.72564 62.3545 34.6786 27.6759 25.0785 11.8731 5.66868 13.2054 6.20443 7.95928 33.7429 3.34466 30.3982 5.24614
internal_count=2900 396 329 132 125 2504 2174 185 330 285 177 1989 1579 1482 328 1154 59 1095 778 317 280 133 69 147 64 96 755 167 588 51
is_linear=0
shrinkage=0.045289


Tree=600
num_leaves=31
num_cat=0
split_feature=13 3 2 20 7 7 18 21 15 23 4 8 6 20 12 12 7 17 17 18 16 2 7 7 18 20 18 19 2 17
split_gain=0.369202 0.191505 0.329242 0.415487 0.287873 0.448023 1.15475 0.532561 0.548674 0.70959 0.485194 0.477505 0.576943 0.656457 0.376364 0.665926 0.374155 1.07623 1.49179 0.604275 0.545219 0.515649 0.45004 0.396371 0.615295 1.38183 0.877144 0.790073 0.40481 0.676782
threshold=73.376087754350024 108.42013948475001 170.32456123625002 44.921040431000009 19.874819532250005 21.725272673150005 14.339258036900002 1.9231529451500002 32.895435401150003 -0.16319499999999998 122.51844363470001 9.5425530862500008 16.705390318750002 38.592454371550012 152.88762959770003 164.61452761535003 22.597569836950004 188.31851043910004 186.34046889365004 12.949570119650001 22.714946882600003 111.23922738415001 22.638073512250003 22.689595575850003 13.24392582145 42.131954243650007 13.278511569200001 14.351157895250003 68.519383356500015 181.27812760255003
decision_type=2 2 2 2 2 2 2 2 2 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 -2 6 7 8 9 -6 -9 12 16 -14 -12 -16 17 18 19 -7 22 -19 -18 -24 25 27 -26 -25 29 -28
right_child=1 2 -4 -5 5 11 -8 10 -10 -11 14 -13 13 -15 15 -17 20 21 -20 -21 -22 -23 23 24 26 -27 28 -29 -30 -31
leaf_value=-0.053625592619691652 0.014213715161056354 -0.050496244120776648 -0.054859761329341068 0.036097290140983999 0.036615342398317895 -0.00048967355821243075 0.03712370815014935 0.028933813987964994 0.038827665347022866 -0.05353679851335879 -0.058632668976646193 0.029686823302198753 0.0094607970833900761 -0.044717199286361427 0.037709184949999697 -0.042204745511389925 -0.033304660614939544 0.040580743147444323 -0.036624500514501765 0.035533991088478413 0.030075960680674266 0.0047072664759853205 0.028248433340653967 -0.021154909805310314 0.035509973900946346 -0.057793693956174959 0.015138580784806229 0.018818499206541151 0.0010357515798531884 -0.027107868295863008
leaf_weight=0.31426863891829171 3.887030378857161 0.22374544321064493 0.41984863605466671 0.36379750678315759 0.33275389403570443 3.1652875074942113 0.94568157935282204 0.27011629380285773 0.58469288609921932 0.6346222914289672 1.4918982161616443 1.445166460238396 0.91331687383353655 1.4420967049663884 0.34554154309444118 1.0620543695113154 1.0294986157678057 3.0417661828687415 2.2019092676928267 1.841639875747205 1.4896450510714192 1.4938445541774852 1.2201692539092608 2.6706537907011798 1.7841460013296444 1.4727614303701555 1.3531112030614156 2.3017863298300654 62.028001058853988 3.1675793994290871
leaf_count=145 117 85 46 6 14 41 22 4 8 57 75 23 16 46 7 88 19 28 35 42 20 49 21 37 17 44 22 24 1672 70
internal_value=0.000490189 0.000652741 -0.0210435 0.00312113 0.000863678 0.000343352 -0.0133103 -0.0234115 0.000586644 -0.0225267 -0.0351627 0.001166 0.000720972 -0.0237096 -0.0411339 -0.0225872 0.00135849 0.00968254 -0.00232395 0.0127605 0.000113403 0.0287655 -0.000466045 -2.12017e-05 -0.000482483 -0.0152513 0.00091052 -0.00265087 -1.70783e-05 -0.0144629
internal_weight=104.938 104.624 1.00739 0.587543 103.617 99.7297 5.66736 4.72168 1.55207 0.967376 3.16961 94.0624 92.6172 2.35541 2.89949 1.4076 90.2618 11.7444 7.20884 5.00693 78.5174 4.53561 77.0277 75.9982 74.778 6.4452 68.3328 4.97244 66.5487 4.52069
internal_count=2900 2755 137 91 2618 2501 275 253 79 71 174 2226 2203 62 170 95 2141 195 118 83 1946 77 1926 1907 1886 105 1781 61 1764 92
is_linear=0
shrinkage=0.0500028


Tree=601
num_leaves=31
num_cat=0
split_feature=13 21 21 9 7 17 18 12 9 9 9 17 5 6 6 18 22 21 23 5 21 5 20 10 16 13 17 0 3 2
split_gain=0.331394 0.180579 0.583067 0.582503 0.470297 0.43612 0.492815 0.462009 0.417718 0.909632 1.03075 0.890565 0.703412 0.741865 0.9681 1.23691 0.633084 0.513463 0.847403 1.03058 1.37408 1.05325 0.974058 0.842169 0.799475 1.16429 0.993216 0.775784 0.464042 0.460496
threshold=73.376087754350024 3.3559787654000002 3.8005420560000007 203.09362050815002 22.620341628000002 168.45154159730004 12.885811969150001 72.692757749350008 202.64563922830004 201.2906445504 200.41824001715003 188.07781354100004 15.299679811400003 14.815346158200002 16.325381439950004 13.434779691800001 -0.091399999999999995 1.9231529451500002 -0.093074999999999991 21.788492303450003 1.0000000180025095e-35 22.694406402050003 41.21013581150001 62.084563606450011 19.974953289850003 109.72404167800001 178.50558947615002 87.181320254150009 82.753429713350016 92.716362671650018
decision_type=2 2 2 2 2 2 2 2 2 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 -3 6 -4 -7 9 10 17 29 -13 28 16 -16 -15 18 27 20 24 -21 -22 -23 25 26 -20 -2 -14 -10
right_child=1 2 5 -5 -6 7 -8 -9 11 -11 -12 12 13 14 15 -17 -18 -19 19 21 22 23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.048287220344888894 -0.028672731930618586 -0.0089108413214312454 -0.004190756753637356 0.0017538326009256219 -0.058617500313479384 0.033981627758615872 -0.049664031971211726 0.00028463376636239228 -0.0089637460845987619 0.034850121625454374 -0.039630918295649555 0.015573617621994808 -0.0081166418845847084 0.037787409413751812 0.016093394358164443 -0.046298249474001081 -0.0052073454990296721 0.01771287791441804 0.025703739051015063 0.041864934298912367 -0.061544044609615295 0.012522836027166679 -0.0063219231717917216 -0.044492925393212528 -0.031208273217701296 0.041985251977613269 -0.048701939449690548 0.030321445422307844 -0.045605359614125429 0.033966442120808085
leaf_weight=0.28594468534720263 0.54160750558367476 0.65131694221054137 1.4088179749960539 1.3242507345275951 0.97464934957679361 0.84612970403395493 0.74856612505391229 60.998427210695809 0.72906343123759088 2.1436621167304102 1.0602601363789279 1.9435322177887417 1.0303587461239643 1.2527377190999689 1.0209968755953016 1.8020135057158766 1.599145913030952 5.685111758648417 0.67710328623070759 1.6165108508430419 1.6813018060056495 1.7207493633613924 1.0734488950693046 0.76876292721135531 1.1226204186677931 1.486329987645149 0.80599769400578225 2.9337604538013693 1.9761046762578187 1.7252399826356848
leaf_count=145 63 24 132 36 28 10 75 1436 23 31 26 88 33 18 17 39 30 115 29 17 37 54 35 31 16 12 100 87 65 48
internal_value=0.00040109 0.000535801 -0.000859995 -0.0205452 -0.0387064 4.74087e-05 -0.019969 0.000745661 0.0031034 0.00673717 0.00389095 -0.00337478 -0.00905464 -0.0145683 -0.00493196 -0.0237331 0.0136788 0.00618518 0.00164294 -0.00453963 -0.0152978 0.0133996 -0.0400255 -0.00508367 0.00134879 0.0136573 -0.0147324 0.0211277 -0.0327574 0.0212138
internal_weight=103.635 103.349 66.9522 2.95022 1.62597 64.0019 2.15738 61.8446 36.3964 23.3172 21.1736 13.0792 10.6249 8.68136 5.67489 2.82301 2.85188 20.1133 14.4282 10.9528 6.8468 4.10602 2.75475 2.48951 4.09205 2.96943 1.4831 3.47537 3.00646 2.4543
internal_count=2900 2755 1741 88 52 1653 207 1446 1014 653 622 361 290 202 104 56 48 596 481 331 229 102 72 85 157 141 129 150 98 71
is_linear=0
shrinkage=0.045289


Tree=602
num_leaves=31
num_cat=0
split_feature=6 6 0 10 3 21 6 22 23 7 20 5 5 22 21 16 17 5 10 0 16 10 16 3 5 19 2 21 22 12
split_gain=0.604993 1.22636 0.806073 0.802342 1.00009 1.28048 1.16394 0.919471 1.1321 0.833321 0.813935 0.747324 1.15125 0.726759 1.09092 0.798423 0.890623 0.594851 0.74897 2.02561 0.741324 1.75612 2.00005 1.96183 1.3459 1.33052 1.39064 1.28317 0.820201 1.62642
threshold=13.665319288000001 13.775321858200002 97.835679825150024 78.220689305400015 81.968399939250006 5.1659621353500009 11.585270688000001 -0.58180999999999994 -0.22125500000000001 29.973557588500004 44.527357125550004 16.579584939650001 16.892865140250006 -0.21094499999999999 3.6073978218000007 18.474956797500003 183.95506935190005 23.721757872050002 71.090898343450007 96.055920542800024 18.764956119400004 66.697957758300021 19.974953289850003 89.227236891450005 19.221712148250003 13.751109481500002 103.01387310010001 6.5006332158500006 -0.088099999999999998 158.37848859105003
decision_type=2 2 2 2 2 2 2 2 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 11 4 5 6 -1 -6 10 -5 -9 -3 -13 -10 -15 16 -16 18 20 -20 24 23 25 -22 -14 26 -23 -26 29 -25
right_child=1 2 -4 9 7 -7 -8 8 13 -11 -12 12 17 14 15 -17 -18 -19 19 -21 21 22 -24 28 27 -27 -28 -29 -30 -31
leaf_value=0.00089773279513783561 0.0013660065423963077 0.0010495519578057496 -0.0012230178591763835 0.00021431812484651194 0.0015912153747883731 -0.0021291499872001262 -0.0016578876083839197 0.0015265231637927078 -0.0021565014472302783 -0.0020183600923368737 -0.00067749521606018414 -0.0014722237149803516 0.0013128656823121116 -0.0021837939041390621 0.00069162802478419066 0.0010846777074910363 -0.0022392292123068476 -0.00016398161069440344 -0.00165701091106974 0.00056060414321079449 0.0014714824113952981 -0.0023867033268293327 -0.0022663973071151747 0.00032776467614940028 -0.0018039159767463892 0.0007815296408498556 3.1671033505950254e-05 0.0010472167988985405 0.00041444809908963931 -0.00083894233169328326
leaf_weight=1.5697121891425916 3.2150810854509464 3.4975530281662932 1.6496199667453755 18.633611235010907 1.1117746857926238 2.6102544669993222 1.2158997128717599 1.7487435059156253 1.2217535483650843 0.66567772056441654 1.0199075177079064 1.7001167815178622 6.1314433410298061 1.0448415119899452 0.75118159991689049 1.6344245206564663 0.84933764568995684 18.410042137518758 2.8327528513036659 3.5911351563408971 5.3376039937138549 1.470774271525441 2.0871782470494509 12.864510302431869 1.2429140515159818 3.5127441687509418 2.4156026476994157 1.1859752575401215 32.945139308460071 7.1452212342992416
leaf_count=33 34 30 36 737 12 108 43 27 52 165 36 24 47 30 19 18 54 558 96 34 43 26 36 101 67 28 37 24 281 64
internal_value=0.000102614 0.00017264 0.000137121 -0.000125969 -0.000469799 -0.00114241 -0.000217777 -8.29617e-05 -0.000308024 0.000137308 0.000714613 0.000158215 0.00012791 -0.000822666 -0.000441896 0.000120713 -0.000863672 0.000154799 0.00022571 -0.000417301 0.000279819 0.00021115 -0.00057123 0.000338472 0.000823522 -9.30494e-05 -0.000883547 -0.000411768 0.000224269 -8.88516e-05
internal_weight=145.313 111.235 108.02 34.0771 14.7778 5.39587 2.78561 9.38196 8.27019 19.2993 2.76865 106.371 102.873 5.50154 4.27979 3.23494 1.60052 101.173 82.763 6.42389 76.3391 67.7788 9.4863 58.2925 8.56033 7.39912 3.88638 2.42889 52.9549 20.0097
internal_count=2900 1566 1532 1334 432 184 76 248 236 902 63 1496 1466 173 121 91 73 1442 884 130 754 616 127 489 138 91 63 91 446 165
is_linear=0
shrinkage=0.00196078


Tree=603
num_leaves=31
num_cat=0
split_feature=22 8 16 19 9 16 3 8 19 12 8 20 23 22 22 5 9 22 22 20 9 5 7 21 14 19 0 23 17 20
split_gain=0.175181 0.271144 0.207276 0.712999 1.22677 0.984549 0.557465 0.686019 0.48153 0.469229 0.591293 0.593327 0.811422 0.956673 0.572206 0.555303 0.519241 0.553652 0.569669 0.551146 0.449832 0.553055 0.440555 0.505101 0.478805 1.30934 0.817314 0.607993 0.509532 0.650147
threshold=0.68694500000000025 4.9461400813500012 17.844958270700005 12.851036860900001 186.98623176200002 16.344961778400002 82.511468481600005 5.9453602998000008 12.951044929850001 242.18228154970004 7.0445025401000008 41.840895355800008 0.094625000000000029 0.11529000000000002 -0.15726999999999999 13.697488545350001 31.615278769700002 -0.024989999999999998 -0.24103499999999997 44.710446918150005 34.801825462000004 23.234643166550004 25.926164922500003 3.6073978218000007 384.93581166080008 14.351157895250003 86.780739992750014 0.43162500000000009 208.46089438445003 41.495754733000005
decision_type=2 2 2 2 2 2 2 2 2 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 9 -5 -8 -4 10 14 12 -12 -14 20 -13 -11 18 -18 -19 -1 -22 24 -24 27 -26 -27 28 -10 -30
right_child=1 -3 8 4 -6 -7 7 -9 22 16 11 15 13 -15 -16 -17 17 19 -20 -21 21 -23 23 -25 25 26 -28 -29 29 -31
leaf_value=0.025948216142030269 -0.0034159970735400643 0.039374222366881845 0.024566522243722366 0.032789870926610482 -0.04765012955507969 -0.041616230760924133 -0.051770175987778222 0.051026797345207008 0.001234533163008595 -0.049766184545731534 0.0063487832546161469 -0.013308202226688957 -0.047049155927707489 0.026285948013577691 -0.050732280457103061 0.036624027802116169 -0.032077890452316148 -0.052009944964763237 0.02704272446557426 0.031318881303200333 -0.042475080537182769 0.030380114111002391 -0.0068514327934806642 0.039939939076280392 -0.045612636898637739 -0.026604564752720782 0.03366988452977903 0.03250228342223864 9.7276999875615567e-05 -0.053506980727793349
leaf_weight=0.68701561457419735 0.72772918980626744 0.69646198535338044 2.1082166086416683 0.95667374093318291 2.1562171028344892 1.2902177052237664 0.5598691310005961 0.21628362685441971 64.100213917365181 0.2976734684962129 5.3870230338507081 0.73996768463985096 1.6987426632113058 0.57124666433082882 1.0601219993150208 1.9346902841352855 0.42579077011032396 0.51328680878214061 4.8893482720231995 0.30355940153822303 0.94566574392956659 0.34058203070890158 0.90642209921497796 1.4276167502393944 1.9288612245873071 0.90414055634755675 1.3447584980167446 1.4518804247491051 1.2830855124630027 0.94366027694195498
leaf_count=56 28 16 41 25 125 155 99 2 1021 103 152 39 82 19 263 34 46 39 161 18 115 16 35 28 67 25 22 17 26 25
internal_value=0.000435845 0.0175094 0.000195978 -0.00368112 -0.0229679 -0.000123742 0.00774512 -0.0231247 0.00146336 0.00258073 -0.00265431 0.00293282 -0.00401039 -0.0285943 -0.021684 0.0228098 0.0134626 0.016532 0.0223066 -0.021043 -0.00607799 -0.023184 0.000807739 0.0217685 0.000127838 -0.0159791 0.00943733 0.00112064 0.000433704 -0.0226194
internal_weight=102.797 1.42419 101.373 24.974 3.88904 21.0849 1.73283 0.776153 76.3989 19.7947 13.3651 10.3317 7.65701 2.26999 3.03339 2.67466 6.42966 6.13199 5.31514 0.816846 1.97326 1.28625 74.2906 2.33404 71.9566 4.17776 2.2489 67.7788 66.327 2.22675
internal_count=2900 44 2856 1549 251 1298 126 101 1307 1143 776 326 253 101 450 73 367 264 207 57 187 131 1266 63 1203 114 47 1089 1072 51
is_linear=0
shrinkage=0.0490223


Tree=604
num_leaves=31
num_cat=0
split_feature=21 21 9 7 17 18 0 20 9 9 16 9 15 15 20 5 22 22 18 20 6 5 13 21 18 0 18 12 21 21
split_gain=0.167867 0.475241 0.506687 0.477793 0.398189 0.72164 0.80421 0.58093 0.862958 0.934725 0.877574 0.68894 0.64856 1.39357 0.6472 0.542885 0.56973 0.871785 0.856725 0.905081 0.974511 0.646847 1.52763 0.934004 0.626647 0.87121 1.08678 1.12898 0.856308 0.826226
threshold=3.3559787654000002 3.8005420560000007 203.09362050815002 22.597569836950004 187.98346801990002 13.086509421050001 85.737618238150006 39.646013290900008 198.78883073475004 195.74493321760002 22.694946929300002 189.78071820640002 36.508287084250007 34.098324821200009 43.633733172900008 25.556820288350004 -0.25089499999999998 -0.22699 13.5308213324 39.945535567850008 13.665319288000001 22.334016245700003 117.64961624655002 10.611794729750002 13.278511569200001 87.29692395375001 13.765997214800002 103.44931853055 10.048480919900003 5.7942671277000013
decision_type=2 2 2 2 2 2 2 2 2 2 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 -7 -3 9 10 11 12 13 14 -9 16 18 -18 -8 -20 -21 24 23 -23 -19 28 -27 -28 -26 -29
right_child=1 4 -4 -5 5 6 15 8 -10 -11 -12 -13 -14 -15 -16 -17 17 21 19 20 -22 22 -24 -25 25 26 27 29 -30 -31
leaf_value=0.0033989025598469228 -0.0066172934648481459 0.015977122232753129 0.0021061020263138043 -0.06676193562063068 0.028508219987208323 -0.040383737119878048 -0.075888485631960489 0.029901385628267833 -0.038420807528432202 0.041490381332218149 -0.064896360962423391 -0.046528639485655485 0.021852425337882543 -0.067797620980885182 -0.0094597297159348497 0.043524471281504773 0.049706020045716934 0.027599080696394031 -0.063007702870642959 -0.0389812949374609 0.050493117615484258 -0.0058024015394120667 0.030508280737637661 -0.048997114736799241 -0.044302988133635396 0.038696354756477751 -0.042723753686271231 0.026594695994215094 0.0041701966150922507 -0.00046285586844806121
leaf_weight=34.925327048464169 0.61806821693608005 2.6970783909928313 1.299439475755207 0.93379527429351583 2.8139915653737253 1.2968362976098422 0.64344948343932573 1.5276114644730059 2.6290329226176246 1.1094668669393275 0.75248756539076644 1.0543130598671275 2.5244682084303349 0.99319012043997634 5.1136178495362401 0.87015240371692826 1.0853298418223776 3.0934800719842412 0.55793331567838356 0.55287444859277435 0.90183870308101177 3.019162005162797 1.7700594067573545 2.6438587612938136 2.0547429621219662 2.6076043965294984 1.4565004510805035 4.1500727027305429 2.0499126752838492 13.562134027495629
leaf_count=1062 22 80 36 32 41 61 7 109 98 10 13 36 22 12 330 12 11 28 30 54 8 43 18 41 28 22 29 110 20 475
internal_value=0.000420987 -0.00114576 -0.022339 -0.0428078 -0.000194602 0.00248788 0.000757539 -0.00677351 -0.0106808 -0.00510305 -0.00942323 -0.00570057 -0.00146334 -0.00917315 -0.00040591 0.00205824 0.00115954 0.00284198 -0.0225894 -0.00554951 0.0164877 0.00144493 -0.0125195 -0.0259684 0.00502735 0.00232941 0.00655622 0.00218405 -0.0200949 0.00587689
internal_weight=101.308 66.3825 2.8513 1.55186 63.5312 45.1299 42.3159 18.4013 15.7042 13.0752 11.9657 11.2132 10.1589 7.63442 6.64123 41.0191 40.149 37.4929 2.6561 2.01265 1.45471 36.4075 7.43308 5.66302 28.9744 25.881 21.7763 19.1687 4.10466 17.7122
internal_count=2900 1838 90 54 1748 1038 997 710 630 532 522 509 473 451 439 936 924 825 99 92 62 814 102 84 712 684 636 614 48 585
is_linear=0
shrinkage=0.0530633


Tree=605
num_leaves=31
num_cat=0
split_feature=22 22 23 17 12 22 22 4 17 17 22 10 6 12 22 12 0 9 23 23 9 7 16 5 6 5 22 6 21 22
split_gain=0.16335 0.176776 0.590882 0.602744 1.07261 0.556057 0.946435 0.532909 0.522825 0.445437 0.392964 0.542765 0.819864 0.647985 0.469254 0.429857 0.394311 0.341599 0.326431 0.858098 1.21394 0.638551 0.621975 1.83698 0.929948 0.692497 0.602821 1.32243 0.755879 0.607126
threshold=-0.68276999999999999 -0.25167499999999993 0.088105000000000017 196.91396350930003 200.03640368750004 -0.59087999999999996 -0.5422499999999999 215.80501386120002 199.55131508320002 207.79550897605 -0.16187499999999996 62.084563606450011 16.015374196650004 163.66964307765002 -0.24103499999999997 303.86762342930007 71.249517373150013 57.214511140150002 0.088165000000000021 0.090225000000000014 205.88909726980003 25.481538055850002 22.634947069650003 22.665750084250003 16.505385645700006 24.301614351200005 -0.117115 13.200308423050002 18.904039828500004 -0.081844999999999987
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=-1 2 7 5 -5 -4 -7 -2 -9 -10 11 13 14 -3 -13 16 -15 -16 22 20 -20 -21 23 26 -24 -25 27 28 -12 -28
right_child=1 10 3 4 -6 6 -8 8 9 -11 18 12 -14 15 17 -17 -18 -19 19 21 -22 -23 24 25 -26 -27 29 -29 -30 -31
leaf_value=0.029505922681755257 0.0079927903123171318 -0.054882559481383798 0.02709359287207241 -0.06301004908551458 0.013666054830278407 -0.054944050870426815 0.020765636094774508 -0.061741962885709101 0.016179889000697351 -0.054328336322321417 -0.051661636340112053 -0.03765792029599313 0.053142472872972683 -0.013243843432926854 0.028006644388043723 -0.02832392865668705 0.036711967678457399 -0.00083037299817622767 -0.038378104061662449 0.0015040630872186849 0.013147660357583376 -0.021131415310480583 0.029843462427024528 -0.053112787293812178 -0.0040173347949394832 -0.00424943586488027 -0.010443439328630309 0.038676185404079466 0.025296933770091398 0.0067989910281583401
leaf_weight=0.47845190233783697 0.86756792524829363 0.56463814130984102 2.6097543591167773 0.84548837883630745 0.99058925533608999 0.68818635868228684 1.0317959348758456 1.1236480208754076 0.57599993047188025 0.36660975535050966 0.79773247310367768 0.47658953059726528 1.3893125429749487 0.62635388638591427 2.2325254942115871 0.69935052038636047 1.0697842139634302 1.9021831040299728 3.6116669391340102 34.285633056948427 1.6727232106350127 3.4275601230165185 4.7177481906255689 2.0775798978283997 3.5568339082528837 1.1140083492355186 7.8797949521722339 3.1198795596137643 0.53183993836864829 14.504096581016718
leaf_count=12 36 66 45 37 39 29 25 81 24 47 184 40 11 27 64 28 37 88 107 576 50 211 70 41 56 140 195 37 25 472
internal_value=0.000359078 0.000218723 -0.00642384 0.00236546 -0.0216422 0.0125462 -0.00952675 -0.0248957 -0.0387047 -0.0112429 0.000888415 0.0108263 0.0194697 -0.00669518 0.00932463 0.00466301 0.0182642 0.0147401 -0.000206959 -0.00319734 -0.0220681 -0.00055316 0.00315024 -0.000194908 0.0152884 -0.0360573 0.0040706 0.0208805 -0.0208776 0.000729143
internal_weight=99.8359 99.3575 9.09964 6.16581 1.83608 4.32974 1.71998 2.93383 2.06626 0.94261 90.2578 8.96074 6.00061 2.96013 4.6113 2.39549 1.69614 4.13471 81.2971 42.9976 5.28439 37.7132 38.2995 30.0249 8.27458 3.19159 26.8333 4.44945 1.32957 22.3839
internal_count=2900 2888 363 175 76 99 54 188 152 71 2525 361 203 158 192 92 64 152 2164 944 157 787 1220 1094 126 181 913 246 209 667
is_linear=0
shrinkage=0.0500028


Tree=606
num_leaves=31
num_cat=0
split_feature=8 22 8 0 22 8 22 22 5 21 14 7 17 2 5 2 19 17 17 6 23 20 20 21 21 20 22 17 18 13
split_gain=0.17409 0.807441 0.912414 0.480556 0.427921 0.292886 0.299373 0.809296 0.512356 0.663492 0.509878 0.53795 0.408482 0.350198 0.280396 0.272642 0.25259 0.707472 0.984542 0.698862 0.834741 1.15698 0.965032 0.852264 0.84149 0.709821 0.962785 0.690965 0.665159 1.02428
threshold=8.8430989333000021 -0.011399999999999999 9.3427090425500019 88.576630023850015 -0.14869999999999997 8.7431769115000026 -0.59309999999999985 -0.50001499999999999 16.069922422900003 2.7327447008500005 227.57315983240002 23.539316666200005 194.18443652075004 187.77144079505004 22.334016245700003 107.21413536925002 14.451165964200003 188.16174763880002 190.02287710315002 16.435384010100005 0.10045500000000003 42.871500973550006 40.621691032550004 1.8462237188500004 3.3208308644500009 41.028010303750008 -0.063985 183.58889821140002 13.197799034350002 114.65467388920001
decision_type=2 2 2 2 2 2 2 2 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 10 8 9 -8 -1 -12 -13 -14 -3 -7 19 -18 -19 -9 21 22 27 -24 -23 -22 -27 -21 -20 -30
right_child=1 14 4 -5 -6 15 7 16 -10 -11 11 12 13 -15 -16 -17 17 18 28 20 25 24 23 -25 -26 26 -28 -29 29 -31
leaf_value=0.042588192238990998 -0.04470660427408174 -0.013018800176990071 -0.0026110737772803696 0.0044989277558961007 0.042520952726857894 -0.0029722759433558994 0.026969451683059021 0.0018109606703925578 -0.061919215160028934 -0.055247770090379879 -0.046133565392621222 0.034276739108116745 -0.056533915527159508 0.014756445017500751 -0.058811605865659845 0.027491271920584801 -0.027092045341102912 0.048230760436514183 -0.025027555680549519 -0.057602928694606773 0.033250157819683449 0.038943540553569439 0.017753562633775938 -0.056777352322726612 -0.013426590622763452 0.024433763603133953 -0.042149360447619438 0.013536868074867569 -0.036362472423033643 0.014606567600080524
leaf_weight=1.207215208327397 1.1508916433667766 0.59242037852527463 0.9320131704444069 1.0073080321308223 1.4580250444123519 1.2810331140644842 0.60903404645068693 52.628494536336802 0.90733301150612522 0.47114212217275053 0.51246607268694822 1.1041970922378821 0.32141198575845908 0.44422017157194205 0.92992786047398113 2.0960480272769928 1.5652572093531514 1.6006242525763799 1.7313045797636721 0.49006567065953088 1.7761036716401566 1.2006984372565059 0.46947180316783477 3.5939810456329724 2.6922437022658414 1.1264721554180139 1.2289715793449434 1.5019802758470175 1.185970399994402 10.644314097997265
leaf_count=21 39 12 23 17 30 16 29 1800 35 45 16 27 29 26 37 33 19 19 30 77 17 17 15 112 129 16 25 24 21 144
internal_value=0.000336869 -0.00819702 0.00277963 -0.0217406 0.0249214 0.000897597 0.000327072 -0.000291376 -0.0330995 -0.00889136 0.0150449 0.00108753 0.0140295 -0.0151712 -0.0409914 0.0159355 0.00049014 0.00620626 0.00964378 -0.000943205 -0.0112378 -0.0194008 -0.0336255 -0.0481664 0.00272591 0.00841799 -0.0103065 -0.00396432 0.0050895 0.00949699
internal_weight=98.4606 6.07059 4.54824 2.1582 2.39004 92.3901 89.013 85.4235 1.98751 1.08018 3.58951 2.3823 1.86983 0.765632 1.52235 3.37708 83.436 16.7275 15.1622 66.7085 14.08 9.94844 6.0555 4.06345 3.89294 4.13155 2.35544 1.99205 13.5616 11.8303
internal_count=2900 158 109 56 53 2742 2693 2574 109 74 119 98 82 55 49 49 2465 233 214 2232 432 374 228 127 146 58 41 101 195 165
is_linear=0
shrinkage=0.0520229


Tree=607
num_leaves=31
num_cat=0
split_feature=9 13 3 9 0 19 23 22 21 23 2 12 20 8 21 23 18 3 0 5 20 10 15 15 13 7 5 20 7 22
split_gain=0.166045 0.338408 0.471481 0.269305 0.558147 0.471621 0.533751 0.689375 0.581304 0.57774 0.766041 0.574936 0.488828 0.865583 0.625136 0.488095 0.473883 0.992227 0.466241 0.962466 0.637145 0.638993 0.443647 0.408145 0.403439 0.401993 0.580779 0.479549 0.421144 1.7396
threshold=37.256168974800005 96.209162656250015 66.676450093250011 187.70546222865002 103.44649194340002 14.451165964200003 -0.15684499999999998 -0.24103499999999997 6.5365111340500013 0.070195000000000021 92.716362671650018 153.81200556610003 47.673928029900004 6.2451263653500009 1.1268005785500004 -0.23958499999999999 13.086509421050001 84.584269700150017 85.716110573100011 22.382291025900006 43.812290675100009 61.917879202350001 37.261389050600009 43.376643616500012 97.021077011650007 22.689595575850003 21.893521430150003 43.902382686800003 23.124786352450005 -0.024989999999999998
decision_type=2 2 2 2 2 2 2 2 2 2 2 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 18 6 7 -2 12 -10 -11 -9 13 -8 -15 -13 -12 24 19 -5 21 23 -7 -21 -18 26 -20 28 29 -27
right_child=3 -3 -4 4 -6 22 8 11 9 10 16 15 -14 14 -16 -17 17 -19 25 20 -22 -23 -24 -25 -26 27 -28 -29 -30 -31
leaf_value=-0.049925404408572356 -0.050159068171875425 -0.051899687639210608 0.011102203525612551 -0.056140715517588202 -0.033135535927508196 0.040056626626730027 -0.032157752096371471 -0.030211804070338091 -0.05311635327998062 -0.042788072343492523 0.024301470226048429 0.010838119278258489 0.038246521946171758 0.039694804986602175 -0.0027149848825033011 0.041546561144120246 -0.018296904241219703 -0.04543093307883786 0.026467175142632592 -0.01704254283421263 0.038509618425868537 -0.052332012766087642 0.0057773134287737154 0.017258620440012685 0.034709989997972084 0.001057192771328279 -0.0065665899710427985 -0.028324653999801448 0.0021854261059722452 -0.054379967504435911
leaf_weight=0.39859023860662945 0.37794577411113994 0.43385835789376859 1.2850673097709657 1.0447507349890646 1.2634741940346419 1.6702165305614465 1.3841193966582048 0.53418922945275582 0.80811950121278631 1.2124231151537967 1.4322235164872834 3.0878677591826995 1.0034176158951593 1.3565661720640494 2.1736588634666987 2.0829338822513823 0.54165153540088817 1.129368604859337 3.3176315352320662 1.9784595512319358 0.71342011902015645 0.75824731701868575 1.9864072689088059 1.440719452104531 0.95075002498924732 7.2236042874865234 2.0815125883091241 1.4254620582796622 50.380857656098669 1.6758886674651856
leaf_count=197 62 67 132 25 208 15 245 71 86 20 30 121 14 25 38 36 46 65 32 49 15 74 33 27 13 85 30 32 982 25
internal_value=0.000283354 -0.0132938 -0.00334551 0.000585869 -0.000835007 0.00537865 0.00213047 0.0139586 -0.00386919 -0.0145221 -0.00859985 0.0182063 0.00706589 0.000699383 0.0135819 0.0232083 0.00162478 -0.0107631 -0.000268508 -0.0134297 -0.00430605 -0.0116181 0.0214349 -0.00258926 0.0154717 0.000913241 0.0137318 -0.000226833 0.00044881 -0.00938234
internal_weight=97.1534 2.11752 1.68366 95.0359 73.304 21.7319 18.0752 6.08294 11.9923 6.07454 5.26642 5.70499 5.91776 4.91434 3.53023 5.1708 4.05399 2.62177 72.0406 5.9356 4.89085 4.17743 3.65662 3.41918 1.4924 66.105 5.39914 60.7058 59.2804 8.89949
internal_count=2900 396 329 2504 1584 920 872 290 582 260 174 228 322 308 63 157 154 124 1376 190 165 150 48 76 59 1186 62 1124 1092 110
is_linear=0
shrinkage=0.0490223


Tree=608
num_leaves=31
num_cat=0
split_feature=13 3 16 13 20 19 13 16 3 19 16 15 15 18 6 13 10 23 21 22 22 7 9 10 5 5 9 23 0 9
split_gain=0.810895 2.06283 2.00558 1.13081 1.28445 1.44257 1.04796 1.69067 1.41456 1.07833 1.04147 1.62867 1.35315 1.28875 1.21774 2.35219 1.05232 1.6652 1.11023 1.02668 1.00501 0.969621 1.027 0.956324 1.31393 0.998717 1.82518 1.33835 1.22462 1.1339
threshold=112.82921081865001 89.227236891450005 19.974953289850003 113.92610173585001 38.441102963850007 14.251149826300002 109.72404167800001 19.214955067100004 86.130133125200004 13.551093343600002 18.684956306450005 29.049007317550004 27.992471162000005 14.025183600500002 14.775345223550003 107.97116697695002 74.986474174450009 -0.17732499999999998 12.749485150050001 0.048530000000000011 -0.10518999999999999 22.765858321950002 184.56123852025004 63.910026677050006 19.915533535850003 21.197160116700001 197.19111486365003 0.12064000000000002 86.530713386650021 192.33792147965002
decision_type=2 2 2 2 2 2 2 2 2 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 -3 5 21 7 10 -8 -10 11 12 16 -13 15 -12 17 18 -1 -17 -19 22 -5 24 -6 26 29 28 -27 -26
right_child=1 3 -4 4 23 -7 8 -9 9 -11 14 13 -14 -15 -16 19 -18 20 -20 -21 -22 -23 -24 -25 25 27 -28 -29 -30 -31
leaf_value=-0.00065371658285120571 0.0013116006144744975 -0.0012485795657954451 -0.0015949203119887635 0.00017774602656667502 0.0017258170935221741 0.0013048298044593097 0.001841644760256307 -0.0017501432358020311 0.0009801700259233475 -0.00072780109205408455 0.0014960030367772079 0.0011324287853268047 0.0014080523472142603 -0.001709408288822843 0.001845408388385264 -0.0021087103420525445 0.00010392482522484007 -0.00045366347816525938 0.0014510755919893671 0.00047675609446976941 -0.0021024242264211391 0.0012363386867951021 -0.0031339974351012991 -0.0011967451341113261 -0.000497702899756591 7.9080643622449697e-05 -0.0016281197739585671 -0.0010163131610303753 0.00082753776546258041 0.0011619514195367231
leaf_weight=1.9422500731889161 6.1908662766218177 2.066497087449533 2.9477953463792792 0.69909345026826331 1.8542049564421166 6.8058746084570885 2.5993508044630271 2.1230858797207466 2.7090772142983042 2.7552858400158584 2.3956010378897181 0.70681135775521298 2.4076370089314869 3.5589922068902524 2.2681307531893253 1.5782630210742357 28.515446305718797 2.6068294122815132 1.7701137047260997 0.88628956675529469 2.8706637126742844 0.76402978599071492 0.68517662584781647 2.0666599129908709 4.0804418958723527 26.361347785627004 3.3342877877876163 3.0437637038412495 11.647922228090463 2.4254928454756737
leaf_count=82 54 43 49 49 16 56 17 39 41 24 24 12 24 132 13 48 1136 132 25 8 124 6 6 44 37 458 40 48 95 18
internal_value=0.000110434 0.000250712 -4.58694e-05 0.00015095 0.000196304 0.000871328 2.81459e-05 -6.90043e-05 0.000674272 0.000118963 2.91111e-07 -0.000109262 1.08307e-05 -0.00123854 0.000682338 0.000139557 -7.83875e-05 -0.000644089 0.000349882 -0.00117894 -0.00131775 -0.000502016 -0.00146148 8.60352e-05 0.000136295 7.83834e-05 -0.000471652 0.000210224 0.000308445 0.000121037
internal_weight=136.667 72.0257 64.6416 65.8348 63.7683 8.95417 61.6938 53.6301 8.06371 5.46436 51.507 44.3787 40.1129 4.2658 7.12828 4.86015 37.7053 9.18986 3.71236 2.46455 5.47749 2.1483 1.38427 54.8141 52.7475 50.8933 9.84022 41.053 38.0093 6.50593
internal_count=2900 970 1930 916 873 117 1881 1799 82 65 1760 1667 1523 144 93 80 1499 363 107 56 256 61 55 756 712 696 95 601 553 55
is_linear=0
shrinkage=0.00192234


Tree=609
num_leaves=31
num_cat=0
split_feature=15 22 9 7 22 22 21 23 23 22 12 23 22 23 9 20 20 16 9 17 23 14 6 0 22 21 20 6 0 9
split_gain=0.165438 0.639975 0.397617 0.321361 0.207047 0.807572 0.718242 0.713495 1.16184 1.2787 0.886407 1.04179 0.795161 0.692415 0.934741 0.675469 0.583814 0.687716 0.573546 0.675665 0.552484 0.819278 0.548898 1.16847 0.543554 0.518996 0.506527 0.4901 0.483928 0.377821
threshold=46.574831689400007 -0.082314999999999985 199.02473417820002 23.539316666200005 -0.062629999999999991 -0.054494999999999995 7.4080080539000006 0.084795000000000023 0.086520000000000027 -0.033594999999999993 252.77140434755003 0.11467000000000002 0.15675000000000003 0.070195000000000021 208.47660979520001 41.495754733000005 36.514114975300011 22.624947093000003 188.78154115175002 194.42005702145002 0.089475000000000013 263.61461078730008 16.285380505300001 93.442739239950015 0.26077000000000011 8.7805747344500009 41.028010303750008 11.060258421150001 96.943111725850017 215.80505313260002
decision_type=2 2 2 2 2 2 2 2 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 29 6 -6 13 -9 26 11 12 15 14 16 22 -7 24 -14 -20 -17 -22 23 -11 28 -12 -10 -15 -18 -1
right_child=1 -3 -4 -5 5 7 -8 8 9 10 25 -13 18 27 -16 20 17 -19 19 -21 21 -23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.0024378246953287229 -0.053715900004669997 -0.041210138007564845 0.026082588541800174 0.022657102727070048 0.0043267109208257274 0.035887258501282771 0.050873987390653429 -0.059876696404528723 -0.011290213341181974 -0.056371889882386346 -0.0083086509108268349 0.033970107593868856 0.020705464972469837 -0.014293630863436525 -0.05699081189444663 0.026512495113569755 -0.036376134538396651 0.053250426718108104 -0.059914006713278518 -0.0096972788937473749 0.022223808324270126 -0.058569847899227319 0.042952680325196259 0.029633760234182922 0.019124265698755461 -0.065181187901346124 -0.053609702030659755 0.035348528061659917 0.0088500585497288623 0.012380182335485088
leaf_weight=53.975338158832528 0.39803625683998722 1.1954318534117181 1.1577386989956719 0.23842521430924535 1.8201094046817154 1.5112290255056011 1.7692599759902803 0.98418380250223236 1.5193957895389822 0.59535731800132863 1.1606904483196547 3.3465348236604759 0.83226078645748236 0.63083520645159286 0.66853445587912563 0.69933752328506704 1.9036182378622473 0.55374250281602133 1.1363080983865077 2.0040191819425672 0.52940690505783983 0.94780280267150374 2.0990112544968724 1.5164523981875389 1.3249496688949873 0.69385534920729686 1.5425309757411012 3.666702747636009 0.96484832384157915 5.0966092657326945
leaf_count=1581 47 57 21 7 31 51 21 56 29 10 37 57 31 81 23 20 128 6 36 35 16 34 29 61 39 22 30 70 39 195
internal_value=0.000324214 -0.0117225 0.00792441 -0.0251058 0.000709432 0.00391658 0.0272706 0.00119773 -0.00479007 -0.00187886 0.00416804 0.00873521 0.000583683 0.0116574 0.00148002 0.01195 0.00772599 -0.00123897 -0.0176917 -0.0278679 -0.0115807 -0.0296148 0.0241129 0.00538721 -0.00843432 -0.0295868 -0.0326098 0.0280616 -0.0211637 -0.00115936
internal_weight=96.4826 2.98963 1.7942 0.636461 93.4929 34.421 3.58937 30.8316 19.6071 18.623 15.561 13.7065 10.36 11.2245 6.92692 6.38737 6.25839 4.74716 3.97259 3.14033 2.17655 1.47721 4.21082 2.11181 4.19342 1.85455 3.06193 4.29754 2.86847 59.0719
internal_count=2900 132 75 54 2768 992 52 940 503 447 388 329 272 437 286 170 263 212 102 71 70 50 100 71 206 59 59 151 167 1776
is_linear=0
shrinkage=0.0520229


Tree=610
num_leaves=31
num_cat=0
split_feature=16 12 22 3 19 19 10 6 13 9 9 13 6 22 6 6 8 16 20 22 0 7 0 21 18 0 16 10 3 5
split_gain=0.157154 0.57893 0.39928 0.40063 0.619529 0.387406 0.377554 0.331247 0.408378 0.312525 0.337164 0.553762 0.650362 0.290791 0.287559 0.670728 0.554967 0.669559 0.925368 0.577649 0.389085 0.771835 0.371606 0.875739 0.895011 0.757061 0.682853 0.995047 1.5225 1.07274
threshold=13.534968349350001 176.04981466085005 -0.01762 72.760430842500014 11.450923895500003 11.850956171350001 68.214248143850014 11.060258421150001 99.19872809730002 26.901933640100001 57.214511140150002 95.870416931800023 6.2951470851000009 0.28022500000000006 13.665319288000001 13.825323026450002 7.6440346712000009 17.654958715000003 41.495754733000005 0.06041500000000001 95.590817286200021 20.778835947700006 94.047642319350018 6.9984086918000008 14.117867417450002 94.776214472700005 19.214955067100004 66.697957758300021 89.227236891450005 18.092020786850004
decision_type=2 2 2 2 2 2 2 2 2 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 -4 7 -3 -2 -9 -8 -11 12 -12 -1 16 -16 20 19 -19 -18 21 -7 26 25 -25 -24 -17 28 -28 -29
right_child=5 2 3 -5 -6 14 9 8 -10 10 11 -13 -14 -15 15 22 17 18 -20 -21 -22 -23 23 24 -26 -27 27 29 -30 -31
leaf_value=-0.052110303801455489 -0.014536180138106159 -0.051884690100612786 -0.051420776844332265 -0.052394222806261978 0.04553759867711938 0.017563953551457869 -0.050768340803535345 0.051420131931681899 0.0083396677837222384 0.029500693469466516 0.042543594455333685 0.025734069921525726 -0.052924278451539651 0.012637029395944329 0.028007474339189535 0.018396044342978812 -0.052370062453686188 0.034809544702544645 -0.033910907402825027 0.0028780147781975909 0.011312260754450753 -0.052312886681577353 -0.035198402638474763 0.020337439755942412 -0.047436782871088587 0.0060364680426601139 0.034463729546267613 0.0055946211122465872 6.2570070325817129e-05 -0.041697181941215807
leaf_weight=0.91228295049950137 0.57877407001797054 0.25474279857007776 0.29498021447943734 0.6501763653504895 0.3732741138082929 0.7749828981468434 0.19506538448695243 1.0094360616058113 1.2091917315847238 1.8276084311000889 0.24081085929356028 0.9765974169713445 0.68855699728010222 0.21413961056168773 2.2789783785119644 5.7638187043339704 1.84185304294806 0.99380966834723927 0.96628053789027035 0.63675119588151563 3.9176331941816898 0.80655345425475389 1.3055285245063695 0.6289639151655132 2.1611133608967066 7.5583655827795155 3.4489430747926226 2.1136561874300233 47.753454953286564 2.7721084356307983
leaf_count=210 43 45 96 62 10 29 83 16 40 120 27 23 103 21 42 266 132 21 41 15 168 109 53 11 87 134 42 26 769 56
internal_value=0.000284516 -0.00714189 -0.00045528 -0.02445 0.00273832 0.000840592 0.00710686 0.0191522 0.0279405 0.010932 0.0141556 -0.00055856 -0.0281874 -0.0398015 0.000243027 0.00129176 -0.00775447 -0.0209068 0.000931902 -0.0381769 0.00286151 -0.0180719 0.000463465 -0.0077271 -0.0321585 -3.68559e-05 0.00200671 0.000322481 0.0023798 -0.021238
internal_weight=95.1484 6.62824 5.50181 1.31843 0.668254 88.5202 4.18338 2.7974 2.21863 3.92864 3.73357 1.90597 0.929368 1.12642 85.7228 75.7849 9.93786 4.43869 1.96009 2.4786 5.49917 1.58154 73.506 11.654 2.79008 8.86389 61.852 56.0882 51.2024 4.88576
internal_count=2900 800 569 168 106 2100 401 99 56 356 273 153 130 231 2001 1486 515 209 62 147 306 138 1444 285 98 187 1159 893 811 82
is_linear=0
shrinkage=0.0500028


Tree=611
num_leaves=31
num_cat=0
split_feature=2 18 10 10 2 17 20 17 12 23 7 21 14 3 9 16 9 9 21 6 22 6 18 10 18 9 9 5 18 10
split_gain=0.167165 0.781758 0.5502 0.508453 0.359899 0.368485 0.573886 0.589738 0.727075 0.510612 0.344781 0.339483 0.319689 0.572633 0.2865 0.495788 0.494744 0.477599 0.672556 0.563881 0.709619 0.68699 0.460077 0.401646 0.470247 0.393208 0.380051 0.373278 0.453418 0.346242
threshold=325.75432260090003 13.954623666350001 64.434276012450013 84.906884675850009 309.73785348360008 208.12573104970002 42.526729949000007 209.83020864525002 195.51336019310003 0.089185000000000028 22.426784932800004 16.589865017350004 384.93581166080008 73.733652685700008 214.22994816675003 11.934972090850001 219.38617924735004 207.37918994975004 9.5752145037500025 14.925348728400001 -0.058529999999999992 16.355382140900002 15.974481919500002 76.220476456350013 15.232298661650001 191.40721473735002 211.72643673420001 26.429611911700004 14.682853263650001 70.026268923800004
decision_type=2 2 2 2 2 2 2 2 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 10 5 12 7 -7 9 -9 -4 -5 14 -14 15 26 -16 22 19 20 -19 -21 23 24 29 -25 -1 28 -18 -17
right_child=1 2 3 11 -6 6 -8 8 -10 -11 -12 -13 13 -15 16 17 27 18 -20 21 -22 -23 -24 25 -26 -27 -28 -29 -30 -31
leaf_value=-0.033069513501159407 -0.051922703966527352 0.025252820767565121 0.013176407167852825 -0.028674536039992142 0.020116244739856751 -0.038165719303195213 -0.035094484164774314 0.0061715725155709594 0.020158063413919597 -0.049798774710593838 -0.042418442271009028 0.042791782515225439 0.01886477052974864 -0.037728431181569384 0.023127541611267049 0.002913792488203205 -0.05316952414873901 -0.048256965386006365 -0.042737024561102469 0.029626006134728919 0.0033400604787634097 -0.015440648130340667 0.020924819008254814 -0.0026912156111815596 0.022500647414708308 -0.048474005000340263 0.04186291921673474 0.022783066190648824 0.00033573039179510543 -0.0068518229179046425
leaf_weight=1.3797663395271218 0.73861633769411073 1.21887914754916 0.30660683684982393 0.20968922580141214 1.9801671605382569 0.81887975914287281 1.5407969065417999 0.6995958925544985 2.4501029701377774 0.6917512733489275 1.0645459574298 0.43837055144831538 0.57433118592234578 1.1365744948852805 3.245762523773009 50.563577971544873 0.5196358602261173 1.0757205209229139 1.1545820236206052 1.629283906426281 1.2070508872857311 1.2959621468908151 2.7455049285199484 1.018270393135025 2.3462677854113272 0.65964899619575579 0.16132914765330486 0.68812245922163118 0.96681700140470639 9.1495344078866747
leaf_count=321 49 27 8 63 77 34 92 42 111 46 75 9 64 46 82 937 16 42 39 24 27 38 107 122 42 52 8 14 52 234
internal_value=0.000229998 -0.00903796 0.000744157 -0.0140503 0.000640882 0.000201245 -0.0106542 -0.00257376 0.00501336 -0.0216558 -0.0299867 0.0196678 0.00102703 -0.0187308 0.0014506 0.000703457 0.011704 0.001252 -0.010839 -0.0037674 -0.0209742 0.00966027 0.00240914 0.00161157 0.00221455 -0.02069 -0.0252252 -0.00534664 -0.0183687 0.00141746
internal_weight=93.6757 3.97671 3.23809 2.01921 89.699 87.7189 6.20113 4.66033 3.84145 1.39135 1.37115 0.64806 81.5177 1.71091 79.8068 74.3865 5.42034 72.8454 6.3626 5.20802 2.28277 2.92525 66.4828 63.7373 62.0594 1.67792 1.5411 2.17458 1.48645 59.7131
internal_count=2900 231 182 155 2669 2592 325 233 199 88 83 72 2267 110 2157 1993 164 1664 170 131 69 62 1494 1387 1213 174 329 82 68 1171
is_linear=0
shrinkage=0.0461948


Tree=612
num_leaves=31
num_cat=0
split_feature=12 2 8 6 9 8 20 21 9 18 15 17 23 17 19 12 15 15 16 20 5 18 6 17 20 3 20 22 23 12
split_gain=0.16356 0.404298 0.352246 0.797289 0.412629 0.353505 0.464805 0.340566 0.507892 0.89403 0.523868 0.360834 0.324035 0.289716 0.352834 0.344517 0.324138 1.1885 1.12499 0.722736 0.647373 0.55127 0.521674 0.528467 0.575101 0.537617 0.470848 0.440894 0.822098 1.05998
threshold=92.695913642950003 71.847610775600018 8.9430209551500024 18.080422446150003 217.37165979795003 8.7431769115000026 39.945535567850008 1.0000000180025095e-35 201.2906445504 13.5538556217 24.754529292950004 189.90635174060003 0.089850000000000027 166.83257850275001 13.451085274650001 254.30002952885002 28.777417478550003 27.992471162000005 18.684956306450005 39.344049039350004 15.299679811400003 15.042884401850001 14.215332138950002 183.40283206635004 36.82350895510001 93.794927255050013 34.394321486900004 -0.59309999999999985 0.09254500000000003 233.93954299745002
decision_type=2 2 2 2 2 2 2 2 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 5 -4 -5 13 -7 11 9 -9 -10 -1 -8 14 15 -3 17 26 19 -18 -21 22 -20 25 -25 -24 -15 -28 -29 -30
right_child=1 2 3 4 -6 6 12 8 10 -11 -12 -13 -14 16 -16 -17 18 -19 21 20 -22 -23 23 24 -26 -27 27 28 29 -31
leaf_value=0.033092435025141066 0.025005960178329161 -0.061261264282793361 -0.052360244130106912 -0.033150560174193211 0.028019117136718508 0.049569791778473572 0.026760807600264256 -0.0052425950561047624 0.050323882482998031 -0.061020317033150598 -0.020150388302806896 -0.013749033735880345 -0.016819988911851526 -0.047249778254269799 0.022804598681513619 0.0085442490846151988 0.01163859948625365 0.048505127252512818 -0.035871367032848676 0.01974639907879009 -0.06677587734309956 0.028363015503788971 -0.073743928343884116 0.024811150857698583 -0.00075843435164270009 -0.00424035683299655 0.027537244232907848 0.0072220105906639761 -0.0401119278314373 0.02463028408434581
leaf_weight=1.2200988071490422 2.3431485297624013 0.83003193252443341 1.3722635067824733 0.56758359246305179 1.1362646737834436 1.1617510975338512 1.1338496236130597 2.7014957261853851 0.71335775006446034 1.5535272324923424 0.73511052754474804 1.0504369748523457 1.2110442005796356 0.63868901150272606 0.40104033866373345 0.34293556629563682 0.79475297921089749 2.0907018419820806 1.4376067093107838 0.35149557690601829 1.9080715192249043 2.2834083221387109 0.65732218441553303 3.2820510989986351 37.693743058422115 0.91194186614302453 2.3895600665127885 15.329106890512778 3.0713433630007776 1.2099192905370726
leaf_count=36 30 198 45 31 30 18 15 40 16 39 27 22 26 159 46 46 35 33 46 14 105 45 9 42 553 32 79 876 156 51
internal_value=0.000253225 0.00100969 0.000325722 -0.019125 0.00764236 0.00108185 0.0192665 -0.0077677 -0.0154069 -0.0256073 0.0145576 0.0114218 0.00425306 0.000238634 -0.0246334 -0.0408525 0.000767315 0.00624133 -0.00197736 -0.0364148 -0.0533166 0.000296074 -0.00116105 1.1817e-05 0.00128962 -0.0333535 0.00233822 0.00377783 0.000882703 -0.0218153
internal_weight=92.5237 84.5496 82.2065 3.07611 1.70385 79.1304 3.50664 7.97403 5.70349 4.25502 1.44847 2.27054 2.34489 75.6237 1.57401 1.17297 74.0497 24.7293 49.3204 3.05432 2.25957 46.2661 43.9827 42.5451 40.9758 1.56926 22.6386 21.9999 19.6104 4.28126
internal_count=2900 2720 2690 106 61 2584 59 180 122 79 43 58 41 2525 290 244 2235 1354 881 154 119 727 682 636 595 41 1321 1162 1083 207
is_linear=0
shrinkage=0.0585862


Tree=613
num_leaves=31
num_cat=0
split_feature=5 5 4 20 9 9 22 22 19 23 13 22 23 23 21 8 9 0 0 15 16 7 19 15 16 18 23 15 4 18
split_gain=0.539371 0.932806 0.674022 0.756923 0.930514 1.10533 1.03546 0.907208 1.05604 0.926507 0.662781 1.58065 1.28375 0.65429 0.631815 0.573591 0.739334 1.37946 1.428 1.21517 0.82138 0.809331 0.747796 1.38759 1.00202 2.18565 0.720223 0.712432 0.679458 1.85169
threshold=23.606333875400001 23.524801812050004 433.86108355775008 48.680511450650009 199.02473417820002 200.63976601170003 -0.54972999999999994 -0.082314999999999985 14.551174033150001 0.10211000000000002 117.68187774410002 -0.083135000000000001 -0.12059499999999999 -0.25445999999999996 1.9231529451500002 1.6487133604500002 187.70546222865002 85.716110573100011 103.44649194340002 40.128253618400009 22.654947022900004 22.597569836950004 12.651020723000002 23.900317844600004 15.444963882950001 15.287416123250003 0.088105000000000017 21.073645951400003 310.49012963040008 14.117867417450002
decision_type=2 2 2 2 2 2 2 2 2 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 3 4 6 -6 -2 8 14 -9 12 -12 13 -8 -7 27 -17 19 20 -18 21 -19 24 -24 25 -23 -22 -1 -25 -30
right_child=2 -3 -4 -5 5 7 10 9 -10 -11 11 -13 -14 -15 -16 16 17 18 -20 -21 26 22 23 28 -26 -27 -28 -29 29 -31
leaf_value=-0.00016092472901901668 0.0018710696848290218 0.0017390300959535675 -0.0017360529077069767 0.00089209759117096093 0.0018041488953754905 0.00059641612903938931 -0.0020124554275685724 -0.0017444991738280976 0.0015600860940160018 0.00063940758949756842 -0.0018430197437073849 0.0011840790607665181 -0.0021231124647427321 0.00061155946449647505 -0.0014225031257736062 0.00045174588667691731 -0.0023207737717781448 0.00090029086495163331 -0.0014177382765587403 -0.00011929710901099627 0.0014549821497095972 -0.001828776356142682 -0.0013483486431840161 0.00011272110389763666 0.0012892172755388195 0.00057271614062372525 0.00016893948680273335 -0.0020269168452567423 -0.0024411566293048247 -4.0316299815949721e-05
leaf_weight=3.7291153152254983 0.52336679212749615 1.3303681891411532 1.0104505952331226 2.3637633579783133 1.3056434486061315 1.1457801824435585 0.47556224829168048 1.8715353042352956 1.782370328903198 0.88846630044281472 1.1348276745993646 1.4543771645985542 2.9918725711759158 1.3423136561177726 1.1454632468521593 23.34879551306949 1.6305915570119389 4.4204740524291983 2.1786721413664045 2.1459405981004238 3.2498813215643159 1.7239545155316571 2.8571552226785562 46.689937327522784 3.8607262859586617 7.4639786488842219 3.1875995174050331 0.94840210003894743 1.4745909832417954 6.0897758598439395
leaf_count=371 5 11 36 28 11 13 62 51 13 14 64 18 194 49 36 502 31 33 208 19 29 40 97 522 44 134 32 94 20 119
internal_value=8.90552e-05 0.000138581 -0.000207375 -0.000123542 -0.000273013 0.000183477 -0.000742003 -0.000126172 0.000450359 -0.000977101 -0.000926839 -0.000142674 -0.00134897 -7.48914e-05 -0.000412904 0.000120067 0.000148022 6.64839e-05 0.000118064 -0.00106983 0.000159364 0.000102497 5.2232e-05 -4.26311e-05 0.00046743 0.000122118 0.000818182 -0.000539269 2.61309e-05 -0.000508334
internal_weight=135.766 116.33 19.4358 18.4253 16.0616 8.13926 7.92232 6.83362 4.07361 2.76 7.39895 2.5892 4.80975 1.81788 2.29124 115 110.322 86.9733 83.1967 3.77653 81.0181 74.5806 70.1601 57.1115 13.0487 9.18793 6.43748 4.67752 54.2543 7.56437
internal_count=2900 2306 594 558 530 138 392 127 62 65 387 82 305 111 49 2295 1830 1328 1278 50 1070 1009 976 758 218 174 61 465 661 139
is_linear=0
shrinkage=0.00192234


Tree=614
num_leaves=31
num_cat=0
split_feature=15 22 16 22 22 22 9 8 19 23 7 18 15 6 22 18 18 16 22 20 16 19 17 9 16 13 16 16 17 20
split_gain=0.157221 0.540707 0.379752 0.20979 0.199156 1.11864 0.899759 0.802106 1.03009 0.67601 0.636556 0.851353 1.07433 0.73675 0.719894 0.713394 0.720527 0.710976 0.608534 1.06453 0.961578 1.01839 1.11579 0.755127 0.741153 1.37418 1.39457 1.23434 0.600301 0.779223
threshold=46.574831689400007 -0.082314999999999985 22.644947046300004 0.0043900000000000007 -0.079824999999999993 -0.083330000000000001 197.33595066125002 8.9430209551500024 14.351157895250003 0.083795000000000022 23.282607548150004 13.765997214800002 40.896729687200008 16.315381206250006 -0.071129999999999985 14.255915995100002 14.371157440600003 18.684956306450005 -0.088099999999999998 41.468518788800004 22.554947256700004 14.451165964200003 186.34046889365004 201.2906445504 22.534947303500005 117.38883580790001 21.534949641950003 20.854951232050002 186.52991945525002 40.08085804200001
decision_type=2 2 2 2 2 2 2 2 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 18 -7 8 10 -10 14 -12 13 15 -6 -13 -17 -18 20 -20 24 22 -22 -24 25 26 27 -1 29 -16
right_child=1 3 -4 -5 7 6 -8 -9 9 -11 11 12 -14 -15 28 16 17 -19 19 -21 21 -23 23 -25 -26 -27 -28 -29 -30 -31
leaf_value=0.0034970888430723582 -0.02317347080295892 -0.061490886812467484 0.031371803178427686 -0.0086683949986239295 -0.075358120179069454 -0.0072087220603250842 -0.059545556803225527 -0.035354846032775188 0.042330831852880044 0.011309629365867014 0.041736080175241635 0.03240840104983396 -0.064256314086847122 -0.0556003636245763 0.031653330141052281 -0.050000496712395044 -0.0053303786200737764 0.024434885027931477 -0.035336046645237366 0.030410238631807789 0.0028643534555519868 0.0031084674040020503 -0.072628600624312048 -0.017222296618111876 0.056176367176305517 -0.061245432773246206 0.043702505656629802 -0.050797745775906802 -0.034107835407823209 -0.022268293066807623
leaf_weight=23.346086571826177 0.75406068901065759 0.75114876579027512 0.95362559496425092 0.37034827657043934 0.62723099766299117 2.5753507837725911 1.8709654771955682 1.6621143374068186 3.0683668965939424 9.4708635131828469 1.7903245249763156 2.7469917666167118 0.81458956777350877 0.6726425439119329 1.7303149968065583 0.87887345533817907 8.6197768469573912 3.8210012577474108 0.98771242278598848 4.5792214816901833 1.7871182067319731 4.4523558879736811 2.27067449875176 1.2628198070451615 0.85972853470593591 1.0884878267534066 2.7068009180948129 1.4682354815304268 2.2000453570508398 1.8079934913912437
leaf_count=1146 39 42 36 15 10 43 59 66 43 115 20 37 22 10 42 14 495 63 44 63 25 63 33 20 8 63 27 19 73 145
internal_value=0.00026765 -0.0130626 0.00728632 -0.0440475 0.000690607 -0.00175288 -0.0292315 0.00370619 0.00540359 0.0189006 -0.00117918 0.00400533 0.000157165 0.00329174 -0.0169343 0.0057573 0.000260888 0.00381158 0.000973762 0.0187452 -0.00154731 -0.0171602 -0.0341212 -0.0528272 0.00363041 0.00205139 0.00455484 0.000284525 -0.0105482 0.00410063
internal_weight=91.9959 2.82918 1.70769 1.1215 89.1667 49.2556 4.44632 39.9111 38.249 12.5392 25.7098 19.3442 17.5539 16.7393 6.36558 16.0666 13.3197 12.4408 44.8092 5.56693 39.2423 9.77297 5.32061 3.53349 29.4693 28.6096 27.5211 24.8143 5.73835 3.53831
internal_count=2900 132 75 57 2768 1613 102 1155 1089 158 931 661 641 619 270 609 572 558 1511 107 1404 141 78 53 1263 1255 1192 1165 260 187
is_linear=0
shrinkage=0.0574375


Tree=615
num_leaves=31
num_cat=0
split_feature=13 10 13 16 20 18 19 9 17 10 18 23 5 5 9 0 9 9 4 2 21 20 21 15 23 20 21 15 10 23
split_gain=0.451576 1.48842 1.64982 1.25944 1.15665 1.15125 1.00184 1.30318 0.95172 1.1673 1.02051 0.932183 0.918002 0.960434 2.0112 1.22606 0.96985 0.875009 0.816644 1.56441 1.13483 1.47439 0.906966 0.874642 0.781043 0.729905 1.36901 1.84454 1.57809 0.698214
threshold=112.82921081865001 66.318885161900013 113.92610173585001 19.974953289850003 38.441102963850007 13.373311100250001 14.251149826300002 184.56123852025004 212.33270692945004 63.910026677050006 13.5538556217 0.25847000000000003 19.915533535850003 21.197160116700001 197.19111486365003 86.530713386650021 203.83507631320003 190.24759545780003 248.34582299520005 187.03662689815005 13.811848270300002 41.028010303750008 5.3801611018500006 47.90801194005001 0.11467000000000002 42.178283198950005 11.217348012850001 42.385947950200006 61.987779113750001 0.087725000000000011
decision_type=2 2 2 2 2 2 2 2 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 11 5 6 7 -4 9 12 -11 24 -6 14 17 18 -16 -14 25 22 23 -22 -20 -21 -1 26 27 28 -15 -27
right_child=1 -3 4 -5 8 -7 -8 -9 -10 10 -12 -13 13 15 16 -17 -18 -19 19 20 21 -23 -24 -25 -26 29 -28 -29 -30 -31
leaf_value=-4.2759060526762029e-06 -0.0015422641593817177 0.00147731991289637 0.00073971693123006351 -0.001410102742517195 0.0016471276561321631 0.0017815668098690163 0.0008356071190237321 -0.0028782235323781204 0.001546545722725606 0.00022229165141472238 -0.0024356664079015224 -0.0021603836328596342 -0.00051269138023368114 -0.001795268379160939 -0.0027763910355270119 0.00072329860686765719 -0.00066032929282525989 0.00091592671871461252 -0.0001451675061931281 0.00064558733644375251 0.000662761989343689 -0.0022728749067532803 -0.0024665086037977129 -0.0010491960084395232 0.00098459453389258648 0.00024222032916988273 0.0016791486720286368 0.0017858514614307358 0.00067714300443044056 -0.00099813851882549253
leaf_weight=52.705706531465694 2.1853424513828932 3.3252555169165126 0.77872764004859873 2.4548871624283484 1.4423526301980008 3.2437244206666946 3.8603580445051193 0.75279828906059265 1.6727719642221917 0.95269080367870573 1.3316402016207574 0.74101419526414147 3.622533477842806 2.1442737687029934 1.6828848943114283 11.924178672954438 1.6484186407178638 3.0245226845145226 0.9888334185816342 6.5460469225654361 1.0848363582044842 1.6708154847729018 1.8724528325255958 1.4257307301741091 3.2608174081105963 5.3501432147750156 3.2111368030309677 1.70429858751595 1.8479158268310127 2.5892626366112381
leaf_count=1782 45 33 50 49 14 22 39 7 18 28 21 39 32 46 20 98 20 23 20 109 9 52 40 50 60 91 21 11 15 36
internal_value=9.17631e-05 0.000196185 0.000134047 -3.51118e-05 0.000189239 0.000858535 0.000303244 -0.00103863 8.91352e-05 4.56514e-05 -0.00132715 2.4412e-05 0.000103961 6.14342e-05 -0.000485836 0.00019035 -0.00172931 0.000137354 -1.84498e-05 -0.000376074 -3.24768e-05 -0.00111718 -0.00166428 0.00034248 5.33394e-05 0.000270008 0.000655321 7.81851e-05 -0.000650832 -0.000162295
internal_weight=131.046 71.8839 68.5587 59.1624 66.3733 8.63561 5.39188 1.53153 57.7377 56.065 2.28433 56.7075 53.7806 52.3383 9.97836 42.3599 3.3313 6.64706 30.4357 13.5887 10.7274 2.75565 2.86129 7.97178 55.9665 16.847 8.90762 5.69649 3.99219 7.93941
internal_count=2900 970 937 1930 892 118 96 57 774 756 49 1881 707 693 95 598 40 55 500 280 220 61 60 159 1842 220 93 72 61 127
is_linear=0
shrinkage=0.00196078


Tree=616
num_leaves=31
num_cat=0
split_feature=2 18 10 4 7 2 17 20 17 12 23 21 14 3 0 23 18 13 13 9 23 23 10 20 16 13 21 15 0 20
split_gain=0.145931 0.705366 0.484188 0.45782 0.427701 0.293448 0.330732 0.502241 0.520061 0.62123 0.444135 0.275402 0.25697 0.475967 0.276133 0.634631 0.555388 0.624709 0.650922 0.576878 0.488241 0.620012 0.553853 0.447678 0.480813 0.570617 0.37896 0.475338 0.322901 0.309296
threshold=325.75432260090003 13.954623666350001 64.434276012450013 436.68955969730007 22.426784932800004 309.73785348360008 208.12573104970002 42.526729949000007 209.83020864525002 195.51336019310003 0.089185000000000028 16.589865017350004 384.93581166080008 73.733652685700008 102.65877371115 0.079785000000000009 15.573070337500001 104.02719889955002 104.12129493415001 190.77452831370002 0.088500000000000023 -0.22125500000000001 68.579878449600017 48.852845034800005 15.444963882950001 104.58102127445001 6.5365111340500013 22.200736796650002 85.737618238150006 40.580626202750004
decision_type=2 2 2 2 2 2 2 2 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 -5 6 12 8 -8 10 -10 -6 14 -14 16 29 17 19 -19 20 21 22 -1 24 25 -20 -18 -28 -23 -16
right_child=1 2 3 4 11 -7 7 -9 9 -11 -12 -13 13 -15 15 -17 26 18 23 -21 -22 28 -24 -25 -26 -27 27 -29 -30 -31
leaf_value=-0.057776709262545425 -0.061562774161124829 0.029121032355978314 -0.060554839925785524 0.049399021294544904 -0.041563854984849012 0.022005939784866278 -0.043690917467472397 -0.040172373393956885 0.0053479292190310255 0.022188445764956481 -0.05904283885266802 0.016617347179032283 0.020016050350700754 -0.042090414504095681 -0.05637326802159754 -0.057239503558021432 0.030612472164263022 0.053104054222818636 -0.069701388740238235 -0.051480072266541103 0.025215512316838266 0.025761322463402483 0.037846916215649395 0.030482769888135433 0.0016188374938993181 0.008612624095461591 -0.025777905429683973 0.031415458735788743 -0.05814695142958131 0.014383205861257192
leaf_weight=0.25203942388179745 0.67346468224422951 1.1529688519658523 0.5168390005128457 0.3896829139557666 0.62424759200439417 1.9331140597496403 0.79304174004937422 1.4790137739037161 0.69165030056319687 2.4094323952322156 0.61837187628407264 0.41137147642439231 0.57875812859128828 1.0740090811741536 0.22097484137702794 0.79090639055357304 3.3708785414346485 0.75942916329949994 0.63034399924799689 1.219912380503956 0.99558449306641694 0.16072130066459012 0.69003199081635103 1.6058733081445087 62.346431988516997 0.5154448754619807 1.0125963207101447 0.78720941301435221 1.0728770022687966 1.2730635415864524
leaf_count=31 49 27 24 10 103 77 34 92 42 111 46 18 64 46 67 201 82 8 11 67 39 13 36 23 1238 50 30 18 133 110
internal_value=0.000276649 -0.0103599 0.000781317 -0.0160428 9.80289e-05 0.000735905 0.000254147 -0.012253 -0.00310221 0.0055519 -0.0250465 -0.018453 0.00119845 -0.0203423 0.00165662 -0.0172509 0.00222945 0.000944144 0.00228846 -0.0192176 -0.00680689 -0.0214603 0.012264 0.00169565 0.000967555 -0.034471 0.0196916 -0.000762342 -0.0472148 0.00391801
internal_weight=91.0503 3.76857 3.09511 1.94214 1.4253 87.2817 85.3486 5.99151 4.5125 3.71945 1.31002 1.03562 79.3571 1.65277 77.7043 2.28494 75.4194 70.2487 65.8575 4.39117 3.17125 2.17567 0.942071 65.0981 63.4922 1.14579 5.17068 1.79981 1.2336 1.49404
internal_count=2900 231 182 155 131 2669 2592 325 233 199 88 121 2267 110 2157 378 1779 1649 1330 319 252 213 67 1322 1299 61 130 48 146 177
is_linear=0
shrinkage=0.0552071


Tree=617
num_leaves=31
num_cat=0
split_feature=13 8 10 7 5 18 10 19 16 0 9 18 17 18 22 10 13 18 21 17 5 18 16 17 12 17 16 23 23 6
split_gain=0.140606 0.492371 0.448215 0.597304 0.456345 0.43214 0.330301 0.32279 0.560027 0.310946 0.522576 0.525675 0.696965 0.316785 0.295194 0.287176 0.571094 0.762589 0.27869 0.276693 0.259334 0.25561 0.351866 0.236047 0.307201 0.465529 0.433708 0.379759 0.41541 0.934298
threshold=95.870416931800023 2.9476996444500005 82.204984254750016 21.061418062900003 7.7286379265000011 17.108018746400003 90.740838818900016 12.150980378200002 16.514961380800003 98.615332683000005 187.70546222865002 15.606027545000002 199.55131508320002 16.329849731700005 0.20981000000000005 75.465019721650009 104.02719889955002 15.287416123250003 8.8712712239000009 194.76181357870004 15.755813716700002 15.711526640050002 18.414956937800003 216.38715945000004 327.98456567570003 208.75622138895002 22.674946976100003 0.43162500000000009 0.11906000000000001 16.355382140900002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 3 -1 6 9 18 -7 -9 15 -11 -12 13 -13 -3 21 17 -17 -4 -20 -19 23 -23 24 27 26 -26 28 -2 -30
right_child=5 14 4 -5 -6 7 -8 8 -10 10 11 12 -14 -15 -16 16 -18 20 19 -21 -22 22 -24 -25 25 -27 -28 -29 29 -31
leaf_value=0.030181737559797233 0.0014793519851049076 -0.053281828577379009 -0.052926840819113599 -0.044664141463947801 0.040112327519328646 0.041877318856883304 -0.05265991550590176 -0.036342050706427875 0.032687520760944395 0.017335385520087593 -0.055009739973576069 0.025563956664347721 -0.047044520014954821 -0.018076272885878503 0.013352543026310108 -0.048891406072920481 0.049959892095432994 0.03604630653135505 0.043504784979073369 -0.013634701379149138 -0.0011220841791956852 -0.054931440778325069 0.0072492116280820935 0.025087268985572182 -0.036468851164802848 0.026763724372478051 0.016392041542022631 0.02919049482610489 0.010929832213814944 -0.036417346617306889
leaf_weight=0.40582248312421076 63.009808727867494 0.85633248875456025 0.17188767990592191 0.99874909117352217 1.0335220502456648 1.1757315415889018 0.31145703338734154 0.53945020702667512 0.77508090646006167 1.2037150640971948 0.97145830828230861 1.1068404000252487 0.94384532346157346 0.75878400541841973 0.22779090254334733 0.59671202409663227 0.94558044523000706 1.0459458488621751 0.53769258107058704 0.39997008594218642 0.9878877899609505 0.53050090302713115 0.45973611273802817 1.0455734347924579 2.000947682390688 0.56736244168132532 0.53168430214282114 1.2616492630913843 2.0752950774040064 2.4708886294101831
leaf_count=14 1361 244 77 118 35 24 207 26 23 55 79 33 74 26 16 76 11 23 21 41 20 29 16 19 95 13 15 18 34 57
internal_value=0.000225407 -0.00830395 0.000398302 -0.0230389 0.01381 0.000721411 -0.0053202 0.0220729 0.00435954 7.70284e-05 -0.0125177 -0.0220219 -0.0106154 0.00781467 -0.0392809 0.000886788 0.015285 0.00282067 0.00796832 0.0191313 0.0179926 0.000190542 -0.0260629 0.000546847 0.000190066 -0.0158298 -0.0253716 0.000911703 0.00038358 -0.0148038
internal_weight=89.9477 4.94322 3.8591 1.40457 2.45453 85.0045 1.42101 2.49026 1.31453 82.5142 4.98464 3.78093 2.80947 1.86562 1.08412 77.5296 3.57613 2.63055 1.10955 0.937663 2.03383 73.9534 0.990237 72.9632 71.9176 3.09999 2.53263 68.8176 67.556 4.54618
internal_count=2900 773 513 132 381 2127 346 73 49 2054 267 212 133 59 260 1787 130 119 139 62 43 1657 45 1612 1593 123 110 1470 1452 91
is_linear=0
shrinkage=0.0520229


Tree=618
num_leaves=31
num_cat=0
split_feature=16 20 10 17 12 19 22 9 9 2 16 10 3 7 10 20 22 13 20 19 2 0 15 4 12 5 23 23 23 0
split_gain=0.617788 0.887899 0.848751 1.49335 1.05273 0.727429 1.30751 0.683934 0.814277 1.20879 0.681978 0.785218 1.70348 2.07758 1.58844 1.17386 1.27344 1.02661 1.17511 0.968038 0.905189 0.747928 0.73695 0.672614 0.646457 0.789695 1.61131 2.32097 1.15997 1.10394
threshold=18.594956516900002 38.238138001450004 74.986474174450009 195.53954078470002 96.350437043050007 12.751028791950002 -0.22089 191.40721473735002 187.38923140910003 313.37633693555006 18.744956166100003 66.697957758300021 83.511574906150017 24.373474566200006 66.318885161900013 38.994321257850011 -0.15218499999999999 113.92610173585001 38.441102963850007 14.251149826300002 91.18717909130001 89.738043936200015 29.334060236450004 150.90301220960004 96.350437043050007 21.197160116700001 0.083415000000000031 0.098005000000000023 0.12064000000000002 86.530713386650021
decision_type=2 2 2 2 2 2 2 2 2 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 -3 6 -6 8 9 -1 22 14 -13 15 17 20 -17 -12 19 21 -14 -19 -2 -20 -25 26 -26 -28 29 -27
right_child=10 2 -4 -5 5 -7 -8 -9 -10 -11 11 12 13 -15 -16 16 -18 18 23 -21 -22 -23 -24 24 25 28 27 -29 -30 -31
leaf_value=-0.0020144200745922172 0.0014880603361621726 -0.0022282365489708598 0.00022765599630710182 -0.002082774722883921 0.00015393897863113409 0.00058804830024829766 -0.0020875161515788655 -0.0014408951539647717 0.0017010135066162582 0.0015205363651478489 -0.0011682268332741941 0.0011860469331697399 -0.00031813538847115898 -0.0017686257109267038 0.0015543528074683131 0.0006551799603402125 -0.0022383070121566036 -0.0014698053003374396 -0.0011656203163382902 0.0012780258204570102 0.0013835639660866865 0.0010063807252564012 3.2012111410020244e-06 0.001222603256238414 0.0010790082311165528 8.9295865128153446e-05 -0.001743426190297462 0.00044593376468662508 -0.00099159039361102126 0.00082454910565653685
leaf_weight=1.0811963812302559 3.1338586310157543 0.84353180573088948 24.795509631119785 1.7432120644953091 3.5555167791317195 4.9174261555599514 1.3924021007842386 3.0703936492791399 0.72004750644555304 0.56692899201880198 2.1245031422004095 2.5035783834755412 2.2912398371845466 3.8506334624253213 3.3649085834622374 0.96764202229678664 1.4780035866424439 1.0127152213826756 1.5409736044239242 6.3032838124781847 2.5275596622377634 0.87347690761089314 2.1783105884678662 2.0697049349546424 2.2175702927634102 24.732819711556658 4.4124967004172504 3.2202782155945897 2.7799103671568437 11.502470090985296
leaf_count=231 32 32 863 93 114 148 108 166 10 24 22 27 25 83 32 10 35 37 25 57 23 7 23 15 24 393 54 32 50 105
internal_value=0.000102339 -9.01547e-05 1.79044e-05 -0.000399768 -0.000125805 5.39621e-05 -0.000476833 -0.000830228 -3.84841e-05 -0.000798451 0.00019891 0.000153611 -0.000275144 -0.000604266 0.000241874 1.29218e-05 -0.00109347 0.000171539 0.000218457 0.000909254 0.000574441 -0.000323108 0.000879178 0.000110651 0.000149263 0.000103801 -0.000392276 -0.000819732 0.000229048 0.000322693
internal_weight=127.772 42.6862 37.2476 12.4521 10.7089 9.86535 4.94792 5.43857 2.36817 1.64813 85.0859 79.7738 13.6187 11.1151 66.1551 7.26445 2.44565 62.7902 60.6657 8.18948 4.8188 1.88619 5.31217 52.4762 50.9353 48.8655 9.85035 7.63277 39.0152 36.2353
internal_count=2900 1789 1358 495 402 370 222 431 265 255 1111 1056 203 176 853 93 45 821 799 101 48 44 55 698 673 658 110 86 548 498
is_linear=0
shrinkage=0.00196078


Tree=619
num_leaves=31
num_cat=0
split_feature=16 12 6 21 19 22 15 5 21 19 9 21 9 21 2 22 12 14 5 22 23 15 5 23 3 5 4 5 20 22
split_gain=0.555846 0.759884 0.574862 0.722465 0.583356 0.501521 0.611519 0.65605 1.06852 1.00002 1.21563 0.743097 0.732997 0.572572 0.479557 1.12636 1.14825 0.868469 0.864818 0.837415 1.69468 1.35481 1.43401 1.6394 1.86893 1.27186 1.42669 1.27018 1.00551 0.961867
threshold=13.534968349350001 176.04981466085005 5.1551204485500008 20.770927814650005 11.850956171350001 0.68694500000000025 23.516184833950003 16.579584939650001 6.5365111340500013 12.651020723000002 184.56123852025004 12.260331702700002 184.56123852025004 2.4738339625000005 122.26439358135001 -0.10518999999999999 143.81891023950001 202.65261526855002 18.483418961650003 -0.068524999999999989 0.12424000000000003 26.020709979100001 21.269675393700002 0.082620000000000013 93.168516510700016 20.717225865800003 274.17744294440007 19.302881570050001 42.526729949000007 -0.055714999999999994
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 3 -2 -4 6 7 8 9 13 -11 -9 -10 -6 15 -8 17 -17 -19 20 21 -16 25 -24 28 26 27 -23 -25 -21
right_child=2 -3 4 -5 5 -7 14 11 12 10 -12 -13 -14 -15 19 16 -18 18 -20 29 -22 22 23 24 -26 -27 -28 -29 -30 -31
leaf_value=-0.0016105627845002714 -0.0020042779876411516 -9.4679186293603027e-05 0.00097840582102392713 0.0013419819484673679 7.1957956586441124e-05 0.0014225365409244904 0.00084117662498081895 -0.0016781632914350032 0.00059372014280199142 0.0012910784762525643 -0.0018050647235003739 0.00065095139843114581 -0.0018025584611591542 0.0016259483055758265 0.00099826874384437853 0.00014673804321986886 0.001620883179529276 0.00017384071256824091 -0.0019776597210174923 0.0012695311148207364 -0.0020716961142844856 -0.0010426042907557616 -0.00083856800436189663 0.00049016730363879121 -0.00044201820905619241 -0.0024941929846270467 -0.0015176534675297394 0.0014958453258707848 0.0019236003181558031 0.0001678993973446134
leaf_weight=1.5498142522847027 0.96752269052376394 7.0767085302832129 3.2863641447620457 0.33358753565698862 1.4996367907151564 1.1592913651838888 12.033419660758225 2.1790249623008999 0.68383449595421586 0.77051829593256149 1.3275782400742171 0.69450810109265138 1.7384354616515336 2.3246517349034548 4.1436468561296342 24.241013097518596 1.8530642483383406 1.3278979957103723 1.5646502804011104 3.6231349143199649 1.6707711992785323 1.3274367111735075 5.2705189726548296 4.6955926341470313 5.3125429330975749 1.5802411726908756 2.8422590433619916 1.7662193272262809 3.1392871923744678 19.169826761120937
leaf_count=231 169 569 65 14 30 20 170 134 11 10 56 17 62 23 86 290 14 20 20 44 38 33 120 44 111 26 103 18 18 334
internal_value=0.000112659 -0.000367018 0.000149432 -0.00114634 0.00016459 0.000139813 0.000125886 -0.000307196 -2.89426e-05 0.000419782 -0.000668017 -0.00111524 -0.00112606 0.00101657 0.000176727 0.000336894 0.000127548 2.55615e-05 -0.000989959 5.62667e-05 -0.000149595 -4.28253e-05 -0.000209167 8.53749e-05 0.000455764 -0.000930927 -0.000514759 0.000406639 0.00106452 0.000343013
internal_weight=121.153 8.62652 112.526 1.30111 111.225 107.939 106.78 11.2182 8.34466 5.92239 2.0981 2.87353 2.42227 3.82429 95.5615 41.02 28.9866 27.1336 2.89255 54.5415 31.7485 30.0777 25.9341 18.4179 13.1474 7.51616 5.93592 3.09366 7.83488 22.793
internal_count=2900 800 2100 183 1917 1852 1832 343 192 119 66 151 73 53 1489 514 344 330 40 975 597 559 473 293 173 180 154 51 62 378
is_linear=0
shrinkage=0.00196078


Tree=620
num_leaves=31
num_cat=0
split_feature=6 0 15 6 2 5 22 21 5 6 22 20 20 10 10 21 21 12 21 6 22 9 3 6 6 5 20 6 18 0
split_gain=0.672391 1.12675 1.05437 1.00732 1.27231 1.83529 1.2775 1.80745 1.29456 1.23618 1.11192 1.05863 0.926807 1.46636 1.41518 1.11945 1.09157 0.876133 1.48697 0.945234 0.976206 1.00208 0.860721 1.28733 0.851313 1.96634 2.0984 1.1687 1.23223 1.06736
threshold=14.835346625500001 86.530713386650021 37.128521979500007 16.375382608200002 116.16618105335002 21.746930049350002 -0.01762 1.9498618639500001 24.779543538450003 16.285380505300001 -0.053019999999999991 40.532725462000009 42.102795028150005 61.944763783650011 62.009286778800011 11.790993765850002 11.007427546000001 139.31809447045003 6.9984086918000008 13.665319288000001 -0.23771499999999998 206.08249486475003 93.883646373400012 16.555386813950005 16.455384477450004 22.443872254700004 40.823855932350007 16.285380505300001 13.809421053700001 90.337570099350003
decision_type=2 2 2 2 2 2 2 2 2 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 17 9 10 -6 7 -7 -8 -2 22 -9 14 15 -13 16 -14 18 -1 -19 -21 -22 -5 -24 27 26 -26 -3 -29 -30
right_child=1 24 -4 4 5 6 8 11 -10 -11 -12 12 13 -15 -16 -17 -18 19 -20 20 21 -23 23 -25 25 -27 -28 28 29 -31
leaf_value=-6.7135050185351995e-05 -0.00010723536473414932 0.00032744469803464889 -0.0012826065342880627 0.0011302137733891558 -0.0018666264484127177 0.00089958913237782865 0.0013034089790497346 -0.0020167130999091858 -0.0011084242305596493 -0.002245720358096942 -0.00067099097192312434 -0.00092275068358172038 -0.00054814124496732467 -0.0021626264624944234 0.0011310298773606951 -0.002148656428770779 0.0020007696495862627 -6.1451373640819421e-05 -0.0015184686780140182 -0.0010453984703585287 0.0013110826773343217 3.3036384581097132e-05 -0.0014128938109603314 0.00070485002780658812 0.00017962443361856572 0.001325747740171029 -0.0023631683494108923 0.0018309092019137894 -0.00045861433377674895 0.0012647047737620687
leaf_weight=10.567930548073489 2.5830939304432823 24.36147977784276 2.4457308714045203 7.5584492506459338 2.1351626105606583 3.4778755577281144 3.8773309527896336 1.71062858973164 0.99289315950591106 1.5281144822947679 2.4106701894779681 2.2031459442805481 1.5157305159373216 2.1394445705227554 2.5957409358816221 0.76602152106352139 0.98429244593717147 22.836288587401214 3.2874122239882118 1.1096250666305412 5.7335744179435988 3.5149144562892616 1.3974147280678151 3.7702549037057906 2.8480285555124274 2.1344003789126873 1.9365189485251901 4.445218473672865 2.3536179326474667 2.7895322488620877
leaf_count=258 68 237 67 53 24 77 39 39 82 32 66 37 59 79 25 28 7 1097 116 20 76 71 19 73 26 18 30 26 23 28
internal_value=9.75352e-05 0.000201707 -7.61329e-05 -1.64573e-05 8.05469e-05 -0.000204697 -2.95764e-05 -0.000295754 0.000811708 -0.000902099 0.000502629 -0.000644664 -0.000414658 -0.000949818 0.000188149 -0.000155359 0.000455399 -1.34182e-05 -0.000411488 0.000152736 0.000624951 0.000825358 0.000724944 0.000132181 0.000424023 -0.000178505 -0.000849557 0.000546817 0.00110418 0.000476076
internal_weight=132.011 82.5151 49.4955 41.6463 37.5351 22.3983 20.2631 15.3929 4.87022 4.11121 15.1368 11.915 10.2044 5.40549 4.79889 3.26604 2.50002 47.0497 13.8553 33.1944 10.3581 9.24849 12.7261 5.16767 40.8688 6.91895 4.78455 33.9498 9.58837 5.14315
internal_count=2900 1195 1705 807 707 496 472 351 121 100 211 274 235 173 62 94 66 1638 374 1264 167 147 145 92 388 74 56 314 77 51
is_linear=0
shrinkage=0.00188464


Tree=621
num_leaves=31
num_cat=0
split_feature=16 20 15 15 10 22 21 16 3 3 16 13 3 20 21 22 22 21 22 4 22 9 22 0 7 8 22 5 18 21
split_gain=0.658902 1.00445 0.876312 1.06234 0.817916 1.57064 0.915469 0.733117 0.700346 1.45893 1.4085 1.48271 2.04469 1.98871 1.13362 0.830482 1.35182 0.768563 0.725204 1.22987 2.34538 1.86587 1.15588 1.07877 1.81671 1.59672 1.51205 1.39332 1.36801 1.19362
threshold=18.594956516900002 38.238138001450004 28.452330424200003 28.321365561200004 74.986474174450009 -0.18126999999999999 0.94945978800000008 11.934972090850001 83.511574906150017 85.54673771085001 19.214955067100004 112.82921081865001 89.227236891450005 38.994321257850011 0.18863712200000002 0.20327000000000003 0.13860000000000003 1.0000000180025095e-35 -0.088099999999999998 229.01066513960004 -0.14869999999999997 206.08249486475003 -0.085734999999999992 86.280686780500005 22.765858321950002 8.543332867800002 -0.011399999999999999 21.495293572000005 13.809421053700001 5.4279412736500001
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 3 4 5 7 -7 -3 -2 14 -11 13 -13 17 -10 16 18 -12 19 -14 -21 -22 -20 24 -24 27 -26 -25 -29 -27
right_child=8 2 -4 -5 -6 6 -8 -9 9 10 11 12 15 -15 -16 -17 -18 -19 22 20 21 -23 23 25 26 29 -28 28 -30 -31
leaf_value=-0.00088162183755877881 0.0011448175901598622 -0.0014687264283059537 -0.0010540612172604412 0.0019425078063286399 0.00023936245532882631 0.00048264305573938082 -0.0018291598700526982 0.00051211296045733878 0.00032925797794322337 0.0011290982421309844 0.001036811033628657 0.0014028701139728991 0.00026315774232470889 -0.002206324053542123 -0.0017056251355447084 0.0012307409646183597 -0.0014229498238911592 -0.00060893301527079361 0.0013746880971686848 0.00028029617432620807 -0.0021513919378907346 0.00034690520519607123 0.00038818987015714577 2.7670684138561165e-05 -0.0015454410675325905 -0.0015430951098826977 0.00046598706258089138 0.0018918156871637064 0.00026476874265315211 0.00055808297620684789
leaf_weight=5.2055483165313481 2.8084140918217591 0.80766497232252721 2.5954917080234727 1.1242042547091831 22.741933675366454 0.79299968527629827 3.1372184765932616 4.7576725262915716 1.6406490597873915 5.922669770079664 1.7145339483395208 5.1603277465328565 16.053894925396886 2.2019176385365427 2.638985532335937 2.5240306337364009 2.0669159109238526 2.6998242242261767 3.5530603295192043 5.9082905356772262 4.0020582997822167 1.5259376531466839 9.8247050984646354 4.5830424306914237 4.4687534677796004 2.0226727486588056 1.9988036286085895 5.6485911104828102 2.8849293533712626 1.974214458838105
leaf_count=431 31 69 131 6 842 14 190 106 22 73 14 51 160 42 68 28 29 31 29 87 73 20 98 41 79 28 24 37 29 17
internal_value=0.000110372 -9.23968e-05 2.18599e-05 0.000105565 4.15061e-05 -0.000432361 -0.00136271 0.000224645 0.000199329 0.000170155 0.000224215 0.000157901 0.000235653 -0.000714074 -0.000925528 0.00014841 0.00010734 3.02729e-05 0.000156417 -8.00236e-05 -0.000561771 -0.00146177 0.000332283 0.000221412 -0.000132635 0.00055847 -0.000923808 0.000882605 0.00134176 -0.000505243
internal_weight=134.99 41.1627 35.9572 33.3617 32.2375 9.49556 3.93022 5.56534 93.8272 91.0188 86.7392 80.8165 74.2002 6.61628 4.27963 69.0399 66.5159 4.41436 64.449 27.4902 11.4363 5.528 36.9588 33.4057 16.2923 17.1135 6.46756 13.1166 8.53352 3.99689
internal_count=2900 1789 1358 1227 1221 379 204 175 1111 1080 990 917 830 87 90 779 751 45 722 340 180 93 382 353 201 152 103 107 66 45
is_linear=0
shrinkage=0.00192234


Tree=622
num_leaves=31
num_cat=0
split_feature=16 12 6 21 19 18 7 22 15 5 21 19 9 9 21 21 15 13 22 21 20 23 20 4 6 13 15 0 9 9
split_gain=0.491867 0.865773 0.562323 0.803451 0.653349 0.544532 0.602507 0.508105 0.754403 0.865772 1.09219 1.2237 1.35406 0.929803 0.759855 0.617142 0.518108 1.27695 1.25389 1.22087 0.980148 0.883481 0.871144 1.07577 0.997529 0.846317 1.81474 1.75537 0.837473 1.16456
threshold=13.534968349350001 176.04981466085005 5.1551204485500008 20.770927814650005 11.850956171350001 13.849588037450003 21.061418062900003 0.68694500000000025 23.516184833950003 16.579584939650001 6.5365111340500013 12.651020723000002 184.56123852025004 184.56123852025004 12.260331702700002 2.4738339625000005 28.566186095050004 109.57886493895002 -0.071129999999999985 0.89219292875000011 38.771633980050005 0.10371000000000001 38.592454371550012 274.17744294440007 16.605387982250004 112.82921081865001 30.416602988400005 90.337570099350003 186.67271206880002 216.18094582280003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 3 -2 -4 -3 -7 8 9 10 11 15 -13 -12 -11 -6 21 18 19 -18 -20 -10 23 -19 25 26 -24 -27 -26 -30
right_child=2 5 4 -5 7 6 -8 -9 16 14 13 12 -14 -15 -16 -17 17 22 20 -21 -22 -23 24 -25 28 27 -28 -29 29 -31
leaf_value=-0.0015318872790168359 -0.0019261360859743771 -0.0019730637639294216 0.00091404426201092492 0.0012869636688569725 7.8077607395678545e-05 0.0015513187598873886 -0.00012752084497337976 0.001291565083553361 0.00056769191623486093 -0.0017323647261634643 0.00062617131032532839 0.0011590821775247341 -0.001820570099375442 -0.0017977745181211233 0.00044144127327464059 0.0015412401739170539 0.00020559348634816921 0.00081037793384634025 -0.0009645546516193511 -0.0019675152222776416 0.00083148581911604222 -0.00080068129221173314 0.00065474562313925285 -0.00058469015460027086 0.00083884879228429525 9.3621245212060282e-05 -0.0020150609552826177 0.001296976134475389 -0.0017909937313650413 0.00013696692141803053
leaf_weight=1.7317640089968325 1.0335128069709743 0.49723069561878031 3.6606627808650947 0.37734355684369791 1.7089467421174029 0.85657461278606195 6.6847810040053446 1.2691867724061001 16.701613625336908 2.3613333363027773 0.80191741324961219 0.8497241344302896 1.4944103425368664 1.8794512776657937 0.75336835329653684 2.5542822815477848 1.3133813254535196 11.940515929600222 1.8116338807158152 3.0523269916884601 2.6695891168201342 1.8628163675311942 1.7306176871061318 2.3496501701883963 1.0442444857908402 48.245374746853486 1.8939467640593646 4.7275734692811957 2.8143537230789661 1.8406197358854113
leaf_count=231 169 55 65 14 30 25 489 20 339 134 11 10 56 62 17 23 27 108 35 131 43 39 15 32 16 531 32 46 59 36
internal_value=8.37959e-05 -0.000323178 0.000116191 -0.00106677 0.000129947 -6.27842e-05 6.31679e-05 0.000105554 9.26224e-05 -0.00034671 -5.83802e-05 0.000353305 -0.000740477 -0.00107284 -0.00120658 0.000954721 0.00014502 8.30111e-05 -0.000594915 -0.00131376 0.000105397 0.000430385 0.000161322 0.000580995 6.50534e-05 0.000140731 -0.000740311 0.000201015 -0.000686484 -0.00102866
internal_weight=132.513 9.77035 122.742 1.41086 121.332 8.03859 7.54136 117.671 116.402 12.4034 9.28873 6.60736 2.34413 2.68137 3.1147 4.26323 103.998 85.4338 8.84693 4.36571 4.48122 18.5644 76.5869 14.2902 62.2967 56.5975 3.62456 52.9729 5.69922 4.65497
internal_count=2900 800 2100 183 1917 569 514 1852 1832 343 192 119 66 73 151 53 1489 1111 236 158 78 378 875 140 735 624 47 577 111 95
is_linear=0
shrinkage=0.00188464


Tree=623
num_leaves=31
num_cat=0
split_feature=16 16 23 18 23 13 19 16 23 6 10 6 6 9 9 8 0 22 18 0 6 5 12 20 5 3 3 6 3 23
split_gain=0.150722 0.49317 0.376093 0.433525 0.428601 0.516791 0.33633 0.313829 0.292063 0.284784 0.551545 0.316345 0.237029 0.314882 0.66641 0.665553 0.499086 0.555005 0.575693 0.505794 0.854554 0.487071 0.754558 0.471818 0.448345 0.562217 0.6541 0.443117 0.428095 0.906514
threshold=13.534968349350001 13.039969506900002 0.07968500000000002 13.849588037450003 0.093480000000000021 95.99139754765001 11.850956171350001 11.934972090850001 0.075065000000000021 11.125259939900001 80.909147435850016 12.26528657645 5.3251244207000008 186.67271206880002 185.90443620030001 8.3434888241000014 98.851916998450022 -0.094344999999999998 17.108018746400003 85.716110573100011 16.465384711100004 19.915533535850003 100.16207483335002 43.812290675100009 30.133297129900004 94.383699585650007 94.260030511650015 16.565387047600002 93.733092718100025 0.084535000000000013
decision_type=2 2 2 2 2 2 2 2 2 2 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 9 8 -5 10 -2 -11 -8 14 15 21 19 -18 -19 20 -15 -14 -23 24 25 26 27 -22 29 -24
right_child=6 -3 4 7 5 -7 12 -9 -10 11 -12 -13 13 16 -16 -17 17 18 -20 -21 23 22 28 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.058432886373515104 -0.064566005261964959 -0.059281337260145714 -0.057773685557818949 0.0070550471859088864 -0.058386958656136738 0.031715756128472467 -0.032238436409784597 0.035184336207797484 -0.057393363177870846 0.0576641683337707 0.029737646168170054 0.010274828182886622 0.019218035053205931 -0.063311114392786264 0.040812729102699188 0.056822432718550968 -0.058430293400315365 -0.031276366235948698 0.020417305517865247 0.0019075050256578592 -0.061678163607140936 -0.044750155835641403 0.021793598299259986 0.036189491634499797 0.026163847506117662 -0.043822735017737924 0.037673523584373945 0.0098910588127855761 0.0099973267548733053 -0.048421928274785683
leaf_weight=0.29755754639336318 0.31794858234934453 0.54446556455513917 0.72767171443228995 1.9601627328120237 0.30898571777652251 0.58214810423669405 0.69721620590644207 1.2323672988277392 0.25158592569641758 0.88045677728950955 0.51552304078359157 0.90661628133966587 3.2890129217412296 0.97848368732957069 1.7517908606678236 0.70921506453305561 0.9372525297221731 1.5364057131810107 1.2300548148341475 58.135615951032378 0.59004358499078102 1.3598978784430054 1.0072937966324391 0.72502096474636335 0.77569707937072951 1.7730395624821538 0.8345252479193731 0.51266225893050432 5.1327268230597838 1.3842935258289797
leaf_count=62 17 64 240 173 103 25 156 48 85 15 30 37 89 39 17 10 85 78 39 956 37 41 31 9 14 75 14 9 277 25
internal_value=0.000483819 -0.00821885 -0.00303241 0.0067784 -0.0257089 0.00047415 0.0010815 0.0124124 -0.000275945 0.0209452 -0.00623684 0.0336227 0.000457052 0.00073282 0.00822615 0.00379493 -0.000879131 -0.0209797 -0.00829174 0.000278219 -0.0150251 0.000705537 -0.00614795 -0.0059583 -0.0127702 -0.0209101 6.06404e-05 -0.0284047 0.000828772 -0.0188484
internal_weight=91.8857 5.90494 5.36048 3.74167 1.61881 0.891134 85.9808 3.44412 2.21175 2.62054 0.833472 1.78707 83.3602 82.663 14.6342 12.8824 68.0288 3.70371 2.76646 64.3251 6.18947 12.1732 8.88421 5.21099 4.48597 3.71027 1.93723 1.10271 7.52431 2.39159
internal_count=2900 800 736 368 368 128 2100 306 258 99 47 52 2001 1845 490 473 1355 202 117 1153 197 463 374 158 149 135 60 46 333 56
is_linear=0
shrinkage=0.0563112


Tree=624
num_leaves=31
num_cat=0
split_feature=3 2 20 7 7 18 7 18 5 21 23 20 20 20 20 23 7 3 23 23 0 10 21 17 15 16 18 16 6 7
split_gain=0.156742 0.304652 0.332687 0.241408 0.386964 0.764433 0.353159 0.606602 0.891634 0.422246 0.912371 0.490602 0.616804 0.509195 1.4418 0.584638 0.653616 0.564895 0.38209 0.577583 0.948728 0.527484 0.640174 0.635548 0.393403 1.21429 1.53224 1.24829 0.991263 0.944944
threshold=108.42013948475001 170.32456123625002 44.921040431000009 19.874819532250005 21.725272673150005 14.708525021850003 22.726915405250001 13.197799034350002 22.553892743650003 1.9498618639500001 0.098525000000000015 39.420767558750008 40.259171735100004 42.718072821900002 43.874475754150005 0.082325000000000023 22.296968840150004 93.794927255050013 0.43644500000000008 0.11308000000000003 86.780739992750014 65.461267018300006 5.6596500893500012 193.40041255380001 38.842471172100005 22.554947256700004 13.565012728250002 22.624947093000003 15.610364733650002 23.124786352450005
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=3 2 -2 -1 5 -5 9 8 -8 10 -6 -11 -13 17 -15 16 -16 -14 19 24 -21 -22 -23 -24 25 26 -9 -27 -26 -30
right_child=1 -3 -4 4 6 -7 7 18 -10 11 -12 12 13 14 15 -17 -18 -19 -20 20 21 22 23 -25 28 27 -28 -29 29 -31
leaf_value=0.013722465782239198 -0.050395678870497694 -0.054545882748262026 0.0354716515622003 -0.021523703889681597 0.019142525399564549 0.044298392918225675 -0.0032223684673945651 0.040799392516937136 -0.054874426914283417 0.033392092516155533 -0.03459808020433193 -0.028929919945202772 0.0002985517175021453 -0.044805669652911058 0.030324346307541626 0.036769635759567494 -0.05980155687001884 0.032794890310784544 -0.037381509110798433 -0.023898190820676984 0.051593635726819194 0.033757717004455845 0.026795088937380813 -0.040125012705870454 -0.027877691793021894 -0.055247754460960717 -0.0029708453001428326 -0.0019056133972078922 -0.013134557351151996 0.017557986517001394
leaf_weight=3.3675139595507053 0.17446699579158931 0.37741435616044328 0.31925434828735888 3.9835331017820854 1.5195282574495643 0.49608554411679495 2.5463105710805389 2.1278472968260749 1.2437548266607334 2.1500933907227582 1.6449086845386771 1.0631729322485615 2.1350815596524608 1.3350325369683562 0.39831415837397832 1.6524966148135716 0.40653932218265254 3.5802574695262592 0.66109296325885125 1.2111613336019207 1.3894640151411293 1.9346060438438146 0.63999797376163747 0.79635033934027888 1.91604658844881 2.1650802474468938 33.194304232232753 2.2232566298916936 3.2633492404129347 10.835450571030377
leaf_count=128 85 46 6 260 41 15 32 23 54 30 24 16 31 41 21 32 20 44 24 27 14 45 17 36 67 30 1452 28 55 156
internal_value=0.000383096 -0.020725 0.00512859 0.000587679 7.6409e-05 -0.0142344 0.000857881 -0.00074989 -0.0201726 0.00755275 -0.00879242 0.0116187 0.00719009 0.0112291 -0.0029766 0.0197484 -0.0151991 0.0206552 0.000430606 0.000835769 0.015615 0.025668 0.0149818 -0.0103072 -0.000747984 -0.00341604 -0.000334076 -0.0282231 0.00586775 0.0104538
internal_weight=90.7518 0.871136 0.493721 89.8806 86.5131 4.47962 82.0335 66.1481 3.79007 15.8854 3.16444 12.721 10.5709 9.50772 3.79238 2.45735 0.804853 5.71534 62.358 61.6969 5.97158 4.76042 3.37095 1.43635 55.7253 39.7105 35.3222 4.38834 16.0148 14.0988
internal_count=2900 137 91 2763 2635 275 2360 2060 86 300 65 235 205 189 114 73 41 75 1974 1950 139 112 98 53 1811 1533 1475 58 278 211
is_linear=0
shrinkage=0.0500028


Tree=625
num_leaves=31
num_cat=0
split_feature=15 7 23 17 22 22 23 8 19 23 18 3 7 18 15 22 23 15 23 13 17 20 3 21 6 20 20 4 23 20
split_gain=0.157121 0.547181 0.537635 0.277435 0.178128 0.911412 0.813996 0.720984 0.889832 0.594396 0.930594 0.805673 0.58258 0.669408 0.94935 0.653422 0.581662 1.09736 0.687006 0.600422 0.576924 0.699341 0.730567 0.548229 0.542498 0.539664 0.637185 0.710543 0.98007 1.19138
threshold=46.574831689400007 23.539316666200005 0.090390000000000012 183.00613681885002 -0.079824999999999993 -0.083330000000000001 0.09117500000000002 8.9430209551500024 14.351157895250003 0.083795000000000022 13.849588037450003 93.249170254600017 23.282607548150004 13.765997214800002 38.97275740620001 -0.071129999999999985 0.083185000000000023 35.194695975650014 0.081815000000000013 95.99139754765001 186.52991945525002 40.08085804200001 93.82450029455002 13.040554425100002 16.315381206250006 43.411469133450005 36.514114975300011 287.26954497730009 0.093925000000000022 42.622319549950006
decision_type=2 2 2 2 2 2 2 2 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 16 -7 8 12 -10 11 -11 15 -14 23 -6 17 18 -1 -18 21 -17 -23 24 -15 26 -21 28 29 -28
right_child=1 2 -4 -5 7 6 -8 -9 9 10 -12 -13 13 14 -16 20 19 -19 -20 25 -22 22 -24 -25 -26 -27 27 -29 -30 -31
leaf_value=0.0031928255344635718 0.015698671949028853 -0.021947537177004595 0.037821602249784959 -0.055679645061892553 -0.067967671420381667 -0.010886306282680655 -0.063167789471821806 -0.031201427334101476 0.037584966034590647 0.037168135016075042 -0.02405229241639982 0.0023033810747385077 0.035778055044564133 0.0085667758431561339 -0.044672330924236031 0.028221310144419653 -0.054478008782167207 -0.037495668806953909 -0.051950175652666547 0.025557375105175903 -0.031020851296697408 -0.049960734256060964 0.01926956532166323 -0.036098391001109169 -0.044428046265364972 0.023381469064385894 0.013552937347383701 0.018895469918413395 -0.019736876362487731 -0.034140045027528175
leaf_weight=9.822944687923151 0.18745106249116295 0.89566649240441598 0.80429349094629288 0.84224364046531264 0.59154143277555693 3.1947022680578803 1.1369406573940066 1.6208882815844834 2.9153955298243082 3.4589578025042993 1.8074268624186514 4.0531146614812315 1.6835298174992228 14.423572580866674 1.2063704770407628 1.7079054197965917 0.47045596556381752 2.851697704056277 0.68021645217231785 3.0974473750684473 2.1316971321066376 0.97736041285679653 0.76524634109955514 0.89879866346746062 0.56521520204842168 4.2761621330864719 8.7620871579711146 4.430555159400682 7.3345037561375639 1.7732630254467938
leaf_count=699 5 31 14 82 10 74 28 66 43 33 26 56 20 528 35 42 161 58 26 75 73 50 95 69 9 71 133 97 153 38
internal_value=0.00037549 -0.0121594 0.00633073 -0.0426856 0.000770421 -0.00139682 -0.0246088 0.00344162 0.00495166 0.0166737 0.0101321 0.018357 -0.000796279 0.00385296 0.000708762 -0.014937 0.000914619 -0.00830415 -0.000378402 0.00499879 -0.00931735 0.00409089 -0.019559 0.00415462 0.00656838 0.00594175 0.00300547 -0.000126905 -0.00484321 0.00552547
internal_weight=89.3677 2.72965 1.69996 1.02969 86.638 47.831 4.33164 38.807 37.1861 12.2349 9.3195 7.51207 24.9512 18.7775 17.094 6.17375 43.4993 13.3549 10.5032 30.1445 5.58221 3.45051 1.74261 15.8876 14.9888 29.674 25.3979 22.3004 17.8699 10.5354
internal_count=2900 132 45 87 2768 1613 102 1155 1089 158 115 89 931 661 641 270 1511 783 725 728 260 187 145 606 537 567 496 421 324 171
is_linear=0
shrinkage=0.0530633


Tree=626
num_leaves=31
num_cat=0
split_feature=6 0 2 5 2 3 6 9 6 5 20 6 18 0 9 18 18 18 16 15 10 16 0 5 15 5 20 16 13 21
split_gain=0.554519 1.00178 1.10144 1.66346 0.908708 0.884335 1.34449 0.889946 0.852844 1.47686 1.63951 0.837921 1.15602 1.03278 0.805796 0.908141 0.942604 1.45072 1.02999 1.12383 0.86106 1.03771 0.798259 0.942996 0.796914 0.747023 0.743699 0.736074 0.895031 1.51792
threshold=14.835346625500001 86.530713386650021 100.60547560250002 21.746930049350002 317.41815758785003 93.883646373400012 16.575387281250006 187.70546222865002 16.455384477450004 22.443872254700004 40.823855932350007 16.285380505300001 13.809421053700001 90.337570099350003 188.53841931785004 13.373311100250001 13.482409244300003 13.668531103750002 22.624947093000003 29.049007317550004 66.697957758300021 19.974953289850003 86.280686780500005 22.782602051550004 37.128521979500007 23.663981639800003 41.941595803500007 19.774953757550005 107.97116697695002 3.2025200283000004
decision_type=2 2 2 2 2 2 2 2 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 22 -2 -7 -8 11 10 -10 14 -13 -14 -3 -16 -17 -18 19 -19 -21 -22 23 26 27 -25 -5 28 -1 -30
right_child=1 8 3 4 -6 6 7 -9 9 -11 -12 12 13 -15 15 16 17 18 -20 20 21 -23 -24 25 -26 -27 -28 -29 29 -31
leaf_value=6.1530911899275358e-05 0.00086500838830354753 0.0013894739812998389 -0.0017182367314836186 -0.00036742281584669723 -0.0021150167191434557 -0.0013791725909039212 0.0016661589664450902 -0.00051701786405373095 9.6256103749258731e-05 0.0012243660264250184 -0.0023112530516865575 0.0018090963331630287 -0.00055637535044839764 0.0012377814581256369 -0.00087971298428516221 0.0019017786651589826 -0.0016302913594119981 0.001114896665855885 0.0015812509716960107 0.00046863902876082285 -0.00017456727778302519 -0.0022068347341182184 0.00087216470952580587 0.00061178074673903674 -0.0012076386699358705 -0.00028497274744278652 -0.0021984663620519679 0.0012066739265659846 8.0243407330863332e-05 -0.0018719866808391034
leaf_weight=33.606181559262041 7.498096867464481 2.4994274741038742 2.5613793593947802 2.1528846935834838 0.78382523596519504 2.0327511409414001 1.5231105143320749 1.2614528938429428 2.7415538858622304 1.8471369910985229 1.6894383085891602 4.0793468132615072 2.1884249541908503 2.5874196994118392 2.3918500356376198 1.3901566453278089 1.3836743142455841 3.5935155311599365 2.3990681618452063 4.259747024625538 3.4318974299822003 1.2728402530774472 3.2349443156272164 5.4675049402285358 2.1479836559155947 9.2242798061051854 1.3237084195716304 1.7684703129343677 3.4926142459735265 2.5437084697186947
leaf_count=1480 61 23 35 25 44 39 34 43 26 18 30 26 23 28 21 9 13 39 27 37 40 28 28 64 67 408 26 24 49 85
internal_value=0.00010646 0.000206848 -1.76561e-05 -0.000251423 -8.20881e-05 0.000452113 -0.000190555 0.000677144 0.00042724 -0.000219692 -0.000821673 0.000556269 0.00105757 0.000415649 0.00036004 0.000232175 0.000382166 0.000252888 0.0004271 0.000206612 -0.000157484 -0.000724386 -7.63887e-06 -0.000164291 -6.59734e-05 4.87515e-05 -0.00106459 -6.75529e-06 -6.08869e-05 -0.000742427
internal_weight=118.378 74.8194 37.0639 24.7485 22.1871 12.3154 4.81731 2.78456 37.7555 6.27813 4.43099 31.4774 8.85519 4.77584 22.6222 20.1227 17.7309 16.3407 14.9571 12.558 8.96448 4.70474 21.4033 18.1684 43.559 14.6918 3.47659 41.411 39.6425 6.03632
internal_count=2900 1195 807 630 595 177 116 77 388 74 56 314 77 51 237 214 193 184 171 144 105 68 551 523 1705 472 51 1638 1614 134
is_linear=0
shrinkage=0.00192234


Tree=627
num_leaves=31
num_cat=0
split_feature=6 15 13 21 10 22 0 6 5 3 10 20 10 16 8 16 8 20 5 16 4 5 16 23 23 21 22 23 21 16
split_gain=0.580548 0.987469 0.934842 1.10292 1.51938 0.986944 0.917736 1.75959 1.15482 0.964904 1.44811 1.04921 1.50082 1.46176 0.885275 0.846476 0.855403 0.82095 1.00171 0.777657 0.765715 0.888081 0.677406 0.674735 1.41257 1.28755 0.995161 0.984401 1.30041 1.29476
threshold=14.835346625500001 22.863620006050002 107.97116697695002 0.89219292875000011 64.321360770950022 -0.12350999999999999 93.262612545250008 15.185354803400001 18.228105795950004 89.227236891450005 66.697957758300021 38.441102963850007 63.910026677050006 20.784951395750003 8.543332867800002 20.674951653000004 6.2451263653500009 38.238138001450004 19.302881570050001 18.714956236300004 150.90301220960004 20.206488238950005 19.134955254150004 0.093295000000000031 0.08784500000000002 6.0479909019000013 -0.082314999999999985 0.085880000000000026 2.0547139412000006 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 -2 17 22 -5 -6 7 -3 -8 10 -9 13 20 15 -15 16 -11 18 -1 -19 -13 -22 -4 24 27 -26 -27 28 -23 -30
right_child=1 6 3 4 5 -7 8 9 -10 11 -12 12 -14 14 -16 -17 -18 19 -20 -21 21 23 -24 -25 25 26 -28 -29 29 -31
leaf_value=-0.0010779692517411492 -0.0012306253222689686 -0.0013682848809377722 -0.00068962231127398476 0.00050098659666402768 0.00047027693758353408 -0.001848649790627788 0.0016380850299384051 0.0015292724270350182 6.6519838398330393e-05 -0.0019628555067157955 -0.00018498493934014033 -0.0013636629542186775 -0.0014196346686886471 0.001654934941308951 0.00038334837136412553 -0.0022291376653643348 0.0015335886765445459 9.511968315262046e-05 0.0013980797938897998 0.0012278654945036581 0.0016927538745150101 0.0010798929961108635 0.00096543617818997055 0.00038072716431626473 -0.0018629480415462386 0.00045747217817805239 -0.0014656615059512523 0.0010280049082657093 -7.6232232258518161e-05 -0.0018927654175095905
leaf_weight=3.863779586958116 1.757497843238524 2.6738871224224559 1.556159156840293 1.8623695629648862 0.79402334336191316 4.6508353517856458 3.6508646178990594 4.6922632455825797 3.28038663812913 0.39773771748877951 2.9759009229019284 1.2794642844237376 2.5123262316919854 4.3764343373477441 3.7627646764740348 0.84625966846942891 0.73898081108927727 31.084750949929003 0.71561069443123404 2.4135585222393265 1.3288317993283261 3.1020180486375564 2.2141165309585631 18.693844171473756 2.7352760100038713 2.9637051953468472 1.4963803167338481 3.9489784436300388 11.657650076173011 1.6559467231854785
leaf_count=329 140 33 24 23 14 136 29 39 39 56 38 23 52 33 37 8 7 1109 23 26 14 41 21 213 51 38 25 40 210 29
internal_value=9.40083e-05 0.000194498 -7.06164e-05 -0.000562122 -0.000997825 -0.00151048 0.000226295 0.000161843 0.000894303 0.000220997 0.000863995 0.00014082 2.93659e-05 0.000706501 0.00106708 -0.000773502 0.000310183 7.23715e-05 -0.000691043 0.000176734 0.000103869 0.00014333 0.000282321 9.88159e-05 -9.24037e-05 -0.000824566 -0.000187748 0.000166289 -4.10073e-05 -0.000302173
internal_weight=129.683 80.5274 49.1552 11.0775 7.30723 5.44486 78.7699 71.8386 6.93125 69.1648 7.66816 61.4966 51.3744 10.1222 8.1392 1.98298 1.13672 38.0777 4.57939 33.4983 48.8621 47.5826 3.77028 46.2538 27.56 7.19536 4.46009 20.3646 16.4156 13.3136
internal_count=2900 1195 1705 218 173 150 1055 987 68 954 77 877 736 141 70 71 63 1487 352 1135 684 661 45 647 434 114 63 320 280 239
is_linear=0
shrinkage=0.00192234


Tree=628
num_leaves=31
num_cat=0
split_feature=16 16 13 20 16 18 9 23 5 13 5 20 21 22 9 9 15 18 16 13 13 22 7 13 21 18 8 21 6 13
split_gain=0.762264 1.41496 1.78969 1.43941 1.23415 1.08707 1.33458 0.870111 0.775352 1.5236 1.51729 1.25928 1.03267 0.903729 1.12144 0.859646 0.822594 0.796331 1.06531 1.65747 1.00492 0.883299 1.42612 1.033 0.998405 0.798177 0.743428 1.01017 0.726089 0.862921
threshold=20.394952307700002 20.674951653000004 113.85351336640001 38.441102963850007 19.974953289850003 13.373311100250001 193.60452210450003 0.25847000000000003 20.950952025950006 109.57886493895002 22.553892743650003 38.238138001450004 1.0085888034000001 -0.033594999999999993 191.40721473735002 66.290220196950017 23.304416445750004 14.752187928300001 18.634956423400002 104.27722550570002 104.02719889955002 -0.057185 22.726915405250001 104.51649827935002 6.9100674136500011 14.777583298400002 5.9453602998000008 11.702496363450001 16.135377000500004 115.63864956495001
decision_type=2 2 2 2 2 2 2 2 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 5 7 6 -4 8 9 11 -10 12 13 14 -1 -12 -15 21 19 20 -19 22 -13 24 -23 -21 27 -17 -5 -30
right_child=1 2 3 28 -6 -7 -8 -9 10 -11 15 17 -14 16 -16 26 -18 18 -20 25 -22 23 -24 -25 -26 -27 -28 -29 29 -31
leaf_value=0.00069611116647060706 0.0013335955950452437 -0.0015039080685807346 0.0011632306453057612 0.00068178227162182282 -0.0016621227993639611 0.0017852697937194564 -0.00079088108720460455 -0.0021011488387823233 -0.0021512523737671524 0.00096104003478383708 0.00059945387156183064 0.00026021255011988498 -0.0018650293553735132 -0.0010193552585106218 -0.002165781389648588 -0.002011258684905563 0.001248072254196775 0.00019272210334521736 0.0013450782187146631 0.0010550405856497459 0.001587806881419411 -0.002378075219121297 -0.0014951516419831144 0.0013671991575369645 0.0010045083432125373 -0.0018798195507935991 0.00069928977154431104 0.00043421926876805475 -0.0013239814563170769 7.8978641513049295e-05
leaf_weight=0.77523928916343754 4.1517732341308138 2.2618599478155366 3.3655530959367734 7.2614994402974835 1.7067884365096677 3.503426518291235 2.0957998763769865 0.72180829606440866 1.6695696284878048 6.8116826110053799 3.3259654131252319 3.0934715333278291 2.1657107377541251 0.88937335992522948 1.456747343909228 1.9532588647853124 1.7639251887740099 16.793893732363369 3.2426894214004269 0.41610291227698271 2.1526117739267638 0.70678570290328779 3.8252415121532977 1.9963739085942505 0.59299525758251548 1.9343345519155262 0.99386764236260194 0.91736596240662027 1.6815827628597606 44.304360545589589
leaf_count=93 43 36 30 76 33 22 24 39 84 49 57 90 125 78 70 222 17 761 33 3 24 25 98 18 27 81 38 34 22 548
internal_value=0.00010752 0.000245834 0.000175788 0.000236857 -5.09283e-05 0.000949488 0.000413338 -3.67724e-06 2.26632e-05 0.000117977 -0.000500345 -1.93901e-05 -0.000760111 -0.000270286 -0.00117176 -0.000117017 0.000488041 0.000130887 0.000318626 0.000162337 0.000351225 -0.000320125 -0.000710299 0.00049886 -0.000834849 -0.00136026 -0.000733646 -0.00122976 0.000116878 2.76761e-05
internal_weight=128.532 68.6259 64.4741 62.2122 59.9058 8.96478 5.46135 58.199 57.4772 48.6172 8.86003 41.8055 7.051 4.88529 2.23199 7.19046 2.6533 34.7545 24.5396 21.2969 18.9465 10.2149 6.91871 3.29615 1.29978 2.35044 3.86449 2.87062 53.2474 45.9859
internal_count=2900 801 758 722 2099 76 54 2066 2027 1592 435 1543 383 258 163 351 95 1160 902 869 785 258 188 70 52 84 294 256 646 570
is_linear=0
shrinkage=0.00192234


Tree=629
num_leaves=31
num_cat=0
split_feature=19 21 21 5 5 22 5 22 13 16 3 9 21 22 2 15 3 10 9 10 21 6 2 23 5 5 15 22 6 23
split_gain=0.155316 0.4796 0.57127 0.243786 0.593661 0.794315 0.558249 0.440289 0.437316 0.639343 0.433616 0.60088 0.380769 0.350309 0.329323 0.32504 0.295215 0.288884 0.966966 0.341239 1.58267 0.705882 1.64024 1.25833 0.556921 0.840762 1.1983 0.96383 0.654048 0.544194
threshold=14.651182102100002 1.0085888034000001 6.415941214150001 23.721757872050002 25.763052016400003 -0.063985 22.963361893800002 0.15675000000000003 117.68187774410002 22.604947139800004 103.44111502715002 71.82068887245002 11.790993765850002 -0.068524999999999989 164.41964690330002 42.133814420300006 108.42013948475001 61.917879202350001 187.70546222865002 62.041548276350007 6.415941214150001 16.405383309150004 153.92068653480001 0.088565000000000019 21.850554661550003 20.950952025950006 37.434800281900003 -0.10710499999999999 15.825369757250002 0.10176000000000003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=3 -2 -3 6 5 -5 15 10 9 -7 -6 12 16 -8 -15 17 -12 18 -1 20 -19 24 23 -23 25 28 -27 -28 -21 -25
right_child=1 2 -4 4 7 8 13 -9 -10 -11 11 -13 -14 14 -16 -17 -18 19 -20 21 -22 22 -24 29 -26 26 27 -29 -30 -31
leaf_value=0.01848735185808064 0.044004401287276104 -0.026908747292348704 0.022025709794027321 -0.040782760235351434 0.022606720784373278 0.01914057032102863 0.0048155593955414308 -0.056338115061780103 0.040042231054049721 -0.054744234680963545 0.043701689922257064 -0.056481023624372878 -0.033387570140263077 0.053208210687522128 0.01483534931114806 -0.025974492964433576 -0.0072945485474647017 -0.022747946912633366 -0.045868833825560666 0.00041405529275161817 0.026197659454296935 0.021927232476200199 -0.057575385245160378 -0.048984652880247281 0.020529602343762311 -0.071257571910450998 0.029117438178045317 -0.028406920072246364 0.023678687976227072 -0.0012946410931053086
leaf_weight=1.196434958445024 0.93403970450162832 1.2253575315698984 1.4868015750544143 2.6374607217148878 2.6895968578755856 0.7472908359777628 2.9189807043876499 0.31784355506533746 0.63397229777183373 0.59023598022758961 0.73312783811707072 0.56150270657963108 0.49083386338315893 1.1245785068604157 1.43116561853094 1.3527523892116722 0.56671047193231061 2.712592354975639 1.4590803990140555 37.774054788450485 5.9193903771229088 3.0859254244714966 1.9446207683067767 1.4999069171026351 4.1086440222570664 1.0496966349892307 1.3215506039559839 2.161586689180695 3.7393930747639379 1.2231525256647726
leaf_count=23 14 26 21 140 98 34 61 20 10 24 17 145 20 17 25 36 38 36 27 1687 56 32 40 23 72 35 11 37 55 20
internal_value=0.000484141 0.0112108 -8.29509e-05 2.93135e-05 -0.00777307 -0.0217372 0.0010524 0.00423525 0.00374193 -0.013464 0.00805391 -0.00858651 0.00643182 0.0173753 0.0317202 -0.000214292 0.0214681 0.000289309 -0.0168733 0.00097424 0.0108165 -0.000492878 -0.0153932 -0.00127219 0.0018106 0.000140332 -0.0215588 -0.00658138 0.00250966 -0.0275631
internal_weight=89.6383 3.6462 2.71216 85.9921 9.96858 4.60896 76.0235 5.35962 1.9715 1.33753 5.04177 2.35217 1.79067 5.47472 2.55574 70.5488 1.29984 69.196 2.65552 66.5405 8.63198 57.9085 7.75361 5.80898 50.1549 46.0463 4.53283 3.48314 41.5134 2.72306
internal_count=2900 61 47 2839 546 208 2293 338 68 58 318 220 75 103 42 2190 55 2154 50 2104 92 2012 115 75 1897 1825 83 48 1742 43
is_linear=0
shrinkage=0.0530633


Tree=630
num_leaves=31
num_cat=0
split_feature=13 10 13 16 23 20 18 2 13 16 3 16 15 18 15 10 23 21 22 3 10 15 4 20 17 10 18 5 23 7
split_gain=0.73913 1.87013 2.3463 1.79678 1.09646 1.08869 1.09491 1.16277 0.94709 1.39119 1.1559 1.00885 1.37277 1.20865 1.06806 1.05031 1.61964 1.251 1.00043 0.982937 2.44813 1.01502 0.906098 0.893641 0.879525 0.955336 1.12634 1.04803 0.808035 0.832904
threshold=112.82921081865001 66.318885161900013 113.85351336640001 19.974953289850003 0.25847000000000003 38.441102963850007 13.373311100250001 130.66276448315003 109.72404167800001 19.214955067100004 86.130133125200004 18.684956306450005 29.049007317550004 14.025183600500002 27.992471162000005 74.986474174450009 -0.17732499999999998 12.749485150050001 -0.10518999999999999 83.511574906150017 70.343506983200015 27.706191659600005 256.08338064055005 38.238138001450004 212.33270692945004 63.910026677050006 13.5308213324 19.915533535850003 0.11906000000000001 24.101221167900004
decision_type=2 2 2 2 2 2 2 2 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 8 6 7 -4 9 11 -10 12 14 -14 15 16 17 -1 22 -13 -21 -22 -18 -17 25 27 -27 -7 29 -25
right_child=1 -3 5 -5 -6 24 -8 -9 10 -11 -12 19 13 -15 -16 23 18 -19 -20 20 21 -23 -24 28 -26 26 -28 -29 -30 -31
leaf_value=-0.00067985559028310976 -0.0021901500858847785 0.0014858312986687138 0.00076962386290201122 -0.0015720230440115575 -0.0021112760912994173 0.0016869649754006381 0.0016816181194655342 -0.0012961928499718805 0.0017411023715605868 -0.001603202323283608 0.00015722391922170796 0.0017833801356722883 0.00115972362918318 -0.0016306145398490934 0.0012477490815288555 -0.00079275147492732312 0.00026856533414783615 0.0014687235884292982 -0.0020487639230167289 0.0015508150019258118 0.0005930841924298466 -0.0020420694581400264 -0.002016890105406849 0.00083509179492947667 0.0014591310153268195 0.00052881270512511534 -0.0022963663125218081 7.3505405561841307e-05 0.0015239193901290472 -3.0076263185192848e-05
leaf_weight=2.0297276052879174 1.4781573853688303 3.9939522519707671 4.4117177760926989 2.6323901806026688 0.84694944882357859 1.4728298466652621 3.3083379939198494 1.2397112792241385 2.4412307254970065 1.9483909597620357 4.9651888362132013 2.0565266199409953 0.66505878779571448 3.2255714170169085 2.3639067052863529 3.3382751992030562 1.9354669178719635 1.8306568023981524 2.7850978744681907 2.4197333427146077 0.78191814199090037 1.5451448229141531 0.90391170792281617 5.0332382130436661 1.6673233862966288 0.82965002814307753 1.2662074286490677 49.099402889230987 1.6404896576423187 18.403964795696083
leaf_count=82 34 33 64 49 39 14 23 35 17 37 64 16 12 129 24 286 63 25 119 18 7 49 66 128 18 27 22 700 23 677
internal_value=9.86719e-05 0.000234215 0.00015704 -4.7441e-05 1.81781e-05 0.000211855 0.000820537 0.000316461 4.80809e-05 -4.0281e-05 0.000679286 1.94768e-05 -8.46118e-05 -0.00115364 1.86842e-05 -5.79736e-05 -0.00060101 0.000339035 -0.00124621 0.000695039 0.000223521 -0.00115663 -0.000459006 0.000123284 0.000111485 6.88223e-05 -0.00117801 0.000120495 0.000245225 0.000155722
internal_weight=132.56 68.7673 64.7733 63.7928 61.1604 63.2952 8.95977 5.65143 60.3135 52.9071 7.40642 50.9587 44.1554 3.89063 40.2647 37.9008 9.48486 3.86038 5.62448 6.80332 4.7468 2.32706 2.83938 28.416 54.3354 52.6681 2.09586 50.5722 25.0777 23.4372
internal_count=2900 970 937 1930 1881 903 122 99 1842 1761 81 1724 1634 141 1493 1469 355 107 248 90 74 56 129 1114 781 763 49 714 828 805
is_linear=0
shrinkage=0.00188464


Tree=631
num_leaves=31
num_cat=0
split_feature=9 13 3 21 20 9 17 2 2 12 0 12 13 0 17 16 0 10 4 22 7 5 20 12 17 23 4 23 9 2
split_gain=0.155243 0.294807 0.401933 0.2531 0.298269 0.203169 0.441466 0.497835 0.495496 0.987543 0.430338 0.416455 0.576914 0.567131 0.404683 0.481276 0.392996 0.835346 0.426447 0.459186 0.378348 0.431089 0.357312 0.363713 0.33942 0.337741 0.314454 0.366665 0.311121 0.484794
threshold=37.256168974800005 96.209162656250015 66.676450093250011 20.770927814650005 50.264779514000004 187.70546222865002 188.16174763880002 54.14718269210001 101.14502893930002 145.39241760245002 103.44649194340002 118.78432046510001 117.60122400020002 89.738043936200015 166.83257850275001 22.664946999500003 85.716110573100011 61.928633034850002 195.32149859550003 -0.088514999999999996 22.689595575850003 21.893521430150003 43.902382686800003 82.187369520450019 242.64190980425005 0.10273500000000002 225.05241822990004 0.10176000000000003 66.290220196950017 201.25557642380002
decision_type=2 2 2 2 2 2 2 2 2 2 2 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 -2 -8 -10 16 12 13 -9 -13 25 17 18 -7 -20 21 -18 23 -22 -12 28 -11 -28 -16 -30
right_child=5 -3 3 -5 -6 10 8 11 9 26 24 14 -14 -15 15 -17 20 -19 19 -21 22 -23 -24 -25 -26 -27 27 -29 29 -31
leaf_value=-0.059502299111463638 0.045826115795406908 -0.061460752602504942 0.016254248726544213 0.059490481326318755 -0.059278964578662809 -0.028287974539580225 0.039815754879509876 -0.066693616152566693 -0.077322046255506385 0.060877284069078497 -0.060062004492401205 -0.030581149955558263 0.010352527343796632 0.0038651649610236052 0.017691401049303938 -0.03073501153254261 0.030236833121263167 -0.052751171404539991 -0.018247559630510196 0.033125962594559723 -0.02992829165775221 -0.0043511891207715639 -0.030871593782613418 0.0013663927952883201 0.0091572324486609812 0.045255255800557732 0.016144343217244592 -0.037279131923704655 0.0067492044209791179 -0.061887588671974102
leaf_weight=0.35336743360312439 0.73671599442605185 0.38851097920269229 0.69098032900365047 0.28769836388528347 0.24238744925241917 1.284686844213865 2.3160054309992111 1.2001582681914436 0.43433590247877862 0.46191103756427754 0.73107013633125351 1.0898635734265534 1.0940272369189186 0.57992924281279545 3.5857328948914073 0.96969691431149829 3.1099675595760337 1.4766592962987486 0.97554150759242508 1.5396837921580298 1.3058847181964655 2.053476381348446 1.2653459173161525 53.378755462355912 0.36432239151326939 0.97746299454593089 3.8598814019860583 0.49782950013468497 1.2652368307026334 0.49000240495661262
leaf_count=197 15 67 62 7 63 34 30 81 26 5 174 168 18 17 144 18 32 96 27 33 25 30 32 1067 34 14 206 27 92 59
internal_value=0.000538179 -0.015755 -0.00447651 0.0114475 -0.00336107 0.000905608 0.00616321 -0.000830879 0.01724 0.00728836 -0.000618165 -0.00388568 -0.023129 -0.0437065 0.00271584 0.00769506 -1.72275e-05 -0.0153574 -0.000826054 0.0132005 0.00130725 0.0164813 -9.31153e-05 0.000619067 -0.03704 0.013593 0.0149133 0.0100412 0.00779838 -0.0124118
internal_weight=89.0071 1.96294 1.57443 1.22107 0.933368 87.0442 19.5588 11.9888 7.56996 5.25396 67.4854 11.2521 2.87411 1.78009 8.378 7.28813 66.39 5.27657 3.79991 2.51523 61.1134 5.16344 55.95 54.6846 1.09539 6.31844 4.81962 4.35771 5.34097 1.75524
internal_count=2900 396 329 132 125 2504 920 626 294 264 1584 611 116 98 495 327 1376 190 94 60 1186 62 1124 1092 208 309 238 233 295 151
is_linear=0
shrinkage=0.0585862


Tree=632
num_leaves=31
num_cat=0
split_feature=16 20 15 15 18 16 20 16 12 20 13 7 20 10 3 21 16 10 0 20 22 10 5 22 20 22 22 5 16 5
split_gain=0.669032 1.06081 0.900863 1.11425 0.870038 0.753483 1.23123 1.19236 1.01311 0.987006 0.978788 0.961841 0.670216 0.684747 1.43066 1.4136 1.02675 1.44617 2.08175 1.6357 0.970575 1.45976 1.71252 1.09672 1.14744 0.792322 1.22168 2.38735 2.06623 1.67769
threshold=18.594956516900002 38.238138001450004 28.452330424200003 28.321365561200004 14.025183600500002 15.919962772200003 41.289992964000007 13.534968349350001 176.04981466085005 39.995120105550008 99.962250206350021 19.468732114900003 35.337501601400007 71.787208999250012 85.54673771085001 0.18863712200000002 18.714956236300004 66.697957758300021 90.337570099350003 38.175120519550006 0.20327000000000003 65.004229136100022 19.812684199800003 0.13860000000000003 38.115457128050004 -0.088099999999999998 -0.10282499999999999 21.850554661550003 22.634947069650003 21.623222698850004
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 3 5 -4 7 9 8 -3 -7 -8 -12 -2 14 15 -14 -16 18 20 -19 21 22 -18 24 -24 26 28 -28 29 -26
right_child=12 2 4 -5 -6 6 10 -9 -10 -11 11 -13 13 -15 16 -17 17 19 -20 -21 -22 -23 23 -25 25 -27 27 -29 -30 -31
leaf_value=-0.00090770472457093836 0.00083464513041596531 -0.0020174829237600556 0.00054337417453102191 0.0019207232582746862 -0.0017995541658410005 -0.0012525386570650891 0.00041088375269429775 0.00054489031650111657 -8.9775286272849149e-05 0.0010191654742271283 0.00045478154828352776 -0.002071237482146198 0.0002926342276976742 0.0012232163557689259 0.001184576979678803 -0.0018976087037924502 0.0017611523525619766 0.00032142453793516918 0.0013924687728051586 -0.0016531544685863793 0.0014112263365259608 -0.0012629795947946894 0.0015605469542842281 -0.0013403737668132257 0.0014838088967763967 0.00025969252943796575 -0.002417070048903291 8.4282335348156122e-05 -0.001178537500098556 -0.00010210675149004406
leaf_weight=5.2321733162461888 5.7248642186168572 1.1967493916163316 0.86252701771445517 1.2099836599081744 1.8249561757547779 0.9696946952026323 1.2085974779911337 14.665938224177806 6.370146234286949 2.606585479923524 0.68871327771921675 2.9136884118197486 1.9402438420802344 2.1614949870854607 3.6374846601393065 2.4818045375868678 2.3271094858646384 2.865131761878728 5.1688130954280487 3.378201462328434 2.091975111514329 2.8529539741575709 1.9933102447539557 1.9441175116226066 4.0280692577362078 32.33604549209123 2.4412573110312072 3.3379708332940936 3.5901888851076356 6.3521319192368537
leaf_count=431 78 159 28 6 103 29 42 281 427 46 65 172 24 26 34 64 22 27 50 60 23 25 18 29 24 361 31 59 51 105
internal_value=0.000106835 -0.000101103 2.11621e-05 0.000111401 -0.00104761 3.99036e-05 -0.000451061 0.000225119 -0.000394654 0.000403202 -0.00108608 -0.00158831 0.000198012 0.000155098 0.000127204 -0.000936605 0.000187249 0.000138689 0.000219456 -0.000746999 0.000123665 7.96555e-05 0.000145302 7.8182e-05 0.000129179 7.44003e-05 -0.000228979 -0.000972337 7.85316e-05 0.000513313
internal_weight=130.403 39.7498 34.5176 31.8301 2.68748 30.6201 8.38728 22.2328 7.5669 3.57628 4.811 3.6024 90.6532 84.9283 82.7668 4.42205 78.3448 74.7073 68.4639 6.24333 63.2951 61.2032 58.3502 56.0231 54.079 52.0857 19.7496 5.77923 13.9704 10.3802
internal_count=2900 1789 1358 1227 131 1221 354 867 586 75 279 237 1111 1033 1007 88 919 885 798 87 748 725 700 678 649 631 270 90 180 129
is_linear=0
shrinkage=0.00192234


Tree=633
num_leaves=31
num_cat=0
split_feature=23 23 12 20 7 20 22 17 23 23 5 6 9 17 22 12 21 4 10 2 4 20 21 18 7 15 17 7 9 23
split_gain=0.147846 0.363798 0.600192 0.282629 0.393256 0.361579 0.431074 0.28905 0.317178 0.53001 0.658759 0.60155 0.7429 0.513159 1.17446 0.556376 0.453437 0.394602 0.337891 0.324626 0.332818 0.323151 0.460077 0.262359 0.684116 1.39761 0.646087 0.670734 0.661525 0.614504
threshold=-0.27223499999999995 -0.49570500000000001 151.63308792200004 32.785955158400007 22.535351262400003 34.542090938800008 -0.093604999999999994 157.96759137085004 -0.11050499999999999 1.0000000180025095e-35 21.564786815050002 16.305380972600002 196.26893085885004 174.63059628235001 -0.091779999999999987 319.87149966510009 15.031613344500002 162.32075757215003 55.895732990150002 45.36220315740001 148.04566182605001 41.558544840500012 11.975443695300001 13.303774303900001 23.124786352450005 38.469938489650012 188.16174763880002 22.806258769100005 196.26893085885004 0.09721500000000001
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 -1 4 -2 6 -5 -7 13 10 11 12 -10 18 15 -15 21 -14 -9 -11 -21 -16 -23 26 25 29 27 -22 -28 -25
right_child=3 -3 -4 5 -6 7 -8 8 9 19 -12 -13 17 14 16 -17 -18 -19 -20 20 23 22 -24 24 -26 -27 28 -29 -30 -31
leaf_value=-0.06297829270387266 0.013157351899933011 -0.047578134755663491 0.022869993949238297 0.046392697354103798 -0.065304455704475087 -0.051269958970001445 -0.0023294249052848914 -0.007768444142586736 -0.070244652350549733 0.035140529593471789 -0.061988647953955242 0.033166649422878232 0.023514679320731036 -0.051752300182219269 0.044468643779767392 0.010046633444905105 -0.019334701969978583 -0.025826201271724174 0.043115553896824595 -0.027793958749996836 0.0030151985145404235 -0.025120443079029074 0.044246226964371978 0.011760116784634502 0.0014563677808015112 -0.059605900124512466 0.028629222070359006 -0.043718462420992268 -0.014346464179896955 -0.037237154958242959
leaf_weight=0.35386582771752761 0.36753228376619418 0.72240139174027618 1.1159165042336097 1.2586064439092299 0.49399628965238662 0.35297453370367193 1.1432794939719304 0.54403134535095743 0.74855961991124775 0.89965389110147853 0.94187877200602077 0.88429528381675471 0.96360597014427218 1.4795543856744191 1.9792744946898895 0.711850611551199 0.75931545160710801 1.201450062333606 2.0636231624521315 1.3528191110817704 7.9888735231797927 0.67450032941997029 0.59256399364676327 3.2666119683708521 44.22371190398917 1.9219189287396146 5.8609036023262879 1.1603209548629818 1.4800611935788763 1.1388465048512442
leaf_count=41 38 72 55 40 101 81 39 41 39 15 93 14 7 74 50 29 20 39 75 25 171 34 9 117 1372 44 82 33 26 24
internal_value=0.000527834 -0.0142029 0.0022011 0.000901354 -0.0318323 0.00123083 0.0232013 0.000596501 0.000817504 -0.000408169 -0.0189901 -0.00832647 -0.0209198 0.0111235 0.00212857 -0.0316777 0.0206232 -0.00386595 0.0324997 0.00086286 0.000411972 0.0299693 0.00732005 0.000981137 -0.00107106 -0.0187359 0.00727222 -0.00291167 0.0199646 -0.000906073
internal_weight=88.6468 2.19218 1.46978 86.4546 0.861529 85.5931 2.40189 83.1912 82.8382 74.0335 4.73979 3.79791 2.91362 8.80471 6.19706 2.1914 4.00565 2.16506 2.60765 69.2937 68.3941 3.24634 1.26706 67.0412 50.5511 6.32738 16.4902 9.14919 7.34096 4.40546
internal_count=2900 168 96 2732 139 2593 79 2514 2433 2101 192 99 85 332 216 103 113 46 116 1909 1894 93 43 1869 1557 185 312 204 108 141
is_linear=0
shrinkage=0.0574375


Tree=634
num_leaves=31
num_cat=0
split_feature=16 6 15 13 13 18 10 20 20 2 7 20 15 19 6 19 14 22 21 5 23 15 23 5 15 7 13 4 7 17
split_gain=0.519469 0.975169 0.901581 0.809007 1.22114 0.610206 1.57886 0.858308 0.896056 0.730125 0.63581 0.612541 1.19695 1.128 0.999924 0.850466 0.911369 0.588603 2.02159 1.75856 2.07965 1.71343 1.05367 0.957878 0.981474 0.932738 0.909963 0.904165 1.33154 1.78223
threshold=18.594956516900002 15.675366252400002 32.540328261750005 108.61908538635001 107.97116697695002 15.042884401850001 70.182199495350019 40.621691032550004 40.337496327150006 215.60007756200005 24.101221167900004 38.592454371550012 30.416602988400005 14.251149826300002 16.285380505300001 14.351157895250003 253.77152443785005 -0.11600999999999999 7.9012669525000012 21.495293572000005 0.083415000000000031 36.636904827250007 0.091545000000000029 21.623222698850004 25.134223482700005 22.426784932800004 117.38883580790001 227.97173202615002 23.282607548150004 189.46592532740002
decision_type=2 2 2 2 2 2 2 2 2 2 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 8 9 11 -11 13 -13 -2 -14 -16 -17 18 26 20 -19 22 -22 -20 -25 -21 -9 -27 29 -29
right_child=5 -3 -4 -5 -6 -7 -8 17 -10 10 -12 12 14 -15 15 16 -18 19 23 25 21 -23 -24 24 -26 27 -28 28 -30 -31
leaf_value=6.4766793980171427e-07 9.6285049488594257e-05 -0.0016415170130679212 -0.0020194888573301399 0.001049124292730456 -0.0021044824556469438 0.00080424594260548291 -0.0015605472665598586 0.001654690133261518 0.0013610008650822803 -0.0019154260870256749 0.00023752060807539816 0.0012375380014974333 -0.0013934457637461725 0.0011577008030073269 0.00091969257367596237 -0.0010245106206849769 0.00073720439625708691 0.00057484689573574378 0.00064549040215003829 -0.0010994026514168649 -0.0014505433692991452 -0.0024021950392827912 0.00019846278808803361 0.00032926343283784499 -0.0022708930624548915 0.00098354707191108753 0.00028630602067670883 0.00039912817183687958 0.00048174518103004453 -0.0018544726934373035
leaf_weight=32.878494465086987 7.0199268618598634 1.4416775193094498 0.82341717951930959 2.5947723560966542 1.0508223976939906 5.3879369827918699 1.9772465871646989 3.7094889963045699 3.3366341339424244 0.98072772915475015 1.049170813988894 2.5928078703582278 2.1385623561218363 7.8234624676406384 2.8731933580711484 3.0847720867022872 1.673992935568094 3.3648676890879861 1.2053705472499134 1.8708078204072105 2.7599886534735543 2.9286497235298157 2.9758356641978025 0.78647220402490381 1.6875809412449596 5.5349313872866359 3.4811107770074159 2.6227145095472215 10.164451491087673 2.5650917268358171
leaf_count=1463 90 197 66 29 34 69 60 32 33 26 20 23 25 68 28 37 18 35 12 54 40 33 30 19 46 43 45 56 105 64
internal_value=9.43802e-05 -9.01624e-05 -3.02774e-05 1.45684e-05 -6.45502e-05 0.000178009 0.000135942 0.00017882 0.000417209 0.000309499 -0.000802657 0.000392477 7.64256e-05 0.000655722 -0.000231699 9.38354e-05 -0.000404791 8.74548e-06 0.000399209 -0.000113263 -0.000707752 -0.00120585 -0.000595013 -0.000759713 -0.00144433 0.00020097 0.000992228 0.000317441 7.72904e-05 -0.000715156
internal_weight=124.385 38.7892 37.3475 36.5241 33.9293 85.5958 80.2079 78.2306 32.5733 29.2366 2.0299 27.2067 12.3633 14.8434 9.77052 7.63196 4.75877 45.6574 10.87 34.7873 12.0293 8.66447 5.73582 3.67942 2.47405 22.758 7.1906 20.8872 15.3523 5.18781
internal_count=2900 1789 1592 1526 1497 1111 1042 982 368 335 46 289 131 158 108 83 55 614 154 460 138 103 70 77 65 322 77 268 225 120
is_linear=0
shrinkage=0.00192234


Tree=635
num_leaves=31
num_cat=0
split_feature=13 10 13 16 20 18 9 19 17 10 5 7 5 9 23 23 2 9 23 2 22 13 16 3 16 15 18 15 13 3
split_gain=0.156415 1.17252 1.58696 1.17063 0.747916 0.890974 0.773993 0.638854 0.628657 0.650356 0.73292 0.700887 0.662764 1.28178 0.639922 0.604446 0.602173 0.593403 0.514235 0.510949 0.483674 0.451429 0.986777 0.930176 0.631613 0.790563 0.787328 0.746189 0.668454 1.16684
threshold=112.82921081865001 66.318885161900013 113.85351336640001 19.974953289850003 38.441102963850007 13.373311100250001 193.60452210450003 14.251149826300002 212.33270692945004 63.910026677050006 19.915533535850003 22.689595575850003 21.197160116700001 197.19111486365003 0.12064000000000002 0.25847000000000003 77.807238814800016 190.24759545780003 0.11263500000000003 146.11720701395004 -0.083135000000000001 109.72404167800001 19.214955067100004 86.130133125200004 18.684956306450005 29.049007317550004 14.025183600500002 27.992471162000005 109.34496908160001 83.511574906150017
decision_type=2 2 2 2 2 2 2 2 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 15 5 6 7 -4 9 10 -6 -11 13 17 16 21 -14 -12 -18 -16 -15 22 24 -23 25 27 -27 -1 29 -26
right_child=1 -3 4 -5 8 -7 -8 -9 -10 11 12 -13 14 20 19 -17 18 -19 -20 -21 -22 23 -24 -25 28 26 -28 -29 -30 -31
leaf_value=-0.0023754860709902792 -0.063854357993100769 0.039792921178761965 -0.007299555887187982 -0.044892146849827147 0.047174865112156947 0.047232286786878269 -0.026051552434736357 0.050806354683846908 0.040926848310222065 0.014601081029418705 -0.017082339874802753 -0.064853921932523734 -0.047832967292325577 -0.072886654438350684 0.0078180048886764327 -0.05944729875145869 0.0041862083566911682 0.022830912703975945 0.042284300398790609 -0.047985742466451514 -0.024789753426652666 0.050087652045731207 -0.048460498850134988 -1.9447046905831987e-05 0.048810101537552393 0.0362832869542088 -0.046102009945408078 0.036563750675963923 0.053580831631004806 -0.020838281665296304
leaf_weight=21.764150387465648 1.1350665340432886 2.4518862739205352 1.0651868425484279 1.8558234230149526 0.96487642452120681 2.307721845805645 1.5668812459334729 1.2575458977371452 1.0813020551577199 0.51674668546183855 2.53211935609579 0.98026067344471812 0.65279746055603638 1.2311188513413074 0.80295414384454433 0.51356026983012171 24.59524901153782 2.0579947419464588 1.1293862257152785 1.3257763458532279 1.3210404072888193 1.656328948214649 1.313760423567145 3.5477635037459549 1.1928971279412501 0.42519793077371959 2.0980268243583851 1.6109240590012621 1.2692584162577984 1.9021451103035358
leaf_count=1469 34 33 56 49 14 23 24 19 18 27 32 22 16 16 13 39 525 23 16 35 24 17 37 64 16 12 129 24 11 63
internal_value=0.000503998 0.00258348 0.000622491 -0.00209741 0.0022349 0.0200562 0.00393259 0.0241594 -0.000583172 -0.00176093 -0.000302651 -0.0374271 -0.0015877 -0.0166262 0.00218023 3.21394e-05 0.00453004 0.000812915 0.00585883 -0.0269366 -0.0479909 0.000862642 -0.00162033 0.0159284 0.000413092 -0.00286099 -0.032219 0.000308063 0.0198419 0.00600573
internal_weight=88.1257 48.9759 46.524 39.1498 45.389 6.19734 3.88961 2.32273 39.1916 38.1103 36.6133 1.49701 35.6484 7.14227 28.5062 37.294 26.3774 4.59011 25.7246 2.12873 2.55216 36.7805 31.5764 5.20409 30.2626 25.8983 2.52322 23.3751 4.3643 3.09504
internal_count=2900 970 937 1930 903 122 99 75 781 763 714 49 700 95 605 1881 557 55 541 48 40 1842 1761 81 1724 1634 141 1493 90 79
is_linear=0
shrinkage=0.0552071


Tree=636
num_leaves=31
num_cat=0
split_feature=17 8 22 6 20 23 0 22 20 15 19 2 2 15 16 20 6 13 23 13 0 4 12 15 22 9 6 8 19 23
split_gain=0.252192 0.224883 0.431288 0.386308 0.414429 0.282249 0.404337 0.226122 0.541517 0.789669 0.637347 1.06516 0.74812 0.607879 0.583685 0.541121 0.985897 0.809915 0.766238 0.636285 0.900456 0.612973 0.891858 0.668276 0.93055 0.55039 0.655081 0.564725 0.60421 0.519457
threshold=157.96759137085004 9.5425530862500008 -0.01762 17.765415086100003 36.514114975300011 0.087405000000000024 85.807518149550006 -0.062629999999999991 40.21994457600001 42.133814420300006 13.951125619400001 114.43237721760001 122.26439358135001 14.069954549750003 15.104964678000002 41.028010303750008 16.415383542800004 117.45604726115 0.10461500000000003 113.96105169155001 92.313586825200005 398.10712430820007 235.75385747780004 32.393814985100008 0.06041500000000001 196.26893085885004 14.855347092800002 7.943800736700001 13.151061067750001 0.09660500000000001
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=-1 3 -3 7 -5 6 -6 8 9 10 11 14 -13 -14 -2 19 17 21 29 20 -9 22 23 24 -17 -22 27 -27 -29 -18
right_child=1 2 -4 4 5 -7 -8 15 -10 -11 -12 12 13 -15 -16 16 18 -19 -20 -21 25 -23 -24 -25 -26 26 -28 28 -30 -31
leaf_value=-0.054726541617892095 0.017218327415960428 0.043325774410935547 -0.020054852199312214 0.027584312492370595 -0.066452119010975461 -0.070758495991027126 0.066839364949896701 -0.039016617268957735 0.0023966332166699112 -0.064121495721284366 0.0069937811778012426 0.048687033760937706 0.046115725901747048 -0.027173718927249985 -0.066164875699059822 -0.069116550104072236 -0.043029710957613203 0.0583023706448553 -0.076532550748513284 0.029989677176510948 -0.015522129309622424 0.038896232838027504 -0.051333784453853143 0.038769396760043269 0.014915764799231838 0.040407082999762166 0.050218122325881603 0.015957864532133235 -0.037039396853135183 0.011024103199966884
leaf_weight=0.34400729353364923 0.4153847829875289 1.3419762200792322 0.67523113728384387 0.38150083960499515 0.20206422292540061 0.8347822762443684 0.18008282035589218 1.739947791909805 38.172820667838096 1.1316045899875451 6.3879607693525031 0.96315236086957146 0.56249058694083975 2.9931905303965323 2.2748600142949726 0.85963271700893429 1.3750297406804741 1.1513545252382753 1.1183597102062774 5.8911764683434731 2.392578100312674 1.343849418335594 1.5561566987598778 1.5993201264063825 1.537534707051236 1.5712118462106444 2.1532769235782325 2.1875378442637161 1.5292928619310258 1.6205178964883087
leaf_count=96 35 40 25 20 60 39 2 45 1161 36 79 22 100 223 98 60 49 16 32 94 146 60 55 27 94 53 25 51 37 20
internal_value=0.000546359 0.000767086 0.02211 0.00025532 -0.0312403 -0.0496815 -0.00363989 0.000865337 -0.00166848 -0.0122042 -0.00788341 -0.0210661 -0.00188177 -0.0155797 -0.0532902 0.00538971 -0.00508611 0.00808133 -0.030845 0.0126845 0.00387608 -0.000302965 -0.00978994 0.00638644 -0.0152185 0.0114652 0.0201424 0.00789563 -0.0058479 -0.0137879
internal_weight=86.4879 86.1439 2.01721 84.1267 1.59843 1.21693 0.382147 82.5282 52.9015 14.7286 13.597 7.20908 4.51883 3.55568 2.69024 29.6268 12.1618 8.04785 4.11391 17.465 11.5738 6.89649 5.55264 3.99649 2.39717 9.8339 7.44132 5.28804 3.71683 2.99555
internal_count=2900 2804 65 2739 121 101 62 2618 1754 593 557 478 345 323 133 864 413 312 101 451 357 296 236 181 154 312 166 141 88 69
is_linear=0
shrinkage=0.0646839


Tree=637
num_leaves=31
num_cat=0
split_feature=20 15 20 15 6 13 3 20 4 10 22 20 6 21 6 7 20 22 23 20 3 21 20 22 5 15 15 20 20 21
split_gain=0.155489 0.224049 0.196398 0.537873 0.352721 0.499743 0.280107 0.230437 1.17525 0.725183 0.394563 0.307395 1.03705 0.52865 0.30033 0.602994 0.528739 0.471409 0.312534 0.30039 0.506952 0.299326 0.648291 0.63534 0.628155 0.971148 0.857536 0.611324 0.609356 0.594451
threshold=31.796797363700005 37.576156502300009 35.461062230100005 31.000143748900005 13.200308423050002 101.21238323700003 87.114108800950007 37.020641110850008 193.80606919430002 69.64719632740001 -0.081169999999999992 37.858673296900008 14.875347560100002 1.0000000180025095e-35 16.585387514950003 22.660992635700001 38.115457128050004 -0.23361999999999997 0.10332500000000001 38.703421923500009 93.770731131900007 3.5085246469500002 38.703421923500009 -0.10098 21.964328598750004 21.850732508700002 44.34858359035001 41.495754733000005 39.211875820650008 3.8005420560000007
decision_type=2 2 2 2 2 2 2 2 2 2 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 -6 8 9 -4 -10 12 13 -9 16 17 -13 -16 19 -19 -21 23 -23 -18 25 -25 -26 -27 -24 -30
right_child=2 -3 7 -5 6 -7 -8 11 10 -11 -12 14 -14 -15 15 -17 21 18 -20 20 -22 22 28 24 26 27 -28 -29 29 -31
leaf_value=-0.047791940541768108 -0.061868513176776774 0.062733705416989916 0.044036518604659278 0.030440108809191343 -0.065965956937732745 0.059834413448340194 -0.0058972190232587122 0.017423945215977066 -0.059051510820174846 -0.02641482088395784 -0.011649841151685561 -0.046913368548332543 0.048687087609232599 -0.066676034326412392 -0.04170315426618397 -0.045922155343331293 0.023307609276021029 0.055084762663314329 -0.036513744912817517 -0.071599925829536656 0.017822500463451331 -0.046916142966936095 0.034890905468406688 0.025010758871165533 0.037929945720384911 -0.005698296468482268 -0.022186240224492504 -0.046443121112563476 -0.04736582495567674 -7.6484458362605881e-06
leaf_weight=0.47130804093831002 0.17616543810799967 0.079657867550849915 1.5176690133521327 2.6700121264439076 0.51640733948443063 0.43459991947747767 0.65326551423640922 0.53651486684975613 1.6202323035031443 0.84509041189448897 1.0922016430995425 0.83828604302834619 1.8092675912776028 0.57564020824793261 0.84467779422993716 1.5443147256737573 6.7326473712528268 0.60885617020539973 0.46924652002053324 0.26947758544702116 1.8703006548457777 1.1046082740940608 1.8210776202904515 2.0756083359265158 2.8088301214156672 3.0664040895062499 1.2848378522903656 2.4701995306531899 1.0076753922621708 43.24837497496992
leaf_count=143 68 1 28 37 21 5 37 37 71 27 30 29 38 45 60 44 186 12 14 6 139 39 44 115 43 72 41 62 39 1367
internal_value=0.000463147 -0.0318123 0.000673562 0.0131363 -0.012813 0.0247312 -0.0324174 -1.92132e-05 -0.0125889 0.0188381 -0.0399645 0.000831518 0.0202144 -0.0261054 4.57664e-05 -0.0135014 0.00118869 -0.00117712 0.00946076 0.0173095 0.00656089 0.00180318 -0.000770321 0.00838844 -0.000192336 -0.0105468 0.0190619 -0.0238769 0.000335934 -0.00108596
internal_weight=85.0635 0.550966 84.5125 4.45045 1.78044 0.610765 1.16967 80.062 5.07519 2.36276 2.71243 74.9868 2.92142 1.11216 72.0654 5.60687 66.4585 4.06256 3.21788 2.74863 2.13978 65.6203 47.1817 18.4385 11.7059 7.61221 4.09367 5.5366 46.0771 44.2561
internal_count=2900 144 2756 168 131 73 58 2588 156 55 101 2432 120 82 2312 275 2037 231 171 157 145 2008 1489 519 333 249 84 134 1450 1406
is_linear=0
shrinkage=0.0609531


Tree=638
num_leaves=31
num_cat=0
split_feature=16 16 18 23 16 6 19 6 6 19 7 10 23 18 6 6 21 9 22 6 21 17 20 18 23 13 9 22 21 19
split_gain=0.155838 0.417454 0.296111 0.36422 0.321246 0.358397 0.290042 0.257046 0.4509 0.338485 0.228595 0.282412 0.271806 0.363342 0.224288 0.657968 0.400506 0.700713 0.487412 0.515975 0.344339 0.513285 0.39894 0.368464 0.336124 0.467397 0.375398 0.280778 0.669688 0.529597
threshold=13.534968349350001 13.039969506900002 13.849588037450003 0.076580000000000023 12.644970430600003 13.200308423050002 11.850956171350001 11.125259939900001 12.315287744750002 11.650940033400003 21.061418062900003 74.784839814650013 -0.24701499999999998 16.915500282450004 13.665319288000001 13.775321858200002 5.9038172716500013 184.56123852025004 -0.22386500000000001 5.6401317807500009 2.4738339625000005 199.41622983390002 35.131296350900008 17.166139419800004 0.083905000000000021 106.33120751740002 193.75542554275003 -0.50001499999999999 5.2269517379000012 12.250988447150002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 -1 10 5 -5 7 9 -9 -2 -4 -12 13 -13 16 -16 20 18 -18 -20 21 -8 -23 -24 25 -22 -26 28 -17 -29
right_child=6 -3 3 4 -6 -7 14 8 -10 -11 11 12 -14 -15 15 27 17 -19 19 -21 24 22 23 -25 26 -27 -28 29 -30 -31
leaf_value=-0.059260225753632934 -0.042079054829406902 -0.06008305745712738 0.049390671062907142 -0.051056942379537944 0.034521570165466274 0.0064014997170289724 -0.060131132118714542 0.058697319707396702 -0.0017514785287151508 0.033176793724502766 -0.059916047993391168 -0.063511116697709785 0.022055156914831429 0.032124055177276012 0.037324241594411861 -0.036173449451219308 -0.060720796279469566 -0.052258131888303243 -0.040981950946799753 0.030357549182408919 -0.059897351139029865 0.039532613968409416 -0.059658373698885124 0.011573523359184606 0.050227740701867751 0.028591059357562516 0.0006404409512947443 0.045144203526057074 0.022537022674465827 0.0008142192655449217
leaf_weight=0.30160024267388408 0.41714116506045629 0.48007837593468128 0.45631799148395691 1.0151112988642124 0.29526975957560342 0.5533651091827777 0.59980997740058084 0.96664094179868676 0.70327483961591497 0.3739158125827089 0.20211038805427994 0.32154023137991394 1.73071775570861 0.22123679896685644 1.6539908065460611 1.945013039337929 0.37354137428337741 1.5368350917124187 0.45348681794712353 1.274445127113722 0.40017131890635971 0.59197581410262479 0.43374146046699025 0.53516414534533396 1.1154308208497243 0.38772989599965513 0.91833110479637969 0.9020476223086068 0.95600328501313914 61.844713290243817
leaf_count=73 25 64 16 404 13 22 52 18 34 22 22 27 125 34 33 55 30 105 102 36 41 27 35 26 20 12 29 29 25 1344
internal_value=0.00039693 -0.00887973 -0.00405722 -0.000585496 -0.0204389 -0.0307854 0.00105701 0.0204634 0.0332397 -0.00650722 0.0120348 0.00514914 0.0109333 -0.0245301 0.000427963 0.00154526 -0.00829483 -0.0227825 -0.00122651 0.0116349 0.00228459 -0.0149709 0.00238313 -0.0203142 0.015498 -0.0163518 0.0278369 0.000643815 -0.016826 0.00145151
internal_weight=83.9608 5.57735 5.09727 4.79567 1.86375 1.56848 78.3834 2.46097 1.66992 0.791057 2.93192 2.47561 2.27349 0.542777 75.9224 67.3018 8.62066 3.63831 2.10147 1.72793 4.98235 2.16069 1.56088 0.968906 2.82166 0.787901 2.03376 65.6478 2.90102 62.7468
internal_count=2900 800 736 663 439 426 2100 99 52 47 224 208 186 61 2001 1486 515 273 168 138 242 140 88 61 102 53 49 1453 80 1373
is_linear=0
shrinkage=0.0574375


Tree=639
num_leaves=31
num_cat=0
split_feature=7 3 7 5 21 18 7 18 8 3 16 13 18 8 0 8 7 18 5 9 0 22 22 9 3 13 18 16 18 16
split_gain=0.147451 0.26049 0.348314 0.337148 0.531144 0.500758 0.328417 0.479623 0.358819 0.383209 0.324716 0.243541 0.344154 0.267753 0.725853 0.295425 0.317598 0.772881 0.563496 0.553402 0.496449 0.477309 0.516829 0.765961 0.557775 0.438799 0.34847 1.4571 1.0409 0.870166
threshold=17.938678131200003 103.44111502715002 20.234873028950002 29.040033326300005 11.790993765850002 11.831616630050002 21.725272673150005 14.643918747750002 9.5425530862500008 94.92945658615001 22.724946859200003 117.75715457175001 12.752103815600002 8.8430989333000021 86.950112854950021 8.7431769115000026 22.726915405250001 13.197799034350002 22.000536998450006 193.75542554275003 85.613949164150014 -0.10098 -0.088099999999999998 188.14427954665004 93.770731131900007 117.43991651235002 13.482409244300003 22.584947186600004 13.5308213324 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 -2 -3 5 -5 7 -4 9 10 11 12 -8 15 -15 16 19 18 -18 20 -14 -22 -23 24 25 -24 27 -19 -28 -30
right_child=1 3 6 4 -6 -7 8 -9 -10 -11 -12 -13 13 14 -16 -17 17 26 -20 -21 21 22 23 -25 -26 -27 28 -29 29 -31
leaf_value=0.030288340298365343 0.025966760421360816 -0.064341435806191755 -0.025580102205426281 0.056442743703669043 -0.066668509243649532 -0.035640138810989971 0.049467962899716091 0.0500809937008483 0.035996938277748317 -0.04284541922235921 0.027603744984842377 -0.033679757339769779 -0.036826200162500843 -0.067409622659846916 0.0060356336426172653 0.021877081997294261 -0.0095423796612716834 0.038573982076147616 -0.066972482497659802 0.045550291678595638 0.039718310861451958 -0.028901079247874818 0.031674734556801171 -0.020900868779685833 0.057592803866673772 -0.038699472015616382 -0.058356698176289516 -0.012618872551287337 -0.0037937674822041655 0.023014769680141919
leaf_weight=0.60781074217811593 1.9726303941279173 0.51663084454048558 3.1748826669645491 0.54209467387408927 0.37935978305176832 0.36860580633219797 0.53107441545580414 0.3451127319713122 1.0661327932029951 0.75415923999389534 1.6448000026866783 0.77916166000068088 0.96632545959437077 0.79048832756234277 1.3601302194001617 2.4026147183030835 1.4798296727240079 3.8902752587455307 1.1115195498568935 1.408850631705717 1.5507403328956559 1.5220603758934865 0.82155450227583349 1.6426540212705729 1.4627244914881883 0.54924784891773015 1.1939851266797621 4.404248766892124 38.648513074984294 5.0908038577763355
leaf_count=84 78 88 189 24 24 41 8 13 23 40 31 12 31 29 29 40 20 41 43 18 57 21 45 25 14 10 15 77 1646 84
internal_value=0.00037681 0.000156095 0.000669398 -0.0227333 -0.00607042 0.0191722 3.44421e-05 -0.018162 0.000887644 0.000381857 0.000826902 0.00021184 0.000584676 0.000215374 -0.0209601 0.000883652 0.000116439 -0.0016699 -0.0341761 0.0101638 0.00430917 0.00957481 0.00178173 0.012215 0.0314129 0.00347747 -8.73616e-05 0.0113915 -0.00220631 -0.000673531
internal_weight=82.979 82.3712 80.5645 1.80669 1.29006 0.9107 78.5919 3.52 75.0719 74.0058 73.2516 71.6068 70.8276 70.2966 2.15062 68.1459 65.7433 55.8192 2.59135 9.92416 8.51531 7.54898 5.99824 4.47618 2.83353 1.3708 53.2278 8.29452 44.9333 43.7393
internal_count=2900 2816 2639 177 89 65 2561 202 2359 2336 2296 2265 2253 2245 58 2187 2147 1926 63 221 203 172 115 94 69 55 1863 118 1745 1730
is_linear=0
shrinkage=0.0609531


Tree=640
num_leaves=31
num_cat=0
split_feature=13 3 17 16 20 20 2 13 3 19 7 13 3 18 13 16 22 23 20 9 20 8 10 21 0 6 17 0 2 5
split_gain=0.479158 1.13107 1.37883 0.911477 0.847655 0.869233 0.95215 0.787023 1.5806 0.940371 0.743709 1.60808 0.996593 0.85773 0.995254 0.969798 0.837209 1.19556 1.70132 0.721509 0.905442 1.16269 0.710847 0.671322 0.924547 1.03372 0.86482 1.00165 0.795365 1.23706
threshold=109.41218053485001 84.146051024900018 180.67147619190004 18.714956236300004 40.621691032550004 40.337496327150006 215.60007756200005 112.82921081865001 89.227236891450005 13.251069136700002 24.101221167900004 104.27722550570002 83.511574906150017 15.008481731450003 98.238948544700023 9.6249774926000011 0.06041500000000001 0.090720000000000023 40.922041107600009 181.61255275325001 38.512991772500008 6.2451263653500009 90.740838818900016 1.1877328917500003 89.219171517050015 15.955372794750003 201.37020668845003 87.29692395375001 103.98563613345001 21.269675393700002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 3 -3 10 5 6 19 9 -9 -6 -1 13 -13 -12 15 22 17 -16 -19 20 21 -2 -15 -10 25 -25 27 28 -27 -30
right_child=4 2 -4 -5 7 -7 -8 8 23 -11 11 12 -14 14 16 -17 -18 18 -20 -21 -22 -23 -24 24 -26 26 -28 -29 29 -31
leaf_value=0.00056998640634702751 -0.0020139829142298868 0.0002409215520705232 -0.001177194716185462 0.0012174273330047031 0.00026863427489032921 0.0013682217372349009 -0.00094005148106403194 0.0013553681275008797 0.00080268186324841738 -0.0022260959558287768 -0.0018800161336091723 -0.0021961798487848687 6.1477112584761251e-05 0.00096364680745264855 0.00075348244842180206 -0.0010280869329348944 0.0013313184459628974 -0.0019202463588575218 0.00064071926223700185 0.0004917686581583199 -0.0025068134333361917 0.0020214214122639641 -0.0012565064798439713 0.00099656065906534338 -0.0017007221522883952 0.00035263933727243521 -0.0012584300905870364 0.0014082714222957288 -0.0024319370859643766 -0.00025870655813535346
leaf_weight=7.0933882783865583 0.47525553597370762 4.3489580947207269 6.6925046132528223 2.6078888350166372 1.058047215919941 3.3228127695620051 2.1687971376813939 3.3638908332213751 3.2914191451854995 1.2881816988810895 0.8506125231506364 2.1807860846165563 1.1471627731807528 2.2579514322424106 5.6359457338694465 4.4035624204552732 3.1886758590117088 2.0095821747090672 1.9799522147513924 26.200952472165227 0.71348875993862737 0.64986143261194229 0.73492716142936831 3.2291106879711142 1.3725725449621666 8.1163785671524327 2.569760949118062 1.6579166334122408 1.0665923673659587 18.02961610010243
leaf_count=174 64 178 280 32 20 37 53 35 46 28 38 73 25 74 92 401 48 65 39 253 13 8 229 30 15 100 39 11 15 385
internal_value=8.78096e-05 -7.32077e-05 -0.000618634 0.000103449 0.000180295 0.000416337 0.000311633 4.58103e-06 6.53375e-05 -0.00110108 1.11715e-05 -0.000151355 -0.00141795 4.87838e-05 0.000129962 -0.000442756 0.00046054 0.000172073 -0.000649274 0.000408448 -0.000778903 0.000316845 0.000418469 -4.49892e-05 -0.0001224 -5.99138e-05 -0.00016842 -7.13986e-05 -0.000161547 -0.000380089
internal_weight=123.707 45.1319 11.0415 34.0904 78.5747 33.5312 30.2084 45.0435 42.6973 2.34623 31.4825 24.3892 3.32795 21.0612 20.2106 7.39644 12.8142 9.62548 3.98953 28.0396 1.83861 1.12512 2.99288 39.3334 36.0419 34.6694 31.4403 28.8705 27.2126 19.0962
internal_count=2900 1748 458 1290 1152 428 391 724 676 48 1258 1084 98 986 948 704 244 196 104 338 85 72 303 641 595 580 550 511 500 400
is_linear=0
shrinkage=0.00196078


Tree=641
num_leaves=31
num_cat=0
split_feature=16 15 6 13 13 16 10 3 3 7 20 20 22 15 2 22 21 6 10 15 22 5 0 3 22 12 17 15 3 17
split_gain=0.62566 0.859256 0.835456 0.933675 1.47152 0.65549 0.774357 1.86648 1.516 1.47656 1.18128 0.918598 1.05719 1.10743 0.82765 0.782446 1.29764 1.40836 0.993914 0.764182 0.768519 0.760522 1.35673 0.707461 0.698357 1.43633 1.30179 1.23885 0.933983 0.875724
threshold=18.594956516900002 32.540328261750005 15.675366252400002 108.61908538635001 107.97116697695002 18.744956166100003 66.697957758300021 83.511574906150017 89.227236891450005 24.373474566200006 38.994321257850011 42.178283198950005 -0.067574999999999996 36.508287084250007 81.219375828750017 -0.088099999999999998 3.4703576882500005 16.575387281250006 62.197478847950002 46.574831689400007 -0.096499999999999989 21.746930049350002 86.20003303655001 84.807411725000023 -0.072569999999999982 158.37848859105003 193.92177542215003 33.755638987250002 93.249170254600017 194.30849344835002
decision_type=2 2 2 2 2 2 2 2 2 2 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 -2 8 -8 -7 10 14 19 15 -14 -9 16 -13 18 -18 24 -21 -17 -23 -11 25 29 -27 -26 -29 -10
right_child=5 -3 -4 -5 -6 6 7 9 11 23 -12 12 13 -15 -16 21 17 -19 -20 20 -22 22 -24 -25 27 26 -28 28 -30 -31
leaf_value=-1.1256651635363066e-05 0.00090095380437519093 -0.0020525374608055414 -0.001671996683029269 0.0011395473827930387 -0.0021878304614904899 0.0012823875728426514 0.001263346131791643 -0.00056219065085338362 0.00087406824589126946 -0.00028001227398469875 -0.0012629740166114776 0.00092549450833559054 0.00084923515296029162 -0.0015393011567833112 0.0012043470422031879 -0.00030380028687190217 -0.00184790459615945 0.00082043359657141409 0.00029443919573906929 0.00058874831122852792 -0.0021159775978270537 -0.00025716503039302307 0.0018768446042810283 -0.002227129209492328 -0.00070769275713820109 -0.0016163501653432136 8.8765337922693064e-05 0.0014295555518008941 0.00040308212254414836 -0.00061623094595087823
leaf_weight=34.784245020528033 4.8631959497579365 0.84518317913170804 1.1910906177363347 2.5599073248449704 1.2366659548133601 5.0058119660243383 2.4033548668958238 1.6941066412255148 8.7373675378039426 0.99908124422654543 2.2212739223614335 2.2503350214101374 0.95102438374305975 3.4668314090231434 2.561309149954468 2.7190059153363118 3.5744897595432121 1.5278292454895561 1.0854068063199518 0.70667247450910509 0.94267469644546398 1.9479290508897973 2.7801957121118903 2.5448633288033307 2.0519985731225523 2.6339352470822623 4.9689841978251934 6.9532439000904542 6.6841784147545695 1.8341582808643568
leaf_count=1463 55 70 193 29 34 53 27 22 101 18 45 23 18 75 26 27 92 36 11 19 36 45 18 65 35 43 49 70 82 20
internal_value=0.000101215 -9.61739e-05 -5.45997e-05 -4.66641e-06 -8.59825e-05 0.000203858 0.000157574 -0.000288502 0.000248693 -0.000660698 -0.000103929 0.000155987 -0.000176693 -0.00102512 0.000501078 5.92657e-05 -0.000349556 -0.000813263 -0.0013489 0.000346181 -0.000957122 0.000522486 0.000997659 -0.00167821 0.000409659 0.000148038 -0.00050195 0.000712718 0.000926445 0.000615502
internal_weight=118.726 40.6171 39.7719 38.5808 36.0209 78.1093 73.2461 12.424 60.8221 10.0206 6.47669 55.8163 20.303 4.41786 4.25542 15.8852 8.43806 6.18773 4.6599 35.5132 1.64935 7.44713 4.72812 3.54394 33.8639 18.1744 7.60292 15.6894 13.6374 10.5715
internal_count=2900 1789 1719 1526 1497 1111 1056 203 853 176 93 800 345 93 48 252 162 139 103 455 55 90 63 83 400 213 92 187 152 121
is_linear=0
shrinkage=0.00196078


Tree=642
num_leaves=31
num_cat=0
split_feature=13 18 8 10 6 21 7 22 7 22 4 23 5 22 5 16 18 20 19 6 6 20 9 0 7 18 0 21 0 22
split_gain=0.147711 0.394567 0.384738 0.432152 0.450709 0.568356 0.360276 0.418327 0.347441 0.28376 0.248097 0.194049 0.190485 0.413667 0.254467 0.227825 0.373489 0.468047 0.282728 0.349521 0.642823 0.577339 0.498896 0.381269 0.536872 0.278406 0.270169 0.632038 0.662268 0.633631
threshold=95.870416931800023 17.327266398450003 2.9476996444500005 84.600400448950026 3.6650856341500009 18.904039828500004 21.061418062900003 0.23643500000000003 26.752366550650006 0.20981000000000005 331.95656290250002 0.081550000000000025 11.976288766350002 -0.16297999999999999 13.175707186950001 13.534968349350001 15.103091397600002 45.673096293200011 11.850956171350001 13.665319288000001 13.825323026450002 34.997818021800008 188.14427954665004 95.762878606550018 19.701858966650004 15.502113896900001 93.972365491700018 6.9984086918000008 94.776214472700005 -0.054494999999999995
decision_type=2 2 2 2 2 2 2 2 2 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 6 5 -5 -1 -8 12 -4 -3 -10 13 -2 -14 16 17 -16 -17 21 25 -20 23 24 -23 -21 -22 28 -28 -30
right_child=1 10 9 4 -6 -7 7 -9 11 -11 -12 -13 14 -15 15 18 -18 -19 19 20 26 22 -24 -25 -26 -27 27 -29 29 -31
leaf_value=0.028431864639029927 0.014597564752822837 0.044766050557718789 -0.060970570656493521 -0.060457561632457135 0.044395553338933288 0.034652897486991727 -0.062753957802449981 0.011438934034338842 -0.0074785366489708615 0.016296289178798579 0.00057743813818273901 -0.062456829758547737 0.026927961847379417 -0.061438489804975786 0.036376402580050843 0.029992446504546685 -0.062499229444580251 -0.061981913739572174 0.038832383191153008 0.012778324989597774 0.002396001064286747 0.03468691239475092 -0.043897218076631252 0.039816940789567046 -0.062260595108248981 0.057938475314337053 -0.039498461669533233 -0.033499793035138337 -0.0087497483953932753 0.02810074579731657
leaf_weight=0.36435542465187554 0.49333922454388812 1.1828465866856266 0.74855819072763541 0.45158085297134665 1.055931028062332 0.44591436325572431 0.85122595247958066 0.39839781686168863 0.43965385109186073 0.21949769605998881 0.73607318103313435 0.47906125267036259 1.3455144258914504 0.53000144027464446 0.50347926611720939 1.1935754758305837 0.53324226281256415 0.2630198480328545 0.5825294132810076 0.96846056077629217 54.158979838313826 0.34052278264425717 2.0989979251753539 0.56932241842150688 0.50870630308054388 0.98155501671135426 1.2572535543004031 2.6203651682008058 3.7224043250316754 3.0165386479347944
leaf_count=15 21 28 244 250 74 17 136 21 18 16 26 41 34 118 35 42 49 34 18 24 1152 10 131 7 40 17 56 99 88 39
internal_value=0.000445959 0.00105159 -0.0100397 -0.000973216 0.0179323 -0.0132026 -0.0238549 -0.0391002 0.000381172 -0.043451 0.0278159 -0.0361468 0.000824556 -0.0247825 0.00117552 0.000702927 -0.0240932 0.0026253 0.00115043 0.000664371 0.00170498 -0.0162707 -0.0253961 0.00197949 -0.0233867 0.03551 0.000687305 -0.00802938 0.000317314 0.00774556
internal_weight=83.0609 78.5254 4.53546 3.56741 1.95343 0.897495 1.61398 1.24962 76.6065 0.968056 1.91892 0.918715 75.6878 1.02334 74.6645 73.319 1.29974 0.766499 72.0192 70.8256 66.7256 4.10008 3.51755 1.41855 0.849229 1.95002 64.7755 10.6166 7.9962 6.73894
internal_count=2900 2127 773 513 341 267 172 157 2073 260 54 59 2014 139 1875 1841 118 69 1723 1681 1475 206 188 57 50 41 1434 282 183 127
is_linear=0
shrinkage=0.0597579


Tree=643
num_leaves=31
num_cat=0
split_feature=9 13 3 21 20 15 21 18 16 7 16 15 7 3 0 12 14 17 18 18 23 23 7 10 13 9 9 21 5 3
split_gain=0.13588 0.238084 0.342189 0.234459 0.234762 0.176406 0.267574 0.239747 0.314252 0.289178 0.494683 0.637909 0.266847 0.406818 0.321307 0.565262 0.432961 0.353037 0.374991 0.315753 0.570324 0.43018 0.338414 0.325758 1.03295 0.790975 0.446879 0.455651 0.444944 0.908901
threshold=37.256168974800005 96.209162656250015 66.676450093250011 20.770927814650005 50.264779514000004 11.896459116400001 17.123843457500005 17.140917755100002 11.934972090850001 26.565321014450003 17.654958715000003 20.310401204950004 26.752366550650006 73.962171626800014 98.851916998450022 119.83795109915002 170.52070866230002 193.40041255380001 15.606027545000002 15.312071772700003 0.088990000000000027 0.082620000000000013 25.543847821650001 71.090898343450007 107.97116697695002 206.08249486475003 202.89977928865002 2.3083050893000006 18.483418961650003 86.302194445500007
decision_type=2 2 2 2 2 2 2 2 2 2 2 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 8 -7 -9 11 -11 13 -10 19 16 -16 18 -17 23 21 -21 -22 28 25 26 27 -25 29 -15
right_child=5 -3 3 -5 -6 7 -8 9 12 10 -12 -13 -14 14 15 17 -18 -19 -20 20 22 -23 -24 24 -26 -27 -28 -29 -30 -31
leaf_value=-0.059435651843095037 -0.060279083710784394 -0.061080820667402835 0.013290086811323359 0.05938349050723659 -0.059202542391083267 -0.034175081403842081 0.011756751115035628 0.041135534758218295 0.046976177145710861 0.014634756218093081 0.05989649187957434 -0.060531987026158862 -0.03221837709830816 0.029206254495553214 -0.031730348763009765 -0.060542382849664109 0.039389557743508746 -0.060269938670575132 0.015490575615950396 0.0027969073165672828 0.0092543045676672531 0.046344944674221178 -0.041395290942248496 0.028723776160359496 -0.06165499675718427 -0.054717109261619344 0.051336788417710048 -0.017653691750993523 -0.00014881261641250764 -0.016878393735640138
leaf_weight=0.31099730705773154 0.3974741583915592 0.32511339224583924 0.60835973557550438 0.25519999675452709 0.20499943182221614 0.89547358992058335 0.3190510600397829 1.0906092821387567 0.65776376784196955 1.2086205425002847 0.44024408608674992 0.57041763856250316 0.83401702099945296 4.9514482447411856 0.46263697172980689 0.34316648548701811 0.80508256435859948 1.0388634708651805 0.6339241937675979 1.244405552191892 1.186810126644559 2.0799061614670791 0.73207376291975368 1.2056113457074387 1.1843231148086486 0.76120093470672134 0.74682881869375695 1.8320841543027198 52.593495850138424 2.0884835654869676
leaf_count=197 145 67 62 7 63 140 12 33 22 127 8 51 66 76 25 43 28 75 25 37 33 42 31 25 68 30 7 79 1228 48
internal_value=0.000388716 -0.0159792 -0.00535027 0.0103909 -0.00498099 0.000736168 -0.0282033 0.00099671 0.000326891 0.0164329 0.00429347 -0.00946615 0.000736744 0.00110543 0.000697097 -0.0172174 0.0134353 -0.0364931 -0.0112132 0.00153024 0.0153632 0.0300434 -0.010069 0.000420613 -0.012922 -0.000225324 0.0107349 0.000752762 0.00170268 0.0155347
internal_weight=82.0087 1.70467 1.37956 1.06856 0.813359 80.304 0.716525 79.5875 76.2776 3.30989 2.21928 1.77904 75.3821 74.5481 73.8903 3.28367 1.26772 2.01595 0.977091 70.6067 5.2432 3.32431 1.91888 65.3635 5.73005 4.54573 3.78452 3.0377 59.6334 7.03993
internal_count=2900 396 329 132 125 2504 157 2347 2128 219 186 178 1988 1922 1900 196 53 143 68 1704 143 79 64 1561 209 141 111 104 1352 124
is_linear=0
shrinkage=0.0585862


Tree=644
num_leaves=31
num_cat=0
split_feature=10 18 0 10 16 7 21 8 16 16 15 6 19 2 3 8 9 13 16 19 10 20 6 0 10 21 15 16 10 3
split_gain=0.453357 0.432397 0.675171 0.779203 0.845684 0.879079 0.551358 0.773332 0.486471 0.474687 0.679712 0.458035 0.446451 0.851721 0.437811 0.403026 0.979543 0.736733 0.690024 1.52922 1.01118 0.568118 0.616265 1.31774 0.826741 0.828861 0.891842 0.784359 1.29313 2.02795
threshold=90.988176966900014 17.327266398450003 98.615332683000005 80.288113607700012 14.184966829400002 24.390191290350007 5.3110029590500014 8.1436447804000007 8.2099808015000022 17.654958715000003 20.310401204950004 4.2550994197000014 11.950964240300001 250.56088660660001 71.456528649200024 4.9461400813500012 75.115715165350011 103.32013441125001 15.444963882950001 12.651020723000002 72.496961945650014 34.997818021800008 14.835346625500001 96.055920542800024 69.64719632740001 3.2025200283000004 28.452330424200003 18.984955604900005 66.697957758300021 89.227236891450005
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 15 6 5 -5 7 -4 -7 10 -3 -8 -6 -14 -12 16 -1 -17 -19 -20 21 -21 23 24 -23 26 -26 -24 29 -29
right_child=-2 9 3 4 12 8 11 -9 -10 -11 14 -13 13 -15 -16 17 -18 18 19 20 -22 22 27 -25 25 -27 -28 28 -30 -31
leaf_value=-3.1063071952514799e-05 -0.0011470539132565824 0.00079116279630862655 0.00032428743651445629 0.00095434974363803392 0.0017750524781467228 0.00079075388041252917 0.0011733427461649592 -0.0020370651712172771 -0.001487522589631136 0.001962365718795486 0.00048900908397973852 -0.0017028644378925544 -0.0019869613288530322 0.0017439464743772455 -0.0019910602471647711 0.0012544810012895603 -0.0019279936797972318 -0.00091636520923551925 0.0015342048164281902 0.00091093121582851491 -0.0012887871958931728 9.6800332228322267e-05 0.00088598262771186231 0.00093244010374993441 0.00070502620908417964 -0.002026171037212201 -0.0014756110406123663 0.001490683894777119 -0.00087938859445433259 9.1487019710047735e-05
leaf_weight=8.3632633326924388 1.0563965452456603 3.3831240452418561 1.9571705366834051 1.0739739741256928 1.250186500605196 0.40077872786787372 0.21322991920169476 0.65830129187088449 1.9652764486236263 0.79642320424318302 0.43515612749615662 2.5308209341019392 0.40412691677920509 0.47020178759703413 0.60339151928201318 2.1289967553457236 1.0932939761551086 2.1728484509512773 2.7766773207113138 3.2809185981750479 1.7912736979778845 2.948711200617252 5.1182195846922687 2.2979578501544893 1.2426798380911352 2.1946490948321298 1.4359076896216718 3.9777748174965373 4.2890919540077439 49.023435437004082
leaf_count=384 319 120 76 37 27 17 8 36 180 8 16 129 31 11 28 28 211 30 31 35 56 42 75 33 13 99 50 40 69 661
internal_value=8.17027e-05 9.34735e-05 6.71729e-05 -0.000376337 0.000117645 -0.000459743 -0.000889215 -0.000270053 -0.00110161 0.000623002 0.000381758 -0.00147937 0.00105255 1.94689e-05 -0.0009519 0.00011864 -0.000250372 0.00015985 0.000131619 0.000159949 0.000110776 0.000143846 0.000109146 -0.000322267 -0.000690879 -0.00116749 -0.000463946 0.000179102 0.00011595 0.000196498
internal_weight=111.334 110.278 105.06 10.9241 5.56454 3.44003 5.35952 2.61547 2.36606 5.21809 4.42167 2.74405 2.12452 0.874329 1.03855 94.1357 9.45656 84.6791 82.5501 80.3773 77.6006 75.8093 72.5284 10.1199 7.82195 4.87324 2.67859 62.4085 57.2903 53.0012
internal_count=2900 2581 2409 552 303 234 249 112 197 172 164 137 69 42 44 1857 595 1262 1234 1204 1173 1117 1082 237 204 162 63 845 770 701
is_linear=0
shrinkage=0.00188464


Tree=645
num_leaves=31
num_cat=0
split_feature=17 18 23 23 12 20 7 20 22 23 22 17 21 23 16 15 20 2 5 7 17 22 17 22 2 4 5 0 5 20
split_gain=0.223753 0.217264 0.169869 0.532933 0.507287 0.236093 0.316064 0.257072 0.335938 0.241514 0.558253 0.535066 0.639138 0.39447 0.432457 0.483611 0.355414 0.34188 0.339281 0.313769 0.3027 0.310652 0.675766 0.559576 0.398571 0.352611 0.290375 0.839818 0.87583 0.395524
threshold=157.96759137085004 11.257534840550003 -0.27223499999999995 -0.49570500000000001 151.63308792200004 32.785955158400007 22.535351262400003 34.542090938800008 -0.093604999999999994 -0.15684499999999998 -0.24103499999999997 173.06150329755005 0.12836581325000004 -0.23958499999999999 22.624947093000003 40.128253618400009 44.215931556700006 45.36220315740001 13.076241920750002 22.940014114900002 174.35320691475002 -0.59309999999999985 197.05557773135004 -0.50001499999999999 59.615984903700003 284.52062788975007 24.779543538450003 86.420486603250012 31.302824910800002 42.178283198950005
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=-1 -2 3 4 -3 6 -4 8 -7 10 -9 12 -11 14 15 16 19 -13 -14 -12 -19 22 -22 -23 -25 -24 29 28 -28 -26
right_child=1 2 5 -5 -6 7 -8 9 -10 11 13 17 18 -15 -16 -17 -18 20 -20 -21 21 23 25 24 26 -27 27 -29 -30 -31
leaf_value=-0.054640462684370145 0.040740508695022729 -0.071045275232972868 0.012589590066679285 -0.07112716873979423 0.025682361188999331 0.048897220379793584 -0.072191260643887437 -0.06818214417069228 -0.0028717111832249243 0.026726293084429791 0.059608364735739647 0.045914985981261702 0.023144560950542438 0.040178380384559668 0.048708547199202007 -0.047319148088128801 -0.022474826694129695 0.048880962687975212 -0.058422021684465829 -0.0012368464708244012 0.03998690029118384 -0.037294207742194552 -0.069995049031518916 -0.03066506163858098 0.0055609966596138951 0.017930054211479116 -0.068814519908420579 0.034098225373907456 0.048954937675981781 -0.0057633963554863787
leaf_weight=0.30748159191170898 0.5614635282981898 0.29268226854037482 0.32550366451323398 0.56888707556572526 1.0086130139825398 1.0690649914758981 0.42315580066315306 0.33809073880547647 1.0295257768811996 0.63515141482639537 0.72710067138541601 0.68827294744551082 0.24432372255614598 2.0578845919226287 0.76750324759632338 0.84413896407932032 0.87528262339765195 0.52780024486128141 1.6839777898858299 0.69219216029159725 2.0614630424533895 1.7513718289046583 0.4295471878722309 1.7468880396336448 37.184685996448025 0.34340227661596145 1.3859844951075495 0.79457218886818726 0.32643664849456389 19.762602831877302
leaf_count=96 50 30 36 61 51 40 97 38 39 50 19 12 42 69 10 16 43 22 131 40 42 91 24 40 861 25 122 17 9 677
internal_value=0.000433887 0.000642573 0.000363201 -0.0189037 0.00392676 0.000820957 -0.0353301 0.00116809 0.0235004 0.000550356 0.0126756 -0.000548099 -0.0295505 0.0172592 0.0051849 -0.00545784 0.00994228 0.000561498 -0.0480872 0.029934 9.07795e-05 -0.000300658 0.0206472 -0.00124382 -0.000212184 -0.0309321 0.000682584 -0.0208623 -0.0463643 0.00163106
internal_weight=81.4551 81.1476 80.5861 1.87018 1.3013 78.7159 0.748659 77.9673 2.09859 75.8687 6.30219 69.5665 2.56345 5.9641 3.90622 3.13871 2.29458 67.003 1.9283 1.41929 66.3148 65.787 2.83441 62.9525 61.2012 0.772949 59.4543 2.50699 1.71242 56.9473
internal_count=2900 2804 2754 142 81 2612 133 2479 79 2400 235 2165 223 197 128 118 102 1942 173 59 1930 1908 91 1817 1726 49 1686 148 131 1538
is_linear=0
shrinkage=0.0646839


Tree=646
num_leaves=31
num_cat=0
split_feature=19 21 21 5 5 22 5 2 3 13 16 3 7 6 21 5 22 18 7 22 12 15 6 22 20 23 8 13 9 23
split_gain=0.135247 0.195607 0.359584 0.174258 0.454174 0.618792 0.431024 0.415934 0.42583 0.335272 0.55352 0.326751 0.364256 0.305702 0.443895 0.412902 0.405427 0.362701 0.627963 0.220659 0.537131 0.935087 0.692647 0.612882 0.571491 0.637591 0.486286 0.45401 0.453966 1.04343
threshold=14.651182102100002 2.4018027644000006 8.0302059756000013 23.721757872050002 25.763052016400003 -0.063985 23.524801812050004 347.55895130095001 93.394346993650018 117.68187774410002 22.604947139800004 93.794927255050013 23.539316666200005 15.710367070250003 12.567475366050003 28.372909273050002 -0.5422499999999999 11.955585097900002 21.725272673150005 -0.11600999999999999 148.24135922650004 24.374738716350002 16.535386346650004 -0.58892999999999995 38.828362408050005 0.094165000000000013 8.543332867800002 117.72489307420001 202.13708171315002 0.093925000000000022
decision_type=2 2 2 2 2 2 2 2 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 11 19 8 -6 10 -7 -5 -13 -10 15 16 -15 -17 -19 20 21 23 24 -1 25 -22 -23 -21 29 -26
right_child=1 2 -4 4 7 9 -8 -9 13 -11 -12 12 -14 14 -16 17 -18 18 -20 27 22 26 -24 -25 28 -27 -28 -29 -30 -31
leaf_value=0.035520979654544003 0.037243977114046117 -0.025658376224800918 0.027388966712978934 -0.0709554601228259 0.059231927533899074 0.024019446025749742 0.038944026547648697 -0.071395790504404269 0.052308828450534514 0.04698848990357446 -0.065470596250285201 -0.052144163481624609 0.022810627646721798 0.064949676971515061 -0.070613645922836005 0.043525797397734725 -0.061955506313130827 -0.049676586841429816 0.067331038330231407 -0.0010311346351275102 -0.061741768776782065 0.046235684132279853 -0.077261465054274475 -0.048104906841332548 0.0097350056181013077 0.027869976106344278 0.0029997818871930109 -0.041601186146238048 0.028112362777358808 -0.065599068211127196
leaf_weight=0.55921913543716062 1.0354466969147318 1.0459439895348626 1.1880764744710175 1.2017862608772705 0.66065566008910526 0.69592198228928992 1.2762583266885474 0.28807820357906155 0.45443433150649104 0.5589053239673375 0.53000705176964402 0.70215869667299535 0.47191006847424433 0.13409157772548497 0.39914766830042925 1.1501595917579837 0.59957720460079222 0.62201856664614741 0.29405167326331139 47.956491096292666 1.1478257991875551 3.9124902780167758 0.51883969083428461 1.2003904734701816 4.5179950485507998 0.49453592706777261 1.5936324626673011 1.2315711113624264 3.0571663813279883 0.97262910776771594
leaf_count=22 21 26 14 51 13 34 32 26 10 10 24 71 18 3 39 80 101 60 6 1389 128 60 8 105 339 24 30 24 101 31
internal_value=0.000395932 0.0135396 0.00255278 -0.000160694 -0.00892074 -0.0247181 0.000960938 0.00536106 0.0104865 0.00463791 -0.0146699 -0.0467715 -0.0220165 0.00167194 -0.00552118 0.00375826 -0.0387612 0.0188559 -0.012118 0.000239166 0.00649509 0.0203416 -0.00289935 -0.0215279 0.000886859 -0.0347585 0.033722 -0.00204693 0.00773572 -0.00360995
internal_weight=80.4714 3.26947 2.23402 77.2019 8.7629 4.16069 68.439 4.60221 4.31414 1.78483 1.22593 2.37586 1.17407 3.65348 3.19905 2.7999 0.733669 2.06623 0.91607 67.1628 17.9747 7.26573 10.709 1.75961 10.1902 1.64236 5.50612 49.1881 8.54779 5.49062
internal_count=2900 61 40 2839 546 208 2293 338 312 68 58 140 89 299 289 250 104 146 66 2261 848 217 631 127 623 152 90 1413 471 370
is_linear=0
shrinkage=0.0659776


Tree=647
num_leaves=31
num_cat=0
split_feature=13 16 3 13 22 22 2 2 20 23 0 23 16 22 20 18 21 23 20 5 17 4 13 21 18 5 23 12 2 6
split_gain=0.145697 1.06943 1.0236 0.942977 0.61845 0.72351 0.46327 0.917709 0.701358 0.678405 0.972009 1.11947 0.768907 1.4557 1.11287 0.822738 1.05145 1.5596 0.741461 0.682372 0.643836 0.553172 0.555966 0.520266 0.479574 0.454512 0.452175 0.429251 0.425188 0.389903
threshold=112.82921081865001 19.974953289850003 89.227236891450005 113.85351336640001 0.20327000000000003 0.13860000000000003 116.16618105335002 120.54857872840002 38.238138001450004 0.093295000000000031 86.20003303655001 0.10500500000000003 22.624947093000003 -0.14380499999999999 40.621691032550004 13.622618370000001 2.6263314141000005 -0.24299499999999999 42.737166331000005 22.120912517600004 192.34053301495001 182.98359720335003 117.48293184245001 6.1140733482000007 13.601370067700001 23.052327720550004 0.25847000000000003 312.84386831240005 73.935594769650024 16.505385645700006
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 26 -2 -4 5 6 8 -8 -5 12 11 29 13 25 -15 16 -14 -18 -16 -20 -12 22 28 -21 -22 -9 -1 -27 -10 -11
right_child=2 -3 3 4 -6 -7 7 9 21 10 20 -13 15 14 18 -17 17 -19 19 23 24 -23 -24 -25 -26 27 -28 -29 -30 -31
leaf_value=0.00059840257713827027 0.036530824331465671 -0.052179279472630027 -0.064026889539401374 0.047003848682846183 0.046895237043361682 -0.046417749262881829 -0.079094762598387588 0.049482115372178941 -0.0037746381847215058 0.041474245238323507 0.053231984747623792 -0.059102685733218051 0.036737147915380984 0.011198275007718342 -0.076969504774977063 0.032099099152270716 0.04565493609799922 -0.069802886666095187 -0.073071670021290239 0.051551070282848027 -0.016787168691935396 0.027086192093817078 0.0040945548040091347 -0.033666514703600818 0.02626344914165353 0.010686256885775753 -0.067153600678829417 -0.06726077608366679 -0.073996631742238042 -0.014558950097611604
leaf_weight=32.139906734023498 3.3322845986112943 1.6761350226588536 0.90473654386005264 1.9154010029160407 1.1686714534589544 1.3011699569760811 0.62473169015720742 0.99044833704828805 0.6639130231924335 1.0320555666694402 2.2104990016669035 1.4312818469334159 1.1211948293494054 1.3073019066359908 2.6345487343205605 2.866566052660346 0.65023820102214869 1.7021129284985359 0.72723672445863474 0.53046211843320612 1.5755110522732136 3.2502569244243205 5.9530411729356274 0.63061884921626188 3.0650592907331884 1.5691720034810712 0.40108905212764412 0.34694030712125812 0.72588474629446864 0.96766043658135448
leaf_count=1842 54 49 32 42 30 29 14 9 15 18 23 56 29 18 79 49 9 58 15 11 19 39 81 32 39 82 39 23 39 26
internal_value=0.000340723 -0.00278111 0.00270405 1.16872e-05 0.00142612 9.07601e-05 0.00166291 -0.00316412 0.01169 -0.00129352 0.0112665 -0.0162859 -0.00985917 -0.0220589 -0.040336 0.00695222 -0.0138004 -0.037888 -0.0552316 -0.0249033 0.0250647 0.00530469 -0.00433674 0.00526677 0.0116474 0.0146023 -0.000236685 -0.0034272 -0.0404513 0.0143598
internal_weight=79.4161 34.2171 45.199 41.8667 40.962 39.7933 38.4921 25.9836 12.5085 25.3589 10.2821 3.431 15.0768 8.73673 5.83017 6.34011 3.47355 2.35235 4.52287 1.88832 6.85107 10.5931 7.34284 1.16108 4.64057 2.90656 32.541 1.91611 1.3898 1.99972
internal_count=2900 1930 970 916 884 854 825 609 216 595 181 100 414 269 155 145 96 67 137 58 81 174 135 43 58 114 1881 105 54 44
is_linear=0
shrinkage=0.0634156


Tree=648
num_leaves=31
num_cat=0
split_feature=16 6 15 13 13 10 0 21 16 13 10 20 5 13 22 20 17 13 10 14 5 19 5 17 5 20 22 22 17 8
split_gain=0.494345 0.919913 0.772792 0.875077 1.27732 0.554631 0.702666 1.29562 0.928383 1.35213 1.82052 1.41503 1.17025 1.14484 1.02421 0.970071 1.04522 1.00749 0.887772 0.970163 1.01546 0.869852 0.726985 1.2141 0.728763 0.878352 1.41868 0.891614 0.807842 0.690085
threshold=18.594956516900002 15.675366252400002 32.540328261750005 108.61908538635001 107.97116697695002 71.787208999250012 94.047642319350018 0.25448588140000006 19.214955067100004 112.82921081865001 66.318885161900013 38.994321257850011 18.092020786850004 113.92610173585001 0.022230000000000003 38.592454371550012 212.33270692945004 115.63864956495001 62.837331883000012 151.37567628355004 20.206488238950005 14.251149826300002 21.042547594650003 192.49174628505003 23.721757872050002 42.178283198950005 -0.067574999999999996 -0.088099999999999998 193.73902333365001 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 8 -8 14 11 13 12 -10 -11 -2 21 17 -17 19 -19 -21 -15 23 -22 25 -24 27 -27 -29 -23
right_child=5 -3 -4 -5 -6 -7 7 -9 9 10 -12 -13 -14 15 -16 16 -18 18 -20 20 22 29 24 -25 -26 26 -28 28 -30 -31
leaf_value=-3.6048542553303159e-06 0.0015485441445740233 -0.0016483252889512197 -0.0020424953039397536 0.001141450438818152 -0.0021794085314404861 0.0012521834110135618 0.00045987638620921311 -0.0016206436157220675 0.0010028296692095866 -0.0014282206908011372 0.001589040199429895 -0.0022002984643548079 -0.0012098776600876001 -0.00043411022047020815 -0.00040760433009101479 -0.0015466881505998428 0.0016265599895203034 -0.0017329300484348077 0.0013902726268487846 0.0015244496903549158 0.00012598217148764897 0.00182427207688573 0.00056006838206429019 -0.0017016568470330066 -0.00034376850647611224 -0.00046070210444972503 -0.0014357560657360931 6.8678410091176629e-05 0.0015665924179255471 0.00050894339082410841
leaf_weight=30.378215386590458 3.7052702170331022 1.4105146179208521 0.72039096860680629 2.438216662965714 1.0740159656852473 1.8103418913669873 2.2821752401068798 2.3213019305840135 1.8599856980144971 1.7351319473236788 3.5323126316070548 1.8305806750431655 1.8163180849514899 1.6409564100904379 1.4247805202612651 1.4878702405840147 1.6546712350100268 1.1604365240782488 1.9422988146543492 1.8041343763470639 3.3980391286313525 3.0976972579956055 17.188246470876042 2.3735639890655875 9.8127029493916762 4.3139472221955648 2.5259225890040389 3.1628749724477521 2.4615502581000328 3.0370386578142643
leaf_count=1463 44 197 66 29 34 28 29 66 16 18 32 42 27 43 29 26 17 21 19 19 27 26 139 30 261 41 37 27 14 33
internal_value=9.58e-05 -9.61515e-05 -3.28949e-05 9.82209e-06 -7.79032e-05 0.000178726 0.000154902 -0.000589225 0.000199409 0.000141861 0.000219372 -0.000791754 -9.03826e-05 0.000142329 0.00100526 0.000186958 9.255e-05 4.33886e-05 9.05695e-05 3.81974e-05 8.18886e-05 0.000833928 2.43565e-05 -0.000625632 0.000119414 0.000272692 -0.0001236 0.000209896 0.000724246 0.00117311
internal_weight=119.402 36.0214 34.6108 33.8904 31.4522 83.3801 81.5698 4.60348 76.9663 71.8363 66.3294 5.50688 3.6763 62.7971 5.13005 61.062 53.2863 51.6316 50.1437 48.2014 47.041 7.77569 45.2368 5.7716 39.4652 29.6525 12.4643 9.93837 5.62443 6.13474
internal_count=2900 1789 1592 1526 1497 1111 1083 95 988 915 830 85 43 798 73 780 678 661 635 616 595 102 576 57 519 258 119 82 41 59
is_linear=0
shrinkage=0.00196078


Tree=649
num_leaves=31
num_cat=0
split_feature=13 21 4 21 23 15 18 10 7 23 13 20 20 16 2 22 6 20 21 16 14 16 12 10 17 12 21 21 9 13
split_gain=0.484856 0.622339 0.774054 0.667026 0.584973 0.554051 0.484061 0.482769 0.454381 0.42332 0.414698 0.387934 0.644982 0.410934 0.378854 0.371482 0.47592 1.08187 1.09416 0.894794 1.32111 1.23728 0.992808 1.28536 0.907612 0.888951 0.865932 1.22834 1.13798 0.830847
threshold=95.870416931800023 16.027392061700002 310.49012963040008 3.4240268213500005 -0.15684499999999998 15.229486597800001 17.327266398450003 84.906884675850009 26.752366550650006 -0.27223499999999995 99.739108181550009 32.785955158400007 34.997818021800008 19.844953593850004 234.61110956795002 0.62099000000000015 14.835346625500001 40.380906245900007 3.5085246469500002 15.919962772200003 282.65871888990006 18.664956353200004 131.64402048350004 71.666228383350017 206.02826764000002 211.56805207830004 1.9498618639500001 0.12836581325000004 197.89372115420002 100.65856086215001
decision_type=2 2 2 2 2 2 2 2 2 2 2 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 -4 8 -3 9 -2 -10 -11 13 -13 -8 16 17 18 26 25 21 22 -21 -24 -22 29 27 28 -14 -19
right_child=6 7 3 4 -6 -7 14 -9 10 11 -12 12 15 -15 -16 -17 -18 19 -20 20 24 -23 23 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.0020194513550407384 -0.00071984043886563439 -0.00082439592779351011 -0.0020441121985354175 0.00011354902533795579 -0.0020174204918739598 0.0012503907766800539 0.0014521419714219263 0.0012340795936836462 0.00055313025385705103 -0.0010504424295617769 -0.0018392235972174034 0.00025472529911498904 0.0012518560033936395 0.0015680173221349349 -4.0201592903608795e-05 0.001211825381389099 0.00018512303033491089 -0.0012438378976542611 -0.0014677075014344161 -0.0015963810182797668 -0.0020925008189893951 0.0013674003776568133 0.001119262489652487 -0.002056822314538226 0.00022411088696682282 0.0016442362064256755 0.00080430860175135046 -0.0021878139630573819 -0.0010970443945343073 0.0007032710432126367
leaf_weight=1.4098057011178742 2.3001364405790801 0.67076058743987221 0.23408552209730293 0.92241682228632216 1.0695235002203847 1.2145234474301103 1.8258715281262987 1.2624922260001765 0.41158406576141604 1.0582263523247082 0.86201392533257604 1.7321153813973063 1.5145410479744916 1.9442411623895166 1.0190426087938247 1.1684277527965594 70.115823162079323 1.1439688104437689 3.7073232344118878 1.5807574224309044 1.9046666478388945 2.5293473768979311 2.0516702427994464 0.64355890767183144 0.98722635977901507 2.5757140858331695 2.4003156666876748 1.3898815263528375 1.6644619723083449 3.1978388484567404
leaf_count=329 130 27 83 50 187 50 29 47 17 53 42 40 35 18 25 23 1020 61 114 58 108 37 42 47 29 39 32 47 42 39
internal_value=8.78837e-05 -0.000420838 -0.000795785 -0.000294374 -0.00103062 0.000718021 0.000119334 0.000519872 9.80866e-05 0.000112126 -0.0010661 0.000130649 0.000142873 0.00094926 0.000917587 0.000112798 9.96153e-05 -0.000120068 -0.000607077 0.00019288 -0.000191442 0.00028034 -0.000362681 0.000360886 -0.00130166 0.000731637 -0.000149258 -0.000650225 2.20191e-05 0.000190252
internal_weight=116.512 6.78361 4.85035 3.44055 1.99194 1.44861 109.729 1.93325 106.884 105.61 1.2736 103.31 102.252 3.67636 2.84491 98.5755 97.4071 27.2913 10.6765 16.6147 9.69723 6.80533 4.27599 2.69523 2.89189 6.91752 6.9692 4.56888 3.179 4.34181
internal_count=2900 773 699 370 237 133 2127 74 2073 2014 59 1884 1831 58 54 1773 1750 730 270 460 321 184 147 89 137 139 156 124 77 100
is_linear=0
shrinkage=0.00196078


Tree=650
num_leaves=31
num_cat=0
split_feature=16 6 15 13 13 16 15 10 10 3 16 7 10 13 20 19 17 17 13 14 5 12 5 23 22 0 20 20 7 4
split_gain=0.464603 0.843845 0.738317 0.875946 1.17205 0.604667 0.823884 0.637794 1.62163 1.45944 1.39662 1.48871 0.797817 0.687057 0.756531 0.835546 0.835076 0.769746 0.934348 0.712407 1.13608 0.610976 1.43776 1.15895 0.962279 0.84219 0.754191 1.09093 1.00225 0.771244
threshold=18.594956516900002 15.675366252400002 32.540328261750005 108.61908538635001 107.97116697695002 18.744956166100003 29.334060236450004 66.697957758300021 66.318885161900013 83.511574906150017 19.974953289850003 24.373474566200006 70.026268923800004 113.92610173585001 38.592454371550012 14.251149826300002 187.45953903175004 212.33270692945004 115.63864956495001 151.37567628355004 20.206488238950005 96.350437043050007 21.197160116700001 0.098005000000000023 -0.080319999999999989 86.530713386650021 42.131954243650007 43.45354240915001 23.789355599150003 230.01759355790003
decision_type=2 2 2 2 2 2 2 2 2 2 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 -2 8 13 -9 11 12 -11 -7 15 16 -15 18 -16 -20 -21 -22 23 24 -23 26 29 28 -28 -24
right_child=5 -3 -4 -5 -6 7 -8 9 -10 10 -12 -13 -14 14 17 -17 -18 -19 19 20 21 22 25 -25 -26 -27 27 -29 -30 -31
leaf_value=-1.4873101313106806e-05 0.0015613618839989748 -0.001696965508942528 -0.0020404030391364407 0.0011334034152787403 -0.0021674672415756564 -0.001045746655406579 -0.00014614686118073568 0.0012369638685399383 0.0015400487432841584 0.00082917991654201328 -0.0021921556889030508 -0.0015031050779354693 -0.00086876339924694631 -0.0020110677933907473 -0.0015119954346592894 0.0011385277644704024 0.00080199300933709108 0.0014849993747696316 -0.0014109286928579647 0.0015919440177416748 0.0012028982462617644 -0.0022095382545212722 0.0008753064857631933 0.00041712979732344568 -0.00029602901864175232 0.00064619795007562889 -0.0012080307450316394 0.0002826000857948172 0.0010610242326926922 -0.00010811903972659299
leaf_weight=27.737562799531599 2.6967667815042651 1.2257723981747393 0.69330939126666535 2.4396779793314627 1.0078164329752315 1.829822314903139 1.8193878666497765 1.9852267308160652 3.3492330163717261 3.7159059438854438 1.7525296211242674 2.4789270414039493 1.4907773667946456 0.73391830804757663 1.4384741596877564 5.4907607659697533 0.90727648511528969 1.4695902336388815 1.1795485403854389 1.9614118402823795 1.7413480170071114 2.4997280100360508 5.329834892414512 1.8781958557665346 1.6959245046600693 10.147146318107842 5.734207089757545 5.3038899333914742 0.86076855100691307 7.2182547759730369
leaf_count=1463 32 197 66 29 34 22 23 27 32 35 41 65 35 35 28 59 10 18 22 22 11 30 54 18 21 97 142 98 13 121
internal_value=9.36576e-05 -0.000100487 -3.91e-05 5.39318e-06 -9.03433e-05 0.000177442 0.000873471 0.0001339 0.000213806 -0.000291178 -0.000612608 -0.000252428 0.000343025 0.000136448 0.000175362 0.000771605 -0.000455967 8.76083e-05 4.39044e-05 9.30396e-05 0.000133021 6.55465e-05 1.68466e-05 -0.000863017 -0.00143608 0.000171328 -2.57747e-05 -0.000379441 -0.000911876 0.000309594
internal_weight=109.813 33.1041 31.8784 31.1851 28.7454 76.7089 4.51615 72.1927 60.7693 11.4234 9.43814 7.68561 5.20668 57.4201 55.5903 7.13196 1.64119 48.4583 46.9887 45.5503 44.3707 42.4093 40.6679 6.07385 4.19565 34.5941 24.447 11.8989 6.59498 12.5481
internal_count=2900 1789 1592 1526 1497 1111 55 1056 853 203 176 135 70 821 799 104 45 695 677 649 627 605 594 69 51 525 428 253 155 175
is_linear=0
shrinkage=0.00196078


Tree=651
num_leaves=31
num_cat=0
split_feature=13 21 4 10 7 14 10 13 16 19 13 20 6 0 9 17 8 0 16 10 16 19 16 23 0 6 12 7 5 23
split_gain=0.140086 0.334574 0.441797 0.395318 0.515736 0.519901 0.3266 0.319172 0.323348 0.365161 0.386715 0.295335 0.279784 0.270174 0.222167 0.525698 0.533908 0.384434 0.503165 0.453375 0.483377 0.601158 0.800328 0.416581 0.383988 0.723899 0.437305 0.74023 0.732136 0.660895
threshold=95.870416931800023 16.027392061700002 310.49012963040008 78.285212300550015 24.550696209100003 312.95789969880008 84.906884675850009 96.429616222950017 13.534968349350001 11.850956171350001 99.19872809730002 38.771633980050005 6.9451622726000011 119.78425200215001 186.67271206880002 190.79973618785002 8.3434888241000014 98.615332683000005 17.654958715000003 75.465019721650009 15.444963882950001 12.651020723000002 17.844958270700005 0.11467000000000002 85.716110573100011 16.465384711100004 133.01805689090003 23.124786352450005 20.102686929350003 0.09310000000000003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 -1 -4 -5 -6 -3 -2 11 10 -10 -9 -11 -7 15 16 -14 19 23 20 -16 -22 -23 -19 25 -24 28 -28 29 -26
right_child=7 6 3 4 5 13 -8 8 9 12 -12 -13 14 -15 17 -17 -18 18 -20 -21 21 22 24 -25 26 -27 27 -29 -30 -31
leaf_value=-0.054095585687826547 0.033304656446773655 -0.022424620175987571 -0.055339332080463342 0.040975390217642987 0.0529847306126673 -0.053842922426257586 0.034117002090281512 0.015021124646512852 0.053132414977122962 -0.033428764662223873 0.0037182820605179685 -0.04308360708272254 -0.0019501799645905544 0.010389610905677606 -0.041141427221658207 0.030799263672420266 0.044018648082899285 -0.043583780598223022 0.021633392720122491 0.020647733952488676 0.036486148365020891 -0.04606102520863016 -0.058867053891052026 0.0069121313010567162 0.010251401487271165 -0.0048570799232208238 -0.018603650776622155 0.0020598084955633857 0.023849187772688702 -0.020784532039088803
leaf_weight=0.74658826388713295 0.84647283231606607 0.44759214681107529 0.38947088895656667 0.65999509576067783 0.23240750101103891 0.65952529824426165 0.80499856960523175 0.34360122954239958 0.76616831729188462 0.68238116189604525 1.0669488740968516 0.86987497971858829 8.4343982872087473 0.25593610355645069 0.82010001642629404 2.1997509058564892 0.77695900341495949 1.7581947668222708 0.67159099911805231 2.9513890654779962 1.2357498963829119 1.0847846602555353 0.84082793103880149 0.62303083634469647 5.4868625856470299 4.1350916608789703 6.0711510009714429 24.910746301757172 5.757069492712616 2.9818402582313865
leaf_count=329 33 27 49 28 6 183 47 28 17 123 43 91 393 104 12 51 11 139 28 55 22 52 39 26 97 156 109 483 65 54
internal_value=0.000378817 -0.00905686 -0.0188301 -0.00684791 0.00359867 -0.017892 0.0139128 0.000904569 0.000536281 0.00098631 0.0243714 -0.026631 0.000386108 -0.0358854 0.000712299 0.00749294 0.0019272 -0.000591876 -0.0189312 0.000402989 -0.000717517 -8.6107e-05 -0.000967628 -0.0303719 7.1252e-06 -0.0139837 0.00154706 -0.00198936 0.00924894 -0.000676387
internal_weight=79.5115 4.19651 2.94392 2.19733 1.80786 1.14787 1.25259 75.315 74.4685 73.255 1.83312 1.21348 71.4219 0.915461 70.7395 11.4111 9.21136 59.3284 3.05282 56.2756 53.3242 52.5041 51.2684 2.38123 50.1836 4.97592 45.2077 30.9819 14.2258 8.4687
internal_count=2900 773 699 370 321 293 74 2127 2094 1975 60 119 1915 287 1792 455 404 1337 193 1144 1089 1077 1055 165 1003 195 808 592 216 151
is_linear=0
shrinkage=0.0530633


Tree=652
num_leaves=31
num_cat=0
split_feature=6 15 3 0 13 13 21 9 6 21 20 20 22 21 10 22 7 8 10 22 8 6 17 16 13 7 6 13 13 17
split_gain=0.675474 0.890046 0.873814 0.916279 0.776939 0.966491 0.868304 1.27747 1.02276 1.04633 0.833017 1.27487 1.02561 0.967885 0.853914 0.930878 1.78446 0.872173 0.735038 0.904819 0.67458 0.638337 0.6243 0.589797 0.721592 1.3858 0.751822 0.693971 0.582966 0.996022
threshold=14.835346625500001 22.863620006050002 84.146051024900018 93.577162146500015 117.38883580790001 117.55283175385001 5.8597508135000007 197.89372115420002 16.455384477450004 13.915737982950001 41.840895355800008 43.740100730350001 -0.082314999999999985 12.650480313250002 62.020040611300011 -0.077279999999999988 22.535351262400003 8.543332867800002 61.917879202350001 -0.08725999999999999 8.543332867800002 13.400313096150002 198.12422587605002 18.714956236300004 104.27722550570002 24.029932718600005 14.355335410100002 104.02719889955002 115.02030419500001 200.83528241485001
decision_type=2 2 2 2 2 2 2 2 2 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 23 21 28 6 7 -6 9 -8 13 12 18 14 15 16 -7 -17 -12 -20 -14 -4 -23 24 27 -26 -27 -1 29 -3
right_child=1 4 3 -5 5 10 8 -9 -10 -11 11 -13 20 -15 -16 17 -18 -19 19 -21 -22 22 -24 -25 25 26 -28 -29 -30 -31
leaf_value=2.8703383227462181e-05 -0.0012632567025377204 0.00053488473630298929 -0.00078541565116573161 -0.0010743283496072078 0.00074361380649912514 0.00043054238550440342 -0.0012446460155932804 -0.0010344327635909854 -0.0020344811458329606 0.00071110186384275515 0.0011252415089183002 0.0010145113414683576 -0.002250246320814572 0.0013218619148578725 0.0014928611209497433 0.0010018411009599555 -0.0020541801525594868 -0.00046701295003182442 -0.0017531729083312196 0.00048145606632818134 -0.00042910044482535333 0.0010559954598570493 -0.00055675643975279304 0.00092071668991372036 0.00076336774904454268 -0.0021342702845906121 -0.0001121374747699412 0.0011503737004675768 0.00085811591013945936 -0.00046475012602854865
leaf_weight=19.77902589715087 1.4677908703160927 15.148844721668871 2.4363582872610987 5.8248132440494373 4.2370102062122879 2.5230733175412743 2.1965566343860701 2.3058675394277088 1.9613640803145242 1.8727593480143694 1.4784050968009976 2.4828579188324511 1.6733636191347598 4.2942143129184833 1.8108306983485807 4.5245543543715092 1.8521833703853188 2.2301591020077467 1.2562156204367054 1.4338868167251351 1.3645431763725353 2.4514818669995297 1.3898626673035321 2.8415314601734272 1.5901653990149487 2.0125119874719535 1.0257498980499802 2.2724999156780532 10.111573409434639 4.8666831974405786
leaf_count=1109 140 221 124 228 47 59 37 35 40 17 25 34 41 38 16 51 38 36 34 16 36 46 19 37 14 74 24 30 157 77
internal_value=0.00010428 0.000218148 -9.02021e-05 -0.000525211 0.000249378 7.20272e-05 -0.000368005 0.000116987 -0.00089419 -0.000344582 0.000277521 -0.000173446 -0.000582738 0.000531048 0.000268628 6.9447e-05 -0.000621319 0.000516879 3.63567e-05 -0.000562064 -0.00143224 -1.57088e-05 0.000472475 8.81326e-05 -5.4121e-07 -0.000690599 -0.00145158 0.000144296 0.000481892 0.000291828
internal_weight=112.717 71.0927 41.624 12.1025 69.6249 39.4978 12.5736 6.54288 6.03068 4.06932 26.9243 9.68927 7.20641 17.235 12.9408 11.13 4.37526 6.75471 4.16851 2.6901 3.03791 6.2777 3.84134 29.5215 26.68 4.62843 3.03826 22.0515 30.1271 20.0155
internal_count=2900 1195 1705 417 1055 600 176 82 94 54 424 186 152 238 200 184 97 87 75 50 77 189 65 1288 1251 112 98 1139 455 298
is_linear=0
shrinkage=0.00192234


Tree=653
num_leaves=31
num_cat=0
split_feature=6 3 6 5 15 12 5 21 8 20 22 21 13 4 23 0 4 21 20 22 10 2 22 16 21 3 10 20 22 22
split_gain=0.139313 0.552978 1.01764 0.730277 0.485207 0.565254 0.932421 0.634841 0.485159 0.41464 0.590266 0.567037 0.395976 0.355406 0.360329 0.528753 0.414961 0.616814 0.5496 0.50524 0.381249 0.635426 0.430048 0.353625 0.637138 0.503282 0.657148 0.391833 0.708199 0.753425
threshold=14.835346625500001 86.302194445500007 15.135353635100001 18.613387752550004 37.128521979500007 129.90914191640005 17.671168838450004 6.9984086918000008 8.543332867800002 40.380906245900007 -0.101965 3.7393195618000008 111.42314721645 202.39226090690002 0.092290000000000025 96.249489528150022 234.33905321295003 6.7005777103000002 47.833738492450003 -0.24103499999999997 72.953999827850012 215.60007756200005 -0.59681499999999998 18.564956587050002 12.260331702700002 89.227236891450005 66.697957758300021 42.178283198950005 -0.067574999999999996 -0.088099999999999998
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=4 3 -3 -2 5 6 7 9 -6 10 -1 -12 13 -7 16 -16 17 -15 -19 -18 -17 22 -22 24 -4 26 -25 -27 29 -29
right_child=1 2 23 -5 8 12 -8 -9 -10 -11 11 -13 -14 14 15 20 19 18 -20 -21 21 -23 -24 25 -26 27 -28 28 -30 -31
leaf_value=-0.055122681766436366 0.0324844672344227 -0.035836313112130605 -0.043989732010903698 -0.013182883158614959 -0.053076595630469729 0.052823207284834077 -0.055987404480566376 -0.040169054050902084 0.0033528384134603306 0.021467581765340485 0.013229341602229468 -0.039159060281709547 0.045518447740046812 0.039944251558615966 -0.052346830320013082 0.027281688880966291 -0.032307262207244371 -0.052502963703401129 0.034716422327815112 0.0049316461960303391 0.0091413291715801964 0.02301154653655673 -0.041520078327507155 0.033838636932799079 0.045793797514380188 0.0044035048518514981 -0.005048612515946376 -0.012714424066238555 -0.02748384848295219 0.013491864825628988
leaf_weight=0.56140983660588917 3.0077735916711381 1.8666859483928409 0.93842012985987711 1.2350057672010732 0.91317165939835721 0.34452206268907204 1.0591017786064183 1.0806553107831858 0.65360378887271509 1.7873898851084957 2.2004934642418523 0.67503535747528065 0.5524212084710588 1.7746643950740719 0.65285707425209594 0.78977103810757432 1.0075500615348669 0.4149303238664287 0.31990822730585933 9.500645793648788 0.58469276390678793 0.90957253765827761 1.4777911391129235 2.7262534201145163 0.25033629115205258 25.866361816646531 1.8064622026868162 5.6976067625510032 3.0072318185993927 5.2893435620353548
leaf_count=40 45 40 197 29 52 3 46 71 15 66 77 10 9 46 48 13 164 34 8 756 21 69 157 39 14 455 38 160 94 84
internal_value=0.000370901 0.00189623 0.000349727 0.0191914 -0.00252147 -0.000874122 -0.012575 -0.00528265 -0.0295362 0.00193362 -0.00822508 0.000931074 0.00382688 0.00253131 0.00153737 -0.0108074 0.00572384 0.0239923 -0.0145324 0.00136109 -0.0035983 -0.0118041 -0.0271581 0.00183163 -0.0250825 0.00255233 0.0183406 0.000756981 -0.00598313 -9.81783e-05
internal_weight=78.9517 51.6915 47.4487 4.24278 27.2602 25.6934 7.36409 6.30498 1.56678 5.22433 3.43694 2.87553 18.3293 17.7769 17.4324 4.41468 13.0177 2.5095 0.734839 10.5082 3.76183 2.97206 2.06248 45.582 1.18876 44.3933 4.53272 39.8605 13.9942 10.987
internal_count=2900 1195 1121 74 1705 1638 310 264 67 193 127 87 1328 1319 1316 308 1008 88 42 920 260 247 178 1081 211 870 77 793 338 244
is_linear=0
shrinkage=0.0500028


Tree=654
num_leaves=31
num_cat=0
split_feature=16 12 22 2 22 19 18 9 6 21 19 15 5 21 19 9 21 9 21 15 16 18 23 7 13 10 20 20 3 3
split_gain=0.427017 0.524125 0.49666 0.449796 0.422836 0.502436 0.43229 0.475914 0.422634 0.723324 0.527094 0.612122 0.842518 0.972142 1.04369 1.05654 0.810404 0.692173 0.601034 0.468805 0.803666 0.794405 0.70897 0.504229 0.862181 0.719589 0.559979 0.9849 0.811745 1.76755
threshold=13.534968349350001 176.04981466085005 0.68694500000000025 69.280267125550012 -0.01762 11.450923895500003 13.849588037450003 26.901933640100001 5.1551204485500008 20.770927814650005 11.850956171350001 23.516184833950003 16.579584939650001 6.5365111340500013 12.651020723000002 184.56123852025004 12.260331702700002 184.56123852025004 2.4738339625000005 28.566186095050004 18.564956587050002 14.025183600500002 0.10371000000000001 25.926164922500003 109.34496908160001 71.787208999250012 40.621691032550004 40.337496327150006 88.727183679150016 89.227236891450005
decision_type=2 2 2 2 2 2 2 2 2 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 6 -6 -3 -8 9 -2 -10 12 13 14 18 -16 -14 -15 -12 22 21 -21 -13 24 25 -22 27 -26 -28 -30
right_child=2 4 -4 -5 5 -7 7 -9 10 -11 11 19 16 17 15 -17 -18 -19 -20 20 23 -23 -24 -25 26 -27 28 -29 29 -31
leaf_value=0.00060104110580955011 -0.0018805144182410952 -0.0019275618651930205 0.0013059752761586808 -0.0019152651230170815 -0.0019205530443125124 0.00016046581917473425 -0.0018991933423396826 0.00046777481152528042 0.00087348999777873927 0.0012717459716123536 1.6190682748652881e-05 0.00055323642976167777 -0.0017281939969374732 0.00061380104609011629 0.0011368357771903725 -0.0017555749589096537 0.00068373384126278725 -0.0017188348122025529 0.0015494333157256835 0.00064920399833622781 -0.0019819090335071975 -0.0016532269101312668 -0.00077795489006520782 0.0011319412300347411 0.00019752019483818629 0.0005504182922923701 -0.0012916724735608058 0.0013090814712214765 0.0017299553233778866 -6.2925333280394803e-05
leaf_weight=0.31138357291638286 0.87417204344819655 0.31704104421078216 1.1714045628905285 1.096609510546841 0.84109240483667214 0.74862203357042745 0.31149581462159392 4.2029676084348466 2.9883335725171483 0.34722114913165569 1.4190727588720604 14.215661411464678 2.1891064390511024 0.6011544577777389 0.66765106702223409 1.2171378486091269 0.60758878564229224 1.5645868937717748 2.2675867611542344 0.72852662857621853 1.2170464429073025 1.7181182175409047 1.5110405879095186 1.6095202930737276 24.286425067926761 0.55907271057367314 1.6493168091401447 3.0647600418888024 1.9835451208055008 35.039080149930669
leaf_count=14 167 49 22 217 130 38 83 269 65 14 30 339 134 11 10 56 17 62 23 21 50 114 39 27 310 10 28 36 21 494
internal_value=7.8219e-05 -0.000337843 0.000109693 -0.00135877 -0.000113981 -0.000940568 0.000157991 0.000304455 9.59979e-05 -0.000984381 0.000109049 8.57667e-05 -0.000335049 -2.08854e-05 0.000387455 -0.000730993 -0.0012042 -0.00107135 0.000959256 0.00013638 7.31379e-05 -0.000967642 0.000425334 0.000109825 8.55607e-05 -0.0011848 0.000119735 0.000322073 -2.33704e-05 3.31311e-05
internal_weight=111.326 7.82921 103.497 1.40799 6.42122 1.58971 4.8315 4.51446 102.326 1.22139 101.104 98.116 10.5339 7.73719 5.57145 1.88479 2.7967 2.16574 3.68666 87.5821 71.8554 2.44664 15.7267 69.4088 67.7992 1.77612 66.0231 27.3512 38.6719 37.0226
internal_count=2900 800 2100 231 569 168 401 352 2078 181 1897 1832 343 192 119 66 151 73 53 1489 1111 135 378 976 949 60 889 346 543 515
is_linear=0
shrinkage=0.00184769


Tree=655
num_leaves=31
num_cat=0
split_feature=17 18 23 23 12 15 23 22 7 23 22 21 13 21 22 23 7 3 7 20 3 5 18 7 9 17 18 0 20 21
split_gain=0.195038 0.154151 0.157925 0.471967 0.444804 0.191641 0.190269 0.546462 0.353642 0.509443 0.55012 0.653797 0.323943 0.511314 0.322411 0.527926 0.311393 0.713089 0.57662 0.46211 0.398537 0.996228 0.341925 0.48758 0.306984 0.349481 0.30119 0.271321 0.255317 0.324888
threshold=157.96759137085004 11.257534840550003 -0.27223499999999995 -0.49570500000000001 151.63308792200004 22.863620006050002 -0.15684499999999998 -0.24103499999999997 22.087764922150004 1.0000000180025095e-35 -0.074434999999999987 6.5365111340500013 95.870416931800023 20.770927814650005 -0.046474999999999995 0.095290000000000027 22.597569836950004 93.915907870950022 22.446731871300006 40.79983011445001 93.770731131900007 20.766972852450003 13.042786209850002 22.638073512250003 192.09062119805003 192.70224472390001 17.327266398450003 107.15656416340002 42.508878681700004 3.3559787654000002
decision_type=2 2 2 2 2 2 2 2 2 2 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 -4 9 -8 11 -11 13 27 -12 -16 17 19 -19 -14 21 -21 -18 -24 -9 -26 -25 -10 -29 -30
right_child=1 2 6 -5 5 -7 8 24 12 10 14 -13 16 -15 15 -17 22 18 -20 20 -22 -23 23 26 25 -27 -28 28 29 -31
leaf_value=-0.048685800303965777 0.033000254588401189 -0.064972470334138777 -0.062774304285738394 -0.064826862031208354 -0.0057325658910690868 0.047794236060376145 -0.062516581899658585 0.024347790886851611 -0.061335986816171112 0.026778737062475605 -0.07510136576095465 -0.03542011432311265 0.048862134394355383 0.047463441651569419 -0.047896134849934033 0.050477240414571072 0.02609674443779135 -0.039238516395328514 0.020638565019651549 0.034363837622490546 0.032874860063009978 -0.060427666090409483 -0.051282900839269813 -0.00069290976264144545 -0.027613546956399473 0.025505690963394601 0.025657398776977008 -0.060417882708963186 0.041501748437698056 -0.036444865264457497
leaf_weight=0.28753834491362695 0.52153990850638265 0.26882480253698282 0.34009197371778999 0.52379161351564008 0.46057121962076053 0.49617842934094369 0.70496787686715734 4.0255196116195284 0.75672380566538722 1.9543073828535855 0.52677400654647499 0.87310294242342923 1.9345234386855725 0.32447355985641468 0.60324914121883899 0.28772504205699079 1.7791334084467951 1.3582086369569881 0.99512174683331966 0.85937515369732886 1.6058150965254752 0.73415775445755571 0.66760614141821761 50.808630187253584 1.0508899784763341 0.76372927171178151 1.5977426394820202 0.3094754262074273 0.39595751497836318 0.36882324623002205
leaf_count=96 50 30 51 61 35 16 120 170 180 65 13 44 30 12 59 13 39 40 21 29 17 15 10 1226 30 23 52 213 26 114
internal_value=0.000439749 0.000621084 0.000402836 -0.0173479 0.00294393 0.0220269 0.000813442 0.0108611 -8.07346e-05 -0.0154733 -0.00766113 0.00757176 0.00110066 -0.0216754 -0.03804 -0.0161281 0.00188816 0.0133198 -0.0139191 0.0258058 0.0118646 -0.00930763 0.000327802 -0.000536019 0.0151492 -0.00525695 0.000110447 -0.0339278 -0.0146209 0.00391121
internal_weight=78.1846 77.897 77.3755 1.74937 1.22557 0.95675 75.6261 6.18023 69.4459 4.95013 4.24516 2.82741 64.4958 2.15545 1.41775 0.890974 62.3403 7.4872 2.35333 5.13387 3.19935 1.59353 54.8531 53.074 5.84014 1.81462 52.4064 1.83098 1.07426 0.764781
internal_count=2900 2804 2754 142 81 51 2612 274 2338 314 194 109 2024 545 85 72 1479 152 61 91 61 44 1327 1288 223 53 1278 533 353 140
is_linear=0
shrinkage=0.0597579


Tree=656
num_leaves=31
num_cat=0
split_feature=17 8 22 13 16 13 23 13 13 15 2 19 16 13 21 15 23 6 21 3 5 5 19 3 0 5 16 13 16 13
split_gain=0.167005 0.145301 0.352018 0.327388 0.230848 0.307755 0.257426 0.228332 0.381587 0.371196 0.657866 0.330688 0.64606 0.271803 0.938816 0.506562 0.730887 0.361647 0.91165 0.693182 0.645969 0.780831 0.372244 0.319821 0.776522 0.723541 0.507538 0.691083 0.65444 0.579475
threshold=157.96759137085004 9.5425530862500008 -0.01762 119.04223755815001 22.724946859200003 117.75715457175001 0.096845000000000028 117.69263157665002 117.68187774410002 43.938093326450009 206.09225218925002 14.451165964200003 22.584947186600004 117.55283175385001 10.048480919900003 40.452545866750008 0.08594000000000003 16.455384477450004 13.524097011650001 90.525762168450015 20.884258922850005 22.120912517600004 13.251069136700002 88.727183679150016 90.437043050150024 21.042547594650003 19.974953289850003 109.57886493895002 19.214955067100004 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 3 -3 4 5 7 -6 8 9 13 -11 12 -12 17 15 16 -15 23 19 -19 -21 -22 -23 25 -25 26 27 28 29 -2
right_child=1 2 -4 -5 6 -7 -8 -9 -10 10 11 -13 -14 14 -16 -17 -18 18 -20 20 21 22 -24 24 -26 -27 -28 -29 -30 -31
leaf_value=-0.046245046043788061 -0.0023085769762858734 0.03809033714622119 -0.019114361183394081 -0.041469865868925489 0.040233684567089117 -0.034985807995180314 -0.0012029388826048596 0.022345742992509108 -0.046138094102275928 -0.061732825206481864 0.020620320924036088 0.021052847672081199 -0.045888453730559102 0.0079529846261977757 0.032286420238096629 0.018252108245286638 -0.04677959500270127 -0.069149605277117471 -0.068820148706808498 0.038914220973378398 -0.044012344658614859 -0.044375314980512774 0.017728599828464715 0.0039353390308821705 0.045921741692980647 -0.043241255108165275 -0.03039830981872613 0.024327626899250887 -0.048522614840019622 0.035652334228824356
leaf_weight=0.27320844697896873 21.437910371859306 1.0897033232904503 0.59328905810252663 0.66826337517704715 1.0897968749050044 0.88827290033805084 1.0524361571297047 1.6547760409302998 0.63741305319126595 0.91378488553163961 0.88903959910385388 1.172325659310445 1.2618170696368904 1.7528209282318115 4.117135803680867 2.0380983548238873 1.7323512071743605 0.54211041890084644 0.90442972611344874 1.2808186775073407 1.515834735240787 0.40077105992531903 2.461293168424163 15.045943150289533 1.7566459368681524 1.4414797249191895 1.8300797485280771 4.2362645473331204 1.0270253363996733 1.539086379110812
leaf_count=96 1436 40 25 66 21 33 21 26 11 65 26 38 53 24 45 29 26 10 35 20 28 113 64 296 32 77 50 46 29 19
internal_value=0.000393416 0.000558959 0.0179245 0.000170769 0.000543685 -2.7745e-05 0.0198767 0.000406011 -0.000113122 0.000310228 -0.0168281 -0.00448057 -0.0183976 0.00142635 0.0106872 -0.00541327 -0.0192526 -0.0001846 -0.0127725 -0.00459764 0.0015865 -0.00933427 0.00903227 0.00166662 0.00832486 -0.00188366 9.88991e-05 0.00207524 -0.0018519 0.000234189
internal_weight=77.2442 76.971 1.68299 75.288 74.6198 72.4775 2.14223 71.5893 69.9345 69.2971 4.23697 3.32318 2.15086 65.0601 9.64041 5.52327 3.48517 55.4197 7.10526 6.20083 5.65872 4.3779 2.86206 48.3144 16.8026 31.5118 30.0704 28.2403 24.004 22.977
internal_count=2900 2804 65 2739 2673 2631 42 2598 2572 2561 182 117 79 2379 124 79 50 2255 270 235 225 205 177 1985 328 1657 1580 1530 1484 1455
is_linear=0
shrinkage=0.0597579


Tree=657
num_leaves=31
num_cat=0
split_feature=10 18 16 15 0 9 10 17 16 3 7 7 21 5 23 18 0 18 3 6 9 0 6 5 12 9 20 9 18 17
split_gain=0.135364 0.191969 0.255204 0.459344 0.233921 0.407113 0.345352 0.435655 0.415959 0.384424 0.330613 0.374471 0.329595 0.272216 0.226302 0.225665 0.496054 0.633016 0.454002 0.314898 0.64899 0.644329 0.850131 0.688116 0.536345 0.641037 0.488903 0.409111 0.342089 0.31626
threshold=90.740838818900016 17.327266398450003 17.654958715000003 23.214301336750001 98.615332683000005 210.70699256735003 78.220689305400015 201.37020668845003 14.184966829400002 79.056799783950012 24.390191290350007 25.582719811950003 5.3455647436000007 14.101583585750001 0.076580000000000023 15.312071772700003 96.249489528150022 15.379439136400002 81.796338618900009 14.835346625500001 203.83507631320003 93.262612545250008 15.135353635100001 18.152162791050003 130.74068757200004 199.21354841250005 43.124157941850008 216.18094582280003 14.255915995100002 196.58200213860002
decision_type=2 2 2 2 2 2 2 2 2 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 15 6 12 8 10 -9 -8 -12 13 -6 -13 19 17 -17 -18 20 24 22 -21 -23 25 28 27 -22 -1 -26
right_child=-2 2 -4 -5 5 -7 7 9 -10 -11 11 14 -14 -15 -16 16 18 -19 -20 21 26 23 -24 -25 29 -27 -28 -29 -30 -31
leaf_value=-0.020468825230186734 -0.030465315112451423 0.020261100510424408 0.065948970330760956 -0.067036543145008093 0.045903009263739955 -0.048935267767735484 0.032774699567446788 -0.06781718612305089 0.045302167724349182 0.028516735738796366 -0.067639497823863817 0.034399821036000741 -0.067093563748930302 -0.042563267332700064 -0.042461717736343704 0.038500680085220777 -0.0055517676749714685 -0.051254785851393196 0.041800241930938724 -0.043369623925446424 -0.061827244660318643 0.058438577843516838 0.0019505458018767026 0.0029812151178965265 0.020574192681295782 0.011302812362017285 0.014180458152866849 -0.0054169855462708498 -0.074598642240427046 -0.025975554652519064
leaf_weight=1.1552466369030288 0.5905485401963223 2.0248921151578543 0.39006627351045597 0.28806563885882486 0.28291446073853765 1.0418334701098499 0.67415896712191248 0.55104805011978886 1.2195774814754257 0.25284397788345814 0.48470600797008934 0.44121140247443691 0.63029944489244372 0.29968487119185738 0.25170905211780337 0.51638562034349778 1.2669040617183784 0.90485442409408279 2.5571083881659433 1.8029325215902634 1.927017005800735 1.7024053372442716 43.888192942358728 2.0797610285226256 4.2462748724210542 1.6276984238065777 0.7136934334412216 0.74622664810158301 0.84638573272968631 0.71323569939704601
leaf_count=42 329 133 8 22 18 88 42 79 58 10 69 24 79 27 57 7 41 57 57 40 80 23 1076 36 244 28 19 24 43 40
internal_value=0.000382818 0.00062402 0.0175507 0.00938868 -4.25056e-06 -0.0120965 -0.00455353 0.00487424 0.0159698 -0.0375178 -0.00334829 -0.0240277 -0.0346756 0.000396598 0.00647924 0.00110717 0.0139855 -0.0186435 0.0261124 7.88657e-06 -0.00940358 0.00228608 0.000162251 0.0279433 5.22523e-05 -0.0188432 -0.0333824 -0.0460805 -0.0433575 0.0138798
internal_weight=76.1179 75.5273 2.70302 2.31296 72.8243 6.12999 5.08815 3.87525 3.07136 0.803892 1.85179 1.17763 1.2129 0.582599 0.69292 66.6943 5.24525 1.42124 3.82401 61.4491 11.9758 49.4733 45.6911 3.78217 8.58884 3.62933 3.38694 2.67324 2.00163 4.95951
internal_count=2900 2571 163 155 2408 551 463 339 250 89 192 150 124 45 81 1857 162 64 98 1695 520 1175 1116 59 397 113 123 104 85 284
is_linear=0
shrinkage=0.0646839


Tree=658
num_leaves=31
num_cat=0
split_feature=22 6 22 23 18 16 19 12 17 6 6 15 10 3 21 16 13 3 20 22 13 20 19 4 12 12 4 5 23 23
split_gain=0.119991 0.211918 0.153509 0.367305 0.149626 0.130859 0.45001 0.53209 0.581325 0.872533 0.654785 0.448288 0.414844 0.390727 0.933484 0.66375 0.572396 1.18043 0.883326 0.483841 0.435416 0.472699 0.503462 0.448363 0.408852 0.630948 0.456803 0.656541 0.883887 1.06188
threshold=0.68694500000000025 11.125259939900001 0.27148500000000009 0.094415000000000013 13.650870338750002 18.594956516900002 12.851036860900001 96.350437043050007 191.89151741935004 11.945279099550001 14.355335410100002 23.900317844600004 71.787208999250012 85.54673771085001 0.25448588140000006 19.214955067100004 112.82921081865001 89.227236891450005 38.175120519550006 -0.040019999999999993 113.92610173585001 38.115457128050004 14.251149826300002 150.90301220960004 96.350437043050007 98.870599058600007 165.01827963435002 21.197160116700001 0.098005000000000023 0.084365000000000009
decision_type=2 2 2 2 2 2 2 2 2 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 -1 -8 10 11 -9 -10 13 14 -7 19 18 -18 -17 -15 -19 22 -22 -23 -25 -26 -27 28 29 -28
right_child=1 -3 3 -5 -6 12 7 8 9 -11 -12 -13 -14 15 -16 16 17 20 -20 -21 21 23 -24 24 25 26 27 -29 -30 -31
leaf_value=0.0018747858825175858 -0.0072707926704189043 0.049789677307967795 -0.00057118361582357503 0.016961543401393667 -0.069160655208867883 0.014182807754538286 -0.06675824864092067 -0.040799410019561541 -0.033918578501513717 -0.063231128844124226 0.039586937107177547 0.030518716509236102 0.038706328458985528 0.046476277281929532 -0.053294812875592228 0.003177924159940618 0.040836236040036659 -0.036491742021102044 -0.057735529691199078 -0.0058113401397634247 -0.014619654886696674 -0.040163514249436649 0.033873373992934094 0.032520426723015056 -0.062306720847651084 0.036861833014675507 0.0080627914579275949 0.0026080474520382303 0.013809582671363983 -0.061412603661144045
leaf_weight=14.402133786768902 0.47714297077618439 0.490309250773862 0.15589422278571763 0.50270285700116801 0.48821917499662959 1.5038756569847458 0.7373148447368284 0.53230662859277789 0.70823328354163118 1.3818945463572161 1.2858987371655528 0.92502093187067658 1.1181740919128049 2.0910464479820807 1.5434015095233915 2.0920149050652976 2.8097210647538295 1.1820211689919222 1.5323195643723009 0.95906506899336719 1.0892547338735301 1.0663215087843116 2.9487235499545932 1.3759620077908028 0.61993301846087234 1.1880648545920873 1.2321705780923395 24.409617947778315 1.8352736975066362 2.4277474763803184
leaf_count=1246 28 16 10 28 61 29 41 42 76 122 87 54 28 38 66 30 50 16 43 33 41 25 48 15 9 13 18 517 28 42
internal_value=0.000320213 0.0216477 4.19271e-05 -0.0220855 -0.05256 0.000389556 -0.00381541 -0.0185266 -0.011169 -0.0275842 0.0160526 0.00257656 0.00197344 0.00118214 -0.0199936 0.00250284 0.000669653 0.00266677 -0.0225755 0.0300352 -5.69185e-05 0.00107069 0.0207923 -0.00126089 -7.21172e-06 -0.00141853 -0.000204533 -0.00167711 -0.0207118 -0.0380226
internal_weight=75.1118 0.967452 74.1443 1.14682 0.644113 72.9975 19.9728 5.57067 4.83335 3.01515 1.81821 1.63325 53.0247 51.9065 3.04728 48.8593 45.8091 42.1848 3.62433 3.05011 39.3751 38.1931 4.03798 34.1551 33.0888 31.7128 31.0929 29.9048 5.49519 3.65992
internal_count=2900 44 2856 99 71 2757 1668 422 381 252 129 130 1089 1061 95 966 895 822 73 71 772 756 89 667 642 627 618 605 88 60
is_linear=0
shrinkage=0.0609531


Tree=659
num_leaves=31
num_cat=0
split_feature=16 6 19 9 15 15 6 20 16 17 16 10 21 10 13 20 17 22 22 20 20 7 10 10 21 18 0 3 9 15
split_gain=0.4463 0.807685 0.692927 0.674871 0.529369 0.7206 0.504993 0.69708 0.64184 0.529395 0.503988 0.834331 1.59856 1.28866 1.76373 0.752615 0.954787 0.732558 0.728364 0.639045 0.978047 1.02108 0.970956 1.18648 1.15546 0.967749 1.08772 1.92163 0.930239 0.898926
threshold=18.594956516900002 15.675366252400002 12.951044929850001 187.38923140910003 26.135540888150004 28.566186095050004 13.665319288000001 41.134354310300004 16.294961895300002 190.79973618785002 18.984955604900005 66.697957758300021 0.89219292875000011 66.318885161900013 113.85351336640001 36.372781240150012 193.11174173740002 0.20327000000000003 0.13860000000000003 41.941595803500007 43.19689381845 22.509653697550004 62.197478847950002 62.009286778800011 6.750392208550001 13.042786209850002 86.20003303655001 94.093346107550005 201.63419974125003 46.574831689400007
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 6 -4 -5 -6 8 -8 -1 -9 -2 13 -13 14 -12 -14 -17 18 19 29 21 -21 23 24 -22 -23 27 -27 -28 -16
right_child=10 -3 3 4 5 -7 7 9 -10 -11 11 12 15 -15 17 16 -18 -19 -20 20 22 25 -24 -25 -26 26 28 -29 -30 -31
leaf_value=-1.2722910166185107e-05 0.00069917308434556318 -0.0016668895437771825 0.00034166443130546567 -0.001888849292599383 0.00034834220733698733 -0.0017135030785971372 2.4851046676937526e-05 0.00042799635377433626 -0.0017389393866902116 0.0018990340864178381 -0.0022464038759789176 0.00046994589134785326 0.00055936820231032309 0.0014537304783181081 0.00045849313803770575 -7.4824595487160613e-05 -0.0022312785352116343 0.0014441251851995335 -0.0011017746945471119 -0.0018905032658311492 0.0016495067369054781 0.0013765374297991474 0.0016122040610100767 -0.0010658214432637926 -0.00028822334574904782 -0.0022476947037787221 0.00065575479895759522 0.0012156502573146559 -0.0006501142979045408 -0.0010347377937900476
leaf_weight=12.802634934065289 6.3885289898025794 1.2269901134131931 1.9629664349486109 1.7230675944592801 1.5891434657387438 1.1047281764331272 5.5467037435737421 2.0083030681125824 0.88539557906915511 1.7691280448925679 1.1681973878294218 3.8776816227473301 0.74422436952590931 3.0126102156937113 28.559059165301736 1.1184329693205657 2.6830531200394034 1.7292393534444261 1.7362609152914945 1.5203007731470304 2.3096019781660271 1.3543361221672956 2.1194482538849115 2.2758284751325846 2.4257337803719565 2.3694438291713591 4.150866784155367 0.83229335886426259 4.2391523201949894 1.6389439844060678
leaf_count=1009 116 197 88 96 30 77 112 50 102 28 16 51 9 32 326 18 77 28 30 32 22 19 18 41 61 64 34 16 54 47
internal_value=9.17239e-05 -0.000108236 -4.31695e-05 -0.000614951 -0.00104009 -0.000497199 0.000115351 0.000467284 -0.000124381 0.00111694 0.000172017 0.000123813 -0.000454891 0.000203151 0.000138671 -0.00124382 -0.00159683 0.00018733 0.000148193 0.000188537 -5.32238e-05 -0.000370364 0.000449248 9.76905e-05 0.000656881 -0.000191849 -0.000375093 -0.0013474 -4.05037e-06 0.000377451
internal_weight=106.872 30.6191 29.3921 6.37991 4.41694 2.69387 23.0122 9.32413 13.688 3.77743 76.2532 69.8647 8.42339 61.4413 58.4287 4.54571 3.80149 57.2605 55.5313 53.795 23.597 14.4664 9.13061 7.01116 4.73534 12.9461 11.5918 3.20174 8.39002 30.198
internal_count=2900 1789 1592 291 203 107 1301 190 1111 78 1111 995 155 840 808 104 95 792 764 734 361 219 142 124 83 187 168 80 88 373
is_linear=0
shrinkage=0.00196078


Tree=660
num_leaves=31
num_cat=0
split_feature=20 15 2 20 15 15 22 9 21 9 0 6 23 9 8 9 21 23 15 4 16 22 19 16 2 9 12 2 7 23
split_gain=0.121622 0.168205 0.148914 0.141728 0.451695 0.286949 0.135463 0.143846 0.242067 0.177787 0.398109 0.578498 0.5 0.397791 0.484318 0.388354 0.474845 0.395179 0.348183 0.489252 0.331604 0.321073 0.311347 0.349508 0.310083 0.289075 0.287776 0.68741 0.635767 0.974788
threshold=31.796797363700005 37.576156502300009 58.396949525950006 34.997818021800008 31.198916099800005 23.304416445750004 0.68694500000000025 29.304847058550003 21.991168361800003 186.67271206880002 85.716110573100011 16.465384711100004 0.10236000000000002 185.90443620030001 8.3434888241000014 185.04294426330003 3.4240268213500005 -0.25276999999999999 40.128253618400009 229.01066513960004 22.654947022900004 -0.082314999999999985 14.651182102100002 22.714946882600003 68.519383356500015 199.02473417820002 148.24135922650004 135.10547220710001 23.102607264700001 0.10045500000000003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 -1 4 5 -2 7 8 -5 13 11 -11 18 14 15 16 17 -9 24 -20 -18 -19 23 26 -13 -21 -12 -28 29 -29
right_child=3 -3 -4 6 -6 -7 -8 9 -10 10 22 12 -14 -15 -16 -17 20 21 19 25 -22 -23 -24 -25 -26 -27 27 28 -30 -31
leaf_value=0.034989199522429175 -0.062541157955591134 0.062299146093526929 -0.064544480687639794 -0.061570798133697716 0.036129074423847662 0.0041449230663886489 0.023348561550374555 -0.050377992292374489 0.031655427549145063 -0.066917661126547748 0.0039826445996395243 0.004728682049423014 -0.056403214567436223 0.036438557430009649 0.060135956859383922 -0.041640226066397355 0.00098402579137748625 0.041630149643460394 0.04914091258524543 -0.046701084310877869 -0.032628802120256636 -0.021840431051232345 0.02171735038371431 0.036047399944554109 -0.065994427077106968 0.012124280770980954 -0.039124004402934211 -0.064225662207198719 0.00015273462241278222 0.009237434775221421
leaf_weight=0.068043521489015713 0.32489645042369308 0.061060547828674316 0.31151211728865746 0.34055441850432444 1.5356956254690883 0.91455282433889806 0.9110736888833334 0.23299791579484042 0.14864478306844831 0.77253074003965494 18.879952988607329 0.46344518795376721 0.68290948659705453 1.4319496401767526 0.52158713992685157 0.77362462691962797 7.7641906535354774 2.1033754991549367 0.89094200229737941 0.48539236516808137 1.2686082224827258 0.34462328085646232 2.3214067788794628 0.92136541474610467 0.45790004939772189 0.8607137665967457 2.1185185529757318 1.4843803945113934 23.739989977708319 1.2247517195646649
leaf_count=5 78 1 138 176 23 31 39 14 9 39 441 17 29 22 10 17 620 119 14 30 20 47 32 17 35 30 46 40 736 25
internal_value=0.000333041 -0.0315957 -0.0467009 0.000523358 0.014037 -0.0133355 -3.76236e-06 -0.000306687 -0.0332437 -7.56632e-05 -0.00164822 -0.0187897 -0.00911065 0.00594674 0.00259039 0.000186767 0.00294918 0.0254753 0.00111497 0.0141029 -0.00373672 0.0326949 -8.80046e-05 -0.00113452 -0.03042 -0.00908756 -0.00185655 -0.00571558 -0.00303964 -0.0310143
internal_weight=74.3612 0.440616 0.379556 73.9206 2.77514 1.23945 71.1454 70.2344 0.489199 69.7452 55.3042 4.61383 3.8413 14.441 13.009 12.4874 11.7138 2.681 3.15839 2.23705 9.0328 2.448 50.6904 48.369 0.921345 1.34611 47.4476 28.5676 26.4491 2.70913
internal_count=2900 144 143 2756 132 109 2624 2585 185 2400 1531 194 155 869 847 837 820 180 126 74 640 166 1337 1305 52 60 1288 847 801 65
is_linear=0
shrinkage=0.0609531


Tree=661
num_leaves=31
num_cat=0
split_feature=16 16 19 18 23 23 13 16 2 6 6 10 20 16 22 6 16 20 7 16 8 18 8 9 0 21 15 21 10 10
split_gain=0.117913 0.30621 0.23838 0.22754 0.27959 0.328055 0.358515 0.221588 0.231653 0.21046 0.499786 0.416 0.291361 0.194029 0.563277 0.389511 0.209547 0.564896 0.601753 0.437464 0.640647 0.411943 0.377935 0.407068 0.422856 0.449989 0.284253 0.591449 0.375891 0.801023
threshold=13.534968349350001 13.039969506900002 11.950964240300001 13.849588037450003 0.07968500000000002 0.093480000000000021 95.99139754765001 11.934972090850001 285.16564649850005 11.125259939900001 12.745297791850001 80.909147435850016 48.008184682100008 14.994964935250001 0.13860000000000003 14.055328400500002 15.604963508800003 40.878805547300004 24.176224535650004 17.844958270700005 8.1436447804000007 15.078943968800003 8.0437227585500022 191.87997069285004 97.32487278035002 12.151864830850002 28.566186095050004 11.790993765850002 66.697957758300021 66.318885161900013
decision_type=2 2 2 2 2 2 2 2 2 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 9 -1 7 -6 -7 8 -5 11 -11 -2 -12 14 15 -4 17 18 -15 20 22 -20 23 24 25 -18 27 -21 29 -28
right_child=2 -3 13 4 5 6 -8 -9 -10 10 12 -13 -14 16 -16 -17 19 -19 21 26 -22 -23 -24 -25 -26 -27 28 -29 -30 -31
leaf_value=-0.061395092992964556 -0.066129088758080254 -0.061809488755315611 -0.05069685949983084 -0.029539159270341949 -0.061020699470363884 -0.061438940534841752 0.032219396050126463 0.032694502903324055 0.014670831096751682 0.058948480672658586 -0.037991294460247522 0.026737607302427205 0.035563850738766313 0.026081198201605749 0.047834225002680461 0.023158362277547175 -0.052599864440969861 0.039884662714014543 -0.069616249718440534 0.01765847077966792 -0.060641833789785757 0.00093101639883802999 0.045630982809295395 -0.051178369752674396 0.027861512583056424 0.020912556665313262 0.0001964701675283746 -0.045426603922297075 -0.011862783915654743 0.03942500521210375
leaf_weight=0.23646734801877656 0.27374963613692616 0.36164742651817494 1.1863344707089698 0.70579064607955011 0.51646644144602738 0.21438024147437318 0.4572426573431585 0.95653359664720472 1.0572309194321858 0.97118091955780961 0.43281613214639947 0.46458096895366907 0.34607350546866655 1.1160937896929675 0.36566135676730471 0.32482715602964152 0.76587240755179686 1.7203448228974592 0.60396726022008784 6.5091452381166155 0.98553735704626877 0.57886634324677289 0.44107421673834313 0.76765502744819958 1.0137556257723188 0.48607168755552266 38.8438115601748 0.57781887899909623 8.3206831508141459 1.9522173646837462
leaf_count=73 25 64 91 168 232 101 24 48 90 24 44 36 6 18 13 19 161 46 16 200 76 29 13 67 55 53 763 46 267 32
internal_value=0.000291141 -0.00907509 0.000902338 -0.00447307 -0.00102849 -0.0252122 0.0023239 0.00953663 -0.00302776 0.0190617 0.0303497 -0.00769443 -0.00530953 0.000223433 -0.0187177 -0.0348215 0.000773025 0.013987 -0.00539292 -0.000102465 -0.0181168 -0.0350912 -0.00605443 -0.0135699 -0.000827567 -0.0240584 0.00132704 0.012515 -0.000287247 0.00207368
internal_weight=73.5539 4.50576 69.0481 4.14411 3.90764 1.18809 0.671623 2.71956 1.76302 2.4884 1.75007 0.738331 0.77889 66.5597 1.87682 1.51116 64.6829 4.01927 2.29893 60.6636 4.45997 1.18283 3.47443 3.03335 2.2657 1.25194 56.2037 7.08696 49.1167 40.796
internal_count=2900 800 2100 736 663 357 125 306 258 135 74 61 50 1965 123 110 1842 109 63 1733 425 45 349 336 269 214 1308 246 1062 795
is_linear=0
shrinkage=0.0597579


Tree=662
num_leaves=31
num_cat=0
split_feature=16 15 6 18 3 13 16 13 20 13 20 15 22 20 16 5 20 9 0 10 16 21 6 15 8 23 20 16 9 22
split_gain=0.452909 0.66825 0.664088 0.609436 1.31696 0.838728 0.760208 0.685223 1.31186 1.30923 0.681073 0.800147 0.855075 0.78517 0.988912 0.658056 0.876381 0.589334 0.709875 0.942747 1.00065 0.91732 0.793603 0.587088 1.09688 0.98878 1.01414 1.08391 0.822553 0.732574
threshold=18.594956516900002 32.540328261750005 15.675366252400002 15.042884401850001 85.622014538550019 109.57886493895002 19.214955067100004 112.82921081865001 38.175120519550006 113.13031812925001 42.178283198950005 46.574831689400007 -0.096499999999999989 42.487106141350004 22.684946952700002 19.915533535850003 39.468990633150007 207.37918994975004 86.20003303655001 61.993156030000002 22.604947139800004 3.2025200283000004 16.545386580300001 37.576156502300009 8.543332867800002 0.083795000000000022 38.592454371550012 21.534949641950003 198.65201223855004 -0.072569999999999982
decision_type=2 2 2 2 2 2 2 2 2 2 2 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 15 8 -8 -9 11 23 -13 14 -12 -6 -17 18 19 21 -21 -15 -23 25 29 -11 27 -27 -26 -25
right_child=3 -3 -4 -5 6 -7 7 9 -10 10 13 12 -14 17 -16 16 -18 -19 -20 20 -22 22 -24 24 28 26 -28 -29 -30 -31
leaf_value=-1.1394177116833066e-05 -0.0017482268344614861 -0.0020291451145039623 -0.001586613834666562 0.00085100010438086753 0.0016430496122555108 0.00044570970608474235 0.0002667477938594071 0.001935241902296214 -0.0018512214648000605 0.001082407309840401 -0.0020716524510260396 0.00067148718496973215 -0.0021489682304987037 0.002004967851737401 0.00054174874549973702 0.0015648709981658652 -0.0014086720334516236 -0.00099457136473043799 0.00060421621649079727 -0.00010031705835759482 -0.0022168538186194669 -0.0012388632919748861 0.00062635935169575991 0.00040620540820395645 -0.0012875903975119671 -0.00051809483671439187 -0.00065618852807656993 0.0016475101121907522 0.00033442853895189115 0.0013163546980475118
leaf_weight=31.037948107470584 2.2638880084268744 0.6790958441561078 1.0642535620136175 4.7678554598242036 2.4621013430878516 0.95150664122775186 2.7810923391953102 1.6094809547066677 1.8874282715842126 2.8377109762514001 1.6390364806284226 0.69637028942815948 1.0165119526209299 0.98203870374709534 0.84299090295098711 0.72639987384900429 0.80157724738819525 2.0264618815854183 6.7165840421803287 1.9614716765936466 1.5276509450050069 1.4761268501752058 2.1607717362348922 6.3328307964838979 1.6509461309760798 1.6774883200414463 6.9788225861266255 1.8894070181995628 4.4204770035576075 7.3418322633951982
leaf_count=1526 67 70 193 69 27 13 29 17 46 55 42 19 36 9 13 11 30 36 57 33 58 41 50 60 18 20 86 20 69 80
internal_value=8.68924e-05 -0.000104334 -6.36159e-05 0.000173444 0.000125697 -0.00109899 0.000186803 0.00013209 -0.000589522 0.00019248 0.000140705 0.000304471 -0.00100232 -0.000154435 -0.00118404 0.00101575 4.94945e-06 -2.78223e-06 0.000132791 -0.00025773 -0.00102701 0.000323377 -0.000130688 0.000372035 0.000586925 5.49825e-05 -0.000221484 0.00062904 -0.000106632 0.000894858
internal_weight=105.208 32.7813 32.1022 72.4269 67.659 3.21539 64.4436 60.4535 4.66852 55.785 54.1755 34.8424 1.71288 19.3331 2.48203 3.99008 1.52798 16.8511 14.8246 8.10806 3.48912 4.61894 3.6369 33.1295 19.7461 13.3834 10.5457 3.5669 6.07142 13.6747
internal_count=2900 1789 1719 1111 1042 80 962 894 75 819 802 463 55 339 55 68 41 284 248 191 91 100 91 408 227 181 126 40 87 140
is_linear=0
shrinkage=0.00196078


Tree=663
num_leaves=31
num_cat=0
split_feature=16 6 15 13 13 16 15 7 10 15 20 3 0 22 13 5 5 9 4 7 7 8 13 23 7 20 6 22 22 0
split_gain=0.316794 0.729024 0.597156 0.497627 0.886158 0.435999 0.60087 0.430512 1.00935 0.933411 0.51557 1.21469 1.11446 0.737443 0.736687 0.743911 0.942278 0.963382 0.693233 0.477471 0.942536 0.799694 0.599163 0.475876 0.653639 0.597118 0.797147 0.651887 0.600778 0.653642
threshold=18.594956516900002 15.675366252400002 32.540328261750005 108.61908538635001 107.97116697695002 18.744956166100003 29.334060236450004 25.396105459650006 70.026268923800004 27.288673764350005 38.592454371550012 88.727183679150016 90.337570099350003 -0.088329999999999992 115.63864956495001 20.206488238950005 21.042547594650003 197.19111486365003 274.17744294440007 22.940014114900002 22.620341628000002 8.6432548896500023 112.54423425685002 0.12064000000000002 22.689595575850003 41.792045663550006 16.525386113000007 -0.058529999999999992 -0.012769999999999998 85.872041144650012
decision_type=2 2 2 2 2 2 2 2 2 2 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 -2 8 10 -10 18 13 14 -12 -13 -16 17 -17 19 20 21 -7 -21 25 -25 26 28 -27 29 -18
right_child=5 -3 -4 -5 -6 7 -8 -9 9 -11 11 12 -14 -15 15 16 23 -19 -20 22 -22 -23 -24 24 -26 27 -28 -29 -30 -31
leaf_value=2.4238725640143955e-06 0.0013930522647241067 -0.0016145613485602545 -0.0019866600666048292 0.00092466515570018048 -0.0020616901202336613 0.0016433879558282384 -0.00010177930614554631 0.00080137140686560636 0.0010683978985838618 -0.0017029632846565779 -0.00012930481278975234 -0.0011785205022343764 0.0014084444597974783 -0.0023536254320574829 0.0012168520363774126 -0.00010183440842696734 0.0015326407309106652 -0.0017891010813465302 -0.00061229665655063885 0.00050392317305512923 -0.000950374476682667 -0.00018075949244556391 0.0018806798618792404 0.00054325207044516135 -0.0014620124943310767 0.00015085324493246553 -0.00015070909383604805 -0.00077570086938595953 0.0017487814962895811 0.0002470094806022234
leaf_weight=24.351546021431218 2.3438642541877917 1.1150740016018961 0.56425869785016303 2.0391493954230091 0.7936548984143873 1.9927313565276548 1.7250502873212097 3.18060444202274 0.5759169422090048 2.039571694098413 1.0056221252307298 1.7634628214873362 2.3100914247333995 1.2178242607042182 2.0583208119496694 3.4386859945952883 1.9520783852785815 1.9651801520958541 1.7852774476632465 2.5594233255833387 1.5815202593803404 1.6021210588514803 2.1488834712654352 0.9995885867683677 1.5052845595637334 15.17441056179813 4.6984643096802747 3.4426139486313447 2.0123620596714309 5.8137674067402259
leaf_count=1463 32 197 66 29 34 52 23 52 8 80 18 33 29 28 25 37 20 28 31 24 14 18 21 16 32 239 73 84 23 71
internal_value=7.92436e-05 -9.05311e-05 -2.92881e-05 1.13405e-05 -6.27255e-05 0.000148367 0.000759306 0.000111166 7.66731e-05 -0.00109272 0.00012679 4.08758e-05 0.000106374 -0.00134761 3.92698e-05 8.91418e-05 3.25308e-05 -0.000715429 0.000490164 0.00068928 0.000286339 0.000830419 0.00113228 0.000146071 -0.000661796 0.000207219 0.000500044 -2.04828e-05 0.000812733 0.000570175
internal_weight=99.7564 28.8637 27.7486 27.1844 25.1452 70.8927 4.06891 66.8238 63.6432 2.61549 61.0277 49.3578 47.1343 2.22345 44.8242 43.0608 41.0024 5.40387 11.67 9.88468 5.17637 3.59485 4.70831 35.5986 2.50487 33.0937 14.4767 18.617 9.77821 7.76585
internal_count=2900 1789 1592 1526 1497 1111 55 1056 1004 88 916 756 710 46 681 648 623 65 160 129 84 70 45 558 48 510 187 323 114 91
is_linear=0
shrinkage=0.00192234


Tree=664
num_leaves=31
num_cat=0
split_feature=13 0 0 3 2 20 22 13 20 0 20 20 5 6 3 16 5 20 22 6 10 21 18 20 23 5 21 16 13 20
split_gain=0.459061 0.329364 0.611947 0.68447 1.53687 0.769708 0.534347 0.86294 1.90428 1.00134 1.04275 0.682189 0.668287 0.852197 0.70035 0.914163 0.701638 0.666357 0.578549 1.16047 0.529025 0.914818 0.572328 0.498331 0.575184 0.477866 0.472026 0.727116 1.12874 1.02044
threshold=73.376087754350024 85.716110573100011 85.807518149550006 93.58791597905001 86.011634045550025 40.21994457600001 -0.068524999999999989 115.63864956495001 42.297164883650005 92.313586825200005 38.238138001450004 41.811877919650009 20.302496186500004 14.835346625500001 84.678365734750017 18.714956236300004 16.579584939650001 37.064694648750013 -0.048664999999999993 16.455384477450004 62.00390986255001 15.440607301650003 12.657095015500003 37.572218886150004 0.11467000000000002 17.450855014100004 15.121227527900002 22.554947256700004 115.02030419500001 42.852084787850011
decision_type=2 2 2 2 2 2 2 2 2 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 -3 6 -5 -6 26 9 18 10 -8 -12 13 14 15 16 23 -16 -9 -20 -2 22 -22 24 -11 -18 27 28 -4 -29
right_child=1 2 3 4 5 -7 7 8 -10 12 11 -13 -14 -15 17 -17 25 -19 19 -21 21 -23 -24 -25 -26 -27 -28 29 -30 -31
leaf_value=-0.0021081472516847849 -5.2233934102667538e-06 0.00083927759694090625 -8.73210179041501e-05 0.0007833348010979162 0.00018304835052327417 -0.0023316394201005524 0.00049244083381976857 0.0019563280179690909 -0.00064894908793512371 -0.0020490891074441708 -0.0021212851797799371 0.00016006431285946641 -0.0013519323297086778 0.0011778061037663061 0.00030193853238078894 0.0015143202668036328 -0.0023433272652564922 -0.00222715481850284 0.0015003919939410829 -0.00013173196165698083 0.0010018755811013456 0.001458160580182437 -0.0018497957780795439 0.00048318170938407802 0.001662281454204353 -0.00017904202692600084 0.00061130310081258256 -0.0009918486673494006 0.00091742715263206428 0.00036440384246042603
leaf_weight=0.36813729415371099 11.923142686428035 4.4482663350645444 26.94776156441003 1.6264678724110115 0.6321643989067528 1.8017245748196726 1.5567569122649754 2.533486107364296 2.9502556426450601 0.63653694555978813 1.9515275765443223 0.67937715095467854 0.90426093945279618 3.9143479522317639 0.73537227325141319 1.9767609015107144 0.70597012073267229 0.87964104046113789 4.2931244745850554 2.7463230015709996 0.31262652535224322 0.49962172331288446 2.0121726191719063 6.4488949053338729 0.21469535237702075 0.88256769260624424 4.3299458732653866 6.4263553107157332 5.1146231703460208 3.192426691763103
leaf_count=145 428 41 982 14 12 50 20 21 39 85 40 42 37 40 10 22 15 33 48 30 22 10 120 256 6 26 143 80 51 32
internal_value=7.75363e-05 8.53273e-05 0.000130521 9.30252e-05 -0.00069235 -0.00167849 0.000132876 0.000319243 0.000728357 8.07968e-05 -0.000779526 -0.00153217 0.000289059 0.000379569 0.000129211 0.000308287 4.00753e-05 -0.00107557 0.00115283 0.000863646 -0.000185973 -0.000948997 -0.00146632 0.000297057 -0.00111302 -0.00114088 -4.88017e-06 -6.88909e-05 7.29574e-05 -0.000541715
internal_weight=103.645 103.277 88.5296 84.0814 4.06036 2.43389 80.021 34.0099 12.5232 21.4867 4.18766 2.6309 17.299 16.3948 12.4804 10.8654 8.88867 1.61501 9.57293 7.03945 14.7476 2.82442 2.3248 7.30013 0.851232 1.58854 46.0111 41.6812 32.0624 9.61878
internal_count=2900 2755 2175 2134 76 62 2058 770 138 632 102 82 530 493 453 410 388 43 99 78 580 152 142 347 91 41 1288 1145 1033 112
is_linear=0
shrinkage=0.00196078


Tree=665
num_leaves=31
num_cat=0
split_feature=2 17 10 10 3 2 17 20 17 12 20 9 9 9 21 15 16 5 8 4 16 7 18 13 20 15 23 5 18 7
split_gain=0.118531 0.587795 0.630546 0.392945 0.256673 0.210289 0.269979 0.358797 0.381194 0.475258 0.303435 0.248476 0.385955 0.319012 0.487812 0.344726 0.640829 0.382246 0.491634 0.361915 0.344439 0.33717 0.282113 0.294139 0.433399 0.276092 0.437245 0.273921 0.323087 0.249443
threshold=325.75432260090003 203.93111730270002 67.316303128300021 74.986474174450009 70.523633677900008 309.73785348360008 208.12573104970002 42.526729949000007 209.83020864525002 195.51336019310003 41.261521012900012 214.22994816675003 219.38617924735004 207.37918994975004 9.5752145037500025 34.761639995350009 22.604947139800004 19.302881570050001 8.4434108459500017 216.78548481640004 11.934972090850001 27.894561215200003 15.269763541350001 98.238948544700023 43.45354240915001 22.738238853600006 0.08883000000000002 26.429611911700004 14.682853263650001 24.373474566200006
decision_type=2 2 2 2 2 2 2 2 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 -4 6 11 8 -8 10 -10 13 -13 20 15 17 -17 18 19 -15 21 -1 29 24 -24 -25 -27 28 -14 -22
right_child=1 2 4 -5 -6 -7 7 -9 9 -11 -12 12 27 14 -16 16 -18 -19 -20 -21 22 -23 23 25 -26 26 -28 -29 -30 -31
leaf_value=-0.059646970912324716 -0.06860832928733876 0.046619694671506444 0.032429353013299154 -0.0013088602868735644 -0.068580887674019583 0.025358034398349636 -0.05052837572195628 -0.046085711423865632 -0.060468461934377479 0.026257783428006606 0.014388369385290721 0.032904334094995415 -0.07235309337878626 0.052190541776194345 -0.05939640587354604 -0.076932114734478196 0.0092861437751411546 0.038491678330711078 -0.058619171956695054 -0.017765916873357393 0.002813267023905555 0.01728788875043178 -0.068025845731396528 0.047716277705574399 0.019765530280869078 0.035144921272080083 -0.030372145809675288 0.03190177790560763 0.00045456693783928588 -0.013051132538751325
leaf_weight=0.75044467709994822 0.91618095808371369 1.0322302575223146 0.15094553327435267 0.64251133197103627 0.39889255643356591 1.5084288671205275 0.62891201541788122 1.1943237157611291 0.5918335367150579 1.8217971191165814 0.39174728162470274 2.5909364554754566 0.41399063973221906 0.56549438877118452 0.89224056591046963 0.71694782483973518 0.78740749601274729 1.071917521592695 0.6277995838318019 0.7473662725496979 44.541395488231501 0.37033713725395501 0.38377223684437811 1.6107465499662796 0.67586743619176559 1.1809378357866078 0.71000283933244634 0.52234046708326776 0.73876070608821465 4.7770851894456419
leaf_count=244 71 24 29 64 43 77 34 92 67 111 21 84 17 23 44 28 18 33 22 31 1148 115 91 42 58 24 32 15 57 141
internal_value=0.000431149 -0.012111 0.0162199 -0.0408667 -0.0408508 0.000987429 0.000456997 -0.0149361 -0.00410338 0.00630421 -0.030654 0.00155863 0.0169476 0.000471884 -0.0148166 -0.00601065 -0.0318039 0.00686941 -0.0105971 0.0123667 0.00197547 -0.0342256 0.00272851 0.0184269 -0.0120301 0.0276434 0.0105448 -0.00773337 -0.025693 0.00127661
internal_weight=73.9536 3.14076 1.58207 1.55869 0.549838 70.8128 69.3044 4.62861 3.43429 2.80538 0.983581 64.6758 4.26603 60.4098 5.40917 4.51693 1.50436 3.01258 1.94066 1.31286 55.0006 1.12078 53.8798 4.56133 1.05964 3.50169 1.89094 1.67509 1.15275 49.3185
internal_count=2900 231 96 135 72 2669 2592 325 233 199 88 2267 173 2094 199 155 46 109 76 54 1895 359 1536 247 149 98 56 89 74 1289
is_linear=0
shrinkage=0.0659776


Tree=666
num_leaves=31
num_cat=0
split_feature=10 15 22 7 16 16 12 18 6 2 20 10 21 21 7 21 15 23 23 18 13 17 3 22 6 9 3 3 15 21
split_gain=0.414134 0.37325 0.964454 0.574468 0.382152 0.767378 0.833251 0.657405 1.10398 0.95554 0.595524 0.479318 1.25985 1.0378 0.507847 0.538878 0.45998 0.45689 0.662543 0.907105 0.596157 0.617845 0.653394 0.592176 0.495811 0.514964 0.432122 0.875892 0.955359 0.762957
threshold=90.988176966900014 46.574831689400007 -0.082314999999999985 23.539316666200005 18.594956516900002 15.919962772200003 96.350437043050007 14.804191144800003 11.585270688000001 201.92500828480004 38.238138001450004 71.090898343450007 4.7627705569500014 0.54612131245000006 22.372035319250003 12.151864830850002 17.183237161800005 0.11906000000000001 0.093480000000000021 15.793187706400001 100.65856086215001 184.18061320350003 82.866344954800013 -0.24103499999999997 12.380289263450001 210.70699256735003 83.511574906150017 85.54673771085001 27.122924609850003 0.18863712200000002
decision_type=2 2 2 2 2 2 2 2 2 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 10 -7 9 -9 11 16 13 -13 -8 15 -15 -1 18 20 -20 23 22 -22 -12 25 -25 -6 28 -28 -30
right_child=-2 2 -4 -5 26 6 7 8 -10 -11 17 12 -14 14 -16 -17 -18 -19 19 -21 21 -23 -24 24 -26 -27 27 -29 29 -31
leaf_value=0.00055791826503812916 -0.0012613340885566746 -0.0010675859169002589 -0.0017124271019961252 0.001054947341999863 0.0010739323025182237 -0.0021265517752091369 -0.002348913146714393 0.0002652703418846887 -0.0017382287647236699 -0.0020429245011632019 -0.0019774318772257473 0.0012946917030226877 -0.0020332943441177436 -0.0019510095319975485 0.0018443176222305607 0.0011960147272166162 -0.0013558754594673466 0.0014515032223036085 -0.0019239034737283298 0.00035361909465225403 -0.0013515627960192936 0.001411632108929605 0.00087526881343232032 0.00051491543066653641 -0.0014326073055415422 -0.0016255648607156055 0.0011935124922274813 0.00024233567848511758 -5.0026170689169015e-05 -0.0021158748871779754
leaf_weight=0.67359423248854655 0.81646357729732599 0.71489209629362527 1.4382063309312787 1.3824053297284988 2.1044007083401075 1.0048496860254079 0.32493642973713432 1.8036723872064611 2.3283135913661681 0.64427713994518843 0.49845241976436483 0.83801183919422306 0.84341538639273494 0.31256207954720627 1.8876417130231855 0.56369792597251944 1.4921929254633139 1.2042911077151064 1.16347283165669 1.4536457681679165 0.75763344019651446 3.273181997705251 1.362741909251781 5.7140321927727191 0.62883109907852475 0.44790733011905093 0.73615542519837562 60.760983300860971 1.115470690187067 1.6201956931035963
leaf_count=100 319 53 57 22 31 54 26 99 150 66 69 14 64 79 16 15 148 28 45 62 8 44 42 266 50 25 10 858 19 61
internal_value=0.000102149 0.000113383 -0.000499976 0.000331453 0.000136076 -4.70886e-05 -0.000461471 -0.000286208 -0.000863672 0.000154471 0.000187101 0.000451253 -0.000374649 0.000900838 0.00128289 7.34707e-05 -0.000760655 0.000311471 0.000221737 -0.000658882 0.000403454 0.000887968 7.95974e-05 4.49454e-05 0.000193391 0.000359325 0.000216759 0.000188677 -0.00075042 -0.00127352
internal_weight=99.9105 99.0941 3.5355 2.0973 95.5586 29.2214 10.5514 9.54653 4.13199 5.41454 18.67 4.77027 1.68143 3.08884 2.7639 0.87626 2.16579 16.5042 15.2999 2.61712 12.6828 5.39356 2.12038 7.28922 6.79077 6.16194 66.3372 64.2328 3.47182 2.73567
internal_count=2900 2581 132 75 2449 1470 583 529 249 280 887 214 78 136 110 94 248 639 611 107 504 94 50 410 341 291 979 948 90 80
is_linear=0
shrinkage=0.00192234


Tree=667
num_leaves=31
num_cat=0
split_feature=10 7 5 18 0 10 16 7 21 8 16 16 15 18 0 18 23 0 6 7 7 5 3 10 16 0 10 3 13 22
split_gain=0.121265 0.181358 0.185495 0.159241 0.229335 0.346066 0.354308 0.367437 0.276853 0.413709 0.227362 0.217291 0.343569 0.208293 0.434248 0.496557 0.380638 0.430644 0.246626 0.700168 0.669667 0.443208 0.675668 0.531406 0.766416 0.492651 0.703531 0.754295 0.577815 0.521163
threshold=90.740838818900016 27.952168727600004 7.7286379265000011 17.327266398450003 98.615332683000005 80.288113607700012 14.184966829400002 24.390191290350007 5.3110029590500014 8.1436447804000007 8.2099808015000022 17.654958715000003 20.310401204950004 15.312071772700003 96.249489528150022 15.379439136400002 0.088990000000000027 97.671683879200017 14.755344756250002 24.052187734100006 24.605072964550004 18.483418961650003 86.302194445500007 68.961639504150014 19.214955067100004 92.031298721500022 66.697957758300021 89.227236891450005 113.85351336640001 0.20327000000000003
decision_type=2 2 2 2 2 2 2 2 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 13 8 7 -7 9 -6 -9 12 -5 18 15 -15 -16 -18 19 -1 -21 22 -20 25 -25 26 27 -23 -29 -30
right_child=1 -3 -4 11 5 6 -8 10 -10 -11 -12 -13 -14 14 16 -17 17 -19 21 20 -22 23 -24 24 -26 -27 -28 28 29 -31
leaf_value=0.0056716457828199446 -0.060349535640764514 -0.060493691576949823 0.043099183414999194 0.022056999075578423 0.012583381522101282 0.02909420660106754 0.032175614248276224 0.02325228530722654 -0.044134602107151581 -0.062722115636210427 -0.044366653668441426 0.060738773506520273 -0.033666328338678754 0.03225933631911608 0.040486438128730193 -0.045016423427928776 0.035358783833996647 -0.029247289843609005 0.033974573905624909 -0.061360397026228752 -0.010511131257275095 0.036552652391934691 -0.017339760401342389 0.0031189617088724516 -0.068873522747183918 0.040225682613482062 -0.049686473879253741 -0.036903841728763848 -3.4108515542967338e-05 0.041834180565525354
leaf_weight=5.3889099324151157 0.094405954701868633 0.28684854961693418 0.17975268309419334 1.6337412953507735 1.0138763342110899 0.51457816014954039 0.99003903879929556 0.21894553208949197 1.4715684887487439 0.35060143045848224 0.93966555799852358 0.32873313315212715 0.52116543144802552 0.46793965424876549 2.0543407112709251 0.81260069142444991 0.68771131060202584 0.79360466683283448 3.2708296286873511 1.3591902105836196 2.8943505313072819 2.0932547844713545 1.2729300516657529 1.1810312084271566 0.95509515516459931 1.1398322149179865 0.97781585529446502 1.4788894893717941 37.016619774149149 1.0930304134089954
leaf_count=280 50 250 29 111 76 37 68 17 137 36 180 8 44 7 49 57 14 35 47 76 118 36 25 35 27 13 30 144 834 30
internal_value=0.00039954 -0.0272772 0.00747683 0.000612467 8.80936e-05 -0.0116292 0.00384027 -0.012926 -0.026156 -0.0067663 -0.0315885 0.0154839 0.00858028 0.00108037 0.0130381 -0.016778 0.0238368 0.000746532 0.000122473 -0.00863467 -0.0267597 0.00179524 0.0195989 3.41759e-05 -0.02907 0.0014536 0.000417644 0.00159304 -0.000255459 0.00116672
internal_weight=73.4819 0.561007 0.274159 72.9209 70.4373 5.49927 2.66323 1.67319 2.83605 1.36448 1.15861 2.48364 2.15491 64.938 4.8162 1.28054 3.53566 1.48132 60.1218 9.64245 4.25354 50.4793 4.54376 45.9356 2.13613 43.7994 42.6596 41.6818 39.5885 38.1097
internal_count=2900 329 79 2571 2408 551 302 234 249 112 197 163 155 1857 162 64 98 49 1695 474 194 1221 72 1149 62 1087 1074 1044 1008 864
is_linear=0
shrinkage=0.0597579


Tree=668
num_leaves=31
num_cat=0
split_feature=5 20 22 7 19 5 9 22 23 9 20 13 0 16 22 2 19 19 18 18 21 16 20 15 16 9 21 2 20 22
split_gain=0.429864 0.405844 0.372063 0.346145 0.511023 0.482691 0.473394 0.693588 1.08996 0.618172 0.874511 0.7418 1.40386 1.05396 0.958604 0.534097 0.406822 0.445136 0.384287 0.67426 0.662909 0.567718 1.29449 0.608489 0.550894 0.525804 0.413857 0.609422 0.4015 0.543662
threshold=11.848158554650002 40.742467179200005 0.68694500000000025 26.752366550650006 13.351077205700003 13.076241920750002 215.80505313260002 -0.0086649999999999991 0.091250000000000012 207.37918994975004 42.599563320500003 112.82921081865001 87.29692395375001 18.934955721800005 -0.060760000000000002 173.78410684300005 11.850956171350001 11.450923895500003 12.903279561150002 12.868666868750003 16.464809133250004 22.624947093000003 39.646013290900008 32.895435401150003 22.724946859200003 66.290220196950017 9.3294251869500027 45.36220315740001 35.461062230100005 -0.25089499999999998
decision_type=2 2 2 2 2 2 2 2 2 2 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 16 -2 9 -8 -9 18 11 13 -13 14 15 -11 17 -5 19 20 21 23 -23 25 28 -7 27 -27 -20 -30
right_child=2 -3 -4 4 -6 6 7 8 -10 10 -12 12 -14 -15 -16 -17 -18 -19 24 -21 -22 22 -24 -25 -26 26 -28 -29 29 -31
leaf_value=-0.0015310128315337607 0.0010842322566385267 -0.00018781771671319385 0.0012865037549941605 -0.0015200118237314684 0.00059368498025761567 0.0010923375573292601 0.00090543164635374282 -0.0020092005644802517 0.0010615719775532244 -0.0018224197832208148 -0.001659099051220924 -0.0009598875207225111 0.001382859259823854 -0.0022195675052036909 0.0007456091504037288 0.00039845459132320645 -0.00208409681093837 0.0010610049691474935 0.00075511362321864549 -0.0016330611523113054 -0.0021608336137852618 0.00054387038101288694 -0.002126901507754467 0.0017912027095599685 0.0012232919529667388 0.0014414013899309251 0.00063239343089152426 -0.0017184260488115688 -0.00052451274562095179 0.00016680157057837933
leaf_weight=1.0202600058637461 1.9897361770272244 5.6776576292322716 1.0413069268688548 0.53915753390174292 0.98876575322356064 1.3812714443774878 5.8193404857302085 0.90057918883394339 0.87733505747746676 1.3570094337919711 1.6959695634432126 1.5894648712128399 2.5791071429848671 1.2145708817988632 2.1978735395241524 0.60057982080616046 0.92036313348216925 0.49073410662822425 3.9904766395047764 1.1706843848805863 0.53107786818873126 1.6466083824634554 1.2107687368988989 1.1069510511588303 1.901210140204056 0.2944256556220356 0.87166951387189318 1.1561666292545849 4.7413797432964051 56.381595960847349
leaf_count=292 44 485 22 32 29 34 120 25 18 52 47 37 31 27 40 23 54 12 92 20 24 22 23 11 28 4 46 166 122 918
internal_value=8.86491e-05 -0.00039242 0.000120493 0.000108369 -0.000554595 0.000128414 0.00010844 0.000577962 -0.000493888 6.77284e-05 -0.000361718 -0.000131043 0.000489576 -0.000612809 -0.000143181 -0.00114107 -0.00113676 -0.000290181 0.000130891 -0.000241054 -4.22969e-05 0.000104433 -0.000587827 0.000515629 0.000182895 0.000134372 -0.000435422 -0.00107708 0.000152517 0.000113176
internal_weight=107.884 6.69792 101.186 100.145 2.93902 97.2059 95.2161 7.59725 1.77791 87.6189 11.2346 9.53861 4.16857 5.37003 4.15546 1.95759 1.95025 1.02989 76.3843 9.36962 8.19894 7.66786 2.85738 4.81048 67.0147 3.70353 2.32226 1.45059 65.1135 61.123
internal_count=2900 777 2123 2101 127 1974 1930 163 43 1767 257 210 68 142 115 75 98 44 1510 350 330 306 45 261 1160 250 216 170 1132 1040
is_linear=0
shrinkage=0.00196078


Tree=669
num_leaves=31
num_cat=0
split_feature=15 22 10 20 16 19 13 22 7 5 3 20 3 9 20 3 7 9 5 0 9 22 2 5 15 0 15 12 6 17
split_gain=0.121124 0.551797 0.321539 0.135704 0.476663 0.572751 0.561417 0.600652 1.39837 0.9267 0.559394 0.463422 0.639645 0.658331 0.7357 0.589073 0.571692 0.545702 0.639813 0.526847 0.478637 0.438315 0.516345 0.408313 0.379921 0.383237 0.354794 0.335694 0.327311 0.30918
threshold=46.574831689400007 -0.082314999999999985 61.971648364950006 42.178283198950005 21.774949080700004 14.551174033150001 117.38883580790001 -0.077279999999999988 22.940014114900002 22.443872254700004 93.491131486350014 43.19689381845 93.394346993650018 201.63419974125003 42.674081447500008 93.82450029455002 22.509653697550004 194.04304600165003 21.446355970350002 89.057864029250013 211.28556348310002 -0.048664999999999993 190.89843378335004 10.293758831600002 42.670190152050004 85.872041144650012 36.040858416950009 310.47677677450002 16.545386580300001 188.94422143290004
decision_type=2 2 2 2 2 2 2 2 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 23 -6 8 28 -10 21 12 13 17 19 -14 -17 18 26 -15 -21 -9 -23 -1 25 -12 -5 -16 -8 -13
right_child=1 -3 -4 11 6 -7 7 10 9 -11 24 29 15 14 27 16 -18 -19 -20 20 -22 22 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.070795069506333963 0.033762781226075705 -0.057685803005045513 -0.040687634888360864 -0.013816405618212926 0.03719587870456674 -0.071475047941106776 0.035760725867226416 0.058896933084656572 -0.087516905616137619 -0.011007686536346888 0.0044440914907864061 -0.0055931870960149229 -0.078108597801679711 -0.050061042761800088 -0.079378629324896879 -0.063102250770611962 0.015670646116727496 0.043248210997669255 -0.08142383513744203 0.046631280727612877 -0.028304363423599415 -0.0091257352250884889 0.045645184089264802 -0.00033971731552572123 0.02777338987997973 -0.048385782575735052 0.073307044124407458 -0.011211640396340327 -0.0040409785489651595 0.015498658035499217
leaf_weight=0.40984590436847312 0.99191769503522687 0.91098702736780879 0.39867334646987729 0.61433003730781111 3.4062600540928569 0.5862504126271223 2.2495311992242977 1.9651642669923601 1.3695754054933789 1.7909044083207843 1.7093199937371539 6.5726252149433986 1.2459403027314695 0.69944465649314258 1.1378695423190945 0.75563135096308531 1.1227050168672574 1.9970947176043408 0.45993286557495594 1.2312899774842661 0.63249877157795698 1.7480441816151109 1.6311518978327511 24.999939118584734 1.4468036619946358 1.1104240640997884 0.36544772982597351 0.51418682306029939 1.8424247866496442 7.0739054205769207
leaf_count=301 32 57 43 51 55 12 27 24 21 34 35 468 38 12 51 58 26 30 9 35 39 24 23 977 28 16 3 17 32 322
internal_value=0.000477159 -0.0153296 0.0124183 0.000991817 0.00322071 -0.00305471 0.011269 0.00603198 -0.00917968 -0.0441625 0.0175108 -0.00323049 -0.0140838 -0.00318407 -0.0217276 -0.0407797 -0.0160187 0.0195598 -0.0132995 0.00175529 0.021201 0.0326034 0.0173124 -0.00147612 -0.0013945 -0.0163605 0.0186798 -0.0581623 0.0178398 0.00534012
internal_weight=72.9901 2.30158 1.39059 70.6885 46.2656 25.996 20.2696 16.8633 7.25244 3.16048 9.61091 24.4229 10.7764 7.6521 4.21529 3.12428 1.87834 3.43681 1.43971 2.56323 1.86379 5.34436 3.3792 25.4098 4.26655 2.81974 0.979778 1.65206 4.09196 13.6465
internal_count=2900 132 75 2768 1609 1290 319 264 114 55 150 1159 369 247 154 122 84 93 63 86 74 71 47 1278 79 51 54 68 59 790
is_linear=0
shrinkage=0.0700159


Tree=670
num_leaves=31
num_cat=0
split_feature=9 22 20 20 3 7 7 18 13 16 21 15 16 22 21 0 15 22 20 20 17 9 18 16 7 2 6 20 6 13
split_gain=0.120838 0.213633 0.20638 0.259846 0.214096 0.339582 0.208108 0.30662 0.484443 0.473472 0.348112 0.335566 0.25028 0.569932 0.671331 0.489514 0.468468 0.852965 0.580313 0.772846 0.541703 0.708336 0.388015 1.25854 0.589761 0.690032 0.763475 0.49643 0.352423 0.695765
threshold=37.256168974800005 -0.156745 47.833738492450003 48.988717865950008 103.44111502715002 17.605734992150001 19.874819532250005 12.903279561150002 113.96105169155001 22.614947116400003 6.450325770250001 42.133814420300006 22.624947093000003 -0.094344999999999998 6.655069997600001 85.737618238150006 46.074827201850006 -0.082314999999999985 42.599563320500003 43.245737185650007 199.01194954300004 197.58039077460003 13.482409244300003 22.584947186600004 23.124786352450005 105.39281967610002 15.785368822600002 41.495754733000005 16.565387047600002 117.38883580790001
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 4 -4 6 -6 -2 8 -8 -10 11 -11 15 14 -14 -9 18 -18 20 -20 21 -15 23 24 25 -17 -27 -25 29 -24
right_child=2 -3 3 -5 5 -7 7 12 9 10 -12 -13 13 16 -16 22 17 -19 19 -21 -22 -23 28 27 -26 26 -28 -29 -30 -31
leaf_value=0.0034768060637385763 0.035948035294434147 -0.052290301045710176 0.035860335668436945 -0.0083140950396962641 0.027290038915809091 -0.065926082294655519 -0.079037563788226059 -0.042185037892364732 0.035895733470820555 -0.027847093480321206 -0.060613461761428351 0.032650124825857579 0.0080358024777970345 0.038520246525528413 -0.07517593313037392 0.04978166564816195 0.045156597005938243 -0.078298033172235632 -0.036424940425352617 0.037979646141236723 0.070019923982290275 -0.01432365750642047 -0.00096703633146267719 0.0057912734301089038 0.066471766838552104 -0.039025773290987158 0.02917391221634718 -0.052498762483146728 0.027016832351561208 -0.031236734248628897
leaf_weight=0.82959197926902561 0.83480299758957599 0.60648159984475458 1.8306554418522858 1.0797178565117063 0.2999041760340323 0.59432186602498405 0.57803652265283645 1.4323497779405432 0.91631583042908493 1.3501360188820406 0.87622280337382097 0.71541958110174153 1.2615497098304325 4.1062344138044846 0.81327977689215902 2.1020019460556778 0.49025198408344295 0.68323319021146633 1.7401343550300228 1.2051077950745819 1.4874189528636632 1.8888376853428779 29.792297694755689 1.3596277663018557 1.6425714893266556 1.5574288713396529 1.8103229317348448 1.6489295989158561 1.8600945111829776 4.4516408616909748
leaf_count=147 38 249 55 59 36 179 36 94 30 38 24 17 34 54 21 31 25 35 33 15 32 31 1339 23 18 39 29 29 32 78
internal_value=0.000433378 -0.0200747 0.000851666 0.0194721 4.87976e-05 -0.0346634 0.000514842 6.50933e-05 -0.0180663 -0.00893133 -0.0228942 -0.00689346 0.00137651 0.00989271 -0.0245811 -0.00106736 0.0160582 -0.0267219 0.0208724 -0.00598074 0.0314423 0.021871 0.000206734 0.0125648 0.0289441 0.0176746 -0.00236528 -0.0261563 -0.00325756 -0.00490203
internal_weight=71.8449 1.43607 70.4088 2.91037 67.4985 0.894226 66.6042 65.7694 4.43613 3.85809 2.94178 2.06556 61.3333 13.676 2.07483 47.6573 11.6012 1.17349 10.4277 2.94524 7.48249 5.99507 46.2249 10.1209 7.11233 5.46975 3.36775 3.00856 36.104 34.2439
internal_count=2900 396 2504 114 2390 215 2175 2137 145 109 79 55 1992 280 55 1712 225 60 165 48 117 85 1618 169 117 99 68 52 1449 1417
is_linear=0
shrinkage=0.0714163


Tree=671
num_leaves=31
num_cat=0
split_feature=6 6 22 21 21 21 22 15 7 7 7 18 23 6 20 10 16 14 9 21 18 18 21 5 5 15 5 22 0 9
split_gain=0.40051 1.29929 0.442479 0.86549 0.510574 0.861139 1.16448 0.955885 0.882304 0.768607 0.882919 1.73959 1.07245 0.672893 1.1361 0.915761 1.35261 1.17422 0.974321 0.926735 0.902375 1.06871 0.789509 0.923935 0.950625 0.990215 0.99347 0.799404 0.722485 0.781423
threshold=13.665319288000001 13.775321858200002 -0.50001499999999999 5.2269517379000012 2.9845679401500003 4.3636502323000004 -0.11600999999999999 40.452545866750008 24.785467646950003 25.067667658500003 23.345877066950003 13.512826932300003 0.10575500000000003 16.465384711100004 38.592454371550012 62.025417527550012 22.634947069650003 210.15891166350005 185.50567866740002 6.9984086918000008 13.713893333650001 13.583580954200002 15.697044644950003 20.766972852450003 21.324133279950001 40.128253618400009 22.598762435600005 -0.086894999999999986 86.692020874450009 196.57165974130001
decision_type=2 2 2 2 2 2 2 2 2 2 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 9 6 -6 8 -8 10 11 12 -4 20 -15 16 18 -18 -16 -17 21 22 23 -7 -25 27 -27 -26 -22 -30
right_child=1 2 4 -5 5 13 7 -9 -10 -11 -12 -13 -14 14 15 19 17 -19 -20 -21 28 -23 -24 24 25 26 -28 -29 29 -31
leaf_value=-0.0001530881218810832 0.0015815999396196101 -0.0012741643705717616 0.00059093257011447805 0.00078445069567285961 0.00058521752533707112 0.0016980333208711142 -0.0020666874366399696 0.0001782679949634445 5.0628844555144478e-05 -0.00072093844005401706 0.00083153084132414222 -0.001753622956931392 -0.001441456419842055 0.0014920542023641923 -0.00057429396851879568 0.0001888368128571088 3.6967912233825493e-05 -0.0019958649436734813 0.0010180568976108403 -0.0018407937933203871 -0.0016534341961458652 0.001884074968840161 0.0015049237091695417 -0.0016212973640003883 0.00012356298576930136 -0.0020557628078865468 0.00029226935669869787 0.0018770817687930881 -0.0012788350864681945 0.00025378291217440955
leaf_weight=19.950462356115167 2.3869801564142099 2.2929642978124316 9.7589494064450317 1.1940729335183276 2.4585870456940029 1.3482022136449838 3.0745351181831193 1.7749080287758259 1.0036854208447037 2.3063301878282791 12.473247372457989 1.6931513972231176 1.1119548389688123 1.4307599954772765 2.18743357612402 1.3036568575771519 2.3786304504610598 2.0203735776012763 4.5510481505189091 2.570101497170981 0.97120732994517212 2.3410505838692179 2.1593980193138114 1.2589352950453738 2.4296051905839704 1.1596569009125235 1.720875548024196 1.6981976428069172 1.4257840844802547 12.425630566664038
leaf_count=1334 34 56 220 25 40 13 61 29 22 63 155 28 17 21 129 25 29 43 52 59 20 16 18 13 43 12 51 17 43 212
internal_value=9.74572e-05 0.000154971 0.000114682 -0.000569229 0.000144111 3.30421e-05 -0.000547188 -0.00102285 -0.0015456 0.000362207 0.000461982 9.51044e-05 0.000383045 0.000139315 -0.000177444 -0.000336569 -5.09508e-05 -0.000896671 0.000501151 -0.00115775 0.000319288 0.000674095 0.00043353 0.000192921 -5.25281e-05 0.000229276 -0.000653011 0.000844969 -1.86038e-05 9.60241e-05
internal_weight=106.86 86.9099 84.5229 3.48704 81.0359 53.6923 8.31172 5.85313 4.07822 27.3436 25.0373 12.5641 10.8709 45.3805 16.442 15.0112 11.1375 4.399 6.73848 3.87376 28.9385 14.1159 11.7749 9.61547 8.26727 7.00834 2.88053 4.1278 14.8226 13.8514
internal_count=2900 1566 1532 81 1451 968 152 112 83 483 420 265 237 816 358 337 253 72 181 84 458 183 167 149 136 123 63 60 275 255
is_linear=0
shrinkage=0.00196078


Tree=672
num_leaves=31
num_cat=0
split_feature=10 0 3 3 20 9 13 4 23 20 19 7 7 20 5 16 22 8 23 7 23 23 21 20 16 15 23 13 22 22
split_gain=0.372312 0.369097 0.774256 1.16476 1.49276 0.736296 1.08306 0.946635 0.618515 0.700075 1.10222 0.633432 0.800828 0.605984 1.01831 0.490689 1.15519 0.76927 0.514938 1.12786 0.857828 0.550291 0.517957 0.524895 0.515642 1.81353 1.16786 0.812504 1.09239 1.18606
threshold=90.988176966900014 85.716110573100011 93.770731131900007 93.58791597905001 40.532725462000009 186.14781787895004 117.60122400020002 375.86663358980007 0.10211000000000002 48.680511450650009 14.451165964200003 17.715895715150005 22.708075280250004 42.686561923500008 27.955576342550007 22.624947093000003 -0.079824999999999993 8.4434108459500017 0.11467000000000002 22.940014114900002 0.25847000000000003 0.11048000000000002 20.076345264900002 49.110028829250005 22.554947256700004 38.842471172100005 0.093295000000000031 115.25151159420001 -0.24103499999999997 -0.58350999999999986
decision_type=2 2 2 2 2 2 2 2 2 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 15 -5 7 -7 8 9 10 11 -1 -13 14 -8 18 -17 -18 21 -20 -21 22 23 24 27 -26 -27 28 29 -3
right_child=-2 2 -4 4 -6 6 13 -9 -10 -11 -12 12 -14 -15 -16 16 17 -19 19 20 -22 -23 -24 -25 25 26 -28 -29 -30 -31
leaf_value=0.00079172092119679201 -0.0010553136741697313 7.11610472819813e-05 0.00082333928527429114 0.0001270165757567921 -0.002209032451227071 -0.0020591316151906099 -0.0011321801077565853 -0.0020481261199603359 0.0015489342840773186 0.0012025144953441494 0.0011766610446637118 -0.0014341918626930297 0.0016093339065853447 0.00070345152896769301 0.00073866937426895823 -0.00036534385977254327 0.0014707539860191962 0.00027901456964250624 -0.0011021242303664088 0.0013399231831111109 -0.00026266904391328912 -0.00096786031201337582 0.0010647423958508703 -0.0010428128533507572 -0.0013879774572382532 -0.00046521320144078839 0.0011291885682648839 0.00072325873162865366 0.00015668380849294028 -0.0015642048727736195
leaf_weight=0.76112408644985441 0.98043790912197337 3.2778392941690981 5.2396181949879965 2.1020097109721969 1.680447216844186 1.3842501902254287 3.428483440540731 0.59382232796633694 1.2772213601274414 1.6372493855305945 1.4650883246213195 2.6581202703528111 0.33201709121931333 1.6618523605866355 1.3983823324088005 3.5513190161436796 3.9705840451642853 3.4610054409131408 1.1538972500711668 4.1557083963416517 1.571481417660834 1.8219640956376668 1.7113443424459536 1.5069729993410863 3.5293947765603644 3.4218224715441465 2.8955935062840581 6.9261789275333276 39.307698280797936 2.8136447380238527
leaf_count=48 319 101 47 25 45 79 67 36 17 19 16 238 5 32 23 41 45 39 16 64 44 39 40 140 40 39 25 64 1011 136
internal_value=7.82809e-05 8.83212e-05 0.00013313 9.24315e-05 -0.000910829 -0.000165719 -0.000575392 0.000203963 0.000368441 0.000148447 -0.000182392 -0.000713181 -0.00109625 -0.000258863 -0.00059018 0.000137036 0.000501504 0.000915743 8.30108e-05 0.000564418 0.000900189 3.37252e-05 6.16322e-05 3.46741e-05 6.0791e-05 -0.000327104 0.000265582 0.000133787 4.38558e-05 -0.000684211
internal_weight=111.677 110.696 94.0985 88.8589 3.78246 16.5976 7.87297 8.72464 8.13082 6.8536 5.21635 3.75126 2.99014 6.48872 4.82687 85.0764 10.9829 7.43159 74.0935 6.88109 5.72719 67.2125 65.3905 63.6791 62.1722 9.84681 6.31742 52.3254 45.3992 6.09148
internal_count=2900 2581 2001 1954 70 580 201 379 343 326 307 291 243 122 90 1884 125 84 1759 124 108 1635 1596 1556 1416 104 64 1312 1248 237
is_linear=0
shrinkage=0.00184769


Tree=673
num_leaves=31
num_cat=0
split_feature=3 23 13 3 20 21 15 15 20 4 4 5 15 22 20 23 23 13 5 12 0 21 7 5 18 18 10 23 6 5
split_gain=0.376106 0.459076 0.44341 0.761977 0.754382 0.703087 0.641239 0.627268 0.603552 0.787636 1.29784 0.582855 0.550399 0.545488 0.976566 0.510593 0.509456 1.21029 0.775341 0.599813 0.497722 0.821609 0.761614 1.43001 1.14409 0.94976 0.949046 1.03569 0.853468 0.798116
threshold=108.42013948475001 0.070195000000000021 109.72404167800001 86.302194445500007 38.238138001450004 1.0085888034000001 34.279674133750014 23.163629804900005 38.386256906100009 178.77399478955002 144.53986173305 18.152162791050003 13.612549286700002 -0.033594999999999993 34.542090938800008 0.11906000000000001 0.092290000000000025 108.36905878025001 14.515626273450001 109.28780703725 86.530713386650021 13.687513146100002 22.765858321950002 21.495293572000005 13.24392582145 13.326324856250002 62.041548276350007 0.085765000000000022 16.375382608200002 22.553892743650003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 -2 4 -4 5 7 8 -1 -6 10 -10 -5 -7 14 -9 16 19 18 -18 -11 22 -22 28 -24 29 -26 -27 -28 -13 -25
right_child=1 -3 3 11 6 12 -8 13 9 15 -12 20 -14 -15 -16 -17 17 -19 -20 -21 21 -23 23 24 25 26 27 -29 -30 -31
leaf_value=-0.0013469443001054191 -0.0016681605494040556 0.0010499305091704787 0.0011127950346683886 -0.001045550940788184 0.0016016928422247093 0.001099226342660914 -0.0015739193775848384 0.0011484947911334451 0.0011983977336279053 0.001789971321530864 -0.0015504869895785344 -0.0013828186080036024 -0.0020778796399902114 0.0010417920197405459 -0.0017793753407990074 0.0012830987330618598 1.9572812560839799e-05 0.0011770075122689815 -0.0016678763723842755 0.00018608845264577828 0.0002838976735890016 0.0015506394831914874 -0.0020998044621474434 -0.00018018911060881787 0.001282408897095228 0.00030722798809511124 0.0004761069813009666 -0.0023004520691116376 0.00041540562802328484 -0.0021951209826665294
leaf_weight=1.4273397173219553 0.93064016490825341 0.32140677887946367 3.4014955083839586 1.5054286497179408 1.0178081607155096 0.24037996371771431 0.88717061310307954 0.76070008398528477 0.8979278989136249 0.94232346814534196 2.4956731435231632 1.0827858243137622 1.6393423744302706 1.5842278599884592 1.0324027914903124 1.521005022805183 1.8684286908901402 1.3985490882769225 2.3808225247776136 18.418399755020801 26.112120592035357 2.1290677152574053 1.5288600372150529 1.5602488778531545 2.4444892914034408 5.6143964983057231 0.84598284715320948 1.3262131474912164 16.149632541433675 1.4658795426366849
leaf_count=245 125 12 36 23 17 31 57 15 10 23 69 24 116 20 44 43 108 17 90 900 296 19 22 14 27 88 12 33 310 54
internal_value=9.78248e-05 -0.000970413 0.000110725 0.000209302 -5.60759e-05 -0.0006549 6.96864e-05 -0.000257142 0.000116814 6.63067e-05 -0.000823147 0.000159545 -0.00167159 0.000203434 -0.000537265 0.000180084 0.000112999 -0.000405157 -0.000925892 0.000264153 0.000189651 0.000379396 2.22917e-05 -0.000304179 -9.71019e-05 0.000216167 -0.000118564 -0.00121909 0.000302416 -0.00115624
internal_weight=104.931 1.25205 103.679 65.1666 38.5125 6.68439 31.8281 4.80467 30.9409 29.9231 3.3936 61.7651 1.87972 3.37733 1.7931 26.5295 25.0085 5.6478 4.24925 19.3607 60.2597 28.2412 32.0185 14.7861 13.2572 10.2311 7.78659 2.1722 17.2324 3.02613
internal_count=2900 137 2763 958 1805 471 1334 324 1277 1260 79 922 147 79 59 1181 1138 215 198 923 899 315 584 250 228 160 133 45 334 68
is_linear=0
shrinkage=0.00196078


Tree=674
num_leaves=31
num_cat=0
split_feature=8 22 8 0 22 8 2 20 16 10 5 18 6 13 23 23 22 22 20 6 6 13 7 9 2 15 22 9 9 18
split_gain=0.131182 0.618936 0.691365 0.443214 0.241501 0.224596 0.289402 0.200912 0.528804 0.513864 0.435242 0.511655 0.339142 0.369261 0.214494 0.521314 0.22367 0.691277 0.653134 1.87772 0.524281 0.479949 0.588441 0.887586 0.662554 0.450814 0.534518 0.404876 0.57068 0.555207
threshold=8.8430989333000021 -0.011399999999999999 9.3427090425500019 88.576630023850015 -0.14869999999999997 8.7431769115000026 100.60547560250002 35.461062230100005 20.784951395750003 66.499011856650014 19.221712148250003 14.092183088000002 13.200308423050002 101.34142922725002 -0.27223499999999995 -0.54481999999999997 -0.033594999999999993 -0.024989999999999998 38.175120519550006 15.785368822600002 16.635388683200002 117.75715457175001 23.124786352450005 188.53841931785004 198.68761053240004 37.434800281900003 0.24816000000000005 210.70699256735003 195.97407267990005 15.409823741150001
decision_type=2 2 2 2 2 2 2 2 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 7 -7 8 9 -1 11 -11 13 -13 15 -9 18 -18 19 -16 -20 22 23 24 25 26 -19 28 -24 -29
right_child=1 -3 4 -5 -6 6 -8 14 -10 10 -12 12 -14 -15 16 -17 17 21 20 -21 -22 -23 27 -25 -26 -27 -28 29 -30 -31
leaf_value=-0.04882116118353555 -0.056374893634666044 -0.051705880275491639 0.002303713230562862 0.0098835834295381911 0.051264709094982285 -0.0093133208805020254 0.036080510163636094 0.01036191189905653 0.055336680300248742 0.057702977018206543 0.052533375453409858 -0.064000223012160184 -0.068032490992604097 0.05656435917600363 -0.05339533632316739 -0.068620969540091795 0.042650347857992404 -0.068601538944336821 0.0011543214337492533 0.048702695796271414 -0.056298910467452543 0.0578470503982806 -0.015729807382479939 -0.063691767055523568 -0.065809380970253489 0.063199493034883106 0.04640640822311487 -0.065515108343415229 0.021370836666204585 0.01339371952350972
leaf_weight=0.64528506982605893 0.88406532444059871 1.0838189576170396 0.67098098818678398 0.75078629900235683 1.0225984697462989 0.8751941777300084 1.5925708322320131 0.74437393819971476 0.96056256559677411 0.35385346598923229 0.80289807598455798 0.16827898509109218 0.49069177242927253 0.26001544483006001 2.8270806014643308 0.61267486245196667 1.8927227814074292 0.32373613989329475 40.357425048770892 0.97399574534210831 0.64901721160276693 0.5879147984087475 2.2472050509877572 1.3434802472183944 0.40624096599640314 0.67221325391437858 0.32634269970003515 0.69057064710068405 6.4614621307046036 0.74591441414668225
leaf_count=81 39 49 23 17 30 15 34 49 19 6 14 152 24 5 173 78 60 76 1352 32 46 12 185 30 49 12 9 29 149 51
internal_value=0.0005131 -0.0100832 0.0034702 -0.0259465 0.0318668 0.00120053 0.0199816 0.000493415 0.0148857 0.000605842 0.0159712 -0.00709191 -0.032041 0.00919394 -0.000363104 -0.025297 0.000196127 0.0067103 -0.00208604 -0.0272335 0.000244998 0.0017828 -0.000711004 -0.0250272 0.0050243 0.0267862 -0.010867 0.00665209 0.0117973 -0.0245406
internal_weight=72.424 4.41225 3.32843 1.63485 1.69358 68.0117 2.46777 65.544 3.68159 2.72102 2.07574 1.27284 0.918986 0.428294 61.8624 1.35705 60.5053 15.6978 44.8075 3.80108 41.0064 13.8051 13.2172 3.07201 1.72853 1.32229 0.650079 10.1452 8.70867 1.43649
internal_count=2900 158 109 56 53 2742 49 2693 301 282 201 187 181 157 2392 127 2265 662 1603 205 1398 602 590 176 146 97 85 414 334 80
is_linear=0
shrinkage=0.0634156


Tree=675
num_leaves=31
num_cat=0
split_feature=6 6 0 22 16 0 20 22 23 6 19 2 6 10 20 5 19 19 23 9 2 5 6 3 9 22 23 23 23 22
split_gain=0.338636 0.663211 0.427299 0.933767 1.17375 1.21656 0.864759 0.841734 0.969305 0.881809 1.12227 1.15592 1.06665 0.848169 0.752711 0.73221 0.701824 0.683784 0.651845 0.650025 0.608205 1.36233 0.802442 0.705364 0.727029 0.769537 0.653661 0.629444 1.63764 0.84396
threshold=13.075305502400001 12.380289263450001 86.530713386650021 -0.068524999999999989 22.514947350300002 92.313586825200005 38.238138001450004 -0.083794999999999994 0.07950500000000002 15.785368822600002 13.151061067750001 132.99388411665004 16.455384477450004 70.865067860500019 36.30367149775001 21.495293572000005 14.351157895250003 14.451165964200003 0.12064000000000002 208.96517297070002 100.60547560250002 21.746930049350002 16.375382608200002 93.883646373400012 187.38923140910003 -0.085249999999999992 0.088395000000000015 0.091975000000000015 0.087265000000000023 -0.23771499999999998
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 18 7 5 6 -5 9 -9 10 -4 14 16 15 -12 -10 -11 -14 20 -13 22 -22 -2 26 -25 -26 -24 28 29 -23
right_child=2 -3 3 4 -6 -7 -8 8 13 12 11 19 17 -15 -16 -17 -18 -19 -20 -21 21 27 23 24 25 -27 -28 -29 -30 -31
leaf_value=-6.0487622179276997e-05 -0.00091056090653074623 -0.0015036398200818221 0.00033628191799860808 0.00061981407992293947 0.0012287550098618368 0.00058617424680468342 -0.001231176824697245 0.0011176604801178278 -0.0021246365821042737 0.0015684875621079957 0.0015054383254398398 -0.0024596385370552667 -0.0010546092670644287 0.00045580219511915672 -0.000581986912968321 -0.00046054073694965669 0.00023633097613424067 0.00059269895629841416 -0.00092290041863486651 -0.00049269047223643003 -0.0015400800561809157 -0.0020236191221093061 0.0016831566951368887 0.0007833251251244442 0.00024557455385025795 -0.0021989165722398132 0.00035160575732291868 0.00043443175212703046 -0.0021302226030546468 0.00015114089608282428
leaf_weight=15.891070209083411 1.4659333468880493 1.2708673942834128 7.9133453996619263 1.3876442536711717 6.4745594374835482 11.150474920403211 2.8449457430979237 1.0015641865320493 2.1849602716974919 4.0937919318675977 0.89104699762538109 1.6412893598899247 1.7984558306634428 1.2153759810607878 2.2510451003909111 1.7675225739367304 2.2727754469960928 1.9309276212006805 2.7991242903808589 0.9986462874803691 2.2989151639048968 0.7056950296391723 2.9436487257480604 2.1292883156565949 1.0649864174192756 0.86034661799203727 2.5361465867608786 8.1628434156300482 1.5084638214320865 10.054975672275761
leaf_count=1152 29 76 180 18 69 178 49 14 42 43 8 36 23 32 55 19 23 19 58 27 34 79 23 41 23 29 22 137 65 297
internal_value=7.97402e-05 -0.000167355 0.000127739 0.000239988 0.000542109 0.000253108 -0.000624334 1.95772e-05 -0.000613166 0.000183656 -0.0001341 -0.00077787 0.0006147 -0.000948612 9.97345e-06 -0.00138046 0.00109293 -0.000201698 -3.14856e-05 -0.00171557 4.24868e-05 -0.000137083 0.000413546 0.00061713 9.28032e-06 -0.000846761 0.00106689 2.0776e-05 -0.000254436 8.51806e-06
internal_weight=105.511 17.1619 88.3487 51.8184 21.8576 15.3831 4.23259 29.9607 6.16942 23.7913 13.6954 5.78203 10.096 5.16786 3.14209 3.95248 6.36657 3.72938 36.5304 2.63994 33.7312 22.7309 11.0004 9.53442 4.05462 1.92533 5.4798 20.432 12.2691 10.7607
internal_count=2900 1228 1672 835 314 245 67 521 107 414 306 126 108 93 63 61 66 42 837 63 779 612 167 138 93 52 45 578 441 376
is_linear=0
shrinkage=0.00192234


Tree=676
num_leaves=31
num_cat=0
split_feature=3 23 7 5 9 23 22 5 17 17 9 16 6 20 7 3 6 3 0 6 9 20 16 2 10 18 8 19 2 6
split_gain=0.119105 0.235079 0.224155 0.192222 0.306625 0.292429 0.714076 0.267281 0.341462 0.459942 0.476471 0.24318 0.254717 0.241761 0.347611 0.238949 0.760515 0.363274 0.523418 0.493258 0.945294 0.954076 0.648898 0.537033 0.41542 0.551417 0.49555 0.617498 0.736019 0.354397
threshold=108.42013948475001 0.070195000000000021 19.041006859700005 23.721757872050002 199.02473417820002 0.099425000000000027 -0.082314999999999985 22.963361893800002 196.44284117250001 192.70224472390001 190.07378137140003 22.744946812400002 16.505385645700006 41.495754733000005 19.468732114900003 93.883646373400012 16.565387047600002 93.770731131900007 86.001087134900004 16.455384477450004 197.58039077460003 39.646013290900008 22.604947139800004 167.29597799085005 62.036171360100006 13.482409244300003 8.543332867800002 14.051133688400002 77.807238814800016 15.710367070250003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 -2 -1 7 11 6 -6 15 9 10 -9 12 13 -5 -15 17 -17 18 -4 22 -21 -22 24 -24 -20 26 27 28 -26 -25
right_child=1 -3 3 4 5 -7 -8 8 -10 -11 -12 -13 -14 14 -16 16 -18 -19 19 20 21 -23 23 29 25 -27 -28 -29 -30 -31
leaf_value=0.03122820866203185 -0.057549780805223626 0.040019613819082422 -0.038321539018442353 0.0031153439133039425 0.018776467126275811 0.028416656529736201 -0.058528162139349027 0.038894288985486775 -0.010367741655438172 0.074150322609069771 -0.031996416122394532 0.027250551319221723 -0.078420666765181613 0.034045739240626913 -0.077566427818989273 -0.048027327996998048 0.031889876715188011 0.027200790931366653 -0.063419501087656108 0.0052106734426210031 0.0066382248539518084 -0.084451641536234912 -0.010748387853362807 0.018481757355433046 0.06325940680015546 -0.0015538036919371524 -0.016527201144262038 0.057021273394817142 -0.041978908153729594 0.068168492538461078
leaf_weight=1.3195795798092138 0.48967453330987964 0.18892346869688481 1.9053807836025942 0.88567479973426066 1.6051329150213858 1.4383480964170301 1.1199432410649026 1.4677591369836589 1.5455726903164757 0.99513223581016053 0.8135426363442092 0.35032778792083252 0.65810244456224598 0.19983502489048988 0.67239714061724953 1.9103305324606474 1.0023040630912872 2.8379615992307654 0.54150415959884313 4.1526045468635848 1.0022746133618059 1.731401825789362 1.2275590039789666 1.3826411701738837 0.59510188363492378 32.879106915493139 1.2994413916021583 2.7442884650081396 0.95672917529009283 1.8567946646362541
leaf_count=60 125 12 32 42 49 39 51 44 26 14 25 8 113 4 85 53 27 32 10 57 18 46 14 31 10 1757 15 34 42 25
internal_value=0.000594606 -0.0303862 0.000890309 0.000316579 -0.0114277 0.00131227 -0.0129939 0.00161154 0.0184202 0.0320001 0.0136137 -0.0306018 -0.0389906 -0.0242292 -0.0519952 0.000214718 -0.020526 0.00131084 -9.47104e-05 0.00135134 -0.0171251 -0.0510545 0.0042774 0.0311024 0.00120618 0.00211574 0.0236777 0.0358384 -0.00162173 0.0469614
internal_weight=71.7754 0.678598 71.0968 69.7772 6.92976 4.16342 2.72508 62.8474 4.82201 3.27643 2.2813 2.76634 2.41601 1.75791 0.872232 58.0254 2.91263 55.1128 52.2748 50.3694 6.88628 2.73368 43.4832 4.46699 39.0162 38.4747 5.59556 4.29612 1.55183 3.23944
internal_count=2900 137 2763 2703 391 139 100 2312 109 83 69 252 244 131 89 2203 80 2123 2091 2059 121 64 1938 70 1868 1858 101 86 52 56
is_linear=0
shrinkage=0.0743015


Tree=677
num_leaves=31
num_cat=0
split_feature=9 23 2 22 8 2 10 18 22 10 10 17 5 9 6 17 23 19 12 17 23 8 2 22 13 22 20 20 22 0
split_gain=0.123226 0.408297 0.334245 0.425695 0.334772 0.468306 0.305734 0.296762 0.246579 0.245058 0.402308 0.339861 0.511221 0.197501 0.526025 0.264403 0.24012 0.197721 0.216431 0.422686 0.381438 0.34459 0.308991 0.513112 0.800746 0.737481 0.503339 0.609617 0.619189 0.386175
threshold=215.80505313260002 0.072890000000000024 357.36576196840008 -0.037524999999999996 8.8430989333000021 72.843776848050013 78.962703749400006 12.752103815600002 -0.59967499999999996 62.55235532115001 64.071334164850015 214.76367417690003 14.101583585750001 210.97856947250003 14.925348728400001 185.98603786385004 0.090865000000000015 14.651182102100002 92.695913642950003 181.49225329600003 0.087605000000000016 8.7431769115000026 103.98563613345001 -0.10282499999999999 109.72404167800001 -0.59309999999999985 38.386256906100009 40.259171735100004 -0.088099999999999998 95.002044955650021
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 -2 4 -4 13 -6 9 -7 -8 -3 -11 -12 -13 17 15 -15 -17 18 19 -1 -21 22 23 24 25 -20 -25 -28 -29 -24
right_child=1 6 3 -5 5 7 8 -9 -10 10 11 12 -14 14 -16 16 -18 -19 21 20 -22 -23 29 26 -26 -27 27 28 -30 -31
leaf_value=0.015685077868041429 -0.050952135218597677 -0.0094367535873309642 -0.076885541332215951 0.026757987509244494 0.0098143611886060515 -0.0024286796760483796 0.048589117903452682 -0.07206331930269512 -0.056950690616985898 0.071922650308425803 0.032399927100815101 0.040946005008814394 -0.073761058171925631 0.0230622538187744 0.016898209128201194 -0.022137399570867012 -0.077077473036221755 0.023790914472805923 0.059800699702047433 -0.012023844115702672 -0.064822974772439632 0.040609854600927878 -0.0052414845033819891 0.031908963477879144 0.051672689100348966 -0.075317972449801707 -0.047996482926189778 -0.037499143873588291 0.019298884738413499 0.010960111194116166
leaf_weight=1.7076120643469028 0.48695737148227536 0.95731102622812603 0.59608464995835675 0.28819841838412585 1.087727363512385 0.42870526397018671 0.14326125843217596 0.99950600267038681 0.44753017762559455 0.87039664899930391 2.0407467266777535 0.34600360132753838 0.42371518450090662 0.27589032530886415 1.3917264987248925 0.73533388014766365 0.8303566426911857 2.0058396107051513 0.31254306912887875 2.316053545011528 0.94420960673596699 1.1532558416947711 28.675055076186254 2.0824097242048065 2.8014464876614511 0.54042912610020633 1.4290562450332798 1.284771653823553 3.5156069955846774 9.6355575549582664
leaf_count=58 35 36 59 24 27 19 7 45 86 15 78 15 25 16 26 35 50 32 9 48 33 21 970 51 45 52 36 25 74 848
internal_value=0.000511837 0.0103681 -0.000354401 -0.0431069 0.000234897 -0.0247993 0.0160787 -0.0511611 -0.0313583 0.022121 0.0303285 0.0174469 -0.022198 0.00125676 -0.0155877 -0.0401381 -0.0512746 0.00218929 0.00142101 -0.0125346 -0.0273151 0.00276904 0.00190105 0.0117223 0.033588 -0.0258083 0.00210872 -0.00785307 0.00409748 -0.0011666
internal_weight=70.7533 5.71592 65.0374 0.884283 64.1531 2.51594 5.22896 1.42821 0.590791 4.63817 3.68086 2.81047 0.769719 61.6372 3.23331 1.84158 1.56569 58.4038 56.398 4.96788 3.26026 51.4301 50.2769 11.9663 3.65442 0.852972 8.31184 6.22943 4.80038 38.3106
internal_count=2900 297 2603 83 2520 91 262 64 93 169 133 118 40 2429 127 101 85 2302 2270 139 81 2131 2110 292 106 61 186 135 99 1818
is_linear=0
shrinkage=0.0700159


Tree=678
num_leaves=31
num_cat=0
split_feature=22 6 9 21 22 23 4 23 23 23 23 5 22 23 17 23 9 5 5 2 20 14 14 5 16 10 6 13 4 22
split_gain=0.111019 0.174248 0.148721 0.184673 0.130485 0.304418 0.153042 0.146353 0.443614 0.437073 0.696481 0.651457 0.327641 0.265854 0.329343 0.309885 0.30097 0.274623 0.472986 0.307306 0.377391 0.285713 0.917401 0.759158 0.811342 1.23095 0.752657 0.672465 0.498384 0.474768
threshold=0.68694500000000025 11.125259939900001 28.686210334850006 21.991168361800003 0.27148500000000009 0.094415000000000013 163.60960442095003 0.10236000000000002 0.10332500000000001 0.099010000000000029 0.098200000000000023 21.495293572000005 0.20327000000000003 0.09642000000000002 190.40793214150003 0.095845000000000027 196.26893085885004 23.606333875400001 23.398433971250004 323.30468295165002 48.680511450650009 241.54317565595002 244.99684607285005 22.963361893800002 22.604947139800004 62.197478847950002 15.925372093750001 105.26657809770002 233.74578482015002 -0.085249999999999992
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 -2 3 -1 7 6 -6 9 -9 10 13 -11 -10 15 -15 17 -16 18 21 20 -19 28 -23 24 25 -24 27 -27 -4 -29
right_child=1 -3 4 -5 5 -7 -8 8 12 11 -12 -13 -14 14 16 -17 -18 19 -20 -21 -22 22 23 -25 -26 26 -28 29 -30 -31
leaf_value=-0.065292360309981187 -0.0047322216233626072 0.051742482237382641 0.0049108235474106402 0.028380172667645625 0.00059478521630224599 0.016932120226563034 -0.072377779962400621 -0.051702079512970053 -0.0049208234921888916 -0.013881950124430383 -0.06150329197039036 0.045174685413248296 0.038370137675598617 -0.020120030836010175 0.06389606265618035 -0.04313148126408365 0.010361220275002549 -0.014818731762715562 0.050594265710223407 -0.061009023978842371 0.027690834781175015 -0.06860163618990725 -0.053628655345894304 -0.068586930488796993 0.034467522137283553 0.008770211212436714 0.046234713661073963 -0.054622940510251412 0.04925904991762807 -0.0057341507684709764
leaf_weight=0.30184278194292247 0.46872221770172373 0.44618250359781086 20.174753033272285 0.12433046428486705 0.16564714163541683 0.47231689583350089 0.43876678764718235 0.80874287866754357 12.202909384133815 1.2007067598460701 0.74150373262818803 2.2385791318374686 0.77811242127791125 0.56086257216520552 0.86836549598956458 0.66827155320788634 0.8894164024386555 4.8594021940443772 0.86275623342953522 0.47956820660328947 1.0653681922121903 0.8707973776327006 1.8274284757790216 0.65933262527687375 2.719810241367667 6.9289644107466284 1.4996022842824448 1.4355954591883349 1.1190492853711465 1.9737710805493405
leaf_count=200 28 16 516 8 7 24 59 22 356 50 19 39 11 31 13 21 32 416 23 45 24 26 45 21 49 607 20 66 38 68
internal_value=0.000425195 0.0228095 0.000128118 -0.0379646 0.000365076 -0.021975 -0.0523787 0.000721786 -0.00522168 0.00224962 0.000721437 0.0245571 -0.00232586 0.00165425 0.0230376 0.000602581 0.0368081 0.00123142 0.0032192 -0.011206 -0.00717483 0.00217676 -0.00384305 -0.000534553 0.00220385 -0.00421758 0.00341004 -0.00280179 0.00724145 -0.0263199
internal_weight=69.8515 0.914905 68.9366 0.426173 68.5104 1.07673 0.604414 67.4337 13.7898 53.6439 50.2046 3.43929 12.981 49.4631 2.31864 47.1445 1.75778 46.4762 40.0719 6.40434 5.92477 39.2091 17.9153 17.0445 16.3852 13.6654 11.8379 10.3383 21.2938 3.40937
internal_count=2900 44 2856 208 2648 90 66 2558 389 2169 2080 89 367 2061 76 1985 45 1964 1479 485 440 1456 902 876 855 806 761 741 554 134
is_linear=0
shrinkage=0.0646839


Tree=679
num_leaves=31
num_cat=0
split_feature=10 18 6 6 10 3 22 21 9 2 2 22 0 2 5 17 9 13 0 20 22 22 22 23 19 6 17 23 23 2
split_gain=0.340885 0.26113 0.594406 0.988083 0.50424 0.872597 0.876791 0.596051 0.727892 0.551023 1.00273 0.938901 0.507323 0.640575 1.62039 0.686739 0.689342 1.4464 0.738768 0.58187 0.539681 0.919216 0.855089 0.939355 1.121 0.961621 0.802544 0.701625 0.929033 1.11258
threshold=90.988176966900014 17.327266398450003 13.665319288000001 13.775321858200002 70.182199495350019 84.968719212850019 -0.14581999999999998 6.9984086918000008 204.17620834730005 104.42372959990001 139.80186571705002 -0.02852 86.530713386650021 100.60547560250002 21.746930049350002 188.31851043910004 193.60452210450003 117.60122400020002 85.737618238150006 43.162556114600001 -0.072569999999999982 -0.022239999999999999 -0.08459499999999999 0.083905000000000021 14.351157895250003 16.465384711100004 199.55131508320002 0.11308000000000003 0.084365000000000009 206.09225218925002
decision_type=2 2 2 2 2 2 2 2 2 2 2 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 6 -6 9 -9 -8 -11 -12 13 15 -15 16 17 -5 -18 20 22 26 23 -14 -25 -26 -22 28 -23 -30
right_child=-2 -3 3 4 5 -7 7 8 -10 10 11 -13 19 14 -16 -17 18 -19 -20 -21 21 27 -24 24 25 -27 -28 -29 29 -31
leaf_value=-0.0002889230449738112 -0.0011568308408968367 0.00057781865387384734 0.0015150253540704632 -0.0022714702361949961 -0.001820121013169231 -0.0015483465130139401 -0.00011494469065250387 0.00022446478428073561 -0.0021527729107488325 0.0017873901420583408 -0.002088723452131637 0.0013521059775207698 -0.00095681844072213068 -0.0017344980598576365 8.3250751921316943e-07 0.00097521324486322231 -0.00060067072261684839 0.000454822209949259 0.0017317282512691197 0.0012301882066877289 0.0018095544572914871 0.00084713513482123431 -0.00090603727253610225 0.0010812281313664701 -0.0010646796721830473 0.00083832141166613407 0.00010016004050289728 0.0014252081346148781 -0.0014299777825169066 0.00060408037481069496
leaf_weight=14.422378189861773 0.84003395914260082 4.1630410176876458 1.97325152857229 1.2681342263822464 0.96182438614778121 1.7326570993172925 3.5814765980467183 1.1641700100153687 0.86177009751554567 2.1709293695166711 0.63380853610578736 0.58753278013318944 2.0292362786131006 2.3402929073490695 17.832135033517261 4.4867192762903869 0.88186721911188248 1.8247399157844482 1.2798390686511991 2.6820315551012746 3.2176628625020394 2.5733892256394011 3.0561278513632724 5.6161939420271647 2.4131606305018067 1.7695086617022751 1.5717613091692326 1.4224419388920067 2.6590830413624644 1.6915370440110562
leaf_count=846 319 172 33 49 30 82 53 26 41 21 42 8 41 38 611 49 39 28 10 33 39 39 39 66 25 18 24 15 41 23
internal_value=8.66233e-05 9.78708e-05 7.53464e-05 0.000146071 0.000108714 -0.000264071 -4.06901e-05 0.000149483 -0.000786736 0.000421464 0.000987791 -0.000433494 0.000180632 -1.09834e-06 -0.000200491 0.000411807 -6.92682e-05 -0.000663007 0.000780227 0.000357696 0.000274183 0.000563848 1.85421e-05 0.000257434 0.000508892 -0.000259601 0.00124858 0.000170932 -8.67412e-05 -0.000639129
internal_weight=93.7087 92.8687 88.7057 74.2833 72.31 11.6942 9.96151 8.99969 2.02594 6.97375 3.39227 1.22134 60.6159 29.9137 20.1724 9.7413 5.25458 3.09287 2.16171 30.7021 28.0201 13.1359 14.8842 11.8281 9.79886 4.18267 4.78942 8.34645 6.92401 4.35062
internal_count=2900 2581 2409 1563 1530 303 221 191 67 124 71 50 1227 824 649 175 126 77 49 403 370 181 189 150 109 43 63 118 103 64
is_linear=0
shrinkage=0.00196078


Tree=680
num_leaves=31
num_cat=0
split_feature=6 23 20 13 21 13 13 16 19 0 9 22 9 8 2 22 17 22 20 12 2 6 9 23 9 9 23 22 15 22
split_gain=0.417521 0.588465 0.506392 0.382456 0.479394 0.372687 0.349797 0.599047 0.551874 0.553155 0.541211 0.461245 0.395613 0.484776 0.769231 0.574255 0.614401 0.894914 0.591956 0.825009 0.820231 1.05828 0.766389 0.73371 0.950649 1.18442 0.564639 1.4599 0.486226 0.474651
threshold=10.715250360100002 0.09660500000000001 39.995120105550008 95.870416931800023 17.123843457500005 73.376087754350024 96.429616222950017 12.644970430600003 11.950964240300001 99.378854792050006 193.32717468205001 0.11529000000000002 215.80505313260002 8.8430989333000021 72.843776848050013 -0.033594999999999993 204.53341124495003 -0.16030499999999998 41.495754733000005 189.43538326625003 159.92742394165003 16.315381206250006 201.2906445504 -0.04931 199.46724415935003 194.46727572990002 0.12064000000000002 -0.091399999999999995 43.132842597400007 -0.0086649999999999991
decision_type=2 2 2 2 2 2 2 2 2 2 2 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 -4 -5 -8 -9 12 -11 -12 13 15 -15 16 26 -18 19 23 -20 22 -22 -17 25 -25 -10 -28 -21 -14
right_child=3 -3 5 6 -6 -7 7 8 9 10 11 -13 29 14 -16 18 17 -19 20 28 21 -23 -24 24 -26 -27 27 -29 -30 -31
leaf_value=-0.0015153120126221418 -0.0020273617769985945 -0.0020713634096001803 -0.0020952292772654724 0.0013220631644540156 0.0010678500493837314 8.4405428838555272e-05 -0.0014013103058588528 0.00091484033106303949 0.00014946993283489711 0.0011790564539195829 -0.0018433338744309196 0.00042075277809954843 0.0009002626287341821 0.00043355743790248185 -0.0014100170522347937 0.0012490599647129882 0.00089693974350938972 -0.0011838885936091322 0.00090466001134783495 0.0016384225178920362 0.0017376550182909567 -0.0017743276642056048 -0.00075165893082892023 0.00031005537575987157 0.00087867996775129061 -0.0020622781064999676 0.00034564658488903436 -0.0024026090320522359 0.00027410838962770826 -0.00039460774630856209
leaf_weight=0.95745131535295147 0.65844690924859506 0.67417455304712426 0.3143387847158009 0.9534617779427198 0.2717991890385747 7.4443653132184409 0.97389221974299189 3.440256487694568 46.865286090993315 0.41822726419195477 1.4113403287483377 0.45827470161020745 4.8970028599724174 1.5409400467760854 1.9989191123750059 2.0751006208301996 1.0510814771987496 3.256940616760402 2.0391010117164106 3.7813212240580469 0.85041353350970927 1.7055456790258174 1.0785670041805131 1.7394458465278231 2.1856225691735744 1.5128419436514375 1.9362811455503108 1.2059870528755698 1.3675273041590115 1.3994082268327463
leaf_count=238 97 98 90 22 6 479 86 100 802 9 95 10 102 27 64 29 20 80 67 54 16 77 25 37 26 19 33 26 25 41
internal_value=8.72194e-05 -0.000306439 -0.000169926 0.000127809 -0.001123 -3.90104e-06 0.000140717 0.000128088 0.000144972 0.00011373 -0.000837312 -0.00128837 0.000140108 0.000101072 -0.000607489 0.000135596 3.43107e-05 -0.000676203 0.000435635 0.00067147 -9.06815e-05 -0.000649104 0.000345784 0.000257129 -0.000121391 -0.000793465 9.55197e-05 -0.00070912 0.00127606 0.000612471
internal_weight=100.463 9.39033 8.71616 91.073 0.930246 7.7587 90.1428 89.1893 88.2154 84.7752 2.28784 1.86962 82.4873 76.1909 3.53986 72.6511 54.3156 4.30802 18.3355 12.6619 5.67363 3.63453 1.92898 7.51301 5.43791 3.25229 50.0076 3.14227 5.14885 6.29641
internal_count=2900 905 807 1995 103 569 1892 1870 1784 1684 114 105 1570 1427 91 1336 961 100 375 190 185 118 41 111 82 56 861 59 79 143
is_linear=0
shrinkage=0.00196078


Tree=681
num_leaves=31
num_cat=0
split_feature=6 6 0 3 17 9 9 12 0 6 5 20 23 6 18 9 16 13 21 5 9 20 2 2 5 6 3 9 5 5
split_gain=0.392483 1.16826 0.478596 0.887697 1.02217 0.978932 0.837437 0.822861 0.756132 0.866366 1.18488 1.3438 0.726494 0.684623 1.12033 0.868 0.737498 0.844408 0.715872 0.664184 0.567896 0.788834 0.987529 0.540451 1.42168 0.711341 0.603471 0.700502 0.558789 0.519346
threshold=13.665319288000001 13.775321858200002 93.972365491700018 84.968719212850019 191.40027208745002 206.50942114985003 213.24207352880003 184.58092739055004 86.530713386650021 16.455384477450004 22.443872254700004 40.823855932350007 0.12064000000000002 16.285380505300001 13.809421053700001 206.50942114985003 19.214955067100004 113.85351336640001 0.73131419490000016 19.221712148250003 202.89977928865002 38.386256906100009 82.092636011950006 100.60547560250002 21.746930049350002 16.375382608200002 93.883646373400012 187.38923140910003 22.553892743650003 22.782602051550004
decision_type=2 2 2 2 2 2 2 2 2 2 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 -5 20 -7 -8 12 13 11 -11 23 16 -15 -16 19 18 -18 -10 21 -4 -23 25 -25 -3 -27 -28 -29 -19
right_child=1 2 3 4 -6 6 7 -9 9 10 -12 -13 -14 14 15 -17 17 29 -20 -21 -22 22 -24 24 -26 26 27 28 -30 -31
leaf_value=-0.0001637681188134668 0.0015679016510110307 -0.00092248499437306598 0.0010309665710571366 0.00045430158348029332 -0.0021525685328942956 -0.0018396571140885819 0.0010692834393486131 -0.0014992639138602967 0.0017210664613157003 5.0147255203478026e-05 0.0010924287695284229 -0.0022881891065508692 -0.00099505273623444706 0.001841962583064095 -0.00050862734809711764 0.0013060899434816605 0.00045339025156513122 0.00071754518031705663 -0.00089520147814040366 7.96519704969651e-05 0.0011695613418406775 -0.0018214411956113887 0.00038198723195527495 -0.0016193289463683216 5.3807132958793567e-05 0.0010607669758711949 0.00086864721901667053 -0.0021497258448367825 5.8984972663848793e-05 -0.00043040739462057732
leaf_weight=17.793773187986517 2.0964908758178344 1.2523015410697578 1.8491396117024104 0.84586724356631693 1.6210327636217696 1.6057051196694376 1.1518916402710599 0.76833743811584998 2.396235350752256 2.2238455088809128 1.5504389367997644 1.5351195102557538 2.6258461665711357 3.380037445574998 2.104017805308104 1.813539342023432 2.3184921480715301 8.1074475049972516 3.9035730704199523 1.4697423267643897 2.4632044401951134 1.3109564520418646 1.7617460496257988 2.095533050887755 17.972638243736583 4.9778073430061323 1.7902592665050181 0.7142883603228255 1.0389623144874347 1.7752491403371085
leaf_count=1334 34 29 25 13 66 62 21 33 27 26 18 30 58 25 22 26 24 79 69 25 33 22 31 33 572 45 41 17 35 25
internal_value=9.4607e-05 0.000151704 0.000113845 -0.000217291 -0.00125871 1.81666e-05 -0.000815157 4.15357e-05 0.00018195 0.000388862 -0.000321577 -0.000904803 -2.56634e-05 0.000527191 0.00103108 0.000331453 0.000343063 0.000162069 -0.000392684 0.00109704 0.00041603 3.89154e-05 -0.000558097 5.96354e-05 -0.000120903 0.000430335 0.000629146 2.282e-05 -0.000840861 0.000511336
internal_weight=98.3135 80.5197 78.4233 13.3779 2.4669 10.911 3.52593 1.92023 65.0454 32.5777 5.3094 3.75897 32.4676 27.2683 7.29759 3.91756 19.9707 16.1048 6.22207 3.86598 7.38505 4.92184 3.0727 29.8418 20.0682 9.77362 8.52132 3.54351 1.75325 9.8827
internal_count=2900 1566 1532 306 79 227 116 54 1226 396 74 56 830 322 73 48 249 197 93 52 111 78 53 772 605 167 138 93 52 104
is_linear=0
shrinkage=0.00192234


Tree=682
num_leaves=31
num_cat=0
split_feature=10 17 17 16 18 7 16 2 12 9 9 20 17 17 23 22 0 6 22 6 5 22 22 5 2 23 13 0 2 7
split_gain=0.417609 0.241084 0.440661 0.49443 0.317635 0.555215 0.600883 0.425601 0.419784 0.389461 0.49009 0.663309 0.435737 0.959437 0.670055 0.422822 0.362769 0.735339 0.339449 0.517206 0.635562 0.328609 0.449495 0.595327 0.405823 0.367087 1.07733 1.23969 0.954302 0.878012
threshold=90.988176966900014 242.64190980425005 220.68978861510001 17.484959112600002 17.248993197150003 26.626668929150004 11.934972090850001 309.73785348360008 187.88381051545005 215.80505313260002 207.37918994975004 42.654057868200006 196.65693750130004 200.39804233735001 0.088395000000000015 -0.081844999999999987 102.84427732220001 6.5601532769500013 0.68694500000000025 5.1551204485500008 2.7861270712500006 -0.59087999999999996 -0.50001499999999999 16.222050829800004 150.25462338360003 0.10500500000000003 112.36141910395001 86.20003303655001 112.15964652650003 23.046547257250005
decision_type=2 2 2 2 2 2 2 2 2 2 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 7 -1 -7 10 18 12 -12 -14 -15 -11 -6 -18 19 20 -8 24 23 -23 -21 -24 -27 28 -28 -29
right_child=-2 -3 3 -5 16 8 9 -9 -10 15 11 -13 13 14 -16 -17 17 -19 -20 21 -22 22 25 -25 -26 26 27 29 -30 -31
leaf_value=-0.0016584542361360644 -0.0011534622230758274 0.0010498541207211794 -0.0019864847797041365 -5.5986227462489188e-05 0.001439918004263814 7.8050967971046985e-05 0.0016373193848022063 0.00019697309488389642 -0.0017911068978160628 0.0010600658689161519 -0.00074769002766860966 -0.0015100295441151149 0.0011495476069654387 0.00041610302854411821 -0.0013209871217400851 5.202727028217582e-05 0.00095162820218450486 -0.0019503007894675921 0.001172312266680516 0.0015808589239698187 -0.0019231513040595938 0.0001974878446168329 0.00020331210248144188 -0.0021425177724450468 6.8672710460407121e-05 -0.0013941177029562215 0.00022685945520325773 -0.00035033061143222558 -0.0018543622687792274 0.0011640839577139776
leaf_weight=1.1638266462105082 0.97080872020342113 0.91827021673088793 0.76525925064925004 1.2263958525145424 1.3233495112508529 0.7562184004636936 0.22543921996839233 0.7051705295452847 0.9796069279400399 3.1544981887564063 2.5542606812668947 1.4096640691859645 2.212373282876797 1.5477129173232245 1.608343190513551 2.7808618952985844 1.0340614659944547 0.44303085951833043 1.113208726979791 1.2386566270142645 0.84757358746719547 0.83593964320605951 56.550969303323683 0.71774152154102921 1.2835614954819901 2.0802609154488882 1.5154326818883403 2.124698581174016 1.6181027781567534 3.7770614176988602
leaf_count=175 319 28 51 40 22 48 7 23 80 69 73 44 39 39 44 76 48 46 23 16 158 21 1169 30 24 62 17 23 53 33
internal_value=7.65744e-05 8.86961e-05 7.96524e-05 -0.000797747 9.79312e-05 7.906e-05 9.91861e-05 -0.000958404 -0.000976802 0.000121347 8.80967e-05 -0.000318869 -0.000106928 0.000197942 -0.000469127 0.000587775 0.000723284 8.12398e-05 0.00013947 0.00012368 -0.0011751 0.000143105 0.000118757 -0.000883506 0.000811305 0.00014177 -0.000171329 0.000110202 -0.000847847 0.000618878
internal_weight=99.4824 98.5116 97.5933 1.99166 95.6016 92.8012 91.0654 1.869 1.73583 89.1964 83.261 9.33235 7.92269 5.36843 3.15606 5.93536 2.80044 1.47709 73.9286 72.8154 1.07301 71.7424 69.2202 1.55368 2.52222 67.6665 11.1156 9.0353 3.13354 5.90176
internal_count=2900 2581 2553 91 2462 2346 2218 198 128 2020 1875 239 195 122 83 145 116 94 1636 1613 165 1448 1408 51 40 1357 188 126 70 56
is_linear=0
shrinkage=0.00188464


Tree=683
num_leaves=31
num_cat=0
split_feature=10 7 19 18 16 13 15 16 19 7 5 17 7 10 10 15 6 16 22 20 8 9 20 6 6 5 8 8 2 23
split_gain=0.11605 0.174666 0.179033 0.144872 0.249728 0.390153 0.344277 0.219735 0.272415 0.213155 0.249479 0.198235 0.196994 0.187289 0.197093 0.179111 0.349315 0.221136 0.195361 0.176005 0.329678 0.356561 0.288775 0.369383 0.863754 0.597622 0.240701 0.511824 0.582922 0.510426
threshold=90.740838818900016 27.952168727600004 10.850875481800001 17.140917755100002 9.6249774926000011 98.741690215100007 20.044580420600003 11.934972090850001 10.650859343850001 22.765858321950002 2.5966915737500007 220.68978861510001 26.752366550650006 80.468240302450013 82.011415269350024 17.382777826050003 5.3251244207000008 14.224966735800002 -0.60827500000000001 47.001379125850008 4.9461400813500012 71.82068887245002 34.997818021800008 13.665319288000001 13.775321858200002 13.999568943650003 7.943800736700001 8.0437227585500022 110.52061241095002 0.085880000000000026
decision_type=2 2 2 2 2 2 2 2 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 -6 8 9 -1 -11 -7 15 -14 -15 17 18 -9 -17 20 21 -18 -22 25 -25 -24 29 28 -28 -26
right_child=1 -3 -4 4 5 11 -8 12 -10 10 -12 -13 13 14 -16 16 19 -19 -20 -21 22 -23 23 24 26 -27 27 -29 -30 -31
leaf_value=0.032060446412431907 -0.067866056889936133 -0.068120628862639573 0.048888221920413852 0.04688902992731795 -0.068985765390770129 0.059307255551888809 0.0081866445298052534 0.04027599228059877 -0.069176340734923042 0.068194752303436482 -0.070156985574086353 0.0033026419363216325 -0.056710756573399523 0.068431858349594643 -0.043371856206278717 0.04759778507367933 -0.0071639545250878327 -0.022915697337169156 -0.068799343048476097 0.017289712416905727 0.023777583917824169 -0.06842619308431315 0.019682897479225265 0.056691273366847324 0.057652246895612276 -0.044879006081639798 -0.076727353514270027 0.00056384191461855302 0.0004286012545365267 -0.011463736654868108
leaf_weight=0.37876388658696558 0.090801299958910842 0.27432865900118486 0.17244439815112855 0.82252667937427704 0.46951737590279685 0.5599728344241155 0.59178825229173526 1.0468123461469065 0.45797452797341975 0.075010795146226883 0.27703159067095839 0.58554622740484774 0.51494889310561021 0.13955695554614067 0.14623367107378726 0.075724825030192733 1.3480738737416675 0.32982565877318837 0.47460285582928818 2.8898603194975285 2.458617663010954 0.63198217326862494 0.97890960777294767 1.2535565183497954 0.97752464813674922 1.928644745115889 0.84432083647698053 47.972236718851491 0.93409079837147146 0.95832586195319891
leaf_count=30 61 250 18 31 96 15 41 55 109 2 82 30 43 3 39 4 115 35 147 85 58 196 45 29 21 143 20 1034 33 30
internal_value=0.000605539 -0.0305432 0.00861619 0.000844334 0.0152397 0.00344343 -0.0259541 0.000194356 -0.0284813 -0.00297893 -0.0406779 0.0306798 0.00071161 -0.0324643 0.011224 0.00111966 0.00060085 0.025136 -0.0527832 0.00106588 0.000288179 -0.0267173 0.00120527 0.000211557 0.0014942 -0.0231424 0.000155497 -0.00075041 -0.0362021 0.023437
internal_weight=70.6596 0.537574 0.263246 70.122 3.02935 2.20682 1.06131 67.0926 1.18878 0.730806 0.352042 1.14552 65.9038 0.80074 0.285791 65.1031 63.7265 1.37664 0.550328 63.1761 60.2863 1.98006 58.3062 55.8476 52.9401 2.90755 51.6865 49.7506 1.77841 1.93585
internal_count=2900 329 79 2571 213 182 137 2358 223 114 84 45 2135 85 42 2050 1960 90 151 1809 1724 311 1413 1355 1167 188 1138 1087 53 51
is_linear=0
shrinkage=0.0672971


Tree=684
num_leaves=31
num_cat=0
split_feature=9 23 15 8 23 2 2 22 10 10 2 19 16 22 5 9 22 22 3 2 22 21 9 19 21 12 7 5 13 5
split_gain=0.105716 0.363209 0.316821 0.29297 0.437023 0.383301 0.295766 0.368802 0.254893 0.319321 0.304325 0.249982 0.268231 0.247634 0.175289 0.17208 0.404817 0.900341 0.865497 0.731404 0.341107 0.270805 0.244998 0.81106 0.826972 0.443255 0.594411 0.461965 0.415544 1.24876
threshold=215.80505313260002 0.072890000000000024 24.673905035600004 8.8430989333000021 0.10332500000000001 72.843776848050013 357.36576196840008 -0.037524999999999996 62.55235532115001 64.071334164850015 228.97475477770004 12.551012654050002 14.274966618900002 -0.59511499999999995 18.895511665650005 207.37918994975004 -0.060760000000000002 -0.093604999999999994 88.396503329100014 207.83068032845003 -0.23059499999999997 0.8423297431500002 201.2906445504 14.551174033150001 8.5501791199000028 88.918697887850016 23.496712412700003 19.500380888400006 117.38883580790001 22.732890661650003
decision_type=2 2 2 2 2 2 2 2 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 11 6 5 -5 15 -8 -4 -10 14 12 13 -3 -11 22 17 18 20 21 -17 -18 25 24 28 26 27 -1 -24 -30
right_child=1 2 8 4 -6 -7 7 -9 9 10 -12 -13 -14 -15 -16 16 19 -19 -20 -21 -22 -23 23 -25 -26 -27 -28 -29 29 -31
leaf_value=0.019370007790168852 -0.04830511017370135 0.044777513640306257 -0.0073976328007442985 0.025978725885525016 -0.067226122286269396 -0.038648960625523067 -0.074592115628494063 0.023464998720778441 0.070365795667938352 0.054511177950598629 -0.018379021824197726 -0.070436576073480528 0.05735020761051926 -0.070682065459563168 0.0081829403977470901 0.0015702399026092191 -0.007586145166855309 -0.076276461655828659 0.056197151826604445 -0.050469609895961581 -0.066896425276207927 0.044086686518173504 0.023440767069460196 0.063337230334436001 -0.033265946640352803 0.0018950426723025754 -0.078093507211220284 -0.046911918195008881 -0.073990960284473689 0.029475943134101849
leaf_weight=1.2394941243110222 0.46568283071246597 0.13157214396051131 0.96062817977508519 0.91850378306116842 0.74748984799953166 0.81706507096532732 0.52396063956257422 0.27589253328551322 0.80185702908784184 0.9791764169931414 0.68239576165797178 0.31476073974044994 0.26477647636784241 0.26146396699550667 0.63397334545152262 0.66869857026540591 0.68912328902661091 1.1152229682193135 0.80273321829736222 0.73899801823426958 0.70365944183868157 1.5590348132900542 6.4022290662433061 1.255126779899 2.1322490620223098 39.884165598597974 0.76105070590710955 0.82540327010792669 0.89532935246825252 1.423486793588381
leaf_count=29 35 6 36 22 30 39 59 24 15 24 43 38 8 66 26 37 23 56 16 33 54 44 169 12 67 1783 33 28 13 32
internal_value=0.000553997 0.00969184 0.0150606 -0.000226138 -0.0233454 -0.00444647 0.000701331 -0.0407694 0.0234939 0.0330746 0.0200484 -0.020127 0.00394587 -0.032031 0.036304 0.00124426 -0.00952108 -0.0261301 -0.000418816 0.00877354 -0.0335352 0.0282475 0.00247703 0.0110956 0.00505415 3.36416e-05 -0.0262373 -0.00712493 0.0144232 -0.0104742
internal_weight=69.8752 5.49629 5.0306 64.3789 2.48306 1.73557 61.8959 0.799853 4.05803 3.0974 2.29555 0.972573 0.657813 0.393036 1.61315 61.096 6.27747 3.29031 2.17509 2.98716 1.37236 2.24816 54.8185 12.1084 10.8533 42.7101 2.82595 2.0649 8.72105 2.31882
internal_count=2900 297 262 2603 91 61 2512 83 144 108 93 118 80 72 50 2429 263 163 107 100 91 67 2166 293 281 1873 90 57 214 45
is_linear=0
shrinkage=0.0686431


Tree=685
num_leaves=31
num_cat=0
split_feature=13 8 18 7 23 18 3 19 9 21 19 16 0 17 6 2 3 23 23 20 21 23 13 22 4 17 15 7 7 8
split_gain=0.391354 0.731441 0.522624 0.551533 0.529012 0.50807 0.465505 0.457431 0.525406 0.511319 0.448939 0.695276 0.374564 0.586072 0.721115 0.583155 0.767348 0.483104 0.308712 0.389975 0.459245 0.376609 0.405186 1.20992 0.344927 0.322518 0.817339 0.491286 1.17854 0.503546
threshold=95.870416931800023 2.9476996444500005 14.708525021850003 21.725272673150005 0.079785000000000009 17.108018746400003 75.838715401800016 9.4507625164000029 38.559541491950007 18.904039828500004 12.150980378200002 16.514961380800003 98.615332683000005 205.32027903760002 12.26528657645 167.29597799085005 75.09401249965002 0.11467000000000002 -0.27223499999999995 48.919835655300012 5.0287037994000015 -0.24637000000000001 105.42250866925001 -0.079824999999999993 221.58417634125001 168.75790693355003 27.008040895250005 20.778835947700006 21.725272673150005 9.5425530862500008
decision_type=2 2 2 2 2 2 2 2 2 2 2 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 12 7 -5 9 -9 -7 -12 18 14 15 -14 -17 -16 19 20 24 22 -20 -24 -2 26 -23 -27 -29 -30
right_child=5 -3 3 4 -6 10 -8 8 -10 -11 11 -13 13 -15 17 16 -18 -19 21 -21 -22 25 23 -25 -26 27 -28 28 29 -31
leaf_value=-0.0017008724451580729 -0.0011615344244865046 -0.0015798681488273405 0.0017841940397400403 -0.0020380770243117654 -0.0019654376195290969 0.0016137885162777023 -0.0020117890422192675 -0.0012834767670666422 0.0014928669345742917 0.0012369304968254697 -0.0013703430005796405 0.0011641369040640644 0.00088004101407591819 -0.0017168554030433404 -0.0020252703334888624 0.0014008269473547285 -0.0020380445914248671 9.8178276848847335e-05 0.0017708114819317117 0.00092732901972157286 -0.002105807699305658 -0.0018138990779848587 -0.0011880111478556991 0.0013281575396321115 0.001298132805176838 0.00092343955422224651 0.00057735327330201618 -0.0013175979797830685 0.00011673915743936673 0.0012427176160667668
leaf_weight=0.60491441428894077 0.47580884298076787 1.4486081711438599 0.68879948867106566 0.25106025009881827 0.48291137937667361 1.5380765069276088 0.31804340821690846 0.71650085849978518 1.3788338837621266 0.50857764389365911 0.65523907309398044 1.0267352904193101 2.5051836133934553 1.0012440495193002 0.97640577750280477 0.37026513833552577 0.68043020076584071 0.66598069830797613 1.0023213472450145 0.47521001764107484 0.79033650163910352 1.0695781801477999 1.1494088068429849 1.8315406587789764 0.37810961517971009 2.7697472195432047 1.0436000857152974 2.1099907832685849 75.180808761186199 1.4969264655373979
leaf_count=42 39 260 22 65 167 24 28 123 52 14 26 23 74 68 56 6 43 20 17 8 65 133 36 28 10 94 40 76 1219 22
internal_value=8.23649e-05 -0.000378433 -2.68101e-05 0.000206269 -9.10221e-05 0.000112088 0.000194251 0.000440004 0.000678932 -0.000237158 0.000863182 0.000176791 8.68874e-05 -0.00037011 -0.000110711 0.000375883 -0.000826186 -0.00116422 0.000118446 -0.000606499 -0.00104979 0.000135975 0.000713481 0.000357961 -7.24096e-05 0.000108482 -0.000632971 0.000127694 9.97196e-05 0.000138721
internal_weight=105.591 6.39825 4.94964 4.34473 3.65593 99.1929 3.17302 2.85497 2.60391 1.22508 3.22005 1.68197 95.9729 6.19951 5.19827 3.55588 1.0507 1.64239 89.7734 2.11946 1.64425 87.6539 3.98327 2.98095 0.853918 83.6707 2.11318 81.5575 78.7877 76.6777
internal_count=2900 773 513 471 449 2127 282 254 189 137 73 49 2054 267 199 123 49 76 1787 122 114 1665 81 64 49 1584 173 1411 1317 1241
is_linear=0
shrinkage=0.00192234


Tree=686
num_leaves=31
num_cat=0
split_feature=20 20 23 22 17 6 12 8 17 13 12 6 23 20 4 23 8 16 12 8 8 7 23 10 16 4 20 20 0 9
split_gain=0.10556 0.234157 0.223148 0.201262 0.26281 0.195309 0.410205 0.301217 0.557733 0.365521 0.363004 0.272551 0.21166 0.273985 0.306206 0.189672 0.238555 0.408513 0.468639 0.293076 0.459083 0.530965 0.382257 0.433592 0.498772 0.362191 0.311778 0.278059 0.2337 0.231637
threshold=49.275256100300005 47.833738492450003 -0.23958499999999999 -0.15726999999999999 172.11348093270001 10.715250360100002 172.01106897260004 3.1475436881500003 239.21206428850002 81.048947258600009 211.56805207830004 8.1951914793500027 -0.27223499999999995 40.380906245900007 221.58417634125001 -0.24637000000000001 4.9461400813500012 21.084950694200003 303.86762342930007 7.943800736700001 8.0437227585500022 24.575790737200006 0.085245000000000029 61.923256118600001 15.549963637400003 193.19324462480003 40.337496327150006 41.840895355800008 97.900202820250016 186.67271206880002
decision_type=2 2 2 2 2 2 2 2 2 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 6 -1 9 -9 -8 -11 -10 13 14 -7 -14 17 18 -17 22 21 -21 28 -24 27 -26 -23 -25 -18 -22
right_child=3 2 -4 -5 -6 12 7 8 11 10 -12 -13 15 -15 -16 16 19 -19 -20 20 29 26 23 24 25 -27 -28 -29 -30 -31
leaf_value=-0.074680218095452319 -0.076469123116652049 -0.017027010976474126 0.035102508940163271 -0.054434987126353807 0.023611867458069941 -0.04904043043288582 -0.076113279645427356 -0.075313197501979873 -0.047156419428399189 -0.07394390359545619 0.044784722957405404 0.050008933055261336 0.02163583636004459 -0.077240831595065951 0.052435586901462716 -0.067930027811225688 0.07121985444136418 0.070064434639626513 0.035221699786120365 -0.081393920034075279 0.017398789336139708 -0.04321662823723172 0.075827322802796346 3.0153364801606343e-05 0.01957817179691429 -0.065613001400482832 0.023524057151337839 0.071276590745450522 0.018052036468630104 -7.9421719539279353e-05
leaf_weight=0.54551868696034889 0.17590425076923566 0.56644937561941366 1.8881997026983288 0.53294883397575066 0.66780355623632204 0.33442954061319941 0.1954210524208978 0.71180387614367624 0.23244472698570462 0.15503685337444029 1.1519080740963543 0.44925467966822907 2.4198275788075909 0.41635711026174249 0.29874360086978413 0.97072824878706032 0.91983320031431393 0.19511865032836784 0.30782251719210763 0.76633838855195735 4.4108692219015202 0.68151804577792041 0.37783940881490741 0.86917904834263049 0.37683973601087906 0.89081336325034499 0.81625802692724392 0.43672360974596813 0.83866170997498557 45.820703278397559
leaf_count=192 20 21 79 132 67 34 115 131 41 70 82 25 80 69 18 241 18 3 18 29 79 33 4 63 10 55 33 16 32 1090
internal_value=0.000579672 0.000983704 0.0230728 -0.0193906 0.00274603 0.000157039 -0.0167352 -0.00581968 -0.0302136 0.0168066 0.0307005 0.0168777 0.00109242 -0.0313431 -0.00116204 0.00164959 0.000825389 -0.0281126 -0.0430953 0.00157086 9.10795e-06 -0.0320772 0.0189779 0.00295922 -0.00773899 -0.0402879 -0.00684429 0.0238566 0.045863 0.00145535
internal_weight=69.4213 68.0446 2.45465 1.37666 0.843708 65.59 3.44139 2.89587 1.3935 1.50237 1.30694 0.681699 62.1486 1.04953 0.633173 61.0991 58.6792 1.47367 1.27855 57.2056 52.4957 2.26411 4.70989 2.9514 2.57356 1.26765 1.49778 1.3059 1.75849 50.2316
internal_count=2900 2681 100 219 87 2581 656 464 197 267 152 66 1925 121 52 1804 1724 262 259 1462 1264 95 198 148 144 65 66 79 50 1169
is_linear=0
shrinkage=0.0728446


Tree=687
num_leaves=31
num_cat=0
split_feature=13 9 18 7 23 3 9 21 13 6 16 19 20 20 7 15 16 22 12 10 0 19 21 22 6 21 8 9 7 18
split_gain=0.46964 0.750894 0.531407 0.572596 0.567024 0.422365 0.468239 0.840738 0.371611 0.560952 0.450916 0.758372 0.440205 1.04003 1.01105 0.921309 0.799471 0.814036 1.55078 1.88225 1.28529 0.873966 0.812519 0.790053 1.01548 0.700213 0.935509 0.958522 1.24983 0.951385
threshold=95.870416931800023 70.238863950400017 14.708525021850003 21.725272673150005 0.079785000000000009 75.838715401800016 38.559541491950007 18.904039828500004 96.429616222950017 6.9451622726000011 13.534968349350001 11.850956171350001 42.178283198950005 43.19689381845 22.509653697550004 46.574831689400007 21.774949080700004 -0.069554999999999992 144.78335471795 61.998532946250002 85.968825637350008 14.451165964200003 13.296557277800002 -0.048664999999999993 16.475384944750001 12.749485150050001 4.9461400813500012 188.53841931785004 22.940014114900002 13.583580954200002
decision_type=2 2 2 2 2 2 2 2 2 2 2 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 -5 -2 -10 -11 -12 15 14 -14 16 22 18 -18 -20 -19 -21 25 -22 -25 26 -13 -28 -29 -30
right_child=8 -3 3 4 -6 -7 -8 -9 9 10 11 12 13 -15 -16 -17 17 20 19 21 23 -23 -24 24 -26 -27 27 28 29 -31
leaf_value=-0.0017746542640293308 0.0011539487474242808 -0.0016576868131348787 0.0017743296682337379 -0.0015038966890781411 -0.0020132881784626537 -0.0020454721242776129 0.0011259234934848786 0.0014459377884070762 -0.0012370742655159854 -0.00085214801246034499 0.0011957281125555251 -0.0020058515314276353 -0.0019930758519274444 0.00029120836496450528 -0.0002775567643169791 -0.0011434266785528993 0.00083858977203183044 -7.4828322315963994e-05 -0.0019020862527921311 -0.00057119272958094252 0.0020846712539725181 0.0010576732154918235 -0.0016127614847159244 0.0014288981931216771 -0.00010740796958089185 0.0017640390168657974 0.0013449613672678491 -0.0014385373697925624 0.001592866998450447 2.8079148561587457e-05
leaf_weight=0.6203553355881003 1.3272114428691555 1.456083543540444 0.71321725437883277 0.97922864040447277 0.53413806061143976 0.30514802108518768 1.5770692207006503 0.59852054994553328 1.1752932434319507 1.7797549451061048 2.5649094415130085 0.83015528187389165 1.4636507255927451 14.521570178709224 13.533707826863973 1.8840462462976564 6.7418611869215983 4.294748166576027 2.3704059380106628 2.6257381653413177 2.8317615911364546 2.4463555170223117 1.10405744309537 4.463328141719102 2.6282001012004912 0.94148164801299472 2.2172626098617938 2.1285398725885925 1.5922801643610025 24.163701000157744
leaf_count=51 33 252 23 170 167 27 69 14 125 119 58 134 74 319 265 59 66 63 39 30 20 22 47 51 28 13 28 34 15 485
internal_value=8.93539e-05 -0.000409844 -6.88021e-05 0.000156004 -0.000132976 0.0001573 0.000370362 -0.000384874 0.000123344 0.00010943 0.000125723 0.000143976 0.000114901 -8.28193e-05 -0.000444981 0.000207157 0.000248613 0.000489742 0.000157397 -0.000459667 0.0008213 0.000214437 4.09369e-05 0.00120914 0.000859526 9.82191e-05 4.75162e-05 0.000104144 5.47983e-06 0.000124817
internal_weight=106.414 6.78376 5.32768 4.70732 3.9941 3.45997 3.15482 1.57775 99.63 98.3028 97.1275 95.3478 92.7829 29.5189 14.9974 63.2639 61.3799 28.4024 14.1844 7.4425 14.218 5.07209 32.9775 9.92329 7.09153 31.8734 30.9319 30.1018 27.8845 25.756
internal_count=2900 773 521 470 447 280 253 184 2127 2094 1969 1850 1792 658 339 1134 1075 319 157 91 162 52 756 99 79 709 696 562 534 500
is_linear=0
shrinkage=0.00196078


Tree=688
num_leaves=31
num_cat=0
split_feature=3 2 20 7 7 12 22 8 6 20 15 22 20 22 10 13 3 20 18 6 19 16 23 9 9 21 2 23 12 22
split_gain=0.105375 0.240795 0.263707 0.195474 0.378387 0.418887 0.292749 0.26303 0.376155 0.294298 0.260451 0.290275 0.229859 0.188423 0.187785 0.184149 0.394737 0.255533 0.222007 0.41354 0.22374 0.364324 0.199966 0.267996 0.25645 0.374147 0.195631 0.432392 0.273931 0.670552
threshold=108.42013948475001 170.32456123625002 44.921040431000009 20.778835947700006 21.725272673150005 219.23896387120001 -0.082074999999999995 9.5425530862500008 16.705390318750002 38.592454371550012 21.850732508700002 -0.23557500000000001 38.175120519550006 -0.23361999999999997 72.953999827850012 95.870416931800023 75.559115756250023 45.027406014450008 17.108018746400003 10.855253631250003 12.150980378200002 16.514961380800003 0.079785000000000009 72.638117411050018 38.559541491950007 18.904039828500004 59.615984903700003 0.083185000000000023 149.11894257355002 -0.10710499999999999
decision_type=2 2 2 2 2 2 2 2 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 12 10 8 15 -10 11 -1 -5 -13 -7 16 22 18 19 -17 -20 -22 23 24 25 -6 27 -21 29 -28
right_child=1 -3 -4 4 7 14 -8 -9 9 -11 -12 13 -14 -15 -16 17 -18 -19 20 26 21 -23 -24 -25 -26 -27 28 -29 -30 -31
leaf_value=-0.052189586280007916 -0.066410957982650023 -0.070545494860849142 0.053359748961600117 0.001085203258618369 -0.050513919234974239 -0.022068050940857269 -0.04013692244532794 0.037098312993450781 0.004127274985873816 -0.054782852878321867 0.0355917811988588 0.062813069611706587 -0.062110406054555811 -0.0079649695995190929 0.046894530275883986 -0.051923476958380559 -0.067844517460140724 0.031836640276435485 0.05034985324949659 0.011694810213521343 -0.046587163627741637 0.037496000837799442 -0.041830725528988776 -0.066910298827105197 0.040094890630524793 0.042971723951862169 0.029588286333468782 -0.050349798703566033 -0.002102213505785371 0.0015868064715047982
leaf_weight=0.36417783411889104 0.12417684480169455 0.2902680342522217 0.22505082027055323 0.3237793774605956 0.45757271265392752 0.32198278281430237 0.36411300055624352 0.86054643453098734 0.60653080511838087 0.943196557534975 2.1234896741807461 0.27603775099851191 1.1076342108863171 0.40242789195326689 0.36869850382208824 0.64448661598726076 0.5096947359634213 1.2225878141325655 0.79521534265950211 0.98051091562956461 0.38335286860819906 0.54071128537179902 0.47346735137534768 0.19430173759610614 0.84968809622660046 0.31440592464059591 4.7353088411327944 0.97529446368571371 29.967737425322412 17.409665344690438
leaf_count=43 85 46 6 21 173 38 73 23 16 46 96 9 75 38 10 99 109 77 24 19 25 23 293 60 69 14 116 30 809 335
internal_value=0.000520034 -0.026138 0.0107722 0.000768845 -5.25171e-05 -0.0274539 0.0158889 0.000872466 0.000369689 -0.0317267 0.022332 -0.00467354 -0.0478158 0.0208315 0.0147455 0.00119247 -0.0153338 0.00199482 0.00134831 0.000614733 0.024693 0.00261366 -0.00364341 0.00631296 0.0150863 -0.0124398 0.00124098 -0.0192448 0.00200981 0.00757442
internal_weight=69.1561 0.639496 0.349228 68.5166 64.9864 2.12209 3.53025 62.8643 62.0037 1.54973 3.16613 1.04264 1.43141 0.678466 0.690681 60.454 2.79913 57.6549 56.4323 54.713 1.71928 0.924064 2.28944 1.81597 1.62167 0.771979 54.0685 1.95581 52.1127 22.145
internal_count=2900 137 91 2763 2504 144 259 2360 2337 62 186 90 96 47 48 2275 718 1557 1480 1408 72 48 609 316 256 187 1309 49 1260 451
is_linear=0
shrinkage=0.0659776


Tree=689
num_leaves=31
num_cat=0
split_feature=22 9 22 23 18 6 21 7 23 5 23 5 7 22 22 5 13 17 18 7 21 7 22 5 2 22 6 3 13 18
split_gain=0.11791 0.137291 0.118987 0.266869 0.153731 0.116577 0.111787 0.390393 0.49106 0.489306 0.393318 0.541892 0.742517 1.14207 0.458647 0.423277 0.397756 0.485268 0.367438 0.366171 0.356546 0.725502 0.913743 0.807751 0.633062 0.406515 0.31844 0.313105 0.299296 0.481374
threshold=0.68694500000000025 26.901933640100001 0.27148500000000009 0.094415000000000013 13.650870338750002 11.125259939900001 2.9845679401500003 25.027970878050002 0.082975000000000021 18.613387752550004 0.081815000000000013 21.788492303450003 23.789355599150003 -0.097799999999999984 -0.23771499999999998 22.553892743650003 109.72404167800001 187.73134645290003 13.832542267500001 23.124786352450005 4.6354459407500004 24.785467646950003 -0.11600999999999999 22.443872254700004 152.77222943215003 -0.053019999999999991 16.705390318750002 93.017962855400015 108.36905878025001 15.946034773700001
decision_type=2 2 2 2 2 2 2 2 2 2 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 -2 7 10 -9 28 14 12 13 -12 -3 -13 17 -14 19 26 21 22 -8 -24 -23 -26 -17 -25 29 -10
right_child=5 2 3 -5 -6 -7 20 8 9 -11 11 15 16 -15 -16 18 -18 -19 -20 -21 -22 24 23 27 25 -27 -28 -29 -30 -31
leaf_value=-0.049345868808647192 0.00081258945765441866 -0.028963909157096773 0.0028191247492872318 0.017018044714010194 -0.080963861920200414 0.05471759130147457 0.01257709915657367 -0.068380097823343852 -0.076913726326827497 -0.061007568760472516 0.013027707310404184 0.051740779763642199 0.029456869376398277 -0.070500692200376511 0.033987498167523653 -0.041215014894754237 0.035808518253601922 -0.069289715849342001 -0.042327753176287855 0.042041051102110628 0.0016945148903356304 0.054705296615720773 -0.075815429500476664 0.044343973448283044 -0.057861789857915999 0.027250204950125076 0.020431865299283616 -0.031714020741590021 0.056044962446549614 0.017639899804352193
leaf_weight=0.29575694529239527 0.43079675648914317 0.70507955038920034 0.16192833019886055 0.46346436907515454 0.41160640672933368 0.42086623527575284 1.7722118194724314 0.76604844611574607 0.36750681433477517 0.60395061425515439 1.5271767877857203 1.5162770359020212 0.52392655529547505 2.0141729145252594 4.7611291749781293 0.77584064865368452 1.8323613801039753 0.53245351021178067 0.67743815062567581 1.5825186339206991 37.292114684714761 1.2188963427070123 2.3993580955138891 0.46053579376894027 0.66520127564581344 0.53910407342482336 1.0415268563665447 0.76311066514608683 0.61735520977526892 1.2836151210194655
leaf_count=184 28 42 10 24 56 16 63 105 35 34 32 26 17 38 191 35 29 35 15 32 1431 45 48 10 54 24 40 44 10 147
internal_value=0.000515692 0.000176206 0.000393914 -0.0240902 -0.0573091 0.0274508 0.000777223 0.00514984 -0.0165596 -0.00273963 0.00966613 0.00230067 -0.0121229 -0.0344798 0.0258675 0.0188812 0.0152848 -0.020315 0.00666132 0.0164225 -0.00127077 -0.0154145 -0.0302858 -0.0512524 0.017696 -0.0197616 -0.00588541 -0.00308857 0.0127734 -0.00340585
internal_weight=68.4233 67.5717 67.2759 1.037 0.573535 0.851663 66.2389 21.1284 3.63848 2.87243 17.4899 12.0237 6.43009 3.54135 5.46621 5.5936 2.88874 1.05638 4.07732 3.39989 45.1105 7.81842 5.39522 3.623 2.4232 1.20431 1.81737 1.22365 2.26848 1.65112
internal_count=2900 2856 2672 90 66 44 2582 863 331 226 532 299 151 70 233 148 81 52 122 107 1719 288 165 102 123 78 75 54 192 182
is_linear=0
shrinkage=0.0728446


Tree=690
num_leaves=31
num_cat=0
split_feature=3 2 20 7 3 5 9 8 3 3 22 20 9 0 3 2 22 22 6 6 16 0 20 5 0 9 8 18 18 20
split_gain=0.0991077 0.210213 0.231571 0.155124 0.21809 0.416818 0.294972 0.37961 0.213143 0.255633 0.570055 0.443171 0.536189 0.422206 0.478114 1.07231 0.293815 0.656647 0.926586 0.557841 0.656606 0.607854 0.505144 0.503227 0.47989 0.430909 0.394347 0.342221 0.462117 0.383145
threshold=108.42013948475001 170.32456123625002 44.921040431000009 19.874819532250005 94.92945658615001 30.133297129900004 186.67271206880002 8.3434888241000014 94.319176590550015 93.883646373400012 -0.089514999999999997 42.773538294100007 186.14781787895004 85.807518149550006 93.58791597905001 86.011634045550025 -0.068524999999999989 -0.053019999999999991 14.875347560100002 16.465384711100004 22.544947280100004 92.313586825200005 42.297164883650005 20.102686929350003 90.837623311600012 197.58039077460003 8.3434888241000014 12.933745112000002 13.075178189100003 42.852084787850011
decision_type=2 2 2 2 2 2 2 2 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 8 6 7 -6 9 13 -11 12 -12 -5 16 -16 27 18 -18 20 21 24 -22 -23 26 -21 -19 -15 -29 -30
right_child=1 -3 -4 4 5 -7 -8 -9 -10 10 11 -13 -14 14 15 -17 17 19 -20 25 22 23 -24 -25 -26 -27 -28 28 29 -31
leaf_value=0.01681986203511061 -0.063796884925772554 -0.067392832231520455 0.048726140647162942 0.023530124500161943 -0.043818063623742 0.023629117619334911 -0.066921213570702118 0.064630342193645676 0.025388659980067625 -0.06484239954498891 0.051066919571513839 -0.038580261696497621 -0.019605482839365283 -0.049224717077721088 0.025630595701962671 -0.056897911921873455 -0.031385546397368125 0.024276771021628497 0.047242284021532827 -0.0026123465459233818 0.045925418492775379 0.010623853105688344 -0.0042278565419961176 -0.053565508065240124 -0.066473447427087759 -0.055624499953475855 -0.033272137609799822 0.048127976118485287 -0.0077719860025959988 0.0084491287776732264
leaf_weight=2.2974988022760945 0.11385151379363279 0.2648624734065379 0.20779202051926404 3.197937140648718 0.37792744613397988 0.58284549144445907 0.75008783087832853 0.19770717062056065 1.3747810593922611 0.7676267922506671 0.87306427909061246 0.9092225313943344 0.85405724882730283 0.62756673472176316 1.0090815313160413 1.6994740330846978 0.75812185789073128 0.81573697223212649 2.9406691417098045 1.397830146364867 2.4905027779750522 8.65425638523811 1.1952057741582391 0.52072113016038279 0.85079968752688717 1.1033690823242066 1.1594648174941538 0.72431165724993007 20.591863269797162 8.1829590140077908
leaf_count=128 85 46 6 45 93 26 69 4 29 48 12 37 30 15 14 62 43 39 42 24 49 493 19 33 33 29 18 14 848 467
internal_value=0.000399589 -0.0255552 0.00889659 0.000627117 5.12858e-05 -0.0210665 -0.0407166 -0.00657043 0.000694118 0.000140507 -0.0167488 -0.0027453 0.0161196 0.0011331 -0.000175782 -0.0261516 0.00117689 0.00676882 0.0311263 0.00181534 0.00625008 -0.000940019 0.0296617 0.00698082 -0.026656 -0.0259979 -0.00950506 -0.00288558 -0.00189976 -0.00315904
internal_weight=67.4912 0.586506 0.321644 66.9047 64.6072 1.90857 1.32572 0.575635 62.6986 61.3238 3.40397 2.63634 1.72712 57.9199 54.7219 2.70856 52.0134 21.8867 3.69879 18.1879 15.6867 12.001 3.68571 9.17498 2.826 2.5012 1.9752 30.1267 29.4991 28.7748
internal_count=2900 137 91 2763 2635 192 166 97 2443 2414 127 79 42 2287 2242 76 2166 822 85 737 684 616 68 526 90 53 57 1344 1329 1315
is_linear=0
shrinkage=0.0634156


Tree=691
num_leaves=31
num_cat=0
split_feature=20 20 23 7 7 12 23 23 5 18 7 9 16 16 22 2 13 21 9 15 7 23 2 0 13 22 19 15 9 10
split_gain=0.0981564 0.200315 0.204932 0.183026 0.205662 0.200231 0.174469 0.373766 0.382805 0.699205 0.351821 0.421199 0.295715 0.38484 0.291694 0.348128 0.281235 0.287765 0.266276 0.354172 0.290942 0.258909 0.252555 0.230582 0.3806 0.220265 0.192175 0.260084 0.20466 0.276638
threshold=49.275256100300005 48.852845034800005 -0.27223499999999995 23.564264519350004 23.974509389900003 58.770113158150004 -0.10585499999999999 -1.0000000180025095e-35 20.410615048800004 14.047116609550001 23.974509389900003 202.48520976110004 12.644970430600003 9.6249774926000011 -0.24103499999999997 101.14502893930002 95.99139754765001 18.904039828500004 192.09062119805003 41.018034898650008 23.738191650050002 0.07950500000000002 139.80186571705002 87.29692395375001 112.36141910395001 -0.25397999999999998 11.950964240300001 20.203197038850004 215.80505313260002 60.474177186300004
decision_type=2 2 2 2 2 2 2 2 2 2 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 -1 14 8 9 -8 -11 -12 13 16 15 -4 17 -9 -16 20 -20 22 -14 -24 -25 -10 27 -23 29 -28
right_child=-2 -3 6 4 -6 -7 7 12 25 10 11 -13 21 -15 18 -17 -18 -19 19 -21 -22 26 23 24 -26 -27 28 -29 -30 -31
leaf_value=0.058024836853805585 -0.016037414568696846 0.026204994411879685 0.051613655596481796 0.050886851058176252 -0.030251877109144041 -0.053657414680780412 0.055945903035025973 -0.061169211440317457 0.0022896283156328629 -0.072358521128603789 0.020324768830019223 -0.044779237053956908 0.043256805195535507 -0.06112542165353925 0.02426494535214669 -0.062599741137142728 0.060622526016124591 0.055453606954409713 0.037758973941328752 -0.035534292897729081 -0.011806910050681083 0.037528618669643146 -0.032174032766106447 -0.02062544383489873 0.049406166227639513 -0.067051912919143891 -0.041231893767545637 -0.015776653812166797 0.013390483683999525 -0.00068785920489095737
leaf_weight=0.062939158524385475 1.2814319238696033 1.0783525779988838 0.12764376576524217 0.19696857681265101 0.25725233826597105 0.64283570275438251 0.49772996036335104 0.24889897402409278 0.20967128433403559 0.41432581267144986 0.76669635513098888 0.66064312274829717 1.0114793538232327 0.62155055442599405 3.5024523758766 0.37610955470518093 0.21583105344325304 0.10848658974282444 0.87239170074462913 0.75275421864353109 0.82075755810365081 1.0738866746924021 0.43251404730835918 0.488067862432217 0.64118237653747201 0.74428840290784126 0.60936520318500598 0.46988219048580493 3.6964243220572817 43.589686187415282
leaf_count=2 219 45 6 5 39 113 14 181 16 13 36 35 29 209 219 72 6 5 10 22 45 47 14 37 19 82 47 34 169 1110
internal_value=0.000341309 0.000663258 0.000233655 -0.0246554 0.00493316 -0.0436979 0.000692272 -0.000370822 -0.0199068 -0.00689675 -0.0238807 -0.00980858 0.000838391 -0.0285556 0.0100017 -0.0336597 0.00676052 -0.0257676 0.0136993 -0.00143039 0.0137318 0.00151359 0.019994 0.00492778 0.0191381 -0.0518113 0.000551715 0.0213039 -0.000117171 -0.00124683
internal_weight=66.4725 65.1911 64.1127 1.16 0.454221 0.705775 62.9527 56.5006 3.29335 2.3394 1.84167 1.42734 53.2073 1.19477 6.45211 0.503753 0.573217 0.357386 5.94836 2.4459 1.69315 52.0125 2.57324 1.56176 1.12925 0.95396 49.4392 1.54377 47.8955 44.1991
internal_count=2900 2681 2636 159 44 115 2477 2103 196 98 84 71 1907 401 374 78 192 186 296 77 55 1506 99 70 56 98 1407 81 1326 1157
is_linear=0
shrinkage=0.0597579


Tree=692
num_leaves=31
num_cat=0
split_feature=2 18 10 7 21 2 17 20 17 12 23 4 9 12 12 9 21 0 0 8 4 9 17 16 7 15 21 10 7 7
split_gain=0.0945706 0.436324 0.353436 0.246491 0.23207 0.183765 0.241798 0.333335 0.317501 0.363354 0.246767 0.172476 0.170123 0.299637 0.321312 0.181253 0.42997 0.291084 0.588875 0.47992 0.309377 0.305613 0.250955 0.234829 0.275313 0.251663 0.226571 0.417202 0.292427 0.318995
threshold=325.75432260090003 13.954623666350001 64.434276012450013 22.426784932800004 16.589865017350004 308.2991537635001 208.12573104970002 42.526729949000007 209.83020864525002 195.51336019310003 0.089185000000000028 351.06419557740008 214.22994816675003 124.89425631215002 186.295507759 207.37918994975004 9.5752145037500025 88.232507383150008 91.144107538500023 8.4434108459500017 216.78548481640004 211.98908248575003 204.75389752000004 11.934972090850001 27.894561215200003 17.382777826050003 18.561626803950002 62.106071271500007 19.152455927400002 22.087764922150004
decision_type=2 2 2 2 2 2 2 2 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 -5 6 12 8 -8 10 -10 -11 15 -14 -15 22 17 -17 -19 20 -20 -22 23 24 -1 -25 28 -28 -27 -30
right_child=1 2 3 4 -6 -7 7 -9 9 11 -12 -13 13 14 -16 16 -18 18 19 -21 21 -23 -24 25 -26 26 27 -29 29 -31
leaf_value=-0.060365966743036945 -0.074118743910517218 0.034193636703818607 0.03731214595931464 -0.059931161889417925 0.014006373694827726 0.024418909342893248 -0.051559442868365932 -0.051227241807210153 0.0032606908926490026 0.03703719793734897 -0.071522664615222178 -0.021504647378012665 -0.026872344217518232 0.050485798589051459 0.0054992079890210837 -0.041546474644462414 -0.059180334334280708 0.052672248675305525 0.05332496725237592 -0.061465142453830175 -0.046408124663387895 0.029499117363960502 0.027924409042052241 0.034502716602392215 0.018957699866077288 0.034362113443630625 -0.07108077438984417 0.014246526171562499 -0.018980371943321698 0.0022388116877787331
leaf_weight=0.61042886463564983 0.44793996110820389 0.863334933179431 0.25286658088589298 0.69725441825357848 0.28048885353200603 1.5242594215233101 0.55382262092462031 0.96579743695838249 0.46529213747271603 1.2497374212834982 0.37584999077444081 0.29266333291025137 0.64542664762120638 1.2996572527372339 1.7627254175822598 0.74837879269034546 0.77611331586376753 0.90610299259424243 0.48716615788725937 0.67098694236483414 0.57152493670582749 0.44413045340843382 1.6550528826573998 1.0584147161498538 0.31130373687665269 1.233038218859291 0.56614068910130189 0.5161670473171398 3.6430367529828791 39.902558054307519
leaf_count=241 49 27 11 124 20 88 34 89 42 79 46 32 36 49 88 34 44 19 23 25 35 18 56 88 112 138 22 27 230 974
internal_value=0.000351993 -0.0126299 0.000523853 -0.0230972 -0.0387204 0.000873826 0.000292268 -0.0162436 -0.00474107 0.00613731 -0.030155 0.0259292 0.00140875 0.0156329 0.0245913 0.000433896 -0.0125929 -0.00314818 0.00618211 -0.0131963 0.00835507 -0.0132151 0.00164572 0.000736615 -0.0335754 0.00141068 0.000646951 -0.030387 0.00139705 0.000463609
internal_weight=65.7777 2.54188 2.09394 1.23061 0.977743 63.2358 61.7115 3.90316 2.93737 2.38354 0.841142 1.5424 57.8084 3.70781 3.06238 54.1005 4.6044 3.82829 3.07991 2.17381 1.50282 1.01566 49.4961 47.8411 0.921733 46.9194 45.8609 1.08231 44.7786 43.5456
internal_count=2900 231 182 155 144 2669 2581 322 233 199 88 111 2259 173 137 2086 198 154 120 101 76 53 1888 1832 353 1479 1391 49 1342 1204
is_linear=0
shrinkage=0.0686431


Tree=693
num_leaves=31
num_cat=0
split_feature=6 6 0 16 6 20 18 6 19 13 16 23 8 22 15 17 15 18 12 22 5 5 17 16 2 5 17 9 13 0
split_gain=0.371635 0.656494 0.403701 0.725569 0.744592 1.2747 0.855968 1.01638 0.85586 0.927096 1.39514 0.706266 0.654819 0.636872 1.14751 1.09129 0.939771 1.09652 0.727702 0.772669 0.607661 0.784208 0.596238 0.580308 0.515904 1.40251 0.89932 0.682846 1.6804 0.828554
threshold=13.075305502400001 12.380289263450001 86.530713386650021 22.614947116400003 16.435384010100005 40.712530798250008 13.809421053700001 16.180378051950004 14.351157895250003 112.82921081865001 19.974953289850003 0.12064000000000002 8.4434108459500017 -0.060760000000000002 28.566186095050004 201.59899553070002 28.321365561200004 14.643918747750002 211.56805207830004 -0.092624999999999999 19.221712148250003 21.788492303450003 204.75389752000004 22.644947046300004 100.60547560250002 21.746930049350002 188.31851043910004 194.46727572990002 117.60122400020002 85.737618238150006
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 11 4 6 -6 7 20 9 10 13 24 -5 14 16 -16 17 -8 19 -19 -4 -22 -10 -13 26 -26 27 28 -2 -29
right_child=2 -3 3 12 5 -7 8 -9 22 -11 -12 23 -14 -15 15 -17 -18 18 -20 -21 21 -23 -24 -25 25 -27 -28 29 -30 -31
leaf_value=-0.00010033992951661808 -0.0023211959507252562 -0.0016646082679407646 0.0013686331577401438 0.0014138247164541624 0.00040149481816774662 -0.0016605793142284544 -0.0021595978930441673 0.0018860399123048614 -0.0019975897207212836 0.0011110614122014043 -0.0021900338292510542 -0.0019603658818272479 0.00022619169186066055 0.00051868000475494295 -0.0019209548196823792 0.00033080647869525466 0.0019190769502309079 0.00032564434771241473 0.0015216555123978535 -0.0017333583919816602 -0.00071324670278307811 0.00086895713373168172 -0.00021846593113168544 -0.00014349085390430476 -0.0016018734827395794 3.7125322535161679e-05 0.0010104610609311894 -0.00067937289947080982 0.00045533743731597623 0.0017513081979592833
leaf_weight=13.590464722641626 1.4186084224202224 1.1162155962665554 1.720195559959391 3.5199548415839663 2.3546369588002554 2.2575898244976997 0.81244602685911171 2.2827646359801292 1.2025973293930285 3.5188282392919055 1.0403318796306837 1.2843607894610607 3.6211153967306018 9.1948430805932784 2.2557752145221461 1.3068662630394099 1.1151325721293686 3.1333726686425543 1.3643382210284469 0.90254606213420263 2.626561365352245 2.2243367234477773 1.8205844834446905 1.4266135271172968 2.250502326947756 18.573241439269623 4.8693949319422245 0.93998057337012175 2.0477496194653213 1.2644536048173902
leaf_count=1152 49 76 22 40 31 38 30 14 13 37 26 33 41 152 111 46 9 88 23 25 31 28 30 25 34 578 44 38 27 9
internal_value=6.80455e-05 -0.000219066 0.00011932 0.000234662 0.000134502 -0.000607848 0.000228252 0.000758897 5.84419e-05 0.000179228 2.40157e-05 -4.40873e-05 0.000811596 0.000138694 -0.000182129 -0.00109495 0.000261667 -3.58257e-05 0.000283687 -0.000134807 0.000367334 1.2259e-05 -0.000926187 -0.00100426 3.89062e-05 -0.000140008 0.000392378 -0.000138358 -0.00068096 0.000714855
internal_weight=97.0564 14.7067 82.3497 48.2748 41.1337 4.61223 36.5215 8.85386 27.6677 24.6445 21.1257 34.0749 7.14107 20.0853 10.8905 3.56264 7.32784 6.2127 5.40026 4.03592 6.57109 4.8509 3.02318 2.71097 31.3639 20.8237 10.5402 5.67079 3.46636 2.20443
internal_count=2900 1228 1672 835 754 69 685 95 590 547 510 837 81 484 332 157 175 166 136 113 81 59 43 58 779 612 167 123 76 47
is_linear=0
shrinkage=0.00196078


Tree=694
num_leaves=31
num_cat=0
split_feature=3 2 20 7 7 12 22 15 16 22 18 6 6 20 5 18 6 6 5 12 22 6 3 3 0 18 0 6 18 6
split_gain=0.0998045 0.17805 0.193903 0.143931 0.319614 0.32296 0.229086 0.21022 0.276672 0.268751 0.204455 0.200764 0.276878 0.22071 0.18064 0.491969 0.307903 0.491719 0.247751 0.386289 0.445443 0.318098 0.720942 0.368586 0.766144 0.463122 1.16505 0.662349 0.64155 0.94213
threshold=108.42013948475001 170.32456123625002 44.921040431000009 20.778835947700006 21.725272673150005 219.23896387120001 -0.082074999999999995 21.850732508700002 14.614965823850001 -0.23557500000000001 12.600821109300002 18.155424198600006 16.705390318750002 38.828362408050005 23.721757872050002 13.278511569200001 16.395383075500003 16.505385645700006 22.963361893800002 172.01106897260004 -0.072569999999999982 16.565387047600002 93.883646373400012 93.770731131900007 86.001087134900004 13.278511569200001 86.530713386650021 16.455384477450004 13.809421053700001 16.285380505300001
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=3 2 -2 6 5 10 7 8 9 -1 -5 12 14 -14 18 -16 -17 -18 21 -20 -21 22 23 24 -6 -26 -27 28 29 -28
right_child=1 -3 -4 4 11 -7 -8 -9 -10 -11 -12 -13 13 -15 15 16 17 -19 19 20 -22 -23 -24 -25 25 26 27 -29 -30 -31
leaf_value=-0.039873856722743017 -0.069004206562522513 -0.072708200413003674 0.049096091427114005 -0.019296636731655156 -0.051646643701441307 0.012712041468206529 -0.039688758139037453 0.03368158949063136 -0.056008279338599955 0.05494186040449961 -0.073699512907780484 0.034063811947896754 0.001689187728332995 -0.054591846703702901 -0.070906409070125118 -0.034230573436930319 0.03252129634066904 -0.03542552285316275 0.046547821465031412 -0.034552687084782367 0.025842294052815906 0.025713501004839979 -0.044862879303106014 0.027467682194163526 0.020420835521923284 -0.054402351225697525 0.0060371806684499721 -0.04344274616690303 -0.00096232714628723722 0.066194740657170598
leaf_weight=0.21737916143320035 0.10142766221542743 0.24199173723172862 0.1849554693326354 0.63610574466292635 1.3276974353939284 0.63051595969591279 0.32794943684348155 1.9594056023634037 0.33370141827617772 0.40014998742117391 0.66659538312524091 0.84001098957378317 0.57303066202439257 0.76879406397347338 0.59168646496254895 1.0293617980787533 1.5769882021704691 0.73609852531808417 1.4646747415245038 0.95539819973055307 1.446795576252043 2.2903371369466177 1.6639231290901069 2.374579280614852 5.234245188519707 1.8556593862595026 4.0951854783052104 1.4858260513283301 27.760211194336989 1.7512124571949241
leaf_count=36 85 46 6 24 25 48 73 96 33 21 72 37 15 32 84 39 44 23 21 23 28 32 32 27 77 35 67 31 1671 17
internal_value=0.000352654 -0.0293601 0.00726878 0.000594208 -0.000145535 -0.0276158 0.0147 0.0208281 -0.00564827 0.0215654 -0.0471347 0.000742202 0.000267639 -0.0305568 0.000985216 -0.0132128 -0.00299978 0.0108984 0.00202527 0.0187631 0.00182206 0.000726629 -0.000476949 0.00113263 -0.00030462 0.00131138 -0.00139576 0.00140719 0.00339011 0.0240566
internal_weight=65.5219 0.528375 0.286383 64.9935 61.7549 1.93322 3.23859 2.91064 0.951231 0.617529 1.3027 59.8217 58.9817 1.34182 57.6399 3.93413 3.34245 2.31309 53.7057 3.86687 2.40219 49.8389 47.5485 45.8846 43.51 42.1823 36.9481 35.0924 33.6066 5.8464
internal_count=2900 137 91 2763 2504 144 259 186 90 57 96 2360 2323 47 2276 190 106 67 2086 72 51 2014 1982 1950 1923 1898 1821 1786 1755 84
is_linear=0
shrinkage=0.0686431


Tree=695
num_leaves=31
num_cat=0
split_feature=5 5 10 23 21 5 5 22 23 23 21 20 16 18 7 9 0 19 0 6 15 7 16 19 15 4 18 6 12 22
split_gain=0.492185 0.508652 0.494565 0.444464 0.565893 0.334143 0.568407 0.49215 0.470533 0.771834 1.16787 0.555595 1.08797 0.81671 0.504493 0.382861 1.14455 1.04328 0.986404 0.787169 0.742485 0.577395 0.776727 0.666674 1.57431 0.555726 1.41894 0.920887 0.680761 0.989757
threshold=7.7286379265000011 5.2595069053500012 90.740838818900016 0.074640000000000026 20.770927814650005 23.606333875400001 23.524801812050004 -0.54972999999999994 0.099425000000000027 0.10273500000000002 1.1268005785500004 48.680511450650009 22.634947069650003 13.415872650200003 17.715895715150005 187.70546222865002 85.716110573100011 14.451165964200003 103.44649194340002 16.555386813950005 40.128253618400009 22.597569836950004 22.654947022900004 12.851036860900001 26.285853065250006 309.48890441440005 14.117867417450002 15.925372093750001 114.86856072930001 -0.081474999999999992
decision_type=2 2 2 2 2 2 2 2 2 2 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 15 -7 11 -10 -11 12 14 -14 -9 17 20 19 21 -2 -17 -18 23 -23 -25 28 -27 -28 -26 -30
right_child=5 -3 -4 4 -6 7 -8 8 9 10 -12 -13 13 -15 -16 16 18 -19 -20 -21 -22 22 -24 24 25 26 27 -29 29 -31
leaf_value=0.0012257786528092418 0.00025566436953190785 -0.0020103285464456179 -0.0020027806209242317 -0.0020043322652827308 0.0014532454266045825 0.0014125371592866448 0.00165104336937373 0.00062712801002724413 0.0015009528374493413 0.0016157188253995943 -0.0017879195010347671 0.0005447142942776583 -0.00080468271786212524 0.00095751695022385224 -0.0016094979267750489 -0.0022657355811297329 0.00090961977697762218 0.0013240116959292877 -0.0014837148427736919 -0.0018540937107426462 -0.00028827313644845011 0.00044522894128476621 0.00087119266123890881 -0.0015659617785300378 -0.000445575675035136 -0.0024083705397528964 -0.00088600451986093189 0.00097058190816492324 -0.00014239832605174616 0.00063268992915595148
leaf_weight=0.90634833252988733 13.960955144051695 0.82523150858833094 0.46093268807999255 0.51480635787447682 0.28150808438658714 0.71019994607195158 0.96318838559090991 0.43219045837758852 1.3715796854812645 0.62609466165304173 1.0174140251183414 1.7200860950397316 2.0974353636847809 1.9523786141071466 3.7689152461971389 1.2576642060885199 3.716088416054844 3.6525572799146167 1.4354931461130025 0.71473644673824388 1.7399971280246971 12.113352103100622 4.7448441279120734 2.5649091537343329 6.5075232540257302 1.2324070925824333 2.1780007201596163 1.9439093330875037 12.044529859209426 13.360049347858883
leaf_count=23 434 192 207 89 6 10 11 48 21 10 49 38 77 29 312 31 36 32 183 9 19 279 58 112 111 20 85 26 172 171
internal_value=8.32321e-05 -0.000700574 -0.000201011 0.000286751 -0.000782031 0.000107179 0.000153417 -0.000176836 -0.000263758 0.000414985 -0.000491303 -0.000469 -0.000680331 4.48578e-05 -0.0013794 0.000136072 6.53396e-05 0.000386298 0.000122696 0.000152915 -0.00111791 0.000160871 0.00011179 4.24226e-05 -8.00773e-05 2.21906e-05 -0.000562366 -1.04309e-05 0.00012027 0.000265214
internal_weight=100.815 2.98883 2.1636 1.70266 0.796314 97.8265 84.1302 13.6963 12.9861 3.01509 1.64351 9.97101 8.25092 4.04981 4.20111 83.167 64.8388 18.3282 61.8411 14.6757 2.99766 60.4056 56.6895 51.9447 39.8313 37.2664 5.35432 4.12191 31.9121 25.4046
internal_count=2900 517 325 118 95 2383 1789 594 584 80 59 504 466 106 360 1778 1303 475 1253 443 50 1070 1034 976 697 585 131 111 454 343
is_linear=0
shrinkage=0.00196078


Tree=696
num_leaves=31
num_cat=0
split_feature=13 21 16 20 17 2 17 17 6 23 15 21 13 5 22 9 16 23 15 22 23 10 10 4 22 16 20 13 13 22
split_gain=0.10042 0.395468 0.683492 0.62496 0.583365 0.681316 0.557492 0.597338 0.619381 0.43902 0.611226 0.402839 0.394147 0.471183 0.346747 0.296397 0.221466 0.21569 0.82285 0.51567 0.576529 0.622143 0.399716 0.384623 0.371629 0.363307 0.317376 0.31103 0.422006 1.54546
threshold=117.55283175385001 6.338788634150001 22.634947069650003 41.495754733000005 188.07781354100004 121.41360778140002 189.27091549140002 193.52305340940003 16.455384477450004 0.083415000000000031 42.914654887700003 5.1084261806000013 117.50443950750001 22.120912517600004 -0.036264999999999999 196.98862600660001 22.684946952700002 0.11467000000000002 38.469938489650012 0.090855000000000033 0.079785000000000009 76.763544998700013 70.085415002650009 193.19324462480003 0.06041500000000001 12.644970430600003 38.592454371550012 117.47217800995001 117.38883580790001 -0.081474999999999992
decision_type=2 2 2 2 2 2 2 2 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 11 5 -3 -6 8 -8 16 14 -2 17 -14 -11 -9 -4 19 23 24 22 26 -21 -19 27 -23 -22 28 -1 -30
right_child=1 4 9 -5 6 -7 7 15 -10 10 -12 -13 13 -15 -16 -17 -18 18 -20 20 21 25 -24 -25 -26 -27 -28 -29 29 -31
leaf_value=0.0014012489858383638 0.028018160725971328 0.015847995908267087 0.062831455880235532 -0.083189710302057643 0.071161738950817718 -0.059339401731967785 0.018031725111844123 0.064512258647867679 -0.07239170392885752 -0.051867259315039965 0.033185555281390583 -0.059509466652921672 -0.0055142745163748652 -0.062421279238672099 0.0025200199212120755 0.016511803382201214 0.011108386026236235 -0.010154303382474351 -0.056794835015276865 0.037770339339258753 -0.022519399736171959 -0.0741996483846004 -0.026263440841057487 0.045237391168287018 0.046232820155985045 0.040133698141762673 -0.08252828474961918 0.02847719811242018 -0.089494541380197565 0.025409646876644557
leaf_weight=30.708169765292951 0.73622147607966615 1.7721956621389821 0.88428262644447364 1.0072736808797342 1.3094774929049888 1.0005964197043793 1.0391235781135035 1.2355640276800843 0.65555896039586503 1.4092367533594381 1.3286808684351852 0.44930022209882736 2.2425071755424137 1.1774381748982703 1.1135452083544799 1.5253220237791536 0.87287576426751912 0.89921525109093581 0.68087960348930199 1.0621746261604124 0.68190214550122696 0.19609021485666733 1.0083561231131168 2.5557937359058087 0.97993174199655086 0.59486729909258429 1.4885705553897421 2.0239237431087522 1.1953692644019613 1.2929600810748514
leaf_count=1776 47 24 22 36 16 57 17 17 32 38 31 5 36 52 30 33 25 32 12 31 16 73 123 94 31 45 68 36 27 18
internal_value=0.000395869 0.0053386 -0.00651701 -0.0410001 0.0161716 -0.0112843 0.029377 0.0170966 -0.016947 0.0069648 -0.00680107 -0.00515389 -0.00125946 -0.0251065 -0.0278609 0.0379932 0.0371378 0.000538179 0.016397 -0.00105257 -0.0229026 -0.0435198 0.00658565 0.0308209 0.00198465 0.0117887 -0.0636752 0.000753543 -0.000936712 -0.0297892
internal_weight=65.1274 16.3393 7.80142 2.1928 8.53784 2.77279 5.76505 4.45557 1.69468 5.60862 3.85146 1.18552 48.7881 3.41995 2.52278 2.76089 1.75716 45.3682 4.13589 41.2323 5.03196 2.96143 2.07053 3.45501 36.2004 0.790958 2.17047 35.2204 33.1965 2.48833
internal_count=2900 430 234 88 196 81 115 99 49 146 99 52 2470 88 68 50 47 2382 138 2244 356 202 154 126 1888 118 84 1857 1821 45
is_linear=0
shrinkage=0.0728446


Tree=697
num_leaves=31
num_cat=0
split_feature=6 3 13 3 18 20 0 13 5 20 23 6 8 2 15 18 17 0 16 23 23 23 22 23 15 16 13 21 16 6
split_gain=0.326894 0.680964 0.683613 1.16086 1.15102 0.813286 0.773323 0.773119 0.636255 0.632044 0.681617 0.666164 0.63096 0.615348 0.611005 1.4116 0.779386 0.59288 1.04959 0.863339 0.780178 0.821162 0.769731 0.711964 0.568058 0.604807 0.676453 0.883499 0.592299 0.56206
threshold=14.835346625500001 86.302194445500007 112.82921081865001 89.227236891450005 13.583580954200002 37.797539186950011 92.313586825200005 113.92610173585001 26.429611911700004 38.592454371550012 0.087205000000000019 16.015374196650004 8.543332867800002 106.46918899020001 37.434800281900003 13.258783262950002 188.31851043910004 86.280686780500005 22.604947139800004 0.093295000000000031 0.10500500000000003 0.08079500000000002 -0.086339999999999986 -0.24637000000000001 38.469938489650012 19.774953757550005 107.97116697695002 3.2025200283000004 18.714956236300004 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=24 -2 4 -4 6 -6 8 -5 -3 10 13 -11 -12 -9 15 16 -13 20 19 -19 21 23 -22 -16 25 26 28 -28 -1 -17
right_child=1 2 3 7 5 -7 -8 9 -10 11 12 14 -14 -15 17 29 -18 18 -20 -21 22 -23 -24 -25 -26 -27 27 -29 -30 -31
leaf_value=-4.8194603610144899e-05 0.00085585271994775228 -0.0017463847841534962 0.0013069256085263669 -0.0013078233746718923 -0.00019947737569426036 -0.0022658522001816881 0.0020370867963835295 0.00098157993973141638 0.00083568753386725173 0.00086644614824637057 0.0017411068221310113 -0.00034988165303517131 0.00028339826924990593 -0.0013021473865757708 0.00033156427163373613 -0.00057068882089817482 0.00093574498350474321 -0.00089008842059209092 0.0011008121305982391 0.0006654399410215687 -0.00013070038529427755 0.00034898093684631654 -0.0020631577533373946 -0.0019940910780704875 -0.0012601993872138919 0.0011656585997483471 -0.00010125688923385844 -0.0018687870506183014 0.0011757862638093351 -0.0020104709496245924
leaf_weight=21.898257769862553 4.8956514263409181 0.6860049860842985 3.1958040259778491 1.4805206658784289 1.2828016872808805 1.7063945120316928 0.79161484912037838 0.80365259060636063 0.78877807396929711 3.4622521558776489 2.602319975849241 5.3610468799743085 2.0338474679738283 1.0414804551110135 0.8794280274305496 2.0069175772368899 2.7392720812931657 2.758957536891101 5.4031094587408006 2.7283443212509155 1.8301555768121036 10.051137402537277 1.3976493244990695 1.1921322128037015 1.5219426908297453 1.5372518966905762 2.8027129664551458 1.7763611533446235 1.6334064453840245 2.1691166700329632
leaf_count=1452 74 66 40 42 19 50 8 21 43 39 30 186 24 44 15 19 27 33 54 20 34 180 39 46 57 28 54 86 28 42
internal_value=7.24707e-05 0.000153421 9.45292e-05 0.000161251 -0.000580067 -0.00137908 0.000473761 8.79379e-05 -0.00036538 0.00013058 0.000700476 4.25923e-05 0.00110162 -0.000307464 -3.14626e-05 -0.000392522 8.48767e-05 0.000137453 0.000487368 -0.000116663 -0.000110794 0.000117302 -0.00096746 -0.00100679 -9.18936e-05 -3.192e-05 -9.74103e-05 -0.000786935 3.67657e-05 -0.00131854
internal_weight=94.4583 63.2884 58.3927 53.1371 5.25559 2.9892 2.2664 49.9413 1.47478 48.4608 6.4813 41.9795 4.63617 1.84513 38.5173 12.2764 8.10032 26.2409 10.8904 5.4873 15.3505 12.1227 3.2278 2.07156 31.1699 29.648 28.1107 4.57907 23.5317 4.17603
internal_count=2900 1195 1121 935 186 69 117 895 109 853 119 734 54 65 695 274 213 421 107 53 314 241 73 61 1705 1648 1620 140 1480 61
is_linear=0
shrinkage=0.00196078


Tree=698
num_leaves=31
num_cat=0
split_feature=22 6 3 6 5 15 16 13 21 16 19 20 23 23 17 3 0 16 16 6 18 7 20 0 23 5 7 3 7 14
split_gain=0.0954196 0.135909 0.399661 0.538373 0.434132 0.323562 0.38636 0.482022 0.697147 0.459002 0.350077 0.383726 0.357256 0.590876 0.331844 0.324958 0.313569 0.296962 0.311179 0.454852 0.286243 0.71687 0.479166 0.299233 0.281101 0.278154 0.33451 0.288102 0.262323 0.466561
threshold=0.68694500000000025 14.835346625500001 86.302194445500007 15.135353635100001 18.613387752550004 38.469938489650012 19.774953757550005 107.97116697695002 3.2025200283000004 18.714956236300004 12.851036860900001 39.995120105550008 0.092290000000000025 0.083565000000000014 206.02826764000002 84.807411725000023 93.972365491700018 16.344961778400002 15.444963882950001 13.705320222600003 15.974481919500002 24.101221167900004 45.90502654165001 98.327667663000014 0.12191500000000002 15.821180766350002 25.614006978800003 81.589327342850012 23.724432465350002 202.65261526855002
decision_type=2 2 2 2 2 2 2 2 2 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 16 6 7 9 15 10 17 -12 13 -13 -7 -9 -3 18 20 -20 21 22 -1 -23 -25 26 -22 -28 29 -5
right_child=-2 2 3 28 -6 14 -8 8 -10 -11 11 12 -14 -15 -16 -17 -18 -19 19 -21 25 23 -24 24 -26 -27 27 -29 -30 -31
leaf_value=0.035463105564642841 0.025483458436324134 0.065734779967900822 -0.042937545765273442 0.008581566427656279 -0.014763349463360113 -0.080715859750112556 0.042048416272340086 0.028277421052910021 -0.069294885880615761 0.044922513197763497 -0.067885759052763853 -0.054424026441317733 -0.067247193256970622 0.033688297053187433 0.0017706896777897108 -0.032339559522716381 0.013734526265598797 -0.053651681968348124 -0.012490957647593278 0.049404494410854732 0.047255519374860007 -0.081557783485124227 -0.043581297972169322 -0.040231025414977625 0.065051621689759351 -0.075904294297631167 0.0076995712929084411 -0.082824417724871077 0.012745114727277015 -0.010057070301609433
leaf_weight=1.4462922234015483 0.79458409720973477 1.3681376185268161 1.4680161924479751 13.296257411646367 0.98653304786421347 0.58396147974417434 0.97599313710816105 0.95977070590015434 1.3984897392801938 1.1378032024949778 0.81108384295657687 0.60095528491365291 0.45631028999923717 1.2312758569605646 0.46477925102226436 0.91827302350429818 1.1183319259434936 0.47435630238032978 0.99668037493938877 1.7124830791726706 1.1940724565311027 0.84795264614513122 0.56628412156715047 0.7637715434684651 0.16334863204974681 0.18833512421406329 2.8555548865406313 0.19959798845229659 9.1733886959264037 15.357956297513736
leaf_count=80 44 23 40 357 29 37 28 21 86 28 83 79 49 51 20 33 22 79 65 34 83 27 80 116 6 13 559 6 182 540
internal_value=0.000396098 8.32409e-05 0.00243775 0.000344302 0.0261242 -0.00472398 -0.00264556 -0.00495079 -0.0303567 0.000369591 -0.00312443 -0.0248331 -0.00957483 0.00478825 -0.0441596 -0.00136137 0.0423468 0.00277359 0.00522144 0.0266336 -0.00183116 -0.01654 0.0132222 -0.0502843 -0.0216814 0.0107235 0.014563 0.0017855 0.00202399 -0.00140829
internal_weight=64.5106 63.716 42.7686 39.2956 3.473 20.9474 19.8987 18.9227 3.27653 15.6462 14.5084 3.09963 2.28854 1.83223 1.04874 1.87804 2.48647 11.4087 10.9344 2.70916 8.22521 3.78765 2.01258 1.77507 0.92712 4.43756 4.24923 3.05515 37.8276 28.6542
internal_count=2900 2856 1193 1119 74 1663 1606 1578 140 1438 1410 262 179 130 57 54 45 1148 1069 99 970 309 160 149 122 661 648 565 1079 897
is_linear=0
shrinkage=0.0728446


Tree=699
num_leaves=31
num_cat=0
split_feature=6 6 5 5 6 17 3 18 6 21 2 5 22 15 10 9 22 3 0 15 17 22 8 22 15 21 6 18 8 12
split_gain=0.411718 0.594008 0.31865 0.61084 1.00194 0.948657 0.613747 0.545727 0.638186 0.877872 0.533821 0.440108 0.578322 0.467649 0.464684 1.17183 0.434148 0.611194 0.419463 0.394458 0.387193 0.988166 0.694848 0.675473 0.627158 0.614947 0.513028 1.09908 1.14708 0.656355
threshold=13.075305502400001 12.380289263450001 23.721757872050002 25.763052016400003 16.395383075500003 199.01194954300004 92.913112988300014 13.512826932300003 16.445384243750002 2.2033311313000001 317.41815758785003 22.963361893800002 -0.068524999999999989 42.133814420300006 61.917879202350001 191.62448690950001 -0.016334999999999999 108.42013948475001 67.04476885710001 42.80317728375001 204.53341124495003 -0.040019999999999993 8.0437227585500022 -0.069554999999999992 30.416602988400005 4.0344380320500006 16.455384477450004 13.316069313700003 8.3434888241000014 114.86856072930001
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 11 4 -4 7 -5 8 -6 -10 16 13 19 14 15 -2 17 -8 -18 -13 22 23 24 -22 25 -16 29 -28 -29 -24
right_child=2 -3 3 6 5 -7 10 -9 9 -11 -12 12 -14 -15 20 -17 18 -19 -20 -21 21 -23 26 -25 -26 -27 27 28 -30 -31
leaf_value=-0.00010399763227403392 0.00060588690280469171 -0.0016073674271348602 -0.0019945792395356836 0.0019491607261424614 0.001638700203808107 0.0012454738989599048 0.00076208286107933151 -0.0021917540999517259 0.00082917206628687744 -0.0017169302535696826 -0.0020782882014994029 0.00088466147125710508 0.0012960644596795921 -0.0010260923016805724 -0.0013633561148308829 -0.0018788941902588932 0.0017867459451812485 -0.0013049414965379839 -0.0020382966486706244 -0.00055143742792604735 -0.0004722129360541307 0.00074808112986312323 6.6421474559287666e-05 -0.0026117334040062557 -0.0015738375388950788 0.00063099785503768454 0.00044264412244036727 0.00045273149434876445 -0.0016539632888749912 0.000665900286442532
leaf_weight=13.776434987876199 1.516186714099603 1.0904429223737668 1.4661453040898758 0.75421708216890682 0.53360647719819176 1.3581823511049149 3.7662752663891297 0.73164292273577292 0.83919428312219713 1.3715787885303141 0.41394832541118365 1.3199570818105715 3.081515032448805 1.2812588873202901 0.84559640186489504 1.4067412060685454 0.13938987517030899 0.64402602793415997 0.52681165336980484 1.6602900151628999 3.3144853126723324 2.4245383315137579 10.340763312415218 0.68448999105021346 1.3755481352563945 2.0011308102402836 7.4604122620075923 1.6496122889220712 2.4990927334874868 21.877876556478441
leaf_count=1152 24 76 52 10 9 20 132 24 26 84 36 28 43 35 36 27 3 71 96 27 107 50 158 12 43 58 81 15 52 313
internal_value=8.45583e-05 -0.000214266 0.000142042 -0.000143974 -0.000574729 -0.000144108 0.000290622 -0.000687058 -0.000285911 -0.000750447 6.27907e-05 0.000197465 0.000700458 0.000145503 0.000171656 -0.000589984 0.000237379 0.00046024 -0.00123798 8.46135e-05 0.000212524 -0.000239604 0.000272966 -0.000838427 -0.000486711 3.85918e-05 0.000346152 -7.25883e-06 -0.000816297 0.000473494
internal_weight=92.1514 14.8669 77.2845 12.545 6.30035 4.8342 6.24467 3.47602 2.74438 2.21077 5.49045 64.7395 6.06176 58.6777 57.3965 2.92293 5.0765 4.4103 0.666202 2.98025 54.4735 6.42351 48.05 3.99898 4.22228 2.84673 43.8278 11.6091 4.14871 32.2186
internal_count=2900 1228 1672 563 215 163 348 143 119 110 338 1109 98 1011 976 51 302 203 99 55 925 169 756 119 137 94 619 148 67 471
is_linear=0
shrinkage=0.00196078


Tree=700
num_leaves=31
num_cat=0
split_feature=6 3 5 15 15 20 20 8 13 22 15 23 6 17 17 21 16 6 20 2 5 13 17 7 20 23 23 10 7 19
split_gain=0.39451 0.62466 0.801065 0.598549 0.570315 0.584727 0.635707 0.570894 0.5674 0.714655 0.860882 1.03242 0.66354 0.594957 1.56219 0.657653 0.589375 0.810952 0.674682 0.838435 0.82836 1.13869 0.556646 0.551239 0.770975 0.687993 1.24129 0.90441 0.668676 0.542417
threshold=14.835346625500001 84.146051024900018 18.310380701750002 38.567335632300008 22.863620006050002 40.621691032550004 40.337496327150006 8.0437227585500022 117.38883580790001 -0.097799999999999984 38.97275740620001 0.12424000000000003 16.285380505300001 189.73320545960004 188.16174763880002 12.749485150050001 22.624947093000003 16.505385645700006 41.261521012900012 107.86920410340001 22.120912517600004 117.50443950750001 205.32027903760002 24.101221167900004 38.592454371550012 0.083795000000000022 0.094165000000000013 62.068432857650002 24.472706336050003 13.751109481500002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 -3 29 -2 6 7 -6 9 -7 11 12 -11 14 15 -10 18 -18 -15 -20 -21 -22 -5 24 -9 -26 -27 -28 -25 -4
right_child=4 2 3 22 5 8 -8 23 13 10 -12 -13 -14 16 -16 -17 17 -19 19 20 21 -23 -24 28 25 26 27 -29 -30 -31
leaf_value=8.90457584205644e-05 -0.0012861373191312541 -0.0012497154912040965 -6.8027453395906151e-05 -0.0022422330982145694 -0.00091900274189994017 0.00095497142647976902 0.0013284146003639695 0.0006342880995682794 -0.00080028618550001995 -0.00033979115884566588 0.0012672333443088726 0.0015797934671438506 -0.002154739503964801 0.00057680670811117497 0.0012800602803505307 0.00053236150288284308 0.00062392895891204617 -0.0009389233434816197 0.00046645075541423831 -0.0023492182543865515 0.00018280008500632449 -0.0018747983058109115 0.00018796320991603955 0.0017916256889872705 0.00068629229082251832 -0.0021217147516843196 0.00085406308214693364 -0.001126484214491503 0.00023785192937590484 0.0016009017063070864
leaf_weight=23.075310039934266 1.0004365630593373 3.5247925109870248 3.6179605021607131 0.81540982262231387 1.327306350634905 5.066822420747485 2.7455437374301246 8.7737564332783275 4.1176190710975806 2.2615206979680793 1.4036025698296724 0.74848327040672291 1.1777941457403356 1.3492705726530383 3.5992990625090897 2.1761616385774687 3.8854036979610092 1.9010621890192849 1.3457741327583788 1.8216006127186117 2.2475830536568537 1.9151773601770399 0.65222693886607885 2.1873377021402112 2.2120455482508978 1.5003960924223063 2.0553973536007111 1.5586749669164417 2.0751253352500498 0.94408974889665831
leaf_count=1288 140 174 181 33 82 100 36 108 106 39 15 7 68 11 48 38 59 39 12 35 26 58 16 21 39 24 29 22 33 13
internal_value=8.82244e-05 -8.55261e-05 -0.00050714 -7.30502e-05 0.000182007 0.000206712 0.000439494 0.000326973 4.42725e-05 0.000421602 -6.17275e-05 -0.000507148 -0.000961321 -0.000120827 0.000249725 -0.000339505 -0.000374245 0.000110476 -0.000697403 -0.000931949 -0.00124642 -0.000763847 -0.00116224 0.00040819 0.000242195 -0.00022735 -0.000622508 -1.06181e-07 0.00103519 0.000277348
internal_weight=93.083 32.6298 9.55448 6.02969 60.4532 59.4528 24.4356 21.69 35.0172 10.6582 5.5914 4.1878 3.43931 24.359 9.89308 6.29378 14.4659 5.78647 8.67941 7.33014 5.98436 4.16276 1.46764 20.3627 16.1003 7.32651 5.11447 3.61407 4.26246 4.56205
internal_count=2900 1705 417 243 1195 1055 394 358 661 229 129 114 107 432 192 144 240 98 142 131 119 84 49 276 222 114 75 51 54 194
is_linear=0
shrinkage=0.00196078


Tree=701
num_leaves=31
num_cat=0
split_feature=9 13 3 21 20 20 21 16 15 22 6 0 20 18 10 21 23 21 15 17 18 16 23 13 3 10 23 9 16 2
split_gain=0.0970352 0.188078 0.281919 0.156364 0.195858 0.107105 0.262833 0.360116 0.296382 0.178804 0.163056 0.357337 0.232317 0.279718 0.244032 0.193509 0.239442 0.20807 0.25269 0.172138 0.207683 0.197377 0.28653 0.258403 0.232906 0.204076 0.440481 0.349441 0.307626 0.324835
threshold=37.256168974800005 96.209162656250015 66.676450093250011 20.770927814650005 50.264779514000004 47.833738492450003 12.025531657300002 17.434959229500002 22.863620006050002 -0.23378499999999999 10.715250360100002 95.762878606550018 43.902382686800003 16.915500282450004 88.436830201100022 20.076345264900002 -0.27223499999999995 5.0287037994000015 31.506101402100004 220.68978861510001 17.140917755100002 12.644970430600003 -0.22125500000000001 98.542744313500023 79.47351079420001 75.403185184700007 0.088990000000000027 205.88909726980003 15.444963882950001 65.440506339500004
decision_type=2 2 2 2 2 2 2 2 2 2 2 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 10 8 -8 9 -7 11 -2 13 -13 -15 16 17 18 -12 20 21 22 -18 -23 -25 28 -27 -28 29 -26
right_child=5 -3 3 -5 -6 6 7 -9 -10 -11 15 12 -14 14 -16 -17 19 -19 -20 -21 -22 23 -24 24 25 26 27 -29 -30 -31
leaf_value=-0.075392329642099423 -0.076330529413239451 -0.076216102587487053 0.021231525907496478 0.07503367295436994 -0.074880056532738729 -0.04388595453664252 0.028897036322164768 -0.079394853834452356 0.054230358779800064 0.02983575412661664 -0.048108563960046216 -0.071050531130856243 0.032501734206348949 0.016162389788274216 -0.074951623939730677 0.038160261167596347 0.014695206504461046 -0.078393727977001018 0.065626569129953419 -0.034101269860822236 0.036066029842832623 0.048763228560191212 -0.07604899482153038 -0.034303399794154754 0.025787954183103923 0.052341770604426123 0.020629550399664041 -0.046740377178293942 0.0012572920892525066 -0.08105660767908375
leaf_weight=0.2459334911281974 0.47274466203816645 0.25901100535702415 0.47760094211116666 0.18685807380825281 0.15505575474526267 0.35948441247455776 0.34910881458199572 0.32957190091838129 1.1260535065084694 0.36710457855951917 0.28147012922271741 0.43650906448601778 0.64091662201099087 0.88286794371924748 0.19882942506592372 0.76705860189394925 0.34342467569513246 0.39095211221138015 0.17482770048081875 0.75320329696114541 0.95192345994291727 0.63370508508523826 0.43596068636543961 1.0100783345988009 0.22932340949773689 1.3412536495598026 1.1811852646060286 0.66397585021331895 48.307178772953193 0.49873680842574686
leaf_count=197 73 67 62 7 63 23 23 21 26 21 50 100 38 87 167 25 28 64 3 45 51 20 100 65 2 44 35 30 1308 55
internal_value=0.00047537 -0.0194283 -0.00562321 0.0153143 -0.00232415 0.000892964 0.0158671 -0.0236902 0.0303582 -0.00663852 0.00026744 -0.0178206 -0.00500973 -0.0208453 -0.000585499 0.00108873 0.000591571 -0.0386143 -0.00453165 0.00118105 0.00165904 0.00105967 -0.0360639 0.00159681 0.00103531 0.00171884 0.0199398 -0.00361332 0.000534801 -0.0474029
internal_weight=64.4519 1.32446 1.06545 0.819515 0.632657 63.1274 2.53132 0.678681 1.85264 0.726589 60.5961 2.63187 2.15912 1.51821 1.0817 57.9643 57.1972 0.84725 0.456298 56.3499 55.5967 54.6448 0.779385 53.8654 53.2317 52.2217 3.18641 1.84516 49.0352 0.72806
internal_count=2900 396 329 132 125 2504 114 44 70 44 2390 465 392 354 254 1925 1900 117 53 1783 1738 1687 128 1559 1539 1474 109 65 1365 57
is_linear=0
shrinkage=0.0743015


Tree=702
num_leaves=31
num_cat=0
split_feature=16 19 4 17 6 16 18 3 10 13 18 22 13 17 22 19 9 21 18 3 18 16 19 20 3 0 13 5 5 9
split_gain=0.484916 0.584983 0.786489 1.0669 0.76176 0.693402 0.488718 0.604261 0.610318 0.58788 0.60288 0.669763 0.632093 0.579318 0.664469 0.538488 0.474004 0.537689 0.439175 1.16151 0.797664 0.775639 0.720992 0.6065 0.623541 1.00851 0.951369 0.739122 0.694105 1.6545
threshold=18.594956516900002 12.851036860900001 195.32149859550003 191.89151741935004 11.175261108200003 17.614958808600004 14.092183088000002 82.866344954800013 75.28220456885002 104.02719889955002 15.606027545000002 0.28022500000000006 98.238948544700023 173.06150329755005 -0.24103499999999997 12.551012654050002 201.44620319810005 12.151864830850002 15.042884401850001 85.54673771085001 14.339258036900002 19.214955067100004 13.751109481500002 38.592454371550012 88.727183679150016 90.337570099350003 115.63864956495001 19.915533535850003 21.197160116700001 197.19111486365003
decision_type=2 2 2 2 2 2 2 2 2 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 16 5 -5 13 8 15 10 11 -10 -12 14 -1 -8 17 -4 19 20 -2 -21 -23 -24 -25 26 -26 -28 29 -29
right_child=18 2 3 4 -6 -7 7 -9 9 -11 12 -13 -14 -15 -16 -17 -18 -19 -20 21 -22 22 23 24 25 -27 27 28 -30 -31
leaf_value=-0.002265328760393408 0.00065452837524056673 -0.0016555872875144524 -0.0012973482839739399 -0.0010914996475842481 -0.0016358511354183974 0.0015202898321386624 -0.0021987661426847906 0.0012057093940767321 -0.0015105474687996114 0.0012688721897029056 -0.00025154333225378803 0.0011207392976186109 0.00076166360685523315 -0.0020366812236956113 0.00042175469161014013 -3.7441892752496172e-05 0.0020307437088762127 0.0013782739625230419 0.00081932769540446818 0.001063113885836921 -0.0017987850911294818 -0.00088324041459718068 0.0006293634730675158 -0.0011428374998439495 -0.0014213518405908998 0.001475322076420701 0.0016473684916764057 0.0001940500870210666 0.0002245840507287322 -0.0016715679894761706
leaf_weight=0.44542801071656923 0.69771371409296934 1.9517713692766836 0.54880222627252828 0.80206019370234594 2.0493027353659272 0.76220522983931005 0.81579638022231182 1.9721425154129963 1.6291910072613967 1.7113075712695707 4.7930548655913281 0.48193199525121588 4.6773600623710081 0.85552872825064685 1.7201868639240336 0.97036337223835289 0.86207175673916925 0.60942185322346631 4.0025232788175336 3.7919775424234095 1.8892038522753862 2.4959997170371926 10.048754138872026 1.5095112295821298 1.5776009822729964 2.0675208112224928 1.1991303749382485 5.5762803927063924 29.512805648031645 2.7186079691164196
leaf_count=45 12 104 68 80 137 21 45 81 115 26 668 10 104 93 143 19 10 20 69 70 62 72 126 35 30 27 16 55 497 40
internal_value=9.94285e-05 -0.000119043 -0.000582911 -0.000211297 -0.000849307 0.000181123 5.62598e-05 0.000185046 5.15562e-05 0.000196158 3.76516e-05 -0.000909871 0.000248871 -0.000670601 -0.00013093 -0.00102459 0.000929868 0.000110482 0.000189497 0.000149536 -0.00113711 0.000204554 0.000147141 0.000194583 9.56504e-05 0.000139482 7.14296e-05 0.000131804 8.37355e-05 -0.000417397
internal_weight=94.7456 27.6579 7.58564 5.63386 3.61357 1.56427 20.0723 17.0511 15.079 13.2928 11.5815 2.11112 9.47041 3.02114 2.16561 1.78616 2.0203 1.15822 67.0876 63.0851 2.58692 60.4982 56.7062 54.2102 44.1615 42.6519 40.5844 39.0068 37.8077 8.29489
internal_count=2900 1789 440 336 238 101 1349 1068 987 923 897 125 772 281 188 64 98 88 1111 1042 74 968 898 826 700 665 638 608 592 95
is_linear=0
shrinkage=0.00196078


Tree=703
num_leaves=31
num_cat=0
split_feature=16 16 9 15 3 3 16 13 20 13 21 5 17 6 13 16 9 0 16 5 12 13 9 7 18 16 23 23 5 5
split_gain=0.306395 0.647157 0.875988 0.611188 0.533628 0.80222 0.873816 0.967227 1.06415 1.01391 0.760615 0.595941 0.58388 0.448868 0.940621 0.595037 0.667843 0.731082 0.708023 0.683619 0.4712 0.872097 0.585225 0.821596 0.799843 0.82492 0.543952 0.463245 0.485128 0.469437
threshold=18.594956516900002 18.384957008000004 187.38923140910003 31.385732506450001 83.511574906150017 85.54673771085001 19.214955067100004 112.82921081865001 38.994321257850011 113.13031812925001 0.18863712200000002 18.092020786850004 212.33270692945004 15.545363214900002 108.61908538635001 15.919962772200003 191.87997069285004 97.32487278035002 17.844958270700005 26.225713454500006 207.71672397260002 102.54048155345002 199.21354841250005 24.101221167900004 15.946034773700001 15.474963812800002 -1.0000000180025095e-35 -0.21013499999999999 14.950964152900001 7.7286379265000011
decision_type=2 2 2 2 2 2 2 2 2 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 13 -2 10 -7 8 11 -9 -6 -8 -11 14 15 20 17 19 -18 -17 22 27 26 -24 25 -25 -1 -22 29 -29
right_child=4 2 -4 -5 5 6 7 9 -10 12 -12 -13 -14 -15 -16 16 18 -19 -20 -21 21 -23 23 24 -26 -27 -28 28 -30 -31
leaf_value=-0.0021310533668570516 0.001159418524994973 0.0010681623967056183 -0.0021197835801432664 -0.0019858564728155751 0.0003891423022400568 0.0010566724381036261 0.0007720966088486012 0.0018801881479770122 -0.0021027432037905832 0.00011661111234682302 -0.0015800580394804945 -0.0009713308203671225 0.0014375920385619975 -0.0014434327705339204 0.0015965607952553992 -0.0018030102204024336 -0.0018905694982742352 0.0010645510821912754 -3.0435995685861352e-05 0.0016570044518937103 0.00086771116488033363 0.0016894483194199686 0.0019715850126339964 -0.0021281362182603439 0.00056926745210679898 0.00048820350490010717 -0.00031204146436556319 -0.0012030243382811355 -0.0015913223855438721 0.00050787866318723789
leaf_weight=0.84614818945193659 1.9290801140014071 0.43611865009006479 1.1812285022460853 0.56296590727288176 1.1749148701783263 3.9441161740978705 1.4815359227359288 1.2853211015462864 1.4387611071579156 47.941096779075451 1.8922102858778087 1.4179681348614392 1.2692238362506021 0.73125247466668852 1.4309693443356071 0.88052067597163775 1.875851030694321 1.482760108890943 1.2668386236764488 0.27752657234668732 2.2560800127394032 1.7910880235722286 0.84744446119293559 1.0976252392865715 2.7473011924375896 0.74936420959420491 2.1539863888283506 0.77621001886109153 0.77095978239958629 2.5058135357685387
leaf_count=122 31 22 74 59 22 73 18 17 42 794 68 27 19 162 15 108 114 52 37 5 103 34 6 40 154 17 244 218 62 141
internal_value=9.14218e-05 -8.16043e-05 -0.00126015 -5.51379e-06 0.000163775 0.000132719 0.000182732 0.00011987 -0.000751169 0.000194705 -0.000825722 -8.05059e-05 0.000150682 4.00137e-05 8.56759e-05 -1.11653e-05 -0.000541927 0.000170686 -0.00114074 -0.000973816 0.000174402 0.000505618 -0.000143406 0.000232408 -8.83933e-05 -0.00106663 -0.00082507 0.000169539 -0.000219097 0.000103244
internal_weight=90.4423 26.6681 1.61735 25.0507 63.7742 61.8451 58.778 54.8339 4.33827 50.4956 3.06713 2.8995 49.2103 24.4877 23.7565 22.3255 5.7835 2.64081 3.14269 1.15805 16.542 8.10015 8.44187 5.44174 4.59429 1.84699 3.00013 6.30906 4.05298 3.28202
internal_count=2900 1789 96 1693 1111 1080 990 917 87 830 90 45 813 1634 1472 1457 316 165 151 113 1141 558 583 217 211 57 366 524 421 359
is_linear=0
shrinkage=0.00192234


Tree=704
num_leaves=31
num_cat=0
split_feature=19 6 18 5 5 22 5 16 13 5 0 2 22 3 9 4 6 21 23 17 23 9 14 2 23 9 23 22 23 7
split_gain=0.0958561 0.168035 0.322362 0.13859 0.44637 0.596117 0.358044 0.324494 0.305566 0.39155 0.243871 0.319301 0.254193 0.285466 0.283597 0.254003 0.236211 0.396404 0.214085 0.51176 0.461926 0.417936 0.460137 0.516134 0.361379 0.359355 0.315151 0.264651 0.591837 0.577764
threshold=14.651182102100002 16.465384711100004 13.434779691800001 23.721757872050002 25.556820288350004 -0.063985 22.963361893800002 22.694946929300002 117.68187774410002 24.301614351200005 86.780739992750014 317.41815758785003 -0.082074999999999995 108.42013948475001 228.32597408415003 163.60960442095003 16.135377000500004 8.1807154878500032 0.11308000000000003 185.01807150455002 0.10211000000000002 190.24759545780003 186.41884102645002 124.26884624490002 0.10818500000000002 187.38923140910003 0.10176000000000003 -0.019444999999999997 0.084795000000000023 23.724432465350002
decision_type=2 2 2 2 2 2 2 2 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 7 18 -5 9 -7 11 12 13 -6 15 -14 -8 -18 20 -20 26 25 -23 -24 -25 -22 27 -1 -29 -30
right_child=1 2 -4 4 10 8 16 -9 -10 -11 -12 -13 14 -15 -16 -17 17 -19 19 -21 21 22 23 24 -26 -27 -28 28 29 -31
leaf_value=0.0028336089341952364 0.039561712011659873 0.034062614847014713 -0.028210652136303929 -0.077087041544320958 0.028637322575272628 -0.072323724941720582 -0.01449123320595066 -0.0095923550901187912 0.054177281980264842 0.022208676155024285 0.061278234034447251 -0.075603067401150942 0.069338215868284619 -0.04279818358488309 0.074379449349250948 -0.075763239754873229 0.04878991750562342 -0.0042170127677340821 -0.043659255419109394 0.021409277382515739 -0.027440531191415311 -0.08467906025059134 0.017394357728021215 -0.075418222929622261 -0.012464207296397233 0.043774047181582738 0.062312605856035846 0.0070357783154274484 -0.073714961198170115 -0.013013318568719104
leaf_weight=31.666194011418149 0.9051691810600454 0.83033639076165833 0.94096742430701852 1.2803120497992497 2.0755220077408025 0.4030853850999836 0.76576324188499612 0.53630009037442494 0.46619240008294582 0.5493782949342858 0.39894251897931088 0.26563740853453044 0.074531107013172337 0.34637772470887274 0.10775000602006912 0.45375818511820398 2.1589503700379287 1.1460191395599393 0.73792455095826781 4.9025942909051992 0.71120940453692927 0.78761162236332927 1.1097209239233055 0.99840762796520699 0.93882533284340752 0.79772333428263664 0.43344084346608625 4.1154609122795653 1.2372728530244788 2.5404119266659109
leaf_count=1355 14 26 21 103 120 18 42 22 10 33 13 37 4 71 2 113 38 23 32 142 31 16 25 46 30 13 8 273 47 172
internal_value=0.000531603 0.014029 0.000981268 -5.10134e-05 -0.00973785 -0.0295291 0.00117336 -0.0571613 0.00585439 -0.0177977 0.00746285 0.00100317 0.00765781 0.0184207 -0.0333249 -0.0552923 0.021963 0.0304094 -0.000486782 0.0128966 -0.00215188 -0.0222677 -0.0350473 -0.0222179 -0.0449093 0.0102083 0.000535827 -0.000141045 -0.0120749 -0.0328944
internal_weight=64.6818 2.67647 1.7713 62.0053 6.95779 3.23527 55.0475 1.81661 1.41866 0.952464 3.72252 3.32358 3.05794 2.4219 0.636039 0.528289 4.07073 3.30497 50.9768 5.64052 45.3363 5.3435 3.83457 3.04695 1.93723 1.50893 39.9928 39.5593 7.89315 3.77768
internal_count=2900 61 47 2839 546 186 2293 125 61 51 360 347 310 191 119 117 103 61 2190 174 2016 161 117 101 76 44 1855 1847 492 219
is_linear=0
shrinkage=0.0728446


Tree=705
num_leaves=31
num_cat=0
split_feature=13 8 18 7 23 13 16 13 3 9 21 19 6 6 21 9 3 17 22 0 19 16 3 9 9 3 5 15 5 13
split_gain=0.0924204 0.260449 0.216291 0.238837 0.231943 0.216218 0.237393 0.202773 0.24532 0.255365 0.327912 0.176443 0.219556 0.520575 0.292902 0.338837 0.302726 0.247572 0.39117 0.213153 0.578045 0.706077 0.754032 0.527688 0.415907 0.386991 0.461244 0.345683 0.319745 0.29515
threshold=95.870416931800023 2.9476996444500005 14.708525021850003 21.725272673150005 0.079785000000000009 96.429616222950017 12.644970430600003 73.376087754350024 75.838715401800016 38.559541491950007 18.904039828500004 11.850956171350001 13.665319288000001 13.775321858200002 5.9038172716500013 185.04294426330003 84.062708822850013 199.41622983390002 -0.61225999999999992 94.047642319350018 13.051052998800001 18.714956236300004 84.807411725000023 206.08249486475003 202.89977928865002 86.302194445500007 18.092020786850004 24.511023953300004 18.152162791050003 103.02440401690002
decision_type=2 2 2 2 2 2 2 2 2 2 2 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 -2 -7 -5 9 10 -9 -8 14 -14 17 16 -16 18 -13 25 23 -22 -23 24 27 26 -15 -21 -27 -25
right_child=5 -3 3 4 -6 6 11 8 -10 -11 -12 12 13 19 15 -17 -18 -19 -20 20 21 22 -24 29 -26 28 -28 -29 -30 -31
leaf_value=-0.064676591464895919 0.044363870237017725 -0.056179467528065012 0.06862952132060865 -0.079442280512298444 -0.076737270776774405 -0.053106069926449971 0.02569498313358615 -0.054095028213591287 -0.07752723880408087 0.057187254057690783 0.055159395834858287 0.063104547390384069 0.05177725511748716 0.059271108581561038 0.026832375807192412 -0.06718137082425904 -0.049480409281623651 0.016084320541333203 -0.052406823655901449 -0.033876349419787004 -0.081343361165528788 0.026575133791301258 -0.063203123873898454 0.018722514144687039 0.055822518907700264 -0.044362634510653698 -0.003664180146582788 0.024690977320042998 0.0020150911228099732 -0.065768561933814459
leaf_weight=0.27356993565626897 0.65740216737321944 0.62108466763675085 0.30815613255254026 0.14413299855368666 0.21863222572983421 0.46795398641552211 1.6276475304330222 0.38262170237248916 0.14904843730619166 0.68749868240411161 0.26852420531213284 0.21077636443078518 1.1740684127435077 1.4713517315685742 0.65558687437442154 1.0270320577546952 0.54827115639636759 2.0554306706762873 0.83730926188582022 0.94249574653804202 1.1908582871838009 1.3507772764423864 0.89227293210569758 0.34530882665421792 1.2514644707553086 0.87258001044392486 1.2263515595113856 1.5002298059407619 39.770378828699904 0.76043870369903743
leaf_count=42 33 260 22 62 167 87 81 127 28 52 13 4 33 26 32 99 97 110 91 20 85 31 53 14 20 19 37 25 1084 46
internal_value=0.000489713 -0.0123769 -0.00119148 0.00685424 -0.00343317 0.00113547 0.000663236 0.00638812 0.0147037 0.0249729 -0.00903991 0.00108463 0.000394977 0.00187675 -0.0142574 -0.0352035 -0.00792264 0.000799233 -0.0291768 0.000740795 -0.0104374 -0.0341785 -0.00913816 0.00654713 0.020295 0.00286442 0.0306613 0.00209349 0.00101939 -0.0393832
internal_weight=63.8893 3.05327 2.43218 2.15861 1.85046 60.836 60.1786 1.63183 1.48769 1.33864 0.651146 59.7106 58.083 52.7486 5.33441 2.23089 1.20386 3.10352 1.04809 51.5745 8.23385 3.43391 2.24305 4.79994 3.69419 43.3407 2.6977 2.44273 40.643 1.10575
internal_count=2900 773 513 471 449 2127 2094 282 220 192 140 2007 1926 1493 433 228 129 205 95 1460 294 169 84 125 65 1166 63 45 1103 60
is_linear=0
shrinkage=0.0757875


Tree=706
num_leaves=31
num_cat=0
split_feature=13 21 4 21 23 22 15 18 0 9 18 17 16 20 8 16 16 18 22 22 22 23 2 20 6 20 20 7 9 18
split_gain=0.284295 0.457319 0.463757 0.369157 0.534567 0.385217 0.378321 0.340032 0.31834 0.434831 0.467206 0.478438 0.438134 0.284973 0.724172 0.675441 0.725154 0.650082 0.594488 0.98849 0.877379 0.802483 0.773988 0.765725 0.549983 1.37565 0.605972 0.927121 0.716147 0.647651
threshold=95.870416931800023 16.589865017350004 310.49012963040008 3.4240268213500005 -0.15684499999999998 -0.046474999999999995 15.229486597800001 17.327266398450003 98.615332683000005 191.40721473735002 15.606027545000002 199.55131508320002 14.184966829400002 41.621607100200002 4.9461400813500012 15.919962772200003 18.474956797500003 15.042884401850001 -0.071129999999999985 -0.085734999999999992 -0.081474999999999992 0.092290000000000025 187.77144079505004 34.823977857500005 15.785368822600002 38.238138001450004 37.858673296900008 23.669449516850005 191.40721473735002 13.3584252364
decision_type=2 2 2 2 2 2 2 2 2 2 2 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 -4 8 13 -10 -11 12 -12 14 -2 -15 -17 -18 19 23 -21 -22 -20 -16 25 -25 -26 28 -28 -30
right_child=7 -3 3 4 -6 -7 -8 -9 9 10 11 -13 -14 15 18 16 17 -19 22 20 21 -23 -24 24 26 -27 27 -29 29 -31
leaf_value=-0.0019242058708109037 -0.0013152442417827146 0.00057852330960820057 -0.0019541815126832432 -0.0012833545690257159 -0.0019257319873885394 0.0014163035572198896 0.0011777574562625503 0.00088770209600082587 0.0004792251057357458 -0.0019756808653791742 -0.0011279917700556415 -0.0014606477052397442 0.0009485551995083016 0.000914385028914433 0.0016746726207262242 -0.001026369879421393 -6.7931209189482221e-05 0.0013758109696287066 0.00026824170003325777 -0.0023455493866872683 0.00057023407665177388 -0.0012773792089210455 0.00110019407043136 -0.0015651107518170992 0.0014031829730690424 0.00032045682885116755 0.00090304120476791903 0.0013662145837954275 1.549209455146381e-05 -0.0015031775627095279
leaf_weight=0.86518837424955508 1.0635169084998768 1.30784153737477 0.16687490908589131 0.32877220486989245 0.82835729971702632 0.43763345375191443 0.76498082675971091 1.9419136473443348 1.4564843311673019 0.83504900825209949 0.54041151213459704 0.88887669274117787 1.0864407075569031 2.5363224667962667 1.2329031629487897 2.7181400991830769 24.524439955435813 1.1601705085486163 14.928635417425541 0.96902413270436216 1.75428347103298 1.593346207635477 5.4117078983690581 2.0528445832896969 1.8008390995673815 4.1577810170128942 1.5592248288448898 1.7974358149804173 2.4806901586707681 1.6681026644073425
leaf_count=332 163 59 83 40 194 15 50 54 70 72 34 83 24 115 16 245 528 22 225 24 32 34 106 53 24 88 22 27 41 25
internal_value=8.22684e-05 -0.000368247 -0.00073331 -0.000325512 -0.000876183 0.000258206 0.000616896 0.000108682 8.93408e-05 -0.000380502 -0.0007542 -0.000348752 0.000258763 0.000120109 0.000220332 -1.74679e-05 -0.000100681 -2.71756e-06 0.000259772 3.78768e-05 -0.000766299 -0.000309161 0.000489589 0.000245124 0.000131538 -0.000302794 0.000421393 0.000185825 -0.000185875 -0.000595119
internal_weight=84.8582 4.69965 3.39181 2.52662 1.59476 0.766406 0.931856 80.1586 78.2167 4.80726 3.35078 2.51573 1.62685 73.4094 42.4703 30.9391 28.4028 25.6846 41.4068 21.0665 4.31665 3.34763 20.3403 16.7498 15.5169 6.21063 9.30629 7.50545 5.70802 4.14879
internal_count=2900 773 714 382 249 55 133 2127 2073 283 213 141 58 1790 880 910 795 550 717 386 90 66 331 296 280 141 139 115 88 66
is_linear=0
shrinkage=0.00188464


Tree=707
num_leaves=31
num_cat=0
split_feature=22 8 20 6 22 13 13 0 13 3 6 13 0 3 8 20 20 15 2 7 23 22 18 19 2 18 0 6 9 2
split_gain=0.0940702 0.556681 0.647095 0.676558 0.794257 0.74891 0.461712 0.598853 0.45247 0.46603 0.419936 0.473786 0.397133 0.405769 0.352273 0.334219 0.380698 0.376921 0.334958 0.389939 0.329562 0.321429 0.594818 0.309933 0.450094 0.325998 0.403189 0.291484 0.440425 0.285379
threshold=-0.062629999999999991 8.9430209551500024 41.028010303750008 16.305380972600002 -0.058529999999999992 117.68187774410002 113.96105169155001 92.313586825200005 117.07428620665002 89.805255389500005 14.855347092800002 98.238948544700023 90.837623311600012 84.146051024900018 9.3427090425500019 40.21994457600001 40.08085804200001 42.133814420300006 70.507592614000018 22.689595575850003 0.09660500000000001 -0.031989999999999998 13.086509421050001 12.651020723000002 81.219375828750017 14.561733809950001 96.588235252600015 16.605387982250004 186.67271206880002 103.98563613345001
decision_type=2 2 2 2 2 2 2 2 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 6 8 -5 21 7 -2 9 12 11 -9 -4 20 15 16 17 18 19 -1 -14 -6 -23 -13 -25 -26 -27 29 -29 -17
right_child=1 -3 3 4 5 -7 -8 10 -10 -11 -12 23 13 -15 -16 27 -18 -19 -20 -21 -22 22 -24 24 25 26 -28 28 -30 -31
leaf_value=0.0048564426092506663 -0.039404786362968083 -0.044656415571737738 0.070074289045622698 0.051908537188232094 -0.088487270417859545 0.043256546228082768 0.036267975765683635 -0.074530480838738769 0.053163615805882435 -0.079390334093788012 0.042464733548300694 0.034933010973160476 0.020645122500223448 -0.058297802694267417 0.034766874374940741 0.014772838079514338 -0.082317127756051711 -0.055249881999702898 -0.0016430564221488701 -0.082240512195803001 -0.069140537499651808 0.044696552472228361 -0.056112688019084131 -0.049853141063213743 0.05729189335604274 -0.049643919842724676 0.033661017941307637 0.020736453484942189 -0.081082389958464993 -0.0019116522015923826
leaf_weight=0.48347283189650159 1.2418125899785133 1.1719307299063064 0.46185174174024624 0.5545150190591811 1.0060541965358432 0.47903301008045662 4.4878994108876205 0.37980070125195187 1.0445863679051397 0.36422779981512565 2.1261051122564822 1.671459980192594 2.0135840404163909 0.5600980609160614 1.3643823913880613 7.4348139521862384 0.41450597653602095 0.93344757147133428 8.2362629346662271 0.62585384814883582 0.24312113282030612 0.3755221094215816 1.7960104769445022 0.8238883703015748 0.63286442449316371 0.60246016178280093 0.63138557388447225 0.38478916590975032 0.5443206881172955 20.273866061686931
leaf_count=14 46 65 19 8 19 12 90 155 16 28 35 50 168 59 44 151 19 39 526 29 32 87 56 22 11 28 24 48 20 980
internal_value=0.000473159 0.00423385 0.00689925 -0.00813854 -0.0293299 -0.0416494 0.0175215 0.00714726 0.0108994 -0.00121979 0.0155644 0.00350318 0.00746422 -0.00280152 -0.00162161 -0.00288391 -0.0138728 -0.0111127 -0.00670426 -0.0442814 0.0109723 -0.0544493 -0.0386798 0.0102975 -0.00500663 0.0147868 -0.00701498 0.0012194 -0.0389143 0.00256514
internal_weight=63.3639 22.6682 21.4963 8.8986 4.21113 3.65662 12.5977 8.10978 4.68747 3.64288 6.86796 4.74186 3.27865 2.8168 40.6957 39.3313 10.6935 10.279 9.34559 1.10933 2.25671 3.17759 2.17153 4.36206 2.6906 1.86671 1.23385 28.6378 0.92911 27.7087
internal_count=2900 1030 965 504 182 174 461 371 322 306 325 290 278 259 1870 1826 627 608 569 43 200 162 143 135 85 63 52 1199 68 1131
is_linear=0
shrinkage=0.0728446


Tree=708
num_leaves=31
num_cat=0
split_feature=3 2 20 7 18 18 9 7 17 21 16 5 3 0 7 20 7 18 16 0 10 18 18 18 3 18 22 7 9 22
split_gain=0.0860625 0.154347 0.170107 0.122956 0.156658 0.135687 0.413709 0.403487 0.401554 0.370927 0.365629 0.265567 0.207578 0.313646 0.237654 0.549802 0.69212 0.644569 0.3867 0.583216 0.297144 0.329269 0.608461 0.446484 0.257618 0.394164 0.252905 0.247695 0.759374 0.518512
threshold=108.42013948475001 170.32456123625002 44.921040431000009 19.041006859700005 11.780121045600003 12.903279561150002 195.51131808980003 22.372035319250003 177.48499193625003 12.025531657300002 22.744946812400002 20.608876568850004 94.92945658615001 85.253695774650012 22.597569836950004 41.840895355800008 22.509653697550004 13.138633165750003 22.714946882600003 85.716110573100011 61.885617704800005 13.075178189100003 13.197799034350002 13.278511569200001 93.356708579850007 14.708525021850003 -0.072569999999999982 23.195026784100005 195.39349636155001 -0.101965
decision_type=2 2 2 2 2 2 2 2 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 7 9 -8 10 11 -5 13 -7 15 26 17 -17 19 -16 -21 -22 -23 -24 25 -19 -15 28 29 -25
right_child=1 -3 -4 5 -6 12 8 -9 -10 -11 -12 -13 -14 14 18 16 -18 24 -20 20 21 22 23 27 -26 -27 -28 -29 -30 -31
leaf_value=-0.015305060492361926 -0.077671287066630942 -0.081405134615066113 0.052268918623206657 -0.015376617667661008 0.047131411613284546 0.047777397911317972 -0.026475031308881174 -0.076455369682179905 0.054481984895834293 0.053886798203306399 0.030718330376591853 -0.083080679572030358 -0.043640820065743928 0.06254560839274946 -0.059438198369736302 -0.063233154224609983 0.060063246161268791 -0.025388451782929037 0.04628163363519789 -0.059620945632641427 0.03605096307363647 -0.043614462354627334 0.034960420931825394 0.039043956026555859 0.059859251765010044 0.066406675810162061 0.0095274007644420376 0.0013526898381820151 -0.058201305197079438 -0.020624508359765936
leaf_weight=0.35874097328632959 0.092338446385837325 0.21211996995407389 0.17300316807813942 0.73763222619891144 0.72640995332039893 0.87170040589989994 0.62878244539024286 0.78912699221109495 0.87647959741298109 0.41381759887735814 0.48637687787413586 0.65243171907786746 0.60803853454490209 1.572120896773413 1.0284210361423891 1.2014542809411071 0.85379476024536405 1.3393349275211224 1.0184970409609366 0.50379792813327995 1.4711514805385366 1.9261318575008761 2.1706102180760345 1.4742045876773771 0.44516035041306157 0.35326256835833181 0.81709348460390074 34.657402721124072 1.7551070079207418 2.1244525011570654
leaf_count=18 85 46 6 20 42 20 41 18 24 10 11 91 91 35 71 35 21 138 24 13 31 42 30 38 10 15 30 1752 31 61
internal_value=0.000446197 -0.0322476 0.00704994 0.000698535 0.0264905 0.000238025 -0.0125494 -0.0287849 0.0206644 -0.0123596 -0.0269692 -0.0471538 0.00128134 0.00177275 0.00103978 0.0148166 -0.00204811 -0.0179292 -0.000844339 -0.00186315 -0.000578264 7.43512e-05 -0.00112559 0.000814561 0.00753234 -0.00622986 0.0444138 -0.00103786 -0.016513 0.00381892
internal_weight=62.339 0.477462 0.265342 61.8615 1.08515 60.7764 4.58465 3.07939 1.50526 2.29026 1.87644 1.39006 56.1917 55.5837 54.712 6.58222 4.19301 3.33921 48.1298 47.1113 46.0829 45.5791 44.1079 42.1818 2.13776 1.6926 2.38921 40.0112 5.35376 3.59866
internal_count=2900 137 91 2763 60 2703 215 150 65 132 122 111 2488 2397 2377 284 219 198 2093 2069 1998 1985 1954 1912 163 153 65 1882 130 99
is_linear=0
shrinkage=0.0773033


Tree=709
num_leaves=31
num_cat=0
split_feature=13 21 4 10 7 14 0 13 10 16 6 19 13 20 16 22 23 20 16 16 6 5 4 20 15 14 3 23 20 16
split_gain=0.0910371 0.220325 0.297849 0.243904 0.352458 0.332562 0.196143 0.182759 0.180379 0.178587 0.238434 0.238336 0.232368 0.19665 0.156599 0.151365 0.147785 0.142507 0.395801 0.390941 0.605563 0.415987 0.359478 0.737457 0.821206 0.507503 0.398838 0.391182 0.333424 0.415254
threshold=95.870416931800023 16.589865017350004 310.49012963040008 78.285212300550015 24.550696209100003 312.95789969880008 119.78425200215001 96.429616222950017 84.906884675850009 13.534968349350001 6.9451622726000011 11.850956171350001 99.19872809730002 38.771633980050005 14.524966034300002 -0.16717499999999999 -0.22125500000000001 41.621607100200002 15.919962772200003 18.324957148300005 8.655202227400002 26.429611911700004 277.00048312305006 40.12915366295001 38.842471172100005 274.51613272600008 82.234557294150008 0.082975000000000021 38.592454371550012 21.534949641950003
decision_type=2 2 2 2 2 2 2 2 2 2 2 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 -3 13 15 12 -12 -9 -13 -11 -15 22 -19 20 -20 -22 25 24 27 26 -16 -24 29 -28
right_child=7 8 3 4 5 6 -8 9 -10 10 11 14 -14 16 17 -17 -18 18 19 -21 21 -23 23 -25 -26 -27 28 -29 -30 -31
leaf_value=-0.090149946598817393 0.048617147442354229 -0.029795676539288253 -0.091316904839974414 0.065523028998976579 0.086967818715084549 -0.089808667641654669 0.018088729070696509 0.028043776111821309 0.056021760067081754 0.0063411732085308292 0.089939362968555384 -0.044237020119476958 0.0096771139406982617 0.014463211316020051 -0.036552395249552068 -0.090801828558394318 -0.091318777794472533 0.047587058840121155 0.08276508377402092 -0.0031886907892743981 -0.092306809745812318 0.039281214645841389 -0.041221744525717224 0.047006611829726416 -0.066843115223030949 -0.069970066605577211 0.0091819784516510398 0.04791691224648259 -0.0028412122590607994 0.056383999930642387
leaf_weight=0.50134201427863434 0.63454827525128976 0.30973186879418779 0.25060992477665411 0.47066326250933321 0.15201846924901474 0.46401555192096566 0.18613663359064958 0.23839271300675946 0.51296065927454038 0.19508261154987849 0.46763806976377853 0.59639051352860306 0.72590784312342294 0.13456235096964519 1.9055828331038416 0.35961749767011397 0.46057184925302863 1.1163189951475967 0.23676220793277281 19.599703935811704 1.1628947131393941 0.22628979742876243 0.52114388049812976 4.1945739168586442 1.2222569331643169 0.78783991606905956 6.7798801530370856 1.5216101477853952 13.725586698965342 1.8762573041021822
leaf_count=332 33 26 50 29 6 188 109 28 33 15 16 53 42 19 104 110 72 43 6 574 121 66 38 129 63 17 206 46 287 39
internal_value=0.000468408 -0.0150372 -0.0307818 -0.0112446 0.0045209 -0.0312713 -0.058918 0.00122071 0.0237127 0.000702657 0.00129707 0.00186418 0.0411243 -0.0401034 0.00101947 -0.0566376 -0.067401 0.00151131 -0.00394923 -0.00665967 -0.0485001 -0.0708719 0.00526112 0.0223741 -0.00927135 0.000170187 0.00244542 0.025176 0.0057657 0.0194132
internal_weight=61.5369 2.84748 2.02479 1.52344 1.27283 0.802171 0.650152 58.6894 0.822693 58.0549 57.2213 56.6666 1.19355 0.833527 55.4731 0.5547 0.595134 54.8767 22.342 21.2257 1.62595 1.38918 32.5347 7.45958 3.26501 25.0751 24.2873 2.04275 22.3817 8.65614
internal_count=2900 773 714 382 332 303 297 2127 59 2094 1975 1850 58 119 1792 125 91 1739 810 767 193 187 929 276 147 653 636 84 532 245
is_linear=0
shrinkage=0.0887971


Tree=710
num_leaves=31
num_cat=0
split_feature=10 16 20 9 8 13 9 13 13 20 17 0 12 13 6 22 3 17 7 18 17 18 23 19 6 6 9 18 0 2
split_gain=0.404922 0.694091 0.589662 0.670036 0.623639 0.962145 0.617372 0.575035 0.650576 0.541974 0.574488 1.10707 0.608938 0.84364 0.683543 0.809992 0.591959 0.519124 0.662279 0.687244 0.769236 0.81321 0.774204 0.654955 0.606632 0.88001 0.646851 0.6525 0.527657 0.518285
threshold=69.873026810350026 19.214955067100004 40.621691032550004 181.61255275325001 8.543332867800002 117.68187774410002 223.24918598180003 109.34496908160001 108.84491586935002 40.922041107600009 204.53341124495003 90.259604813550013 323.71033162625002 117.61735474900001 16.015374196650004 -0.23771499999999998 89.579424906550017 201.37020668845003 23.699538637550003 13.3584252364 188.16174763880002 13.064341268650002 0.08079500000000002 14.451165964200003 16.375382608200002 16.445384243750002 179.80632259800004 11.780121045600003 86.530713386650021 50.734033752200013
decision_type=2 2 2 2 2 2 2 2 2 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 29 -5 -6 9 8 -2 -4 12 -12 14 -14 15 -11 -16 18 19 20 21 24 -22 28 -18 -26 27 -27 -21 -1
right_child=1 -3 6 4 5 -7 -8 -9 -10 10 11 -13 13 -15 16 -17 17 -19 -20 23 22 -23 -24 -25 25 26 -28 -29 -30 -31
leaf_value=0.0019552003811907463 -6.6480671392372877e-05 -0.0014203933877027306 -0.0011843547300372538 0.00080541072346728304 0.00046673305495321542 -0.0011095123610184476 0.0013871040707500394 0.00094221440271795873 -0.002079045618721079 -0.0010656511604859211 -0.0019972672126995841 0.00040940091255095828 -0.0020301149230941709 0.00096217621625184111 0.0016717906387422132 0.0010356305218620515 -0.0021893228093414589 -0.0012627131530573202 0.00082764445044437927 -0.0022974502373447202 -0.00091604428953597611 -0.0022030844087036656 0.00086886484743121234 -2.2143695951256088e-05 0.0015147229650993286 -0.00088203135102799543 -0.001041034525579951 0.0013968660340659164 -0.00052401196660390782 -0.0012888301390318959
leaf_weight=0.22124002105556684 24.945650062523793 1.4630154750775535 1.4702115117688652 12.258277928922327 6.7168074372457323 1.91286239400506 1.2430502674542356 2.1380769209936252 0.63320522353751485 0.81367935228627164 1.4760192019748495 1.4634685674682257 1.1109882101009123 0.5375124868005513 0.80911019444465893 5.294988215435299 0.4911985807411926 1.2516517862677563 3.4310856303200117 1.2998470619786524 1.1134168870630672 0.79932380566606287 5.8074340599123389 2.5936635171528906 1.2755338171264154 0.80956011982925735 2.3292405204556417 1.1976806101738473 1.2804131992161272 1.3134939191513693
leaf_count=5 1485 43 31 155 98 40 21 26 45 48 30 29 67 7 10 90 16 18 36 26 24 23 91 41 18 109 74 38 14 142
internal_value=8.54983e-05 -0.000104126 0.000177227 0.000429264 0.000521141 0.000117341 2.81111e-05 -3.46481e-05 -0.000116302 -1.7974e-05 3.07623e-05 -0.000799071 0.000106408 -0.00105444 0.00016895 0.000755738 2.25795e-05 -3.37714e-05 3.48116e-05 -0.000108381 0.00011978 -0.000343376 0.000581711 -0.000717969 -9.98146e-05 8.30722e-05 -0.000338034 0.000477741 -0.00141741 -0.000821186
internal_weight=89.5017 29.1799 60.3218 22.4227 20.8879 8.62967 37.8991 27.7169 25.5789 36.656 35.1858 2.93949 32.2463 1.6485 30.5978 6.10867 24.4892 23.68 22.4284 18.9973 13.8234 6.90254 6.92085 5.17392 6.10321 5.61202 4.33648 2.00724 2.58026 1.53473
internal_count=2900 1599 1301 440 293 138 861 1556 1530 840 809 59 750 74 676 138 538 528 510 474 393 278 115 81 255 239 221 147 40 147
is_linear=0
shrinkage=0.00196078


Tree=711
num_leaves=31
num_cat=0
split_feature=9 13 3 21 7 15 9 19 6 5 6 6 21 15 0 5 20 10 15 0 17 19 16 12 16 23 16 20 3 13
split_gain=0.0930549 0.156281 0.23557 0.135183 0.159863 0.172246 0.107514 0.349743 0.328493 0.623789 0.407543 0.573833 0.267798 0.26374 0.255733 0.550152 0.411759 0.391135 0.248349 0.237044 0.362921 0.236597 0.297898 0.220055 0.219805 0.21504 0.295977 0.317806 0.414185 0.403028
threshold=37.256168974800005 96.209162656250015 66.676450093250011 20.770927814650005 23.875242364300004 5.4774945026000008 187.70546222865002 14.451165964200003 16.425383776450001 21.197160116700001 16.395383075500003 16.180378051950004 17.123843457500005 37.261389050600009 85.716110573100011 22.382291025900006 43.812290675100009 61.917879202350001 43.376643616500012 102.84427732220001 242.64190980425005 13.051052998800001 22.674946976100003 226.08376556485004 7.4549825670500001 -0.17732499999999998 20.784951395750003 47.480720532750006 87.544262101800015 109.72404167800001
decision_type=2 2 2 2 2 2 2 2 2 2 2 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 10 -10 11 24 21 -9 15 -8 17 18 -17 -16 -21 -11 23 -23 -2 -26 27 28 29 -27
right_child=6 -3 3 -5 5 -7 14 13 9 12 -12 -13 -14 -15 19 16 -18 -19 -20 20 -22 22 -24 -25 25 26 -28 -29 -30 -31
leaf_value=-0.078289792870105249 -0.080704064601934578 -0.07914659886519608 0.035110388656772733 0.077930107342572497 0.078750737835677542 -0.077981553359974379 -0.083814893086655379 0.061266770438073291 -0.077916563102363723 -0.077901260233113501 0.079103848193314744 -0.087126980007300861 -0.082851754676570605 0.0092100082632766509 0.0016403095647135339 -0.026641307352931621 0.06066030662629885 -0.081508592073283523 0.02763625385901311 -0.072260646101385578 0.031062505113230617 0.045108613309680141 -0.043777417031718127 -0.019296956938338911 0.034190340805534306 -0.021213608418568623 0.06162285579497135 0.026729174614367822 -0.083879480514999841 0.079390774234309763
leaf_weight=0.21532002180310772 0.15129474303466661 0.22472844276489923 0.29919835705368314 0.15458083525300026 0.05211552232503891 0.2137945690919878 0.66904489221633356 1.1200686153024428 0.80988802574574981 0.17772617489390619 0.48362119391094882 0.37611588393338014 0.21287937884335395 1.2097487360006196 42.865484509791713 1.2054991545155656 0.46396112471120421 0.47846070497325843 0.86537350888829667 0.61390610704620385 0.30361860385892214 1.2862339657804116 0.41516669583506871 0.42070583148597496 2.0072251971432693 1.3929255468810904 0.45413224957883347 1.2236274733004391 0.50480550163047144 0.28698215261101712
leaf_count=197 54 67 28 7 1 96 25 15 14 116 7 15 19 33 1163 49 15 74 27 194 37 97 12 37 130 197 9 65 95 5
internal_value=0.000424871 -0.0212637 -0.00735157 0.0138721 -0.0036505 -0.0472637 0.000844098 0.00721232 0.00104164 -0.0189187 0.0106802 0.00550736 9.72812e-05 0.0342365 -0.000837419 -0.020403 -0.00632365 -0.0185143 -0.00395987 0.000808135 -0.0380699 0.00777529 0.0149507 0.0292347 0.011294 0.0136653 0.00299896 -0.00481217 -0.022478 -0.00402715
internal_weight=61.1582 1.15974 0.935009 0.719689 0.565108 0.26591 59.9985 12.5331 10.2033 3.3226 6.88073 6.39711 2.51271 2.32982 47.4653 3.68234 3.01329 2.54933 2.07087 43.783 0.917525 2.29983 2.12211 1.70694 6.02099 5.8697 3.86247 3.40834 2.18471 1.67991
internal_count=2900 396 329 132 125 97 2504 920 872 295 577 570 281 48 1584 190 165 150 76 1394 231 262 146 134 555 501 371 362 297 202
is_linear=0
shrinkage=0.0773033


Tree=712
num_leaves=31
num_cat=0
split_feature=19 18 17 15 16 22 7 21 16 15 23 17 13 10 16 0 19 21 16 13 20 22 17 23 12 15 3 12 17 19
split_gain=0.0884999 0.160702 0.208497 0.136783 0.415396 0.515983 0.397369 0.38516 0.357796 0.244418 0.23284 0.197913 1.02506 0.489869 0.715857 0.417161 0.535221 0.349152 0.479744 0.656212 0.49716 0.334055 0.307608 0.375692 0.372681 0.483163 0.535329 0.383831 0.456741 0.326771
threshold=14.651182102100002 13.622618370000001 196.65693750130004 44.34858359035001 22.674946976100003 -0.063985 23.633329316050006 9.0990081631500015 22.604947139800004 42.670190152050004 0.089185000000000028 201.37020668845003 117.25441290135001 64.321360770950022 20.719951547750004 90.837623311600012 14.151141757350002 6.8125785082500014 18.714956236300004 103.58091484995002 42.526729949000007 -0.22089 197.57625617845002 0.11263500000000003 207.71672397260002 35.645792850250011 85.622014538550019 219.23896387120001 200.96259924040001 14.551174033150001
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=3 2 -2 9 5 7 -6 -5 -7 11 -11 22 13 -13 15 -15 17 18 19 20 21 -17 29 24 25 26 -24 -26 -29 -1
right_child=1 -3 -4 4 6 8 -8 -9 -10 10 -12 12 -14 14 -16 16 -18 -19 -20 -21 -22 -23 23 -25 27 -27 -28 28 -30 -31
leaf_value=0.00089798049517332047 0.028392120114475793 0.036544179367536608 -0.027695238397689108 -0.079401394121957736 -0.023660250566608983 0.053165478112998189 0.063469881158188232 -0.00084217961766844133 -0.028083794110081477 -0.0019925370314863651 0.041046456565260549 0.037969756484420525 -0.088553524250145899 0.05553710916979343 -0.079910989969866925 -0.075203812138745635 -0.090318657087436471 -0.030967960067732829 0.037035864298989495 -0.07785139768349271 -0.077585533455321362 0.036183209298885452 -0.048162788883349079 0.055958668156161004 0.066313781511487119 -0.077247054600053017 0.031619570335428421 -0.01752854185805279 0.070891726566384969 -0.030700981949600709
leaf_weight=32.720710130782209 0.68163727063802004 1.0305122593417761 0.78994308924302459 1.149914503097534 0.52919092320371397 0.5389776537776918 0.63658062648028135 0.49193821894732526 0.67265366885112599 1.2412336199195118 1.5738780733372548 1.3952445880568083 0.8351593173574664 0.62108582428481884 0.72946256271097798 0.16511457590240564 0.41049372276756901 1.7383512604883433 1.8653593077324329 0.63731822307454411 0.30908243253361423 1.4899858051817338 0.70568897545126663 1.1243521416326983 0.94086396615603041 0.49748233379796136 1.3573881225020157 1.1787457121536133 0.44401224821194762 1.9123187243239943
leaf_count=1639 25 19 17 77 35 17 12 35 34 37 30 29 19 18 29 69 14 205 40 53 42 147 62 27 13 9 29 67 12 39
internal_value=0.000360665 0.0140421 -0.00171553 -0.000230438 -0.0134532 -0.028721 0.023918 -0.0558632 0.00805884 0.000755689 0.0220698 -0.00041901 -0.00967988 -0.00264339 -0.00975656 -0.00268505 -0.00815098 -0.00271533 0.00827964 -0.0123395 0.00891714 0.0250711 0.00189083 0.0170644 0.00853022 -0.0115197 0.00432949 0.0285562 0.00666464 -0.000846807
internal_weight=60.4147 2.50209 1.47158 57.9126 4.01926 2.85348 1.16577 1.64185 1.21163 53.8933 2.81511 51.0782 10.1967 9.3615 7.96625 7.23679 6.61571 6.20521 4.46686 2.6015 1.96418 1.6551 40.8816 6.24853 5.12418 2.56056 2.06308 2.56362 1.62276 34.633
internal_count=2900 61 42 2839 210 163 47 112 51 2629 67 2562 665 646 617 588 570 556 351 311 258 216 1897 219 192 100 91 92 79 1678
is_linear=0
shrinkage=0.0743015


Tree=713
num_leaves=31
num_cat=0
split_feature=9 13 3 21 0 0 20 20 3 21 21 12 22 9 16 22 23 15 15 16 12 8 17 3 8 7 6 9 17 0
split_gain=0.0876853 0.138589 0.20816 0.126119 0.142559 0.243129 0.0980725 0.428988 0.345703 0.295049 0.518213 0.391021 0.566605 0.61252 0.446255 0.302385 0.514631 0.326949 0.339841 0.279892 0.220974 0.405271 0.349648 0.602989 0.416624 0.349453 0.273725 0.257049 0.462553 0.446614
threshold=37.256168974800005 96.209162656250015 66.676450093250011 20.770927814650005 100.13162306855001 110.74296730945001 43.19689381845 43.061965423550006 89.805255389500005 6.655069997600001 6.338788634150001 197.02116758845003 -0.09715 194.59941400375001 18.984955604900005 -0.08459499999999999 0.083415000000000031 40.452545866750008 31.975879077800005 18.324957148300005 286.25174907180002 4.9461400813500012 203.93111730270002 88.727183679150016 2.8477776226000002 17.715895715150005 16.485385178400005 187.70546222865002 187.59608338195002 85.968825637350008
decision_type=2 2 2 2 2 2 2 2 2 2 2 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 20 -9 10 15 12 13 14 -11 17 -17 18 19 -8 21 25 24 -24 -22 -2 -26 28 -23 -30
right_child=6 -3 3 -5 5 -7 9 8 -10 11 -12 -13 -14 -15 -16 16 -18 -19 -20 -21 22 27 23 -25 26 -27 -28 -29 29 -31
leaf_value=-0.081367324784068648 0.069039536725343076 -0.082162762400020031 0.069409607211274357 0.081015257184576098 -0.072794390428337089 0.062024820208179045 -0.011956065462253888 0.021084579640495538 -0.075457494488021568 0.014437741388178717 0.074960513617783275 0.014851134903566857 -0.078507378374730652 0.070577480383268942 -0.088919066295552712 0.023339487708920952 -0.088180104633469952 0.081051575689841393 -0.049778328080762185 0.060358700434483922 0.045330696218383829 -0.0056756991613212899 -0.047919813577975721 0.047149168788744533 -0.076299489193401529 -0.081722115747990029 0.0062991757596820774 0.00068775700132484008 0.077234166822896688 0.01358023778000208
leaf_weight=0.19506713652162833 0.1186924431422075 0.20395486096822424 0.12605519563658163 0.13980635441839695 0.26549779388005845 0.12835050272406079 0.61206249591123219 0.33319170088361605 0.85705280433830922 0.57491148549161175 0.983373156224843 3.1107218085962813 0.91017555264988903 0.54175628954544652 0.50983123935293406 0.5997872815933063 0.48337898870522622 0.52226581773720671 0.47398082818835963 0.79703919193707407 0.29257982685521655 2.5360627769332487 0.74631457675786794 1.0231989508029071 1.2506891614739286 0.61341986076513422 0.32746506737021253 37.296682258918736 1.2649079454713503 1.634016212839924
leaf_count=197 23 67 9 7 100 16 55 24 41 56 21 198 74 10 31 37 31 10 14 21 26 65 99 29 81 268 23 1190 25 52
internal_value=0.00034603 -0.0225926 -0.00837883 0.0132029 -0.00503246 -0.0288584 0.000761787 -0.000746701 -0.0484319 0.00796105 0.023394 -0.00425953 -0.0276949 0.000739318 -0.0341402 0.00885798 -0.0264278 0.0247477 0.00913206 0.0289478 0.000458229 0.00205242 -0.0185761 0.00705263 -0.0428181 -0.0572801 -0.0591604 0.00306895 0.0194095 0.0413548
internal_weight=59.4723 1.05873 0.854777 0.65971 0.519903 0.393848 58.4136 48.2943 1.19024 10.1193 4.47189 5.6474 2.53667 1.6265 1.08474 3.48851 1.08317 2.40535 1.88308 1.4091 47.104 43.4638 3.64025 1.76951 1.87073 0.732112 1.57815 42.7317 5.43499 2.89892
internal_count=2900 396 329 132 125 116 2504 1946 65 558 189 369 171 97 87 168 68 100 90 76 1881 1623 258 128 130 291 104 1332 142 77
is_linear=0
shrinkage=0.0804263


Tree=714
num_leaves=31
num_cat=0
split_feature=13 21 12 21 15 23 23 20 16 20 18 0 6 15 17 21 10 16 16 10 12 9 0 0 10 8 10 20 20 6
split_gain=0.337755 0.368961 0.403873 0.422822 0.319514 0.306202 0.255698 0.26627 0.24137 0.312947 0.23339 0.346719 0.394788 0.511957 0.450025 0.270805 0.492594 0.27597 0.263059 0.81327 0.608326 0.519654 0.548252 0.348349 1.29981 0.612652 0.547531 0.361156 0.534565 0.575317
threshold=95.870416931800023 14.941253073700002 225.59153217100001 3.4240268213500005 15.229486597800001 -0.15684499999999998 -0.27223499999999995 48.919835655300012 22.664946999500003 32.785955158400007 17.327266398450003 98.615332683000005 12.26528657645 23.304416445750004 208.46089438445003 5.597634825300001 80.677940036650014 14.184966829400002 15.919962772200003 72.953999827850012 207.71672397260002 199.21354841250005 97.483491810050012 96.055920542800024 71.090898343450007 7.943800736700001 71.52105164435001 41.621607100200002 43.19689381845 15.265356672600001
decision_type=2 2 2 2 2 2 2 2 2 2 2 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 -5 7 8 9 -2 11 18 14 -14 15 17 -17 -13 20 23 21 -8 -23 24 27 -26 -25 -20 29 -29
right_child=6 -3 3 5 -6 -7 10 -9 -10 -11 -12 12 13 -15 -16 16 -18 -19 19 -21 -22 22 -24 26 25 -27 -28 28 -30 -31
leaf_value=-0.0020038671172570074 0.00083788451270840785 0.00036409545057699991 -0.0020284561291792577 -3.7228390692314068e-06 0.001281528104782077 -0.0020105709359392225 -0.00099942510015732381 0.00085021233326561003 0.00075663510009250944 -0.0020892624540078085 0.00080827622073794813 -0.00032240563053985953 -0.0020736970435830311 0.0001097985284526592 -0.0016753108871351628 -0.0017133893796154227 0.00081422148422056508 0.0015646804780939849 0.00030607986344595472 -0.0016641180515344271 0.0013635144582048915 0.0014550262366725545 -0.00023508064584625739 -0.00015245406852152168 0.00018856328492612796 -0.0020660486055437831 0.0017355767550822742 -0.0013107131484916621 0.0003892892042105556 -9.4508516980417999e-05
leaf_weight=0.83487486577541803 0.17167087132111081 1.4263364197686312 0.13486963636205462 0.52459714404540125 0.66482851255568676 0.66013705902150821 1.196846444174297 0.33676757861394424 0.21252064779400826 0.77149652771186084 1.9319542560260732 0.43985086039174326 0.97998903389088787 0.71337322157341987 0.5000895676203071 0.53847879380919017 0.65948010724969208 0.92352067687897943 32.247910299309297 0.97300400424864975 2.21254223890719 1.3487377217970791 1.6294098636135457 1.0822250093333416 0.66875821119174306 1.5087836612947283 1.2998136603273449 1.6723778337473074 8.3849241996649635 14.129822340590179
leaf_count=349 25 93 74 45 48 164 96 8 4 94 54 32 55 45 43 41 27 31 582 114 63 22 29 27 27 77 24 58 219 330
internal_value=8.97498e-05 -0.000448564 -0.000859702 -0.000378338 0.000723297 -0.00112194 0.000119612 -0.000684036 -0.00113112 -0.00155648 0.000135595 0.000117819 -0.000394158 -0.00115384 2.60461e-05 0.000358229 -0.000321932 0.000955869 0.000153433 0.00011438 0.000532299 9.1796e-05 0.000530332 0.000142751 0.000112878 -0.00137362 0.000877793 0.000170235 -1.08833e-05 -0.000223222
internal_weight=80.78 4.24564 2.81931 1.98443 0.799698 1.18473 76.5343 1.49246 1.15569 0.943167 75.0419 73.1099 4.75478 1.69336 3.06142 2.56133 1.19796 1.36337 68.3552 61.9676 6.38754 4.17499 2.97815 60.9946 58.6126 2.17754 2.38204 56.435 24.1871 15.8022
internal_count=2900 773 680 331 122 209 2127 131 123 119 1996 1942 274 100 174 131 68 63 1668 1458 210 147 51 1344 1293 104 51 1189 607 388
is_linear=0
shrinkage=0.00196078


Tree=715
num_leaves=31
num_cat=0
split_feature=9 23 9 0 20 2 17 9 9 17 8 2 17 17 22 20 22 6 13 13 3 15 0 14 19 9 23 21 2 15
split_gain=0.082999 0.178236 0.161003 0.293844 0.226403 0.224088 0.22524 0.15536 0.22669 0.355431 0.215761 0.363647 0.292378 0.176352 0.174645 0.397927 0.623822 0.823087 0.551656 0.490194 0.361779 0.358383 0.373435 0.357918 0.491315 0.460536 0.565574 0.442976 0.433661 0.412336
threshold=231.85949239145003 0.089335000000000012 223.24918598180003 94.418649541350007 41.590548329450009 357.36576196840008 207.18249964335004 219.38617924735004 215.80505313260002 204.43529195140005 8.8430989333000021 72.843776848050013 181.85746889350003 207.35596244665001 -0.065399999999999986 41.028010303750008 -0.060760000000000002 16.305380972600002 117.68187774410002 117.07428620665002 89.805255389500005 32.393814985100008 101.99741301110002 221.97954525475004 13.751109481500002 199.82130058355003 0.084795000000000023 0.61177024580000017 69.280267125550012 40.301031380450006
decision_type=2 2 2 2 2 2 2 2 2 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 7 -7 8 10 -10 14 -12 -13 -9 -1 23 -17 19 -19 20 21 22 -18 25 27 26 28 -25 -16 -26
right_child=1 -3 3 4 -6 6 -8 13 9 -11 11 12 -14 -15 15 16 17 18 -20 -21 -22 -23 -24 24 29 -27 -28 -29 -30 -31
leaf_value=-0.0023511093559871023 -0.068122749619666495 0.026670654739845104 0.063730257905566023 0.026571931037713718 -0.073055209872219293 -0.07287953017657875 0.021833644004978697 -0.063016245615128044 0.054924885578926358 -0.024556478691490281 0.011878894511981191 0.0086025161268850885 -0.07972432650990853 0.0089247786241290934 -0.013408522976429037 0.055432327298210744 -0.046680202925622506 -0.055383599180219859 0.042287130005786655 0.064375851381054935 -0.085647888024512786 0.054842779704344272 0.028768970439571155 -0.075985107738379395 0.081673626634394106 0.033307920965000529 -0.040463923269672152 0.02089453529968149 0.061457907894268124 0.024176758565513334
leaf_weight=32.249238463752583 0.32802804666789498 0.21072258108324604 0.70862360624596366 0.38079342228229507 0.24087592170690186 0.52214479337544517 0.23573923047297285 0.51954870353620108 1.1655383187826363 0.5291600751588702 0.96903425280470346 0.33928536131861597 0.84901975316461176 0.38279896809035563 1.1640546480193825 0.92839634185656983 0.97224957693833791 2.9746002650608721 0.42785818118136365 0.87639462761580933 0.31620622111222463 0.68963788673863735 0.75294161110832647 0.39781871895684151 1.5456460732966664 2.3088011718427879 2.1292846992964769 1.3125489998892588 0.87789841042103933 1.6877445058198643
leaf_count=1539 35 20 21 31 25 64 23 46 51 36 27 19 45 28 21 17 115 157 12 14 27 24 102 76 25 63 77 91 29 40
internal_value=0.000377044 -0.031046 0.00066666 0.028326 -0.0120302 2.2529e-05 -0.0434191 0.000606638 0.00114521 0.0301073 0.000232374 -0.0246868 -0.0545052 -0.032497 0.00127399 0.0073119 -0.00651949 -0.0147244 -0.0431015 0.0120403 -0.00475431 0.00583818 -0.0137512 0.0169232 0.0332216 0.00448882 -0.0114627 -0.00163894 0.0187789 0.0516618
internal_weight=58.9926 0.538751 58.4539 1.33029 0.621669 57.1236 0.757884 56.3657 55.4634 1.6947 53.7687 2.15734 1.18831 0.902348 51.6113 19.3621 7.93828 7.00989 3.40246 3.60743 2.73104 2.41483 1.72519 11.4238 4.94376 6.48004 4.17124 1.71037 2.04195 3.23339
internal_count=2900 55 2845 77 56 2768 87 2681 2607 87 2520 91 64 74 2429 890 468 451 169 282 268 241 217 422 232 190 127 167 50 65
is_linear=0
shrinkage=0.0804263


Tree=716
num_leaves=31
num_cat=0
split_feature=15 23 20 16 16 23 17 13 16 3 13 20 18 9 5 23 23 0 22 18 6 20 6 20 7 22 23 18 13 23
split_gain=0.0848695 0.239685 0.274522 0.245925 0.190427 0.165807 0.131199 0.106674 0.651011 0.504164 0.383898 0.411754 0.449562 0.422838 0.405271 1.03255 0.711631 0.514952 0.523132 0.456732 0.377687 0.356712 0.611729 0.543847 0.576982 0.484802 0.423557 0.379858 0.556791 0.311577
threshold=45.49682449725001 0.092290000000000025 42.737166331000005 22.674946976100003 22.614947116400003 0.078935000000000019 157.96759137085004 112.82921081865001 19.974953289850003 89.227236891450005 113.92610173585001 38.441102963850007 13.373311100250001 193.60452210450003 21.197160116700001 0.083415000000000031 0.091545000000000029 86.530713386650021 -0.23401999999999998 13.326324856250002 16.355382140900002 42.131954243650007 16.545386580300001 41.134354310300004 22.892948161350002 -0.036264999999999999 0.086355000000000029 13.030213775350001 117.64423933030001 0.25847000000000003
decision_type=2 2 2 2 2 2 2 2 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 -1 8 29 -9 -11 12 13 -12 15 -13 19 18 -16 -17 -18 23 27 25 -25 -20 -24 -23 -29 -8
right_child=1 4 3 -5 -6 -7 7 9 -10 10 11 14 -14 -15 17 16 20 -19 21 -21 -22 22 26 24 -26 -27 -28 28 -30 -31
leaf_value=-0.071158633356696421 -0.016867344896553668 0.052155758971610185 -0.041659760690080226 0.072185952280667653 -0.01923008154107617 -0.086693886999225131 0.0012770820161148648 0.045071893507662275 -0.06867760541655947 -0.049940476317399306 0.040745569060778815 0.042510070171581912 0.072708432742436852 -0.036147435829180834 -0.079682808391826593 -0.021950242049409562 0.035703986258995894 0.027642808473026706 -0.042649661379350175 -0.09847271271693997 -0.033474676853389868 0.0041895288983445737 0.065006075715232509 0.075689720761067669 0.00022488591319392841 0.029145031620569008 -0.031028165604642749 -0.079655248525613009 0.0094131719029596893 -0.090973834875990117
leaf_weight=0.18963332425027957 0.41060043414472536 0.56804751616436966 0.29698443546658371 0.27879962371662259 0.56478745935601182 0.69222321185225155 22.57566030014187 2.1836046807002303 1.0914517210330803 1.0516539455420595 1.2676987660670453 1.5821950044482971 1.2782635409384964 0.94679700210690487 0.65203280757124282 0.93294142559170756 1.0211569052189591 5.8476785826496771 1.6637415069853889 1.6134086800739167 1.4437587717548011 1.300094019941753 0.9829668844649857 1.6496923482081913 1.4364051326410843 1.2471459754742573 0.53887404280249029 1.8157511528697798 0.75229606498032797 0.28092604252196807
leaf_count=96 31 23 33 9 39 41 1767 52 48 37 70 27 17 19 65 16 18 87 38 33 28 31 41 49 22 27 28 57 12 39
internal_value=0.000379098 -0.0143763 -0.0352579 0.0134653 0.0165656 -0.0606963 0.00112864 0.00137717 -0.00299332 0.00473093 0.00169596 0.00363726 0.0315995 0.00787034 -0.000352316 -0.0188013 -0.038159 0.00644843 -0.00384627 -0.0704361 -0.00481557 0.000496233 -0.0157565 0.0151039 0.0405651 -0.0118898 0.031001 -0.0341523 -0.0535631 0.000143243
internal_weight=58.1573 2.81144 1.67861 0.575784 1.13283 1.10282 55.3458 55.1562 23.948 31.2082 29.0246 27.9729 3.49276 2.2145 24.4801 6.59346 5.01127 17.8867 12.039 2.54635 2.46492 11.387 5.38998 5.99698 3.0861 2.91089 1.52184 3.86814 2.56805 22.8566
internal_count=2900 176 114 42 62 72 2724 2628 1854 774 722 685 106 89 579 122 95 457 370 49 46 305 169 136 71 65 69 100 69 1806
is_linear=0
shrinkage=0.087056


Tree=717
num_leaves=31
num_cat=0
split_feature=13 22 18 0 6 15 12 6 3 10 13 18 21 2 18 7 3 12 2 7 22 22 8 2 12 22 8 23 23 21
split_gain=0.0809152 0.189591 0.178844 0.173021 0.243519 0.302072 0.300462 0.232765 0.255816 0.203849 0.402088 0.489894 0.203446 0.178546 0.168848 0.221642 0.179848 0.164701 0.154485 0.153489 0.147485 0.41614 0.717438 0.582932 0.810948 0.668915 0.565793 0.467732 0.731727 0.649853
threshold=95.870416931800023 -0.24103499999999997 17.327266398450003 98.615332683000005 12.26528657645 23.304416445750004 119.83795109915002 11.815276062050001 73.962171626800014 75.465019721650009 104.02719889955002 15.653972037550002 5.7087410616000005 202.77941723725004 14.708525021850003 21.725272673150005 75.559115756250023 252.77140434755003 154.60082690140004 29.973557588500004 -0.11600999999999999 -0.088099999999999998 8.6432548896500023 133.77145172410005 145.39241760245002 -0.10282499999999999 8.9430209551500024 0.083415000000000031 0.085880000000000026 4.7627705569500014
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 3 9 6 -6 -5 8 -8 20 11 13 18 -11 -3 -16 19 -4 -10 -17 -2 22 23 24 25 -22 27 -23 -29 -30
right_child=2 14 17 4 5 -7 7 -9 12 10 -12 -13 -14 -15 15 16 -18 -19 -20 -21 21 26 -24 -25 -26 -27 -28 28 29 -31
leaf_value=-0.083340672427251614 0.0079472114729759458 -0.070511316658686971 0.058040122842158384 0.054944622918678902 -0.0852784189734236 0.0023551214856794263 0.064468895608149029 0.038203922138179205 0.0346808681837837 -0.086339211971180871 0.080022690591464163 0.034055216164785039 -0.086660426716760344 0.025332584125456997 0.074912655295130623 0.0082072916160300102 -0.083368666719241868 -0.0051628949605404878 -0.062915133571862208 -0.082993031433235359 0.016605014175243137 0.021871247860866409 0.023887816638052024 -0.07294590530869309 0.054731174731242775 -0.062114999000154276 -0.053059746738735487 -0.056804551977240304 -0.019617629424333319 0.013888296654080225
leaf_weight=0.24067330740035719 12.502886321213735 0.2485727418752498 0.69687362480908521 0.48142649116198244 0.65047829720424466 0.44634491112083197 0.14301975507987641 0.35504188528284419 0.23101070351549424 0.41521497511712313 0.64792716968804587 1.1653660637384744 0.54053288226714358 0.12546675541670993 0.24127246378338929 1.4324363086866467 0.19431012259155966 0.46103977202437818 0.2069102312088944 0.13597729406023962 1.1023753290064635 7.6589642769940971 1.9535982086526926 1.7636863663938127 0.8511574720032512 2.1301398676878227 1.189759851200505 1.5166371095692763 5.8740651120315333 11.565550379295017
leaf_count=146 544 48 28 26 57 45 12 23 22 64 11 34 69 23 21 359 62 26 29 137 26 286 49 100 11 58 72 43 178 291
internal_value=0.000318933 -0.0141337 0.000977986 0.000287859 -0.0186703 -0.0496165 -0.00133448 -0.0196846 -0.0380113 0.00143549 0.0250065 0.00411234 -0.0529907 -0.0604254 -0.00673939 0.00117078 -0.00892262 0.0328749 -0.0114316 0.000300466 0.000282156 -0.0024094 -0.0191528 -0.0335327 -0.0165106 -0.0352693 0.00228813 0.0047623 -0.00215028 0.00260273
internal_weight=57.1687 2.49324 54.6755 53.5176 3.05477 1.09682 1.95794 1.47652 1.12147 50.4628 2.35397 1.70605 0.978454 0.540682 2.25257 2.004 1.76272 1.15791 0.437921 1.56841 48.1088 35.6059 7.80096 5.84736 4.08367 3.23252 27.805 26.6152 18.9563 17.4396
internal_count=2900 773 2127 2073 283 102 181 155 132 1790 132 121 120 87 627 579 558 54 51 496 1658 1114 244 195 95 84 870 798 512 469
is_linear=0
shrinkage=0.0820348


Tree=718
num_leaves=31
num_cat=0
split_feature=21 21 6 16 13 15 15 20 23 22 22 22 23 23 22 20 17 23 18 12 21 18 22 15 9 2 0 21 22 10
split_gain=0.0887328 0.302083 0.375513 0.319084 0.389416 0.510361 0.633885 0.37636 0.304268 0.375928 0.667679 0.561476 0.557281 0.439591 0.435357 0.386073 0.348448 0.251769 0.229859 0.315849 0.223506 0.549534 0.58386 0.528936 0.332166 0.275287 0.252086 0.251801 0.356502 0.24658
threshold=2.9845679401500003 2.1194692063500002 16.555386813950005 22.634947069650003 117.48293184245001 42.133814420300006 39.283112803100003 41.495754733000005 -0.093074999999999991 -0.096499999999999989 -0.23557500000000001 -0.055714999999999994 0.094275000000000025 0.10721500000000002 -0.021344999999999999 38.592454371550012 203.08534335880003 0.080125000000000016 13.021216158500001 218.12027148180002 4.6354459407500004 15.064837217800003 -0.11600999999999999 40.452545866750008 204.42645579255003 50.734033752200013 97.900202820250016 3.4703576882500005 -0.14143499999999998 61.82916008405001
decision_type=2 2 2 2 2 2 2 2 2 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 6 8 -6 -1 10 12 17 -10 14 -13 -16 -12 -11 -5 -20 21 22 27 24 -24 -22 -23 -2 -29 -27
right_child=20 2 -4 18 7 -7 -8 -9 9 11 16 13 -14 -15 15 -17 -18 -19 19 -21 25 26 23 -25 -26 29 -28 28 -30 -31
leaf_value=0.027640296648892972 0.051145289345998768 0.03646813258261785 -0.036948416288585542 -0.0050923016901536665 0.014395262545333427 -0.089145100884726478 0.073335438275243719 -0.083522073434378813 -0.086957729795897817 -0.0024778587395607459 0.065669068176950493 0.036188148065605642 0.016789418749198634 0.055995174027869778 -0.0096846042614230458 -0.07956778394467387 -0.016816027477210824 -0.07758278339148296 0.07799452788797015 0.0050693314947463201 0.06191326590430915 0.069959249040631527 -0.08547223040187471 0.0011460178907776594 -0.02236380030115117 -0.02756316261069942 -0.0019519265680105185 -0.065948131595167866 0.034190208846178648 0.0017901329104532127
leaf_weight=1.737384289189319 0.66636837442638286 3.0779654700381793 0.52793904743884912 0.9549318309873337 0.38357821007957571 0.40935146593256 0.75666849489789534 0.7511087020393461 0.60821388620115635 0.37087208167212793 1.3331149713358126 0.72846410414421914 0.7452760237702023 0.63834552199750749 1.3801602889091236 0.81231854834550166 0.44081005502653159 1.3032156541257789 0.85069827418192268 0.70051266718655825 0.47025558073073881 0.59646396823518422 1.7103930435187069 1.1103959340834988 0.78804190276423458 1.9777113151139953 0.66897192759643076 0.44118566343968268 0.48032888973830268 28.924990557822639
leaf_count=149 15 123 27 28 39 18 15 19 72 14 85 36 35 23 83 61 37 80 21 27 9 24 60 39 25 197 102 35 10 1392
internal_value=0.000267882 0.00483079 0.0257192 -0.000222655 -0.00551314 -0.000989362 0.00233511 -0.0504214 -0.00298503 -0.00934901 0.012712 -0.0225324 -0.0298311 -0.00446568 -0.0176789 -0.0355765 0.045172 -0.0609443 0.0259515 0.0450622 -0.00196453 -0.0155848 -0.0271582 -0.0450401 -0.0655669 0.000840936 0.0319434 0.0134826 -0.0137522 -8.84195e-05
internal_weight=56.346 18.5109 3.6059 14.905 12.3989 11.2642 10.8548 1.13469 10.0982 8.36079 3.12741 5.23338 1.35349 3.55929 2.92094 2.19248 1.77393 1.67409 2.50614 1.55121 37.8351 6.46215 5.19671 3.60883 2.49843 31.373 1.26544 1.58788 0.921515 30.9027
internal_count=2900 992 150 842 766 708 690 58 675 526 229 297 107 203 180 144 122 94 76 48 1908 310 184 124 85 1598 126 60 45 1589
is_linear=0
shrinkage=0.0804263


Tree=719
num_leaves=31
num_cat=0
split_feature=6 13 14 21 0 2 16 3 6 15 2 15 8 7 0 22 5 18 17 20 22 6 21 21 12 7 5 12 21 2
split_gain=0.085268 0.293833 0.409836 0.490182 0.4701 0.434211 0.293651 0.275184 0.446087 0.400624 0.228805 0.416949 0.653943 0.543454 0.529199 0.663955 0.446736 0.385083 0.405485 0.424743 0.404034 0.607984 0.374418 0.416914 0.423266 0.402774 0.364958 0.562814 0.416641 0.468496
threshold=14.835346625500001 107.97116697695002 161.53444867420004 1.0085888034000001 93.972365491700018 190.89843378335004 18.714956236300004 86.302194445500007 15.135353635100001 29.049007317550004 103.98563613345001 37.434800281900003 8.543332867800002 19.152455927400002 86.420486603250012 -0.01762 20.717225865800003 12.903279561150002 185.71388464605002 38.441102963850007 -0.10098 16.425383776450001 7.5091558130000005 2.6263314141000005 198.76868305175003 23.9444576715 22.782602051550004 172.01106897260004 1.8462237188500004 208.90944126775003
decision_type=2 2 2 2 2 2 2 2 2 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 -5 -1 9 -9 -2 17 12 13 -12 15 26 -14 -10 -19 -20 -21 -22 23 -16 -25 -26 -13 -28 -29 -30
right_child=7 2 3 4 -6 -7 -8 8 10 -11 11 14 16 -15 22 -17 -18 18 19 20 21 -23 -24 24 25 -27 27 28 29 -31
leaf_value=-0.0017930841594219729 0.055889754710424018 -0.094134587540565515 0.026365089626931397 0.058273685024820415 -0.072008954479265419 -0.040965939491721629 0.046135880154898515 -0.049154241438581645 -0.01471371232278635 -0.0065088138493337912 0.011460959196497407 -0.049856251160431533 0.064489198345759058 -0.056477141370529796 0.035561982853997684 0.034685168607575291 -0.027455559569849318 0.075058424017971276 0.061932366162633201 0.03569166731091606 -0.062092473108333823 0.014132290741291208 0.044289423968142463 -0.058696264399084506 0.044604802031151691 -0.027415870915570392 0.034014052076284489 0.031929308769901216 -0.093024685312702693 -0.014792833006392343
leaf_weight=12.490313671394235 1.6349574357736849 0.52572609903290768 1.4209874605294315 0.54750152584165357 1.3129315530240999 0.77688693162053823 1.0061903953319404 1.2738273709837802 2.6776794462602975 1.3839975791925097 1.1646216459594168 2.3606640754733226 0.906989501789212 3.2545036142473691 2.1609375225380045 1.8698319872492017 0.66878378301043995 0.95173907150456205 1.1698078274494035 1.9734792039962479 1.1851737955585129 2.136076495051384 2.9368117838166654 1.0096500311046841 1.105518961325288 1.1582933752797542 1.5093729190994052 0.62044107308611307 0.94501496128941687 1.3602452086051924
leaf_count=1453 38 24 39 12 112 31 34 40 112 36 153 47 22 155 45 65 27 31 25 36 27 35 39 14 20 26 36 26 70 70
internal_value=0.000251799 -0.00456087 -0.0232303 -0.0140451 -0.0358181 5.96716e-05 0.00178011 0.00257728 0.000408972 0.027284 0.0023149 -0.00238098 -0.0217398 -0.0385727 0.00443101 -0.0103536 0.0254663 0.0130296 0.0230465 0.015389 0.00510584 -0.0130682 0.0197355 0.00646628 -0.0127409 0.00775499 -0.0227459 -0.00831586 -0.0301539 -0.0468631
internal_weight=55.499 18.0805 4.58403 4.05831 2.63732 1.32439 13.4965 37.4184 34.3995 3.01896 33.1256 23.0317 5.9949 4.41913 17.0368 8.66557 1.57577 10.094 7.41628 6.46454 5.29473 3.32125 8.37121 5.4344 3.27346 2.26381 6.79574 4.43507 2.9257 2.30526
internal_count=2900 1705 218 194 155 43 1487 1195 1121 74 1081 815 357 308 458 314 49 266 154 123 98 62 144 105 60 46 249 202 166 140
is_linear=0
shrinkage=0.085349


Tree=720
num_leaves=31
num_cat=0
split_feature=23 23 22 22 20 7 20 22 22 23 23 22 22 6 17 17 8 7 19 20 5 19 18 5 20 22 18 16 16 10
split_gain=0.0865782 0.160122 0.205678 0.168485 0.124054 0.19789 0.185462 0.20967 0.162815 0.528605 0.454875 0.414866 0.263232 0.327075 0.153044 0.854673 0.302042 0.413443 0.484571 0.356113 0.316526 0.302083 0.301014 0.523184 0.45543 0.406249 0.349337 0.732338 0.681969 0.573473
threshold=-0.27223499999999995 -0.27687999999999996 -0.031989999999999998 -0.23361999999999997 32.785955158400007 22.535351262400003 34.542090938800008 -0.093604999999999994 0.20327000000000003 0.094415000000000013 -0.11050499999999999 0.25828500000000004 0.15675000000000003 16.355382140900002 182.28951942140003 183.58889821140002 8.4434108459500017 22.087764922150004 14.351157895250003 41.24714903835001 16.579584939650001 12.951044929850001 13.316069313700003 23.398433971250004 42.207998345450008 -0.01762 13.5308213324 22.584947186600004 22.604947139800004 62.106071271500007
decision_type=2 2 2 2 2 2 2 2 2 2 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 -6 12 10 -10 -12 14 -14 16 -16 19 18 -18 20 -8 -22 23 24 -17 -25 27 -24 29 -28
right_child=4 -3 -4 -5 6 -7 8 -9 9 -11 11 -13 13 -15 15 22 17 -19 -20 -21 21 -23 26 25 -26 -27 28 -29 -30 -31
leaf_value=-0.04445401368668607 0.021489464059705081 -0.096645642396533088 -0.096914223365542354 0.043298539526123142 0.068388447663159838 -0.097258175133506555 0.034398075951892551 -0.0011030101344182382 0.051888124353899417 0.067298375981177036 0.012225325773095801 -0.089589407923973879 0.0073813141057785994 -0.079946202357359997 -0.078294975727922725 0.03591893291091186 -0.070805056305476372 0.086062249181697928 0.058573248113165 0.017301021522035585 -0.093924554185890644 0.017289586784722411 0.0175470712712919 -0.081167591937224615 -0.0058904529482943242 0.043634562425907346 -0.069130886693765367 -0.056582378216280663 0.033216541062386994 -0.0032066386235046888
leaf_weight=0.28169072673335904 0.20368507739476527 0.20605657881969708 0.17627263601752929 0.49471910015563481 0.70783825754551799 0.26478632198177365 0.36525670302307744 0.71694732543255557 0.6732794360141271 1.2095289030694401 0.64412843147874721 0.66960881353406876 0.6553215124295082 0.75973961863201112 1.1671447888729733 5.8420041885692608 0.42388871026923858 0.94161996943876147 0.54003901674877852 3.1229562833650562 0.7422168917400993 0.274440277586109 1.8059038563515084 0.76861154523794539 3.3704191033393727 0.29650912651413708 1.1474799261777722 2.770494092896115 4.1861115250503635 19.110595561726768
leaf_count=59 38 36 44 29 40 101 67 39 39 51 34 61 23 28 59 98 28 20 16 337 57 17 32 89 68 17 46 72 108 1147
internal_value=0.000243261 -0.02425 -0.00859152 0.0114609 0.000774941 -0.0456283 0.00118578 0.0334206 0.000293765 0.0200902 -0.00864611 -0.0396694 -0.00101664 -0.0395044 0.000145213 -0.00191464 0.0131479 0.0433767 0.00167894 0.000361171 -0.0379208 -0.063903 0.000353839 0.0136742 0.0206227 -0.0464251 -0.00436351 -0.02733 -6.37752e-05 -0.00694079
internal_weight=54.5393 1.15874 0.952682 0.77641 53.3806 0.468471 52.9121 1.42479 51.4873 3.19655 1.98702 1.31374 48.2908 1.41506 46.8757 40.4653 6.41042 1.90555 0.963928 4.50487 1.38191 1.01666 39.2981 10.2775 9.21242 1.06512 29.0206 4.5764 24.4442 20.2581
internal_count=2900 168 132 88 2732 139 2593 79 2514 185 134 95 2329 51 2278 1736 542 64 44 478 141 74 1677 272 166 106 1405 104 1301 1193
is_linear=0
shrinkage=0.0905731


Tree=721
num_leaves=31
num_cat=0
split_feature=6 3 5 15 19 17 23 5 22 13 0 2 5 3 13 9 22 22 17 16 22 23 9 12 23 6 9 23 3 5
split_gain=0.317062 0.506872 0.604947 0.458163 0.533491 0.518428 0.504143 0.819618 0.532049 0.451588 0.44733 0.689769 1.33693 0.595301 0.788439 0.525169 0.514586 0.981578 0.803319 1.26742 1.06051 1.01407 0.781452 1.63626 0.726396 0.668097 0.544352 0.489098 0.479118 0.62007
threshold=14.835346625500001 84.146051024900018 18.310380701750002 38.567335632300008 13.751109481500002 206.02826764000002 -0.10778500000000001 18.483418961650003 -0.23771499999999998 109.72404167800001 86.530713386650021 100.60547560250002 21.746930049350002 93.883646373400012 117.60122400020002 187.70546222865002 -0.072569999999999982 -0.083330000000000001 201.37020668845003 22.534947303500005 -0.019444999999999997 0.11207500000000002 201.44620319810005 158.37848859105003 0.084365000000000009 15.925372093750001 194.46727572990002 0.089475000000000013 93.308316333450009 22.782602051550004
decision_type=2 2 2 2 2 2 2 2 2 2 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 6 -5 8 -8 -4 -3 11 13 -13 27 -15 -16 17 22 20 -20 -18 24 23 26 -22 -24 -12 -2 -14 -30
right_child=10 2 3 5 -6 -7 7 -9 -10 -11 16 12 28 14 15 -17 18 -19 19 -21 21 -23 25 -25 -26 -27 -28 -29 29 -31
leaf_value=8.819676301783859e-05 0.0012857707285259363 -0.0015092592661399382 -0.0011048862930223026 -0.0021836072469741436 0.0016406982985603328 0.00031982048623030272 0.0014587107046550379 -0.0016860941020545141 0.0013256241298895324 0.00041328228391337047 0.001310418164316555 -0.0017505915395956842 0.00076205683133125503 -0.0016922517064460239 0.0011702295597387177 -0.00053163034722836851 0.0017497089830574221 -0.00080110433021072765 -0.0014187853782869568 0.0011219463759720985 0.0007228346455560974 0.0016018695198705801 -0.0001636146792160771 -0.0013630024861053015 -0.0011925810037771291 0.0013104404853972102 -9.0214444316584678e-05 0.00013374463223900419 -0.0010225091063452375 2.7790326687267973e-05
leaf_weight=21.171532992575525 3.4471326693892497 2.5811674960423248 0.48342948162462551 0.73588443902553968 0.82945636566728342 0.5601066742092371 0.42850782908499274 1.2425762682687489 1.2204704561736432 0.57423382159322489 2.2665580594912189 1.9783531334687747 2.420626960694789 0.98718466328864485 1.4403297775425019 1.3510305652162058 3.7880414118990293 3.4517730261432034 1.5725738145411008 1.4516655681654809 1.4115505702793592 1.6360213495790956 1.6376349143683908 2.4310354837216437 1.652213360648602 4.250236744293943 2.0154471229761839 2.4056785120628774 2.7142323059379114 10.604464271164032
leaf_count=1288 32 165 39 35 13 14 7 98 37 9 23 35 32 64 22 30 47 42 36 22 21 15 38 32 30 57 25 29 51 512
internal_value=8.74976e-05 -7.524e-05 -0.000474994 -8.23831e-05 0.000231804 -0.00110167 -0.000114454 -0.000879687 0.000636041 -0.00115939 0.000175891 -1.77656e-06 -0.000231365 0.000420571 -0.000186129 0.000346522 0.000352169 0.000125295 0.000668527 -0.000199208 0.000977704 0.000355466 0.000379064 -7.82344e-05 -0.000310102 0.000900451 0.000651171 0.000812254 -4.04065e-05 -0.000186251
internal_weight=84.7412 29.8274 8.65583 5.50043 4.20444 1.29599 3.37498 1.67108 1.7039 3.1554 54.9138 27.349 17.7177 9.63136 3.77855 2.79136 27.5648 16.0527 11.5121 3.02424 8.48783 4.69979 12.6009 6.71304 3.06376 5.88787 4.28201 5.85281 15.7393 13.3187
internal_count=2900 1705 417 243 194 49 181 105 76 174 1195 807 630 177 116 52 388 217 171 58 113 66 175 80 51 95 48 61 595 563
is_linear=0
shrinkage=0.00196078


Tree=722
num_leaves=31
num_cat=0
split_feature=20 20 23 21 21 0 7 12 7 22 5 12 20 20 20 23 21 21 3 6 17 17 3 3 19 10 14 12 17 7
split_gain=0.0840168 0.15063 0.161037 0.15042 0.23848 0.166099 0.138191 0.15994 0.135365 0.132653 0.149437 0.158159 0.173016 0.113531 0.32212 0.270289 0.262367 0.443176 0.28472 0.3647 0.255807 0.456765 0.255698 0.551952 0.404851 0.312059 0.262462 0.220134 0.321975 0.488071
threshold=49.275256100300005 48.852845034800005 -0.27223499999999995 3.4240268213500005 19.652007205700002 119.78425200215001 23.564264519350004 58.770113158150004 23.974509389900003 0.68694500000000025 9.180927113800001 261.40539695100006 45.027406014450008 43.19689381845 43.061965423550006 0.085495000000000029 6.655069997600001 6.0479909019000013 93.794927255050013 16.575387281250006 188.54236693505001 182.28951942140003 93.491131486350014 93.077108934250006 14.251149826300002 74.784839814650013 180.68590093575003 284.70742878420003 203.93111730270002 25.113507579400004
decision_type=2 2 2 2 2 2 2 2 2 2 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 5 -5 7 -1 -8 10 11 -4 -13 14 27 -16 17 20 22 -20 21 -15 23 24 25 26 -18 -12 -29 -30
right_child=3 -3 9 4 -6 -7 8 -9 -10 -11 13 12 -14 16 15 -17 18 -19 19 -21 -22 -23 -24 -25 -26 -27 -28 28 29 -31
leaf_value=0.082774574330813463 0.057063457139563595 0.03747443659029482 -0.088569670718936511 -0.089672863990888696 0.024677551691384268 0.046339543372205742 0.068519404165896552 -0.078815241573421346 -0.040594204517947902 0.043338005039958903 0.002176926192126752 -0.087693016853272313 0.048778276064423379 0.029332275618589906 0.015718895073164971 -0.079998502830080059 0.064304997229750485 0.077590551839320246 -0.093318142398144011 0.027050019177539804 0.030107051133096439 -0.094229642383134013 0.05910610588279764 -0.10013668017140238 0.077831947801768914 0.039811428054346926 -0.065181021374473361 -0.047610536938462671 0.060326089991726436 -0.036969035298533487
leaf_weight=0.051211586804128184 0.14693359279772156 0.8332783625664878 0.29316146960240885 0.49569808240994462 0.30078203754965216 0.078874317196095944 0.15093164177960716 0.49638219524786109 0.20081449364079162 0.54981679017509932 38.748500689784123 0.10867344298549142 0.19993228273960995 0.48834909193828924 0.33015956822782644 0.69265382307639811 0.14219955750741176 0.98748555734346144 0.53008482022414671 0.29802549550367985 1.5460618901124688 0.42324571583958459 0.58858253341168154 0.38656744174659241 0.54013448301702727 0.56011552351992577 0.71595955493103247 1.6995670909673202 0.71296241204254307 0.8646127822867129
leaf_count=2 10 45 243 150 26 33 5 113 39 36 1418 100 24 47 22 40 5 25 42 38 51 21 9 7 11 32 88 105 23 90
internal_value=0.000276745 0.000752314 0.000167302 -0.0244438 -0.0381252 -0.0710018 -0.0363529 -0.0637032 0.00622563 0.000806206 0.000346394 -0.0427786 0.000720823 0.000862782 -0.000830224 -0.0491014 0.0109756 0.0283324 -0.00492064 -0.0499993 0.00854044 -0.0280365 0.00780456 -0.00507199 0.0136927 -0.0107341 -0.0437248 0.000344591 -0.0213207 0.0070021
internal_weight=54.1618 53.1395 52.3062 1.02229 0.875354 0.574572 0.89934 0.547594 0.351746 51.4069 50.857 0.601767 0.308606 50.2553 43.0485 1.02281 7.20681 3.44514 3.76167 0.82811 2.45766 0.911595 2.93356 2.34498 1.95841 1.41827 0.858159 42.0256 3.27714 1.57758
internal_count=2900 2681 2636 219 209 183 159 115 44 2477 2441 367 124 2074 1698 62 376 144 232 80 119 68 152 143 136 125 93 1636 218 113
is_linear=0
shrinkage=0.087056


Tree=723
num_leaves=31
num_cat=0
split_feature=3 2 20 5 13 20 23 17 21 18 23 7 6 8 22 20 6 18 6 15 20 22 23 17 13 17 5 23 15 9
split_gain=0.0838944 0.121955 0.142367 0.110533 0.263369 0.184349 0.18284 0.122584 0.168114 0.132075 0.11741 0.144064 0.107714 0.285595 0.154219 0.414459 0.577758 0.529141 0.655334 0.341322 0.339293 0.303699 0.304607 0.387788 0.702524 0.636927 0.446637 0.368272 0.374367 0.304529
threshold=108.42013948475001 170.32456123625002 44.921040431000009 30.133297129900004 119.04223755815001 42.131954243650007 0.081315000000000012 163.87835909345003 0.12836581325000004 12.468270304500001 -0.27223499999999995 23.564264519350004 18.080422446150003 9.0429429770000009 -0.062629999999999991 41.028010303750008 16.445384243750002 13.849588037450003 16.305380972600002 40.301031380450006 40.259171735100004 -0.046474999999999995 0.10661000000000002 192.00356210945003 112.82921081865001 189.73320545960004 19.731257453750004 0.08494500000000002 41.657300687350009 195.39349636155001
decision_type=2 2 2 2 2 2 2 2 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 -5 -6 8 -1 -9 11 -11 13 14 20 21 17 -17 -19 -18 -12 -16 23 25 26 27 -25 29 -29 -23
right_child=1 -3 -4 5 6 -7 -8 9 -10 10 12 -13 -14 -15 15 16 19 18 -20 -21 -22 22 -24 24 -26 -27 -28 28 -30 -31
leaf_value=0.020655258560622083 -0.089177897464773628 -0.09307128207742163 0.058986068912643047 0.068943612103009158 0.0082433399053700104 -0.003313314745967895 -0.092230003123130289 0.049125994093592293 -0.090678409458446768 -0.074479565447749627 -0.016954884288255347 0.0060922666809445974 0.035545558757385423 -0.051276116374069466 0.050511316030433788 0.053219915211674219 -0.097603235545208833 0.0048298547159846229 -0.1073000747822223 -0.021911537714000527 0.0036462655034753115 0.07453673021384602 0.042603538446542709 0.010091853352215012 0.079396757391600931 -0.11336159903709174 -0.094444123476826361 -0.095799295473000798 0.023803630147023549 -0.019923419664348199
leaf_weight=0.17921115358785655 0.080723581177152393 0.1853241629578406 0.13951053854543716 0.49105917796259635 0.21934639243408938 0.64290166695718654 0.40930148534243926 0.44675775577343202 0.26519442556127615 0.36136445365990866 8.8191227715335518 0.33925089351942006 0.7073046293517099 0.821370937032042 2.013233540332295 1.4545117852248939 0.70675080742512397 2.9858091849091584 0.47657432314008463 1.4008149236906318 22.099902387870316 0.60217291259142791 1.9645160710776961 2.3855005638270095 1.1186732973437754 0.51029096825413933 0.37260863045230497 0.49291387314588053 0.35494928061962128 0.48654728222027188
leaf_count=38 85 46 6 26 8 30 39 47 124 41 504 41 36 37 49 52 26 243 8 54 1005 36 53 135 36 17 20 40 7 11
internal_value=0.000244295 -0.0399892 0.00467874 0.000551422 -4.67236e-05 0.0279774 -0.0571731 0.000652432 -0.045782 0.00105768 0.000632219 -0.0354652 0.00114033 0.000644366 0.00152831 0.008235 -0.0083966 0.00827627 -0.0106041 -0.047294 -0.00222986 0.019576 0.0120616 0.00257346 0.020043 -0.025105 -0.00403051 -0.00184934 -0.0457287 0.0323226
internal_weight=53.5335 0.405558 0.220234 53.128 51.994 1.13396 0.628648 51.3653 0.444406 50.9209 50.4742 0.700615 49.7736 49.0663 48.2449 17.3259 7.02446 4.9169 3.46238 2.10757 30.919 10.3014 8.28817 6.32366 3.87678 2.44687 2.75811 1.93658 0.847863 1.08872
internal_count=2900 137 91 2763 2707 56 47 2660 162 2498 2451 82 2369 2333 2296 787 383 303 251 80 1509 404 355 302 191 111 155 94 47 47
is_linear=0
shrinkage=0.0887971


Tree=724
num_leaves=31
num_cat=0
split_feature=13 13 20 0 2 5 17 21 22 20 20 6 13 16 21 8 10 6 8 13 0 7 6 18 7 5 21 20 14 21
split_gain=0.197671 0.628954 0.416737 0.414627 0.792369 0.96653 0.702123 0.524643 0.710675 0.484316 0.496893 0.676745 0.601682 0.782253 0.660778 0.583122 0.704653 0.56394 0.457587 0.965758 0.785912 0.672048 0.426024 0.60618 0.682736 0.665142 0.430982 0.569215 0.417979 0.485756
threshold=109.41218053485001 108.84491586935002 38.238138001450004 86.530713386650021 100.60547560250002 21.746930049350002 188.31851043910004 13.687513146100002 -0.01762 43.162556114600001 41.621607100200002 16.435384010100005 115.02030419500001 19.214955067100004 7.1768279997000013 8.3434888241000014 62.197478847950002 16.245379570700006 8.4434108459500017 117.60122400020002 85.716110573100011 20.861721588400005 16.445384243750002 13.24392582145 22.726915405250001 24.437854605800002 4.8216519326000009 42.131954243650007 186.41884102645002 4.3122268386500009
decision_type=2 2 2 2 2 2 2 2 2 2 2 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 18 22 -9 10 12 17 13 -5 -15 -14 -17 -12 19 -2 21 -20 26 24 28 -25 -7 -28 -24 -30
right_child=3 -3 -4 9 5 7 -8 8 -10 -11 11 -13 15 14 -16 16 -18 -19 20 -21 -22 -23 23 25 -26 -27 27 -29 29 -31
leaf_value=-0.00059024262976013677 -0.0022332553205167195 -0.0015085195032210202 0.00010153123440627172 0.000938580536889806 -0.0015691841827094157 -0.0019205739424491893 0.00099544099979499852 -0.0014226105581511997 0.00080583550381051877 0.0011588595363116792 -0.00041213752368447336 -0.0014230758310540687 0.0018048381684531072 0.00010988729429523519 -0.0012242141437494628 -0.00014643830034189969 0.0015151475300202366 0.0008696177600278326 0.00063473805245377823 0.00037510764663855456 0.0013939668572899595 -0.0021534620018432656 -0.0023967950241489209 0.0011034234230968137 -0.0021962340931925418 -0.00071241168870506057 0.0011831267175015491 -0.001279079879857368 0.0009119558748073741 -0.00040059461607149264
leaf_weight=3.947294125786363 0.95387613197090315 1.1132504148990836 22.054591764390352 3.461827198974798 1.9938826898578579 0.75588633795268778 4.3870539241470397 2.1920675345463683 0.73458868115267151 2.353634043596684 3.348477801308035 1.4234866201877592 1.8979777768254269 7.016512821428476 1.791901627089828 2.5514254560694098 1.5945189758203921 2.178209263831377 0.71618789515923731 1.2755197219084946 1.5460595581680534 0.62016242474783212 0.25876838616386333 3.8277015353087336 0.60016006720252324 0.97264843274024304 0.69620463205501415 0.74970725638559088 1.9104823012021368 2.5059800036542583
leaf_count=427 36 66 1255 46 34 28 49 71 22 33 54 27 29 109 34 34 25 24 23 21 14 23 33 61 30 38 11 40 77 126
internal_value=7.14527e-05 -6.52769e-05 -3.48557e-06 0.000139711 -3.45356e-05 -0.000285585 0.000419999 -0.000117253 -0.000863272 0.000308147 0.000228894 -0.000217484 0.000398293 0.000148861 -0.00016151 0.000904685 0.000492603 9.30351e-05 -7.38566e-05 -0.000740915 0.000442078 -0.000659187 6.05792e-05 0.000231322 -0.000227455 0.000735498 -0.000720762 -9.35307e-05 2.52776e-05 0.000167191
internal_weight=81.43 27.1151 26.0019 54.3149 26.6969 17.1981 9.49886 15.2042 2.92666 27.618 25.2643 6.95017 18.3142 12.2702 8.80841 6.04392 4.14594 5.52669 5.11181 2.2294 2.88241 1.33635 12.2775 10.0757 5.27539 4.80035 2.2018 1.44591 4.67523 4.41646
internal_count=2900 1748 1682 1152 737 571 166 537 93 415 382 105 277 189 143 88 59 78 117 57 60 46 444 365 266 99 79 51 236 203
is_linear=0
shrinkage=0.00196078


Tree=725
num_leaves=31
num_cat=0
split_feature=13 3 16 13 20 18 2 0 22 23 23 4 12 2 4 5 23 23 23 18 0 21 20 2 5 5 15 2 22 7
split_gain=0.0788327 0.551842 0.539855 0.524 0.334898 0.49907 0.50206 0.308863 0.296996 0.265039 0.245358 0.244527 0.294916 0.426894 0.425353 0.476327 0.534424 0.467955 0.59681 0.343667 0.330145 0.644395 0.411454 0.316555 0.390223 0.330156 0.239777 0.445862 0.558023 0.536449
threshold=112.82921081865001 89.227236891450005 19.974953289850003 113.85351336640001 38.441102963850007 13.373311100250001 130.66276448315003 90.837623311600012 -0.095019999999999993 0.25847000000000003 0.11467000000000002 150.90301220960004 96.350437043050007 74.86597289860002 165.01827963435002 21.197160116700001 0.12064000000000002 0.098005000000000023 0.084365000000000009 13.228319457400001 86.530713386650021 6.338788634150001 41.468518788800004 100.60547560250002 21.746930049350002 21.746930049350002 29.334060236450004 91.18717909130001 -0.073724999999999999 23.9444576715
decision_type=2 2 2 2 2 2 2 2 2 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 9 -3 5 6 8 -2 -5 10 26 -6 -13 -14 -15 17 20 18 -16 -18 23 22 -22 25 -25 -17 -1 -28 29 -29
right_child=1 3 -4 4 11 -7 -8 -9 -10 -11 -12 12 13 14 15 16 19 -19 -20 -21 21 -23 -24 24 -26 -27 27 28 -30 -31
leaf_value=0.0030682365262345709 0.070996158501383202 -0.077718750135121722 -0.066719975732831893 0.06386255438118775 -0.052828390734878813 0.070220284680836534 -0.067010327739337433 5.941110733595034e-05 -0.0070242241809424502 -0.09037819686952471 0.039030629941182886 0.045470319570250141 -0.079223195076884897 0.066096717672697647 0.005197964884220055 0.074848245341327557 -0.010455944951205514 0.013432289113604398 -0.081253413947582023 -0.098144738693186365 0.038640888147421733 0.063870275252123715 -0.022078545595391443 -0.06222045423855864 -0.0018143032891976181 -0.00063429081373332045 -0.082952070928655836 0.032131245996267689 0.028016246770769054 -0.068685156240481618
leaf_weight=15.654426286951788 1.3538692307192861 0.64269745872298045 0.9836873363237818 0.83020677996682968 0.69426407152059511 1.2780852895230053 0.58816641810699355 0.70867701759561885 0.97282364655984865 0.24726355692268853 1.1698724935704365 1.0162074427644281 0.53616753034293907 0.70153198550906637 0.93183881556615578 0.77697413787246361 0.77629192345193476 1.261787242721766 1.7264157014433292 0.60093689552741125 1.4161758804693811 2.0412701182067394 2.0999753507785499 0.90287492005154302 7.9209777312571532 1.0100724148287552 0.71284697693772514 0.56125323046580899 1.745148024201626 1.3922662575787397
leaf_count=1546 33 32 49 38 31 22 35 21 26 39 60 22 9 15 18 10 27 27 42 23 37 22 39 18 393 30 25 17 72 122
internal_value=0.000265781 0.00312699 -0.00365519 3.93203e-06 0.00178266 0.0263049 0.00283229 0.0466228 0.0256156 -0.000767524 0.000275876 -0.00190292 -0.000412346 -0.00246607 -0.000609507 -0.00278958 0.00334015 -0.0302254 -0.0509483 -0.0487179 0.00777449 0.0249638 0.002377 -0.00122835 -0.00799519 0.0321841 -0.00198358 -0.0199101 -0.00776003 -0.0397202
internal_weight=53.2551 30.7883 22.4668 28.7257 28.083 3.66928 2.3912 2.06255 1.80303 21.4831 21.2358 24.4138 23.7195 22.7033 22.1671 21.4656 17.5455 3.92004 2.65825 1.37723 16.1683 5.55742 3.51615 10.6109 8.82385 1.78705 20.0659 4.41151 3.69867 1.95352
internal_count=2900 970 1930 916 884 121 99 54 64 1881 1842 763 732 710 701 686 599 87 60 50 549 98 76 451 411 40 1782 236 211 139
is_linear=0
shrinkage=0.087056


Tree=726
num_leaves=31
num_cat=0
split_feature=15 22 7 0 13 16 10 13 20 18 9 21 5 23 0 23 3 23 23 20 20 21 22 22 15 23 23 7 6 9
split_gain=0.0814423 0.413677 0.23461 0.10815 0.0906068 0.459131 0.429388 0.734422 0.310147 0.422292 0.401238 0.311007 0.258409 0.808962 0.501756 0.491133 0.406011 0.344837 0.453801 0.339675 0.623221 0.516582 0.576139 0.493276 0.473392 0.447885 0.390805 0.425908 0.380383 0.377958
threshold=46.574831689400007 -0.082314999999999985 23.539316666200005 85.328972602300013 112.82921081865001 19.974953289850003 66.318885161900013 113.85351336640001 38.441102963850007 13.373311100250001 193.60452210450003 2.0547139412000006 21.197160116700001 0.083415000000000031 88.76213363490001 0.091545000000000029 93.168516510700016 0.12064000000000002 0.11263500000000003 42.178283198950005 43.740100730350001 7.4080080539000006 -0.068524999999999989 -0.016334999999999999 41.657300687350009 0.083185000000000023 0.093480000000000021 23.974509389900003 16.495385412050002 197.58039077460003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=4 2 3 -2 5 -1 7 -6 9 10 11 -9 13 -10 17 16 -15 18 19 21 26 22 -14 -24 -25 -22 27 29 -23 -21
right_child=1 -3 -4 -5 6 -7 -8 8 12 -11 -12 -13 14 15 -16 -17 -18 -19 -20 20 25 28 23 24 -26 -27 -28 -29 -30 -31
leaf_value=-0.00075578970428304875 0.030248733929747151 -0.080613344400883399 0.047228037276039116 -0.095984944066851721 -0.095760314217867182 -0.068265973520480056 0.057290177867561291 0.00090224330827123141 0.043085600945439707 0.07587449364866089 -0.041553157442621322 0.093018994009932826 -0.042084131202578173 -0.10061621299804364 0.073098038055708137 -0.0057874196181280152 -0.017606919837866296 -0.043247426009951885 0.083597644877877506 -0.012288422074817194 -0.019211607959962868 0.068157990169843211 0.052821244845947704 -0.091575349309085147 0.042738951332058725 0.065900288671464913 -0.088087102315657639 0.061146986421854149 0.0012199813074350284 -0.095643957376671127
leaf_weight=21.294629971570206 0.088734978926368058 0.62313184556842205 0.69028557155979797 0.18784792472433764 0.6669478082585617 0.93375852861208741 1.3024433627724636 0.7764503617800107 1.5132826764602239 1.1993832271546123 0.91202541394159187 0.56031813476147363 2.0352681713411584 1.3449898189865055 0.94383707689121266 2.2599192992784083 0.85634995345026244 1.3462974868016306 0.64928383106598708 1.739458019961605 1.0293338956325899 2.1253132210113113 1.8100447602337228 0.51893090031444611 0.42290230607613921 1.1765566320973446 0.97740764054469753 0.48750818567350496 1.1681748049813903 0.66872778270044353
leaf_count=1878 9 57 22 44 34 48 32 57 33 20 20 17 63 34 22 49 17 41 13 86 70 28 35 32 13 19 30 10 36 31
internal_value=0.000259082 -0.0207411 0.0178456 -0.0554859 0.000917414 -0.00359172 0.00443538 0.00190343 0.0043594 0.0307194 0.00663611 0.0395138 0.000420094 -0.0164504 0.00631479 -0.0366454 -0.0683245 0.00241311 0.00656417 0.00303183 -0.0137954 0.0156908 -0.00407143 0.0240425 -0.0312655 0.0261846 -0.0365656 -0.0191751 0.0444156 -0.0354354
internal_weight=52.3095 1.59 0.966868 0.276583 50.7195 22.2284 28.4912 27.1887 26.5218 3.44818 2.24879 1.33677 23.0736 5.97454 17.099 4.46126 2.20134 16.1552 14.8089 14.1596 6.07899 8.08063 4.78715 2.75188 0.941833 2.20589 3.8731 2.89569 3.29349 2.40819
internal_count=2900 132 75 53 2768 1926 842 810 776 114 94 74 662 133 529 100 51 507 466 453 246 207 143 80 45 89 157 127 64 117
is_linear=0
shrinkage=0.0942322


Tree=727
num_leaves=31
num_cat=0
split_feature=9 22 13 13 23 18 0 18 7 12 16 15 5 19 16 7 22 12 0 10 23 10 10 16 9 6 9 22 21 20
split_gain=0.0784596 0.125482 0.127928 0.117431 0.170137 0.0895721 0.213271 0.238916 0.263181 0.281558 0.191164 0.316279 0.168456 0.206477 0.175 0.158315 0.182282 0.149013 0.144922 0.498148 0.690076 0.281404 0.363687 0.271263 0.382155 0.256702 0.223442 0.484752 0.191774 0.169173
threshold=37.256168974800005 -0.156745 96.209162656250015 92.138837046750012 0.074640000000000026 17.140917755100002 98.615332683000005 15.008481731450003 24.390191290350007 117.55382688470002 17.654958715000003 23.214301336750001 16.664129935850003 12.050972309250001 12.594970547500003 27.952168727600004 -0.026349999999999998 97.055914627000007 96.055920542800024 71.090898343450007 -0.085699999999999998 70.865067860500019 70.343506983200015 18.714956236300004 206.08249486475003 13.775321858200002 200.80358209610003 -0.090694999999999998 2.9845679401500003 45.673096293200011
decision_type=2 2 2 2 2 2 2 2 2 2 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 18 -8 -9 17 11 15 13 14 -11 -7 -17 -10 19 21 28 22 -2 24 26 -26 27 -20 -21 -22
right_child=5 -3 -4 -5 -6 10 7 8 9 12 -12 -13 -14 -15 -16 16 -18 -19 23 20 29 -23 -24 -25 25 -27 -28 -29 -30 -31
leaf_value=0.058067143698348374 0.0019505310348327377 -0.062119714458563888 -0.089469980736277849 0.071550654992928411 -0.087865854816301797 0.03501480783726299 -0.089998281104953282 0.045176307856259965 -0.025475483068278404 -0.08958696872351897 0.088287409402046449 -0.089078740759515662 0.040489360815668257 -0.089959052183612692 -0.0025934403941885124 -0.088056737073699487 0.032185637095039778 0.062987197345100221 0.035996203755533238 0.079487524307012628 -0.090132951994543062 0.058641032752349581 -0.066633485871634396 0.05857356023296998 0.024356673245981161 -0.063386975685791061 0.045182173979567419 -0.061105997666059689 -0.017636913244545985 -0.00030644332050661506
leaf_weight=0.1153562880208483 36.548536098298428 0.39418069213956997 0.094374456239165738 0.20006263176037464 0.12743076133574505 1.3546614254846638 0.34867778352781842 0.47879690388799678 0.24821402901579892 0.23810455925558904 0.25764677301049221 0.22299483770620998 0.16320234784507182 0.64856840491120238 0.66390506278548855 0.19267112570832967 0.18955033823658596 0.3447509369943873 1.0315173246490299 0.32306383279501472 1.167546538257737 0.64975801086984475 0.59552399972744652 0.89718262013047922 0.36578308464959242 0.81733385869301856 1.5650873323902486 0.62615444514085505 0.29454878516116878 0.18393105280119937
leaf_count=33 1354 249 15 21 78 126 51 34 24 67 8 27 13 100 45 129 40 32 29 13 129 13 59 21 20 44 41 29 38 18
internal_value=0.000220598 -0.0248161 0.00255485 0.022166 -0.0185282 0.000683121 -0.000103931 -0.0220623 -0.0135585 -0.0257497 0.0177905 0.00852294 -0.0436401 -0.0524949 -0.0255572 0.0210538 -0.0284264 0.0259569 0.00142322 -0.000379662 -0.0430687 0.00184447 0.000850936 0.0149414 0.00605643 -0.0362594 0.0215911 -0.000682333 0.0331674 -0.0779079
internal_weight=51.3491 0.931405 0.537224 0.44285 0.242787 50.4177 48.2002 3.13422 2.78554 2.30675 2.21752 1.95988 1.71378 1.55058 0.90201 1.73688 0.382221 0.592965 45.066 39.7629 1.96909 37.7938 37.1441 5.30306 4.40588 1.18312 3.22276 1.65767 0.617613 1.35148
internal_count=2900 396 147 132 111 2504 2174 366 315 281 330 322 225 212 112 295 169 56 1808 1624 198 1426 1413 184 163 64 99 58 51 147
is_linear=0
shrinkage=0.087056


Tree=728
num_leaves=31
num_cat=0
split_feature=21 21 12 17 18 9 15 0 17 22 4 9 5 6 18 9 9 22 22 17 2 9 10 10 20 6 17 21 21 7
split_gain=0.074431 0.335399 0.270397 0.222626 0.455869 0.426006 0.371092 0.430606 0.596996 0.543126 0.335095 0.456779 0.579032 0.422165 0.412571 0.545322 0.359814 0.448316 0.4439 0.310436 0.300842 0.298138 0.319686 0.277605 0.292966 0.274094 0.270886 0.26691 0.243726 0.23065
threshold=3.5085246469500002 3.8005420560000007 195.51336019310003 187.98346801990002 13.278511569200001 203.09362050815002 36.282341310300005 86.345209775600011 189.27091549140002 -0.086339999999999986 277.00048312305006 190.77452831370002 19.861308675400004 16.445384243750002 13.901940775400002 197.89372115420002 201.78065190905002 -0.082885 -0.156745 196.91396350930003 95.580212559300023 207.37918994975004 62.55235532115001 64.434276012450013 38.771633980050005 16.445384243750002 203.93111730270002 8.0302059756000013 15.205825075850003 22.806258769100005
decision_type=2 2 2 2 2 2 2 2 2 2 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 29 6 10 -5 8 -8 -10 11 13 14 20 -13 -16 17 18 19 -12 -6 -7 -23 -24 -25 -14 -26 -28 -19 -3
right_child=1 3 -4 4 5 21 7 -9 9 -11 16 12 25 -15 15 -17 -18 28 -20 -21 -22 22 23 24 26 -27 27 -29 -30 -31
leaf_value=0.0047041779176793348 -0.10107113161929714 -0.0028266902830651991 0.0021341444503770427 0.073734228463911547 0.041135351099321621 0.038774902103871481 0.047219414801340828 0.07346602995646373 0.023363041633291233 -0.089828044478620805 0.064574508761554572 0.072485176466940776 -0.08984046325177121 0.088002630039915236 -0.08671587665900439 0.012176146275053574 -0.058295077820166664 0.046115894719759069 -0.067278991203623559 -0.052883818184001875 -0.077735341057668758 -0.050529773107915545 0.061763914298909803 -0.092366709292974025 0.034407408834132201 -0.032822253588966871 0.016567388058594361 -0.072054964286239018 -0.01887081057276788 -0.033157660082308048
leaf_weight=18.351596431366488 0.48273653585420007 6.0555866945560428 0.34196612577216001 1.1237744787722501 0.31939413768123059 2.6186647973954669 1.0265050979796804 0.7404317520558833 0.57608374569099408 0.79624301515286755 0.5181243003498861 0.43318861909210715 1.5857392353063917 0.4746876684948802 0.68797812506090839 1.218191221996676 0.64539207846974012 2.3515232154277288 0.88512779349548532 0.26981073907882092 0.35387331898891716 0.78404492093250144 0.71000839048065278 0.24909955617840784 1.4002582069060738 1.1446067033102734 0.57359678435022921 0.50289999390952289 0.56422439954985737 2.9350320984976861
leaf_count=1092 25 436 35 25 12 84 28 12 20 29 32 8 30 6 40 37 18 112 103 70 65 24 19 35 74 26 46 54 29 274
internal_value=0.000186546 -0.00237474 -0.0582767 -0.000913216 0.00379673 -0.00229808 0.0299463 0.0142714 -0.00399983 -0.042312 -0.0127703 -0.0267069 -0.0381596 0.0238717 -0.00573918 -0.0235161 0.00378482 0.012516 -0.0241243 0.0243535 -0.0213438 0.0152387 0.00063333 0.0123085 -0.000573285 -0.0659375 0.00865884 -0.0248337 0.0335404 -0.0127284
internal_weight=50.7204 32.3688 0.824703 31.5441 22.5535 18.2904 4.26304 3.13926 2.39883 1.37233 11.4519 6.21766 5.0697 1.14796 2.33936 1.90617 5.2342 4.58881 1.67306 0.787935 0.673267 6.83857 4.21991 3.43586 2.72585 2.73035 2.47675 1.0765 2.91575 8.99062
internal_count=2900 1808 60 1748 1038 924 114 89 77 49 588 224 141 83 85 77 364 346 205 102 77 336 252 228 209 56 174 100 141 710
is_linear=0
shrinkage=0.0887971


Tree=729
num_leaves=31
num_cat=0
split_feature=8 23 22 23 15 23 20 16 8 15 7 16 16 19 22 2 22 10 9 9 8 20 20 2 6 16 3 13 23 5
split_gain=0.213468 0.235672 0.29978 0.214891 0.212179 0.310131 0.268157 0.334781 0.310523 0.233809 0.225125 0.21898 0.393856 0.267739 0.263904 0.676637 0.362424 0.505812 0.642165 0.332944 0.612196 0.554001 0.408719 0.347939 0.319915 0.302603 0.666889 0.625596 0.504581 0.461412
threshold=1.7486353823000003 -0.21013499999999999 -0.156745 -0.22125500000000001 45.49682449725001 0.092290000000000025 42.737166331000005 22.674946976100003 8.3434888241000014 11.896459116400001 23.282607548150004 9.6249774926000011 11.934972090850001 10.650859343850001 -0.25089499999999998 199.66651340635002 -0.14228499999999997 62.084563606450011 70.238863950400017 195.07922778810004 8.1436447804000007 39.646013290900008 35.97706729810001 138.50479637360004 15.870370808650001 22.624947093000003 93.308316333450009 117.55283175385001 0.10419000000000002 22.334016245700003
decision_type=2 2 2 2 2 2 2 2 2 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 9 6 8 -8 -6 -2 -7 -11 13 -13 15 19 17 18 -16 20 23 22 -21 -14 -19 29 -27 -28 -29 -18
right_child=4 2 -4 -5 5 10 7 -9 -10 11 -12 12 14 -15 16 -17 25 24 -20 21 -22 -23 -24 -25 -26 26 27 28 -30 -31
leaf_value=-0.00059686713759533503 -0.0011687787452072966 -0.00012824295837403582 -0.0017989603976394848 0.0018357119941231213 3.3467809288806688e-05 -0.00085294852795672778 -0.001115682345541524 0.0015380082566710841 -0.0018451226456756549 0.001136865033007775 0.00079182511259942915 9.3311010051054527e-05 0.00084941499471643167 -0.0019759310352272467 0.00039094950920098875 -0.0018684215286169439 9.5066517243668538e-05 0.00046864386713051131 -0.0020381653078077756 0.00025674903070194621 0.002022063668988874 0.00030744591850744214 -0.001878100127409425 -0.0013462431239902081 0.0014173810759806245 0.00095629811328930335 -0.0010565459904099412 0.0005089324238356091 -0.00067623576065568185 -0.00051501009260771131
leaf_weight=0.28238882159712375 0.53203606455644958 0.84576491384177654 0.74776841866696364 0.25572195356653571 0.46759903198108066 0.43473952705971886 0.36538776842644427 0.33836474840063602 1.0673698863829484 0.7596720167202865 1.050847796956077 0.39189236040692677 0.52655497260274475 0.56308714348415378 1.4939077923772779 0.83674952713772643 33.208594567331616 3.191601710364921 0.55032037568162184 0.48045266931876573 0.72978032752871502 2.0507475740741938 1.0682036834768949 0.5404518243012717 2.2318817018531263 4.446317928377538 1.5623458139598358 6.5869641062454303 1.6625416299793867 5.3143245292449128
leaf_count=78 119 143 268 7 20 40 33 9 52 46 22 59 29 114 68 64 895 104 83 11 7 63 45 20 28 71 27 113 29 233
internal_value=5.87768e-05 -0.000540797 -0.00091223 0.000559147 7.6417e-05 -0.000370472 -0.000822357 0.000160214 -0.00127285 0.000100633 0.000310502 0.000110537 9.89751e-05 -0.00112678 0.000116583 -0.000259973 0.000155539 0.000551916 -0.000262985 -1.05625e-05 0.000665269 -0.000347931 -0.00121579 -0.000262712 0.00085907 9.94572e-05 0.000338709 5.88431e-05 0.000270083 1.09051e-05
internal_weight=74.5844 2.13164 1.59353 0.538111 72.4527 3.72431 2.23872 0.703753 1.53497 68.7284 1.48559 68.1964 67.4367 0.95498 66.4817 6.23294 60.2488 7.46771 2.04423 5.39619 1.79679 3.5994 1.54866 1.06701 5.42348 52.7811 14.2582 9.81185 8.24951 38.5229
internal_count=2900 496 411 85 2404 176 114 42 72 2228 62 2109 2063 173 1890 239 1651 283 151 175 56 119 56 49 132 1368 240 169 142 1128
is_linear=0
shrinkage=0.00192234


Tree=730
num_leaves=31
num_cat=0
split_feature=2 18 10 7 21 5 8 22 8 5 8 17 18 0 3 6 16 9 17 23 23 23 21 22 7 21 17 8 0 18
split_gain=0.221757 0.531197 0.399219 0.322634 0.375974 0.207882 0.272299 0.49459 0.556712 0.433763 0.279285 0.301865 0.421599 0.329677 0.457079 0.418565 0.307816 0.442816 0.254541 0.37365 0.257464 0.463632 0.349616 0.620546 0.334264 0.325362 0.629318 0.760536 0.515446 0.811482
threshold=325.75432260090003 13.954623666350001 64.434276012450013 22.426784932800004 16.589865017350004 32.00428233840001 8.8430989333000021 -0.011399999999999999 9.3427090425500019 20.837651832150005 8.7431769115000026 206.41783130310003 17.140917755100002 98.851916998450022 82.979260196300018 15.955372794750003 17.654958715000003 210.97856947250003 168.45154159730004 -0.24523500000000001 -0.22831499999999999 -0.17732499999999998 11.702496363450001 -0.073724999999999999 22.806258769100005 8.8712712239000009 193.52305340940003 8.4434108459500017 86.458125017100016 13.788608055100001
decision_type=2 2 2 2 2 2 2 2 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 -5 6 10 8 9 -8 11 18 13 14 -13 -16 17 -14 19 -1 22 -22 23 -20 -24 -23 27 -27 -28 -30
right_child=1 2 3 4 -6 -7 7 -9 -10 -11 -12 12 16 -15 15 -17 -18 -19 20 -21 21 25 24 -25 -26 26 28 -29 29 -31
leaf_value=0.00069605939024045395 -0.0021310953049984258 0.00091826493976117731 0.0011506010492810196 -0.0017723996989092079 0.00060124678022819113 0.0010441371030414754 0.00032709879667839752 -0.0015591952363527902 0.0008102624863941801 -0.0017017686658469752 0.000755226759818008 0.0005151584627903252 0.000736576529320569 -0.0020354021734989972 -0.0018190269771655048 -5.5895682054020327e-06 0.0019886549750687825 -0.0015796584439162931 -0.0015542096074564601 -0.0010975600563138067 0.0015312138348904261 0.0002657792392168648 0.001154155669061224 0.00056662291362326246 -0.00053847675292920723 -0.00013182470018065903 -0.0021906515678341153 0.0011221217406581717 0.00098177605547270625 -0.00087002894604977412
leaf_weight=0.64690148393492597 0.58094982348848079 0.99339879117906127 0.30221480155887537 0.91092165576264938 0.35714741062838584 0.8742535735364062 0.71947941457619913 1.0592440773616534 1.5938228479353709 0.92730892420513555 2.5061776246875516 1.1547356717055661 1.0154950073911093 0.61565198677271826 1.131934450153494 0.86200009007006873 0.38140240032225836 0.46157247999508388 1.5232579476141834 1.4417699029072526 0.97627744963391805 36.344330642228684 0.92658894066698827 0.81379757565081634 0.86948099458822981 6.3695753599313303 0.69416092545725305 2.6263840582978446 1.2372689750045536 3.4375405269820476
leaf_count=74 49 27 11 124 20 47 17 47 48 38 47 38 111 74 57 22 9 69 110 235 29 1028 24 50 30 231 20 45 16 153
internal_value=7.13873e-05 -0.000438179 -5.45511e-05 -0.000669978 -0.00110387 9.38896e-05 8.20784e-05 -0.000396031 -1.58333e-05 -0.000815359 0.00011321 8.78831e-05 -0.000345865 -0.000723122 -0.000466535 -0.00103506 0.000418269 1.27705e-05 0.00013 -0.000542042 0.000155147 0.000192805 -0.000315769 -0.000815704 0.000334749 0.000167037 -8.27883e-05 0.000234267 -0.000614029 -0.000379917
internal_weight=74.355 3.14463 2.56368 1.57028 1.26807 71.2104 70.3362 4.29986 3.24061 1.64679 66.0363 63.5301 5.62279 3.76432 3.14867 1.99393 1.85847 1.47707 57.9073 2.08867 55.8187 51.6855 4.13313 2.33706 1.79607 50.7093 14.3649 8.99596 5.36897 4.67481
internal_count=2900 231 182 155 144 2669 2622 150 103 55 2472 2425 380 191 117 79 189 180 2045 309 1736 1522 214 160 54 1493 465 276 189 169
is_linear=0
shrinkage=0.00196078


Tree=731
num_leaves=31
num_cat=0
split_feature=5 21 5 23 13 15 13 2 20 21 20 23 20 12 22 22 17 22 17 22 20 20 22 16 16 18 15 20 16 16
split_gain=0.279211 0.389793 0.291647 0.311462 0.279845 0.214175 0.586885 0.209027 0.206166 0.337816 0.292158 0.370206 0.261949 0.340863 0.206735 0.19215 0.647911 0.617481 0.536014 0.368741 0.504683 0.541248 0.507836 0.480245 0.468308 0.450158 0.456238 0.349303 0.529228 0.897184
threshold=7.7286379265000011 8.8712712239000009 5.2595069053500012 0.074640000000000026 92.138837046750012 46.574831689400007 117.61735474900001 248.59864686230003 49.275256100300005 4.1804273832000005 48.852845034800005 -0.27223499999999995 40.380906245900007 151.63308792200004 -0.62958999999999998 -0.59309999999999985 195.53954078470002 -0.50001499999999999 205.32027903760002 -0.14228499999999997 39.091773401050006 44.215931556700006 -0.23871499999999998 12.644970430600003 9.5499776680000021 13.340835220050002 31.768637582200004 41.621607100200002 15.549963637400003 18.664956353200004
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 3 -3 -5 8 -7 -8 10 -10 11 12 13 -2 -13 16 -16 18 -17 20 25 -22 -23 24 -21 26 -19 -25 -29 -30
right_child=5 2 -4 4 -6 6 7 -9 9 -11 -12 14 -14 -15 15 17 -18 19 -20 23 21 22 -24 27 -26 -27 -28 28 29 -31
leaf_value=-0.0019924666071309233 -0.0015147164850656178 0.0013136984785644132 -0.0019944169949320592 -0.0019915302152223062 0.0011028104734966883 -0.0017053199984275599 -0.00064436997460548973 0.00095634010246705608 0.0015106339117821482 -0.001506818966993241 0.0010518463398709508 -0.0007595051579396665 -0.0020607267994122791 0.0012073680546608673 0.0015466829955943348 -0.0017669074587075828 -0.00082898986656875352 -0.0010743323132187813 0.00043013956348252579 0.00066854931481346376 0.0010932220271161243 -0.0020449431347580056 0.00039280811896166389 0.00025579206714502892 -0.0020149833734118172 -0.0014173850313359603 0.0018402263730065871 0.00083968153134385845 -0.0013396927408547944 -1.9190817878202634e-05
leaf_weight=0.58515240342785446 0.36632544308667891 0.59785935554100411 0.24629163693316503 0.2946866915190185 0.18162213813047856 0.9139829452906264 0.51115728614968226 0.81170228077098727 0.18246336979791422 0.65366983273997903 1.3001592674991105 0.98285551217850198 0.49401741483598016 0.34196410802542232 1.3133287469390698 1.1991044000023894 0.66478181030834083 0.36091628999564818 0.6629781185183673 0.36785088203762117 5.1833241333370097 0.41160591391962986 1.6282651599613016 31.294200649746927 0.78054116183193401 0.86941626407497097 0.48261276399716735 2.1590269731532343 2.2694140788298709 15.41401191591285
leaf_count=312 35 28 70 90 17 76 36 20 5 61 32 29 79 24 32 71 39 47 40 44 135 55 45 712 144 53 9 62 178 320
internal_value=8.04564e-05 -0.000660303 -6.99635e-05 0.000371287 -0.000811622 0.000100166 -0.000497015 0.00033782 0.000119419 -0.000848342 0.000131223 0.000113424 -0.000964843 -0.000200487 0.000133053 0.000146537 0.000748293 0.000127667 -0.000984668 0.0001615 0.000529589 0.000756509 -9.90822e-05 9.85889e-05 -0.0011554 -0.00042729 0.00059319 0.00012675 -7.67662e-05 -0.000188658
internal_weight=73.5253 1.90561 1.32046 1.07417 0.476309 71.6197 2.23684 1.32286 69.3828 0.836133 68.5467 67.2465 1.20231 0.70829 66.0442 65.0614 1.97811 63.0833 1.86208 61.2212 8.93614 7.2232 2.03987 52.285 1.14839 1.71295 0.843529 51.1367 19.8425 17.6834
internal_count=2900 517 205 135 107 2383 132 56 2251 66 2185 2153 138 59 2015 1986 71 1915 111 1804 344 235 100 1460 188 109 56 1272 560 498
is_linear=0
shrinkage=0.00196078


Tree=732
num_leaves=31
num_cat=0
split_feature=6 0 6 5 20 6 18 15 6 5 2 5 22 18 18 9 10 21 3 6 0 15 12 5 21 3 17 6 15 17
split_gain=0.217596 0.54963 0.682235 0.689321 0.790098 0.477011 0.757403 0.560483 0.469721 0.567695 0.566238 0.689306 0.556962 0.486924 0.575582 0.501013 0.478939 0.472992 0.434384 0.597868 0.410616 0.406835 0.412825 0.783118 0.52349 0.392218 0.363816 0.554808 0.487765 0.874597
threshold=14.835346625500001 86.530713386650021 16.455384477450004 22.443872254700004 40.823855932350007 16.285380505300001 13.809421053700001 42.385947950200006 16.375382608200002 25.763052016400003 116.16618105335002 21.746930049350002 -0.067574999999999996 13.24392582145 13.086509421050001 205.07255049940002 62.197478847950002 11.296310911850002 93.883646373400012 16.555386813950005 85.939252597950016 38.469938489650012 129.90914191640005 17.671168838450004 6.9984086918000008 93.733092718100025 204.53341124495003 15.925372093750001 29.334060236450004 197.22366780595004
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=21 8 5 4 -4 7 -7 26 9 16 12 -12 18 14 -13 17 -2 -15 25 -20 -14 22 23 24 -1 -10 28 -28 -3 -30
right_child=1 2 3 -5 -6 6 -8 -9 10 -11 11 13 20 15 -16 -17 -18 -19 19 -21 -22 -23 -24 -25 -26 -27 27 -29 29 -31
leaf_value=0.00010373978683963592 -0.0022012570007115188 0.0012594625469116163 -1.9472666414687684e-05 0.00087237828642118987 -0.0021860236995094287 0.001808393500453765 0.00031922041479817611 -0.00093084108788361593 0.00056462123166575262 0.00082739482829974353 -0.0015893354674001092 -0.00013588307088702412 -0.0010080715590486662 0.0008953576906933358 -0.0016500536517252522 -0.0010255444979695545 0.00010483930487595494 -0.00064413974295316585 -0.001262478680296321 0.00072486132146645462 0.00056510883372213011 -0.0011959604767093394 0.00015784723325876625 -0.002134029744353348 -0.0015122171363715342 0.0018838651106216138 -0.0015594793855742545 0.00094601314557571532 -0.00023736505888707882 0.0010501838536983521
leaf_weight=4.8124331758763281 1.1273801126953942 2.9963882825104582 1.547212873585522 1.1849732650443909 1.1124457314144818 2.5331374611705533 2.7263403842225671 1.2122556162066747 1.8040930565912279 0.53987106069689605 1.2854225486516941 4.0449960109690419 1.5116224122830337 3.7810939490154851 1.2676912570605052 0.88310440047644068 0.49972286529373366 0.96262400201521803 0.80798923270776901 2.0808062407886609 1.1035628505051134 1.1593424288730592 16.75110975730604 0.88792681356426317 0.91771993238944549 1.6670643575489519 0.79045790689997264 0.5959957055747509 4.5607915548607689 3.6529099135659635
leaf_count=193 49 46 26 18 30 26 51 31 27 24 24 280 68 85 50 33 27 24 17 69 15 57 1338 46 71 15 31 15 64 50
internal_value=8.70985e-05 0.00016623 0.00038202 -0.000371483 -0.000925668 0.000533945 0.00103646 0.000342549 -4.53654e-05 -0.000914905 4.3515e-05 -0.000231058 0.000417508 -7.14567e-05 -0.000497188 0.000330507 -0.001493 0.000582954 0.000730726 0.000169007 -0.000344217 -6.22061e-05 -5.96071e-06 -0.000420577 -0.000155066 0.0011982 0.000465097 -0.000482442 0.000582287 0.000335251
internal_weight=70.8085 46.28 22.9129 3.84463 2.65966 19.0683 5.25948 13.8088 23.367 2.16697 21.2001 12.2249 8.97514 10.9395 5.31269 5.62682 1.6271 4.74372 6.35995 2.8888 2.61519 24.5285 23.3692 6.61808 5.73015 3.47116 12.5965 1.38645 11.2101 8.2137
internal_count=2900 1195 388 74 56 314 77 237 807 100 707 496 211 472 330 142 76 109 128 86 83 1705 1648 310 264 42 206 46 160 114
is_linear=0
shrinkage=0.00196078


Tree=733
num_leaves=31
num_cat=0
split_feature=10 18 6 6 0 3 17 22 9 2 7 22 22 3 6 22 22 16 2 5 10 16 20 20 13 12 20 0 23 15
split_gain=0.292547 0.220707 0.482346 0.843864 0.42884 0.604555 0.719778 0.706255 0.573015 0.562974 0.580867 0.523621 0.560727 0.480539 0.411569 0.679412 0.622915 0.571276 0.49237 0.389016 0.645716 0.539015 0.373306 0.392969 0.430952 0.3581 0.338084 0.332132 0.743239 0.523973
threshold=90.988176966900014 17.327266398450003 13.665319288000001 13.775321858200002 93.972365491700018 84.968719212850019 191.40027208745002 -0.14581999999999998 206.08249486475003 106.46918899020001 24.122256664450003 -0.02852 -0.10001 85.80214123330002 12.380289263450001 -0.15818499999999999 -0.093604999999999994 18.844955932300003 90.278415124550008 17.671168838450004 68.961639504150014 19.214955067100004 42.428475018400007 38.771633980050005 98.362617618700014 202.12526968910001 35.818873074050011 86.530713386650021 0.12064000000000002 33.005488016050009
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 14 -4 13 7 -7 -6 9 10 -9 12 -10 -5 15 -1 -17 26 -18 -15 27 -22 23 24 -20 -24 -16 28 -21 -29
right_child=-2 -3 3 4 5 6 -8 8 11 -11 -12 -13 -14 19 17 16 18 -19 22 20 21 -23 25 -25 -26 -27 -28 29 -30 -31
leaf_value=0.00057336059748391724 -0.0011804512275279697 0.00056573906484412519 0.0014619084763191302 0.0012053414235315165 -0.0017256854004478951 0.00030422853075915947 -0.0021500530629720458 0.00071365790217517205 0.00032681757973865468 0.0013271710923669533 -0.00097773091143698036 0.00062664598066016429 -0.002105660819901788 0.0012775432864500454 0.00013026263390810707 -0.0018719393642222179 0.0011879069088326605 0.00094430053416225514 -0.0020191939402876215 0.00010209304284865587 3.2597601259788797e-05 -0.0022572961805967708 -0.0012274056941210232 -0.0018246228223758462 0.0013713265653982941 0.00056960711064463123 -0.0016866979358006434 -0.00024942407006703978 -0.0011044079805822918 0.00051245374808731839
leaf_weight=3.6228169171008622 0.71136966439462312 3.4734406661518724 1.7793483878485847 1.6614264028612513 0.86099079548148338 0.72755545836116553 1.2465808535343965 1.8618175927549594 0.55115384561940928 2.0145481931976974 1.344278215896338 0.83817222155630711 1.0749538210220633 1.1135293189436186 0.4923132277035619 1.0552719034894824 0.80805150611558918 0.5172128677368163 0.22945381101089912 22.552644086317745 0.78065526220598147 0.80044031259603798 0.59317339604604091 1.1653873679460955 0.38760035904124379 1.5159106441424226 1.9661378523160236 4.4978208496468168 2.1502186600700943 15.195428581442682
leaf_count=196 319 172 33 27 30 13 66 22 16 41 30 20 66 15 23 155 32 13 61 764 25 16 72 86 12 64 132 95 58 226
internal_value=7.11893e-05 8.2771e-05 5.99174e-05 0.000131415 9.14735e-05 -0.000267564 -0.00124554 -4.16474e-05 0.000147026 0.000514881 4.47849e-06 -0.000632284 -0.0012812 0.000168949 -0.000293431 -9.18249e-05 -0.000510575 -0.000928783 -0.000204886 0.000132384 0.000104649 -0.00112668 -0.000494091 -0.0011547 0.000110549 6.42028e-05 -0.00132285 0.0001485 -2.92479e-06 0.000338445
internal_weight=77.5897 76.8783 73.4049 61.0516 59.2722 10.5201 1.97414 8.54591 7.68492 5.22064 3.2061 2.46428 1.62611 48.7522 12.3533 9.37767 5.75485 2.97566 4.69958 47.0907 45.9772 1.5811 3.89153 1.78244 0.617054 2.10908 2.45845 44.3961 24.7029 19.6932
internal_count=2900 2581 2409 1563 1530 304 79 225 195 93 52 102 82 1226 846 678 482 168 327 1199 1184 41 295 159 73 136 155 1143 822 321
is_linear=0
shrinkage=0.00196078


Tree=734
num_leaves=31
num_cat=0
split_feature=6 6 0 5 3 15 19 0 21 0 6 5 20 6 16 19 18 0 5 21 23 2 20 5 0 6 5 6 23 16
split_gain=0.251984 0.760323 0.417493 0.297517 0.524024 0.56374 1.04924 0.84764 0.578724 0.49963 0.663947 0.923816 0.713061 0.575447 0.606722 0.638456 0.600969 0.434619 0.433203 0.425949 0.402996 0.398754 0.671018 0.519508 0.501555 0.391999 0.358429 0.354791 0.309473 0.651781
threshold=13.665319288000001 13.775321858200002 97.835679825150024 16.579584939650001 85.54673771085001 24.200063469100005 12.851036860900001 94.776214472700005 4.8216519326000009 86.530713386650021 16.455384477450004 22.443872254700004 40.823855932350007 16.285380505300001 19.214955067100004 13.851117550450002 13.809421053700001 90.337570099350003 22.782602051550004 6.7005777103000002 0.12064000000000002 189.76529655395004 36.921550069850007 20.950952025950006 90.837623311600012 15.710367070250003 20.206488238950005 16.525386113000007 0.09642000000000002 22.614947116400003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=-1 -2 3 -3 5 -5 -7 -8 -9 20 13 12 -12 14 19 -16 -15 -18 21 -11 26 22 -17 24 -24 -23 -6 -22 -28 -30
right_child=1 2 -4 4 9 6 7 8 -10 10 11 -13 -14 16 15 18 17 -19 -20 -21 27 25 23 -25 -26 -27 28 -29 29 -31
leaf_value=-0.00015482642289215884 0.0014787132632117202 0.00094839263285539314 -0.0013572481267766718 -0.0021941412747584123 0.0012900856422395637 0.0010321945693284064 -0.0018606497771756912 0.00043958425919527215 -0.0014197445221718714 0.00041617454968340692 -0.00012966939069632591 0.0010346181673196869 -0.0021916632364898212 0.0017888578333002463 -0.0011388400546106677 0.00087780756149809951 -0.00035019826230102164 0.0012253987205998352 -0.00074704585204082418 0.001895004246573462 -0.0017473251908070619 0.00015825941841232218 0.00098015194405893635 -0.0015728521861447342 -0.0009749989594861312 0.0016870148159227186 -0.00015997930750228398 -1.679045900792109e-06 0.0011572037710710042 -0.00013136412156744448
leaf_weight=13.672684534823018 1.5889132530428458 1.6294216592796136 0.74244327319320191 0.61310417143977147 0.85649883653969183 1.830155527568422 1.6301618593570308 2.1676917633740236 0.91539028100669373 1.6097462183097442 1.4897649083286522 1.2341579087078569 1.1367907125968484 2.4563677199184886 1.3751118761720125 2.6964570172131044 1.329126241616905 1.3637101266067473 1.3433671589009453 1.4001519894227383 0.94397377199493238 1.0745252184569838 1.1441774554550654 1.0604475559666751 0.90222794422879804 1.6127265710383651 14.766926934957157 0.8513303670915775 2.4263446352560996 3.9926484673051164
leaf_count=1334 34 30 36 17 13 34 82 51 51 36 26 18 30 25 31 34 23 25 30 18 31 24 16 14 28 23 624 27 49 86
internal_value=8.47024e-05 0.00014099 0.000103433 0.000122849 9.80416e-05 -0.000396291 -0.000227836 -0.000717106 -0.000112464 0.000173205 0.000377857 -0.000364637 -0.00102211 0.000525861 0.000322473 0.000112587 0.00108749 0.000447718 0.000287579 0.0011041 -2.62198e-05 0.000451276 0.000162121 -0.000459027 0.000118157 0.00107573 4.65393e-05 -0.000919543 -3.73448e-06 0.000355708
internal_weight=71.8565 58.1839 56.5949 55.8525 54.2231 7.1565 6.5434 4.71324 3.08308 47.0666 23.2289 3.86071 2.62656 19.3681 14.2189 11.209 5.1492 2.69284 9.83393 3.0099 23.8377 8.49056 5.80331 3.10685 2.04641 2.68725 22.0424 1.7953 21.1859 6.41899
internal_count=2900 1566 1532 1496 1466 235 218 184 102 1231 401 74 56 327 254 200 73 48 169 54 830 139 92 58 44 47 772 58 759 135
is_linear=0
shrinkage=0.00196078


Tree=735
num_leaves=31
num_cat=0
split_feature=13 20 0 6 5 20 23 6 13 6 6 18 0 9 7 17 23 23 20 4 16 20 4 4 16 16 15 15 22 0
split_gain=0.22653 0.571902 0.569879 0.594663 1.04678 1.00888 0.520485 0.504589 0.713058 0.467323 0.46502 0.741731 0.500535 0.480701 0.59568 0.479957 0.453741 0.508199 0.424081 0.94361 0.438438 0.399956 0.466813 0.858322 0.497759 0.624334 0.88317 0.953104 0.674453 0.386072
threshold=109.57886493895002 38.238138001450004 86.530713386650021 16.455384477450004 22.443872254700004 40.823855932350007 0.12064000000000002 16.375382608200002 117.38883580790001 16.525386113000007 16.285380505300001 13.809421053700001 90.337570099350003 188.53841931785004 22.940014114900002 190.02287710315002 0.11467000000000002 0.098005000000000023 36.625813070500008 228.53067524955003 22.654947022900004 38.386256906100009 178.77399478955002 144.53986173305 19.134955254150004 18.684956306450005 29.049007317550004 27.992471162000005 -0.078219999999999998 94.964406541850011
decision_type=2 2 2 2 2 2 2 2 2 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 6 10 5 -5 7 8 -2 -8 13 -12 -13 -4 -15 -16 17 18 -17 -20 -21 -3 23 -23 25 26 27 -24 -28 -1
right_child=2 21 3 4 -6 -7 9 -9 -10 -11 11 12 -14 14 15 16 -18 -19 19 20 -22 22 24 -25 -26 -27 28 -29 -30 -31
leaf_value=-0.0014562199010154217 0.00055244462361668794 0.0014842951682747141 0.0014018657754656667 5.0739473006479155e-05 0.0011592600079752377 -0.0022258672987658184 -0.0018874110011802142 0.00012068425295594657 -0.0017936569210291883 -5.5088256467903967e-05 0.0017534305436555607 -0.00048676286410875841 0.0011933785205116647 -0.0010348479221739448 0.001367107980593921 0.0012404672940815827 0.001243236202416943 -0.001076622712754303 -0.0014432901535880575 7.4602997767891693e-05 0.00137125846061888 0.0011578322112884018 5.3459931919436752e-05 -0.0015125830186468797 -0.0020990605671730453 0.0013460686492772795 -0.0021807056884767697 0.0018234734836018365 0.00034685389806130392 -0.00028057857286822662
leaf_weight=1.6535751934425231 0.81144010479329809 0.73046749654168053 1.4435177119448841 1.7442345656454556 1.3276983387768266 1.3107915171422062 1.0841223081952187 20.776419565299875 1.2897045700810847 1.056810716865584 2.5844741910696021 1.475540289655328 1.2671497128903864 1.3295718589797605 1.5490681342780579 1.333247420610858 1.3947124928235997 1.3332968913018692 1.338403816334903 4.0326609443873167 1.3343080170452593 0.6280521685257584 15.012596671163932 1.7582727097178574 0.3853580781724294 1.5484341499395657 1.1268661785870788 1.2684496781439509 0.63439574564108525 3.0636913192020074
leaf_count=112 23 20 21 24 17 30 31 607 40 27 25 23 23 17 14 17 18 25 29 71 24 10 1048 69 19 32 81 19 31 353
internal_value=7.12146e-05 -7.05518e-05 0.000150355 0.000360998 -0.000294337 -0.000926063 -5.84379e-05 2.80788e-05 -0.000887617 -0.000982937 0.00050168 0.000999715 0.000289479 0.000325847 0.000212016 0.000346624 0.0001998 4.45178e-05 0.000230472 2.96516e-05 0.000396971 5.65334e-05 9.89563e-06 -0.000809762 0.000107811 0.000151221 4.86765e-05 0.000191361 -0.00127029 -0.000692684
internal_weight=77.6273 27.8102 49.8172 24.7987 4.38272 3.05503 25.0185 22.8776 2.10114 2.14093 20.416 5.32716 2.74269 15.0888 13.6453 12.3157 10.7666 9.37192 8.03862 6.70537 5.36697 23.0929 22.3624 2.38632 19.9761 19.5907 18.0423 16.281 1.76126 4.71727
internal_count=2900 1794 1106 378 71 54 728 670 63 58 307 71 46 236 215 198 184 166 141 124 95 1329 1309 79 1230 1211 1179 1067 112 465
is_linear=0
shrinkage=0.00196078


Tree=736
num_leaves=31
num_cat=0
split_feature=15 13 2 20 15 21 21 12 5 9 9 9 6 8 3 21 23 6 6 6 5 9 8 20 21 9 9 12 17 18
split_gain=0.0877399 0.391925 0.144285 0.085981 0.132075 0.0938656 0.300524 0.274549 0.243284 0.208654 0.4246 0.453362 0.52906 0.467388 0.371446 0.34723 0.412747 0.38048 0.334884 0.587784 0.39514 0.409056 0.366972 0.310853 0.233324 0.281303 0.628656 0.226912 0.20173 0.468621
threshold=46.574831689400007 117.61735474900001 248.59864686230003 31.796797363700005 37.576156502300009 3.5085246469500002 3.8005420560000007 195.51336019310003 30.133297129900004 203.83507631320003 193.06224578400005 185.04294426330003 14.855347092800002 4.9461400813500012 89.896662965950014 1.0652877397500002 0.087530000000000011 14.815346158200002 16.325381439950004 14.955349429350003 15.299679811400003 214.22994816675003 9.5425530862500008 43.968221017800005 2.0076445649000005 194.81758439455004 201.2906445504 133.01805689090003 187.98346801990002 13.303774303900001
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=3 -2 -3 4 -1 8 7 -7 9 10 11 13 -13 23 -14 16 17 -12 19 20 -11 -22 -20 -5 -17 -26 -27 -18 -8 -30
right_child=1 2 -4 5 -6 6 28 -9 -10 18 15 12 14 -15 -16 24 27 -19 22 -21 21 -23 -24 -25 25 26 -28 -29 29 -31
leaf_value=-0.076878419338508933 -0.079053588341693862 -0.028717196467270535 0.046252716686272365 -0.06768310285720712 0.095808852939240713 -0.10624113427723234 -0.011619338678266136 0.0038875520899401823 0.069105069282432804 0.024021804339710587 -0.010990924515319984 0.034205861359462283 -0.088284805237954539 0.077724394425742097 -0.015778588402440188 0.079161843813897265 -0.073289520268618291 0.081489788076308953 -0.083313945494521716 0.054581118708447195 -0.083027090462819808 0.012345195593962925 0.018108941156267787 0.028981634156815407 0.081258501839575517 -0.04877920381023379 0.066348654580000069 0.0014271767402640827 0.03217595873942599 -0.0020119808114581589
leaf_weight=0.24771127546864491 0.62782748059544136 0.37556727325136308 0.57997595483902842 0.50900827992427922 0.046749785542488098 0.45803849577350675 9.3125243801187043 0.35821030177612556 0.543208879957091 1.0674731429571687 0.75061112057301238 0.87734991143224794 1.2132699210196736 0.91129957808880124 1.2992692573461679 1.3167576803771228 0.6491339269596208 0.8338799923658371 0.9486672203056512 1.3502919478341935 1.1137838568538425 0.62253971134487063 0.47559228126192465 0.70393713663361268 0.67041562625672702 0.83791251055663429 0.84678970591630787 0.81293265880958643 4.4665947665052981 17.544297076987277
leaf_count=143 76 36 20 184 1 25 681 32 27 120 30 44 22 37 34 33 25 17 41 38 67 40 24 46 10 35 17 28 93 874
internal_value=0.000629044 -0.0212154 0.0167865 0.00131006 -0.0494619 0.00160615 -0.00146415 -0.0579112 0.0069825 0.00508784 0.0119754 -0.00740338 -0.0287925 0.0267296 -0.0507908 0.0278804 0.00436174 0.0376795 -0.0100156 0.00350359 -0.021095 -0.0488324 -0.0494466 -0.0115834 0.0473939 0.0296323 0.00908805 -0.0317458 6.7938e-06 0.00492566
internal_weight=52.3716 1.58337 0.955543 50.7883 0.294461 50.4938 32.1397 0.816249 18.3541 17.8109 12.2326 5.51413 3.38989 2.12424 2.51254 6.71843 3.04656 1.58449 5.57835 4.15409 2.8038 1.73632 1.42426 1.21295 3.67188 2.35512 1.6847 1.46207 31.3234 22.0109
internal_count=2900 132 56 2768 144 2624 1705 57 919 892 562 367 100 267 56 195 100 47 330 265 227 107 65 230 95 62 52 53 1648 967
is_linear=0
shrinkage=0.0942322


Tree=737
num_leaves=31
num_cat=0
split_feature=15 16 21 16 20 15 15 19 2 2 17 18 15 12 13 21 22 13 5 7 15 17 20 5 7 3 15 16 19 0
split_gain=0.25378 0.450048 0.540476 0.323084 0.540365 0.676424 0.724592 0.404082 0.552679 0.717396 0.517863 0.724288 0.419894 0.430352 0.461226 0.391176 0.481649 0.44645 0.536791 0.773809 0.574056 0.368453 0.348996 0.34874 0.34344 0.468972 0.83997 0.622879 0.617023 0.522239
threshold=45.169600924000008 22.694946929300002 6.5365111340500013 18.594956516900002 37.186372654950006 28.452330424200003 28.321365561200004 12.851036860900001 112.95519936480001 236.44570625245004 195.44378352670003 17.552559642400002 26.410889167300002 207.71672397260002 98.741690215100007 6.9984086918000008 -0.088944999999999996 95.99139754765001 16.579584939650001 24.122256664450003 24.200063469100005 184.59783591905003 48.008184682100008 15.299679811400003 25.396105459650006 85.54673771085001 27.288673764350005 19.214955067100004 13.751109481500002 92.313586825200005
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=3 2 -2 4 -1 6 7 12 -9 10 -10 -12 13 15 -15 17 -17 -6 -19 20 22 -16 -20 -7 25 26 -5 29 -29 -27
right_child=1 -3 -4 24 5 23 -8 8 9 -11 11 -13 -14 14 21 16 -18 18 19 -21 -22 -23 -24 -25 -26 27 -28 28 -30 -31
leaf_value=-0.0010633831547022775 -0.0016509775866314345 0.0006590664467538399 -6.0752830193093196e-05 0.0012333864320768833 -0.0019956216271026467 0.00078119170420485207 0.0019074472182582783 -0.0016610987671080385 0.0014603127810497356 -0.0018396388317571651 -0.0016541117567099521 0.0014235373578546258 -0.0020798795040990075 0.00016928522550347169 -0.00018285841182920173 -0.00012046154394193802 -0.0020779058234144574 0.0007565682239236923 -0.0021735168725301787 -0.0022608847619342955 0.0020149664150207742 0.0016176266580960152 0.00094769228158715082 -0.0015653286853651543 0.00086833627371918289 -7.5456957072171888e-06 -0.0012721745054242511 -0.00087686499289009478 0.00019821906796963301 0.0016638236903125977
leaf_weight=1.9811776090109585 1.4317188825807527 1.2035108359996227 1.9285942813439758 0.68995876982808058 0.33607604135250557 0.29320090729743142 0.82724879961460729 1.1544204619422078 1.0666034532623605 0.67393378584529262 0.72721009637461953 0.49349640350556001 0.30787060284637924 3.7232772133502294 0.5526812233438253 1.4276730289930131 0.73062300370656874 3.6678816294006538 0.3329040759053894 0.64859166368842114 0.48973249597474933 2.0873780071560759 0.23492873273789883 1.4367587873130103 2.761363329133018 1.1327804473403369 2.0218560685170814 2.1673562642536117 38.719525786931626 1.9665616564452646
leaf_count=331 74 34 79 12 133 15 6 68 60 58 67 17 26 391 29 115 104 101 55 12 10 58 5 128 59 41 74 71 640 27
internal_value=7.87006e-05 -0.000369802 -0.000738295 0.000106874 -8.40673e-05 7.39765e-06 0.000111735 3.21058e-05 -0.000510295 -6.1662e-05 0.000462202 -0.000409907 0.000185641 0.00023465 0.000613802 -7.1978e-05 -0.000783093 0.000196807 0.000333915 -0.0005747 0.000459416 0.00124071 -0.000882183 -0.00116763 0.000196415 0.000156683 -0.000634692 0.000205472 0.00014123 0.00105295
internal_weight=77.2169 4.56382 3.36031 72.6531 23.1937 21.2125 19.4825 18.6553 4.11566 2.96124 2.28731 1.22071 14.5396 14.2317 6.36334 7.86841 2.1583 5.71011 5.37404 1.70616 1.05757 2.64006 0.567833 1.72996 49.4594 46.698 2.71181 43.9862 40.8869 3.09934
internal_count=2900 187 153 2713 1789 1458 1315 1309 270 202 144 84 1039 1013 478 535 219 316 183 82 70 87 60 143 924 865 86 779 711 68
is_linear=0
shrinkage=0.00196078


Tree=738
num_leaves=31
num_cat=0
split_feature=3 23 7 7 4 23 14 2 22 5 23 23 8 8 21 18 7 18 7 5 18 21 23 22 3 16 13 22 20 22
split_gain=0.0828026 0.11872 0.114463 0.266031 0.234649 0.191968 0.227727 0.25272 0.178822 0.361795 0.23403 0.19295 0.154568 0.233455 0.237823 0.152623 0.245477 0.334995 0.4558 0.308001 0.312234 0.22765 0.216488 0.191995 0.428815 0.597563 0.567316 0.420758 0.400688 0.394664
threshold=108.42013948475001 0.070195000000000021 20.778835947700006 21.725272673150005 329.34765841865004 0.099780000000000021 208.04216153005004 56.184788788300004 -0.23771499999999998 20.608876568850004 -0.17732499999999998 1.0000000180025095e-35 9.5425530862500008 9.0429429770000009 4.3636502323000004 12.903279561150002 22.597569836950004 13.042786209850002 22.638073512250003 21.269675393700002 12.993406580100002 9.0990081631500015 0.099780000000000021 -0.068524999999999989 93.308316333450009 22.514947350300002 117.64961624655002 -0.062629999999999991 42.541806567400009 -0.054494999999999995
decision_type=2 2 2 2 2 2 2 2 2 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 -1 9 -8 -10 -12 13 15 -15 -5 19 -18 -19 21 -21 -17 -22 -20 25 27 -26 -25 -27 -29
right_child=1 -3 3 12 -6 -7 8 -9 10 -11 11 -13 -14 14 -16 16 17 18 23 20 22 -23 -24 24 26 28 -28 29 -30 -31
leaf_value=0.0289397895749955 -0.06663689599010543 0.042773715988791948 -0.056055541292332742 -0.021911135689225505 0.018994594511216895 0.084648462783760064 0.069358067267526566 -0.08972767615892388 0.062176778576598389 -0.090712099857091735 -0.09013456803078497 0.030969165736703393 0.043969059041702868 -0.091260347764907115 0.00086995539894540346 0.065385629931303924 0.049774582165630965 -0.087923920309019923 -0.0050400261978549724 -0.04968408081097711 -0.0058235425063521643 0.003482228983475495 0.066968182031161338 -0.094111247701120754 -0.052776905157606253 0.057600814544295109 0.049638976823696598 0.057875276186660524 -0.0095476115299106077 -0.00095080495410407946
leaf_weight=0.23834567051380862 0.29726680635940184 0.10059838871529792 1.1393829678709142 2.0408465811997294 0.43675383982190386 0.29434650559414866 0.18369651252578512 0.31677990828757174 1.0165958269208206 0.25635594754930935 0.16030895302537729 0.26375558847939828 0.62889725132845242 0.4201749281201036 0.42931234891875647 1.4411589609935611 1.0130887304694614 0.45120070839766313 22.599265160574749 0.67905453472485522 0.77557234733831115 0.65479688254708879 0.51543417747598141 0.33498756754852266 1.6850810687174083 2.9717980131972577 0.54167677951045323 0.96550439682959854 0.8708510729484259 8.2494092110409944
leaf_count=7 125 12 107 55 37 13 14 80 48 34 26 37 23 30 22 54 32 13 1254 19 38 34 17 23 64 71 16 28 19 548
internal_value=0.000589607 -0.0389729 0.000894808 -7.4816e-05 -0.0352588 0.0182418 0.0102172 -0.0387773 0.0246788 -0.023892 0.0395149 -0.0148116 0.00109838 0.000520301 -0.0446997 0.00135922 0.00244476 0.000357367 -0.000937288 0.022817 -0.00189694 0.0460464 0.0232385 8.96586e-05 0.0075117 0.0133935 -0.0278634 0.00172873 0.0423831 0.00521277
internal_weight=51.9723 0.397865 51.5744 48.8442 1.57614 2.73018 2.43584 0.555126 1.88071 0.440052 1.44066 0.424065 47.2681 46.6392 0.849487 45.7897 43.7489 39.6829 38.6698 4.06602 1.97006 2.09596 1.29101 38.2186 15.6193 13.3926 2.22676 9.5499 3.84265 9.21491
internal_count=2900 137 2763 2504 144 259 246 87 159 48 111 63 2360 2337 52 2285 2230 2068 2036 162 74 88 55 2023 769 689 80 599 90 576
is_linear=0
shrinkage=0.087056


Tree=739
num_leaves=31
num_cat=0
split_feature=2 18 10 4 7 21 0 14 5 6 21 3 18 10 7 22 17 20 17 9 7 7 18 0 5 23 10 13 9 10
split_gain=0.0828455 0.309722 0.220593 0.189239 0.155736 0.131037 0.17551 0.128319 0.127953 0.122017 0.27994 0.119867 0.114988 0.34412 0.187868 0.166714 0.141804 0.136719 0.112775 0.27546 0.355105 0.357702 0.149302 0.325111 0.290942 0.350883 0.194291 0.562829 0.448242 0.261505
threshold=325.75432260090003 13.954623666350001 64.434276012450013 436.68955969730007 22.426784932800004 16.589865017350004 91.410264893400026 414.62864134155001 32.00428233840001 5.0951190466500007 12.953111773950001 68.555682326450011 17.267778657600005 83.715897724050009 26.752366550650006 0.049615000000000013 211.47438991805004 42.508878681700004 206.41783130310003 201.78065190905002 24.550696209100003 25.178984058200005 15.353948930850001 97.835679825150024 13.999568943650003 0.11467000000000002 71.090898343450007 107.97116697695002 206.08249486475003 70.865067860500019
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=7 -2 -3 -4 -5 6 -6 8 9 10 -1 -12 14 16 18 -16 -14 -15 22 -20 -21 -22 26 -24 -25 -26 29 28 -28 -11
right_child=1 2 3 4 5 -7 -8 -9 -10 12 11 -13 13 17 15 -17 -18 -19 19 20 21 -23 23 24 25 -27 27 -29 -30 -31
leaf_value=-0.08975225409526405 -0.093561780851864854 0.039006749978492725 -0.09194686211758156 0.076139884287725418 0.090395312157682414 0.026630207358316088 -0.090444161423145528 0.0502251496314398 0.045933522008961621 0.001572377344016675 -0.090740942571237521 0.032904364106746117 0.088493400424751179 -0.090431559612829449 -0.093292548638395673 0.016549474390512166 0.023261150373211671 0.018043573908235442 -0.073906515959313274 0.066884822048385181 -0.097117746991366119 -0.00069413093430657324 0.056230942961914589 0.037297509712495444 -0.061821680101718998 0.042094480188960046 0.0087184542636186847 -0.091766424934975888 -0.079296958199053275 0.058487592032010677
leaf_weight=0.37863019867518133 0.34622629312798281 0.64887200185330562 0.26453039748594165 0.15084313984698383 0.050164442509412766 0.22168780812353361 0.27050820998374547 0.41848747607036685 0.49128135120554262 34.373517191925202 0.073517374305083649 0.38860406928870361 0.46148739894851931 0.22817290016428149 0.31295369639701576 0.16713845561025664 0.61019236408174038 0.15307751214277232 0.5322908050147811 0.45902436086908016 0.38051894272211928 1.4959686938382217 1.2301717274822288 0.88554802160069845 0.8310379759641362 0.37040400947444141 3.2324645976113966 0.67487726267427195 0.53121660163742479 0.64854379743337531
leaf_count=327 49 27 24 10 1 18 102 61 47 1245 31 64 15 110 49 12 32 29 41 14 18 91 39 88 56 18 161 63 44 14
internal_value=0.00055367 -0.0173842 -0.000967778 -0.0280508 -0.00366773 -0.0258641 -0.0621545 0.00126379 0.000844869 0.000387382 -0.0331456 0.013234 0.000979936 0.0255762 0.00020517 -0.0550523 0.0513515 -0.0468772 0.000786358 -0.0162604 -0.00312213 -0.0202472 0.00192916 0.0200226 -0.00132031 -0.0297844 0.000408181 -0.017094 -0.00370429 0.00262634
internal_weight=51.282 1.95283 1.60661 0.957734 0.693204 0.54236 0.320673 49.3291 48.9106 48.4194 0.840752 0.462121 47.5786 1.45293 46.1257 0.480092 1.07168 0.38125 45.6456 2.8678 2.33551 1.87649 42.7778 3.31716 2.08699 1.20144 39.4606 4.43856 3.76368 35.0221
internal_count=2900 231 182 155 131 121 103 2669 2608 2561 422 95 2139 186 1953 61 47 139 1892 164 123 109 1728 201 162 74 1527 268 205 1259
is_linear=0
shrinkage=0.0887971


Tree=740
num_leaves=31
num_cat=0
split_feature=10 3 7 0 13 21 3 3 21 9 13 3 16 6 23 16 22 0 16 6 8 5 3 20 9 16 6 6 16 5
split_gain=0.20666 0.156492 0.19866 0.274396 0.786299 0.566143 0.428574 0.6378 0.848611 0.373283 0.368552 0.553562 0.667148 0.827747 0.747386 0.556508 0.572077 0.530695 0.404672 0.353702 0.337244 0.55739 0.523419 0.326733 0.425758 0.31217 0.535339 0.798309 0.522792 0.469599
threshold=90.988176966900014 108.42013948475001 19.874819532250005 85.716110573100011 117.59047016770002 15.440607301650003 93.770731131900007 93.58791597905001 3.0760100505500003 186.14781787895004 109.57886493895002 84.146051024900018 19.214955067100004 14.755344756250002 -0.085699999999999998 18.684956306450005 -0.079824999999999993 93.442739239950015 18.764956119400004 16.475384944750001 8.543332867800002 30.133297129900004 94.383699585650007 38.238138001450004 191.40721473735002 15.689963310050002 11.585270688000001 14.355335410100002 15.474963812800002 16.579584939650001
decision_type=2 2 2 2 2 2 2 2 2 2 2 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 10 -9 -6 11 18 13 14 -13 16 -15 -12 23 -11 -21 22 -22 24 -5 28 -27 -28 29 -25
right_child=-2 -3 3 6 9 -7 -8 8 -10 19 17 12 -14 15 -16 -17 -18 -19 -20 20 21 -23 -24 25 -26 26 27 -29 -30 -31
leaf_value=0.00062812069908533684 -0.0011129260871857412 -0.00087418770002051108 -0.0019055275362259941 0.00069335620853751463 0.00086926039064164138 0.0013488576634951154 0.0007991228377904943 0.0009892445553945908 -0.0016129743354592169 -0.0016132037261966867 0.000189288106006186 0.00023950315246704072 -0.0021567143898317265 -0.001227975109916255 -0.0018372455027686272 0.0017187675702638376 0.00091693286343080111 0.0012343283873206031 0.0012201634312125399 0.00092017731169503631 0.00017401557769048564 0.0012147024789865505 -0.0021138049102310554 0.00037340565394058538 -0.0013120904243232407 0.0003618276601703889 -0.0020526478328332419 0.00057264333267270369 0.0013454752882262587 -0.0007355551953999377
leaf_weight=2.5175807918130877 0.56436023488458786 0.65681990411394409 1.4778695760178369 0.57848753377403284 1.5882555124699136 0.2387130825081839 3.2821593188564284 0.66026611870620344 1.782712204265408 0.62346339193754863 28.10226831166074 1.068173546183971 0.86659478291403491 0.95351138728437956 1.7706547026173201 0.89786260109394778 0.95880827819928538 2.0013143471442154 1.1883523054420937 1.0352949506486768 0.71519522386370249 0.56844840943813313 0.83142954047070816 6.620541371208672 1.3730212329246567 2.0789033464970994 1.1979588484391568 0.70881470118183632 1.6115789420437057 1.8864051379496229
leaf_count=116 319 137 184 112 32 10 47 16 54 22 481 78 34 32 200 11 21 35 27 27 18 13 46 384 134 105 81 24 37 63
internal_value=6.8843e-05 7.83924e-05 8.74359e-05 6.70177e-05 -0.000297962 -0.00145296 0.000110375 7.02267e-05 -0.00090967 7.17929e-05 0.00011467 -6.78966e-05 -0.000554791 -0.000309046 -0.00105582 0.000445342 -0.000152551 0.000258763 0.000116075 -0.000263829 3.21419e-06 -0.000445625 -0.00105586 3.43564e-05 -0.000717614 0.000138402 -0.00032639 -0.00107673 0.000321483 0.000127495
internal_weight=70.4058 69.8415 69.1846 66.6671 7.07867 1.71658 59.5884 56.3062 2.44298 5.36209 53.8633 23.7597 6.51561 5.64901 2.83883 2.81018 1.91232 30.1036 17.2441 3.77383 3.15037 2.11507 1.54662 16.0557 1.95151 14.1042 3.98568 1.90677 10.1185 8.50695
internal_count=2900 2581 2444 2328 352 194 1976 1929 70 158 1859 1343 376 342 278 64 53 516 967 126 104 77 64 940 246 694 210 105 484 447
is_linear=0
shrinkage=0.00196078


Tree=741
num_leaves=31
num_cat=0
split_feature=16 16 16 17 12 17 22 6 21 20 20 21 21 13 19 21 12 22 9 16 9 9 12 17 0 21 16 4 15 9
split_gain=0.0752131 0.0989239 0.235784 0.159733 0.217979 0.119687 0.111704 0.130909 0.199154 0.128919 0.261639 0.232035 0.310979 0.221268 0.302873 0.335997 0.218955 0.443335 0.464903 0.397101 0.216477 0.308968 0.227751 0.393075 0.342153 0.237583 0.188724 0.333518 0.2161 0.170854
threshold=7.4549825670500001 9.6249774926000011 11.934972090850001 177.48499193625003 255.91119495340004 180.19381692845005 0.68694500000000025 4.9151148409000003 20.770927814650005 43.19689381845 43.082598263550004 6.655069997600001 6.338788634150001 117.34850893595002 13.351077205700003 4.8216519326000009 197.02116758845003 -0.09715 194.59941400375001 18.984955604900005 104.11289958150002 60.983947735000008 309.23973140915007 203.93111730270002 89.99344745865001 1.5209325480500002 16.344961778400002 288.82295348255008 38.97275740620001 187.70546222865002
decision_type=2 2 2 2 2 2 2 2 2 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 -2 7 8 -4 10 20 12 13 14 15 -11 17 18 19 -13 21 -9 29 25 -25 -24 -18 -28 -29 -22
right_child=1 2 6 -5 -6 -7 -8 9 -10 11 -12 16 -14 -15 -16 -17 26 -19 -20 -21 22 -23 23 24 -26 -27 27 28 -30 -31
leaf_value=-0.056034831163288563 -0.043187610094133175 -0.072715971299088633 -0.093134935883674622 -0.094117383725358106 0.08027651345582916 0.04808812528877103 0.04339585579661985 0.024353057178455925 0.054366431590505949 0.040113962456090578 -0.054405562883305669 0.020471142177315643 0.083268778545211697 -0.019626731506229782 0.083165539057607207 -0.065318987321981811 0.058038424576886322 -0.084829497840700985 0.079793664715570103 -0.099434228582246834 0.019034167008409691 -0.09397637248083171 -0.00080087740076111437 0.06499323903793465 -0.035814078084279631 -0.09541653199051317 0.053843605613016862 -0.069100266521467696 0.027914527260471295 0.00021267180264697051
leaf_weight=0.19964056768321725 0.14869674238229791 0.1807504384614721 0.28439933137542439 0.37473912678228771 0.14186709580826573 0.6989826323087982 0.52491153217852016 0.30844308494852057 0.10771605174522847 0.79402891548670573 0.77149892387751506 0.54182974014838714 0.72331540554296214 0.99827757698949415 0.68413877818966273 0.38213060799898813 0.68634995384491082 0.68655858217971388 0.47846987680532038 0.41727971384534612 4.7253521031816481 0.48364198436684092 0.32128526445012473 0.52461278857663252 0.63543755901628174 0.7678621277154889 0.57708953690598697 0.5840688789539854 0.29491274955216795 31.940943808251177
leaf_count=183 59 79 204 166 10 112 29 32 14 40 50 40 15 37 19 34 32 46 10 31 125 198 14 18 63 49 26 58 15 1092
internal_value=0.000559104 0.00078156 0.000250375 -0.0530924 -0.00543941 0.0320769 0.00100577 0.00054905 -0.0526156 0.000980412 -0.00112064 0.0118168 0.0291535 0.0154605 0.0342891 0.00585912 -0.00273787 -0.0237563 0.00541108 -0.0316961 -8.5341e-05 -0.0478981 0.000887839 -0.0276478 0.00977429 -0.0675061 0.0181012 -0.000724129 -0.0365502 0.00263828
internal_weight=50.9892 50.7896 49.9419 0.697357 0.322618 0.847679 49.2446 48.7196 0.392115 48.3275 40.4791 7.84845 3.58189 2.85858 1.8603 1.17616 4.26656 2.12414 1.43758 0.959109 39.7076 0.792085 38.9155 2.2492 1.16005 1.08915 2.14242 1.45607 0.878982 36.6663
internal_count=2900 2717 2546 255 89 171 2291 2262 218 2044 1641 403 145 130 93 74 258 127 81 71 1591 230 1361 144 81 63 131 99 73 1217
is_linear=0
shrinkage=0.0923845


Tree=742
num_leaves=31
num_cat=0
split_feature=15 22 23 16 21 21 12 21 21 9 18 6 23 15 7 15 23 16 16 21 5 7 22 3 18 4 16 20 2 12
split_gain=0.0774141 0.34263 0.158525 0.263995 0.08236 0.258818 0.240949 0.179782 0.338724 0.681521 0.867528 0.302329 0.324558 0.433774 0.273577 0.264466 0.263766 0.250602 0.237024 0.211265 0.382415 0.47791 0.259513 0.25737 0.569554 0.364678 0.340183 0.459868 0.389503 0.311088
threshold=46.810838056050009 -0.082314999999999985 0.092290000000000025 22.644947046300004 3.5085246469500002 3.8005420560000007 195.51336019310003 1.9231529451500002 1.2219980417000003 194.46727572990002 13.849588037450003 16.545386580300001 0.091545000000000029 37.434800281900003 22.689595575850003 32.540328261750005 0.093925000000000022 22.624947093000003 22.634947069650003 1.0652877397500002 20.950952025950006 22.862300195000003 -0.61225999999999992 89.125075482450015 14.073076155300003 161.23541642690003 19.134955254150004 39.995120105550008 69.280267125550012 232.70218114660003
decision_type=2 2 2 2 2 2 2 2 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 -6 8 18 -10 -11 12 13 -9 -13 16 -14 -15 19 20 22 -22 -1 24 -24 -26 27 28 -27 -30
right_child=1 -3 -4 -5 5 -7 -8 11 9 10 -12 14 15 17 -16 -17 -18 -19 -20 -21 21 -23 23 -25 25 26 -28 -29 29 -31
leaf_value=-0.10392941094571251 -0.091665539774188676 -0.071529134365252989 0.064407550784286963 0.046126387914261685 -0.099066072555416967 -0.00040554912608381185 0.00065774348583299321 0.031545264949439572 -0.096511795676091722 0.071505609551182847 -0.060337385626016385 0.02239202798741553 0.076051654520019454 -0.089754953553938324 -0.074904078187786466 0.08548599287711707 -0.016796902398499791 0.0029351466043817066 0.043217757284103521 0.056329761253240851 0.0046087666830334616 -0.091282571823391973 0.073616103297293914 -0.038767341332335864 -0.067839980188218602 0.043416327068343905 0.051753813436999897 0.053852184708851981 -0.082555778702211771 0.012009349006553344
leaf_weight=0.15855054571329574 0.20121317895245738 0.58785405188973416 0.33485494070191635 0.24088308755017351 0.41008515959765901 30.42048676756167 0.35765554894169327 1.9880123976236057 0.80982575133384616 0.76542176492512204 0.80991657832964847 0.43702334068439075 0.41123315591539755 0.44811023090733204 0.47613098029978573 1.0491084648965623 0.58364531724146218 0.47251141886226833 1.2456438429653633 0.52278228214618128 0.88142337548197225 0.76592512388015166 1.1369407218298899 0.71645790807087895 0.50763496485888016 0.42132408914039921 1.1769788983510805 0.71085377470080846 0.92971473142824812 0.3890891170467512
leaf_count=15 23 55 24 19 25 1663 32 127 37 18 56 32 13 22 16 21 30 18 39 23 123 35 31 20 19 16 25 62 181 80
internal_value=0.000479697 -0.02038 0.0183202 -0.0165874 0.00106068 -0.00169061 -0.0526093 0.00587749 -0.000372714 -0.0303099 0.00372219 0.018609 0.0272653 0.00820975 -0.0283395 0.0543818 0.0215821 -0.0421815 0.00709384 0.00168397 -0.00198097 -0.0399754 0.00820033 0.0111688 0.0179544 0.00265209 0.0125155 -0.00632695 -0.0309105 -0.0546561
internal_weight=50.3673 1.36481 0.776951 0.442096 49.0025 31.1882 0.767741 17.8143 11.9485 2.38516 1.57534 5.86578 4.95262 2.90863 0.913154 2.04399 0.994878 0.920622 9.56332 8.31768 7.79489 1.64735 6.14754 5.98899 5.27254 4.1356 3.62796 2.45098 1.74013 1.3188
internal_count=2900 121 66 42 2779 1720 57 1059 780 111 74 279 231 167 48 64 43 40 669 630 607 158 449 434 414 383 364 339 277 261
is_linear=0
shrinkage=0.0887971


Tree=743
num_leaves=31
num_cat=0
split_feature=5 6 18 7 0 0 18 3 6 5 9 5 23 2 20 3 5 10 20 7 20 20 7 17 12 6 8 15 22 16
split_gain=0.244485 0.372532 0.536558 0.71545 0.460564 1.01164 0.642689 0.418586 0.943188 0.692472 0.417231 0.688461 0.53964 0.592016 0.432082 0.400508 0.385428 0.416261 0.39129 0.375543 0.504843 0.732198 0.512864 0.717564 0.507728 0.610469 0.584304 0.453876 0.982197 0.621561
threshold=23.721757872050002 14.835346625500001 15.312071772700003 24.071745547300001 97.835679825150024 96.249489528150022 15.409823741150001 86.302194445500007 15.135353635100001 18.613387752550004 199.02473417820002 18.553574773300003 0.086945000000000022 45.36220315740001 45.90502654165001 89.805255389500005 15.299679811400003 76.42211081615001 40.922041107600009 22.087764922150004 40.621691032550004 41.134354310300004 23.738191650050002 199.55131508320002 105.35624869990001 16.285380505300001 8.543332867800002 38.842471172100005 -0.10098 22.564947233300003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 3 10 5 6 -4 9 -9 -3 11 12 13 -1 -13 -16 17 -6 -18 -10 22 -22 23 24 -21 -26 -27 28 -23 -29
right_child=-2 7 4 -5 16 -7 -8 8 19 -11 -12 14 -14 -15 15 -17 18 -19 -20 20 21 27 -24 -25 25 26 -28 29 -30 -31
leaf_value=0.0013824702247491327 -0.00021015334701381274 0.0012661132491381779 0.00096601515234378003 -0.00075612740919677335 -0.0020935313797183176 0.0014057511297991539 -0.0020919942486312161 -0.001262924244759153 -0.00058082079026609194 -0.00044223972130928908 0.001318980604945094 0.001210278185259354 0.00020316441282920841 -0.0018738746138360636 -0.002025559871615846 0.00077909148552353987 -0.0017746293668028286 0.00024344993647442019 0.00015322775657087664 0.0014044926784631091 -0.00097392798836611169 0.0010903278290251056 0.0015586265479226712 -0.0009008050862235272 -0.00041371035947143468 0.0015579128094904227 -0.0001018702333478726 -0.00048973978445331057 -0.00047621576697092074 0.00073794378282149872
leaf_weight=0.25043331179768058 9.9459506025086721 3.3223004005849353 0.45244607533095338 7.2252075482392684 0.30372323701158066 2.8238779917010106 0.63517525937641039 1.6887198596377846 2.027401404848205 1.2575251307571305 0.9727389879990368 1.8095411557587797 1.4672417644178493 1.5022772243828511 0.36722517677117128 0.41923388704890385 0.87145214824704342 8.3244632002943018 0.75584322004579008 2.4324293904937786 2.1552273910492685 2.0185846436652328 1.8741882666945446 1.3276303440798063 2.4227072782814503 1.9869273751974108 1.3830656101927159 1.9523990030866105 6.4735815734602555 8.4374815877526981
leaf_count=4 572 45 8 291 23 57 40 35 53 29 12 72 45 140 49 11 48 845 35 35 32 32 28 21 28 26 26 30 115 113
internal_value=7.7235e-05 0.000118696 -5.46501e-05 -0.000326682 0.000214443 0.000786899 -0.000819875 0.000238544 0.000167849 0.000797035 0.000130376 -6.84218e-05 -0.000674163 -0.0014086 0.000682909 -0.000530498 -3.89572e-06 0.000161185 -0.000879182 0.0002379 0.000289029 0.00010882 0.000620797 0.000436802 0.000652707 0.000337022 0.000876728 0.000232407 -0.000103849 0.000507245
internal_weight=78.887 68.941 28.1809 14.0139 14.167 3.9115 1.08762 40.7602 36.1803 4.57983 6.78869 5.81595 3.21995 1.75271 2.596 0.786459 10.2555 8.62819 1.6273 34.4916 32.4642 21.0373 11.4269 9.55276 8.22513 5.7927 3.36999 18.882 8.49217 10.3899
internal_count=2900 2328 1680 624 1056 105 48 648 574 74 333 321 189 144 132 60 951 868 83 539 486 322 164 136 115 80 52 290 147 143
is_linear=0
shrinkage=0.00196078


Tree=744
num_leaves=31
num_cat=0
split_feature=17 21 7 20 12 8 9 15 15 5 8 20 3 22 22 13 22 20 15 22 22 20 6 23 20 20 20 20 2 15
split_gain=0.248061 0.345742 0.38775 0.209969 0.267048 0.354819 0.593914 0.609949 0.435615 0.618762 0.407669 0.428917 0.510778 0.416608 1.24266 1.00545 0.502091 0.651415 0.625487 0.420237 0.842472 0.496121 2.26097 0.546577 0.793452 0.783429 0.78327 0.841872 0.597903 0.653844
threshold=166.83257850275001 0.66871128820000014 17.605734992150001 31.796797363700005 58.770113158150004 8.8430989333000021 208.21354399485003 31.198916099800005 38.469938489650012 30.133297129900004 8.7431769115000026 35.461062230100005 81.430708313150021 -0.59309999999999985 -0.25167499999999993 117.49368567500001 -0.16717499999999999 44.269496632500008 19.215947067900004 -0.033594999999999993 -0.024989999999999998 38.052786106700005 15.785368822600002 0.10500500000000003 39.685256516350002 40.259171735100004 40.166811829450005 40.660558922250004 103.98563613345001 28.777417478550003
decision_type=2 2 2 2 2 2 2 2 2 2 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 10 -7 -8 -9 -10 11 12 -6 -13 15 -15 17 -16 -19 21 -21 22 -18 24 -23 -25 -26 -28 -29 -30
right_child=3 2 -4 4 5 6 7 8 9 -11 -12 13 -14 14 16 -17 19 18 -20 20 -22 23 -24 25 26 -27 27 28 29 -31
leaf_value=0.00045494963593043338 -0.0011394387589250957 0.00089948475695276597 -0.0016646325370926695 0.0015244387325656509 -0.00099134400530312503 -0.001608320708259874 -0.0017982542809307416 0.0012022741580880213 -0.001560228129147103 0.0010894152545167287 0.00085544483514828355 0.00077090922388666221 0.0010267473100541886 -0.0017231456697459255 0.0014221015127011936 0.0012877016001050985 -0.0017647714684632504 -0.0014197109550246293 0.00062448288068556938 0.0014476068784666236 0.00011501938185774154 0.00091898138135621183 0.0018269438345019308 -0.0021333525144293323 -0.0012748146197729844 -0.00018694350591652337 0.0012296211453960832 0.0004224140734697158 0.00033067871757424757 -0.0005478569501977821
leaf_weight=0.79863349522929583 0.5337701109401668 0.28280791125143867 1.143786537395499 0.49894336983561416 0.56609473217031281 1.2327722785994399 0.59991480410099063 1.3011902334401386 0.76158408785704501 0.61046414822340012 2.7772449888288966 2.9518474224314479 3.2528826831839979 2.503375202773888 2.3629476050191363 0.5139782594051211 2.5101868638012017 0.81721694770385545 1.945523409580346 2.0983090778463547 13.952252523296947 3.7452181065382346 0.92108322377316643 1.0650087331887323 1.8531871414161312 3.1364446487423265 2.114999908910252 6.7174943575519164 4.6927409838390295 10.645344596414359
leaf_count=69 129 40 215 9 77 37 27 35 33 11 49 91 62 150 74 12 110 60 52 45 525 90 23 31 40 68 40 108 310 278
internal_value=6.73343e-05 -0.000578037 -0.00115632 8.60623e-05 9.46525e-05 8.52224e-05 -0.000448365 -1.14898e-05 0.000389487 -0.000381325 0.000119018 8.91017e-05 0.000727602 5.13244e-05 1.68396e-05 -0.00121028 8.00483e-05 0.000666269 1.98116e-05 2.3834e-05 0.00028923 -9.0058e-05 -0.000800619 -1.8286e-05 7.51518e-05 -0.000680331 -4.62882e-05 4.79044e-05 -6.54153e-05 -0.000279066
internal_weight=78.9072 2.22523 1.42659 76.682 76.1483 75.6493 4.50593 3.27315 2.67324 1.37205 71.1434 68.3661 3.81898 64.5472 61.5953 3.01735 58.578 5.12569 2.76274 53.4523 16.0506 37.4017 3.43127 33.9704 29.769 4.20145 26.0238 24.1706 22.0556 15.3381
internal_count=2900 324 255 2576 2447 2438 143 106 79 44 2295 2246 139 2107 2016 162 1854 186 112 1668 570 1098 133 965 866 99 776 736 696 588
is_linear=0
shrinkage=0.00196078


Tree=745
num_leaves=31
num_cat=0
split_feature=15 23 20 20 20 8 13 7 3 17 7 5 13 17 18 7 15 14 14 10 9 15 5 23 23 21 15 23 6 23
split_gain=0.0734635 0.210176 0.158332 0.166678 0.156458 0.166546 0.0910384 0.224484 0.177265 0.147939 0.140661 0.111968 0.344312 0.351854 0.442176 0.2668 0.418745 0.32862 0.23312 0.223213 0.420242 0.233612 0.187465 0.40853 0.531818 0.327435 0.262648 0.258029 0.227698 0.192198
threshold=45.49682449725001 0.092290000000000025 41.24714903835001 42.233786329550007 42.737166331000005 8.3434888241000014 117.99105042915001 20.861721588400005 103.44111502715002 161.95900874150001 17.407776082150004 22.963361893800002 117.66037007905001 203.93111730270002 13.650870338750002 23.699538637550003 43.938093326450009 376.01315066015007 193.50822769395003 61.917879202350001 191.62448690950001 42.133814420300006 21.850554661550003 0.10419000000000002 0.082620000000000013 13.424038291500002 38.469938489650012 0.089185000000000028 16.455384477450004 0.11308000000000003
decision_type=2 2 2 2 2 2 2 2 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 4 -3 -4 5 -2 9 8 -8 10 -1 19 13 14 15 16 17 18 -13 20 -11 22 26 24 25 -24 29 -28 -26 -21
right_child=1 2 3 -5 -6 -7 7 -9 -10 11 -12 12 -14 -15 -16 -17 -18 -19 -20 21 -22 -23 23 -25 28 -27 27 -29 -30 -31
leaf_value=0.06373760789110737 -0.0027717976038571348 0.06283713988449767 -0.071990872770650929 0.034063278646107711 0.0069690769817822547 -0.089633332770817198 0.072526102163254405 -0.055600752071557707 -0.035437820586895458 0.019724300443509989 -0.086978119432832957 -0.097465431717761258 0.061936136102968331 0.083955527397814936 -0.075743137910898276 0.10026816665442105 -0.089941459685877856 -0.10026531741779221 0.032998682811943576 -0.00012482921551386388 -0.081349386559180184 -0.048275178485673538 -0.073640244359542181 -0.024326862748064903 0.069812445152011002 0.021563588157958443 0.0053946023438432422 -0.067399150415465528 0.020507843563625498 0.025382487154762767
leaf_weight=0.070647756052493516 0.29835880105383628 0.41954188788076852 0.25730969186406583 0.2925740484133712 0.44570694140566047 0.64432851219316944 0.30852626916020998 0.80565621284767985 0.25797170315490803 0.70017915953940135 0.30071348255842167 0.13431151519398676 1.1621914712013675 0.44555723202938669 0.69439076475100581 0.27011939138174046 0.40774920064723108 0.20948116472573008 2.1842292809960782 27.003825784471481 0.83115875534713268 0.82699039331055146 0.58942740433849283 1.5906667701201511 2.2341364173335028 0.76938884507399052 0.80822551302844559 1.0145850545959545 1.4123817437794057 3.0359069259829985
leaf_count=17 20 15 18 29 42 52 8 53 58 22 159 55 29 13 27 3 20 29 147 1687 18 36 31 42 33 19 25 31 24 138
internal_value=0.000588335 -0.0159763 0.0183664 -0.0155631 -0.0399556 -0.0621418 0.00140085 -0.0230009 0.0233615 0.00211789 -0.058306 0.00260228 0.0154659 0.00303848 -0.00620526 0.00885653 0.000445779 0.0150245 0.025441 0.000866401 -0.0351351 0.00226973 0.00335662 0.0181056 0.0315904 -0.0197339 0.000303362 -0.0351227 0.0507156 0.00245302
internal_weight=50.4262 2.35782 0.969426 0.549884 1.38839 0.942687 48.0684 1.37215 0.566498 46.6963 0.371361 46.3249 5.50803 4.34584 3.90028 3.20589 2.93577 2.52802 2.31854 40.8169 1.53134 39.2855 38.4585 6.596 5.00533 1.35882 31.8625 1.82281 3.64652 30.0397
internal_count=2900 176 62 47 114 72 2724 119 66 2605 176 2429 323 294 281 254 251 231 202 2106 40 2066 2030 149 107 50 1881 56 57 1825
is_linear=0
shrinkage=0.0961169


Tree=746
num_leaves=31
num_cat=0
split_feature=10 16 13 13 20 18 20 9 20 8 20 20 4 19 20 8 0 22 6 3 13 14 6 0 5 22 22 16 10 19
split_gain=0.169687 0.452935 0.394473 0.558202 0.418503 0.388873 0.380149 0.645258 0.445811 0.518906 0.434543 0.594717 0.567198 0.406792 0.433772 0.376635 0.373877 0.369879 0.839411 0.522175 0.415211 0.331957 0.629695 0.547453 0.678208 0.538248 0.684609 0.402504 0.39698 0.622805
threshold=69.873026810350026 19.214955067100004 109.34496908160001 108.84491586935002 38.238138001450004 13.901940775400002 40.621691032550004 181.61255275325001 38.318569170500005 6.2451263653500009 41.134354310300004 41.21013581150001 270.02171973710006 13.251069136700002 40.259171735100004 7.943800736700001 101.06989495610001 -0.058529999999999992 16.415383542800004 88.727183679150016 117.59047016770002 241.54317565595002 13.475314848550001 89.057864029250013 22.247999666950005 -0.08725999999999999 -0.14581999999999998 22.664946999500003 61.86411003975001 14.551174033150001
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=6 2 3 4 5 -2 7 8 9 -1 12 -12 -8 -9 -15 -7 -17 21 19 -19 -20 28 -23 24 -24 26 -26 -28 -13 -30
right_child=1 -3 -4 -5 -6 15 10 13 -10 -11 11 17 -14 14 -16 16 -18 18 20 -21 -22 22 23 -25 25 -27 27 -29 29 -31
leaf_value=-0.0013247242149182462 0.0020286913557769209 -0.0012294689211142017 0.00087234934679039872 -0.0020527893428045089 0.00010119132220223413 -2.9614549866840925e-06 -0.0013226507213023699 0.0016864197929332496 -0.0023300912628932357 0.0019886623281546597 0.0018810115275416824 -0.00070072200729586365 0.00041989211019810747 0.0002685288502092734 0.0012297773149694163 -0.0020427606200202324 0.0002139295036820281 -0.0011375116451730939 -0.0021541643995238585 0.00072389526152125008 -0.00056433320098118989 -0.0020478736753407915 -0.0013149237513392161 0.0010822586553090653 0.00036459544342115001 0.00088075100368110808 -0.0022558399807810791 0.00012646131126468508 0.00076819812891933516 -0.00060823179243945865
leaf_weight=0.45056681001006171 0.1851495159353499 1.2066761299502093 1.8431805418804277 0.53452048084000026 16.086072089681693 1.0531171577799798 1.9615109826845611 1.0143336248584081 0.53333421889692545 0.30455044284462929 0.69575638871174561 1.1010331239376778 1.1329953558742998 12.871633771428604 2.0992492055520406 1.2112215795787049 0.36801852571079496 0.75966253757359981 1.069916128748446 2.4420500325068133 1.541580125922337 0.59643953853810572 1.6113656494198929 1.5691724764183161 1.8833951725391735 2.1980738500133095 0.86199054046301149 0.39882923080585897 7.7765980364056286 1.5091433071065692
leaf_count=118 3 43 26 45 1111 250 36 17 21 8 11 58 25 236 40 87 34 31 114 59 64 56 37 26 82 51 44 18 123 26
internal_value=7.89383e-05 -6.08403e-05 5.42247e-06 -7.67822e-05 -2.09083e-05 -0.000718015 0.000146707 0.000377144 -0.000957697 1.16157e-05 9.96525e-06 9.25905e-05 -0.000684651 0.000484736 0.000403317 -0.000911208 -0.00151687 4.34458e-05 -0.000390675 0.000282244 -0.00121568 0.000172823 -0.000100167 3.61364e-05 -0.000199933 0.000136375 -0.000384006 -0.00150226 0.0004125 0.000544497
internal_weight=68.8711 22.488 21.2813 19.4381 18.9036 2.81751 46.3832 17.2737 1.28845 0.755117 29.1095 26.015 3.09451 15.9852 14.9709 2.63236 1.57924 25.3192 5.81321 3.20171 2.6115 19.506 9.11927 8.52283 6.95365 5.34229 3.14421 1.26082 10.3868 9.28574
internal_count=2900 1599 1556 1530 1485 374 1301 440 147 126 861 800 61 293 276 371 121 789 268 90 178 521 314 258 232 195 144 62 207 149
is_linear=0
shrinkage=0.00196078


Tree=747
num_leaves=31
num_cat=0
split_feature=0 3 3 21 10 21 6 10 3 3 23 21 5 22 21 19 18 17 2 23 6 6 5 8 20 0 6 18 10 16
split_gain=0.0688226 0.321896 0.452495 0.545597 0.25466 0.447106 0.27105 0.238037 0.325427 0.226077 0.222459 0.220293 0.263982 0.268086 0.245338 0.202563 0.182951 0.418307 0.343957 0.39144 0.184981 0.455806 0.442127 0.381917 0.322676 0.296695 0.285565 0.379366 0.351227 0.369795
threshold=85.716110573100011 93.770731131900007 93.58791597905001 3.0760100505500003 62.00390986255001 15.440607301650003 14.275333540900002 61.971648364950006 94.260030511650015 94.92945658615001 0.089475000000000013 14.756414863600002 29.040033326300005 -0.23557500000000001 0.73131419490000016 14.351157895250003 13.278511569200001 184.59783591905003 157.69206214580001 0.088395000000000015 16.455384477450004 16.445384243750002 22.963361893800002 8.3434888241000014 40.496232821400007 86.530713386650021 16.285380505300001 13.809421053700001 61.960894532450006 22.654947022900004
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=4 2 16 -4 7 6 -6 8 -1 -10 -3 12 14 -14 15 -11 17 -2 19 -19 21 25 23 -22 -25 -18 28 -28 -27 -30
right_child=1 10 3 -5 5 -7 -8 -9 9 11 -12 -13 13 -15 -16 -17 20 18 -20 -21 22 -23 -24 24 -26 26 27 -29 29 -31
leaf_value=-0.052464461730160533 -0.02819945552497698 0.064026298143984389 0.041772488352664415 -0.07473276767226826 0.057222852006478871 0.071753033796844043 -0.088459572269097217 0.061511702786364364 0.043737607815702594 -0.045171133865812958 0.0083360491478726966 -0.096800636853320243 -0.07012204332497482 0.048093160474438429 -0.062426697614447552 0.078384557822080758 -0.043246737798295271 0.09262140717314378 -0.014088247688448552 0.022551765018678168 0.0038884573329751679 0.094264600084907293 0.026753491628142945 -0.020969634042809781 -0.10046958856051 -0.1220091032203918 0.071906323007768433 0.0043948726478027327 -0.0018087791125886753 0.05658690827303843
leaf_weight=1.0005618862924155 1.2437796634549148 1.1493120803497725 0.45965741379768488 1.3525448263681026 0.12372177443467058 0.22788758756360028 0.91617776059138123 0.49728360885637801 1.0282293955096977 0.20463241488323614 1.3099643045570699 0.21535559758922307 0.19314239299274039 1.0751289811851164 0.75768559413518233 0.25359445437788963 1.2546383074950487 1.1054663592949516 0.97164625127334137 1.7699322002008555 1.1026999759487801 0.45132376765832205 1.2664958512177689 0.77975836815312483 0.98767951538320631 0.20158394322789419 1.1278340965509408 1.9193718293681739 24.211689823597229 0.96233284799381991
leaf_count=44 49 20 16 54 6 10 136 22 26 51 27 26 24 108 119 8 32 23 25 34 23 5 32 21 39 5 16 50 1820 29
internal_value=0.00057357 0.00189429 -4.52471e-05 -0.0451817 -0.00830002 -0.045444 -0.071127 0.000711489 -0.00568293 0.00687359 0.0343622 -0.00716757 0.000602779 0.0300904 -0.0301546 0.0232077 0.00203311 0.0183747 0.0334325 0.0494905 -0.00039476 0.00212041 -0.0187138 -0.038777 -0.0653958 0.000719117 0.00265986 0.0293823 -0.00054908 0.000423526
internal_weight=50.1211 43.6277 41.1684 1.8122 6.4934 1.26779 1.0399 5.22561 4.72833 3.72777 2.45928 2.69954 2.48418 1.26827 1.21591 0.458227 39.3562 5.09082 3.84704 2.8754 34.2654 30.1288 4.13663 2.87014 1.76744 29.6775 28.4228 3.04721 25.3756 25.174
internal_count=2900 2320 2273 70 580 152 142 428 406 362 47 336 310 132 178 59 2203 131 82 57 2072 1957 115 83 60 1952 1920 66 1854 1849
is_linear=0
shrinkage=0.0923845


Tree=748
num_leaves=31
num_cat=0
split_feature=17 17 17 2 22 16 7 5 13 8 7 23 23 22 22 15 0 22 20 6 20 22 15 20 16 23 23 17 21 5
split_gain=0.0686341 0.129299 0.166367 0.154539 0.351194 0.147096 0.173184 0.097819 0.0997218 0.279377 0.212552 0.106935 0.133987 0.128861 0.289096 0.482339 0.245078 0.234752 0.308154 0.292536 0.28598 0.25057 0.209085 0.200337 0.433946 0.283341 0.506688 0.361417 0.363004 0.584911
threshold=242.64190980425005 220.68978861510001 218.56744384050003 357.36576196840008 -0.040019999999999993 17.484959112600002 26.626668929150004 32.00428233840001 119.04223755815001 10.441851282850001 19.468732114900003 0.43162500000000009 0.4172550000000001 -0.59309999999999985 -0.25167499999999993 33.005488016050009 98.031937268650012 -0.16030499999999998 35.337501601400007 16.485385178400005 42.852084787850011 -0.23871499999999998 27.288673764350005 39.344049039350004 21.534949641950003 0.088395000000000015 0.090225000000000014 191.55545126530004 1.2987215831500003 22.665750084250003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 3 7 -5 -3 -7 8 11 10 -10 12 13 22 15 16 -15 18 -16 20 -20 -22 -1 24 -19 27 -27 28 -25 -30
right_child=-2 5 -4 4 -6 6 -8 -9 9 -11 -12 -13 -14 14 17 -17 -18 23 19 -21 21 -23 -24 25 -26 26 -28 -29 29 -31
leaf_value=0.04470270619204425 0.036158692256445829 -0.075219726631649025 0.055451263010756362 -0.095218992605127339 0.059699411725911831 -0.05916152882681483 0.047233727963253133 0.042357657620426412 0.032192934403133512 0.048672262649107435 -0.093847925911679925 0.035833916631141501 -0.04986308696251341 -0.096489460569094368 -0.094690386360026246 0.012913921724150814 -0.0049751954019591213 0.0019378684380385275 0.073547460765147621 -0.038840910609857185 -0.071965568775719232 0.030211442636348181 -0.024427263095429686 0.040651151293217717 0.05194486360230198 -0.058353984097274499 -0.0067881328247018959 0.017238502653869142 -0.009633399938068176 -0.10037525434252348
leaf_weight=1.2585913381735654 0.43925865359051286 0.39498481667214846 0.45319388066127331 0.38559478921661139 0.1743103254630104 0.23139067931333557 0.2742641572112916 0.4617863567036683 0.14415741766424517 0.25896330596879125 0.45997839601477608 0.71337159120844162 0.42938440950820123 0.86258972029462844 0.1700503016891014 1.0595559125649741 0.33263747578985203 8.1359787391918683 1.2426793457343599 0.43568727771344118 0.22894463214106586 1.406204250830341 0.50209541909862299 0.87643591488995465 1.725452747195958 1.8009921308039327 11.839415430549705 7.9866440805599268 3.9966374413506855 0.6822080598813044
leaf_count=88 55 92 22 55 23 18 22 52 32 8 47 33 17 79 45 39 69 470 65 45 57 89 14 40 47 76 431 402 270 98
internal_value=0.0005162 0.000196189 0.00083384 0.00031351 -0.0469896 -0.0338044 -0.00145338 0.000876901 0.000465391 -0.0300346 -0.0637724 0.0010416 0.000489708 0.0009751 -1.31816e-05 -0.0315785 -0.0710206 0.00174299 0.0242219 0.0303245 0.0407958 0.0159052 0.0249889 -0.000370908 0.0106876 -0.0043828 -0.0135966 0.00489797 -0.0128436 -0.0228642
internal_weight=49.3634 48.9242 48.0235 47.5703 0.559905 0.90064 0.505655 47.0104 46.5487 0.863099 0.604136 45.6856 44.9722 44.5428 42.7821 2.25478 1.19523 40.5273 3.48357 3.31352 2.87783 1.63515 1.76069 37.0438 9.86143 27.1823 13.6404 13.5419 5.55528 4.67885
internal_count=2900 2845 2713 2691 78 132 40 2613 2561 87 79 2474 2441 2424 2322 187 148 2135 301 256 211 146 102 1834 517 1317 507 810 408 368
is_linear=0
shrinkage=0.0905731


Tree=749
num_leaves=31
num_cat=0
split_feature=6 6 0 5 5 15 0 21 9 7 10 15 23 20 4 16 2 5 0 10 0 16 5 16 5 9 23 9 20 22
split_gain=0.0712074 0.485058 0.190315 0.180586 0.427511 0.18962 0.451949 0.419638 0.369642 0.51197 0.476852 0.313191 0.279936 0.240272 0.344206 0.33535 0.288001 0.253174 0.238379 0.739484 0.752757 0.536508 0.611922 0.400194 0.285146 0.349837 0.347587 0.348108 0.295733 0.389154
threshold=13.665319288000001 13.775321858200002 97.835679825150024 16.579584939650001 16.892865140250006 28.566186095050004 94.047642319350018 6.7785388507500013 206.08249486475003 23.903127120600004 70.182199495350019 28.129673635100001 0.082975000000000021 37.858673296900008 150.90301220960004 20.914951091750002 154.60082690140004 20.302496186500004 93.776108048200015 66.697957758300021 90.337570099350003 21.774949080700004 20.206488238950005 18.984955604900005 21.042547594650003 197.19111486365003 0.12064000000000002 192.53043113735001 41.792045663550006 -0.058529999999999992
decision_type=2 2 2 2 2 2 2 2 2 2 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 8 13 12 9 11 -10 -6 -8 15 -15 16 17 -7 19 20 21 -16 -23 -21 25 -24 28 -28 -26 -30
right_child=1 2 -4 4 5 6 7 -9 10 -11 -12 -13 -14 14 18 -17 -18 -19 -20 23 -22 22 24 -25 26 -27 27 -29 29 -31
leaf_value=-0.0073514944666210613 0.066336806748173216 0.037710258330044315 -0.056018311459865883 -0.074787466841251538 0.013472366633815623 -0.010028734077707427 -0.099428119846481519 -0.10191461954669272 0.043868503730486293 0.067544269754277061 -0.098855249196220449 -0.092814930479405144 0.0046469689878682833 -0.062368385414060153 -0.085800410006854302 0.066898832347865908 -0.041702879905199247 0.056080625603066925 0.054891783691393331 -0.0034215154023941804 0.068598951644727207 0.081363455180714001 -0.0035508614166808203 -0.10141053705892032 0.020272143543280868 -0.073253658397185367 0.019642057523477724 -0.083320125386256286 0.0039006376974915192 -0.049337750050792342
leaf_weight=8.5204461344669635 1.0183919793926168 1.1683498511556525 0.52266328301629883 0.66507155739236523 2.3648032230103122 0.97609573043883591 0.28076717309886534 0.71086471949820396 0.35857210241374549 1.8036982377525417 0.49458967389364261 0.27478086599148799 1.256568191834958 0.80126990587450819 0.64765507481935358 1.1244368818588553 0.80302420601947222 1.0874734298267865 0.69258533860556681 0.60061157774180063 1.4608400892466296 0.81409101886675017 1.6565724639222055 0.96429311693646014 7.2624259704462046 1.0412970037432385 0.46298750059213378 0.78758428336004727 6.6195843139430668 1.4944318535853929
leaf_count=1334 34 30 36 24 322 21 23 64 15 31 30 14 72 31 42 34 26 31 16 12 36 21 33 41 193 27 16 35 185 71
internal_value=0.000473857 0.00213178 0.000463683 0.00122699 9.05267e-05 0.00144223 -0.00132786 -0.0420445 0.0179408 0.0288492 -0.0388704 0.00240785 -0.0143605 0.00179663 -0.00159233 0.0232853 0.00617763 0.02481 0.000394941 -0.00119011 0.00321408 -0.00138102 0.00133384 -0.0638023 -0.00203753 -0.0304541 0.00257328 -0.0452014 0.00645882 -0.00590476
internal_weight=48.7368 40.2164 39.198 38.6753 37.507 36.8419 31.5455 2.2482 5.29644 4.44328 0.853162 2.63958 1.53734 29.2973 25.3062 3.99103 2.86659 2.06357 24.505 23.8124 22.2475 20.7866 20.139 1.5649 19.3249 2.69787 16.627 1.25057 15.3764 8.11402
internal_count=2900 1566 1532 1496 1466 1442 1030 159 412 367 45 336 95 871 759 112 78 52 728 712 659 623 581 53 560 60 500 51 449 256
is_linear=0
shrinkage=0.0942322


Tree=750
num_leaves=31
num_cat=0
split_feature=15 13 7 20 5 16 13 19 22 7 17 3 9 6 21 9 5 5 3 7 21 6 15 20 23 16 9 15 7 9
split_gain=0.246516 0.522962 0.503723 0.23785 0.623167 0.397697 0.605906 0.586648 0.493131 1.65973 0.641437 0.597216 0.428724 0.408063 0.402568 0.450378 0.40768 0.578154 0.50086 0.674417 0.478075 0.373996 0.358873 0.346545 0.340233 0.32429 0.428657 0.62153 0.356142 0.310497
threshold=46.574831689400007 117.61735474900001 23.539316666200005 42.178283198950005 10.293758831600002 21.774949080700004 117.38883580790001 14.551174033150001 -0.077279999999999988 22.940014114900002 195.24502669890003 93.491131486350014 186.67271206880002 16.545386580300001 13.296557277800002 76.156764107350014 21.042547594650003 20.361635946650004 88.727183679150016 23.031046061850002 12.749485150050001 16.305380972600002 39.940798674500009 41.395309858300003 0.10273500000000002 22.554947256700004 195.74493321760002 38.842471172100005 22.638073512250003 210.97856947250003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=3 -2 -3 4 -1 7 -7 14 9 13 -11 23 -13 -8 16 -16 17 21 -18 20 22 -6 -20 -10 -14 29 28 -28 -27 -5
right_child=1 2 -4 25 5 6 8 -9 11 10 -12 12 24 -15 15 -17 18 -19 19 -21 -22 -23 -24 -25 -26 26 27 -29 -30 -31
leaf_value=-0.0019880170502722711 -0.0017277177899599945 -0.0013253141147324327 0.0010817383506242155 0.00020594679665102253 0.00022404700496962842 0.00120854797085552 0.0012477145553620272 -0.001916715330757977 0.0013677888575202076 -0.0022744620108949899 -0.00039753594514437305 0.0010013220671169364 0.0001774249962671249 -4.4298015285297869e-06 0.0010159703134330598 -0.0017057704155146623 -0.0018700915697861796 0.0016364441606784123 -0.001806439277044823 0.0013303254029069216 0.002013494296367819 -0.0011953126596388872 0.00025345079135963863 0.00016919004414983903 -0.0011545320545134298 -0.00029595782057972376 -0.0011341650452805253 0.00050908548710269569 -0.001475003215379163 -0.00067952680665814822
leaf_weight=0.50387913682879926 0.89350756973726619 0.53288991155568488 0.89674046798609197 13.712926427087952 19.490566507432977 3.1353529710322645 2.1840089303441355 0.5709969715680917 3.4649618333205545 1.3343205524142834 1.4726316994056103 1.2624685969203708 1.8410192714072766 1.8467723983339963 0.31472257280256488 0.90846567176049575 0.77487995137926136 1.0925484627950925 1.0455719430465253 0.87302236992400128 0.20659603923559178 0.74087374657392402 0.47194658964872349 1.2663545403629539 1.229879254940897 2.1367145720869289 1.2282329217996446 3.1661546671530232 1.8273027688264845 1.7126863905796188
leaf_count=301 76 38 18 876 623 55 27 12 50 31 24 17 41 32 7 58 44 27 171 18 3 17 9 21 21 34 27 60 52 110
internal_value=7.74059e-05 -0.000550952 0.000184518 9.83146e-05 0.00018058 0.000204581 0.000420754 4.92234e-05 0.000265431 -0.000132127 -0.00128976 0.000565319 3.94256e-05 0.000674023 9.25329e-05 -0.00100547 0.000146917 0.000247098 -0.000486611 -7.38364e-05 -0.000784848 0.00017207 -0.00116582 0.00104698 -0.000356017 -6.09028e-05 -0.000371941 4.97964e-05 -0.000839465 0.000107634
internal_weight=72.139 2.32314 1.42963 69.8159 46.0318 45.528 19.0378 26.4902 15.9024 6.83773 2.80695 9.06468 4.33337 4.03078 25.9192 1.22319 24.696 21.324 3.37202 2.59714 1.72411 20.2314 1.51752 4.73132 3.0709 23.784 8.3584 4.39439 3.96402 15.4256
internal_count=2900 132 56 2768 1609 1308 319 989 264 114 55 150 79 59 977 65 912 667 245 201 183 640 180 71 62 1159 173 87 86 986
is_linear=0
shrinkage=0.00196078


Tree=751
num_leaves=31
num_cat=0
split_feature=15 23 20 21 23 16 16 20 3 20 15 23 12 16 20 16 23 9 10 17 22 20 20 23 22 22 23 7 18 13
split_gain=0.0679735 0.173271 0.146796 0.178578 0.153646 0.145836 0.080185 0.272182 0.16689 0.109733 0.150298 0.121591 0.234766 0.131621 0.110307 0.195623 0.175546 0.135243 0.270451 0.266911 0.223379 0.169816 0.27 0.203221 0.137152 0.412672 0.413056 0.318672 0.493312 0.645554
threshold=45.49682449725001 0.092290000000000025 42.737166331000005 6.655069997600001 0.078935000000000019 22.614947116400003 22.824946625350005 37.572218886150004 100.32250359580001 32.785955158400007 36.282341310300005 -0.27223499999999995 197.53682473415003 22.744946812400002 34.997818021800008 16.294961895300002 0.11467000000000002 215.80505313260002 64.071334164850015 204.13511856875002 -0.084239999999999995 39.995120105550008 41.24714903835001 0.085495000000000029 -0.079824999999999993 -0.083330000000000001 0.083415000000000031 23.282607548150004 14.025183600500002 109.72404167800001
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=6 2 4 -4 -2 -3 9 -8 -9 10 -1 12 -11 14 15 16 -13 24 -19 20 -20 -21 -23 -24 25 27 -27 -16 -29 -30
right_child=1 5 3 -5 -6 -7 7 8 -10 11 -12 13 -14 -15 17 -17 -18 18 19 21 -22 22 23 -25 -26 26 -28 28 29 -31
leaf_value=-0.079702690530375556 -0.011031804708906284 0.052772759788493773 0.07059668663254666 -0.047989542116249138 -0.089791944217056663 -0.02135423724693827 0.044529820810489264 -0.10019277818152249 -0.010362515355339651 -0.095573331399476061 0.034978766380825921 -0.094699732117523555 0.0048995543301186759 0.047408805566450635 0.010977620254692341 0.045162607880929267 0.049295156852460657 0.071549858990951731 0.064276764735341121 -0.076190780079567824 -0.026071628783356164 0.061767232910618662 0.010515820837734323 -0.095185042339604925 0.0062017037246317099 0.01928035791645968 -0.068375995214110918 -0.047805771041345806 -0.016724693485519328 0.048168377912807626
leaf_weight=0.30889018476477659 0.35173144555301339 0.45411584290559392 0.20268221697915578 0.23295023370883428 0.52986875045462511 0.45197509020363213 0.33466990711167344 0.36379555845633149 0.34288535156520084 0.31512925043898476 0.14254758879542351 0.18466685167822916 0.53625980248762062 0.56135412957519193 9.9065975206285639 1.1344772956508675 0.11871120729119866 0.67882595816627089 0.81934177424409427 0.36258434439150711 0.32668502620072126 0.35781157261226326 0.33200282821781002 0.29158660685061477 16.994030116723486 0.64911506923090145 1.565066296122495 2.5126574193127436 5.0518317537544135 1.7656786073930559
leaf_count=164 31 23 15 27 41 39 13 31 17 91 3 52 47 15 427 36 6 20 44 47 43 22 32 39 837 15 59 58 557 49
internal_value=0.00047713 -0.0152993 -0.0366895 0.00718385 -0.0583691 0.0157968 0.00124036 -0.0241034 -0.0566067 0.00182795 -0.0434905 0.00228805 -0.032289 0.00296305 0.00238352 0.027541 -0.0383548 0.00151427 0.0198588 0.00576683 0.0385222 -0.0221639 -0.00220335 -0.0389093 2.21153e-06 -0.0049092 -0.0426784 -0.000561899 -0.0128143 8.20735e-05
internal_weight=48.1805 2.22332 1.31723 0.435632 0.8816 0.906091 45.9572 1.04135 0.706681 44.9159 0.451438 44.4644 0.851389 43.613 43.0517 1.43786 0.303378 41.6138 3.16884 2.49001 1.14603 1.34399 0.981401 0.623589 38.445 21.4509 2.21418 19.2368 9.33017 6.81751
internal_count=2900 176 114 42 72 62 2724 61 48 2663 167 2496 138 2358 2343 94 58 2249 247 227 87 140 93 71 2002 1165 74 1091 664 606
is_linear=0
shrinkage=0.0923845


Tree=752
num_leaves=31
num_cat=0
split_feature=16 6 19 8 17 6 13 20 16 17 6 22 3 3 16 10 3 20 10 21 5 20 13 17 18 18 7 20 16 13
split_gain=0.202339 0.468343 0.423934 0.744055 0.466754 0.433686 0.647144 0.391885 0.419052 0.410402 0.461889 0.563315 0.363372 0.66017 0.656641 0.547933 0.926072 0.900932 0.483214 0.454586 0.431704 0.571514 0.375409 0.376701 0.754245 0.70734 0.623985 0.752962 0.648914 0.874454
threshold=18.594956516900002 15.675366252400002 13.051052998800001 7.7439566930000003 234.67375690460003 13.665319288000001 101.66942111915002 41.134354310300004 15.054964794950001 190.79973618785002 14.755344756250002 -0.22866 83.511574906150017 85.54673771085001 19.214955067100004 66.697957758300021 89.227236891450005 37.360990606650006 69.64719632740001 0.18863712200000002 19.915533535850003 39.468990633150007 113.92610173585001 188.16174763880002 13.316069313700003 13.064341268650002 23.124786352450005 41.24714903835001 22.624947093000003 117.50443950750001
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 5 -4 -5 6 -1 8 -7 10 11 -9 -2 19 20 16 -16 -17 -19 -14 -15 -22 -18 25 -25 -24 -26 -28 29 -29
right_child=12 -3 3 4 -6 7 -8 9 -10 -11 -12 -13 13 14 15 17 22 18 -20 -21 21 -23 23 24 26 -27 27 28 -30 -31
leaf_value=-1.879024787215331e-06 0.0011353085361909651 -0.0015655026596261925 0.00050672318981629608 -0.0020337079798930413 0.00031487812032346987 -0.0012581093027460319 -0.0015984091882407737 0.00096727607041904005 0.00034116483254859194 0.001679098036676808 0.0013997181681061309 -0.0020740406856457269 0.00013996565657941313 0.0015292754668079743 0.0013222202400347794 0.00053386780207479454 -0.0010384599396135443 -0.0021585814628445389 -5.4575840077328602e-05 -0.0016176588864805991 0.0015563913057743618 -0.0015698288760503866 -5.6407605548723483e-06 0.00075374854353058853 -0.00079177877508042945 -0.001632431954229144 0.00078709867017701031 -0.00010493675802844081 0.00049638538754632415 -0.0019047050674494081
leaf_weight=8.8107620063619922 1.3853781091747794 0.78932292815443261 1.181623439122631 1.4046247446094637 0.42340730130672444 0.76923479267861594 1.0977447364130046 0.44433512014802545 3.4779702972737141 1.5675051612197419 0.78887862031115219 0.49498183542164065 0.95712505117990021 2.1375469611957665 2.5161589612253001 1.4326344337314361 1.0943905133754004 1.3615406376775352 0.60665837605483819 1.3835590609814969 0.42731026269029815 0.47446162297273986 9.5590546148596314 8.0422300277859922 2.9677766801614807 1.1513723811367516 5.2344682221300891 3.8860658984631282 3.5629207503516227 1.4161569987190885
leaf_count=1045 31 197 72 130 22 42 108 10 78 37 17 31 22 31 50 24 18 43 19 68 11 31 246 152 66 37 92 55 62 53
internal_value=7.66402e-05 -8.34452e-05 -2.62721e-05 -0.000705901 -0.00148973 9.09361e-05 -0.000178756 0.000445208 5.15115e-05 0.00095257 0.000293595 -0.000635374 0.000145231 0.00011678 0.000168611 0.000106118 0.000171249 -0.000649037 -0.00151006 -0.000898952 0.00104929 -8.84498e-05 9.27965e-05 0.000127359 0.000258684 -0.000180521 2.54081e-05 0.000197415 -0.000150767 -0.000585632
internal_weight=70.8472 21.2504 20.4611 3.00966 1.82803 17.4514 9.90851 7.54291 4.24721 3.2957 1.7282 0.939317 49.5968 48.2114 45.8707 42.8314 39.4306 3.40083 1.9682 2.34068 3.03932 0.901772 36.9144 35.82 25.1096 10.7104 17.0674 14.0996 8.86514 5.30222
internal_count=2900 1789 1592 224 152 1368 1153 215 120 95 58 41 1111 1080 990 917 831 86 62 90 73 42 781 763 480 283 328 262 170 108
is_linear=0
shrinkage=0.00196078


Tree=753
num_leaves=31
num_cat=0
split_feature=6 6 10 3 22 5 23 23 22 17 20 21 5 7 5 16 0 3 21 5 20 7 3 3 10 0 22 22 7 20
split_gain=0.338189 0.714497 0.382243 0.852342 0.730756 0.451018 0.450681 0.454467 0.606361 0.939343 0.562176 0.396939 0.379072 0.488429 0.42612 0.38838 0.384901 0.645734 0.352089 0.454186 0.333489 0.695083 0.316176 0.802156 0.489905 0.290876 0.392005 0.303177 0.32584 0.276766
threshold=13.665319288000001 13.775321858200002 70.182199495350019 84.968719212850019 -0.14581999999999998 17.671168838450004 0.094625000000000029 0.090225000000000014 -0.053019999999999991 191.75198759630004 41.986601436450009 3.6073978218000007 13.999568943650003 23.974509389900003 11.848158554650002 18.844955932300003 101.47316367565001 77.360382703650018 5.4279412736500001 13.175707186950001 45.90502654165001 23.608704471050004 85.54673771085001 85.80214123330002 68.961639504150014 103.82556453975 -0.16297999999999999 -0.22089 29.973557588500004 38.592454371550012
decision_type=2 2 2 2 2 2 2 2 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 5 4 -4 -3 7 8 9 -6 -11 -8 14 20 25 16 -15 -18 -16 -20 -14 -22 -7 -24 29 26 -1 -27 -29 -25
right_child=1 2 3 -5 6 22 11 -9 -10 10 -12 -13 13 15 18 -17 17 -19 19 -21 21 -23 23 24 -26 27 -28 28 -30 -31
leaf_value=0.00031342536849875071 0.0014110276414088544 0.0012190413389372987 -0.0018011461999688061 -0.0016993205605959235 -0.002172839618152139 -0.0010751424965149891 0.00018801342825250914 0.0012871146219814544 0.00086508709700678895 -0.00085652004384566098 0.0015334370676539457 -0.0020638567288162961 0.00070681447752081168 -0.0019293223095858357 0.00096233970731929958 0.00012973970685358071 -0.0020599656978196046 0.00083796022572170988 0.00062996156587953394 -0.0011920339499798662 -0.0015710697358773179 0.0020307512267947656 0.0016079113893818239 0.00052844857276885474 -0.0011449131887123099 -0.0020110760202572296 -0.002014626637829601 0.00033513236237193826 -0.0019921395757199136 7.8348499417922628e-05
leaf_weight=0.43121082401194144 1.6500643044710148 1.5415946710854758 0.79487795877503131 1.3509023463411711 0.9029744253493831 0.80827120663889118 0.61363960907328852 1.6165837994776664 2.0222141388803729 0.74705851613543905 0.76679990498814732 0.59060671727638692 1.5000021071173244 1.7424579201033346 2.5987529151025228 0.90106140542775381 0.54335718153743051 0.64839377964381129 1.3030469918739984 0.88210629863897327 0.85624049496254862 0.27124962210655212 1.4270655976142723 6.2314400996547183 1.1577399797388341 0.27881970505404652 0.78304492851020568 2.6270129974036553 0.25362747206509073 33.428749725964735
leaf_count=34 34 19 30 82 34 17 23 27 31 25 17 36 71 124 103 25 44 22 43 40 82 3 23 215 25 116 157 340 130 928
internal_value=6.84741e-05 0.000140033 0.000101196 -0.000258014 -1.62856e-05 0.000176958 0.000179137 0.000396997 7.28403e-05 -0.000590049 0.000354042 -0.000916387 -0.000186468 -0.000550071 7.01349e-05 -0.000996234 -0.00134201 -0.000483296 0.00047456 -0.000105545 0.00010118 -0.00070455 0.000139645 0.000162887 0.000112367 -0.00037222 -0.00118788 -5.87416e-05 0.000130227 0.000149069
internal_weight=71.271 55.6506 54.0005 9.40566 8.05476 44.5949 7.25988 6.05563 4.43905 2.41683 1.51386 1.20425 15.6204 6.46276 9.15762 3.83527 2.93421 1.19175 4.78391 2.18515 2.62749 1.12749 43.0533 42.245 40.8179 4.37372 1.21426 3.15946 2.88064 39.6602
internal_count=2900 1566 1532 305 223 1227 193 134 107 76 42 59 1334 371 963 215 190 66 186 83 156 85 1208 1191 1168 777 191 586 470 1143
is_linear=0
shrinkage=0.00196078


Tree=754
num_leaves=31
num_cat=0
split_feature=17 5 17 17 8 7 9 13 2 22 22 23 12 15 5 23 12 8 10 15 8 20 15 7 21 7 18 7 17 4
split_gain=0.0639995 0.19523 0.101692 0.597792 0.198928 0.338494 0.308942 0.365001 0.269582 0.279284 0.233139 0.308461 0.252469 0.227555 0.188623 0.151752 0.146895 0.185733 0.248941 0.330401 0.18972 0.153497 0.331867 0.161488 0.419597 0.456471 0.347741 0.342265 0.280536 0.246495
threshold=161.95900874150001 28.372909273050002 182.28951942140003 183.58889821140002 8.4434108459500017 22.087764922150004 197.89372115420002 116.67639440335002 86.011634045550025 -0.08756499999999999 -0.24103499999999997 0.091705000000000023 137.45408896190003 18.260101627100003 21.005083245250002 -0.17732499999999998 78.909246879600019 8.8430989333000021 62.55235532115001 32.188927121800006 8.7431769115000026 35.461062230100005 23.304416445750004 22.726915405250001 1.9498618639500001 22.535351262400003 13.197799034350002 22.806258769100005 188.07781354100004 225.05241822990004
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 4 -4 6 -6 7 8 -2 10 11 -10 -12 -8 -14 -11 -5 20 -19 -20 21 22 -18 24 -23 28 27 -25 -26 -30
right_child=2 -3 3 16 5 -7 13 -9 9 15 12 -13 14 -15 -16 -17 17 18 19 -21 -22 23 -24 26 25 -27 -28 -29 29 -31
leaf_value=-0.086522547472041356 0.063907141884054303 0.031037792843176811 -0.065839448218687993 -0.051950805784576191 -0.0042285425139569656 0.077258180993071038 0.014147263019275887 -0.082599099491267064 -0.10352193721796987 0.019234099885322726 -0.07796880166555914 0.068756740496055874 0.082547752728101872 -0.10350997169402323 0.019087897727772789 -0.10073170130293402 -0.097735353395205185 -0.084627774580080112 -0.064768468420941944 0.041967712967616103 0.039110519914868261 -0.05887160467858913 0.042622412571112996 0.0027933827546438462 -0.024813704058026295 0.057788989916659018 -0.00017345104510582503 -0.093674007835261419 0.058130947114335405 -0.022948479252872755
leaf_weight=0.28546890894540311 0.95428407544386518 0.24040870480894228 1.2679524535760709 0.47459411722957057 0.90151167489238992 0.98608729569241405 0.24096018868840463 0.35278394221677434 0.28940731738293868 0.14061612533441803 0.17893072309016167 0.14368332794401795 0.66850649828666053 0.41069868241902441 1.226771937588637 0.31706034411467987 0.17202630667884378 0.5226327356940591 0.47040434167138279 0.62246203795075417 1.3128781227860589 0.64269087428692628 1.6327200472087495 0.62316366829327552 1.7980824087790099 2.1484895860485267 26.993120988716328 0.74718946995562874 1.0330769474676342 0.52115991825121444
leaf_count=137 31 55 72 20 55 23 40 73 69 27 31 9 53 32 89 80 121 44 25 21 41 30 54 21 71 60 1396 36 27 57
internal_value=0.000568973 -0.032779 0.000935901 -0.00087157 0.0118112 0.0383404 0.00164072 0.0110441 0.0194732 0.00517204 0.0177755 -0.0463663 0.0311681 -0.0600045 0.0414716 -0.0638735 0.00120263 0.0018455 -0.0300671 -0.00397492 0.00321574 0.00191794 0.0292437 0.000488775 0.014617 0.0232031 -0.00257139 -0.0498058 0.00103714 0.0309437
internal_weight=48.3198 0.525878 47.7939 40.9826 6.8113 1.8876 4.9237 4.27204 3.91926 2.96498 2.5073 0.433091 2.07421 0.651659 1.89528 0.457676 39.7147 39.2401 1.6155 1.09287 37.6246 36.3117 1.80475 34.507 6.1435 5.50081 28.3635 1.37035 3.35232 1.55424
internal_count=2900 192 2708 2096 612 78 534 462 389 358 251 78 173 72 142 107 2024 2004 90 46 1914 1873 175 1698 245 215 1453 57 155 84
is_linear=0
shrinkage=0.0961169


Tree=755
num_leaves=31
num_cat=0
split_feature=3 2 20 7 18 9 17 20 7 22 0 0 0 21 18 16 3 3 7 18 19 19 18 7 23 15 18 18 16 16
split_gain=0.0633476 0.118356 0.129233 0.0913919 0.140452 0.397131 0.286438 0.258097 0.21937 0.287414 0.136127 0.149131 0.130185 0.330677 0.291142 0.387242 0.331203 0.197988 0.141225 0.365555 0.353445 0.238205 0.222815 0.206749 0.402845 0.399322 0.230389 0.827264 0.520338 0.505205
threshold=108.42013948475001 170.32456123625002 44.921040431000009 19.874819532250005 12.903279561150002 195.51131808980003 177.48499193625003 41.028010303750008 22.296968840150004 -0.069554999999999992 84.95796538030001 85.253695774650012 85.613949164150014 3.3559787654000002 13.057710350500001 22.644947046300004 93.673946639200011 93.883646373400012 22.580174331950005 13.197799034350002 14.351157895250003 14.351157895250003 13.278511569200001 23.124786352450005 0.10133000000000002 39.940798674500009 13.482409244300003 13.5308213324 22.584947186600004 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=3 2 -2 -1 5 7 -7 8 9 -5 -6 -12 13 -13 15 16 -14 18 20 21 -16 -20 -21 24 25 -24 28 -28 -25 -29
right_child=1 -3 -4 4 10 6 -8 -9 -10 -11 11 12 14 -15 17 -17 -18 -19 19 22 -22 -23 23 26 -26 -27 27 29 -30 -31
leaf_value=0.02263516612627739 -0.090898905792851231 -0.094388440750463987 0.063659661741509249 -0.051772239367122969 -0.053675627386517523 -0.037854589693730033 0.065354380306295562 -0.096867594931142609 -0.06944901277161443 0.044240952823628048 0.047479041177586181 0.021848593011007372 0.044554590084589035 -0.097384283100122301 1.1112927808500557e-06 0.06821735048351929 -0.04433651505351769 -0.054924747605989199 -0.08049548163638956 0.032758946891612385 0.075984889224017582 -0.014039865326195895 0.018983440259584917 0.083907935753966087 -0.073033205375302834 -0.066928895511295383 -0.10826054898801772 -0.0024618825395853351 -0.01006674616674294 0.035732341431012643
leaf_weight=1.5178056667755289 0.067951868639282931 0.16319070263853064 0.12793598731514066 0.45992223906796459 0.36517372300295292 0.33946665516123165 0.62995845542172901 0.51109612396976434 0.54300557170063246 0.5761922361562023 0.57985455020388954 0.39455725986044754 0.66026105557102643 0.36951874083752045 1.7609245816847754 1.2273841258138416 0.71754402032820508 0.53226343003916454 0.72245817717339278 1.7625210199039418 0.70257018064148713 1.1417199306015389 1.7969505189030348 0.87811858835630374 0.91104208030446887 0.58939683769131068 0.56718017533421772 22.724533129303612 1.0751615501940248 3.2469229630660257
leaf_count=128 85 46 6 36 84 38 24 52 12 15 17 16 22 48 177 24 20 37 24 34 20 28 71 13 28 16 9 1647 28 95
internal_value=0.000481783 -0.0374172 0.0100446 0.000769473 4.46202e-05 -0.0187014 0.0292134 -0.0409239 -0.0228172 0.00162153 0.00138704 0.00186171 0.00122861 -0.0358142 0.00191865 0.0312197 -0.00173881 -6.86199e-05 0.000702191 -0.000756383 0.0216711 -0.0397946 0.00141263 -0.000325335 -0.0217965 -0.00223579 0.00215954 -5.00481e-05 0.0321806 0.00231312
internal_weight=47.6626 0.359079 0.195888 47.3035 45.7857 3.05964 0.969425 2.09022 1.57912 1.03611 42.7261 42.3609 41.781 0.764076 41.017 2.60519 1.37781 38.4118 37.8795 35.416 2.46349 1.86418 33.5518 31.7893 3.29739 2.38635 28.4919 26.5386 1.95328 25.9715
internal_count=2900 137 91 2763 2635 177 62 115 63 51 2458 2374 2357 64 2293 66 42 2227 2190 1993 197 52 1941 1907 115 87 1792 1751 41 1742
is_linear=0
shrinkage=0.0905731


Tree=756
num_leaves=31
num_cat=0
split_feature=15 22 13 22 22 23 23 15 23 8 19 7 18 5 20 21 0 23 20 17 17 20 20 5 16 6 15 22 23 23
split_gain=0.0679997 0.263788 0.326015 0.0757852 0.471675 0.382607 0.343368 0.525831 0.351204 0.341082 0.464467 0.373547 0.324526 0.490696 0.419925 0.39954 0.298666 0.369967 0.300044 0.288456 0.438148 0.485434 0.394993 0.468408 0.340312 0.483343 0.304916 0.333785 0.317579 0.283584
threshold=46.574831689400007 -0.082314999999999985 117.61735474900001 -0.079824999999999993 -0.083330000000000001 0.09117500000000002 0.083185000000000023 35.194695975650014 0.081815000000000013 8.9430209551500024 14.351157895250003 23.282607548150004 14.2124820928 20.766972852450003 41.495754733000005 9.0075195581500012 85.737618238150006 0.083185000000000023 40.08085804200001 192.2469332606 197.57625617845002 43.245737185650007 42.674081447500008 21.964328598750004 22.584947186600004 16.265380038000004 36.168474401900006 -0.12835499999999997 0.085715000000000027 0.087725000000000011
decision_type=2 2 2 2 2 2 2 2 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 6 -6 7 8 -1 10 11 16 14 15 -13 -14 -5 18 -18 -8 21 24 23 26 25 -21 27 28 -22 -12
right_child=1 -3 -4 9 5 -7 19 -9 -10 -11 29 12 13 -15 -16 -17 17 -19 -20 20 22 -23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=0.0046984069904077372 -0.092639512124218698 -0.07019192829448348 0.044053442892179065 0.036759964800206546 -0.018085029532316828 -0.099001968298345594 0.021340606005678234 -0.062951538629384046 -0.085643451909496321 -0.052562740017625592 0.055113636220614999 0.060918542049524634 0.012715317241834664 -0.088522853857051526 -0.018113494908706791 -0.044016727015390236 0.058658456048858734 -0.065310055039879147 -0.046322476229624501 -0.073120066192225108 0.065043274831342229 0.037995432387719415 -0.049919963454874587 0.079352052833832204 -0.10335461811494136 0.031915047981805028 -0.058858743797401088 0.041816363114177343 -0.039863072670782318 0.014254138486285496
leaf_weight=4.8088798633866672 0.18594096357264789 0.51860434284026158 0.62174054530623835 0.47436848612233662 1.7199202312413064 0.66461004512166244 7.8202570708945158 1.4915473962901158 0.3809695668205676 0.80833333784539618 2.0818817955441764 1.6657487466000005 6.0802259540964769 0.51185458216059476 0.82451890548691142 1.2232376609736091 0.44720019552460177 1.7639452848889048 0.44615114635234931 0.82151233560580184 0.30403251130701514 0.63039551733527321 0.73072042370404222 0.92708066373597819 0.71715062088333059 0.63893428025767207 0.49363437155261625 1.923904111201636 1.0693322818024169 4.2139945807866752
leaf_count=699 39 57 36 118 74 28 325 58 26 66 57 42 419 34 22 144 22 82 48 46 15 22 51 20 17 15 18 99 100 101
internal_value=0.000434445 -0.0197827 0.0125846 0.00102138 -0.00231301 -0.040638 0.00170253 -0.0155549 -0.00193329 0.00510269 0.00746485 -0.0020467 0.00627799 -0.00279474 0.0347513 0.00321342 -0.0294413 -0.0412593 0.00622963 0.00887454 -0.00293259 -0.0319966 0.0120455 0.0216427 -0.0522586 -0.027168 0.0075297 0.0174687 -0.0166391 0.0277653
internal_weight=47.0106 1.32629 0.807682 45.6843 25.1429 2.38453 22.7584 6.6814 5.18985 20.5415 19.7331 13.4373 10.3056 7.81532 2.49027 7.30346 3.13167 2.6573 0.893351 16.077 8.2567 2.80799 5.4487 4.71798 2.1776 1.46045 3.7909 3.29727 1.37336 6.29588
internal_count=2900 132 75 2768 1613 102 1511 783 725 1155 1089 931 661 597 64 563 270 152 70 728 403 100 303 252 78 61 232 214 115 158
is_linear=0
shrinkage=0.0905731


Tree=757
num_leaves=31
num_cat=0
split_feature=12 8 4 22 0 10 0 17 19 23 9 4 0 23 16 23 15 10 21 22 22 6 18 7 20 5 20 23 18 15
split_gain=0.068742 0.152803 0.465836 0.354894 0.288367 0.220783 0.187766 0.1363 0.125284 0.139512 0.106325 0.105474 0.111375 0.28595 0.285652 0.260963 0.42786 0.32298 0.302 0.266185 0.297731 0.256152 0.43654 0.467904 0.39103 0.381416 0.764073 0.369915 0.335223 0.320307
threshold=92.695913642950003 8.3434888241000014 143.35918460430003 0.048530000000000011 92.313586825200005 62.197478847950002 86.280686780500005 166.83257850275001 13.451085274650001 -0.26996499999999996 38.136666659400014 158.04546874885003 86.530713386650021 0.12064000000000002 22.644947046300004 0.11308000000000003 38.469938489650012 70.504814471000017 5.6596500893500012 0.090855000000000033 0.049235000000000008 14.755344756250002 14.732667293750003 23.587720440700004 41.468518788800004 21.269675393700002 42.487106141350004 0.10045500000000003 14.905453256700001 28.777417478550003
decision_type=2 2 2 2 2 2 2 2 2 2 2 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 -3 8 9 -2 -11 -9 13 -13 -15 19 17 -17 -19 20 21 22 23 -14 29 -26 -27 28 -24 -23
right_child=7 4 3 -5 -6 -7 -8 11 -10 10 -12 12 15 14 -16 16 -18 18 -20 -21 -22 24 27 -25 25 26 -28 -29 -30 -31
leaf_value=0.075508481327427157 0.054335325852448546 0.01009652299874237 -0.013939241371018053 0.021947285916044661 0.053475634130560203 -0.109832503428943 -0.065387999673417088 0.046794903414887894 0.036628650920078359 0.033107287263425246 -0.10209459615583703 -0.0012248350979827335 -0.0017663025402483703 -0.1066723407999902 -0.0064784541403684302 0.087376066034301217 -0.050700224413687323 0.064241443739681187 -0.045678201481099578 -0.02712045132798821 0.059706655988179251 0.076470792882481417 0.079044579879153712 -0.086403523773610102 -0.04142499367050801 -0.038194516236541111 0.065138901259791201 -0.064208030782942557 0.0040244151223841939 0.018804113255857995
leaf_weight=0.33397658355533977 0.086417647280541132 0.77726006081502441 0.33462139619223286 0.44559372642106598 0.81335987255442876 0.84997195372488932 0.57207775861024857 0.52812528982758422 0.16241402053856291 0.067455497004629161 0.42238853793969611 11.764555861136612 1.3182465779136818 0.53753423313901183 0.60459219837503042 1.2369615593925116 0.48160371504491184 0.51571150380118502 0.48503655296372017 2.7582445606713 0.97983057106694005 1.1542024808586555 0.6674958254006923 1.2946920411195604 2.049068599473685 1.3879848346114161 1.4770743814297018 0.70777361437467323 5.5324234737704501 5.8205390743678436
leaf_count=15 32 38 12 32 21 48 14 9 46 39 181 560 140 32 21 24 14 38 51 261 58 30 32 96 69 30 25 70 709 153
internal_value=0.000421735 -0.0118942 -0.0320856 -0.0541284 0.00644359 -0.0827448 -0.0219066 0.00163072 -0.040946 -0.0628096 -0.0834762 0.0023922 0.00181707 -0.00586258 -0.053634 0.00537393 0.0348021 0.0532041 0.0109663 0.00219174 0.00580284 0.00333587 -0.00888727 -0.0437034 0.0131242 -0.00848188 0.0150788 0.00428246 0.0121012 0.028347
internal_weight=46.1672 4.12686 1.96416 1.63019 2.1627 1.18459 1.34934 42.0404 0.738676 0.576262 0.489844 41.3017 40.7736 12.9067 1.14213 27.8669 2.71931 2.23771 1.00075 25.1476 22.3893 21.4095 9.52063 2.61294 11.8889 4.91413 2.86506 6.90769 6.19992 6.97474
internal_count=2900 180 107 92 73 60 52 2720 298 252 220 2422 2413 613 53 1800 127 113 89 1673 1412 1354 1047 236 307 124 55 811 741 183
is_linear=0
shrinkage=0.1


Tree=758
num_leaves=31
num_cat=0
split_feature=6 22 6 6 19 19 8 2 17 6 22 18 20 3 0 23 23 23 0 10 23 20 13 15 10 23 22 20 21 10
split_gain=0.229691 0.130408 0.166821 0.575993 0.389613 0.447976 0.555824 0.395759 0.406067 0.330981 0.309009 0.388625 0.336445 0.308625 0.30034 0.567088 0.269429 0.288404 0.424886 0.352177 0.330181 0.253568 0.239704 0.267734 0.211623 0.211095 0.19635 0.536185 0.417542 0.39193
threshold=1.8100422913500003 0.68694500000000025 13.665319288000001 13.775321858200002 11.950964240300001 13.351077205700003 7.6440346712000009 187.03662689815005 213.85098605320005 5.1551204485500008 0.072320000000000023 14.708525021850003 45.673096293200011 81.796338618900009 102.65877371115 0.079785000000000009 0.43162500000000009 0.12064000000000002 86.692020874450009 61.93938686740001 0.11308000000000003 34.997818021800008 99.962250206350021 20.203197038850004 84.600400448950026 0.077015000000000014 -0.25089499999999998 39.344049039350004 5.2269517379000012 75.465019721650009
decision_type=2 2 2 2 2 2 2 2 2 2 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 10 6 9 -7 -9 -6 11 12 -2 -5 -13 24 17 20 19 -19 26 -8 23 25 -16 -11 27 -15 -29 -28
right_child=1 -3 3 13 5 7 21 8 -10 22 -12 14 -14 16 15 -17 -18 18 -20 -21 -22 -23 -24 -25 -26 -27 29 28 -30 -31
leaf_value=-0.0019912266921159106 0.00045500706070665184 0.00081275823653617228 0.0013505141126360248 -0.0011484263717933152 -0.001982747916202259 0.00093179114792171834 0.00033788172521576705 -0.0020828766347764059 0.00025074395009821369 0.00073707468509448407 -0.0010316599609892963 0.0011143688010266605 -0.0020203286468480123 -0.0015760942743772645 -0.001051796385962209 -0.001990698666335364 0.0011421906584457343 -0.00010389622537401456 0.00033217684725535165 -0.002129110982098583 0.001022688220962236 -0.0019192815206099884 -0.00068514139207458938 0.0012224990516763391 0.00090088958757014628 -0.0020093555501346496 7.8950718265882909e-05 -0.00069198630521711212 0.0011321707381940118 0.0012903252540215821
leaf_weight=0.20945702013341261 0.40862625220324655 0.88537751149851729 1.3898031348362554 0.78577012289315362 0.36745523135323344 1.3517079156590628 0.21688612934667606 0.45224509912077315 0.7830716660246253 0.2093920336046724 0.66051647091444454 2.3029688380411244 0.43674266993184574 1.0052793346403484 0.25257408061588682 0.40666463945126441 0.91852259798906644 0.55427547637373142 1.0852320420090107 0.81632709136465564 1.4604479966510542 1.6251990898163056 1.0272889626212416 0.85240216320380569 1.3751555732342238 0.22132631001295522 39.952286248215401 0.99822635372402124 0.93365714966785163 1.0539485812187184
leaf_count=137 25 40 29 37 145 43 16 23 39 15 103 76 65 47 37 190 20 15 24 39 34 133 60 29 139 27 1234 35 27 17
internal_value=5.87717e-05 6.53991e-05 5.50446e-05 0.00010555 -0.000143675 -0.00045206 -0.000824493 0.000198641 -0.000603586 -0.000254208 0.000231404 0.000392376 -0.000823825 7.06409e-05 0.000629419 8.04466e-05 9.0279e-05 7.00907e-05 -0.000584383 -0.00131011 0.00010549 -0.00165352 2.0705e-05 0.000585818 0.000597892 -0.000674189 7.50075e-05 -0.000414725 0.000189608 0.000110086
internal_weight=64.9988 64.7894 63.904 50.9538 12.9502 7.10697 4.51995 2.58702 1.23532 2.67786 5.84325 5.18273 0.845369 49.564 4.33736 2.03439 48.7782 47.8597 2.45583 1.3706 45.4038 1.84209 2.31041 1.28312 1.62773 0.430718 43.9434 2.93716 1.93188 41.0062
internal_count=2900 2763 2723 1558 1165 530 425 105 62 276 635 532 90 1529 442 366 1492 1472 78 54 1394 149 131 71 176 42 1360 109 62 1251
is_linear=0
shrinkage=0.00196078


Tree=759
num_leaves=31
num_cat=0
split_feature=10 5 5 17 2 0 13 3 7 16 19 5 21 22 20 20 16 5 6 9 10 22 2 2 23 15 0 12 22 22
split_gain=0.214919 0.169583 0.305361 0.319383 0.314553 0.254508 0.249748 0.661796 0.777635 0.331575 0.475532 0.33205 0.311773 0.323557 0.278885 0.498799 0.343991 0.398038 0.624752 0.600035 0.591051 0.28794 0.754534 0.72338 0.50612 0.552007 0.437988 0.387717 0.370742 0.455762
threshold=90.988176966900014 23.803605515150004 25.556820288350004 199.01194954300004 347.55895130095001 86.780739992750014 109.41218053485001 84.968719212850019 22.620341628000002 18.984955604900005 13.751109481500002 18.228105795950004 5.2714636949000004 -0.23557500000000001 42.178283198950005 42.487106141350004 22.494947397000004 21.377246852200006 16.265380038000004 197.19111486365003 62.009286778800011 -0.071129999999999985 137.64628208855001 115.23517099855002 0.083795000000000022 38.567335632300008 86.20003303655001 124.89425631215002 -0.14380499999999999 -0.098345000000000002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 6 3 -3 5 -4 7 -1 12 11 -11 -8 -9 -14 21 -16 -17 19 -19 -18 -20 23 24 -12 -23 27 -24 -26 -25 -30
right_child=-2 2 4 -5 -6 -7 9 8 -10 10 14 -13 13 -15 15 16 17 18 20 -21 -22 22 26 28 25 -27 -28 -29 29 -31
leaf_value=9.9748431207647694e-05 -0.0011387185543300588 -0.0010540074720416597 0.00012709931855758443 0.00026735845480992544 -0.0020358564811119788 0.0017527768946051341 0.0016816745756186647 -0.0015889838799932594 -0.0020522933633697464 -0.0010553552464142647 0.00064314628171684206 0.00030330850752303268 -0.00089526636333449826 0.0011252576415932579 -0.0011101202275271493 0.0010991459488040114 0.00023015063717508931 0.0014697401126817224 0.00073725874426051148 -0.0016725764720539229 -0.00087515867767326149 0.0011347105458130828 -1.1674478018331736e-05 0.00034381091792091007 -0.00019211952096779354 0.00080220905167018692 0.0013978188328728099 -0.0017484849948266484 -0.0017485439646163301 -0.00026177821319932706
leaf_weight=18.322055706588802 0.55151624007157707 2.2303872851625779 3.4152292696016961 1.0271499643567947 0.23454683621821448 0.41526727937161911 1.1576890268479467 0.38459993981814422 1.2782983858051009 1.167039785766973 5.3149469536729175 1.6014650411671025 0.47008077061036591 0.86614208811079141 1.4561744658276428 1.2117996640736217 1.3738963995128872 1.2931956406682728 1.6356410521548244 1.1883792919106779 1.8771008537150917 1.2101038303226248 1.0670401802053673 1.8567268550395963 1.4840954446699477 1.146242272108793 4.1217383183538914 1.0513337464071808 1.1588201764971016 2.5090749035589401
leaf_count=1077 319 160 335 27 28 11 18 51 137 31 88 33 44 48 39 28 25 16 29 28 42 23 22 27 31 19 77 20 22 45
internal_value=8.00209e-05 9.06016e-05 -0.000190068 -0.000637361 0.000168372 0.00030334 0.000127169 -4.00158e-05 -0.000893855 0.000229357 0.000173331 0.000881645 -3.33199e-05 0.000414441 0.000219652 -4.9047e-05 0.000131035 -2.81834e-05 0.00030458 -0.000652331 -0.000124367 0.000348557 0.000587097 0.000126719 3.46047e-05 -0.000326982 0.00110797 -0.000837478 -0.000370108 -0.000731501
internal_weight=64.0778 63.5263 7.32258 3.25754 4.06504 3.8305 56.2037 21.3212 2.99912 34.8825 32.1233 2.75915 1.72082 1.33622 30.9563 10.0362 8.58001 7.36821 4.80594 2.56228 3.51274 20.9201 10.0806 10.8396 4.89178 3.68167 5.18878 2.53543 5.52462 3.6679
internal_count=2900 2581 561 187 374 346 2020 1357 280 663 612 51 143 92 581 207 168 140 87 53 71 374 192 182 93 70 99 51 94 67
is_linear=0
shrinkage=0.00196078


Tree=760
num_leaves=31
num_cat=0
split_feature=10 19 16 22 3 22 6 6 6 19 23 23 5 20 19 16 6 16 22 21 10 0 3 9 9 18 16 10 3 20
split_gain=0.196484 0.15194 0.413229 0.231425 0.2545 0.221486 0.22341 0.599039 0.449177 0.449556 0.424547 0.504472 0.349014 0.307597 0.368733 0.354709 0.294118 0.281001 0.26308 0.557085 0.316976 0.334541 0.586372 0.579134 0.41758 0.394118 0.317361 0.746245 0.976995 0.905259
threshold=90.988176966900014 10.550851274900003 11.934972090850001 -0.033594999999999993 61.205437797800009 0.68694500000000025 13.665319288000001 13.775321858200002 12.595294287050001 11.950964240300001 0.083905000000000021 0.098200000000000023 20.361635946650004 47.833738492450003 13.351077205700003 15.474963812800002 11.995280267800002 18.844955932300003 -0.50001499999999999 5.2269517379000012 76.763544998700013 94.047642319350018 84.968719212850019 206.50942114985003 214.22994816675003 14.322090334300002 19.214955067100004 66.697957758300021 89.227236891450005 37.360990606650006
decision_type=2 2 2 2 2 2 2 2 2 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 8 -8 9 16 12 13 -11 14 15 -12 -4 -10 19 -9 21 26 23 -23 -25 -24 -20 28 -28 -29
right_child=-2 2 5 4 -6 -7 7 18 17 10 11 -13 -14 -15 -16 -17 -18 -19 20 -21 -22 22 25 24 -26 -27 27 29 -30 -31
leaf_value=0.00099025490706469059 -0.0011063171397943307 -0.0013364030601315769 0.00029373209080415971 0.00166969158261162 -0.001998410561901416 0.001098133968797323 0.0014076741601990305 -0.0012081177456091754 -0.0015550811385757182 -0.0014789526720668121 0.00040457601827210965 -0.0016002962430376566 0.00077619269604493662 0.0016040415738165412 0.00081431696012020994 -0.0020348299989919297 0.0018708129288660658 0.00050428816490470109 0.00069536130190171665 0.00082317979985853525 0.001435625628972824 0.00035103328406587417 0.0003289397647395237 -0.0020771361469139465 -1.2191624479290608e-05 -0.0021282916891232858 0.0014108687094852833 0.00048764688222570839 0.00010411734595274264 -0.0015975250415307606
leaf_weight=1.4318036870590729 0.54112318890383804 0.79953534404194115 2.0078254721738618 0.1070324742468064 0.22685504221590236 0.81430314294993777 1.3500209804624308 1.6089960721437742 1.2983445512363685 1.5515432046304338 0.44079732977115904 0.56886800716893038 0.3179097301326691 0.65221755066886533 1.1148244489450005 0.47734936203778489 0.58772954251617182 0.31692247837781895 3.9056778331178128 0.76629463036078949 0.68933733645826478 4.1380231949733561 0.33944862475618698 0.77099164109677054 0.73588617442874238 0.96260723785962909 2.3639282695949069 1.322045904118567 31.665452711647958 2.0290067587047815
leaf_count=106 319 166 155 4 58 29 29 56 95 213 34 51 15 14 40 53 15 11 281 25 18 96 7 53 34 62 41 20 740 60
internal_value=7.03531e-05 8.00946e-05 6.43422e-05 0.000647459 -0.000822547 8.21767e-05 6.88294e-05 0.000118397 -0.000210744 -1.39844e-05 -0.000350783 7.70295e-05 -0.00109545 0.000432378 5.64847e-05 -0.000863684 0.000650841 -0.00115102 8.44668e-05 -0.000552799 0.000115407 9.65392e-05 -0.000301556 -2.79619e-05 -0.00106872 -0.00148769 0.000163524 0.000107955 0.000194894 -0.00077489
internal_weight=65.9027 65.3616 63.5959 1.76569 0.333888 62.7964 61.982 52.6477 9.33433 7.71906 5.12351 3.25406 1.86945 2.68519 2.03297 0.918147 2.59556 1.61527 51.2977 2.37529 48.9224 48.2331 6.94696 5.6449 1.50688 1.30206 41.2861 37.3804 34.0294 3.35105
internal_count=2900 2581 2413 168 62 2247 2218 1522 696 590 420 192 228 141 127 87 170 106 1493 81 1412 1394 252 183 87 69 1142 861 781 80
is_linear=0
shrinkage=0.00196078


Tree=761
num_leaves=31
num_cat=0
split_feature=10 18 0 6 10 17 10 12 5 23 6 3 5 6 7 21 21 17 20 17 23 9 12 20 0 16 21 0 6 17
split_gain=0.222078 0.165911 0.359559 0.503117 0.423878 0.3067 0.293338 0.429367 0.514449 0.264607 0.256714 0.423238 0.695572 0.58127 0.346884 0.513452 0.625861 0.711117 0.528222 0.445507 0.348805 0.371736 0.457315 0.316597 0.277986 0.276796 0.572553 0.281152 0.56864 0.498921
threshold=90.988176966900014 17.327266398450003 98.615332683000005 12.26528657645 75.922057603850007 207.35596244665001 75.403185184700007 191.59589549940003 16.222050829800004 0.11308000000000003 14.815346158200002 86.302194445500007 18.613387752550004 15.135353635100001 24.176224535650004 6.9984086918000008 3.0760100505500003 205.32027903760002 40.421032462050007 198.12422587605002 0.09721500000000001 200.12618528045002 105.35624869990001 44.269496632500008 94.109476856350014 18.564956587050002 12.260331702700002 86.530713386650021 16.375382608200002 192.15389660515004
decision_type=2 2 2 2 2 2 2 2 2 2 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 10 8 -8 -5 14 12 24 -13 19 16 17 -16 -18 20 21 22 -1 -24 -12 26 -15 28 29 -27
right_child=-2 -3 3 9 5 -7 7 -9 -10 -11 11 13 -14 25 15 -17 18 -19 -20 -21 -22 -23 23 -25 -26 27 -28 -29 -30 -31
leaf_value=-0.0010728794160159848 -0.0011431111432665358 0.00054588349491290595 -0.001558143951353397 -0.0020413591054992395 0.0003735857852764256 -0.0015472063931211218 0.00098108135060105879 0.0014773878688567744 -0.0010089095528455123 -0.00036250911209124607 0.0018033718912613152 -0.0011506673238270799 -0.00056650668665426745 -0.0016009984467388202 -0.001974326369080058 -0.0018635296252175679 -0.00095927219933935432 0.00015386341851837549 0.0011073469511515258 -0.0016242255218448817 -0.0013769786562700624 0.0018860497022848096 0.0012767445123330809 3.2200360138822176e-05 0.00057394193952970622 -0.0022545375512521798 0.0018139035292532844 0.0003502679083301616 9.0928698564499155e-05 1.6603296522617909e-05
leaf_weight=0.79206948378123199 0.58151521498075354 2.7436048738236414 0.62658091624325507 0.92073290271218844 3.2982271452001446 0.35389744684653113 1.0934377238590967 1.4295726297423241 0.91943796275882039 0.593668112764135 1.5882062651216982 1.4394269187760063 1.1201431649969888 0.85715046559926011 1.2753158791747412 0.94244290480855841 0.68652723636478219 1.146145469159819 1.5469820908037943 0.49561577313579608 0.42408486650674593 0.6258129235357045 1.4294260040915108 1.7454831905633907 1.2745288456790147 0.7777268747449877 0.24207405377819669 15.262398743769152 18.310119145346107 0.71263834304409102
leaf_count=24 319 172 67 83 326 50 68 60 28 26 25 43 34 196 55 79 29 41 46 20 24 6 56 120 20 26 13 277 545 22
internal_value=6.31975e-05 7.4044e-05 5.31407e-05 -0.000411945 -6.81713e-05 0.000187458 0.000101136 0.000655683 7.20967e-05 -0.00138322 6.4908e-05 0.000135648 0.000743448 7.12674e-05 -0.00019987 -0.000543703 -0.000276492 -0.000966995 0.000472118 0.000149259 0.000324461 0.000481567 0.000260002 0.000592526 0.00125601 0.000119906 -0.00084896 0.00015028 -3.87198e-06 -0.00116856
internal_weight=65.255 64.6735 61.9299 5.79311 4.27871 3.65212 56.1368 3.44245 2.01288 1.5144 52.6943 41.5844 3.98288 37.6015 11.1099 5.59741 4.65497 2.42146 2.23351 5.51249 5.01688 4.59279 3.96698 3.17491 2.86274 36.1621 1.09922 35.0629 19.8005 1.49037
internal_count=2900 2581 2409 552 443 376 1857 156 96 109 1701 1201 79 1122 500 250 171 96 75 250 230 206 200 176 45 1079 209 870 593 48
is_linear=0
shrinkage=0.00196078


Tree=762
num_leaves=31
num_cat=0
split_feature=3 2 20 5 13 21 23 17 21 21 17 8 17 22 4 12 15 19 17 19 19 2 8 8 17 14 22 14 2 23
split_gain=0.0647127 0.104466 0.119402 0.0903106 0.204357 0.14499 0.129692 0.100137 0.190721 0.198339 0.179136 0.298663 0.288804 0.445013 0.260921 0.368798 0.199133 0.242212 0.243519 0.258854 0.17081 0.133043 0.194756 0.259297 0.224762 0.134009 0.326468 0.297086 0.308783 0.320463
threshold=108.42013948475001 170.32456123625002 44.921040431000009 30.133297129900004 119.04223755815001 10.693943129750002 0.081315000000000012 168.45154159730004 2.9845679401500003 21.107257077550006 181.49225329600003 8.4434108459500017 183.58889821140002 -0.15895000000000001 143.35918460430003 94.472960382900013 31.506101402100004 12.751028791950002 172.46189488870002 11.550931964450003 14.251149826300002 59.615984903700003 8.8430989333000021 8.7431769115000026 196.65693750130004 202.65261526855002 -0.10710499999999999 186.41884102645002 82.092636011950006 0.088165000000000021
decision_type=2 2 2 2 2 2 2 2 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 -5 -6 8 -1 -10 11 14 13 -12 -9 -16 17 18 -17 -20 -15 -14 23 25 -24 26 -23 28 -28 -30
right_child=1 -3 -4 5 6 -7 -8 10 9 -11 12 -13 21 20 15 16 -18 -19 19 -21 -22 22 24 -25 -26 -27 27 -29 29 -31
leaf_value=0.014728537835743877 -0.090889823962644237 -0.094123248986430624 0.060085042130765508 0.057005212092760854 0.0032754755271971812 -0.014691699348741523 -0.09362254721454677 0.087048148749065343 -0.093891950277597919 0.089172240626319871 0.036851234653566503 0.067973957035229432 -0.035552871968623188 -0.088078496064893416 -0.099309259004935091 0.041898732802010299 -0.065866363915502851 0.06699733175845192 0.0031355891310281122 -0.098520919971317664 -0.015192261366148659 0.039960762282532092 -0.079617184547297146 0.045388839553322194 -0.0021896346608682609 -0.0015741380392903924 0.0058440215231900672 0.033666620133616987 -0.0018535027237865241 -0.077842744452774601
leaf_weight=0.40967447535513102 0.066560666287840742 0.15360191703803139 0.12126640893984586 0.57774587290623358 0.17905961617361654 0.38596098103153054 0.30861077300505713 0.30036871135234822 0.38800859888942796 0.055495372915174812 0.48545908057712939 0.83760603936389078 0.78589512803591688 0.85195637793913082 0.28549379916512441 0.65946925575553972 0.2578284429037011 0.60625639005593246 0.63113573688224278 0.30468736801412888 0.38205112423747778 2.3971618296636734 0.50497797025309299 1.1639497519936401 0.78671578172361478 25.207379832677589 3.9143367932228994 1.8020863991550866 0.92392092802037928 0.89755543146748096
leaf_count=103 85 46 6 33 8 23 39 9 158 2 26 25 39 57 15 69 14 31 110 38 10 78 25 37 37 1558 105 54 31 29
internal_value=0.000564659 -0.0387223 0.00658377 0.000854428 0.000271098 0.0282909 -0.0580442 0.00090533 -0.0298277 -0.0709852 0.00150144 0.0200773 -0.000297083 -0.0366122 0.00690308 -0.00186712 0.00944433 0.0182641 -0.00025586 -0.029962 -0.0655128 0.00132971 0.00210065 0.00333021 -0.0324594 0.00193719 0.0108462 0.00158731 -0.00849142 -0.0392982
internal_weight=46.6323 0.341429 0.187827 46.2908 45.3271 0.963707 0.48767 44.8395 0.853178 0.443504 43.9863 3.88285 40.1034 1.71947 3.04524 2.74487 2.45938 2.20155 1.59529 0.935823 1.23401 38.384 37.5981 36.3064 1.29169 35.1424 9.93506 7.5379 5.73581 1.82148
internal_count=2900 137 91 2763 2707 56 47 2660 263 160 2397 311 2086 93 286 277 262 248 217 148 67 1993 1954 1892 62 1855 297 219 165 60
is_linear=0
shrinkage=0.0905731


Tree=763
num_leaves=31
num_cat=0
split_feature=10 18 6 6 6 16 17 2 22 13 20 20 5 3 23 0 23 10 16 16 15 5 10 3 17 21 8 9 20 0
split_gain=0.075988 0.128189 0.166705 0.507662 0.215648 0.300165 0.285707 0.293259 0.201758 0.258574 0.201623 0.192492 0.18074 0.178552 0.174795 0.172611 0.164816 0.341874 0.29627 0.155239 0.312081 0.15205 0.148381 0.231402 0.318717 0.403733 0.314134 0.476592 0.36806 0.227932
threshold=90.740838818900016 17.140917755100002 13.665319288000001 13.775321858200002 12.380289263450001 18.844955932300003 201.37020668845003 82.092636011950006 -0.59681499999999998 99.19872809730002 33.151194885250007 47.833738492450003 20.102686929350003 81.796338618900009 -0.25765499999999997 89.872466842800023 -0.17732499999999998 80.468240302450013 12.644970430600003 17.654958715000003 23.214301336750001 2.5966915737500007 75.465019721650009 85.54673771085001 181.27812760255003 6.7785388507500013 7.943800736700001 201.2906445504 38.238138001450004 93.262612545250008
decision_type=2 2 2 2 2 2 2 2 2 2 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 10 8 -8 -1 14 -6 -11 -9 -5 -10 -12 -16 -18 21 20 -3 -19 23 24 -15 26 -26 -28 -29 -25
right_child=-2 19 3 13 5 -7 7 12 9 11 15 -13 -14 22 16 -17 17 18 -20 -21 -22 -23 -24 29 25 -27 27 28 -30 -31
leaf_value=0.070107724199235236 -0.043274770380419131 0.028281719589642564 0.07036402562829111 -0.059798859060560414 0.067443233847741313 0.040977777950494482 0.099728179818994733 -0.095864565524879652 -0.099645505726324454 -0.077551100658444713 0.022979618791618625 0.0050156544644421553 0.028440171739781677 0.028798884854525492 0.065576116262879292 -0.091766877664762159 -0.060586410569194837 0.096908307602093402 0.062157966927818664 0.096971567075942247 -0.098115655653645106 -0.097168314510279671 0.038452658100028646 0.00085492149437634609 0.062130576578333152 -0.087567362878484586 -0.10391843717692442 -0.081751754775276561 0.021208822266178866 0.033551144173563884
leaf_weight=0.41484055430191791 0.36293511930443756 1.6788446339542127 0.98213967331685026 0.45052169420523469 0.095410765417909604 0.29555275570601214 0.10080736130475987 0.63420555302127468 0.11280117421483771 0.57961570630141046 0.13764890502352489 0.47432822540577035 0.13025825098156929 0.98344915197230776 0.60854609811940541 1.0081534093187654 0.4843638130332687 0.046385880559682624 0.87041244107604143 0.23874871953739774 0.20219865682884108 0.19026876745010668 0.95580913755111296 28.244341025061662 0.42067550071078663 0.92966945201624174 0.57701850822195444 0.42103880515787739 1.3467221877217523 2.1174073814181602
leaf_count=24 329 176 33 34 7 13 1 134 25 91 20 50 3 24 40 125 103 2 65 9 28 95 28 1167 18 80 25 28 60 63
internal_value=0.000531988 0.000879642 -0.000242262 0.00217312 -0.0148624 -0.0460747 -0.00454007 -0.0543644 0.00686039 -0.000932814 -0.0668033 -0.0403919 -0.0746841 0.000335561 0.0170489 -0.077982 0.0230322 0.0067639 0.036231 0.0239616 0.0146949 -0.059128 0.00108819 6.89877e-05 -0.0198289 -0.032771 -0.01435 -0.0280714 -0.00331395 0.00313513
internal_weight=46.0951 45.7322 43.6124 37.4288 6.1836 1.53677 4.64683 0.865271 3.78156 3.36672 1.24121 1.05394 0.764464 36.4467 2.31278 1.1458 2.19998 1.59143 1.10707 2.11979 1.88104 0.236655 35.9961 35.0403 4.67857 3.69512 2.76546 2.34478 1.76776 30.3617
internal_count=2900 2571 2358 1560 798 165 633 138 495 471 152 141 137 1527 330 145 305 265 162 213 204 97 1493 1465 235 211 131 113 88 1230
is_linear=0
shrinkage=0.0961169


Tree=764
num_leaves=31
num_cat=0
split_feature=22 23 9 22 13 3 9 22 22 22 15 15 19 5 21 21 18 9 19 9 18 13 15 16 15 23 16 9 13 22
split_gain=0.0673735 0.109105 0.0763184 0.162646 0.123087 0.113542 0.0997475 0.123807 0.179569 0.139457 0.20282 0.107589 0.405986 0.263138 0.418806 0.251414 0.289056 0.24722 0.228514 0.240993 0.36946 0.285692 0.207176 0.32595 0.276467 0.258597 0.240567 0.217721 0.275097 0.543484
threshold=0.68694500000000025 -0.16319499999999998 37.256168974800005 -0.156745 96.209162656250015 68.555682326450011 53.944017839150007 -0.24103499999999997 -0.61225999999999992 0.0043900000000000007 32.393814985100008 23.707353846250005 12.851036860900001 16.579584939650001 14.673280803050002 6.5365111340500013 17.248993197150003 66.290220196950017 12.651020723000002 210.70699256735003 16.366336611050006 98.238948544700023 28.566186095050004 18.564956587050002 28.321365561200004 0.10236000000000002 15.604963508800003 214.22994816675003 109.57886493895002 -0.071129999999999985
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 -2 3 4 5 -1 7 8 -4 -9 -11 12 13 15 17 18 -17 -15 19 21 -21 -8 24 -24 25 -13 -27 28 29 -25
right_child=1 -3 6 -5 -6 -7 11 9 -10 10 -12 22 -14 14 -16 16 -18 -19 -20 20 -22 -23 23 27 -26 26 -28 -29 -30 -31
leaf_value=-0.098827271894057989 0.083240842590539627 -0.003380074581213548 0.070504837961185091 -0.085576955220231954 -0.10116651832037148 0.04509369989963756 -0.019032087122093054 0.055883098316994756 -0.10021194684482169 -0.098996744610497345 0.1006913992451904 0.018824495748870691 -0.066242366534650071 -0.00072842519863477041 0.071715127980075233 -0.065096931091598489 0.028663657151239919 -0.10263742897540437 -0.061533408090114518 -0.10486006966263883 0.039233508723425597 0.079828468907336469 -0.061986381406283264 -0.09914737171024246 0.075158697187131959 0.017095053639966423 -0.10280060512835534 0.028750297995507008 0.00046472659125798555 0.0067544534409633141
leaf_weight=0.061193271900265245 0.24572579748928547 0.32411923287145228 0.094861596939153969 0.31038646985189089 0.089267317205667496 0.37905037715972867 0.35726209482891169 0.94898636011021043 0.15762591402562964 0.14377470638828527 0.0740770623087883 4.5949539919092777 1.0976384838759257 0.34763315183226928 0.25959324347786594 0.72113803221145623 0.56259820293780649 0.66933766532565642 0.2453164546022889 0.2522916137240826 0.53101598238845327 1.3156035962165331 0.83202521860949019 0.80873868300113816 0.72722273509134527 0.29915047512622539 0.3479387117549777 2.3671771508525117 25.178547308070847 1.0983594406861872
leaf_count=69 8 36 6 239 15 63 122 69 47 95 1 292 160 50 14 68 61 162 18 11 81 42 131 60 22 17 26 109 767 39
internal_value=0.000473637 0.0339722 4.82345e-05 -0.0292269 0.00380418 0.0250889 0.000606637 0.0261745 -0.0360723 0.0396439 -0.0310959 -0.000244951 -0.0120069 -0.000693107 -0.0394305 0.0117154 -0.0240063 -0.0678017 0.0286902 0.0377015 -0.00717687 0.0587155 0.00181825 -0.00147207 0.0185116 0.010653 -0.0473726 0.00023742 -0.00225449 -0.0381551
internal_weight=45.4426 0.569845 44.8728 0.839897 0.529511 0.440244 44.0329 1.41933 0.252488 1.16684 0.217852 42.6135 6.35943 5.26179 1.27656 3.98523 1.28374 1.01697 2.70149 2.45617 0.783308 1.67287 36.2541 30.2848 5.96927 5.24204 0.647089 29.4528 27.0856 1.9071
internal_count=2900 44 2856 386 147 132 2470 218 53 165 96 2252 789 629 226 403 129 212 274 256 92 164 1463 1106 357 335 43 975 866 99
is_linear=0
shrinkage=0.0980392


Tree=765
num_leaves=31
num_cat=0
split_feature=15 7 23 18 20 21 21 0 20 4 22 23 22 17 22 17 22 20 5 6 15 20 7 13 2 6 10 4 22 17
split_gain=0.0668909 0.264644 0.204867 0.0761351 0.0675377 0.124603 0.166854 0.147004 0.110645 0.102506 0.100703 0.132567 0.114888 0.36689 0.297615 0.280098 0.115094 0.331439 0.400297 0.333056 0.398232 0.260423 0.259721 0.239967 0.367421 0.205419 0.214157 0.22917 0.181418 0.185242
threshold=46.574831689400007 23.539316666200005 0.090390000000000012 12.752103815600002 49.275256100300005 19.652007205700002 3.4240268213500005 119.78425200215001 48.852845034800005 282.79508160665006 -0.62958999999999998 0.10818500000000002 -0.59309999999999985 197.05557773135004 -0.50001499999999999 205.32027903760002 -0.14228499999999997 39.091773401050006 23.442459712300003 15.265356672600001 29.049007317550004 38.115457128050004 17.938678131200003 113.85351336640001 313.37633693555006 13.855323727400002 69.64719632740001 299.77885738725007 -0.13820499999999999 188.16174763880002
decision_type=2 2 2 2 2 2 2 2 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 6 -6 -8 10 -10 11 -1 13 -12 15 -14 17 21 19 20 25 23 -20 24 -16 26 -19 -28 -18 -30
right_child=1 2 -4 -5 5 -7 7 -9 9 -11 12 -13 14 -15 16 -17 28 18 22 -21 -22 -23 -24 -25 -26 -27 27 -29 29 -31
leaf_value=-0.081537840519793001 -0.00016182726403379957 -0.032574106596577043 0.06112360698160501 -0.096514051190068798 0.049464271427092886 0.028657565442519625 -0.096286784899863892 0.047417193102692545 0.076112942339813444 0.0039697749857491868 0.067070280000787158 0.009170494956879242 -0.083564199137658626 -0.053390610275236207 -0.097939693457430491 0.01831953401130355 -0.053590638585804248 -0.075530730884568895 0.059825381742899961 0.070664443615311157 -0.10016742066773698 -0.096187360150783746 -0.069642352827749374 0.060868730837969474 0.089504659713719362 0.082181672745511331 -0.034818686260222297 0.059733033686485727 -0.011540025239595405 0.0048330335196281006
leaf_weight=0.30000849574571375 0.090459541883318506 0.44471675186650828 0.38799089705571532 0.37348017837211955 0.12235848262207483 0.26640909112757072 0.40438540509421728 0.074921904849361454 0.33720608113799144 0.36331815525772981 0.7659037030116369 0.2734883330995217 0.69722774372347973 0.31761866338274558 0.32473438937539956 0.36506370873394189 0.55291157638929789 0.21908857837115681 0.18399181441054668 1.6521247029304502 0.2413724117213859 0.36376471610856242 0.54554751440446125 0.33380762119486462 0.13004364418839032 0.46981349465931987 0.34674793906196988 0.66257209492323454 8.1190447517401747 25.120773693914089
leaf_count=29 7 31 14 80 10 26 150 33 11 34 38 16 85 43 109 43 32 35 27 32 17 27 63 46 12 12 63 70 583 1122
internal_value=0.000398187 -0.020693 0.0110833 -0.0777272 0.00102609 -0.0249948 -0.0487513 -0.073824 0.00155526 0.0386968 0.000935557 -0.038281 0.00147865 0.0317589 0.000665097 -0.0485512 0.00199657 0.0146728 0.0266472 0.039573 0.0130897 -0.0302304 -0.0369902 0.000194743 -0.04434 0.0291872 0.00891903 0.0272502 -5.66786e-05 0.000833806
internal_weight=44.8509 1.29665 0.832708 0.46394 43.5542 0.868075 0.601666 0.479307 42.6862 0.700524 41.9856 0.573497 41.4122 1.08352 40.3286 1.06229 39.2663 5.47361 4.32126 3.59172 1.93959 1.15235 0.729539 0.788586 0.454778 1.69822 1.22841 1.00932 33.7927 33.2398
internal_count=2900 132 45 87 2768 219 193 183 2549 45 2504 45 2459 81 2378 128 2250 513 319 229 197 194 90 167 121 180 168 133 1737 1705
is_linear=0
shrinkage=0.0942322


Tree=766
num_leaves=31
num_cat=0
split_feature=2 17 10 5 0 14 13 18 22 3 22 17 9 7 7 18 0 6 16 10 9 15 9 18 4 2 16 19 18 3
split_gain=0.0645971 0.249927 0.234403 0.156638 0.131985 0.104044 0.107963 0.249226 0.1934 0.218246 0.192704 0.156911 0.184185 0.270743 0.226852 0.168704 0.253391 0.25558 0.352609 0.212575 0.306489 0.280885 0.352849 0.312576 0.249889 0.355374 0.232075 0.319921 0.335164 0.288219
threshold=325.75432260090003 209.52161856205001 67.316303128300021 9.7886620791500025 110.74296730945001 414.62864134155001 98.238948544700023 17.267778657600005 -0.085734999999999992 72.760430842500014 0.20981000000000005 206.41783130310003 200.94207221650004 24.530747513950001 25.138824731100005 15.353948930850001 97.835679825150024 12.26528657645 14.994964935250001 70.182199495350019 206.08249486475003 28.452330424200003 200.80358209610003 14.117867417450002 168.72122291465004 98.229281563700013 19.214955067100004 13.751109481500002 11.904475184000002 86.302194445500007
decision_type=2 2 2 2 2 2 2 2 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 -4 -2 6 8 11 -1 10 -10 15 -13 -14 -15 19 -17 -18 -19 26 21 22 24 -23 -21 -26 -8 28 -28 -29
right_child=1 2 3 -5 -6 -7 7 -9 9 -11 -12 12 13 14 -16 16 17 18 -20 20 -22 23 -24 -25 25 -27 27 29 -30 -31
leaf_value=0.00041690773299726314 -0.059224204403448749 0.082455241135777735 0.06668682804474968 -0.096171339070805842 0.034342066604040059 0.050146187797511302 0.026158158861699449 0.064948702997891281 -0.095018844008475531 -0.096218710687367676 0.047493189126651944 -0.084634812696412515 0.062503982110960754 -0.10216187452628364 -0.011922645968037628 0.061130369153071802 0.043380480883399637 -0.098142334371172549 0.019503312479005438 -0.070049922839750201 -0.063821117799482435 0.045068992955969937 0.046979288889030822 -0.097004886127261963 0.047983360238728345 -0.055656883189765291 0.019766741830241245 0.067733850256752506 -0.082102209950098134 0.0013344475430342834
leaf_weight=1.6792258182074422 0.89711059687397099 0.33686242881230999 0.079700767866597744 0.15333034630748443 0.15735107587079256 0.37998820954726298 3.5883036282029961 0.54766951780766149 0.12723079951797345 0.48583485440030927 0.24942418751402329 0.35312844178406466 0.36802640231326256 0.29231184336822469 1.6090234323928596 1.0590745352674269 0.74152285518357508 0.39577974961139262 0.52806186117231846 0.57913308379283979 1.0118302484479498 0.18781792884692539 1.1952326110331339 0.51333671773318201 0.71164906866761135 0.50033119836734841 0.44497246778337529 0.59503932204097765 0.80679672976839356 23.73690306003482
leaf_count=435 129 14 21 31 36 61 332 28 143 139 47 31 14 18 120 38 41 27 27 29 101 9 30 67 25 95 18 15 42 737
internal_value=0.000355741 -0.0180883 0.0321904 -0.040471 -0.0452619 0.00105758 0.000616684 0.00182015 -0.018212 -0.0544815 -0.000646144 0.000938586 -0.0213274 -0.0114763 -0.0257961 0.00253419 0.0250934 0.002176 -0.0308968 0.000719637 -0.01788 -0.00527404 0.00732781 -0.0589476 -0.0191321 0.00519847 0.00371586 0.000568167 -0.0458904 0.00295825
internal_weight=44.312 1.62436 0.569894 0.233031 1.05446 42.6876 42.3077 39.7659 2.54172 0.86249 0.376655 39.2183 2.62249 2.26936 1.90134 36.5958 2.72444 1.66536 0.923842 33.8713 4.69933 3.6875 2.98635 0.701155 1.79111 1.21198 29.172 25.5837 1.25177 24.3319
internal_count=2900 231 66 52 165 2669 2608 1844 764 329 190 1816 183 152 138 1633 133 95 54 1500 356 255 179 76 149 120 1144 812 60 752
is_linear=0
shrinkage=0.0942322


Tree=767
num_leaves=31
num_cat=0
split_feature=10 19 20 17 17 16 18 0 6 18 0 18 6 15 13 20 21 15 21 23 6 0 0 7 17 3 20 13 13 9
split_gain=0.0611786 0.126674 0.122395 0.106439 0.154321 0.157929 0.15265 0.139919 0.276735 0.190906 0.362622 0.310485 0.213161 0.186133 0.174335 0.266371 0.161068 0.145037 0.1373 0.134315 0.134204 0.328053 0.32974 0.326172 0.236723 0.22445 0.261184 0.22355 0.41116 0.300403
threshold=90.740838818900016 10.850875481800001 45.027406014450008 242.64190980425005 220.68978861510001 17.484959112600002 17.248993197150003 98.615332683000005 12.26528657645 15.312071772700003 96.249489528150022 15.379439136400002 13.665319288000001 26.557525034400005 98.238948544700023 41.792045663550006 4.0344380320500006 23.304416445750004 5.7087410616000005 0.08883000000000002 14.835346625500001 93.577162146500015 93.972365491700018 24.176224535650004 198.12422587605002 81.796338618900009 43.124157941850008 109.51703040195001 106.97106055245001 199.21354841250005
decision_type=2 2 2 2 2 2 2 2 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 6 -6 7 9 13 20 11 -11 16 14 15 -9 -12 -10 -16 -14 23 -22 -23 24 27 -25 -27 28 29 -1
right_child=1 2 -4 -5 5 -7 -8 8 17 10 12 -13 19 -15 18 -17 -18 -19 -20 -21 21 22 -24 25 -26 26 -28 -29 -30 -31
leaf_value=0.0049077775262933504 -0.098694927188375553 -0.098709646036895374 0.079677979990240982 0.053066566785034734 -0.10031856812565798 -0.0065580548815197216 0.038702002865956084 -0.099642264781059989 -0.1010172929630495 0.043700269255693355 0.04869146610849015 -0.10138689939147903 0.08695657989819032 -0.10181524508947391 0.069169945382015277 0.0074633126692233978 -0.056216356676551414 -0.017146309890697549 -0.0069579735434634601 0.028012399314279457 -6.0260475001399205e-05 0.086623550544357275 0.002642760594799576 0.052626676797184815 -0.074831223268568545 -0.058917772408802575 0.019941469362165988 0.077936700724479183 -0.080925169626717586 0.09741823863010575
leaf_weight=1.9673441176419153 0.17682823818245097 0.055352841098738281 0.11130940727889538 0.369105719786602 0.29273465349979133 0.42100607183238026 1.0053769231089962 0.29783844633675494 0.50806387366901606 0.24107019969960619 0.26895726434304412 0.34416850662091747 0.95923229120671727 0.16748963771351544 0.5423699386519728 0.89040468991152011 0.2949067268637009 0.32491687242873013 0.39249506854685023 0.60651220567524433 27.031976949348977 0.86845277401152887 0.93125019967556 0.24768767633941058 0.3103788589069153 2.2571905335644264 0.49160266066610336 0.46235521428752679 0.45539084989286482 0.40721688140183676
leaf_count=235 253 66 10 26 51 40 109 161 61 7 11 45 29 22 34 154 29 42 35 22 1126 22 26 15 20 154 41 14 35 5
internal_value=0.000317592 -0.0408949 0.0204308 0.000644089 0.000193981 -0.0450131 0.000957231 3.77162e-05 -0.0199113 0.00167125 0.0267269 -0.0416229 0.0455101 -0.00231389 0.00553566 -0.0193832 -0.00617642 -0.0683021 0.0372083 0.0641238 -0.000248606 0.00263809 0.043168 -0.0128605 0.00701739 -0.0367599 -0.0448143 0.0147336 0.00440752 0.0207725
internal_weight=43.701 0.34349 0.166662 43.3575 42.9884 0.713741 42.2746 41.2693 3.12358 38.1457 2.71485 0.585239 2.12961 2.2906 2.12311 1.18824 0.563864 0.832981 0.934865 1.56574 35.4308 28.8317 1.7997 6.59917 3.60269 2.99648 2.74879 3.29231 2.82995 2.37456
internal_count=2900 329 76 2571 2545 91 2454 2345 509 1836 143 52 91 406 384 315 40 103 69 51 1693 1174 48 519 309 210 195 289 275 240
is_linear=0
shrinkage=0.0980392


Tree=768
num_leaves=31
num_cat=0
split_feature=6 6 8 10 3 22 23 23 22 20 0 17 4 2 0 16 13 6 16 15 20 2 17 19 18 2 20 22 21 9
split_gain=0.366416 0.88588 0.383849 0.326825 0.599349 0.542289 0.361758 0.407268 0.519275 0.625595 0.394306 0.308648 0.287328 0.491197 0.284287 0.379832 0.523072 0.550979 1.04705 0.846868 0.77081 0.538698 0.45244 0.397305 0.378837 0.385583 0.322037 0.787027 0.58451 0.719658
threshold=13.665319288000001 13.775321858200002 8.1436447804000007 70.182199495350019 84.968719212850019 -0.14581999999999998 0.094625000000000029 0.090225000000000014 -0.053019999999999991 40.878805547300004 97.483491810050012 186.93621306220004 274.67316291360004 166.57119979220002 86.530713386650021 22.614947116400003 117.38883580790001 15.785368822600002 19.214955067100004 33.005488016050009 38.994321257850011 106.46918899020001 196.44284117250001 14.251149826300002 13.5308213324 226.19683278270003 42.131954243650007 -0.071129999999999985 1.8462237188500004 199.21354841250005
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 -2 -1 14 5 -5 7 8 9 -7 -11 -8 13 -4 26 16 17 18 -16 23 21 -20 -18 -19 -17 -26 -3 28 -28 -30
right_child=1 3 12 4 -6 6 11 -9 -10 10 -12 -13 -14 -15 15 24 22 19 20 -21 -22 -23 -24 -25 25 -27 27 -29 29 -31
leaf_value=-7.7979184795456152e-05 0.0015547409330680074 0.00021567361783479048 -0.0015845493752602129 -0.0017014261231553425 -0.0015484980187701453 -0.0021230670678083212 0.00049343358716761937 0.0012791192318179626 0.00081453315717619176 -0.00089416432447434792 0.0013365956855109255 -0.0017506847184192759 -0.0017755902578307327 0.0016010589003149077 0.00097403281471338823 0.00013817101063706353 0.00030227416824535818 0.0008333153551686105 0.00067883786236618156 0.001368597499503289 -0.0018200932258396307 -0.00068653462557583206 -0.0012447602651301283 -0.00071394663739082135 0.0020231712534430784 0.00050513956787522258 0.0015123912054434779 -0.0014714092449209521 3.7564733388736826e-05 -0.0021315569140966262
leaf_weight=13.03753551124464 1.6872653262689699 12.351034430088477 0.41549258874147088 0.67173192568588991 1.1747729446360606 0.71582695085089598 0.37521506170742192 1.3778232473414389 1.7118300534784792 0.62913306429982163 0.59064359404146671 0.63339726685080677 0.96105050441110507 0.33705579349771142 2.9807776810339472 1.7095489259809244 1.3180037718266242 1.0887361988425248 2.0001170272007585 3.8689115582965314 1.2500191950239239 2.4991125566884875 1.6203460379038004 1.5413643294014034 1.4034072794020178 1.1877566641196606 0.87670690054073919 1.704828968460786 5.3288963967206655 0.66099743056111027
leaf_count=1227 34 419 38 30 82 31 14 27 31 36 9 45 59 10 55 24 19 21 27 60 36 46 34 30 22 29 16 137 216 36
internal_value=8.06542e-05 0.000156781 -0.00019265 0.000110776 -0.000256571 -3.02345e-05 0.000155814 0.000370906 2.7827e-05 -0.000667929 0.00018602 -0.000915848 -0.0010651 -0.00015776 0.000177492 0.000330648 0.000206606 0.00035275 3.09566e-05 0.00078501 -0.000457994 -7.9563e-05 -0.000550834 -7.3454e-05 0.000854632 0.00132732 1.30214e-05 -0.000278991 1.70607e-05 -0.000201802
internal_weight=67.7093 52.9582 14.7511 51.2709 7.88037 6.7056 6.03387 5.02526 3.64743 1.9356 1.21978 1.00861 1.7136 0.752548 43.3906 22.4681 18.1674 15.229 8.73003 6.49901 5.74925 4.49923 2.93835 2.6301 4.30071 2.59116 20.9225 8.57143 6.8666 5.98989
internal_count=2900 1566 1334 1532 305 223 193 134 107 76 45 59 107 48 1227 403 328 275 164 111 109 73 53 51 75 51 824 405 268 252
is_linear=0
shrinkage=0.00196078


Tree=769
num_leaves=31
num_cat=0
split_feature=6 6 8 8 22 21 21 21 0 7 18 6 20 13 16 14 17 10 16 10 3 18 22 8 0 7 5 2 2 12
split_gain=0.152104 0.624039 0.252203 0.279902 0.217481 0.377534 0.258874 0.371133 0.399901 0.558021 0.559253 0.517884 0.654554 0.564539 1.01093 0.580958 0.502035 0.528434 0.499201 1.12311 0.59153 0.777779 0.694869 0.781511 0.495671 0.460034 0.435065 0.395646 0.637203 0.418723
threshold=13.665319288000001 13.775321858200002 8.1436447804000007 8.543332867800002 -0.50001499999999999 5.2269517379000012 2.9845679401500003 4.6354459407500004 94.047642319350018 24.029932718600005 15.200392777800003 16.465384711100004 38.386256906100009 117.56896250265002 22.634947069650003 210.15891166350005 193.52305340940003 62.068432857650002 18.844955932300003 66.697957758300021 89.324021384150015 13.788608055100001 -0.084239999999999995 8.4434108459500017 86.420486603250012 23.147601011700004 36.806659819600007 70.507592614000018 125.31286365695001 130.74068757200004
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 -2 -1 -4 5 -3 -6 27 11 -10 -11 18 -13 16 25 -16 17 26 -9 20 -20 22 23 -22 -24 -15 -14 -8 29 -29
right_child=1 4 3 -5 6 -7 7 8 9 10 -12 12 13 14 15 -17 -18 -19 19 -21 21 -23 24 -25 -26 -27 -28 28 -30 -31
leaf_value=-4.0823435446952082e-05 0.001487533670502779 -0.001151754924324108 -0.0015273674208772911 0.0004538873801012836 0.00030766030696759513 0.00063839847096472434 -0.0018241304715821605 0.0014451236109921397 0.00088954470678376306 -0.0021060730285974386 -1.9744488572356674e-05 0.0017543155232225894 -0.001586080320283903 0.0013391555042357643 -1.9665115221630403e-05 -0.0018364541402067184 -0.0021994363714946093 0.00080517126914631139 0.0018013035559234813 -0.0015296107188011573 -0.0012569485967029556 -0.00074836347521525825 0.00051220476120770759 0.00062716516020218578 0.0018647732707253914 -0.00031503590370154623 0.0012388631734060651 -0.00026432769825243457 -0.00098092249082200669 0.0013636321111718662
leaf_weight=9.9332276393752164 1.2228495855815698 1.3633321052184322 0.94161255040671565 0.38674794058897533 15.167894088488536 0.67827414663042862 0.71495780115947027 1.6064016675081862 0.69476134190335814 1.0796542066382242 0.91059535584645335 0.63417896308237587 1.3351316484986444 2.1320633076102244 1.5785572216846051 1.1844528073561376 0.90358714567264531 0.80910449902876269 1.1600535865873087 1.1877446339931328 1.2762814314337414 2.0700982997659594 2.2021158997959009 2.5129743628203869 1.9767561340704558 0.92757090553641308 0.24863410260877561 1.4131646430614639 2.4073688309290446 1.0653720567934213
leaf_count=1227 34 56 91 16 483 25 17 56 18 84 39 16 114 58 28 42 29 26 21 40 35 36 44 38 29 23 14 37 105 19
internal_value=5.79151e-05 0.000103896 -0.000148128 -0.000950531 6.95348e-05 -0.00055702 9.66363e-05 -3.28975e-06 9.38683e-05 -0.000623382 -0.00115152 0.00017497 -0.000171866 -0.00030582 6.12626e-05 -0.00079849 -0.000954211 -0.000483994 0.000416729 0.000283352 0.000475643 0.000322445 0.000600639 -7.43423e-06 0.00115202 0.000837664 -0.00114259 -0.000461783 -0.000262429 0.000435433
internal_weight=61.7255 50.4639 11.2616 1.32836 49.2411 2.04161 47.1995 32.0316 26.4307 2.68501 1.99025 23.7457 9.75328 9.1191 5.82264 2.76301 3.29646 2.39287 13.9924 12.386 11.1983 10.0382 7.96813 3.78926 4.17887 3.05963 1.58377 5.60086 4.88591 2.47854
internal_count=2900 1566 1334 107 1532 81 1451 968 790 141 123 649 350 334 151 70 183 154 299 243 203 182 146 73 73 81 128 178 161 56
is_linear=0
shrinkage=0.00196078


Tree=770
num_leaves=31
num_cat=0
split_feature=22 2 2 17 12 17 9 22 23 22 9 4 22 23 2 15 21 10 18 6 10 0 20 16 15 8 6 7 18 20
split_gain=0.060566 0.259574 0.208165 0.285585 0.242069 0.22126 0.194833 0.258579 0.168075 0.137906 0.21813 0.263344 0.189552 0.179228 0.461467 0.172767 0.302835 0.301437 0.131356 0.11904 0.18899 0.150233 0.139976 0.365354 0.254819 0.259786 0.27855 0.228518 0.385441 0.298914
threshold=-0.25167499999999993 199.66651340635002 181.83510701155004 195.53954078470002 195.51336019310003 173.06150329755005 196.16158123080001 -0.59087999999999996 0.092290000000000025 -0.16187499999999996 193.06224578400005 225.05241822990004 -0.21094499999999999 -0.15684499999999998 181.83510701155004 21.850732508700002 14.673280803050002 73.365333921800001 11.639306137250001 20.305474434200004 60.474177186300004 67.04476885710001 39.211875820650008 21.534949641950003 42.133814420300006 8.6432548896500023 15.785368822600002 23.031046061850002 13.919698996450002 38.703421923500009
decision_type=2 2 2 2 2 2 2 2 2 2 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 18 -7 -8 -3 10 11 12 -2 15 -15 16 17 -13 -1 20 21 -11 23 24 25 26 27 -22 -29 -30
right_child=9 8 -4 4 -6 6 7 -9 -10 19 -12 13 -14 14 -16 -17 -18 -19 -20 -21 22 -23 -24 -25 -26 -27 -28 28 29 -31
leaf_value=0.023018396642236788 -0.097263339747142616 -0.096660990035587618 0.0597018578872675 -0.087896329293679645 0.01663696908323678 0.060890359415668616 0.038517879071040942 -0.066488402293435667 0.0017949334554073976 0.079790752287517142 0.063635868816028007 -0.097053888851104678 0.038123385624023683 0.074576165703867964 -0.083665981460378583 0.073614841316521351 0.068360469794097697 0.063342128441559745 -0.10096117214782252 0.054134608727737399 -0.040843952700913427 -0.096414294662982458 -0.003413954564880744 0.051551024511449377 -0.075711958986553946 -0.064548125899819966 0.087384639256043201 0.094650407466604164 -0.0069747981032024899 0.054950854930806654
leaf_weight=0.11559410125482861 0.3234426959315897 0.45495433901669446 0.45213411720578722 0.59566802070366964 0.29370182002094225 0.74623912746392285 0.50315078301355309 0.35527647364142401 0.23272046343481634 0.050390397631416728 0.77189237511083764 0.30471616047725614 0.12823450556606975 0.2731050593683898 0.4082803104283812 0.67427513653819915 0.41811500967014581 0.15798385949165095 0.22089231385689345 0.35448210418689896 0.82327554176117512 0.29163419340511609 26.997527958670616 1.5659678000956772 0.36242629319895048 0.44050921161397116 0.39049970073392604 0.46289052115753282 3.7543225691538282 0.8486061750754742
leaf_count=4 87 103 31 62 12 46 20 27 24 3 42 60 7 26 75 36 14 14 46 19 38 128 1473 48 17 21 22 8 338 49
internal_value=0.000398982 -0.0106992 0.000328719 -0.00915526 -0.0533757 0.011105 0.0256734 -0.00494097 -0.0633419 0.00150604 0.0194824 0.0068039 -0.058826 0.0200585 -0.0202412 0.0377164 0.0102356 -0.0422884 -0.0583701 -0.000205428 -0.000740677 -0.070454 -7.17758e-05 0.0103613 0.00125415 0.00540506 0.0103122 0.00520164 0.0126848 0.00444195
internal_weight=43.7729 3.97033 3.28266 2.83052 0.88937 1.94115 1.60467 0.858427 0.687675 39.8026 3.46005 2.68815 0.451677 2.23648 0.681385 1.55509 0.880815 0.4627 0.336486 36.3425 35.9881 0.342025 35.646 8.6485 7.08253 6.7201 6.27959 5.88909 5.06582 4.60293
internal_count=2900 375 248 217 74 143 93 47 127 2525 361 319 94 225 101 124 88 74 50 2164 2145 131 2014 541 493 476 455 433 395 387
is_linear=0
shrinkage=0.0942322


Tree=771
num_leaves=31
num_cat=0
split_feature=20 0 15 22 8 9 21 22 22 23 22 6 23 22 21 22 17 22 16 3 14 18 10 2 6 15 21 17 21 9
split_gain=0.198945 0.381918 0.398118 0.413216 0.394257 0.51919 0.481803 0.408658 0.618925 0.70017 0.588005 0.678161 0.55406 0.518558 0.481702 0.52452 0.708425 0.454443 0.616256 0.653811 0.551861 0.42457 0.773984 0.393232 0.55011 1.24856 0.489188 0.3566 0.445559 0.354636
threshold=42.178283198950005 103.44649194340002 46.574831689400007 -0.10965999999999999 4.9461400813500012 187.70546222865002 12.749485150050001 -0.071129999999999985 -0.085249999999999992 0.09117500000000002 -0.053019999999999991 14.925348728400001 -0.115385 -0.079824999999999993 3.4703576882500005 -1.0000000180025095e-35 192.34053301495001 -0.040019999999999993 22.554947256700004 86.493074972800017 275.11403443770007 13.278511569200001 62.020040611300011 181.83510701155004 15.955372794750003 26.135540888150004 9.6758169699000014 187.59608338195002 6.450325770250001 215.80505313260002
decision_type=2 2 2 2 2 2 2 2 2 2 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 27 -1 8 12 13 11 -9 -7 -10 15 -12 -17 -16 19 -19 -20 -14 -23 26 25 -25 29 28 -6 -24
right_child=-2 -3 3 -5 5 7 -8 10 9 -11 14 -13 21 -15 17 16 -18 18 20 -21 -22 22 23 24 -26 -27 -28 -29 -30 -31
leaf_value=-0.001846844299874664 -7.0401591553474898e-05 -0.00098222761407195736 0.00047185235599469768 -0.0020630260499610357 0.0010193872682455309 -0.0016546433136694957 0.0011653653970756562 -0.00026301053690406796 -0.0011865473758530896 -0.0017288786044227359 0.0012201522970285944 0.0016065101707442211 0.00091156907527711211 0.00099517313589101656 -0.0016304230769909381 -0.0012691691413552711 0.00056513383258427767 -7.8993348110062139e-06 -0.0003150608201409084 -0.0020496116912533998 0.0014874652716076009 -0.0021068636070166354 -7.5282630928553545e-05 0.0013734049527122523 0.00194635276241835 -0.0020937097679283256 -0.0015793765870872141 0.0013554997994262886 -0.00065530207410274951 0.0012751507485965362
leaf_weight=0.72148879951418965 22.931865915663366 1.1032399680998413 0.41952477535232902 0.60205985704669618 1.4454485804308199 0.63718203752068525 0.28471957857982488 1.0430087714921712 0.72903731488622725 1.6277180415345354 2.6765620459336796 2.6195944333449006 2.6982248960994175 0.98443026258609945 0.76297359983436752 1.069356576073919 3.331074727117084 1.8934025040944109 1.2000580909661951 0.88479567127069447 1.4325504079461095 0.60832843137904902 5.6590157563332451 1.1143633686006071 1.017899429425597 0.62234803446335707 0.73976379260420788 2.5305997841060162 1.057773800101131 0.86145886767189939
leaf_count=212 1232 387 21 38 27 26 12 37 18 59 58 37 51 25 17 38 82 70 23 28 25 23 156 28 14 41 25 41 20 29
internal_value=7.67136e-05 0.000156321 0.000186754 -0.00102205 0.000217432 0.000248504 -0.000994501 0.000161998 -4.98906e-05 -0.000807942 0.000378728 0.00107412 0.00013156 6.6906e-05 0.000186516 0.000535697 0.000119377 -0.000213748 -1.39843e-05 -0.00065814 0.000665795 0.000216997 4.05793e-05 0.000171021 0.0008018 0.000130969 -6.83037e-05 0.000836449 0.000311722 0.000103131
internal_weight=65.3099 42.378 41.2748 1.02158 40.2532 39.247 1.00621 34.2131 17.2998 3.34119 16.9134 3.6626 13.9586 1.71347 13.2508 7.07699 4.40043 6.17378 5.41081 2.7782 2.63261 13.3214 10.6232 10.0148 2.75461 1.73671 7.26024 5.03382 2.50322 6.52047
internal_count=2900 1668 1281 59 1222 998 224 910 495 102 415 74 393 43 341 178 120 163 146 98 48 367 316 293 83 69 210 88 47 185
is_linear=0
shrinkage=0.00196078


Tree=772
num_leaves=31
num_cat=0
split_feature=15 21 15 6 6 18 22 9 17 13 0 5 20 10 2 12 13 0 23 9 22 5 13 9 10 21 18 18 2 7
split_gain=0.0613328 0.239952 0.131096 0.146107 0.182336 0.19424 0.0901642 0.0826314 0.202909 0.202423 0.21552 0.362633 0.266101 0.261615 0.186512 0.213053 0.265258 0.206408 0.174066 0.336422 0.289899 0.19131 0.172275 0.171435 0.252408 0.190701 0.190228 0.158672 0.194811 0.178632
threshold=11.896459116400001 17.123843457500005 12.389956812050002 4.9151148409000003 2.7550643716500001 16.118666550000004 0.68694500000000025 187.70546222865002 188.16174763880002 98.362617618700014 85.716110573100011 22.553892743650003 43.812290675100009 61.917879202350001 56.184788788300004 118.78432046510001 117.60122400020002 89.738043936200015 0.099010000000000029 66.290220196950017 -0.23771499999999998 21.564786815050002 117.68187774410002 185.50567866740002 79.535345331150026 4.9951517063000006 13.340835220050002 13.057710350500001 103.98563613345001 22.597569836950004
decision_type=2 2 2 2 2 2 2 2 2 2 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 -4 7 8 14 -9 11 -11 13 -13 -5 16 17 -16 19 20 -17 -21 23 24 25 26 -10 28 -12 -29
right_child=2 -3 3 6 -6 -7 -8 9 22 10 27 12 -14 -15 15 18 -18 -19 -20 21 -22 -23 -24 -25 -26 -27 -28 29 -30 -31
leaf_value=-0.099497552764918576 0.059924468472173524 0.030377193096016501 0.096679831280633052 0.071291724338041998 -0.099026899889128397 -0.098672464040164276 0.049456241645963073 -0.056199309944003788 0.090475402420516951 -0.09935723857425445 0.053379082782890205 -0.0048986422407141239 0.077047142959309783 -0.10183137753542802 -0.10529268867364867 -0.04271625363430661 0.012509744923422231 0.00083498983823277167 0.047304485424852515 0.027897089183613714 0.048952302179665973 -0.068072768209138657 0.088600246624938192 0.054050321548836038 0.060958339533485534 -0.047022351670765537 -0.023184650742167193 0.055568908700390107 -0.0087792646969761801 -0.0012500869934573304
leaf_weight=0.26367692610096938 0.35826704119972319 0.28401125501841307 0.12483103688464225 0.30701582301116825 0.30970444837203104 0.080450739171510577 0.36596795963123341 0.64093157788738508 0.24846512991644043 0.53863303360412773 1.2031367849558621 1.3885481194447495 0.29605962123605412 0.33151708689547366 0.60104862199841569 0.46405017954384664 0.56428753273212351 0.24916492288321024 0.75110699523065694 0.25738171295961343 1.1617077400251226 0.89006740412878571 0.39820931246504176 0.95213213039096434 0.53457947196147859 0.8653522172535304 0.32886562478961423 0.5423574354499604 0.81152252803440195 27.398932623793371
leaf_count=281 36 22 11 15 219 65 26 169 10 27 25 74 15 74 79 87 18 16 24 22 80 218 10 31 48 66 30 14 28 1060
internal_value=0.00045164 -0.0321492 0.00086722 0.000370617 -0.0515328 0.0201205 0.00100566 0.000580702 0.00915994 -0.001638 -0.000562352 -0.0278959 -0.00880416 -0.023581 -0.00285252 -0.00746161 -0.0396033 -0.0741907 0.00543861 -0.00590052 0.0227868 -0.046546 0.0280971 0.0198726 0.00341458 -0.017908 0.0257311 0.00176876 0.0283412 -0.000147196
internal_weight=43.512 0.547688 42.9643 42.606 0.514986 0.205282 42.091 41.7251 8.57343 33.1516 32.5107 2.55476 2.01612 1.72007 5.24583 4.93882 1.4145 0.850214 3.52431 2.77321 1.62576 1.14745 3.3276 2.92939 1.97726 1.44268 0.577331 29.9559 2.01466 27.9413
internal_count=2900 303 2597 2561 295 76 2266 2240 754 1486 1317 190 163 148 559 544 113 95 431 407 167 240 195 185 154 106 40 1127 53 1074
is_linear=0
shrinkage=0.0980392


Tree=773
num_leaves=31
num_cat=0
split_feature=10 19 20 17 17 16 17 17 0 16 4 6 19 12 21 15 22 8 21 23 17 15 16 6 18 5 12 10 15 23
split_gain=0.176064 0.203424 0.200144 0.195777 0.192934 0.275462 0.230009 0.190309 0.65942 0.724818 0.565713 0.60872 0.346451 0.446247 0.537643 0.748644 0.621126 0.900136 0.430185 0.425382 0.318279 0.29404 0.438522 0.553502 0.437544 0.485646 0.247827 0.414422 0.332424 0.266824
threshold=90.988176966900014 10.850875481800001 48.315732392000008 242.64190980425005 220.68978861510001 17.484959112600002 218.56744384050003 201.37020668845003 86.692020874450009 22.644947046300004 178.77399478955002 11.495268585100002 12.250988447150002 147.29495425805001 7.1144150829500008 36.508287084250007 -0.040019999999999993 8.6432548896500023 5.7087410616000005 0.088395000000000015 200.23903127160003 44.34858359035001 22.764946765650006 16.505385645700006 13.278511569200001 24.301614351200005 322.29449443480007 67.171126389250006 43.376643616500012 0.43162500000000009
decision_type=2 2 2 2 2 2 2 2 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 6 -6 7 20 -9 10 -10 -12 -13 18 16 -16 17 -15 -14 -18 21 26 23 24 -23 -26 28 -28 29 -1
right_child=1 2 -4 -5 5 -7 -8 8 9 -11 11 12 13 14 15 -17 19 -19 -20 -21 -22 22 -24 -25 25 -27 27 -29 -30 -31
leaf_value=0.00010104627989417723 -0.0019842100978925714 -0.0019768607728963368 0.0015838116474143449 0.0010859175390797423 -0.002017460185967471 -3.0668096904143366e-05 0.0011998227067141316 -0.0021363882390645892 -0.001506429981148523 0.0018470629074815535 -0.0017854953639593147 0.0014409634549360272 0.0015538422232170433 -0.0021244112271609768 -0.00076150358040690804 0.0015142484851171209 0.0012746878951811593 0.00047262489632452994 -0.0002593442446518346 -0.00074959829789203209 0.00083883351934733834 -0.0020177747285649696 0.0011391745122326187 -0.0021165379206327731 -0.0011989631544180822 0.00091798732991781908 -0.0018473401265962114 0.0002223698725662329 0.0011934237426570174 0.001246036985821031
leaf_weight=43.643282569733856 0.3435212993690574 0.09469126718249754 0.16904148831963539 0.7224895715189622 0.41289049599436001 0.76613342473865487 0.69015593326184799 0.61576068482827295 1.1107402928173513 0.72289058612659651 0.70377210684091451 0.69203944504260917 1.191162991104646 1.6647999707492949 1.0002692483831199 1.2506015952676532 0.7910587030928633 0.74171862384537224 0.87087526393588621 0.80552089703269303 2.2231876231562628 0.43197281906032037 0.56131248548626889 0.82789878692710761 0.64139992743730534 1.1889490151079369 0.64603620383422711 0.87669939387706108 1.1410255851224054 0.79678017820697178
leaf_count=1584 249 64 6 28 51 40 18 26 29 21 130 23 22 62 40 21 21 16 31 21 61 58 17 47 25 35 51 64 18 21
internal_value=6.12601e-05 -0.000989833 0.000305379 7.06838e-05 5.97376e-05 -0.000726436 7.38181e-05 6.18881e-05 -0.000159318 -5.3874e-05 -0.000180847 -2.92398e-05 0.000107971 -2.95735e-06 -0.000263771 0.000502922 -0.000694869 -0.00132397 0.000788066 0.000253377 0.000112666 8.08583e-05 -0.000455164 -0.000744762 -0.000242759 0.000176155 0.000122411 -0.000655726 0.000148407 0.000121575
internal_weight=68.3387 0.607254 0.263733 67.7314 67.0089 1.17902 65.8299 65.1398 12.1612 11.5454 10.8226 9.71182 9.00805 8.31601 6.25397 2.25087 4.0031 2.40652 2.06204 1.59658 52.9785 50.7554 3.65153 3.09022 2.26232 1.83035 47.1038 1.52274 45.5811 44.4401
internal_count=2900 319 70 2581 2553 91 2462 2444 463 437 416 387 257 234 181 61 120 78 53 42 1981 1920 182 165 118 60 1738 115 1623 1605
is_linear=0
shrinkage=0.00196078


Tree=774
num_leaves=31
num_cat=0
split_feature=12 22 19 13 18 22 2 2 4 17 0 5 16 9 13 18 6 13 10 15 15 22 21 5 0 15 3 17 4 2
split_gain=0.0623761 0.122728 0.161874 0.250448 0.201907 0.133823 0.111225 0.248004 0.241604 0.169645 0.123871 0.340096 0.245058 0.321777 0.319714 0.253627 0.209466 0.496917 0.313902 0.365702 0.290058 0.274847 0.250012 0.291237 0.240431 0.421404 0.283946 0.328894 0.206878 0.385475
threshold=92.695913642950003 -0.14823499999999998 12.651020723000002 110.04934511175001 13.030213775350001 -1.0000000180025095e-35 72.843776848050013 74.86597289860002 165.01827963435002 166.83257850275001 86.530713386650021 21.197160116700001 22.614947116400003 198.36365860590004 117.50443950750001 13.788608055100001 15.925372093750001 117.38883580790001 68.579878449600017 33.551906023850009 37.965550269150008 -0.081169999999999992 5.597634825300001 21.005083245250002 93.972365491700018 31.768637582200004 84.968719212850019 188.54236693505001 248.34582299520005 187.77144079505004
decision_type=2 2 2 2 2 2 2 2 2 2 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 -4 -2 -8 -9 -10 11 -11 14 -14 16 -15 18 22 19 -12 24 -21 23 -18 25 -20 -26 -28 -13 -30
right_child=6 2 3 4 -6 -7 7 8 9 10 12 28 13 15 -16 -17 17 -19 20 21 -22 -23 -24 -25 26 -27 27 -29 29 -31
leaf_value=0.035039558873513989 0.027015826714213789 0.028023898661524743 -0.1032806778939377 -0.039815956977765445 0.025713309440577231 -0.029801478691970994 -0.065301252751805899 0.064285293400680982 -0.053372946605946624 -0.059849652737785405 -0.065544722872161176 0.010403150510997237 0.069237390678083988 -0.039147850594716996 -0.059130715364662703 0.031868599435485236 0.056563468892942032 -0.026616533459657074 0.074591170467301293 -0.033684012906278253 -0.098948432936595027 0.036291733307719558 0.067626403437429164 -0.031086910762363675 0.0062586899625122188 -0.016337935077614552 0.031988185810919174 -0.10213801593039909 -0.0655880742518999 -0.0017719505462170343
leaf_weight=0.45846204649205935 1.5246455423766736 0.57748335294581865 0.48656866303645074 0.85858238281798527 0.87922610086388886 0.4325347971171144 0.52127587859285895 0.55701907479124102 0.53206866775781136 1.018864291065255 1.3728866546989729 5.9058566122330358 1.2035126080736511 0.7233103979378942 0.77521841274574299 1.298926868708804 0.70444144605426051 1.3494813488796351 1.1863973138752015 1.1340574687346818 0.24026691094331987 0.95543591794557858 1.7279392196796832 0.69647692609578371 9.7074068827778284 0.78071133198682208 0.25933380705100795 0.48434479716524947 1.1287868940489714 3.8809216968402325
leaf_count=41 38 36 30 32 26 15 22 27 284 32 93 231 27 14 28 45 25 25 82 27 42 27 41 19 1173 19 20 51 71 257
internal_value=0.000446691 -0.0115014 -0.0180984 -0.0281232 -0.00666211 -0.068701 0.00155895 0.00054144 0.00145369 0.000509489 0.0012942 -0.00674108 0.00519241 0.0298867 0.00146563 0.00646756 0.00374608 0.0221355 -0.00136245 -0.0270076 0.00565209 -0.0016871 0.0431623 0.0129874 0.0076759 0.038503 0.00187361 -0.0553659 -0.0017839 -0.016151
internal_weight=43.3624 3.69286 3.2344 2.65691 1.73781 0.919103 39.6696 38.1449 37.6237 37.0666 36.5346 11.9344 24.6001 3.22575 21.3744 2.02224 20.5992 4.47834 16.1208 3.46238 12.6585 2.08949 3.12886 1.40092 12.4182 1.96711 10.4511 0.743679 10.9156 5.00971
internal_count=2900 180 139 103 58 45 2720 2682 2660 2633 2349 591 1758 86 1672 59 1644 110 1534 147 1387 54 85 44 1345 101 1244 71 559 328
is_linear=0
shrinkage=0.0961169


Tree=775
num_leaves=31
num_cat=0
split_feature=6 6 0 23 23 0 23 10 23 9 21 23 15 15 19 16 17 4 18 0 20 22 8 20 8 6 4 21 16 17
split_gain=0.150753 0.619816 0.224427 0.226168 0.328138 0.591118 0.383987 0.370259 0.200399 0.385725 0.471125 0.279427 0.36881 0.328892 0.316619 0.548267 0.464988 0.488084 0.369028 0.515553 0.389363 0.393577 0.456541 0.423099 0.440199 0.595206 0.392935 0.39869 0.345452 0.427509
threshold=13.665319288000001 13.775321858200002 97.835679825150024 0.43162500000000009 0.12064000000000002 86.692020874450009 0.11308000000000003 61.93938686740001 0.10461500000000003 190.24759545780003 4.3122268386500009 0.099425000000000027 41.863529088250004 35.885292828950007 12.851036860900001 18.634956423400002 191.89151741935004 217.34171987710002 15.042884401850001 93.972365491700018 35.131296350900008 -0.013805 8.7431769115000026 41.495754733000005 8.543332867800002 15.265356672600001 376.98468903265001 6.7005777103000002 20.834951278800002 188.16174763880002
decision_type=2 2 2 2 2 2 2 2 2 2 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 7 8 -6 11 -10 -11 14 13 -13 -3 16 17 -16 19 20 -17 22 26 24 25 -23 28 -28 -22 -30
right_child=1 2 -4 -5 5 -7 -8 -9 9 10 -12 12 -14 -15 15 18 -18 -19 -20 -21 21 23 -24 -25 -26 -27 27 -29 29 -31
leaf_value=-0.00015145952148847323 0.0014099797277458024 0.00060964611296151529 -0.0011040769033198437 0.0010960978458094562 -0.00017908721492520058 0.00051205555259497475 0.0010762571024260604 -0.0021626001339917558 0.00064186984633571114 0.00034779327473009468 -0.0013415793472404964 0.0011019703823209475 0.0012705575367975026 -0.00042062832266959274 -0.0014026128791904109 0.0011928791795255307 -0.0020490112417549567 0.00099367744384235078 0.0009495789755156899 -0.0012921494655435185 0.00073196130043144041 -0.00088004193708793798 0.0008809891856196737 -0.0018076925653518628 -0.0011134426214617962 0.0014957390631181141 0.00010413738808243181 -0.0021449466845226716 -0.00063139261988279867 0.00014847333077930264
leaf_weight=11.217769051533649 1.3512890734709788 3.5058700101762943 0.62466578918974747 0.82580618048086663 0.58882171567529373 1.0521179665811358 1.4982264426944301 0.93854459114663769 1.0663419815246009 0.98083741497248444 1.7982461905339731 0.82298748921311871 1.7594966108445076 1.6172935178037731 0.65759143610921744 1.1178767351666561 0.89033194314106356 0.64963786555745173 1.6873295437544573 1.1298175156116474 2.6544678807840816 0.72921117465011753 2.607947093085385 0.83593950535578176 1.221693660598248 0.9130915766581893 0.57900351163698249 0.63576207216829062 3.5365270291804327 11.459356546925845
leaf_count=1334 34 221 36 20 15 25 34 39 18 23 49 30 32 33 66 45 74 50 40 46 78 25 65 55 29 22 26 31 90 215
internal_value=5.38667e-05 0.000100177 6.3597e-05 7.88693e-05 6.09712e-05 -0.000618885 0.000100509 -0.00139793 6.63975e-05 -0.000360665 -0.00074534 0.000108494 0.000586262 9.28698e-05 5.08543e-05 -1.17241e-05 -0.000956113 -0.000211758 5.95742e-05 4.80785e-06 6.0543e-05 1.02584e-05 0.00011203 -0.000580388 -0.000222164 0.000440851 5.72802e-06 -0.00107295 7.99667e-05 -3.54449e-05
internal_weight=60.9539 49.7361 48.3848 47.7602 46.9344 2.57948 44.3549 1.52737 42.8567 3.84543 2.77908 39.0112 4.19978 2.44028 34.8115 31.3056 2.19756 1.30723 29.108 27.4207 26.2909 25.173 21.4731 3.69994 2.864 1.6423 18.8651 1.21477 17.6504 14.9959
internal_count=2900 1566 1532 1496 1476 79 1397 54 1363 90 72 1273 95 63 1178 957 190 116 767 727 681 636 505 131 76 47 440 57 383 305
is_linear=0
shrinkage=0.00196078


Tree=776
num_leaves=31
num_cat=0
split_feature=6 6 19 8 16 17 6 22 22 21 16 12 22 9 10 10 0 3 9 9 18 2 7 0 12 16 10 20 10 15
split_gain=0.209335 0.725764 0.282955 0.301202 0.630857 0.642585 0.357053 0.305508 0.271723 0.521186 0.266145 0.427217 0.321926 0.341049 0.255476 0.24018 0.27695 0.478541 0.529381 0.520339 0.397317 0.390467 0.508191 0.317966 0.433732 0.350368 0.714667 1.22939 0.693351 0.348642
threshold=13.665319288000001 13.775321858200002 12.050972309250001 7.6440346712000009 17.654958715000003 212.86611723275004 5.1551204485500008 0.11529000000000002 -0.50001499999999999 5.2269517379000012 14.184966829400002 176.04981466085005 -0.012769999999999998 26.901933640100001 80.288113607700012 76.763544998700013 94.047642319350018 84.968719212850019 206.50942114985003 214.22994816675003 14.322090334300002 106.46918899020001 24.122256664450003 86.530713386650021 93.660658182900008 19.214955067100004 66.697957758300021 37.858673296900008 66.318885161900013 47.90801194005001
decision_type=2 2 2 2 2 2 2 2 2 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 10 6 7 -6 -4 -5 9 -3 11 -1 13 -13 -12 16 23 18 21 -20 -19 22 -18 29 -25 -26 28 -28 -27 -10
right_child=1 8 3 4 5 -7 -8 -9 15 -11 14 12 -14 -15 -16 -17 17 20 19 -21 -22 -23 -24 24 25 26 27 -29 -30 -31
leaf_value=-0.0013793221321370041 0.0014429615788357829 -0.0012158741271334364 -0.0019807210578442025 -0.002029269059464784 -0.0011454858292528961 0.001383180774079087 0.00017139672309102245 4.8451594538576473e-05 5.7323881936443431e-05 0.00082410879550274911 -8.2113337248473822e-05 -0.0019858990554737677 -0.0010019503320631946 0.00063385405679810603 0.001692967895140981 0.0012186564813663017 0.00068679919245927745 0.000562864435137969 -0.0020813689343304412 7.9149908563477339e-05 -0.0020930892051693622 0.0010587218682466988 -0.0011225937737372738 -0.00060444948068554417 0.0011729913634864048 0.00035582734929527312 0.0012710467644873012 -0.0016309598369482117 0.0017375772255577621 -0.0012299484678803107
leaf_weight=0.76554061975912002 1.6020225258544076 1.5162776263314293 0.32493153194082003 1.4277753322385254 0.79580395005177684 0.75098745757713914 3.374018260568846 0.33614484430290748 19.004904342356898 0.70555707206949581 0.52755856944713719 0.20356373944832773 0.68707491640270779 3.1088699243482552 0.76195193314924836 0.77137212606612493 1.281018692068755 0.29150347504764773 0.80681631469633408 0.91419397690333426 0.84217053515021689 1.7662318192888049 1.117313284659758 1.6708396794274474 2.2010489972890381 12.208218178711833 0.85721986228600089 1.6254938684869555 1.5765236690640438 0.84486700511479185
leaf_count=206 34 56 141 139 38 24 167 12 702 25 29 90 152 298 38 24 23 7 53 34 63 43 31 35 49 211 14 49 27 86
internal_value=8.77224e-05 0.000143854 -0.000133998 -0.000402186 -0.00083181 8.22149e-05 -1.76545e-05 -0.00163332 0.000102231 -0.000568065 0.000176497 -3.73615e-05 0.000219501 0.000472859 0.000966755 0.000133401 0.000115593 -0.000243633 -1.89382e-05 -0.00093371 -0.00141016 0.000359092 -0.000156144 0.000178648 0.00035223 0.00043878 0.000339439 -0.000628968 0.000513854 2.53363e-06
internal_weight=64.6678 51.6036 13.0642 7.00966 3.31071 1.54679 3.69895 1.76392 50.0016 2.22183 6.05456 4.76505 3.99951 3.31243 1.28951 47.7797 47.0084 7.01925 5.88557 1.72101 1.13367 4.16456 2.39833 39.9891 20.1393 18.4685 16.2675 2.48271 13.7847 19.8498
internal_count=2900 1566 1334 521 213 62 308 151 1532 81 813 746 540 388 67 1451 1427 254 184 87 70 97 54 1173 385 350 301 63 238 788
is_linear=0
shrinkage=0.00196078


Tree=777
num_leaves=31
num_cat=0
split_feature=17 0 16 4 19 0 3 0 3 19 21 22 19 7 23 4 21 2 17 23 21 13 15 4 18 23 4 2 5 15
split_gain=0.0690496 0.421326 0.420119 0.272125 0.194429 0.281259 0.21422 0.287942 0.409187 0.310104 0.263687 0.294336 0.290299 0.258969 0.22706 0.257057 0.208481 0.192746 0.189945 0.194795 0.167763 0.222754 0.215893 0.162228 0.15996 0.139176 0.116261 0.209893 0.243654 0.134645
threshold=201.37020668845003 86.692020874450009 22.644947046300004 178.77399478955002 14.651182102100002 88.576630023850015 90.525762168450015 90.337570099350003 88.727183679150016 14.151141757350002 6.9100674136500011 -0.58892999999999995 12.851036860900001 26.520549809950001 0.098200000000000023 372.30986956315002 0.8423297431500002 325.75432260090003 200.23903127160003 0.087265000000000023 2.8878979250500003 108.36905878025001 20.742056627150003 305.29827728755009 14.804191144800003 0.43162500000000009 395.41070928875007 270.91232589630005 23.234643166550004 44.34858359035001
decision_type=2 2 2 2 2 2 2 2 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 -3 5 -5 7 -7 9 10 11 -9 13 -12 15 20 -17 18 25 -20 21 22 -13 -16 -19 26 27 29 -29 -1
right_child=1 2 -4 4 -6 6 -8 8 -10 -11 12 14 -14 -15 23 16 -18 24 19 -21 -22 -23 -24 -25 -26 -27 -28 28 -30 -31
leaf_value=0.0032687007951733441 -0.099864948799008382 -0.064778878153624347 0.088464470935453732 -0.056687249323304358 0.066205234798117449 -0.067457585024027225 0.077694339294864148 -0.096476655321928242 0.077062771337648592 -0.071537222565119754 0.045696658723923873 0.039374356985870253 -0.083796815528719412 -0.067652195827071923 -0.097973350766158318 0.043053271330513371 -0.096264855550545328 -0.090096628685191027 0.082370443327239043 0.0088454587281927132 0.077243890859038447 0.073419782258373992 -0.071011893449917637 0.025660567541146241 0.00052009870024139512 0.050552732788281776 0.041475523754876897 -0.10068001765655636 7.4542826859100563e-05 -0.024097538640999908
leaf_weight=28.512855442239253 0.41220646353030943 0.66739523812429613 0.42984226578846652 0.83804535272065539 0.35364549420773972 0.55157433077692974 0.31065531913191069 0.18529151247275599 0.60525565780699242 0.55282164039090265 0.50353525175887603 0.33474026020940495 0.55345904377463739 0.27768828327134543 0.20729678887255421 0.17193267861830452 0.21420944895362481 0.36143977717438147 0.53435464826179557 0.79751656014741457 1.0043830723916469 0.46522120432928205 0.29684830039332155 0.17280598325987739 0.33174901674647117 0.51646717815083221 0.62507803036714804 0.3888945712496924 0.47156706085661426 1.6911546872543102
leaf_count=1652 26 31 21 28 9 16 6 53 19 30 34 47 77 93 32 31 52 60 23 39 53 10 39 19 60 23 93 44 34 146
internal_value=0.000514838 -0.00677662 -0.00236439 -0.00708715 -0.00202054 -0.00535045 0.00136373 -0.00252544 0.00393294 -0.0050266 0.00335385 0.018629 -0.0315839 0.00540646 0.026067 0.0364329 -0.0342324 0.00245509 0.00347166 0.0383441 0.0494192 0.0239393 -0.0125075 -0.0417657 -0.0467289 0.00202952 0.00123871 0.000429061 -0.0454625 0.00173644
internal_weight=43.3399 9.10885 8.69665 8.2668 7.59941 7.24576 6.40772 6.09706 5.54549 4.94023 4.38741 3.05273 1.33468 0.781224 2.86744 2.48733 0.386142 34.2311 33.5379 1.33187 2.10119 1.09681 0.631589 0.380103 0.693189 32.206 31.6895 31.0645 0.860462 30.204
internal_count=2900 726 700 679 648 639 611 605 589 570 540 336 204 127 283 232 83 2174 2054 62 149 96 86 51 120 1992 1969 1876 78 1798
is_linear=0
shrinkage=0.0942322


Tree=778
num_leaves=31
num_cat=0
split_feature=13 8 18 10 6 21 7 22 22 0 6 17 23 2 7 16 10 12 16 22 10 7 9 3 6 21 22 18 23 21
split_gain=0.0642514 0.177208 0.158281 0.147002 0.206258 0.224554 0.181908 0.156563 0.144755 0.131254 0.161702 0.246515 0.192407 0.154596 0.162905 0.14932 0.423775 0.393807 0.289797 0.328487 0.281691 0.397394 0.305558 0.202677 0.251305 0.237631 0.232877 0.310151 0.199628 0.151122
threshold=95.870416931800023 2.9476996444500005 17.140917755100002 84.600400448950026 3.6650856341500009 18.904039828500004 21.061418062900003 0.23643500000000003 0.20981000000000005 98.615332683000005 12.26528657645 205.32027903760002 0.11308000000000003 167.29597799085005 24.071745547300001 15.919962772200003 72.953999827850012 207.71672397260002 15.474963812800002 -0.23557500000000001 76.763544998700013 24.071745547300001 199.21354841250005 82.979260196300018 14.355335410100002 3.0760100505500003 -0.053019999999999991 13.386548691950003 1.0000000180025095e-35 2.6263314141000005
decision_type=2 2 2 2 2 2 2 2 2 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 9 6 5 -5 -1 -8 -3 15 11 13 -12 -11 -15 17 23 18 19 -2 21 22 28 -17 25 -25 27 -27 -21 -26
right_child=2 8 -4 4 -6 -7 7 -9 -10 10 12 -13 -14 14 -16 16 -18 -19 -20 20 -22 -23 -24 24 29 26 -28 -29 -30 -31
leaf_value=0.055303135642510541 -0.099534638585850904 -0.097346195700672447 0.036914872974273719 -0.096726170659173674 0.069531761874306083 0.045003265093428363 -0.098035304423682038 0.011712864445626631 0.032236608025249663 0.036666344216067563 -0.098327654020299735 -0.097856808779061832 -0.0042025358145141864 0.044031790449488482 -0.091490522035320682 0.047469983011405009 -0.08545295359407884 0.064315388449136299 0.065011326831695707 -0.10384253861603096 0.079247105706377802 -0.10350525106458347 0.098390423078040246 -0.093452125210680054 0.011922210036214364 0.03084050746086936 0.047352432318802318 -0.099745408723036943 0.032966038880918168 -0.0026746369607426766
leaf_weight=0.16260065953247183 0.38647013295849353 0.35886705216762482 1.1213986136135634 0.20105422175993226 0.46197391992336634 0.21236026071710512 0.35369079876181786 0.18181854815247789 0.10235641525650863 0.84151883129379645 0.45201567860203784 0.21309097464836657 0.36077076836954802 0.13279495589085855 0.21398793825937901 0.84750081738456984 0.53132623300189052 1.2298947897288597 0.45203929317722202 0.19185331170592623 0.3231148096238029 0.36962307686917484 0.27516743494197726 0.48687974538188328 9.4085174159263278 0.28610470535932098 0.38531458264333185 0.407133205444552 0.20258235088840593 21.586163890420721
leaf_count=15 60 244 70 250 74 17 136 21 16 74 73 47 25 18 32 37 118 74 21 33 13 12 5 36 385 18 23 49 23 881
internal_value=0.000471992 -0.0161965 0.0013052 -0.000839328 0.0253962 -0.0239234 -0.0337372 -0.0607731 -0.0685887 0.000296385 -0.0224415 -0.00265996 -0.0565484 0.0144111 -0.0395944 0.00164362 -0.0002881 0.0207533 -0.00359037 -0.0213228 0.000864414 -0.0235062 0.0206535 0.00106639 -0.000141438 -0.0377151 -0.0125543 -0.0458516 -0.0335776 0.00175627
internal_weight=42.74 2.03472 40.7053 1.5735 0.875388 0.413414 0.69811 0.535509 0.461223 39.5839 2.21418 1.40139 0.812786 1.1883 0.346783 37.3697 33.9389 3.43075 2.20085 1.74881 1.36234 1.03923 0.669603 33.4076 32.5601 1.56543 1.07855 0.693238 0.394436 30.9947
internal_count=2900 773 2127 513 341 267 172 157 260 2057 269 171 98 124 50 1788 1547 241 167 146 86 73 61 1429 1392 126 90 67 56 1266
is_linear=0
shrinkage=0.0961169


Tree=779
num_leaves=31
num_cat=0
split_feature=6 6 0 19 16 3 9 20 0 6 5 20 6 18 0 23 16 10 20 5 3 21 17 23 5 21 6 17 18 16
split_gain=0.187468 0.586902 0.214248 0.405208 0.597945 0.563041 0.428271 0.3023 0.301895 0.45833 0.715829 0.617049 0.41155 0.505264 0.49973 0.382331 0.377751 0.59256 0.727914 0.335444 0.301924 0.282095 0.266055 0.256687 0.236445 0.246339 0.675852 0.478087 0.543539 0.364333
threshold=13.665319288000001 13.775321858200002 93.972365491700018 13.051052998800001 18.684956306450005 84.807411725000023 206.08249486475003 40.380906245900007 86.530713386650021 16.455384477450004 22.443872254700004 40.823855932350007 16.285380505300001 13.809421053700001 90.337570099350003 0.12064000000000002 19.214955067100004 66.697957758300021 38.994321257850011 19.221712148250003 89.227236891450005 4.592422409250001 193.52305340940003 0.13635000000000005 20.206488238950005 11.007427546000001 16.445384243750002 188.31851043910004 12.868666868750003 22.614947116400003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=-1 -2 8 6 -5 -6 7 -4 15 12 11 -11 16 -14 -15 24 19 20 -19 -10 -18 -8 -7 -17 -3 26 -26 28 -28 -27
right_child=1 2 3 4 5 22 21 -9 9 10 -12 -13 13 14 -16 23 17 18 -20 -21 -22 -23 -24 -25 25 29 27 -29 -30 -31
leaf_value=-0.00015631664609525516 0.001497624935397167 0.0011892387107520384 -5.6730338818591944e-05 -0.0020598110418779607 0.00071611214208671802 0.00030082255146827536 5.4199468524212503e-05 0.0012388462128181041 0.0016605631385395107 -4.8115546549117395e-05 0.0010723302384859491 -0.0021514741262580886 0.0017345987965310999 -0.00057997013659689652 0.0012704679364384172 -0.0021161568867102999 0.0013910646432843208 9.4752863635163713e-05 -0.0020806922091054728 2.6404077139811716e-05 0.00024140964524955647 -0.0020476213020466094 -0.0020486552674129021 -0.00038807830556309998 -0.0010269620640930381 0.00078121260405367946 0.00011702919477570958 0.00049868956373566641 -0.001469130190114343 -0.00029586637455765815
leaf_weight=9.9863826483624489 1.1928377812728275 0.69495431520045414 1.351484299120784 0.93088722330867346 1.1852702285395937 0.26377360709011544 0.54384660100913595 1.4198930917773394 1.2770069148682552 1.2326569603756068 0.95505581982433785 0.94911844562739123 1.9452299047261465 1.0935766734182837 1.1523942954372612 0.49804272891196777 1.0443664751946906 1.6468422517646106 0.9226567344740032 0.77665066908230063 5.5218765065073967 0.44753781787585467 0.62291215953882784 0.98221417330205441 2.5560665395823916 3.2249466051580375 2.441665786773227 5.22221658086346 1.2588455868826711 1.9300526070001067
leaf_count=1334 34 13 36 86 31 9 30 30 27 26 18 30 25 23 25 26 21 36 39 25 101 35 49 32 146 103 238 144 70 58
internal_value=8.6857e-05 0.000140482 0.000103767 -0.000217276 -0.000754435 -0.000167956 0.0002114 0.000607048 0.000161958 0.00033968 -0.000343397 -0.000963121 0.000478992 0.00100306 0.000369479 -1.30095e-05 0.000282692 0.000111879 -0.000686407 0.00104256 0.000424263 -0.000894619 -0.00134973 -0.000969502 6.86961e-05 2.18802e-05 -0.000138027 0.000116624 -0.000422553 0.00037795
internal_weight=55.2713 45.2849 44.092 6.76561 3.00284 2.07196 3.76276 2.77138 37.3264 18.5174 3.13683 2.18178 15.3806 4.1912 2.24597 18.809 11.1894 9.13574 2.5695 2.05366 6.56624 0.991384 0.886686 1.48026 17.3287 16.6338 11.4788 8.92273 3.70051 5.155
internal_count=2900 1566 1532 306 175 89 131 66 1226 396 74 56 322 73 48 830 249 197 75 52 122 65 58 58 772 759 598 452 308 161
is_linear=0
shrinkage=0.00196078


Tree=780
num_leaves=31
num_cat=0
split_feature=13 8 18 0 6 17 23 23 18 13 17 10 4 5 16 18 3 3 16 10 3 20 21 22 6 13 13 20 17 7
split_gain=0.17896 0.309298 0.212963 0.265628 0.372227 0.330326 0.258944 0.210082 0.213676 0.22841 0.209301 0.200031 0.341956 0.408339 0.209675 0.79647 0.444486 0.503926 0.601509 0.624627 0.799888 0.678671 0.539193 0.414732 0.364003 0.379419 0.616252 0.339577 0.349147 0.546785
threshold=95.870416931800023 2.9476996444500005 17.327266398450003 98.615332683000005 12.26528657645 208.46089438445003 0.11308000000000003 0.079785000000000009 14.708525021850003 73.376087754350024 211.47438991805004 75.403185184700007 267.25332376775003 16.222050829800004 18.594956516900002 14.873215527100003 83.511574906150017 85.54673771085001 19.214955067100004 66.697957758300021 89.227236891450005 37.360990606650006 0.18863712200000002 0.022230000000000003 15.675366252400002 108.61908538635001 107.97116697695002 41.792045663550006 195.76335783930003 23.368583030350006
decision_type=2 2 2 2 2 2 2 2 2 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 11 5 -5 -6 8 -1 -10 -4 14 13 -13 15 24 -16 22 23 20 -20 -21 -18 -19 25 26 -2 -22 29 -29
right_child=2 -3 10 4 6 -7 -8 -9 9 -11 -12 12 -14 -15 16 -17 17 18 19 21 27 -23 -24 -25 -26 -27 -28 28 -30 -31
leaf_value=-0.0016139229889790589 0.00026855271021273332 -0.0014863041060040297 0.0017288025818858071 0.00036871874679864417 -0.0020271497142161335 -0.0016182043307678806 -0.00027442266591183237 -0.0014928585499757094 -0.0020163848388230323 0.00058209970746553861 0.00024849673841919673 0.00097058422378551207 0.0014135515981261568 -0.0010222950043672519 0.0014069941925921137 -0.0016939948443213911 0.00036219184110893331 0.0015693312996641728 0.0013155370345462178 0.00035127764427380595 0.00028351700851077683 -0.0015633040161400977 -0.0016932285293983068 -0.00015726120348452408 -0.0014593588970222499 0.0012159182045157425 -0.0020396374839941073 -0.00014732128607111074 -0.00058321253997191782 0.001053175755928257
leaf_weight=0.22728176211239803 3.1780216603656295 0.73024373339831061 0.60482095554470905 1.9839189893973523 0.73520956205902599 0.38394961424637575 0.57950531761161983 0.33041396079988761 0.14014035384752777 1.8075695796469515 0.93478156393393874 0.84180881296924714 1.2257052069180643 0.7452368694357574 1.0528681594878424 1.1705644149915313 0.84024515887722317 1.8659126528655172 2.2153083914890876 1.2186206392943852 16.730770569149175 1.711608610814437 1.1794672900578005 0.74980241949378967 0.52661677048308764 1.1966481996932996 0.5170616004616021 7.6122400651292974 4.4609583091223604 1.8044241747120393
leaf_count=33 173 260 15 135 77 46 25 187 64 229 39 62 54 26 22 110 22 44 50 24 384 62 68 29 193 29 41 255 109 33
internal_value=8.49778e-05 -0.000363399 0.000110854 9.05479e-05 -0.00041797 4.65394e-05 -0.00125458 -3.6109e-05 0.000185193 0.000395135 0.000830023 0.000127379 0.000635603 3.47781e-05 9.76174e-05 -0.000227288 0.000149274 0.000116488 0.000166737 0.000100334 0.000177769 -0.00076707 -0.000838128 0.0010744 8.95756e-05 0.000256325 -5.44377e-05 9.54216e-05 -0.000131345 8.27183e-05
internal_weight=59.3017 3.23565 56.0661 54.5265 3.68258 2.36787 1.31471 2.50541 2.17499 1.94771 1.5396 50.8439 2.81275 1.58705 48.0311 6.58891 41.4422 40.3894 38.3696 35.7539 32.8237 2.93023 2.01971 2.61572 5.41835 4.89173 3.69508 30.6084 13.8776 9.41666
internal_count=2900 773 2127 2073 283 181 102 513 326 293 54 1790 142 88 1648 546 1102 1080 990 917 831 86 90 73 436 243 214 781 397 288
is_linear=0
shrinkage=0.00196078


Tree=781
num_leaves=31
num_cat=0
split_feature=6 6 10 3 22 20 23 23 22 0 5 15 17 3 3 3 17 17 15 20 6 16 9 2 22 17 21 17 17 17
split_gain=0.184334 0.745148 0.249973 0.514346 0.497414 0.347822 0.368581 0.39134 0.451516 0.671683 0.311198 0.302781 0.301414 0.247449 0.517403 0.605616 0.29828 0.705597 0.419647 0.464193 0.415424 0.445568 0.436652 0.578585 0.408005 0.404019 0.397517 0.368739 0.485575 0.422084
threshold=13.665319288000001 13.775321858200002 70.182199495350019 84.968719212850019 -0.14581999999999998 42.487106141350004 0.094625000000000029 0.090225000000000014 -0.053019999999999991 97.483491810050012 17.671168838450004 25.706584583850006 186.93621306220004 85.54673771085001 85.80214123330002 86.493074972800017 188.16174763880002 189.27091549140002 31.000143748900005 38.592454371550012 16.505385645700006 22.654947022900004 197.58039077460003 153.92068653480001 -0.081474999999999992 186.34046889365004 13.296557277800002 184.59783591905003 182.28951942140003 173.06150329755005
decision_type=2 2 2 2 2 2 2 2 2 2 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 6 7 8 9 -6 -3 -5 -8 -12 -15 -16 25 -18 -19 24 21 -21 23 -22 -20 27 -27 28 29 -17
right_child=1 2 3 11 5 -7 12 -9 -10 -11 13 -13 -14 14 15 16 17 18 19 20 22 -23 -24 -25 -26 26 -28 -29 -30 -31
leaf_value=-0.00013252729943064441 0.0015428715993959425 0.0011172233556078401 -0.0016922184919373946 0.00034452634828644228 -0.0020832214447187927 -0.0010929938518927196 0.00059585734942819437 0.0015871233888507619 0.00093662652403887965 0.00076810295273549575 -0.00099584780884623457 -0.0020546839306634385 -0.0017264389130744685 0.0015168291210741495 -0.0014532789475856021 -0.00034539855897944603 0.0013055551373972732 -0.00075351429847821648 0.0003168433795977672 0.00012031381628248056 0.0010607297697590927 0.00099477810060296301 -0.0011801140692532374 -0.00081493660457746182 0.0017404217925950894 -0.0013349550147373317 0.00016842568240027012 0.00091005334026965454 -0.0010436783709102094 0.00080721227569565052
leaf_weight=11.607519886211319 1.4178492091596115 1.2648472385480989 0.61223548935959105 0.26728302810806759 0.62814942456316181 0.72895201435312618 0.36263646266888816 1.1374559036921708 1.544388022040948 0.64256022498011589 0.73747147689573367 0.83094841690035537 0.52735094737727195 1.0376410968601693 0.92546918918378551 2.5997083585134515 2.288514959538591 1.7666747719631555 1.7758444030769172 12.500159265706317 1.2360281990841024 2.729355181218124 1.7157831020304 1.2944757832447065 1.372095620259645 1.7502096253374468 1.101947574818041 1.7187844092841258 1.6142233243444932 2.3041038828669116
leaf_count=1334 34 19 30 14 35 39 12 21 28 16 17 68 42 23 20 297 42 54 27 252 17 62 66 39 24 54 20 38 50 106
internal_value=9.02558e-05 0.000141531 0.000100995 -0.000234224 -1.46126e-05 0.000169735 0.000359814 0.000616507 0.000224324 -0.000641391 0.000159486 -0.00147077 -0.00078019 0.000129552 0.000150441 0.000113799 0.000152199 0.000264541 0.000166864 0.000238736 0.000125818 0.000277031 -0.000416515 0.000101235 0.00093734 -0.000118084 -0.000754115 0.000102154 -0.000110887 0.000196167
internal_weight=62.0407 50.4331 49.0153 7.28196 6.18373 5.57149 4.84254 3.95255 2.8151 1.27071 41.7333 1.09823 0.889987 40.4685 39.731 38.6934 37.7679 26.6789 24.3904 22.6237 19.4758 15.2295 4.24629 2.5305 3.14794 11.089 2.85216 8.23682 6.51804 4.90381
internal_count=2900 1566 1532 305 223 193 154 100 79 51 1227 82 54 1208 1191 1168 1148 583 541 487 436 314 122 56 51 565 74 491 453 403
is_linear=0
shrinkage=0.00196078


Tree=782
num_leaves=31
num_cat=0
split_feature=13 8 18 19 16 18 22 5 22 6 7 3 20 22 20 15 20 5 9 6 6 5 10 16 7 20 22 21 22 21
split_gain=0.190518 0.347296 0.309967 0.296009 0.463829 0.262992 0.236712 0.227582 0.29879 0.211498 0.224207 0.282942 0.168003 0.432579 0.166186 0.456226 0.440439 0.296427 0.176384 0.336946 0.940548 0.564958 0.319234 0.297588 0.288421 0.262223 0.247714 0.625338 0.301254 0.937553
threshold=95.870416931800023 7.1444245619500011 17.140917755100002 12.150980378200002 16.514961380800003 14.708525021850003 -0.24103499999999997 11.976288766350002 -0.16297999999999999 1.8100422913500003 21.725272673150005 75.559115756250023 42.508878681700004 -0.18126999999999999 35.337501601400007 35.645792850250011 32.785955158400007 19.500380888400006 54.761416764300009 13.665319288000001 13.775321858200002 14.624842172000003 64.434276012450013 15.794963064500001 24.891451065550005 43.874475754150005 -0.29600999999999994 5.2269517379000012 -0.11808 8.5501791199000028
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 5 7 -4 -5 -1 -7 8 -2 -8 -11 12 13 -12 15 16 -9 -18 -16 21 -21 23 -23 -20 -25 -24 27 -22 29 -28
right_child=2 -3 3 4 -6 6 9 14 -10 10 11 -13 -14 -15 18 -17 17 -19 19 20 26 22 25 24 -26 -27 28 -29 -30 -31
leaf_value=-0.0017502934833534085 0.00037104640365142401 -0.00200800340103051 0.0016039379266027326 -0.0013444219538283875 0.0011812418553344896 -0.0019824408182219848 -0.0019888126332614532 -0.0017178092374734392 -0.0020067799709582077 0.001979177495857997 0.0019807027618808752 -0.0020085462947373677 0.00066330900136365772 -0.0019896270270538256 0.00084757688306798641 0.0014535695888959442 0.00094835380884887414 -0.00054234106661655245 0.00059223911953675066 0.001639423698643553 -0.0013805292413057669 0.0004095758358964815 -0.0020347623087878333 0.00060224961761184818 -0.0020308737426173056 -0.00047795351144231518 0.00089042432280279742 0.00062979953364311755 -4.02941872934096e-06 -0.00051601620046117631
leaf_weight=0.35176562719425408 0.36291763550252654 0.43813232685715764 0.99560542870312874 0.47399637987837173 0.68147598626092076 0.20584612574384742 0.15989213824286697 0.46701864649367042 0.46157860952371166 0.28370039103901978 0.15819201042177367 0.2152303161274175 1.5733731158870794 0.31677501516969508 1.0465637340093952 1.2349517738912252 1.3471307327272373 0.82813858054578293 1.8185209640942042 1.4479182050563384 1.4736424443835781 0.40392392943613264 1.2410022912663405 0.27220057393424202 0.3877816298045218 0.62569223830359977 5.3512997187062776 0.99762626597657789 38.707317302167226 2.7632291266927496
leaf_count=68 23 145 23 25 22 95 125 65 121 10 5 50 135 140 45 22 37 32 77 31 56 12 111 9 38 47 179 31 1025 96
internal_value=6.35099e-05 -0.000368803 8.87635e-05 0.000820345 0.000145167 -0.000148823 4.45656e-05 6.30658e-05 -0.000960135 0.000198694 0.000336004 0.00013006 0.000354775 -0.000667273 7.70299e-05 0.000469732 9.90583e-06 0.000380837 5.00987e-05 3.5058e-05 8.18024e-05 -0.000464373 -0.00117094 0.000182932 -0.000944878 -0.00151294 3.60494e-05 -0.00056898 6.7983e-05 0.000411491
internal_weight=67.0924 3.70291 63.3895 2.15108 1.15547 3.26477 2.91301 61.2385 0.824496 2.70716 2.54727 2.26357 2.04834 0.474967 60.414 3.87724 2.64229 2.17527 56.5367 55.4902 50.741 4.74912 2.27062 2.4785 0.659982 1.86669 49.2931 2.47127 46.8218 8.11453
internal_count=2900 773 2127 70 47 628 560 2057 144 465 340 330 280 145 1913 156 134 69 1757 1712 1418 294 170 124 47 158 1387 87 1300 275
is_linear=0
shrinkage=0.00196078


Tree=783
num_leaves=31
num_cat=0
split_feature=15 21 15 6 6 18 22 5 9 16 16 13 16 4 5 13 20 8 23 13 0 3 7 5 18 23 21 16 23 22
split_gain=0.0645465 0.203278 0.116378 0.141709 0.137262 0.173667 0.0850114 0.0804642 0.0772004 0.186086 0.386111 0.247924 0.363254 0.282393 0.472518 0.302655 0.281068 0.243495 0.260144 0.17781 0.185914 0.362811 0.315166 0.2863 0.156207 0.152338 0.14904 0.144042 0.336244 0.265406
threshold=11.896459116400001 17.123843457500005 12.389956812050002 5.0951190466500007 2.7550643716500001 16.118666550000004 0.68694500000000025 10.293758831600002 187.70546222865002 22.744946812400002 22.674946976100003 117.58509325145 22.604947139800004 207.98441978950004 20.569643378550001 109.72404167800001 44.215931556700006 8.0437227585500022 0.096085000000000018 98.362617618700014 85.716110573100011 94.187442142150019 22.477322886550002 30.133297129900004 12.777826849750001 0.10790500000000001 16.807535089050003 22.654947022900004 0.088500000000000023 -0.031989999999999998
decision_type=2 2 2 2 2 2 2 2 2 2 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 -4 8 -6 9 10 11 13 16 14 15 -5 -13 18 -15 -10 21 -21 23 -23 -22 26 -16 -26 -29 -30
right_child=2 -3 3 6 7 -7 -8 -9 19 -11 -12 12 -14 17 25 -17 -18 -19 -20 20 24 22 -24 -25 27 -27 -28 28 29 -31
leaf_value=-0.099386966651576952 0.057436848457157907 0.023328723306615791 0.096106066757574535 -0.019382673873484409 -0.098925776929627701 -0.098614293623593752 0.049570621463239949 0.034189122089425275 -0.05302263108402322 0.072146486375059674 -0.066898334597851911 -0.085659675262800591 0.084274669192025725 0.016512567434876307 -0.096148686903023486 0.0935686786078192 0.08792461691123947 0.081829856747710941 -0.10454523314168511 -0.080366588359922664 0.064001960428662533 -0.065723635669761318 0.051327056573010885 0.044937643815344479 -0.0011227314340159201 0.017682939373673823 0.0081919914744873756 0.054702834710444029 -0.058294730475910488 0.02670194583703989
leaf_weight=0.24197012559511577 0.34964927192777295 0.27974491017812397 0.1143965130977439 0.55195312336581848 0.33302683506599351 0.071566015563803376 0.34782376931980152 0.050229556858539581 0.62501854291985992 0.42977123800665129 0.64331387483980496 0.26667489513056331 0.92909837490878999 3.1191882571074538 0.86327642385185732 0.38851376087404788 0.1350700670373044 0.52405342884594563 0.18049206447176391 0.7991493794615957 0.38485861755907791 0.77305716507544253 0.68447680216195284 0.31680290307849646 26.625174923581657 0.17961005307734002 0.15524443425238132 1.4745938756386743 0.64969861751887947 0.77350169140845515
leaf_count=281 36 22 11 38 236 65 25 7 169 13 21 59 21 379 124 13 9 18 26 72 8 64 42 12 1029 5 5 45 25 20
internal_value=0.000689085 -0.0335865 0.00110748 0.000642854 -0.0479444 0.0211697 0.00130418 -0.0814797 0.000899374 0.00931369 0.00591121 0.0123336 0.0505936 0.0037936 -0.0247362 0.0272784 -0.0272992 0.0197502 0.00989072 -0.001227 -0.000230324 -0.0255158 -0.00081133 -0.0335564 0.00194542 -0.0655647 -0.0802449 0.00113646 0.0218941 -0.0120995
internal_weight=43.261 0.521715 42.7393 42.3896 0.569219 0.185963 41.8204 0.383256 41.4726 8.36626 7.93649 7.29317 1.33084 5.96233 2.1386 0.940467 0.401745 3.82373 3.29968 33.1063 32.4813 2.57349 1.77434 1.08986 29.9078 1.19813 1.01852 29.523 2.89779 1.4232
internal_count=2900 303 2597 2561 319 76 2242 243 2217 731 718 697 89 608 185 51 68 423 405 1486 1317 190 118 76 1127 134 129 1119 90 45
is_linear=0
shrinkage=0.0980392


Tree=784
num_leaves=31
num_cat=0
split_feature=18 6 13 17 23 21 17 8 17 22 4 12 15 12 17 22 19 7 8 12 8 14 17 20 4 5 2 7 21 7
split_gain=0.0739604 0.0647175 0.200699 0.0731894 0.156298 0.176204 0.144028 0.264741 0.243641 0.294846 0.199372 0.273683 0.182956 0.178758 0.179318 0.1972 0.163191 0.146993 0.128169 0.31258 0.246894 0.238294 0.25875 0.155048 0.269042 0.220435 0.21287 0.141963 0.331574 0.358128
threshold=11.051189286700001 20.305474434200004 119.04223755815001 168.45154159730004 -0.22125500000000001 0.12836581325000004 181.49225329600003 8.4434108459500017 183.58889821140002 -0.15895000000000001 143.35918460430003 94.472960382900013 31.506101402100004 109.28780703725 174.63059628235001 -0.24103499999999997 10.450843205950003 22.343045670750005 8.8430989333000021 82.187369520450019 8.7431769115000026 168.39662374755002 199.71712621985003 35.461062230100005 271.57455041175007 19.861308675400004 227.83308446245005 22.726915405250001 1.9498618639500001 22.535351262400003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=-1 2 3 4 -2 -6 7 10 9 -8 -5 -12 13 -13 15 -15 -16 -11 19 -10 23 -20 -23 24 25 -21 -26 28 -25 -30
right_child=1 -3 -4 6 5 -7 8 -9 18 17 11 12 -14 14 16 -17 -18 -19 21 20 -22 22 -24 27 26 -27 -28 -29 29 -31
leaf_value=-0.10559564715612431 0.017988859931752508 0.036617935672025433 -0.077912370806305142 0.09211966424095612 0.012848647817031307 -0.10392896010713229 0.033770943448245064 0.071957950409229116 -0.078347769502705888 -0.021937511387648666 -0.10739416082979386 0.083806057548770851 -0.074783407732534488 -0.07725408699324407 0.029804417871766603 0.039876056289397381 -0.082005317260964786 -0.097429704441409609 0.037378456683287604 0.016561838492620204 0.049745049799606221 -0.10625234504606569 -0.0056399329256141342 -0.055026394857900146 -0.10539809443531958 0.10137622928215922 0.062440078048010661 -0.0025379820010341739 0.0018297074329814277 0.056958493924941067
leaf_weight=0.065435755148427144 0.45314082930963195 0.49856109899701451 0.3249253807371123 0.24955227831378568 0.20399331438238621 0.35246102310156857 0.39480284914316133 0.78545695892535139 0.47009994578547676 0.42946805470273719 0.22305765519558951 0.34116358114988621 0.23952938403817814 0.16410755828837986 0.20362623797132062 1.1579771219114703 0.36368242656135408 0.64572850198510423 0.40106744854710896 0.69068427132333343 1.1285393340513099 0.48791776175494284 0.53685775179474149 0.60019037278834986 0.21725093015447772 0.55082051223143935 0.11587092994864179 25.473068760143178 2.970255071624706 1.953280768037075
leaf_count=36 91 24 71 9 58 177 26 26 28 19 15 15 16 24 45 120 83 48 12 65 37 27 29 30 59 14 34 1447 155 60
internal_value=0.00063723 0.000800305 0.000376429 0.000984941 -0.0256126 -0.0611189 0.00164319 0.0203787 -0.000241255 -0.0401372 0.00661128 -0.00131211 0.00826748 0.0171859 0.0051565 0.0253369 -0.041873 -0.0672757 0.00140632 0.00263208 0.00376171 -0.0279687 -0.0535437 0.00216848 0.03278 0.0541916 -0.0470184 0.000613422 0.0151464 0.0237006
internal_weight=42.6926 42.6271 42.1286 41.8037 1.0096 0.556454 40.7941 3.72815 37.0659 1.47 2.9427 2.69314 2.47009 2.23056 1.88939 1.32208 0.567309 1.0752 35.5959 34.1701 33.7 1.42584 1.02478 32.5714 1.57463 1.2415 0.333122 30.9968 5.52373 4.92354
internal_count=2900 2864 2840 2769 326 235 2443 353 2090 93 327 318 303 287 272 144 128 67 1997 1929 1901 68 56 1864 172 79 93 1692 245 215
is_linear=0
shrinkage=0.1


Tree=785
num_leaves=31
num_cat=0
split_feature=13 10 13 16 20 15 4 9 17 8 0 20 18 13 22 6 22 20 22 21 23 17 4 21 23 16 20 23 12 21
split_gain=0.223503 0.738252 0.745524 0.667043 0.400905 0.376705 0.430254 0.494286 0.612536 0.461047 0.445319 0.393045 0.653864 0.491026 0.359989 0.470868 0.305536 0.294227 0.288049 0.662248 0.59078 0.453398 0.557877 0.509905 0.385124 0.536968 0.289867 0.283569 0.274621 0.268143
threshold=112.82921081865001 66.318885161900013 113.85351336640001 19.974953289850003 41.792045663550006 46.574831689400007 277.00048312305006 191.07475275385002 187.45953903175004 8.3434888241000014 86.001087134900004 37.572218886150004 13.482409244300003 117.68187774410002 -0.058529999999999992 16.415383542800004 -0.095714999999999995 43.411469133450005 -0.08756499999999999 5.2269517379000012 0.083415000000000031 193.01551328760004 170.05002137425001 12.854630460200001 0.090865000000000015 22.644947046300004 43.19689381845 0.25847000000000003 226.84167522285003 2.3083050893000006
decision_type=2 2 2 2 2 2 2 2 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 27 5 6 7 8 9 -4 -8 -9 13 -13 18 -16 -7 29 21 20 -20 22 -6 28 25 -21 -23 -1 -24 -17
right_child=1 -3 4 -5 14 16 10 11 -10 -11 -12 12 -14 -15 15 17 -18 -19 19 24 -22 26 23 -25 -26 -27 -28 -29 -30 -31
leaf_value=6.7016827139226967e-05 -0.0018922953707516058 0.0014378285976898724 -0.00085336677311233114 -0.0014685449869567522 -0.0011935034647472262 0.00038766808440618319 -0.00039996679560957223 0.00087208613889765195 0.0014082633087880456 0.00099101963359299631 0.0013408921597676266 0.00052315017382327858 -0.001321720708919699 -0.0010284099523559704 0.00013862085868973002 0.00010337916936973044 -0.00204392221094478 0.00061774502366792705 0.00065099398769583386 -0.00064269488248107896 -0.0014151596476817989 -0.0017665194520221407 0.0013992454282069262 -0.00096752915238356829 0.0017264438554160939 0.0015596841623664096 -0.00014666580278263126 -0.0020132181641265138 -0.00019478301823154146 -0.0021141384972264738
leaf_weight=23.778183307123079 0.67300362387686874 1.8075342159718264 1.1429692218698639 1.1742318104952563 0.87141369597520979 0.37090566486585885 0.68635250383522484 1.4628094192594288 2.6238626763224602 0.95767926052212704 3.1937182615511119 3.1907962968107313 1.6242402042262254 1.0397363617084918 1.583513796853363 0.25678297976264719 0.42785030620871189 0.24611339642433439 1.0422416818328195 0.92672135162865765 1.0869333269656634 0.93529092388052937 1.7553726032929269 0.63128754407080112 1.5120808638166634 0.78713488750508986 0.77803945890627801 0.25463563899802366 0.54439694029861119 1.1421520594085448
leaf_count=1842 34 33 73 49 26 18 33 26 40 18 64 59 31 29 33 11 30 17 16 26 32 35 65 39 18 16 25 39 25 98
internal_value=0.000113765 0.000219203 0.000149261 -2.5529e-05 0.000193841 0.000399195 0.000465113 0.000282151 0.000776545 -1.25166e-05 0.00103295 -3.70485e-05 -0.000264195 0.000141824 -4.96935e-05 -0.000624606 -0.000914803 -0.00135928 0.00012105 0.000444979 -0.000403767 -0.000193442 0.000183916 0.000593427 0.00100517 0.000368807 -0.00103093 4.49761e-05 0.00102191 -0.0017071
internal_weight=58.508 33.3009 31.4934 25.2071 30.8204 16.7209 15.9222 12.0421 4.72451 2.10065 3.88007 7.31758 5.85477 4.23053 14.0995 3.22856 0.798756 1.64505 10.8709 5.35511 2.12918 5.5158 3.80247 2.93106 3.22594 1.71386 1.71333 24.0328 2.29977 1.39894
internal_count=2900 970 937 1930 903 421 373 276 131 91 97 145 119 88 482 159 48 126 323 108 48 215 155 129 60 42 60 1881 90 109
is_linear=0
shrinkage=0.00196078


Tree=786
num_leaves=31
num_cat=0
split_feature=20 20 21 21 18 23 16 19 20 20 7 20 22 22 23 23 22 22 6 17 17 6 6 19 19 18 9 6 22 2
split_gain=0.0594398 0.113539 0.105262 0.139512 0.107087 0.100853 0.129201 0.171635 0.148631 0.0976359 0.141772 0.140648 0.124168 0.11404 0.432748 0.344368 0.358577 0.183427 0.233313 0.105785 0.46526 0.190493 0.496602 0.370759 0.200748 0.20464 0.179475 0.177547 0.17154 0.199725
threshold=49.275256100300005 48.852845034800005 19.652007205700002 3.4240268213500005 18.324911823050005 -0.27223499999999995 22.664946999500003 10.350835137000002 32.785955158400007 32.785955158400007 22.535351262400003 34.542090938800008 -0.093604999999999994 0.20327000000000003 0.094415000000000013 -0.11050499999999999 0.25828500000000004 0.15675000000000003 16.355382140900002 182.28951942140003 183.58889821140002 13.665319288000001 13.775321858200002 11.950964240300001 13.351077205700003 14.777583298400002 193.75542554275003 16.635388683200002 -0.59967499999999996 229.52120806975003
decision_type=2 2 2 2 2 2 2 2 2 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 -5 6 7 -1 -9 10 -7 12 -11 17 15 -15 -17 19 -19 -13 -21 23 -23 -22 26 -26 28 -24 -25 -30
right_child=2 -3 -4 4 -6 9 -8 8 -10 11 -12 13 -14 14 -16 16 -18 18 -20 20 21 22 27 24 25 -27 -28 -29 29 -31
leaf_value=0.074185213330229871 0.044154278813588146 0.041056381911748818 0.025387510603134184 -0.097957892772139774 0.043927623022290148 0.024246924281834274 0.053718656084115489 0.049362096791047874 -0.10045194501920153 0.069956708657289271 -0.10099672823239775 0.015350497835817212 0.0041006379961383852 0.055875431351090264 0.071857103650313892 0.01665244378841697 -0.093535370107606583 0.0076786376691424831 -0.078676414454025553 -0.073627772425662472 0.023620284669402716 0.080045199878655521 0.0027210452268156106 0.09522653214140335 -0.077069810731858757 0.023280034637966549 -0.092378627869008842 -0.036885661259102295 -0.098654321389751179 0.019270578526333914
leaf_weight=0.08024605599075485 0.11132441865629417 0.64791794695702165 0.24765645043225959 0.34146505163516849 0.057404515843245463 0.14130509533424529 0.12104900740087032 0.072095149000233505 0.40405508283583913 0.51488180737578659 0.20410735113796363 3.9300274325842102 0.54389588943695233 0.49932871479541074 0.94480816275972745 0.52630558487726287 0.56655191526988347 0.54240743408445158 0.61879071430303156 0.80234918860515136 1.1859771278864202 0.75684085628018039 25.07823755273785 0.093609537376323715 0.2663589649600907 0.63605430326424539 0.8587253272999078 1.0911185449367611 0.2959398125385635 0.24052392588055227
leaf_count=12 10 45 26 147 36 38 4 27 116 40 101 465 39 34 50 33 58 22 28 54 230 24 866 5 20 61 136 64 78 31
internal_value=0.000649499 0.00113474 -0.0260272 -0.0509847 -0.077538 0.000504106 -0.0362741 -0.0558528 -0.0777682 0.00112176 -0.0497607 0.00156123 0.0361263 0.000621259 0.0203245 -0.0102552 -0.0404704 -0.000752121 -0.0383391 0.000486561 -0.00137941 0.00052098 0.00328951 -0.0203182 -0.0421106 -0.00633952 -0.0637927 0.00106966 -0.024833 -0.0457826
internal_weight=42.4214 41.6635 0.75785 0.510194 0.39887 41.0156 0.677445 0.556396 0.47615 40.3381 0.345412 39.9927 1.05878 38.934 2.53699 1.59219 1.09286 36.397 1.1612 35.2358 31.3057 30.5034 26.9262 3.57719 2.39121 0.902413 1.4888 26.1694 0.630073 0.536464
internal_count=2900 2681 219 193 183 2636 159 155 143 2477 139 2338 79 2259 175 125 91 2084 50 2034 1569 1515 954 561 331 81 250 930 114 109
is_linear=0
shrinkage=0.0961169


Tree=787
num_leaves=31
num_cat=0
split_feature=16 12 19 6 6 8 16 17 22 0 7 6 22 19 7 22 21 5 0 5 3 3 20 16 10 20 3 9 12 9
split_gain=0.144139 0.306678 0.233499 0.227094 0.611468 0.266747 0.42073 0.517578 0.366046 0.256484 0.377188 0.264335 0.225676 0.246902 0.219218 0.204547 0.404608 0.211874 0.26474 0.36383 0.311973 0.663286 0.806843 0.457232 0.660121 0.818276 0.566674 0.403895 0.481536 0.566136
threshold=13.534968349350001 176.04981466085005 11.850956171350001 13.665319288000001 13.825323026450002 7.6440346712000009 17.654958715000003 212.86611723275004 0.06041500000000001 95.590817286200021 20.778835947700006 6.9451622726000011 -0.01762 11.450923895500003 25.614006978800003 -0.50001499999999999 5.2269517379000012 16.316541761950003 93.972365491700018 19.385335982600001 93.58791597905001 93.770731131900007 39.56957118270001 19.214955067100004 66.697957758300021 37.360990606650006 89.227236891450005 197.58039077460003 197.02116758845003 201.97224908750002
decision_type=2 2 2 2 2 2 2 2 2 2 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 9 8 -8 -7 10 -4 -11 -3 -14 -13 16 -6 -17 20 -20 23 22 -22 -19 26 -26 -25 -28 29 -29
right_child=2 12 3 4 15 6 7 -9 -10 11 -12 14 13 -15 -16 17 -18 18 19 -21 21 -23 -24 24 25 -27 27 28 -30 -31
leaf_value=-0.0015502856120599489 0.0008503099465947074 0.00026929777515763626 0.00056653619832373447 0.0013610568326417611 -0.0012117149077383381 -0.0020145911544689424 -0.0011255621752014851 0.0014422523323218844 0.0003096362580124672 -0.00051466834911043416 -0.0020060620984719028 0.0017434114454443347 -0.0020050906281194577 0.00028577021710733495 0.00021828306465153117 0.001273055075701918 0.00072487941369385684 0.0011199453600829834 -0.00012169549379017066 -0.0017405005421376853 0.0012258141545302673 0.00011729747662610345 -0.0017262253697758736 0.001340677145205055 0.00058792800715290168 -0.0016160604459748333 0.00050198904885806516 -0.0016312613917501084 0.00024607109383436253 6.3578481821036065e-05
leaf_weight=0.61999645403557169 1.5864663399697736 2.2728794880977157 0.41889591878862065 1.5054305652156461 1.2121536796039354 1.0891158105805518 0.62597523909062125 0.58273941883817315 0.34242759749758978 0.69611356236237076 0.45943903810257325 0.70105372276157119 0.4052381198212055 0.32670280792808626 0.74997847381746396 0.60205147694796934 0.63053814333397884 2.2961159956175861 5.2192265354096881 0.59459975015488442 0.45281496504321639 9.6357353947823849 1.6642345545114947 1.906199224293238 1.097420904785394 1.5802400071406735 9.3815555500332284 1.3977726958692058 5.9275303822942078 1.6548597523942588
leaf_count=231 99 401 29 42 53 132 38 24 15 115 109 13 130 38 40 19 24 46 178 72 10 526 58 41 20 58 155 24 126 34
internal_value=8.37959e-05 -0.000294709 0.000109199 8.6771e-05 0.000131694 -0.000283968 -0.000739402 0.00011242 -0.00145863 0.000113477 -0.000779137 0.000478619 -3.56413e-05 -0.000982562 0.000955136 9.07964e-05 -0.000549045 0.000117957 0.000101711 -0.000287256 0.000162839 -0.000101042 -0.00109481 0.000285705 0.000202224 -0.000712771 0.000323107 0.000217469 -7.97675e-05 -0.000712473
internal_weight=57.6355 3.62482 54.0107 52.4242 46.7585 5.66574 2.64026 1.20871 1.43154 3.02548 0.878335 2.14715 3.00482 0.731941 1.45103 45.253 1.84269 43.4104 42.8083 5.81383 36.9945 11.7528 2.11705 25.2417 22.9456 2.67766 20.2679 18.3617 8.98016 3.05263
internal_count=2900 800 2100 2001 1486 515 209 62 147 306 138 168 569 168 53 1444 77 1367 1348 250 1098 594 68 504 458 78 380 339 184 58
is_linear=0
shrinkage=0.00196078


Tree=788
num_leaves=31
num_cat=0
split_feature=22 8 20 10 2 4 15 22 2 21 19 2 23 9 17 18 17 9 12 23 20 22 22 5 17 9 7 9 22 10
split_gain=0.0639547 0.295455 0.265559 0.335605 0.343886 0.573536 0.354156 0.429449 0.333395 0.365184 0.527273 0.289618 0.35435 0.232207 0.391672 0.277121 0.414711 0.265531 0.229466 0.432354 0.369861 0.201811 0.27368 0.183952 0.167948 0.166678 0.251144 0.246046 0.533846 0.425249
threshold=-0.065399999999999986 8.9430209551500024 41.495754733000005 62.106071271500007 220.59538940565002 398.10712430820007 32.393814985100008 0.06041500000000001 161.80523719825001 15.121227527900002 13.751109481500002 159.92742394165003 0.10419000000000002 199.68228938305 199.71712621985003 14.708525021850003 194.58701840130001 197.58039077460003 160.67073594290002 0.10273500000000002 40.08085804200001 0.68694500000000025 -0.026349999999999998 23.721757872050002 198.12422587605002 215.80505313260002 26.153845577000002 207.37918994975004 -0.090694999999999998 67.171126389250006
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=25 2 8 11 6 -6 7 -5 13 10 21 12 -4 17 15 -15 -17 18 19 20 24 22 -10 -12 -2 27 -27 -1 29 -29
right_child=1 -3 3 4 5 -7 -8 -9 9 -11 23 -13 -14 14 -16 16 -18 -19 -20 -21 -22 -23 -24 -25 -26 26 -28 28 -30 -31
leaf_value=-0.0012199926420151761 0.055394587937759504 -0.054049613484957987 0.05579630453834112 -0.10153168936430942 -0.089424475695949496 0.044987989529697917 0.0660829210189956 0.038979514213557755 0.046130322961441234 -0.051251803854622954 0.093768228049814439 -0.08469926435608012 -0.10392097381907561 0.080645686592489552 -0.038350468450306097 -0.094953833554134309 0.068385821008348363 -0.06317558746988565 0.058482571183826451 -0.069131297099647382 -0.062979112641201845 0.083200413281764737 -0.067761026522050655 0.031256929553742735 -0.024197263471431908 0.049345622061452855 -0.019340927965137159 0.038028647558590811 -0.10456098457497934 -0.055766646914806532
leaf_weight=21.53090648588887 1.1902975596669829 0.76037063379044489 0.40603688910414415 0.34292445312530695 0.73424672953842651 0.52208939938645926 1.1981333823932798 0.53561393681684422 0.31930904470573351 0.37382934062043194 1.7022361436393114 0.88697389195294818 0.19892575824633241 1.1425733842188495 0.62302813955466252 0.2601432171786654 0.35097130679059774 0.74185255521297211 0.56719551042988303 0.83216990160713056 0.44878181271633355 0.19889584364500479 0.55577894831981223 0.61627812276128668 0.32423659838968877 1.3663786155229893 0.81794961506420794 1.0018859258852901 0.72544341871980478 0.86635222712538951
leaf_count=1451 78 66 51 68 48 61 36 104 22 12 53 83 8 25 31 34 14 20 30 24 26 17 107 22 12 68 131 43 57 98
internal_value=0.000654538 0.00557778 0.00858583 -0.0103791 0.00692004 -0.0335674 0.0314139 -0.015867 0.0175152 0.0407126 0.0508465 -0.0490257 0.00327756 0.00403497 0.0284216 0.0521435 -0.00114567 -0.010086 0.00162626 -0.00990971 0.0151919 -0.00594246 -0.0262034 0.0771523 0.0383553 -0.0023083 0.0236251 -0.0046564 -0.0331831 -0.00546675
internal_weight=42.1418 15.8329 15.0725 4.82494 3.33301 1.25634 2.07667 0.878538 10.2476 3.76633 3.3925 1.49194 0.604963 6.48125 2.37672 1.75369 0.611115 4.10453 3.36268 2.79549 1.96332 1.07398 0.875088 2.31851 1.51453 26.3089 2.18433 24.1246 2.59368 1.86824
internal_count=2900 1052 986 459 317 109 208 172 527 233 221 142 59 294 104 73 48 190 170 140 116 146 129 75 90 1848 199 1649 198 141
is_linear=0
shrinkage=0.0980392


Tree=789
num_leaves=31
num_cat=0
split_feature=6 6 10 3 19 17 17 7 22 21 21 21 22 15 6 20 13 16 14 18 5 5 10 10 15 22 3 17 10 7
split_gain=0.131192 0.570388 0.248634 0.288457 0.356765 0.277553 0.342446 0.209122 0.201392 0.402977 0.247215 0.484372 0.403851 0.638656 0.343906 0.589521 0.586176 0.968587 0.569691 0.452137 0.519935 0.586419 0.445818 0.466493 0.845364 0.672596 0.488718 0.425995 0.524035 0.425725
threshold=13.665319288000001 13.775321858200002 78.220689305400015 81.968399939250006 13.351077205700003 212.86611723275004 195.76335783930003 29.973557588500004 -0.50001499999999999 5.2269517379000012 3.2025200283000004 4.3636502323000004 -0.11420499999999999 40.452545866750008 16.465384711100004 38.592454371550012 117.56896250265002 22.634947069650003 210.15891166350005 13.788608055100001 20.608876568850004 21.269675393700002 62.197478847950002 66.697957758300021 29.049007317550004 -0.060760000000000002 89.324021384150015 193.52305340940003 62.068432857650002 23.147601011700004
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 -2 3 4 -1 6 -5 -4 9 -3 -10 12 -12 -14 19 -16 27 29 -19 20 -13 -22 -21 26 -25 -26 -24 28 -17 -18
right_child=1 8 7 5 -6 -7 -8 -9 10 -11 11 14 13 -15 15 16 17 18 -20 22 21 -23 23 24 25 -27 -28 -29 -30 -31
leaf_value=-0.0016713046853274259 0.0013931678600373155 -0.0011665245857089414 0.00018534190121765779 8.5564564542028505e-05 0.0004264652323347453 0.0015955825402842354 -0.0015294973587332277 -0.0019790340754551371 0.00029445366399846507 0.00066802452648023671 0.00034499024377743329 0.0018230159642409797 -0.0016046755454241462 0.00046667655120219165 0.0014866429676452743 -0.0012529428839890061 0.0013152425548193232 -1.0135036497853126e-05 -0.0018662718207625238 -0.0014795486510002706 -0.0010950911302114129 0.00059156998324566546 0.0017066550325241026 0.00047696547538698779 -0.0020968091332232873 -3.4820412867525767e-05 -9.4818853330628177e-05 -0.0021918076480306734 0.00079656764564557453 -0.00034572861659621187
leaf_weight=1.2287813808507033 1.2802511602640141 1.3388795614591793 5.9127522972530642 1.9824467746075249 0.41762762703001488 0.3243581682909279 0.67715486999077246 0.17676085267066799 15.565556083689442 0.70155647757928807 1.1364801083182099 1.1120901135727814 2.0839191693557981 0.78896059351973225 0.71910044207470392 1.4616968551090384 1.9813466773193797 1.4127912670373919 1.1558664888725614 0.78092023381031861 0.90337300859391678 6.4586525471968343 1.1634729616343977 2.8663579215062782 1.2509424710879091 1.1836855792789731 1.1524918890499973 0.88828717956494063 0.71390739789057978 0.84687136119464401
leaf_count=158 34 56 737 189 26 11 48 165 500 25 36 18 74 25 21 128 59 29 43 19 15 158 22 80 89 38 19 28 27 23
internal_value=5.85871e-05 0.000101615 -0.000137878 -0.00048033 -0.00113918 -0.000116804 -0.000325643 0.000122516 6.69259e-05 -0.000535758 9.3878e-05 -9.97916e-06 -0.00064443 -0.00103583 8.76623e-05 -0.000217756 -0.000362617 2.6253e-05 -0.000845375 0.000253837 0.000573373 0.000384605 -6.85996e-05 7.60565e-05 -0.000244681 -0.0010943 0.000810189 -0.00104759 -0.000580412 0.000817887
internal_weight=59.6673 48.9475 10.7199 4.63037 1.64641 2.98396 2.6596 6.08951 47.6672 2.04044 45.6268 30.0612 4.00936 2.87288 26.0519 9.17987 8.46077 5.39688 2.56866 16.872 8.47412 7.36203 8.39787 7.61695 5.30099 2.43463 2.31596 3.06389 2.1756 2.82822
internal_count=2900 1566 1334 432 184 248 237 902 1532 81 1451 951 135 99 816 358 337 154 72 458 191 173 267 248 207 127 41 183 155 82
is_linear=0
shrinkage=0.00196078


Tree=790
num_leaves=31
num_cat=0
split_feature=19 13 21 18 16 13 6 5 7 20 17 13 13 9 13 18 9 17 20 7 16 16 22 12 4 12 4 15 16 0
split_gain=0.0649137 0.0868391 0.0881614 0.0784955 0.242171 0.720478 0.194468 0.386999 0.333506 0.274836 0.183801 0.222633 0.333913 0.275662 0.181949 0.184414 0.269789 0.173867 0.243568 0.152936 0.220371 0.305693 0.33029 0.157896 0.212427 0.150438 0.230695 0.14083 0.175124 0.136206
threshold=9.8507947922000021 81.048947258600009 8.8712712239000009 15.042884401850001 18.634956423400002 104.27722550570002 14.835346625500001 17.671168838450004 24.176224535650004 43.124157941850008 198.12422587605002 109.51703040195001 107.97116697695002 199.21354841250005 104.02719889955002 15.606027545000002 191.40721473735002 206.41783130310003 40.337496327150006 26.153845577000002 9.6249774926000011 17.654958715000003 0.06041500000000001 207.71672397260002 234.33905321295003 134.55367207730004 143.35918460430003 20.609775022200004 14.184966829400002 93.679323555450011
decision_type=2 2 2 2 2 2 2 2 2 2 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 14 8 -8 10 -10 11 12 13 25 15 16 -5 -6 -19 23 -21 22 27 24 -17 26 -2 28 -22 -9
right_child=3 2 -4 4 17 -7 7 29 9 -11 -12 -13 -14 -15 -16 19 -18 18 -20 20 21 -23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.099910256144659162 0.048470806925809483 -0.099081910632846548 0.082609441457483029 0.022549604410387759 0.079709295770131069 -0.10065782196275776 0.089052229236727384 -0.00088600406323599589 -0.063524581161972807 0.01924804370119668 -0.072975561821847945 0.074501088215870773 -0.10174733995768352 0.093187784938038989 0.062872676787091533 0.038570472043321723 -0.092895846399542389 -0.037677334909242119 0.06398154986017579 0.053996247318141087 -0.081359815224788204 0.089373460438600907 0.039088783015179381 0.059811243767575746 -0.052362259258598977 0.010857104389980873 -0.10237332882103627 -0.101153364801208 0.01809154993872528 0.030941526449459359
leaf_weight=0.14126712378560924 0.14417959935963276 0.040496313654330152 0.070107408584590303 0.370134013308414 0.71360326884314396 0.60576306705479499 0.48516922350973146 25.74671224748818 1.8399508191032512 0.48778376000700507 0.28794432611903165 0.42873501556459803 0.28582289675250638 0.33262479957193125 0.59886418993119139 0.69551447399135236 0.41019365676766029 0.43693634995725006 0.47042876412160695 0.49736672648941782 0.34571751030739484 0.21775905304821197 0.43015532048048033 1.0412547062842348 0.38285069933635896 1.6260930165262832 0.30066888264627778 0.4942638112934219 0.33518967599229654 1.360677613178267
leaf_count=176 5 39 11 76 20 93 13 1110 150 39 21 14 25 7 26 65 48 26 21 89 164 12 58 88 69 213 54 90 40 38
internal_value=0.000647187 -0.0489733 0.0160852 0.000949272 0.0096403 0.00109709 -0.00114901 0.00226493 -0.0175778 -0.0461793 0.0019688 0.00888956 -0.00157005 0.0103427 0.0116894 0.00581784 -0.0381364 0.043503 0.0150283 0.0135426 -0.00384744 -0.0196281 -0.0344139 0.0325804 0.00628673 -0.00296354 -0.0534833 -0.0613186 -0.032403 0.000711605
internal_weight=41.6242 0.251871 0.110604 41.3724 8.046 6.42503 33.3264 27.5926 5.7338 2.32773 3.40607 3.11812 2.68939 2.40357 5.81926 5.2204 0.780328 1.62097 0.907365 4.44007 2.32045 1.82309 1.60533 2.11962 1.07837 2.07094 0.444848 1.17517 0.680907 27.1074
internal_count=2900 226 50 2674 985 918 1689 1161 528 189 339 318 304 279 825 799 124 67 47 675 453 364 352 222 134 272 59 294 204 1148
is_linear=0
shrinkage=0.0980392


Tree=791
num_leaves=31
num_cat=0
split_feature=8 17 10 15 6 21 17 18 16 10 3 20 6 7 7 0 8 20 6 20 21 5 12 17 18 9 12 2 16 0
split_gain=0.0631662 0.0999094 0.096945 0.165949 0.112341 0.138727 0.123 0.0861795 0.16109 0.586366 0.246778 0.190304 0.15541 0.303834 0.249116 0.212197 0.208458 0.252148 0.20088 0.147467 0.183028 0.253434 0.216228 0.145894 0.177521 0.14484 0.220057 0.19838 0.183817 0.139154
threshold=1.7486353823000003 201.37020668845003 90.988176966900014 12.389956812050002 2.7550643716500001 2.7327447008500005 194.76181357870004 15.312071772700003 18.714956236300004 75.28220456885002 81.796338618900009 44.710446918150005 14.755344756250002 24.052187734100006 24.605072964550004 94.614906984850009 7.943800736700001 43.124157941850008 13.955326063950002 42.622319549950006 6.8125785082500014 15.821180766350002 242.18228154970004 195.76335783930003 14.732667293750003 201.2906445504 134.55367207730004 45.36220315740001 11.934972090850001 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 3 -1 -5 6 -6 12 9 -9 11 19 13 23 -15 29 -16 18 -18 20 21 -11 -22 24 25 26 27 -2 -28 -14
right_child=7 -3 -4 4 5 -7 -8 8 -10 10 -12 -13 15 14 16 -17 17 -19 -20 -21 22 -23 -24 -25 -26 -27 28 -29 -30 -31
leaf_value=0.077272004495488239 0.033007795795475019 -0.099180831179571632 -0.098840064665409844 0.052732772596404145 -0.0762169353855362 -0.099195389810763493 0.096190947974077678 -0.10049940223460703 0.04908987719634534 0.033035578121134841 0.069176842067478581 0.079092810960552401 0.0019512468548557099 -0.084150754801970332 0.060879300088608111 0.060163777732299993 -0.017602461475832519 0.030586440173852807 -0.10042990915782805 -0.05529814920812666 -0.068302119773832493 -0.088918643626731533 0.03010338935801761 -0.062953408635570793 0.096242234161772397 0.084042790955618937 -0.066015891755157458 -0.10170914400213227 0.030955615825561982 -0.04512404794996755
leaf_weight=0.20210675820999213 0.15331174107268486 0.14473642468124126 0.10555771192093744 0.12857349962905573 0.072604845981913968 0.24315269620274194 0.087955868435983575 0.45887154845695377 0.95159045053878788 1.9236197353602635 0.70355360609391926 0.31273718977172382 27.657540526681267 0.82879330748255631 0.26599405254455621 0.59337713662534852 0.58516041666734941 0.4328669134993105 0.54223856606404297 0.41887281961226097 0.552922693597793 0.17902680725092057 0.35077763941444573 0.25714012287789945 0.2321011573949362 0.20720068411901582 0.22054894275424874 0.33384783925066586 1.2687069804669588 0.6170099645096333
leaf_count=33 7 137 136 24 38 118 10 74 40 289 33 19 1180 90 26 14 48 20 59 78 89 25 37 28 13 6 70 45 87 27
internal_value=0.000580465 -0.0239507 -0.0109874 0.00164005 -0.027077 -0.0524946 0.0182289 0.00118363 0.0121774 0.00500952 0.0159101 0.0058843 -0.000697749 -0.0160822 -0.0395726 0.00214163 -0.0193422 -0.0330183 -0.0574395 -0.000799954 0.00679325 0.022652 -0.0301053 0.00725171 0.0147247 0.00605999 -0.00211546 -0.059313 0.0165948 0.000923965
internal_weight=41.0325 0.984688 0.839951 0.734394 0.532287 0.403713 0.160561 40.0478 5.85197 4.90038 4.44151 3.73796 34.1958 5.32791 2.65505 28.8679 1.82626 1.56027 1.1274 3.42522 3.00635 2.10265 0.9037 2.67286 2.41572 2.18362 1.97642 0.48716 1.48926 28.2746
internal_count=2900 496 359 223 190 166 48 2404 684 644 570 537 1720 499 243 1221 153 127 107 518 440 314 126 256 228 215 209 52 157 1207
is_linear=0
shrinkage=0.0980392


Tree=792
num_leaves=31
num_cat=0
split_feature=13 18 8 19 16 18 7 10 22 10 23 5 22 16 9 16 5 13 3 16 20 16 22 9 8 9 23 16 16 22
split_gain=0.064489 0.15969 0.145978 0.127163 0.213494 0.124847 0.124043 0.110177 0.127028 0.0996019 0.124565 0.0969828 0.161128 0.0938457 0.0839306 0.154273 0.201037 0.161046 0.178654 0.150615 0.282413 0.262507 0.224644 0.216596 0.403852 0.178141 0.168733 0.143677 0.208553 0.275759
threshold=95.870416931800023 17.140917755100002 7.1444245619500011 12.150980378200002 16.514961380800003 14.708525021850003 21.725272673150005 84.600400448950026 0.23643500000000003 87.33187390945001 0.074640000000000026 11.976288766350002 -0.16297999999999999 9.6249774926000011 54.761416764300009 13.894967507500002 13.264960807550002 98.542744313500023 79.47351079420001 15.919962772200003 40.878805547300004 17.844958270700005 -0.10518999999999999 191.87997069285004 4.9461400813500012 199.21354841250005 0.085155000000000022 18.054957779650003 18.594956516900002 -0.096499999999999989
decision_type=2 2 2 2 2 2 2 2 2 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 5 -3 -5 -1 -7 8 -8 -9 13 12 -2 -11 -13 16 -16 -17 -19 20 22 23 26 24 -21 -24 -20 -23 29 -29
right_child=1 3 -4 4 -6 6 7 9 -10 10 -12 14 -14 -15 15 17 -18 18 19 21 -22 27 25 -25 -26 -27 -28 28 -30 -31
leaf_value=-0.085524422129089006 0.025111489462559391 0.077055482442872109 -0.10134356556040235 -0.06707486292881619 0.059155830303958296 0.084547018513105629 -0.10147242681707697 0.057936531212771314 0.020423139633886669 0.067437125968306796 -0.074097538653925141 0.038587419213326916 -0.10163383810084313 -0.03786426305728699 0.042762288446861231 0.08046339836194473 -0.090101720058618995 -0.048292146646006534 0.013937267557970603 -0.10176995831939417 0.059891107743952413 0.053311991106019176 -0.042378654601599813 -0.10234556270867619 0.069002937732855499 0.052047155744798325 -0.10395367653779349 0.0056650386976114303 0.0019414371665185115 -0.093785737897080376
leaf_weight=0.18425739464691915 0.17385166803433094 0.4900951338931907 0.18864921187923744 0.22803361323894933 0.32486471591982991 0.16121488842327369 0.22424866577694025 0.29400040260679816 0.13816587880319275 0.20065757452448452 0.21319169943387806 0.57972063461420376 0.23708414518114196 0.14637147191024269 0.15967571758665045 0.25352874206146125 0.39711210051973467 0.73561089730355789 0.1972123674931936 0.25502230288839089 1.2164661114638873 0.5209377979044828 0.28629455191548847 0.44892229991091881 0.30302311386913061 0.66126188245834783 0.31583717826288193 0.58090631189406849 29.876984237012948 0.53614225882484123
leaf_count=68 23 23 145 25 22 23 111 58 19 67 243 45 121 39 7 15 110 83 34 118 63 24 30 74 10 31 21 60 1097 91
internal_value=0.000521771 0.00136934 -0.0182515 0.0399685 0.0070941 -0.00821687 0.00212132 -0.0088008 -0.0550013 0.0108004 -0.0139364 0.000302479 -0.0480126 0.0230226 0.000834417 0.000238792 -0.051999 0.00104252 0.000482182 0.0015015 0.0243011 -0.000375268 -0.00534012 -0.0506365 -0.00903891 0.0235174 -0.0586373 0.00123068 0.000355315 -0.0420677
internal_weight=40.5293 38.7786 1.75076 1.04299 0.552898 1.56211 1.37785 1.21664 0.362415 0.854221 0.560221 37.7356 0.410936 0.347029 37.3247 36.7449 0.556788 36.1882 35.9346 35.199 2.67707 32.5219 1.46061 1.00697 0.558045 0.947556 0.51305 31.515 30.994 1.11705
internal_count=2900 2127 773 70 47 628 560 537 130 407 349 2057 144 106 1913 1868 117 1751 1736 1653 179 1474 116 202 128 61 55 1272 1248 151
is_linear=0
shrinkage=0.1


Tree=793
num_leaves=31
num_cat=0
split_feature=7 7 23 22 8 12 6 13 21 20 3 4 21 18 22 2 18 7 20 7 17 18 18 19 17 2 18 7 16 23
split_gain=0.0586622 0.173627 0.167652 0.166329 0.153049 0.205521 0.1366 0.171692 0.230509 0.18774 0.151297 0.127678 0.18183 0.127414 0.114903 0.184888 0.110571 0.158962 0.259484 0.410733 0.315884 0.211843 0.27053 0.325855 0.443833 0.209742 0.159653 0.34966 0.514473 0.375542
threshold=22.087764922150004 20.778835947700006 0.099780000000000021 -0.24103499999999997 9.3427090425500019 109.28780703725 15.675366252400002 116.20860268865 11.790993765850002 44.921040431000009 103.44111502715002 188.65000732380005 13.915737982950001 12.752103815600002 -0.23557500000000001 151.19096455890005 12.903279561150002 22.597569836950004 41.840895355800008 22.426784932800004 186.67336014325002 13.042786209850002 13.197799034350002 14.351157895250003 189.73320545960004 111.23922738415001 13.316069313700003 23.124786352450005 22.554947256700004 0.098525000000000015
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 6 -3 5 -5 14 -8 9 10 -9 -7 -13 -2 15 -1 -15 18 25 20 -20 -19 23 -23 -25 -18 -24 28 29 -28
right_child=13 3 -4 4 -6 11 7 8 -10 -11 -12 12 -14 16 -16 -17 17 21 19 -21 -22 22 26 24 -26 -27 27 -29 -30 -31
leaf_value=0.070535542880639887 0.06360141538928947 -0.10440172641229456 0.097032408798446074 -0.081287851228617633 0.046714090816060642 0.098049657700300427 -0.10177407477274079 0.047305412554372504 -0.10406603863408943 0.06910992201055173 -0.10250924693587149 -0.051676023044800345 0.048416731122525453 -0.034889743612223668 0.05827058052270298 -0.079048598490683547 0.079317887652646746 0.048937511021180172 0.018920756328752154 0.045461671856921397 -0.10799615371652529 -0.089103874159103716 0.025355559046003836 0.045113497904188712 -0.069694638460812544 0.0040568572084576171 0.026804865485367299 0.0025794229802077657 -0.1046293970277322 -0.069527662204165744
leaf_weight=0.14266258146381006 0.33010662802189372 0.27241071884054724 0.19701320388776355 0.5573865946207659 0.2845754216541535 0.10756454248621594 0.22346527568333818 0.11711501609534025 0.17828398163692327 0.3856471786275506 0.15883031481644139 0.53774601294207969 0.27395601151511073 0.8297462130576595 0.53635080935964596 0.19636389849438274 1.0135934109766815 0.85664919838018505 0.33483739472285357 0.80648540062975371 0.47330820091156056 0.74737260889378676 2.4725711070786955 0.74328387672721852 0.6156082556117326 0.58343828935176123 1.1585423124997789 23.540298689216456 0.77104707582475374 0.62191656688810315
leaf_count=14 16 37 14 22 23 6 151 4 28 16 73 90 14 31 65 31 30 34 19 40 29 35 62 23 20 27 63 1833 33 17
internal_value=0.000456583 -0.0107709 0.00914206 -0.0316836 -0.0204363 -0.0333772 0.000210618 -0.0238734 -0.00314649 0.024049 -0.0389258 -0.0043272 -0.0178939 0.00176057 0.0294661 -0.0161035 0.00118664 0.00204833 0.0232425 -0.00502648 -0.0554109 -0.000110704 -0.00148065 -0.0360668 -0.00689713 0.051823 0.00106965 -0.00123179 -0.0363942 -0.00684421
internal_weight=40.0682 4.16937 2.13573 2.03364 1.76123 1.47665 1.93872 1.06334 0.839876 0.661593 0.275945 0.919267 0.811702 35.8988 0.875377 0.339026 35.5687 34.739 3.21166 1.61463 0.808146 31.5273 30.6706 2.10626 1.35889 1.59703 28.5644 26.0918 2.55151 1.78046
internal_count=2900 588 396 192 155 132 382 272 121 93 77 110 104 2312 110 45 2296 2265 145 88 48 2120 2086 78 43 57 2008 1946 113 80
is_linear=0
shrinkage=0.1


Tree=794
num_leaves=31
num_cat=0
split_feature=13 18 22 7 8 18 13 22 3 20 9 3 19 0 6 17 15 2 0 10 8 23 16 16 22 16 5 3 10 16
split_gain=0.0585567 0.134973 0.13331 0.112435 0.0983109 0.108436 0.104577 0.10959 0.211699 0.180854 0.104183 0.107381 0.0972156 0.0804089 0.141532 0.211878 0.17716 0.135382 0.130083 0.27067 0.433371 0.223783 0.183027 0.177265 0.29599 0.292711 0.31368 0.140897 0.266892 0.150375
threshold=95.870416931800023 17.140917755100002 -0.24103499999999997 26.565321014450003 7.1444245619500011 14.708525021850003 73.376087754350024 -0.15818499999999999 72.760430842500014 42.508878681700004 40.406378633400003 66.676450093250011 13.451085274650001 98.615332683000005 12.26528657645 205.32027903760002 23.304416445750004 167.29597799085005 96.055920542800024 71.090898343450007 7.943800736700001 0.076580000000000023 18.714956236300004 15.689963310050002 -0.096499999999999989 15.474963812800002 16.579584939650001 84.968719212850019 70.182199495350019 18.094957686100003
decision_type=2 2 2 2 2 2 2 2 2 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 -3 5 -4 -7 -8 9 -9 11 -11 -5 18 15 17 -16 -15 19 27 21 -21 23 25 -25 26 -20 29 -29 -2
right_child=1 3 4 12 -6 6 7 8 -10 10 -12 -13 -14 14 16 -17 -18 -19 22 20 -22 -23 -24 24 -26 -27 -28 28 -30 -31
leaf_value=-0.099203101807930058 0.081728848198474591 0.079239210210613767 -0.079724106994362193 -0.021687093770029343 -0.098672551762573238 -0.099809153686172866 0.062226324148303327 -0.098628364718191058 -0.09891056449483461 -0.099594967094182044 0.081361051531648312 0.046164188851864185 0.056941698640115453 0.039300384895472031 -0.10036485463165724 -0.099388994394946154 0.00020424654766106672 -0.041013789629128869 0.037126070200290191 0.059998262047988006 -0.10049747542264212 -0.065956882637470932 0.066343041332608071 0.019616736243403862 -0.10050902185886215 0.07933525867164104 -0.059713720134003612 0.0011589533685960561 -0.075500332564755329 -0.00022938688846851099
leaf_weight=0.17261408420381474 0.42510970786680147 0.37439368711784382 0.15024468657429579 0.36113213584758341 0.10702163110727259 0.080043626807650869 0.34562318101370648 0.098933429910857962 0.17566183668168378 0.077285662595386384 0.3160534677299438 0.13079274910342065 0.25991439039353281 0.74967462761560344 0.37524615541042283 0.17373983585275699 0.30536517410655506 0.27600224334310042 0.80428872234187998 0.38191160548740188 0.65386564822983928 0.21020246182888513 0.64775708224624384 0.47698274470167279 0.33605808074935284 0.63250437751412381 0.53559114225208759 29.014532488923582 0.44318970477252051 0.43572004715679213
leaf_count=146 8 18 48 34 114 118 60 105 101 31 25 25 18 74 53 47 45 50 30 56 90 72 22 37 46 23 24 1287 59 34
internal_value=0.000390814 0.00117945 -0.0176643 0.0368025 -0.00816502 -0.00111861 0.00852703 0.0161048 -0.0038528 0.022947 0.0458952 -0.0079745 0.0112199 0.000217877 -0.019534 0.000729334 -0.0552432 0.0176884 0.00127892 -0.000692322 -0.045476 0.0152838 0.0194024 0.00848625 -0.0300354 0.0243654 -0.00158377 0.00114812 5.6189e-06 0.0402446
internal_weight=39.5275 37.8732 1.65427 0.99544 1.48166 1.37464 1.22439 1.14435 0.798727 0.623065 0.524132 0.208078 0.621047 36.8777 1.88003 1.19942 0.680611 1.02568 34.9977 31.5645 1.24598 0.592114 3.43318 2.78543 0.813041 1.97238 1.33988 30.3186 29.4577 0.86083
internal_count=2900 2127 773 70 627 513 465 347 287 186 81 56 52 2057 269 171 98 124 1788 1606 218 128 182 160 83 77 54 1388 1346 42
is_linear=0
shrinkage=0.0980392


Tree=795
num_leaves=31
num_cat=0
split_feature=22 2 23 20 20 17 17 23 5 15 22 10 6 4 12 22 9 9 23 5 23 23 13 20 18 8 2 23 12 2
split_gain=0.123074 0.33317 0.298144 0.249303 0.626598 0.258396 0.205953 0.353211 0.177573 0.163068 0.160378 0.333743 0.458182 0.275858 0.419915 0.232659 0.207238 0.441447 0.414439 0.666931 0.307737 0.312973 0.383433 0.506378 0.391114 0.246005 0.228076 0.356161 0.273526 0.703606
threshold=-0.25167499999999993 199.66651340635002 0.092290000000000025 39.268993001500007 35.818873074050011 176.11179263395005 188.31851043910004 0.092425000000000021 16.222050829800004 33.202295547750005 -0.16187499999999996 62.084563606450011 16.015374196650004 376.98468903265001 163.66964307765002 -0.24103499999999997 181.61255275325001 186.67271206880002 0.089475000000000013 21.446355970350002 -0.23472499999999999 -0.21013499999999999 117.60660091645001 44.710446918150005 14.011669459250001 1.7486353823000003 59.615984903700003 0.085715000000000027 149.11894257355002 128.59294673040003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 3 -3 4 9 -5 -7 -8 -6 -1 11 13 15 14 -2 -13 20 18 -18 -20 -12 -22 23 -23 -25 -26 27 -19 -28 -30
right_child=10 2 -4 5 8 6 7 -9 -10 -11 16 12 -14 -15 -16 -17 17 26 19 -21 21 22 -24 24 25 -27 28 -29 29 -31
leaf_value=-8.5156776396803005e-05 -0.0020403300059665718 -0.0020280168641380607 0.00021559617051810018 -0.0012440555584257056 -0.00031282257987944257 0.0012900552814186148 0.0012742485180276949 -0.00059238683347763053 -0.0022531557404601933 0.0020157011025320071 -0.0021107086588172353 -0.0014138737726453908 0.0020416223598644042 -0.002047486929295946 0.00068215486807317782 0.00057242007541730068 0.0015187451668526174 0.00010180314603064777 -0.00093899262520642682 0.0012206357409889153 0.0016133134058278211 -0.0017934319454168701 0.00085417423132467987 -0.0020414337709314207 -0.00044311998956341928 0.0013615106605551852 0.00026387912733474871 -0.001732611320334188 -0.0022106854737414306 -2.0087674741736411e-05
leaf_weight=0.28860705858278268 0.27888046037696657 0.65280951065960813 0.349695053693722 0.34934683579922454 0.25521444216974487 0.93041783549415447 0.63856490283797018 1.0002005309142985 0.62642795896681491 0.27972295694053173 0.35869825176450865 0.25628222702289383 0.8422743622213601 0.28516430178569852 0.99476807625615038 1.9656269340339352 1.5311932266813522 0.95389580796472617 1.0509708336030601 1.1528230000985784 0.33011061205252268 1.050661396692248 0.73533727705944318 0.29072744255245186 0.55513332396185411 0.60904268625017721 15.233257437030259 0.70965055159467738 0.57866454683244484 21.827982191201954
leaf_count=38 66 103 24 36 37 29 31 45 27 5 105 40 11 27 65 152 33 26 26 25 27 324 20 40 191 32 435 30 15 835
internal_value=5.65089e-05 -0.000225966 -0.0012454 7.97819e-06 -0.000656575 0.000338139 0.000553279 0.00013497 -0.00169148 0.000948852 8.59165e-05 0.000434378 0.000810141 -0.000304265 8.60345e-05 0.000343314 5.1618e-05 9.09744e-05 0.000735161 0.000190727 -0.000379415 -0.000205512 -0.000390773 -0.000756142 -7.06121e-06 0.000500979 2.97577e-05 -0.000680738 6.1159e-05 -7.66611e-05
internal_weight=56.9622 5.37101 1.0025 4.3685 1.44997 2.91853 2.56918 1.63877 0.881642 0.56833 51.5911 4.623 3.06418 1.55881 1.27365 2.22191 46.9681 43.0384 3.73499 2.20379 3.92971 3.57101 3.2409 2.50556 1.4549 1.16418 39.3035 1.66355 37.6399 22.4066
internal_count=2900 375 127 248 107 141 105 76 64 43 2525 361 203 158 131 192 2164 1425 84 51 739 634 607 587 263 223 1341 56 1285 850
is_linear=0
shrinkage=0.00196078


Tree=796
num_leaves=31
num_cat=0
split_feature=6 6 10 3 17 9 5 23 12 19 22 21 21 16 7 9 9 22 18 5 9 23 7 21 22 22 6 20 13 16
split_gain=0.176743 0.569866 0.204283 0.236953 0.23314 0.244255 0.231246 0.25738 0.213801 0.239533 0.199957 0.34639 0.219083 0.337329 0.356157 0.492375 0.488054 0.40322 0.359185 0.37775 0.337062 0.332189 0.313661 0.297114 0.607722 0.389746 0.357714 0.516419 0.525123 0.827855
threshold=13.665319288000001 13.775321858200002 78.220689305400015 81.430708313150021 212.86611723275004 56.039380217300014 14.624842172000003 0.087725000000000011 213.62869376460003 14.051133688400002 -0.50001499999999999 5.2269517379000012 2.6263314141000005 22.654947022900004 23.031046061850002 202.64563922830004 208.74040644455002 -0.092624999999999999 13.434779691800001 19.302881570050001 194.04304600165003 0.10575500000000003 24.785467646950003 4.3636502323000004 -0.11600999999999999 -0.078219999999999998 16.465384711100004 38.592454371550012 117.56896250265002 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 3 6 5 -5 7 -1 9 -7 11 -3 13 14 18 20 -17 -18 19 -12 -16 -21 -19 24 -14 -26 -25 -28 -29 -30
right_child=1 10 -4 4 -6 8 -8 -9 -10 -11 12 -13 23 -15 15 16 17 22 -20 21 -22 -23 -24 26 25 -27 27 28 29 -31
leaf_value=-0.0019867876305445431 0.001526226880500824 -0.0011861040801130281 8.6354103633633217e-05 0.00024603467658429863 0.0014180353327446732 -0.00096273449888808907 -0.0020159172090022433 0.00068264596250466544 -0.0017245213450951871 0.0016098578787312138 0.0019847735089595264 0.00062827008276790971 0.0006684188209215825 0.0010009814750978323 -3.3114659480592858e-05 -0.0012503314345415242 0.0017145543884830386 0.00099279421733614081 -0.0021352633338741996 -7.652450278363073e-05 0.0011075982339417752 -0.0021994098494871129 -0.0013014191317570532 0.00030109364104759061 -0.0016858980948671225 -0.00032073557015066274 0.0014742567979614742 -0.0010119490720089132 0.0008032482946104671 -0.00077618349057594646
leaf_weight=0.2226372626319042 1.096589634194969 1.1528021606209211 5.4229582815510184 1.244977443333483 0.31141706008929748 0.44132460913533555 0.65012031674268655 0.36906118498882279 0.68567818705923855 0.20322797214612365 0.28695929097011585 0.62327330873813469 1.3855698210900298 2.3848970057442775 1.4005296080285914 1.1284333907533439 0.59321694698883132 0.3918762598186738 0.39898148563224811 1.7959748617286098 3.4470853505190462 0.33649089373648156 0.55163106755935587 14.835232471683414 1.3566989462997296 1.9737414912160631 0.65365986875258197 2.8565449705893116 2.6327034345304128 2.4756708113418426
leaf_count=54 34 56 902 128 12 54 80 29 69 6 9 25 46 71 34 40 18 13 20 141 63 8 35 458 56 81 21 183 82 72
internal_value=7.78084e-05 0.000130556 -0.000163846 -0.000492498 -0.000184391 -0.000378171 -0.0012087 -0.000321777 -0.000962372 -0.000151594 9.4681e-05 -0.000549391 0.000122659 0.000336289 0.000182849 0.000405835 -0.000271152 0.00044787 -0.000411544 -0.00012729 0.000778034 -0.000411504 -0.000348541 2.6225e-05 -0.00042285 -0.000876853 0.000116523 -0.000201179 -0.000338677 3.78085e-05
internal_weight=53.31 43.7586 9.5514 4.12844 2.88663 2.57521 1.24182 0.591698 1.33023 0.644553 42.662 1.77608 40.8859 12.7161 10.3312 7.51277 2.66516 1.53672 2.81841 2.41943 4.84761 2.13247 0.943507 28.1698 4.71601 3.33044 23.4538 8.61858 7.96492 5.10837
internal_count=2900 1566 1334 432 269 257 163 83 129 60 1532 81 1451 452 381 203 106 66 178 158 97 149 48 999 183 137 816 358 337 154
is_linear=0
shrinkage=0.00196078


Tree=797
num_leaves=31
num_cat=0
split_feature=22 8 20 2 19 0 10 2 4 15 22 2 4 9 17 7 23 5 6 3 19 21 13 6 12 23 23 4 22 22
split_gain=0.0554546 0.256926 0.243909 0.318227 0.321134 0.387934 0.289194 0.328012 0.420083 0.297592 0.34124 0.243692 0.260828 0.17555 0.326924 0.239072 0.238837 0.367151 0.418791 0.291785 0.28526 0.322944 0.174286 0.224232 0.170861 0.432736 0.378014 0.24395 0.231217 0.319623
threshold=-0.065399999999999986 8.9430209551500024 41.495754733000005 161.80523719825001 13.751109481500002 86.280686780500005 62.106071271500007 220.59538940565002 398.10712430820007 32.393814985100008 0.06041500000000001 159.92742394165003 201.71351478465002 199.68228938305 199.71712621985003 24.176224535650004 0.084795000000000023 21.446355970350002 14.980350013450002 85.678472159250006 14.251149826300002 1.0000000180025095e-35 98.362617618700014 14.185331438000002 158.37848859105003 0.12424000000000003 0.11360500000000003 227.22863097060005 -0.085249999999999992 -0.079824999999999993
decision_type=2 2 2 2 2 2 2 2 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 3 13 22 -6 11 9 -9 10 -8 12 -4 16 15 -15 20 18 19 -18 21 -2 -5 -24 28 26 27 -26 -1 -30
right_child=1 -3 6 4 5 -7 7 8 -10 -11 -12 -13 -14 14 -16 -17 17 -19 -20 -21 -22 -23 23 -25 25 -27 -28 -29 29 -31
leaf_value=0.013991450749716897 0.071098591032510636 -0.051512000281388359 -0.073974035420953974 -0.10151125801566757 0.0079206734799688872 0.089261628506566229 -0.10345004685110611 -0.086843636087547665 0.038519015037977881 0.064376611774399461 0.035861429761063934 -0.08286074169962182 0.062767207351317952 0.10125788299568815 -0.038582497251351898 0.019634986935400726 -0.062017595537979142 0.016412887027161881 -0.10030908631831473 0.091893079732073502 0.10122021042784263 -0.045952995905156752 0.056985396792721056 -0.051796011093052013 -0.11070461041302181 -0.086295147375899633 0.080847555387287551 -0.0073951816143937189 -0.058785230699578306 0.01046552963414794
leaf_weight=9.0911404610615119 0.37404754359135439 0.75305964575090989 0.25048774377774019 0.16545655479728827 0.91608675908355541 1.6288306354545055 0.28317572884770958 0.66543488697789122 0.44675912449747557 1.1314835732919162 0.46381829419442511 0.83447767616962665 0.31480591148647363 0.58296876121312402 0.55677147503592994 0.93338444727578462 0.25037686724635955 1.0837866080109959 0.93053992977365851 0.24245330202393234 0.35787752363830794 0.63730826299979526 0.45317347894888371 0.32566416061308701 0.2331156048458024 0.70772618933915588 0.48276628887833872 11.724679503795867 1.1670282862578463 1.5539102157208642
leaf_count=528 26 66 36 87 28 56 68 48 61 36 104 83 23 13 31 60 43 37 25 7 12 40 34 28 10 53 20 1131 44 62
internal_value=0.000470588 0.00537007 0.00846755 0.0175251 0.0415018 0.0599816 -0.0110048 0.0065536 -0.0364865 0.0320364 -0.0169497 -0.048519 0.00217568 0.00346356 0.0269523 0.0510153 -0.00909843 -0.0274421 -0.0608342 0.0137005 0.02449 -0.00266174 -0.00830201 0.0114994 -0.00239176 -0.0102337 -0.0059067 -0.00940919 0.0063373 -0.0192366
internal_weight=39.5426 14.5822 13.8292 9.43873 3.48921 2.54492 4.39044 2.99067 1.11219 1.87848 0.746994 1.39977 0.565294 5.94951 2.07312 1.51635 3.87639 2.50716 1.42337 0.49283 1.36923 1.01136 0.944294 0.778838 24.9604 13.1483 12.4406 11.9578 11.8121 2.72094
internal_count=2900 1052 986 527 233 84 459 317 109 208 172 142 59 294 104 73 190 112 75 50 78 66 149 62 1848 1214 1161 1141 634 106
is_linear=0
shrinkage=0.1


Tree=798
num_leaves=31
num_cat=0
split_feature=10 22 2 9 8 20 8 9 23 22 22 6 6 15 9 9 23 5 0 13 20 22 20 20 0 6 20 5 3 9
split_gain=0.174801 0.150376 0.384743 0.273588 0.431275 0.371374 0.338286 0.265175 0.262384 0.203345 0.170774 0.316777 0.33034 0.296604 0.282122 0.404284 0.467947 0.820528 0.30055 0.489347 0.257428 0.247205 0.236139 0.235036 0.199006 0.660643 0.303397 0.353057 0.358986 0.334261
threshold=90.988176966900014 -0.25167499999999993 199.66651340635002 195.07922778810004 8.1436447804000007 39.852039223600009 7.7439566930000003 205.70977008025002 0.092290000000000025 -0.59309999999999985 -0.15895000000000001 16.485385178400005 16.180378051950004 28.777417478550003 181.61255275325001 186.67271206880002 0.089475000000000013 21.446355970350002 105.70748523110002 117.60660091645001 48.315732392000008 -0.23771499999999998 44.710446918150005 45.673096293200011 85.716110573100011 16.465384711100004 43.812290675100009 30.133297129900004 94.92945658615001 190.58777288605003
decision_type=2 2 2 2 2 2 2 2 2 2 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 7 9 -5 -4 -1 11 12 13 21 18 16 -16 -18 19 -12 -13 23 -20 -3 25 -17 27 28 29 -27
right_child=-2 10 8 5 -6 -7 -8 -9 -10 -11 14 20 -14 -15 15 24 17 -19 22 -21 -22 -23 -24 -25 -26 26 -28 -29 -30 -31
leaf_value=0.0012888914489410236 -0.0011845531839652316 0.00049653799477621715 -0.0020349956286038499 -0.0018980069405505908 0.0020406721495924937 0.00038876191810253448 -0.0022865901113138984 -0.00017536300075162082 0.00011734262355789773 -0.00092213359263618069 -0.0013300110920183145 -0.0020253767265524269 0.001583490883522991 -0.001434733123239957 0.0015322431466984732 -0.0021507442106559762 -0.0010929497914457858 0.0012490805066456079 -0.0011661510163792316 0.00044383957434432445 0.00013169892451121972 0.00090990060066581011 0.0011828644764305142 -0.0020138106422780489 9.0771466128778441e-05 0.001165342360639559 0.0015090241415282441 0.0013909668996057801 -0.0020854164314306756 -0.00086976744370832282
leaf_weight=0.45914784535125364 0.43197494116293356 0.34614759108808435 0.678099682641914 0.71702826308319367 0.56196284666657448 1.2998492344049735 0.21589789190329611 0.6596032954112161 0.32076800742652267 0.24539112824640941 1.9062848513167407 0.31028689416416444 1.1437859433644915 0.32287622441072006 1.5806966227246442 0.67055816497304421 1.0858607878908517 1.2227900930447502 0.22371727147401532 0.87116534571396176 0.67638205306138843 1.8867731622885906 0.62195143914141227 0.24480264268640894 34.043582009951933 0.49450175414676845 0.44275651604402799 0.4029312617931281 0.48325532974558871 0.8329611230728915
leaf_count=35 319 31 79 31 7 64 5 37 17 46 401 83 29 18 31 36 25 25 74 25 27 123 48 44 1111 17 9 12 47 44
internal_value=5.78811e-05 6.76443e-05 -0.000251065 1.13871e-05 0.000687143 -0.000362888 -0.00013924 -0.00107261 -0.00134381 0.000518791 0.000100643 0.00044701 0.000695571 0.000332937 6.25901e-05 0.000108657 0.000710295 0.00014752 -0.000462012 -0.000773631 -0.000546657 0.000563285 0.000561445 -0.00054338 4.60409e-05 -0.00041167 2.73253e-05 -0.000269032 -0.000638425 -0.000111656
internal_weight=55.4038 54.9718 5.15775 4.15888 1.4824 2.67648 0.920437 1.37663 0.998868 0.704539 49.8141 4.93105 3.94439 2.8006 44.883 41.2599 3.88935 2.30865 3.62312 2.77745 0.986669 2.47772 0.845669 0.59095 37.3705 3.32696 2.65641 2.21365 1.81072 1.32746
internal_count=2900 2581 321 225 93 132 86 68 96 81 2260 355 245 216 1905 1357 81 50 548 426 110 198 122 75 1276 165 129 120 108 61
is_linear=0
shrinkage=0.00196078


Tree=799
num_leaves=31
num_cat=0
split_feature=23 23 22 2 14 22 15 4 16 13 12 13 21 23 2 13 13 15 17 20 19 16 19 7 7 5 20 20 7 2
split_gain=0.0606884 0.289052 0.188539 0.190701 0.180196 0.261475 0.175199 0.211313 0.238935 0.254901 0.133083 0.11417 0.194131 0.123616 0.21481 0.142265 0.295988 0.18342 0.13178 0.217379 0.174752 0.132085 0.150693 0.137562 0.191165 0.28645 0.135856 0.215911 0.381806 0.276334
threshold=1.0000000180025095e-35 -0.093074999999999991 -0.24103499999999997 101.14502893930002 162.85769004780002 -0.26138499999999998 41.018034898650008 161.23541642690003 22.604947139800004 116.59305220125002 360.86472214460008 95.99139754765001 18.904039828500004 0.07950500000000002 139.80186571705002 117.07428620665002 112.36141910395001 17.047047148850002 171.56914438675003 37.737818700150008 11.950964240300001 14.994964935250001 12.250988447150002 20.940097048150005 22.124753953150002 21.964328598750004 43.411469133450005 42.178283198950005 22.477322886550002 68.519383356500015
decision_type=2 2 2 2 2 2 2 2 2 2 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 -4 9 10 -9 12 -2 14 -13 16 17 -16 19 -15 -20 22 -22 -23 25 -25 27 -26 -29 -30
right_child=11 4 6 -5 5 -7 -8 8 -10 -11 -12 13 -14 18 15 -17 -18 -19 20 -21 21 23 -24 24 26 -27 -28 28 29 -31
leaf_value=0.073200678528794402 -0.062151441033419602 -0.0025802930517416839 -0.037065088723528095 -0.10192264976269171 0.032887090487274506 -0.10141054738140093 -0.035573428988743529 0.028539331308793971 0.096629386712762402 -0.10553222964973574 -0.064882697214121002 0.078476819505321496 0.047029299173678145 0.036765767045727531 0.093774445272189796 -0.051578558362642059 0.09411657153532256 -0.082658932580724501 0.045683790835604178 -0.093494894096196809 -0.0018187837314175268 0.063276558727496199 -0.10406010006954497 -0.092851718479996917 0.006403267543854463 0.0061758203258199043 0.024289764353329347 -0.10761131533474316 0.10003388573638561 -0.013212703516610967
leaf_weight=0.078604853304568567 0.62959874313389619 0.55724158338853047 0.6243989493632397 0.29762555222396259 0.18085965604768717 0.73068124681685731 0.77002802130300541 2.6910004714022775 0.422203336842358 0.16245925990369858 0.16164388816105191 0.58680702452693612 0.21967874898109585 0.20053226272284774 0.077766337082721293 0.32928728908882476 0.33864921890199184 0.24317790801433148 0.9172338944044921 0.35474389928276651 0.33723577466298849 0.36545954814937687 0.25179149492760189 0.52547854586737475 17.629781496652875 0.6577167654177174 2.7568320129066697 0.41918276892829354 0.22452054382301856 5.3444625571064535
leaf_count=10 525 23 34 130 13 118 32 368 10 42 27 32 26 27 4 17 17 63 60 75 28 27 34 32 688 33 124 22 5 254
internal_value=0.000482684 -0.00819882 0.00285087 -0.0653346 -0.0473785 -0.0747644 0.00816024 0.0164514 0.0261728 0.0163068 0.0232456 0.00227115 -0.0339102 0.00324477 0.0305459 0.0021034 0.0289029 -0.0399083 0.00181012 -0.0464526 0.00272073 0.00133863 -0.0455239 0.00232716 0.00151889 -0.0378041 0.00328295 0.000830905 -0.0155747 -0.00864703
internal_weight=39.0867 6.67675 5.20796 0.37623 1.46878 0.911541 4.83173 4.06171 3.43731 3.0151 2.85264 32.4099 0.849277 31.5607 1.57569 0.988881 0.659593 0.320944 29.985 0.555276 29.4297 28.5125 0.589027 27.9234 27.558 1.1832 26.3748 23.6179 5.98817 5.56898
internal_count=2900 807 653 140 154 131 513 481 447 437 395 2093 551 1542 133 101 84 67 1409 102 1307 1247 62 1185 1158 65 1093 969 281 259
is_linear=0
shrinkage=0.1


Tree=800
num_leaves=31
num_cat=0
split_feature=13 16 0 13 6 20 20 16 22 17 17 10 0 9 21 15 22 17 9 4 20 21 21 13 18 12 13 16 3 16
split_gain=0.206244 0.664216 0.542534 0.37505 0.347291 0.27042 0.468238 0.552499 0.347887 0.417566 0.80798 0.347334 0.351249 0.427906 0.333764 0.30438 0.383214 0.284451 0.416202 0.536096 0.507726 0.470436 0.614839 0.359314 0.353251 0.336417 0.240768 0.577421 0.496929 0.412151
threshold=112.82921081865001 19.974953289850003 90.337570099350003 113.92610173585001 15.925372093750001 42.178283198950005 42.487106141350004 22.694946929300002 -0.067574999999999996 188.31851043910004 185.45203303005005 61.993156030000002 86.20003303655001 201.2906445504 6.6145699112000012 46.574831689400007 -0.096499999999999989 184.59783591905003 195.29234479735001 277.00048312305006 41.24714903835001 1.7359311306500003 7.362244800500001 117.61735474900001 12.848040995400003 144.78335471795 109.72404167800001 19.214955067100004 86.130133125200004 18.684956306450005
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 26 3 -2 -4 15 7 -7 9 10 -8 -11 -13 -14 -10 17 -17 24 23 21 -21 -20 -23 -19 -5 -25 27 29 -28 -1
right_child=2 -3 4 5 -6 6 8 -9 14 11 -12 12 13 -15 -16 16 -18 18 19 20 -22 22 -24 25 -26 -27 28 -29 -30 -31
leaf_value=-0.00011678880844218187 -0.0012513300685435811 -0.0015320725615100012 3.1415748733248602e-05 0.00016340939110788742 0.0016561143417631412 -0.0020401947626061422 0.00050092273876049733 0.00059947989429236801 -0.0021422513158418396 0.0013395967751704809 -0.002125765593499199 -0.0010094220013982986 0.0013791686147234538 -0.00020089242808340768 -0.00019791001337219878 0.00063310801826032669 -0.0020320724334347375 0.0011077991891361276 0.0010544950473607611 0.0013601356491725401 -0.0002740800828557224 -0.0012558011898922759 0.00039561174829356213 0.00090640592314459082 -0.0015344836210576742 -0.0006297592391556982 0.0017489491326696711 -0.0016600051480413721 1.0146060770436625e-05 0.00076772720466509927
leaf_weight=14.309817286219198 0.75430975045674742 1.1226894116261963 0.76218216679990236 1.9110042789689132 1.5039629153907297 0.92481137216236564 1.1578758835166798 0.45475834514945745 0.46687325556194892 1.5262449653819201 0.73670733475591976 0.71346304818871464 1.2419475242495539 1.4038023774046449 1.2435089383579905 0.37088511558249593 0.47060683171730389 4.7349293464794737 0.8058428014628588 1.9849331001751127 1.1569495047442613 2.1889285945799206 1.4350309380097312 1.1097734328359368 0.62525008723605413 1.082965799141675 0.89984963880851809 0.8376061205053692 2.122180777725589 2.3592970531899473
leaf_count=1667 41 49 22 100 34 45 87 12 38 30 29 46 17 29 54 19 36 77 23 45 29 48 26 17 40 26 17 39 65 93
internal_value=8.31055e-05 -6.35098e-05 0.00018628 0.000112861 0.00110967 0.000149947 -0.000110567 -0.00117006 6.15854e-05 0.000260935 -0.000520463 0.000563961 0.000211554 0.000540808 -0.000728646 0.000293777 -0.000857402 0.000350641 0.00045661 0.000138846 0.000758361 -0.000300552 -0.000601868 0.000803914 -0.000255164 0.000147714 1.68039e-05 -7.14217e-05 0.000527898 8.40297e-06
internal_weight=52.419 21.6514 30.7675 28.5014 2.26615 27.7471 9.86999 1.37957 8.49042 6.78004 1.89458 4.88546 3.35921 2.64575 1.71038 17.8771 0.841492 17.0356 14.4994 7.57168 3.14188 4.4298 3.62396 6.92767 2.53625 2.19274 20.5288 17.5067 3.02203 16.6691
internal_count=2900 1930 970 914 56 873 387 57 330 238 116 122 92 46 92 486 55 431 291 171 74 97 74 120 140 43 1881 1799 82 1760
is_linear=0
shrinkage=0.00196078


Tree=801
num_leaves=31
num_cat=0
split_feature=20 22 17 20 2 23 16 19 20 7 3 7 7 18 6 6 20 3 3 12 22 9 2 14 19 16 2 22 23 23
split_gain=0.0553247 0.0910713 0.123108 0.0847735 0.129903 0.091459 0.111719 0.12877 0.127056 0.0714903 0.160026 0.0744325 0.126263 0.161267 0.155049 0.1752 0.144231 0.137031 0.236071 0.103172 0.416041 0.425213 0.306685 0.255324 0.298455 0.309488 0.253698 0.228047 0.351694 0.391518
threshold=49.275256100300005 -0.15818499999999999 172.11348093270001 48.852845034800005 218.28588289425002 -0.27223499999999995 22.664946999500003 10.350835137000002 32.785955158400007 17.938678131200003 103.44111502715002 20.234873028950002 21.725272673150005 13.849588037450003 18.155424198600006 16.705390318750002 38.828362408050005 93.716961969300016 97.300676657200015 149.11894257355002 -0.11600999999999999 199.46724415935003 120.54857872840002 202.65261526855002 13.351077205700003 18.634956423400002 128.59294673040003 -0.068524999999999989 0.12424000000000003 0.11360500000000003
decision_type=2 2 2 2 2 2 2 2 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 7 -1 -9 -7 11 -11 13 17 15 19 -17 -13 -19 20 21 -14 23 -22 25 -25 -21 28 29 -28
right_child=1 -3 -4 4 -6 9 -8 8 -10 10 -12 12 14 -15 -16 16 -18 18 -20 26 22 -23 -24 24 -26 -27 27 -29 -30 -31
leaf_value=0.073980680958727701 -0.10191911018260202 -0.071393503975506589 0.038158311285472674 0.082110383992502201 -0.014147440619871516 0.061141714738324041 0.049274063770378379 0.047915791497648186 -0.1040819546699094 0.038999790974474188 -0.067307902809146766 -0.094682175382907019 0.074866994815929178 0.044738085419439619 0.055675485058519984 0.0043657038322043344 -0.079228866238582912 0.046621020488702564 -0.080752150108288734 -0.063748609338644083 0.001662572204877164 -0.0065984684977573168 0.05936275213092565 -0.054942944912399053 -0.082137406377758043 0.10173578676696925 -0.0095333698240288173 0.012705152563724008 -0.081496758447860779 0.079627793107181447
leaf_weight=0.062364671051908682 0.082053368027118267 0.28000399720440228 0.26656601711147232 0.3155074210226293 0.25232400977256475 0.19680883371802238 0.11643215548247099 0.065274212625809014 0.34920612913811055 0.51764024088333727 0.34266748417212411 0.39008086820831411 1.6855808603286271 0.22732370421726955 0.52819519309559737 0.35768469970207561 0.48797748154174769 0.28641701378182916 0.29576495815126691 0.65214859461412089 8.8180681871799553 1.0335829207724598 0.81153505750353438 0.28226518803524026 0.83088292949832976 0.22783581726253033 9.9902009150789475 7.8788702651671736 0.63991110876952539 0.51803111642220834
leaf_count=12 20 149 50 16 29 56 4 27 116 58 104 55 73 30 37 15 32 21 55 20 327 77 43 68 36 6 769 526 49 20
internal_value=0.000502168 -0.0289228 0.00518876 0.000986889 0.0393368 0.00040762 -0.0385444 -0.0599872 -0.0801447 0.00103221 0.00071076 0.00135003 0.0008078 -0.0310893 0.00190913 0.0010791 -0.0438714 -0.0488184 -0.0180882 0.00221827 0.00888504 0.0439011 0.000205972 -0.00451965 -0.0451728 0.0150374 -0.00241944 -0.000317393 -0.00952098 -0.00513793
internal_weight=38.7892 0.628623 0.348619 38.1606 0.567831 37.5928 0.593277 0.476845 0.41448 36.9995 36.8027 36.46 35.9424 1.19959 34.7428 34.2146 0.845662 0.972263 0.582182 33.3689 13.6898 2.71916 10.9706 10.1591 1.34098 0.510101 19.6792 19.027 11.1481 10.5082
internal_count=2900 219 70 2681 45 2636 159 155 143 2477 2421 2317 2259 161 2098 2061 47 131 76 2014 630 150 480 437 110 74 1384 1364 838 789
is_linear=0
shrinkage=0.1


Tree=802
num_leaves=31
num_cat=0
split_feature=12 14 20 23 17 0 5 7 16 2 2 13 4 12 22 2 21 17 6 5 23 20 10 22 6 13 15 15 22 20
split_gain=0.0524513 0.119251 0.212242 0.184394 0.117795 0.110941 0.263827 0.421741 0.209761 0.2689 0.343933 0.263115 0.204557 0.279682 0.36266 0.384926 0.40919 0.345469 0.26833 0.266534 0.241326 0.216771 0.195503 0.219014 0.195465 0.416603 0.342131 0.51478 0.417396 0.443673
threshold=92.695913642950003 168.39662374755002 39.420767558750008 0.086785000000000015 166.83257850275001 86.530713386650021 21.495293572000005 22.765858321950002 22.614947116400003 167.29597799085005 226.19683278270003 117.50443950750001 170.05002137425001 178.88951783280001 -0.01762 215.60007756200005 1.8462237188500004 188.16174763880002 16.495385412050002 22.782602051550004 0.094165000000000013 40.79983011445001 62.036171360100006 -0.086894999999999986 15.925372093750001 117.38883580790001 28.777417478550003 28.129673635100001 -0.073724999999999999 35.461062230100005
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=-1 2 -2 -4 -3 6 7 -6 11 -10 -11 24 -8 17 15 16 -15 19 -19 -14 21 -16 23 -17 26 -26 27 -7 29 -28
right_child=1 4 3 -5 5 8 12 -9 9 10 -12 -13 13 14 20 22 -18 18 -20 -21 -22 -23 -24 -25 25 -27 28 -29 -30 -31
leaf_value=-0.0120633917729748 0.079369796142745197 -0.051054021736707117 0.046113048860234103 -0.023457624513655743 0.00040628112605015169 0.0029356086634826951 -0.087009079013115886 -0.10777153798831388 -0.019940602140125992 0.08426434101345312 0.0038492889820380912 -0.057655756900042758 -0.060695280557461179 0.040086663461899666 0.039601082668839854 -0.020399645967803373 -0.084848958805838898 0.013724682250707269 0.0806675922487603 0.017279523728581974 0.073503648650072972 -0.076895185631928015 -0.063305566319872913 0.054078995666712086 0.042617888064100884 -0.025279735485892515 0.033495461503083003 0.09091269955334394 0.0070098009084984527 -0.065431778018266204
leaf_weight=3.0783393172050628 0.53028506078408044 0.44434123288146921 0.66289158020663286 0.89580248488346115 0.82441606620341079 7.1473450576834328 0.27083575818687577 0.64028170274104923 0.7946255244314665 1.1839446849189701 0.96566915605217207 0.73358321806881477 0.70628258667420407 0.31697217548935253 0.35677962878253511 0.80671608096054104 1.5157482760405399 1.278434473089874 1.1262743737315757 1.155669183906866 0.65757969659171067 0.28919628346920945 0.38634742867725425 0.77330229248036619 2.9877217411412849 1.2955263047479091 0.55768134246045553 0.73333390714833502 2.7667476754722884 2.4232177670055535
leaf_count=180 28 282 20 25 26 1193 14 23 16 29 41 28 19 24 11 76 111 27 25 115 19 44 33 22 86 25 18 21 127 192
internal_value=0.000454423 0.00154829 0.0247217 0.00612985 8.74848e-05 0.000782539 -0.00733969 -0.0468828 0.00496033 0.0297653 0.0481396 0.0010434 -0.0013316 0.00114505 -0.0146538 -0.0302701 -0.0632411 0.0200394 0.0450782 -0.0122982 0.0308583 -0.012553 0.000460111 0.0160521 0.00344747 0.0220813 -0.00240896 0.0111223 -0.0209618 -0.046924
internal_weight=38.3059 35.2276 2.08898 1.55869 33.1386 32.6942 11.1048 1.4647 21.5894 2.94424 2.14961 18.6452 9.64014 9.3693 5.10264 3.79909 1.83272 4.26666 2.40471 1.86195 1.30356 0.645976 1.96637 1.58002 17.9116 4.28325 13.6283 7.88068 5.74765 2.9809
internal_count=2900 2720 73 45 2647 2365 589 49 1776 86 70 1690 540 526 340 266 135 186 52 134 74 55 131 98 1662 111 1551 1214 337 210
is_linear=0
shrinkage=0.1


Tree=803
num_leaves=31
num_cat=0
split_feature=18 18 16 9 9 10 20 16 6 19 0 15 7 23 15 22 9 0 22 15 9 17 8 16 20 4 0 3 3 13
split_gain=0.0558839 0.433124 0.381384 0.347691 0.312413 0.302346 0.411915 0.223132 0.622662 0.333549 0.423007 0.293141 0.408009 0.262709 0.290116 0.251398 0.235759 0.226652 0.223978 0.458932 0.215537 0.211408 0.20957 0.206253 0.203221 0.188321 0.183387 0.181784 0.231339 0.353289
threshold=13.482409244300003 13.5308213324 22.604947139800004 199.21354841250005 204.88165762580005 62.106071271500007 41.395309858300003 22.614947116400003 16.385382841850003 14.351157895250003 85.775256651950016 44.34858359035001 22.477322886550002 0.081315000000000012 36.636904827250007 -0.103615 192.53043113735001 84.95796538030001 -0.060760000000000002 38.198215516250009 186.14781787895004 188.73286619890004 8.4434108459500017 22.654947022900004 40.922041107600009 375.86663358980007 83.992808911450012 93.168516510700016 92.359290613450014 117.38883580790001
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=7 -2 5 -4 -5 6 -3 13 -9 10 -10 12 20 18 15 -15 -14 -13 19 25 -11 22 -17 -18 -20 -1 -22 28 29 -7
right_child=1 2 3 4 -6 27 -8 8 9 11 -12 17 16 14 -16 21 23 -19 24 -21 26 -23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=0.016840341298561247 -0.078990619593486369 0.03389544606463548 0.086981159102313119 -0.03541064108605653 0.042480377083830713 -0.0020237812641430326 -0.10552034162869493 -0.092844680271744584 0.025901304894059691 0.022510099715208683 -0.066755731336943985 0.039505784590660342 0.095102116991003613 0.041239579582914417 0.052343120753462251 -0.10919420066736757 -0.011981295628211795 -0.10440142690522079 0.076186870003617582 -0.10770686573295885 0.0064191873721959301 0.016538256260453032 0.01146261463077918 0.064982694555457451 -0.038951711321417594 -0.10281333653271546 -0.091252182759561887 -0.074504577254622825 0.045202029450304104 -0.11474667033729496
leaf_weight=1.1965151559670633 0.72045675589470448 0.31468579810462571 0.85226349992444683 0.8549592063063759 1.2947741837706415 16.459930124729464 0.64898992475355044 0.76121737534413103 0.80926499022825771 0.93504702858626865 1.2595938176236812 0.16620825379504811 0.88308689743280444 0.98476615439722115 2.7564955569978338 0.41003886912221765 0.65213352069258668 0.32046345628623385 0.47838490270077993 0.51023236336186517 0.34100253245560452 0.58637871834798716 0.22183479747036472 0.74710159006644972 0.2255803905927678 0.14778265886161523 0.4406397296115756 0.34405324961335182 1.0166154534090299 0.28281649574637313
leaf_count=201 24 10 29 30 54 1792 39 27 37 25 44 12 20 52 76 47 16 45 18 24 28 18 16 27 91 25 15 32 20 6
internal_value=0.000419112 -0.00269026 -0.000199398 0.032931 0.0115027 -0.00541557 -0.0599945 0.00519613 -0.0072369 0.00270524 -0.0305115 0.0180253 0.0269432 0.0172947 0.0307211 0.00366677 0.0546455 -0.0552542 -0.00873167 -0.0269609 -0.00988669 -0.026705 -0.0668347 0.0291125 0.0392916 0.00368646 -0.0486417 -0.00251025 -0.00111549 -0.00392788
internal_weight=37.6233 22.7895 22.0691 3.002 2.14973 19.0671 0.963676 14.8338 7.31576 6.55454 2.06886 4.48568 3.99901 7.51801 4.95951 2.20302 2.28232 0.486672 2.5585 1.85453 1.71669 1.21825 0.631874 1.39924 0.703965 1.3443 0.781642 18.1034 17.7594 16.7427
internal_count=2900 2036 2012 113 84 1899 49 864 296 269 81 188 131 568 209 133 63 57 359 250 68 81 63 43 109 226 43 1850 1818 1798
is_linear=0
shrinkage=0.1


Tree=804
num_leaves=31
num_cat=0
split_feature=17 7 13 0 18 13 16 7 0 18 7 20 6 20 21 21 15 15 16 21 20 18 8 23 0 9 17 16 12 6
split_gain=0.0486055 0.0965074 0.142748 0.147666 0.122827 0.138067 0.119895 0.118454 0.113744 0.108954 0.0878576 0.0856463 0.23023 0.208584 0.146214 0.243431 0.174774 0.155207 0.186469 0.221642 0.150327 0.177148 0.199537 0.279078 0.109662 0.103253 0.252631 0.279422 0.275811 0.272811
threshold=242.64190980425005 26.752366550650006 81.98184222990001 102.21786657775002 17.140917755100002 95.870416931800023 11.934972090850001 29.973557588500004 101.47316367565001 17.484317143600006 20.562096111400006 43.19689381845 10.855253631250003 43.082598263550004 6.655069997600001 6.0479909019000013 40.682889193900003 36.282341310300005 18.324957148300005 2.9845679401500003 43.509905336500005 14.804191144800003 8.543332867800002 -0.17732499999999998 87.568458224950021 187.70546222865002 184.84480138465003 22.794946695500006 116.69318432075001 15.925372093750001
decision_type=2 2 2 2 2 2 2 2 2 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 8 6 9 10 -3 -4 -6 -1 12 -8 25 15 17 20 18 19 -13 -16 22 23 -22 -15 26 27 29 -28 -14
right_child=-2 2 3 -5 5 -7 11 -9 -10 -11 -12 14 13 24 16 -17 -18 -19 -20 -21 21 -23 -24 -25 -26 -27 28 -29 -30 -31
leaf_value=0.02769670946655875 0.038725078565188219 0.070238951899328814 -0.054682874956299969 -0.083880920379139856 0.057314434848957201 0.079089087251312501 -0.094438050356453904 -0.10052871873796175 0.044396636553898666 -0.10119172215255984 -0.076947089194241883 0.036253271766513634 0.019163961171141428 -0.10582526326820973 0.063824150365957177 0.081800784354903081 -0.067937407807498226 -0.024847749852477369 0.069995572341015819 -0.10169046634335942 0.0262960562079343 0.057977454678731971 0.069694386859270749 -0.059212901965615045 -0.016396954417994616 -0.0016413166003282173 0.085335050052408823 0.10134075787356969 0.012884736136295608 -0.08603988540916245
leaf_weight=0.10570517488485975 0.32743046819814381 0.21252884119849003 0.23183641809009714 0.49056731177688562 0.081041513076342109 0.40113901486620307 0.26307573678423324 0.050217761777503256 0.23163334117271006 0.093282347095282603 0.33295165258050474 0.34390906298358392 0.42666673061467653 0.27681846163068158 0.38692592622101152 0.66628830968693353 0.36112277567735862 0.72434649860952038 0.64552804542472586 0.17613467893716006 0.59604591749666802 0.38795865883002978 0.23668713669758279 1.0612887257739196 0.27171612856909633 24.241978357880726 0.73967214487493071 0.15813017729669798 1.8142769997648427 0.58369970616604405
leaf_count=27 55 86 38 250 18 20 88 120 15 47 171 28 52 29 25 26 26 30 29 54 59 71 7 151 12 1107 19 5 77 158
internal_value=0.000367716 2.44994e-05 -0.027666 -0.0456408 0.000976923 0.0467991 0.000219214 0.0376008 -0.00516483 -0.0275037 -0.0517306 0.000882387 -0.00131728 -0.000458101 0.0122134 0.0298275 -0.00264626 0.0115044 0.0340955 -0.0104672 0.00618812 -0.00358448 -0.0161944 -0.0284604 -0.061527 0.000739793 0.0162465 -0.0222678 0.0338677 -0.0416134
internal_weight=36.9206 36.5932 1.21678 0.954037 35.3764 0.575463 34.8009 0.262747 0.46347 0.174324 0.438657 34.3623 28.776 28.513 5.58624 2.55621 3.03003 1.88992 1.16557 0.520044 2.66891 2.28198 1.89402 1.65733 0.548535 27.9644 3.72245 1.1685 2.55395 1.01037
internal_count=2900 2845 509 303 2336 85 2251 206 53 65 198 2053 1547 1459 506 167 339 141 111 82 313 288 217 210 41 1418 311 215 96 210
is_linear=0
shrinkage=0.1


Tree=805
num_leaves=31
num_cat=0
split_feature=12 21 9 22 8 4 18 14 6 5 20 22 22 0 5 20 13 9 3 16 2 13 6 15 17 5 21 22 23 17
split_gain=0.0512752 0.111645 0.15615 0.133201 0.0984472 0.160872 0.118784 0.094236 0.0983322 0.281622 0.683847 0.270283 0.428084 0.34556 0.404788 0.275014 0.31682 0.252461 0.232565 0.188624 0.187737 0.186991 0.188657 0.222756 0.485362 0.294019 0.172507 0.167726 0.162603 0.156413
threshold=92.695913642950003 1.0000000180025095e-35 197.89372115420002 -0.14581999999999998 8.3434888241000014 148.04566182605001 13.650870338750002 158.52715325430003 16.465384711100004 22.120912517600004 40.621691032550004 -0.095019999999999993 -0.058529999999999992 86.950112854950021 24.635572506200003 40.878805547300004 117.69263157665002 188.99238851175002 93.394346993650018 22.714946882600003 136.00952513250002 117.68187774410002 16.445384243750002 42.133814420300006 204.43529195140005 24.375372008600007 12.567475366050003 -0.072569999999999982 0.085155000000000022 204.53341124495003
decision_type=2 2 2 2 2 2 2 2 2 2 2 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 -6 -5 -2 19 10 -10 13 18 14 -11 -14 -17 -12 -13 21 -20 22 23 29 25 27 -16 -25 -22 -9
right_child=7 3 -4 4 5 -7 -8 8 9 11 17 12 15 -15 26 16 -18 -19 20 -21 28 -23 -24 24 -26 -27 -28 -29 -30 -31
leaf_value=0.057464766776714686 0.047302737195155764 0.043952975789452835 -0.030506839967170487 -0.011078890416811692 -0.049252684262749528 0.027144947234814077 -0.090324743457871615 0.0099536137915847926 0.030174333567486541 -0.10757672449851691 -0.018046315038456582 0.095084049723362124 0.023930239365135875 0.071445929815647152 0.013840852453892355 -0.080464259749733813 0.037177077555049745 -0.100703429055778 0.058143623525741345 0.080189146333934591 0.030195137857299464 -0.052871553789610948 0.042947395465060587 -0.10772802711586334 0.057509331602507076 0.023023555583465589 -0.10314538499728967 -0.031651194124818802 -0.071648963080414296 -0.012590410107215464
leaf_weight=0.46350077683200597 0.44233701936900516 0.25352273550925075 0.35731517742897267 0.30682778852496961 0.59569040947826557 0.51298606341879349 0.49317260999669088 16.172181690709198 1.0050488532287984 0.64407495356863342 0.54589704377576698 0.72551344940438856 1.0082781678356703 0.29470529314130534 0.79359727154223947 0.82338149800034421 0.31708343888749368 1.1436547968769444 0.78733637354162034 0.321821411154814 0.35382540556020103 0.5819764428306361 1.2108967508247577 0.76458406675374135 0.49898865073919285 0.36756821688322805 0.14984957718843361 0.46668281147140012 0.28148199440693134 3.8008978430567586
leaf_count=39 9 24 19 12 26 20 40 1424 31 37 14 12 48 8 142 130 23 50 23 14 19 18 41 44 24 36 24 22 33 494
internal_value=0.000333435 -0.0122299 0.0191692 -0.0241496 -0.0331954 -0.0139034 -0.0599312 0.00145208 0.000838595 -0.00816521 -0.0351424 0.00359903 0.0174412 -0.028001 -0.0464622 -0.0141181 -0.0477564 -0.0739968 0.0490091 0.0041421 0.025512 0.00311655 0.00451609 0.0024076 -0.028591 -0.0554626 -0.00474031 -0.0788929 -0.0149283 0.00566346
internal_weight=36.4847 2.98302 0.820816 2.1622 1.90868 1.10868 0.8 33.5017 33.0593 8.87373 2.6946 6.17913 4.2969 1.88223 1.58752 2.14874 1.14046 1.68955 2.14816 24.1856 1.42264 23.8638 23.2818 22.0709 2.09782 1.59884 0.943447 1.23127 0.635307 19.9731
internal_count=2900 180 58 122 98 46 52 2720 2711 594 95 499 288 211 203 201 153 64 87 2117 75 2103 2085 2044 126 102 166 66 52 1918
is_linear=0
shrinkage=0.1


Tree=806
num_leaves=31
num_cat=0
split_feature=19 6 18 15 16 21 22 18 15 10 2 22 6 18 6 17 15 18 8 3 21 6 20 13 13 19 16 3 17 16
split_gain=0.0503677 0.0937857 0.128031 0.073655 0.197156 0.373817 0.283486 0.27815 0.112827 0.205457 0.175878 0.22357 0.137321 0.276167 0.272263 0.226616 0.291778 0.290487 0.238596 0.26727 0.220902 0.216286 0.202406 0.199967 0.28686 0.173886 0.312862 0.229898 0.349647 0.321816
threshold=14.651182102100002 16.465384711100004 13.434779691800001 44.920183738100008 22.674946976100003 15.294585115650001 -0.063985 13.415872650200003 42.670190152050004 61.944763783650011 283.48757570455001 -0.063985 16.455384477450004 13.303774303900001 16.565387047600002 188.07781354100004 37.576156502300009 13.159487726550003 8.3434888241000014 93.905154038450021 5.2714636949000004 16.445384243750002 41.24714903835001 117.57433941890001 117.55283175385001 14.451165964200003 22.544947280100004 88.727183679150016 193.73902333365001 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=3 -2 -3 8 5 6 -5 -6 12 -10 11 -11 21 15 22 16 18 -17 19 -14 -16 23 -15 24 25 27 -27 -1 29 -29
right_child=1 2 -4 4 7 -7 -8 -9 9 10 -12 -13 13 14 20 17 -18 -19 -20 -21 -22 -23 -24 -25 -26 26 -28 28 -30 -31
leaf_value=-0.0026666329585843009 0.053771283534370634 0.039950754818077416 -0.035578428975259882 -0.1032541659720716 -0.040599188878265163 0.082691032862750424 -0.0070909644149275341 0.088969787866743796 0.062013025756195106 -0.078372690425150895 0.051862985001986384 0.023634284223166029 -0.10820751223230707 -0.02151792492375823 -0.04317609957794398 0.069117471599459288 -0.064981587588886502 -0.010611625570529061 0.042258638658712912 0.0016775320639422595 0.050261228275338243 0.05566398135411639 -0.1068144111631268 -0.040837836302168334 0.079305471397788013 -0.072510822072426651 0.0083544254395343433 0.01222046075511328 0.048889956369300991 -0.079465023335430651
leaf_weight=13.499223026933597 0.49680629442445823 0.42074231896549463 0.48101333202794194 0.68532744655021816 0.31933583656791587 0.21466167597100128 0.55467373337887627 0.34433570597320795 0.82477861526422147 0.43329545436427008 0.40917454204463866 0.42619868740439382 0.295945970341563 0.44458598457276843 0.61832201332435921 0.88855016832530942 0.87857151759089891 0.94084833702072501 0.9072435443958965 0.87811932531167258 0.42827488406328484 0.75048999837599595 0.74337362626101822 1.0826627472415555 0.48421445209532876 0.8507607618230385 1.0932535128667948 2.5371312549668796 2.5327828588524426 0.45086195692419995
leaf_count=1691 14 26 21 92 34 12 40 11 27 24 20 17 8 11 36 24 36 25 52 241 14 16 40 28 10 27 30 182 80 11
internal_value=0.000278929 0.0188831 -0.000337925 -0.000474876 -0.0185404 -0.0391469 -0.0602387 0.0266257 0.00070631 0.0231591 -0.00210032 -0.0277903 -0.000844703 -0.0131001 -0.0421295 0.000444287 -0.016657 0.0281133 0.00374206 -0.0260211 -0.00494088 0.00285267 -0.0748928 0.00109355 0.00321016 0.00145256 -0.0270347 0.00436421 0.0215558 -0.00161407
internal_weight=35.9156 1.39856 0.901756 34.517 2.11833 1.45466 1.24 0.663672 32.3987 2.09345 1.26867 0.859494 30.3052 7.02384 2.23456 4.78928 2.95988 1.8294 2.08131 1.17407 1.0466 23.2814 1.18796 22.5309 21.4482 20.964 1.94401 19.02 5.52078 2.98799
internal_count=2900 61 47 2839 189 144 132 45 2650 88 61 41 2562 487 101 386 337 49 301 249 50 2075 51 2059 2031 2021 57 1964 273 193
is_linear=0
shrinkage=0.1


Tree=807
num_leaves=31
num_cat=0
split_feature=5 21 5 10 18 6 9 20 5 5 13 5 5 9 9 23 6 0 10 22 20 15 23 7 6 3 10 18 0 13
split_gain=0.048683 0.116035 0.0805003 0.0991343 0.0786909 0.171385 0.27484 0.22105 0.210243 0.161848 0.251798 0.150493 0.170924 0.148868 0.156077 0.166169 0.142301 0.138857 0.606572 0.268885 0.1335 0.366564 0.22961 0.34616 0.208957 0.254162 0.23093 0.468258 0.430315 0.310442
threshold=7.7286379265000011 8.8712712239000009 5.2595069053500012 91.28659581940002 15.312071772700003 14.815346158200002 203.83507631320003 43.124157941850008 17.671168838450004 18.310380701750002 107.37432927200003 20.766972852450003 22.553892743650003 199.21354841250005 192.53043113735001 0.088005000000000014 13.775321858200002 93.679323555450011 68.961639504150014 -0.079824999999999993 38.592454371550012 30.124327028350006 0.087205000000000019 22.940014114900002 16.585387514950003 93.716961969300016 66.697957758300021 13.601370067700001 90.337570099350003 116.20860268865
decision_type=2 2 2 2 2 2 2 2 2 2 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 9 16 -7 10 13 -11 -13 14 15 -2 -8 18 20 -19 21 -10 -23 -24 26 -26 28 -28 29 -22
right_child=4 2 -4 -5 -6 8 7 -9 17 11 -12 12 -14 -15 -16 -17 -18 19 -20 -21 24 22 23 -25 25 -27 27 -29 -30 -31
leaf_value=-0.10065932456027633 -0.046496050084426858 0.04007687113451501 -0.10052728734514971 -0.10076353322381396 0.012246989011397445 0.067422794505920397 -0.025563387252515529 0.015742918544721131 -0.070265189565789352 0.049381436571979777 -0.073529128750259756 -0.081389213862946508 0.02473335650734719 0.040759182927872534 -0.10491422734069769 0.03805226020372672 -0.10254146582695055 -0.014051253429646688 -0.10847494070447078 0.070312392033875695 -0.069567764021619183 -0.014453406272139861 0.01329809420921739 0.092076603147693697 -0.084704101197159487 -0.0081340071894939539 0.041013683302804298 -0.10522527345224678 0.06794385897368059 0.0033921758548659652
leaf_weight=0.16086849267776315 0.47040002240828804 0.30839483624367858 0.068892611617229704 0.059642241357323655 5.0680790704082019 0.48582700267434376 0.35866442503174745 0.33573636272922147 0.40272673926666458 0.85673576344561275 0.64198194022173982 0.24031483101498452 0.4119170171834412 0.58640075920266088 0.186661218496738 0.45954849950794596 0.72673079775995575 0.71905678790062666 0.51316961287193308 0.79603060195222386 0.60877518173220124 0.81211328321660436 1.2846359363757076 0.98580871615558852 0.63424753653816823 1.369637053466249 0.36375587526708919 0.55005223490297794 1.0065585542470223 13.877757413094512
leaf_count=312 94 66 70 69 641 16 33 22 102 94 52 51 51 27 18 32 81 24 23 23 52 41 39 25 28 227 11 31 32 513
internal_value=0.000243993 -0.0280509 -0.00131795 0.017253 0.000730698 -0.00123545 -0.0175805 -0.0551696 0.00229676 -0.0037197 -0.0201585 0.0218268 -0.0143675 -3.93924e-05 -0.0214652 -0.00471519 -0.0771044 0.000974259 -0.00100667 0.0302736 0.00151202 0.0194583 0.0311804 0.0475031 -0.00188532 -0.0323691 0.00183787 -0.0470125 0.00471914 0.000326142
internal_weight=35.3511 0.597798 0.43693 0.368037 34.7533 29.6852 5.27509 1.42113 24.4102 3.85396 2.34499 1.50897 0.652232 1.70301 1.11661 0.929949 1.0854 23.9243 22.4092 1.51509 21.8961 3.48528 3.08256 2.27044 18.4108 2.00388 16.4069 0.913808 15.4931 14.4865
internal_count=2900 517 205 135 2383 1742 555 136 1187 419 223 196 102 171 144 126 114 1171 1124 47 1101 207 105 64 894 255 639 42 597 565
is_linear=0
shrinkage=0.1


Tree=808
num_leaves=31
num_cat=0
split_feature=12 17 5 8 10 13 2 7 23 13 18 17 6 6 7 12 10 7 6 20 3 7 18 10 17 15 12 22 23 20
split_gain=0.0510204 0.258732 0.223303 0.147913 0.127002 0.209784 0.120496 0.0887939 0.0850794 0.0653117 0.175275 0.133612 0.138674 0.225069 0.158679 0.108821 0.123005 0.113882 0.148368 0.206066 0.135593 0.0953557 0.250512 0.209967 0.157415 0.168361 0.165287 0.223837 0.192401 0.22567
threshold=327.98456567570003 208.75622138895002 18.367178700250005 2.9476996444500005 74.986474174450009 117.55283175385001 297.58713971970008 23.9444576715 -0.16319499999999998 98.238948544700023 17.140917755100002 208.12573104970002 14.215332138950002 12.535292885100002 24.437987282900004 150.89336347300005 71.273713496300005 22.832271203950004 13.200308423050002 42.406961525800007 75.559115756250023 24.785467646950003 14.662165311550002 75.465019721650009 189.90635174060003 20.203197038850004 160.15558337000002 -0.08459499999999999 0.086785000000000015 39.468990633150007
decision_type=2 2 2 2 2 2 2 2 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 4 3 -3 5 -2 9 -6 -9 15 11 21 13 -13 -14 -1 -17 -18 19 -19 -21 22 -11 -24 25 -23 -26 -28 -29 -30
right_child=1 2 -4 -5 7 -7 -8 8 -10 10 -12 12 14 -15 -16 16 17 18 -20 20 -22 24 23 -25 26 -27 27 28 29 -31
leaf_value=-0.089772703677659146 -0.08856255269892746 0.069391783405486462 0.073440044338577246 -0.10168045525431309 0.064428431242160036 0.01326979070684204 0.049902570652251878 0.038083345238444782 -0.10069171036936322 0.001727869879425234 0.058480882810229867 -0.10124946289698836 -0.0033049162273653745 0.03854114115714919 -0.097472917513605484 -0.10100935528309817 0.058164931172124915 -0.10130069519750047 0.06495645328460771 0.021739589930265202 -0.10173694639002484 0.04205641333070375 -0.076985429793285709 0.012705744981149675 0.04784461558806663 -0.06572485684883915 0.037487349911010173 0.036998824911464334 0.031701570917720509 -0.089166103233477872
leaf_weight=0.19107414546499413 0.70380913472763429 0.0745881999746415 0.47105261436081491 0.15677012792548339 0.16421877430911991 0.28390953264897689 0.49936664963934063 0.081100445007905364 0.097035249479176855 23.079636509402022 0.52979465754469757 0.15212403159239218 0.30091342842206359 0.47419580521818716 0.44146334915421903 0.13432340463623393 0.26489484563171561 0.28984256112585149 0.19272575036302442 0.52048553796498709 0.10726158349643811 0.21713832789100607 0.755681806069332 0.39872210047178669 1.586845481710043 0.4358075136115076 1.0858427303319333 0.32983008527662583 0.21649538155179471 0.53920807562099071
leaf_count=151 97 20 27 42 18 23 66 7 74 1221 36 40 14 37 40 72 50 268 13 154 39 19 58 42 76 46 70 18 17 45
internal_value=0.000202245 -0.0151716 0.0339253 -0.046528 -0.0410996 -0.0592919 0.00115654 0.0113867 -0.0375111 0.000401608 0.00146357 0.000457124 -0.0300663 0.00458802 -0.0593031 -0.0186718 -0.00967194 -0.00075058 -0.0148064 -0.0315594 0.000641462 0.00191556 -0.000546001 -0.0460068 0.0154389 -0.029882 0.0233129 0.005385 -0.0267265 -0.0545397
internal_weight=34.7762 2.03248 0.702411 0.231358 1.33007 0.987719 32.7437 0.342354 0.178136 32.2443 30.5437 30.0139 1.3687 0.62632 0.742377 1.70061 1.50953 1.37521 1.11032 0.91759 0.627747 28.6452 24.234 1.1544 4.41117 0.652946 3.75822 2.17138 1.08553 0.755703
internal_count=2900 308 89 62 219 120 2592 99 81 2526 1779 1743 131 77 54 747 596 524 474 461 193 1612 1321 100 291 65 226 150 80 62
is_linear=0
shrinkage=0.1


Tree=809
num_leaves=31
num_cat=0
split_feature=6 6 10 17 7 23 0 23 19 7 16 17 16 0 6 5 20 6 18 16 10 20 7 5 17 23 5 22 23 5
split_gain=0.201243 0.460952 0.19528 0.210548 0.247102 0.237919 0.176174 0.340025 0.331402 0.438655 0.466514 0.275939 0.24681 0.222218 0.340843 0.549279 0.45285 0.388462 0.572969 0.379312 0.380335 0.748534 0.28879 0.284291 0.272307 0.251265 0.222598 0.246334 0.220821 0.217814
threshold=13.665319288000001 13.775321858200002 78.220689305400015 212.86611723275004 22.689595575850003 0.13062500000000002 94.047642319350018 0.094625000000000029 12.851036860900001 24.861556163250004 18.714956236300004 193.27174326030004 15.444963882950001 86.530713386650021 16.455384477450004 22.443872254700004 40.823855932350007 16.285380505300001 13.809421053700001 19.214955067100004 66.697957758300021 37.360990606650006 23.974509389900003 19.221712148250003 193.73902333365001 0.12064000000000002 22.504913082700003 -0.08756499999999999 0.25847000000000003 20.206488238950005
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 -2 3 4 -1 -6 13 8 12 -10 11 -11 -8 25 17 16 -16 19 -19 23 24 -22 -20 -15 -21 29 27 -26 -27 -3
right_child=1 6 -4 -5 5 -7 7 -9 9 10 -12 -13 -14 14 15 -17 -18 18 22 20 21 -23 -24 -25 26 28 -28 -29 -30 -31
leaf_value=-0.00015774901203936237 0.0014361852654196934 0.001320456506341768 7.1453313635809051e-05 0.0006378754385497925 -0.0015348426388535727 0.00073333582834761793 8.3516412451663516e-06 -0.0011638975429757138 -0.0015085207762742065 0.00088567651695875896 0.0010441305047294994 -0.0020224355589098771 0.001362936928646561 0.0015905932279203477 -0.00010210891664140334 0.001024048791280895 -0.0020976041243049521 0.0017596776480720822 -0.00067604235044917073 -0.00033948834554781577 0.00076149992541164945 -0.0015403765885034289 0.00087781783522554154 7.2137182593637019e-06 0.00010789905920592085 -0.0019587530980859475 -0.00014632008148375946 0.0012952854475186562 -0.0002074314917420462 2.9167701863529129e-05
leaf_weight=1.5739108578709409 1.039756845217197 0.52045872807503002 4.99521146688312 0.5172679271781816 1.4124760535560197 0.20340548222884525 1.167363642198324 1.1372350999154148 0.93781618267530609 0.17820659652352311 0.95172617374919355 0.42369370543747209 0.92844410229008634 1.2420639028423481 1.0685308976098888 0.81023239437490691 0.74005695688538242 1.8724818676710122 0.78900817851535965 1.6527268849313257 0.9063759311102334 1.3552518364740533 1.1022899579256771 0.67175062207388681 1.0276355929672711 0.44348455208091653 1.1067638881504533 1.9395969738252468 0.73647342168260366 14.335513984977295
leaf_count=195 34 13 902 36 185 16 36 90 60 8 28 52 26 30 26 18 30 25 19 32 19 59 29 25 21 33 29 40 25 759
internal_value=8.80827e-05 0.000148124 -0.000181581 -0.000522542 -0.000710719 -0.00124933 0.000112921 -0.000204126 3.38136e-05 -0.000449558 0.000189664 -0.00116142 0.000608434 0.000169075 0.000330413 -0.000317599 -0.000918647 0.000454592 0.000990805 0.00025078 6.29412e-05 -0.00061787 0.000229581 0.00103483 0.000331811 5.23403e-06 0.000604142 0.00088406 -0.000865662 7.44062e-05
internal_weight=47.7872 39.0849 8.70227 3.70706 3.18979 1.61588 38.0452 5.72449 4.58725 2.49144 1.55363 0.6019 2.09581 32.3207 16.2848 2.61882 1.80859 13.6659 3.76378 9.90217 7.98835 2.26163 1.8913 1.91381 5.72672 16.0359 4.074 2.96723 1.17996 14.856
internal_count=2900 1566 1334 432 396 201 1532 300 210 148 88 60 62 1232 402 74 56 328 73 255 200 78 48 55 122 830 90 61 58 772
is_linear=0
shrinkage=0.00196078


Tree=810
num_leaves=31
num_cat=0
split_feature=21 21 18 22 5 3 12 23 17 17 8 5 23 15 23 22 17 22 17 18 14 21 6 22 18 20 16 9 21 7
split_gain=0.050142 0.181302 0.352774 0.310432 0.245252 0.246779 0.169563 0.152969 0.144902 0.206384 0.17521 0.247364 0.19339 0.156149 0.249622 0.649705 0.512312 0.270709 0.235672 0.202761 0.232518 0.186588 0.22076 0.204602 0.305046 0.156999 0.153295 0.144653 0.137774 0.370601
threshold=2.9845679401500003 4.6354459407500004 15.116851934050002 -0.11600999999999999 22.334016245700003 92.837836160650014 156.14558506725004 0.083795000000000022 201.96296776225003 200.69710494525003 7.943800736700001 15.821180766350002 0.086355000000000029 39.283112803100003 0.07968500000000002 -0.097799999999999984 196.65693750130004 -0.18126999999999999 180.67147619190004 13.373311100250001 284.7527778226501 1.8462237188500004 14.595341017800001 -0.087910000000000002 11.831616630050002 39.995120105550008 19.254954973500002 201.44620319810005 5.0287037994000015 23.669449516850005
decision_type=2 2 2 2 2 2 2 2 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 6 7 -6 -2 -5 9 13 12 -12 -10 14 21 17 18 25 27 -15 -21 22 -1 24 -24 -16 -13 -17 29 -3
right_child=1 28 -4 4 5 -7 -8 -9 10 -11 11 26 -14 19 15 16 -18 -19 -20 20 -22 -23 23 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.045187075360242412 0.041980032009923049 0.082516861494038418 0.040938519731949424 -0.043997670780296413 0.069340319013744309 -0.055163355543709082 -0.046534075796112254 -0.10674229454550183 0.067371507161280139 0.083232403775101452 0.043810388179409174 -0.10319020380106554 -0.0390927771121726 0.00061279314173908091 -0.049132425696693766 -0.060252017734625768 0.019745525155864221 0.077622685751624371 -0.097963956184999021 0.096339291082904704 0.0095971557438927699 0.087032440803197636 0.10093803183043842 0.073265807824972898 -0.093558565094142232 0.033814995870042261 -0.03023975798504255 0.06655069544634977 -0.00054966171504552703 -0.033386260470912775
leaf_weight=0.45301091243481628 0.62519851227989498 0.67649767121111171 0.72492387035526906 0.70994952577166548 0.26344492466159852 0.40232876395293715 0.33100987817670102 0.85829848767025396 0.43286071842999208 0.38479962401834278 0.33099186263279978 0.41558116091618991 0.2816263475458527 1.2280352016241525 0.40752852249670468 0.21667817348145746 0.78842817813847421 0.76763816686661568 1.306163287106983 0.695641587837599 0.55603598146990407 0.43921500895157795 0.12723150517558668 0.62953545883647177 0.22019884138717316 0.51852346464147558 0.93868003995157778 0.15383753906098718 18.21278966058253 0.46585369933200127
leaf_count=107 30 29 121 30 13 46 32 38 71 27 31 47 73 59 46 55 39 58 91 16 30 29 6 30 77 27 48 25 1518 51
internal_value=0.000246765 -0.00240654 -0.0220322 -0.0363412 -0.0567494 -0.00589757 0.0113392 -0.0783377 0.00571452 0.0115991 -0.0160916 -0.0336854 0.0254069 0.00835919 -0.000329962 -0.0139726 -0.0467348 0.0337117 -0.077996 0.0294818 0.0578056 0.0300238 0.0125136 0.039269 -0.0223325 -0.00268775 -0.052626 -0.00760373 0.00156333 0.0352513
internal_weight=34.5625 23.2703 3.91515 3.19023 2.23402 0.665774 0.956208 1.56825 11.2922 8.8925 2.39974 1.68525 0.714487 8.5077 6.02799 4.1588 2.46511 1.69369 1.67668 2.47971 1.25168 1.86919 1.42998 0.976966 0.34743 0.926052 1.35426 0.370516 19.3551 1.14235
internal_count=2900 1908 310 189 127 59 62 68 992 722 270 126 144 695 590 341 210 131 171 105 46 249 220 113 83 73 95 80 1598 80
is_linear=0
shrinkage=0.1


Tree=811
num_leaves=31
num_cat=0
split_feature=19 6 18 22 22 15 2 8 14 23 22 13 16 22 2 16 13 9 23 12 15 16 22 23 16 0 13 23 20 23
split_gain=0.0490958 0.0832177 0.101918 0.0691338 0.151045 0.316419 0.250394 0.184642 0.195769 0.168728 0.139643 0.199266 0.210953 0.152636 0.136398 0.256573 0.136054 0.134292 0.259222 0.127456 0.127501 0.128322 0.119598 0.21133 0.119874 0.136715 0.308133 0.190685 0.394923 0.32857
threshold=14.651182102100002 16.465384711100004 13.434779691800001 -0.25167499999999993 -0.58350999999999986 33.005488016050009 131.42729508740004 8.543332867800002 227.57315983240002 0.083905000000000021 -0.14228499999999997 117.50981642375002 21.979948601300006 -0.13820499999999999 45.36220315740001 19.314954833200002 96.429616222950017 202.80137809380003 0.092835000000000015 118.78432046510001 21.850732508700002 15.919962772200003 -0.11808 0.087605000000000016 12.024971880400001 95.762878606550018 108.61908538635001 0.093295000000000031 35.337501601400007 0.10236000000000002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=3 -2 -3 4 7 16 -7 8 -1 -10 11 12 14 -12 -5 19 -6 18 -11 -16 21 -21 23 -15 -24 26 -26 28 -28 -29
right_child=1 2 -4 10 5 6 -8 -9 9 17 13 -13 -14 22 15 -17 -18 -19 -20 20 -22 -23 24 -25 25 -27 27 29 -30 -31
leaf_value=0.083090248326312399 0.05269073448373042 0.037049091282473572 -0.031108364957796598 0.10136043120409768 0.0298929321713662 0.081107520389288756 -0.037739756281895277 -0.078950322061817013 -0.10505269579424555 0.059729510077992348 -0.059527704572031541 -0.0633726285355979 0.070697854943338814 0.06623226657680345 -0.057394854002478617 -0.084943346137181741 -0.10429894365039563 0.053644344199738285 -0.10514315405298916 0.015953545356578686 0.052266723567188526 -0.079282506749191559 -0.060583957522119397 -0.01833690067218955 -0.064420875735680408 0.01439566710183493 0.088089207934719652 0.034157241271795431 -0.015108030443141424 -0.007099436075883531
leaf_weight=0.36600164655828871 0.473496913909911 0.41153558267978951 0.46990653383545578 0.16122820228338275 0.086427418862966787 0.28129423316568136 0.47938998993777204 0.21508402316248965 0.13845661237246532 0.17863701199803472 0.44919356502396368 0.27498098592332088 0.78684445377439249 0.68974026243268471 0.20847841101567688 0.27421994153701224 0.60054233982373262 0.4186389937713102 0.20456385417855927 1.0507215722204821 0.93450660963571852 0.16349558441470424 0.34728957731954579 0.51694851894171734 0.83613918268384324 4.4513699226108647 0.38505353732034819 3.187106808923998 10.040100269982757 4.895430751657841
leaf_count=24 14 26 21 5 57 9 36 22 54 18 34 57 18 36 58 18 100 26 22 300 130 28 298 29 162 450 17 108 541 182
internal_value=0.000225525 0.0188775 0.000713598 -0.00054918 -0.0150976 -0.03822 0.00620891 0.00690425 0.0210403 -0.00311201 0.000907503 0.0186613 0.0249632 -0.00174504 0.0120772 0.00660679 -0.0874163 0.0144905 -0.0282844 0.0172571 0.0245001 0.00312991 -0.000721121 0.0300026 -0.00225675 -0.00140547 -0.0050416 -0.00235897 -0.0112964 0.0091689
internal_weight=33.9768 1.35494 0.881442 32.6219 2.96904 1.44765 0.760684 1.52138 1.3063 0.940296 29.6528 3.85448 3.57949 25.7984 2.79265 2.63142 0.68697 0.80184 0.383201 2.3572 2.14872 1.21422 25.3492 1.20669 24.1425 23.7952 19.3438 18.5077 10.4252 8.08254
internal_count=2900 61 47 2839 368 202 45 166 144 120 2471 614 557 1857 539 534 157 66 40 516 458 328 1823 65 1758 1460 1010 848 558 290
is_linear=0
shrinkage=0.1


Tree=812
num_leaves=31
num_cat=0
split_feature=6 6 10 3 19 17 9 4 12 23 7 16 19 9 10 10 13 2 22 23 13 13 9 9 3 0 22 21 21 21
split_gain=0.050537 0.280968 0.121579 0.130325 0.203174 0.123983 0.148975 0.124833 0.103356 0.107495 0.087771 0.0871999 0.142065 0.21621 0.134797 0.154333 0.149683 0.153577 0.12333 0.105617 0.103736 0.084074 0.0875304 0.0855293 0.0819172 0.107798 0.0780799 0.216719 0.1165 0.203078
threshold=13.665319288000001 13.775321858200002 78.220689305400015 81.968399939250006 13.351077205700003 212.86611723275004 68.670253264700008 274.67316291360004 202.12526968910001 0.086945000000000022 29.973557588500004 17.924958083650004 12.651020723000002 192.53043113735001 78.433077497700012 80.288113607700012 98.238948544700023 146.11720701395004 -0.16080999999999998 0.095845000000000027 97.518441765750012 92.138837046750012 70.238863950400017 38.559541491950007 66.676450093250011 110.50907145210002 -0.50001499999999999 5.2269517379000012 2.6263314141000005 4.3636502323000004
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 -2 3 4 -1 6 8 -8 9 -5 11 12 14 -14 -4 18 17 -17 -16 20 21 22 23 24 -19 -26 27 -3 -28 -30
right_child=1 26 10 5 -6 -7 7 -9 -10 -11 -12 -13 13 -15 15 16 -18 19 -20 -21 -22 -23 -24 -25 25 -27 28 -29 29 -31
leaf_value=-0.085395332459573259 0.067341277796366478 -0.056193556632545119 0.086077040155795426 -0.082986125849730238 0.026301046848347227 0.073447410808188493 0.011435079410630445 -0.10249645027472183 0.039022225564483107 0.01682954678605502 -0.10048709816012594 0.098688693091098137 0.049914184276843132 -0.1016105753544243 0.027177667979963429 -0.087643485861619852 0.062444603783320798 -0.10100194074348155 -0.10387572083252435 -0.083405892555311195 -0.10127014200086193 0.069419761000142119 -0.10057694820879709 0.059161893657667712 -0.077719651183343647 0.084555466608368213 0.01163893106170924 0.035173262198632302 -0.02672114460932902 0.0017402449721850321
leaf_weight=0.63717106370131604 0.64097738708369689 0.76214822096517554 0.2320920778875023 0.20069166255052528 0.21876293938839808 0.16646892437711347 0.14206696819746867 0.2976856217464956 0.45133470613291138 0.23333088009530911 0.07723727547653414 0.10125613381387655 0.14344078543581407 0.27414809579204302 0.10981069986883085 0.17699586982598692 0.51927918649744231 0.084789588675675764 0.2074910661322068 0.1040409133711363 0.063633516096160747 0.35222140073165065 0.066176599627397081 0.28288363912997738 0.068470500627881847 0.10179704334586859 7.9096707388762324 0.39372268685838208 2.9905783917538455 15.503074822252527
leaf_count=158 34 56 15 83 26 11 16 46 69 23 165 8 41 60 14 137 36 98 35 49 14 66 49 46 51 18 452 25 183 816
internal_value=0.000204919 0.0018905 -0.0087413 -0.0257438 -0.0568475 -0.00789509 -0.0181139 -0.0656896 0.00551677 -0.0293251 0.0047168 0.00752989 0.00421826 -0.0495622 0.0136955 0.0058366 0.0170551 -0.00106151 -0.0585212 0.0125724 0.0223625 0.0305888 0.00794907 0.0212998 -0.0206931 0.019299 0.000368236 -0.0250714 0.00148192 -0.0028622
internal_weight=33.5134 28.2002 5.31328 2.34751 0.855934 1.49158 1.32511 0.439753 0.885357 0.434023 2.96576 2.88853 2.78727 0.417589 2.36968 2.13759 1.82029 1.30101 0.317302 1.12401 1.01997 0.956339 0.604117 0.537941 0.255057 0.170268 27.5592 1.15587 26.4033 18.4937
internal_count=2900 1566 1334 432 184 248 237 62 175 106 902 737 729 101 628 613 564 528 49 391 342 328 262 213 167 69 1532 81 1451 999
is_linear=0
shrinkage=0.1


Tree=813
num_leaves=31
num_cat=0
split_feature=6 6 0 5 22 23 23 7 14 3 5 10 3 18 20 10 22 22 23 22 19 22 6 23 16 9 16 22 22 6
split_gain=0.168534 0.442345 0.20167 0.304666 0.252371 0.257119 0.269902 0.272757 0.428504 0.242711 0.21694 0.442038 0.709017 0.631007 0.413236 0.346627 0.293057 0.414552 0.27553 0.373295 0.351899 0.493861 0.450967 0.423766 0.355038 0.380574 0.349463 0.325742 0.352981 0.317753
threshold=13.665319288000001 13.775321858200002 93.972365491700018 19.385335982600001 -0.057185 0.083565000000000014 0.094625000000000029 24.176224535650004 216.12004062900004 85.80214123330002 17.671168838450004 66.697957758300021 89.227236891450005 13.583580954200002 37.797539186950011 65.727424373200009 0.20327000000000003 0.13860000000000003 0.093295000000000031 -0.013805 14.351157895250003 -0.016334999999999999 16.565387047600002 0.088165000000000021 22.544947280100004 204.88165762580005 22.614947116400003 -0.117115 -0.078219999999999998 16.385382841850003
decision_type=2 2 2 2 2 2 2 2 2 2 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 7 -7 -9 -3 -11 12 -12 -13 -15 16 17 18 20 26 23 22 24 -14 -22 27 -20 -26 29 -29
right_child=1 2 3 -5 -6 6 -8 8 -10 10 11 13 15 14 -16 -17 -18 -19 19 -21 21 -23 -24 -25 25 -27 -28 28 -30 -31
leaf_value=-0.00018969660159423951 0.0014564219136492299 0.0011042137017509769 -0.0017184010905340811 -0.0017423478671565423 0.00045405929898554936 0.0014610376838832693 -0.0012724679412768067 -0.0018042324616810747 0.00042956905786319067 0.0011871367226423599 0.0013668465350265252 0.0010110713218478688 -0.00023050069955301962 0.00021241093776065145 -0.0017213545965240726 -0.001450776900191803 0.0013855357240328372 -0.0012700500328163332 0.00065947867164538613 0.0014582360579560776 -0.00088166031917484707 -0.0012454635113928075 0.00128223616187815 -0.0018987333649976195 0.0011608298424345585 0.0014644870016381462 -0.00014110216413309955 -0.0016847020216152521 0.00060260952446879342 -0.00014850684655206742
leaf_weight=7.7231177432072391 0.93967804173007508 1.002392065245657 0.51147816976299543 0.47959211408306135 1.923198606353252 0.47138094273395914 0.68110185069963325 0.47125276806764294 1.1027468357933683 0.72076135687530296 1.790382111154037 0.66830571301397812 4.1691019643985916 0.59151977044894044 1.5079934152599888 0.5488130110752526 0.68903996741573692 0.83365667355246742 4.1305567922026949 1.1203342776279885 1.1492343777790646 0.84372910106321697 1.5544341554050332 0.68106178144807916 0.8984091338934358 0.92489661677973334 4.2564804076318978 0.73107898142188643 1.5128767468850162 1.7734392961428964
leaf_count=1334 34 27 32 75 64 14 55 29 37 15 43 19 387 18 68 14 33 32 100 27 21 39 38 45 18 28 140 22 35 57
internal_value=7.47546e-05 0.000127558 9.44706e-05 -0.000247452 -0.000108541 -0.000442699 -0.000203382 0.000152618 -0.000239227 0.000154557 0.000123945 9.87171e-05 0.000173612 -0.000648323 -0.00117653 9.08632e-05 0.000124347 8.89914e-05 0.000136704 0.00039518 -3.5889e-05 0.000185675 0.000326996 -0.000464755 0.000114568 0.000310589 0.000253178 9.34854e-05 -0.000145205 -0.000596928
internal_weight=46.402 38.6789 37.7392 5.64075 5.16116 3.23796 2.72648 2.04538 1.574 32.0985 31.0961 30.3753 27.6075 2.76782 2.09951 25.8171 25.2683 24.5793 23.7456 9.50737 14.2383 9.3881 8.54437 4.85016 6.98994 5.8407 8.38704 4.9158 4.0174 2.50452
internal_count=2900 1566 1532 306 231 167 135 80 66 1226 1199 1184 1079 105 86 1036 1022 989 957 267 690 258 219 432 181 160 240 132 114 79
is_linear=0
shrinkage=0.00196078


Tree=814
num_leaves=31
num_cat=0
split_feature=13 18 0 6 17 23 23 8 18 0 18 6 15 12 5 0 5 10 3 18 20 13 13 22 22 20 16 4 12 6
split_gain=0.127304 0.198785 0.216914 0.248002 0.246941 0.214732 0.188786 0.173752 0.170725 0.317699 0.283275 0.222027 0.252207 0.307033 0.242078 0.235402 0.431865 0.426579 0.532444 0.463346 0.333402 0.24878 0.287316 0.250798 0.330834 0.234262 0.437018 0.247587 0.264874 0.362126
threshold=95.870416931800023 17.327266398450003 98.615332683000005 12.26528657645 205.32027903760002 0.11308000000000003 0.079785000000000009 2.9476996444500005 15.312071772700003 96.249489528150022 15.379439136400002 14.835346625500001 38.469938489650012 130.74068757200004 17.671168838450004 93.262612545250008 18.228105795950004 66.697957758300021 89.227236891450005 13.583580954200002 37.797539186950011 113.85351336640001 113.13031812925001 0.20327000000000003 0.13860000000000003 38.115457128050004 20.914951091750002 150.90301220960004 96.350437043050007 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=6 2 8 4 -4 -5 7 -1 11 10 -10 12 13 14 -2 17 -17 18 -13 -19 -21 22 -20 24 25 26 -23 -27 -29 -30
right_child=1 -3 3 5 -6 -7 -8 -9 9 -11 -12 15 -14 -15 -16 16 -18 19 21 20 -22 23 -24 -25 -26 27 -28 28 29 -31
leaf_value=0.00017224262602730107 -0.00038587972162597073 0.0009096988545397569 0.00035642908881260203 -0.0020121167359992333 -0.0015607291819597735 -0.00016693610018717739 -0.0013609228324271299 -0.0019776548320725954 0.001095679317215591 0.00091286821007642094 -0.0015798275162937692 0.0012894905292158598 -0.0014505848046741624 0.00025271235505471918 -0.0020366047125777329 0.0016767293328146279 -8.3853822357714367e-05 0.00069079883556275718 9.2105065056519728e-05 -0.00014612115603900318 -0.0020910080558722262 -7.4583717777106077e-05 -0.0021455065067707874 0.0012817505422795035 -0.0011141972909319002 -0.0011653525568996108 0.0016449070126841388 0.0011747105149491782 0.00015077116725094143 -0.00073385072092447146
leaf_weight=1.4102681080785253 1.8691205431678093 1.1063689239090297 1.3482798080076457 0.58426102134399105 0.31952270239708003 0.41451410378795117 0.57530867965010646 0.16103165657841589 0.23585679841926266 2.249390167882666 0.42866301424510311 1.500927627086649 0.62764649643213477 3.2084968942654086 0.41792980466561847 1.0311139570549124 1.1148184858029706 0.58982795570045654 0.48229418394294299 0.53854051986854734 0.91401832707924768 1.2130363535616298 0.40663557625885005 0.69942113070282985 0.84527108818292518 0.60658193729250598 1.0691403467208145 0.85383469221415254 17.031499108532447 1.9866427587130591
leaf_count=326 105 54 126 77 55 25 365 82 7 93 54 38 48 272 41 25 34 16 108 14 47 65 25 30 29 28 31 20 493 167
internal_value=6.62498e-05 8.91529e-05 6.7836e-05 -0.000473611 -1.0866e-05 -0.00124633 -0.000399937 -4.80855e-05 0.000104003 0.000560967 -0.000630215 6.80217e-05 -0.000273067 -0.000138583 -0.000687529 0.000135648 0.000762101 8.88691e-05 0.000154947 -0.000774809 -0.00136994 8.73576e-05 -0.000931477 0.00012462 9.03351e-05 0.000135068 0.000730953 6.86614e-05 0.000106329 5.83632e-05
internal_weight=45.8403 43.6937 42.5873 2.66658 1.6678 0.998775 2.14661 1.5713 39.9207 2.91391 0.66452 37.0068 6.12319 5.49555 2.28705 30.8836 2.14593 28.7377 26.6953 2.04239 1.45256 25.1944 0.88893 24.3054 23.606 22.7607 2.28218 20.4786 19.872 19.0181
internal_count=2900 2127 2073 283 181 102 773 408 1790 154 61 1636 466 418 146 1170 59 1111 1034 77 61 996 133 863 833 804 96 708 680 660
is_linear=0
shrinkage=0.00196078


Tree=815
num_leaves=31
num_cat=0
split_feature=20 15 20 19 4 22 8 20 2 21 13 5 20 6 20 16 2 2 22 19 15 16 10 2 4 15 22 2 4 23
split_gain=0.0490704 0.125081 0.0715396 0.102953 0.0922712 0.0596212 0.225675 0.206518 0.227925 0.277429 0.313445 0.301758 0.194396 0.222789 0.429546 0.270389 0.227371 0.447972 0.234655 0.212938 0.208704 0.208393 0.193945 0.238628 0.334825 0.208581 0.284439 0.200195 0.173763 0.168864
threshold=32.785955158400007 36.282341310300005 34.542090938800008 13.951125619400001 218.54748057425005 -0.065399999999999986 8.9430209551500024 41.495754733000005 161.80523719825001 15.121227527900002 113.13031812925001 20.837651832150005 39.788107623550012 15.785368822600002 38.115457128050004 15.104964678000002 154.60082690140004 120.54857872840002 -0.10710499999999999 14.351157895250003 33.349666957650008 22.664946999500003 62.106071271500007 220.59538940565002 398.10712430820007 32.393814985100008 0.06041500000000001 159.92742394165003 201.71351478465002 0.076080000000000023
decision_type=2 2 2 2 2 2 2 2 2 2 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 12 7 8 -7 10 11 29 13 15 19 -4 17 18 -17 20 -15 -16 27 25 -25 26 -24 28 -9 -10
right_child=2 -3 5 -5 -6 6 -8 22 9 -11 -12 -13 -14 14 21 16 -18 -19 -20 -21 -22 -23 23 24 -26 -27 -28 -29 -30 -31
leaf_value=-0.086603336826801783 0.029558952405762551 0.044004008919379278 0.026121473763710684 0.065661514241461799 -0.070534999946705229 0.0046230051908839193 -0.051123665919846774 -0.065372468463272812 -0.041296007302767168 -0.050491466039886516 0.07980222486542618 -0.10378988418931499 0.0017583475858955493 -0.075956242072350036 -0.002100495087467299 0.0046739102573783407 -0.1060985917032661 0.045039268427074265 -0.10751521262514935 0.095993066846845887 0.081098395806424486 -0.09455128848888962 -0.10302502386129059 -0.083846504377964912 0.039269291615115297 0.057540807306927226 0.035443942314166262 -0.080242830802711787 0.057105361523260227 0.05882456841903555
leaf_weight=0.20073341858676386 0.26154976880570657 0.11552627943456173 0.478830930890353 0.40527282189577818 0.14215387867125173 4.7156168502242508 0.66356316817473349 0.20212549898678867 0.22399441964080391 0.30287725816015143 1.5314316262883947 0.19286381077108672 16.074336545061215 0.18863158701060445 0.58984824304934569 0.2615531675910463 0.65154206215811417 0.46852833830052987 0.64914970065001398 0.52221500407904387 0.15343577647581697 0.41561051993630826 0.23692471980211871 0.56315760501820467 0.36346532373136142 0.96358829911332577 0.39680864203774036 0.66576493849424878 0.27133315480568854 0.679433568649074
leaf_count=164 27 4 142 13 44 245 65 36 34 12 64 26 1267 37 31 31 73 22 36 15 8 18 68 48 61 36 104 83 23 63
internal_value=0.000310212 -0.0388939 0.000683266 0.0300567 -0.00568656 -4.95389e-05 0.00555493 0.00888047 0.0182338 0.0401348 0.0505805 0.00976017 -0.00333022 -0.0220078 0.00412313 -0.0414762 -0.0574148 -0.0344169 -0.0752946 0.0558205 -0.00550871 -0.0403154 -0.0106429 0.00481594 -0.0355547 0.0282354 -0.0163234 -0.0448917 0.00481802 0.0340008
internal_weight=33.5519 0.31626 33.2356 0.808976 0.403704 32.4266 11.9729 11.3094 7.64622 2.9306 2.62772 1.09629 20.4537 4.37935 1.86974 2.5096 2.03077 1.37923 0.910703 0.864282 0.342067 1.00546 3.66317 2.52394 0.926623 1.59732 0.633733 1.13922 0.473459 0.903428
internal_count=2900 168 2732 84 71 2648 968 903 444 199 187 123 1680 413 109 304 162 89 67 60 45 49 459 317 109 208 172 142 59 97
is_linear=0
shrinkage=0.1


Tree=816
num_leaves=31
num_cat=0
split_feature=15 21 16 20 19 20 22 13 5 5 0 19 9 9 20 20 20 7 20 18 5 15 8 2 16 20 21 3 13 15
split_gain=0.139012 0.218626 0.325416 0.264938 0.257922 0.2605 0.234864 0.181867 0.500422 0.448874 0.505449 0.430692 0.409383 0.583097 0.358715 0.267199 0.645123 0.311221 0.745849 0.452686 0.424827 0.286619 0.500832 0.271221 0.264216 0.418972 0.289181 0.27483 0.252645 0.24691
threshold=44.920183738100008 15.294585115650001 22.674946976100003 41.532441862050007 14.451165964200003 41.621607100200002 -0.026349999999999998 115.25151159420001 20.206488238950005 21.197160116700001 87.29692395375001 14.551174033150001 197.19111486365003 190.24759545780003 42.049402686800001 42.178283198950005 42.428475018400007 22.892948161350002 41.169697216150006 13.5308213324 21.495293572000005 42.80317728375001 9.5425530862500008 152.77222943215003 22.584947186600004 43.740100730350001 3.3208308644500009 93.82450029455002 117.58509325145 42.133814420300006
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=7 2 4 -4 6 -6 -2 11 -9 12 15 29 13 -10 -14 17 -17 18 20 23 -11 22 -22 -19 26 27 -18 -26 -28 -1
right_child=1 -3 3 -5 5 -7 -8 8 9 10 -12 -13 14 -15 -16 16 24 19 -20 -21 21 -23 -24 -25 25 -27 28 -29 -30 -31
leaf_value=2.3799283983369498e-05 -0.0020627083591290146 0.0011442493462896742 -0.00059687668418097184 0.0014545872223881273 0.00082055737474850639 -0.0012995991455721243 -0.00015671753853764111 0.0013983549226668714 -0.00075306182109711778 0.0019187313429302746 0.0011695616543462236 -0.0018916690986639363 -0.00031103209729767739 0.0011286227687501821 -0.0021799112787594032 -0.0021777489264211925 0.0020273085014190883 0.00022899797837461921 0.0016962420546244037 0.00071313061306253723 -0.0011613989509174515 0.00099583002056107157 0.0010749904013410468 -0.001160547505421293 -0.0018363607284578001 0.00069206418611379153 -0.00028726582811454605 -0.00025970923243283524 0.0014087514905361037 -0.0016404253751991624
leaf_weight=22.853115871209191 0.86649464509537288 0.34781772509450082 0.47620007448131207 0.49219815694959834 0.49626293196342874 0.40435116736625787 0.34854505999828633 1.281211841385814 1.500801202841106 0.42137768119573804 2.1439949977211645 0.4727478752611195 0.80736054666340329 1.0951788779348133 0.77284565509762615 0.56639605353120615 0.41402366070542518 0.88345958013087589 1.7898062776948789 1.7187461955472825 1.4433564284699971 0.58740905113518227 0.525045528076589 1.3893728470429776 0.749272106215358 0.92591643100604404 1.1864688983405356 0.9823484814260155 0.47202759639185377 0.34796651254873623
leaf_count=2063 64 17 22 21 15 40 19 33 30 6 43 14 21 21 21 24 8 13 45 37 84 13 14 34 25 16 57 30 29 21
internal_value=5.1069e-05 -0.000329421 -0.00049562 0.000445801 -0.000926537 -0.000131335 -0.00151596 7.98751e-05 0.000209728 0.000134987 0.000282757 -3.89125e-05 -0.000438199 4.07737e-05 -0.00122506 0.000147481 -0.00020018 0.000357717 0.000695936 -4.62053e-05 9.45779e-05 -0.000206171 -0.000564871 -0.000620425 3.66224e-05 -0.000372625 0.00056139 -0.000941926 0.000195441 -1.16052e-06
internal_weight=48.7621 3.43187 3.08405 0.968398 2.11565 0.900614 1.21504 45.3303 21.6564 20.3752 16.199 23.6738 4.17619 2.59598 1.58021 14.055 5.29645 8.75857 4.76699 3.99158 2.97719 2.55581 1.9684 2.27283 4.73006 2.65754 2.07252 1.73162 1.6585 23.2011
internal_count=2900 198 181 43 138 55 83 2702 604 571 478 2098 93 51 42 435 189 246 162 84 117 111 98 47 165 71 94 55 86 2084
is_linear=0
shrinkage=0.00196078


Tree=817
num_leaves=31
num_cat=0
split_feature=6 6 8 8 21 23 5 22 20 9 6 18 5 5 19 13 12 23 13 13 9 9 20 13 0 16 13 7 7 20
split_gain=0.0503958 0.244721 0.112836 0.120583 0.0937016 0.180449 0.136409 0.11577 0.0955904 0.0875258 0.114784 0.0945652 0.0868885 0.171252 0.0744856 0.157717 0.073969 0.126768 0.0772603 0.126459 0.0731747 0.165634 0.215051 0.314964 0.517179 0.199771 0.183845 0.136649 0.403888 0.225297
threshold=13.665319288000001 13.775321858200002 8.1436447804000007 8.543332867800002 5.977284140550001 0.089785000000000018 7.7286379265000011 -0.24103499999999997 40.742467179200005 38.559541491950007 2.7550643716500001 16.433295803950003 15.299679811400003 18.152162791050003 11.850956171350001 98.362617618700014 197.02116758845003 0.087265000000000023 95.99139754765001 87.122174175350011 214.22994816675003 207.37918994975004 42.541806567400009 112.82921081865001 87.29692395375001 18.714956236300004 109.41218053485001 24.673428656250003 24.373474566200006 40.337496327150006
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 -2 4 -4 6 7 -1 -6 -9 10 11 -10 -8 -14 15 -7 17 -11 19 -18 21 27 23 25 -25 26 -23 28 -3 -29
right_child=1 20 3 -5 5 14 12 8 9 16 -12 -13 13 -15 -16 -17 18 -19 -20 -21 -22 22 -24 24 -26 -27 -28 29 -30 -31
leaf_value=-0.1006363098837797 0.064311215973966995 0.0024123701124633906 -0.076437941643897431 0.020774363771246737 -0.10093808485347806 -0.10189961779793262 0.026193839306168584 -0.074968016570598026 0.087924695480262827 -0.10137962966574809 -0.09307790829843951 -0.050187255454885553 -0.10151237540330441 0.027164506689612303 -0.089052316304054871 0.078604545881851423 0.047248327212172779 0.058816801560414668 0.070132059507430553 -0.084016851317600338 0.018388435233938221 -0.064918889674682054 -0.083402965645134844 -0.071373987146640783 0.086295212281211398 -0.1038729894053519 0.04568633558441882 -0.0092565168048566876 -0.064088912216278535 0.059419667439738567
leaf_weight=0.10461237666669321 0.61599561071489262 20.070128311032946 0.44613525654858666 0.17871057582669891 0.10691768425840553 0.099080458593789333 1.7470516113226042 0.13045177666299457 0.10383754080976348 0.10369269616057841 0.15380452122008137 0.094869889700021304 0.17144511481455982 0.26069527709842077 0.40677285849960754 0.094646779703907669 0.24329264814878115 0.094338638242334127 0.45815957206650637 0.10509634995833039 2.1286601164902086 0.31879549989389422 0.51065695112629317 0.3177618911868193 0.60249873995780945 0.40069979184772819 0.28429687861353159 0.89824606373440374 0.95681279478594561 1.0202650704304685
leaf_count=249 34 1047 91 16 63 52 290 53 12 53 107 78 33 38 77 6 40 5 42 29 154 49 35 30 26 28 7 57 59 40
internal_value=0.00031638 0.00197534 -0.00882577 -0.0486345 -0.00327193 -0.0180259 0.0109081 -0.000429992 0.00679406 0.0146535 -0.028218 0.0219852 0.0162628 -0.0238861 -0.0647471 -0.0137131 0.0296973 -0.0250649 0.0431431 0.00765037 0.000579475 -0.000914181 -0.0257142 -0.0104033 0.0318527 -0.0491429 -0.0127797 0.00171732 -0.000613713 0.0272655
internal_weight=33.2284 28.1248 5.10361 0.624846 4.47877 2.19496 2.2838 1.59446 1.48754 1.35709 0.352512 0.198707 2.17919 0.43214 0.6005 0.193727 1.00458 0.198031 0.806549 0.348389 27.5088 25.3802 2.43471 1.92405 0.920261 1.00379 0.603092 22.9455 21.0269 1.91851
internal_count=2900 1566 1334 107 1227 617 610 482 419 366 197 90 361 71 135 58 169 58 111 69 1532 1378 175 140 56 84 56 1203 1106 97
is_linear=0
shrinkage=0.1


Tree=818
num_leaves=31
num_cat=0
split_feature=13 21 15 23 19 22 16 6 15 16 13 5 14 22 16 0 17 5 13 13 22 13 19 20 5 5 20 20 15 6
split_gain=0.0437986 0.224795 0.248595 0.337612 0.352261 0.220542 0.473721 0.315501 0.21595 0.28523 0.201181 0.194082 0.186839 0.147617 0.307183 0.144708 0.141 0.135142 0.115947 0.271874 0.666571 0.18729 0.26953 0.233691 0.356437 0.281943 0.152315 0.150583 0.128918 0.128166
threshold=117.55283175385001 10.048480919900003 42.670190152050004 0.088670000000000013 14.451165964200003 -0.065399999999999986 22.634947069650003 16.505385645700006 42.133814420300006 22.634947069650003 117.50443950750001 22.120912517600004 171.66912119050002 -0.10282499999999999 22.634947069650003 86.20003303655001 188.07781354100004 24.038949512150001 117.47217800995001 117.38883580790001 -0.081474999999999992 115.25151159420001 14.551174033150001 42.049402686800001 21.269675393700002 22.852794041600003 40.166811829450005 38.592454371550012 26.020709979100001 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=10 2 3 13 -5 6 -4 -8 16 -10 18 -12 -6 15 -15 -2 -3 -7 19 21 -21 22 29 26 -25 -26 27 -23 -27 -1
right_child=1 8 5 4 12 17 7 -9 9 -11 11 -13 -14 14 -16 -17 -18 -19 -20 20 -22 23 -24 24 25 28 -28 -29 -30 -31
leaf_value=0.0012454627828305861 -0.0075427560773257546 0.014579568011563527 -0.10372637427612748 -0.10301814055220145 0.044701659500778028 0.099625402548331105 0.079126599495098648 -0.031752474889517213 0.033469995925399641 -0.10516192819309966 -0.010530164717063358 -0.080198886390422136 -0.048600881912033274 -0.065246997158106904 0.026950934981136467 0.10290074371146991 0.066030058549596329 0.023274715626744311 0.030163801686261784 -0.11131740993760615 0.021391061865718472 0.062861376384959297 -0.095568484441254875 -0.055592919097291166 0.071418132416457003 0.036240096479008693 0.082735695405241255 -0.038187520995444257 -0.054544329145699781 -0.041915674535649185
leaf_weight=14.861844877311123 0.20941499878972569 0.91830302041125911 0.35607865924248505 0.78064588410779812 0.35924220428569242 0.43180582602508355 0.57822646989370674 0.46140657860087231 0.36692144998232823 0.24921309326600749 1.1718343256507058 0.60698047732512339 0.53315061028115451 0.58598717473796413 0.94276841857936233 0.27367262542247772 1.2683077050605787 0.50057554998784326 1.2556506894470647 0.72347426970372908 0.79371923684448009 0.3183210675742878 0.3056899325456478 0.71466762153431806 0.78008833184139781 0.26284207181743113 0.81051905879212427 0.27476983961241785 0.38632061373937177 0.72139604366020726
leaf_count=1928 49 33 34 31 19 18 25 26 26 24 36 52 30 24 32 4 27 28 40 28 22 26 14 23 19 26 43 15 31 167
internal_value=0.000271222 0.00629872 -0.00460343 -0.0207652 -0.0539578 0.0209773 -0.00417884 0.0299166 0.029688 -0.0226036 -0.0019439 -0.034303 -0.011041 0.00683758 -0.00838945 0.0550243 0.0444226 0.0586344 0.000647844 -0.0011209 -0.041891 0.00206158 -0.00257678 0.0228362 0.00206902 0.0309017 0.0545566 0.016047 -0.0177863 -0.000752599
internal_weight=32.8038 8.81572 6.01297 3.68488 1.67304 2.32809 1.39571 1.03963 2.80275 0.616135 23.9881 1.77881 0.892393 2.01184 1.52876 0.483088 2.18661 0.932381 22.2093 20.9537 1.51719 19.4365 15.8889 3.54753 2.14392 1.42925 1.40361 0.593091 0.649163 15.5832
internal_count=2900 430 320 189 80 131 85 51 110 50 2470 88 49 109 56 53 60 46 2382 2342 50 2292 2109 183 99 76 84 41 57 2095
is_linear=0
shrinkage=0.1


Tree=819
num_leaves=31
num_cat=0
split_feature=6 6 10 3 19 3 7 23 0 2 8 4 2 7 6 16 9 23 23 23 20 23 22 20 21 18 21 0 6 20
split_gain=0.118671 0.370382 0.215877 0.216486 0.362387 0.217283 0.199888 0.170716 0.167645 0.16053 0.158124 0.156194 0.237628 0.174892 0.239813 0.21908 0.266468 0.191982 0.140388 0.167638 0.308395 0.240121 0.161669 0.179621 0.14315 0.40289 0.444735 0.438665 0.487247 0.642408
threshold=13.665319288000001 13.775321858200002 78.220689305400015 81.968399939250006 13.351077205700003 84.146051024900018 20.234873028950002 -0.24523500000000001 97.835679825150024 68.519383356500015 8.543332867800002 196.92079858070002 146.11720701395004 24.101221167900004 11.765274893750002 17.924958083650004 210.70699256735003 0.090025000000000022 0.43162500000000009 0.12064000000000002 41.395309858300003 0.11308000000000003 0.25677000000000011 38.592454371550012 2.6263314141000005 15.312071772700003 4.6354459407500004 94.157869102700019 16.465384711100004 38.386256906100009
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 -2 3 4 -1 -5 -7 -8 18 -4 -9 -11 -13 -14 15 16 17 -15 19 21 -21 22 24 -24 -3 26 -26 28 -28 -30
right_child=1 8 9 5 -6 6 7 10 -10 11 -12 12 13 14 -16 -17 -18 -19 -20 20 -22 -23 23 -25 25 -27 27 -29 29 -31
leaf_value=-0.0016964338114990258 0.0012819040255262291 0.0002859250228780776 -0.0020001009203628006 0.00054305583617093205 0.00059115105724749119 0.00056428944193761719 0.00097124044114932351 -0.0016890101441733986 -0.0010365113383382543 0.0012491491365416408 0.00062926188429079737 -0.0012851669912954241 0.0012513926425565022 9.2759137048438039e-05 0.00088150396308249413 0.0019570798017387691 -0.002021951092130889 -0.0019973168759709588 0.00097777704453123329 -0.0012552044902388398 0.00028325841934656056 0.00098764040780445679 0.00017740457356334681 -0.0014179126786373047 -0.00061715873003978386 0.0011803304966743742 0.00045206508410385591 -0.0010168280564851106 0.0019425955413871186 -0.00039895909325436088
leaf_weight=1.0397921983239924 0.99782833154313166 10.5982686858988 0.13205693454801792 1.030898803524906 0.35787883133161802 0.39431261204299506 0.13782057100615941 0.81008662848762436 0.51742705205106077 0.48147247675660754 0.1314757913351059 0.44445278388116083 0.55085812012112034 1.4650949024708109 0.93612194733577769 0.1527879183704498 0.35424515288923419 0.19099140630896716 0.66850144672207434 0.99497974140103851 1.0089085522995445 1.1398997029464215 0.51068193861283251 0.57897825638065115 4.2394443862213 1.0800812045781629 9.8687864028324892 1.2804421914042894 0.48526371875777741 6.281882878696706
leaf_count=158 34 423 23 57 26 30 18 138 36 38 5 161 66 371 46 7 101 89 20 36 43 34 17 26 192 41 256 87 13 308
internal_value=5.74986e-05 0.000102191 -0.00015143 -0.000492455 -0.00111069 -0.000147454 -0.000630489 -0.00106696 7.22031e-05 0.000131226 -0.0013653 0.000192733 6.85109e-05 0.000233341 5.23927e-05 -0.000306418 -0.000478446 -0.000148283 8.7013e-05 7.13704e-05 -0.000480626 0.000102042 7.31366e-05 -0.000670249 9.7078e-05 1.09418e-05 -4.60651e-05 8.90694e-05 0.000174189 -0.000231049
internal_weight=48.8617 40.2514 8.61035 3.90227 1.39767 2.50459 1.4737 1.07938 39.2535 4.70808 0.941562 4.57602 4.09455 3.6501 3.09924 2.16312 2.01033 1.65609 38.7361 38.0676 2.00389 36.0637 34.9238 1.08966 33.8342 23.2359 22.1558 17.9164 16.6359 6.76715
internal_count=2900 1566 1334 432 184 248 191 161 1532 902 143 879 841 680 614 568 561 460 1496 1476 79 1397 1363 43 1320 897 856 664 577 321
is_linear=0
shrinkage=0.00196078


Tree=820
num_leaves=31
num_cat=0
split_feature=15 21 22 22 20 20 22 22 6 2 22 7 13 8 6 20 15 16 0 0 14 0 16 13 17 17 18 12 23 9
split_gain=0.0443231 0.128927 0.0558834 0.0766556 0.234 0.203458 0.114122 0.178133 0.158672 0.0987445 0.0900797 0.224527 0.225944 0.145325 0.160829 0.280257 0.192261 0.146926 0.0961923 0.181198 0.186762 0.102336 0.0874606 0.139927 0.0919908 0.202737 0.223871 0.252201 0.189805 0.165805
threshold=11.896459116400001 17.123843457500005 0.68694500000000025 0.25677000000000011 38.441102963850007 37.020641110850008 0.20327000000000003 0.15675000000000003 16.355382140900002 70.507592614000018 0.048530000000000011 23.9444576715 117.54745483760001 9.3427090425500019 16.635388683200002 38.115457128050004 23.811316291350003 21.534949641950003 91.625341543800019 94.964406541850011 263.61461078730008 96.943111725850017 22.724946859200003 117.75715457175001 191.06791329340004 191.40027208745002 13.303774303900001 96.350437043050007 -0.24637000000000001 203.83507631320003
decision_type=2 2 2 2 2 2 2 2 2 2 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 10 -9 -6 13 12 -12 14 22 17 -17 -16 -13 -20 -21 -22 23 24 29 -26 -27 -28 -29 -2
right_child=2 -3 -4 4 9 -7 -8 8 -10 -11 11 18 -14 -15 15 16 -18 -19 19 20 21 -23 -24 -25 25 26 27 28 -30 -31
leaf_value=-0.10099846608105872 0.011829032011568329 0.023244763199006192 0.044604080592787199 -0.048995540980185735 -0.0054223694758537676 0.071745398155287757 0.039694812731032585 0.00065062554969279221 -0.082022071543925115 -0.10417236603982301 -0.10443078993587661 0.098169016559936054 0.031892011121716725 0.041701234366620432 -0.061344833102312563 0.035219066768337783 -0.10476948094323996 0.075036955786538795 -0.056256258439716322 0.080102619880939405 0.044869483353489198 -0.10161816388253984 0.051354898743848958 -0.066620750016140373 -0.055909594634855619 0.060564117138625674 -0.078872136148920649 0.06392012055962934 -0.0040995089636269915 -0.031884282203907599
leaf_weight=0.15940292895083885 9.4411385976154918 0.17545342762969085 0.28695874447293945 0.25181436345780983 0.14145112849655561 0.31307447237486485 0.75085942502482694 0.44139943347545241 0.48972149493056349 0.35638267492868181 0.23524096055189048 0.27604971220716812 0.25163383278413676 0.81848626551800308 0.11699701806355622 0.12015377746865852 0.53472685187443858 0.24317951686680317 0.19026765565286041 0.59583985083372681 0.089274671874591149 0.10238187581944658 0.33338896802160789 0.31324479577597131 0.72895970726676651 0.55260506138438259 0.43963272199834946 0.4243475587754969 12.340814473312983 0.95551896917459167
leaf_count=281 682 22 39 48 9 17 50 24 28 55 88 8 25 54 65 47 81 14 14 47 9 33 15 15 25 22 33 41 910 99
internal_value=0.000294625 -0.0358992 0.000671769 0.000275934 -0.0261294 0.0179219 0.00118744 0.00022478 -0.0428309 -0.0761142 0.00160226 0.02366 -0.0339744 0.000199076 -0.00108061 -0.040117 -0.0790852 0.0307357 0.0460403 0.0313229 0.052483 -0.0333834 0.000471473 -0.0002018 0.000634328 -0.00451663 -0.00179348 -0.00440308 -0.00183836 0.0078115
internal_weight=32.4704 0.334856 32.1355 31.8486 1.06272 0.564889 30.7859 30.035 0.931121 0.497834 29.1039 1.74069 0.486875 27.3632 26.5447 1.01506 0.654881 0.360177 1.25381 0.977764 0.787496 0.191657 25.5297 25.1963 24.883 14.4864 13.7574 13.2048 12.7652 10.3967
internal_count=2900 303 2597 2558 129 65 2429 2379 52 64 2327 224 113 2103 2049 207 128 79 111 103 89 42 1842 1827 1812 1031 1006 984 951 781
is_linear=0
shrinkage=0.1


Tree=821
num_leaves=31
num_cat=0
split_feature=0 16 18 2 5 6 20 6 17 9 15 10 10 20 17 4 19 5 3 16 22 5 0 3 10 20 0 9 10 23
split_gain=0.0477054 0.228183 0.190472 0.258935 0.172711 0.278908 0.306436 0.242996 0.41858 0.413249 0.223524 0.283677 0.486176 0.245407 0.443572 0.254712 0.160206 0.150381 0.167976 0.309449 0.322802 0.284648 0.251087 0.231322 0.409376 0.197411 0.196882 0.142051 0.250508 0.230954
threshold=86.530713386650021 22.614947116400003 13.5308213324 226.19683278270003 25.763052016400003 16.435384010100005 40.712530798250008 15.785368822600002 197.22366780595004 205.20707599510004 30.046989284200006 68.214248143850014 70.026268923800004 35.461062230100005 197.94573456765002 309.48890441440005 14.251149826300002 20.206488238950005 93.770731131900007 22.584947186600004 -0.083794999999999994 21.495293572000005 85.716110573100011 93.620177476600006 62.025417527550012 42.102795028150005 85.694602908050015 186.14781787895004 61.993156030000002 0.090390000000000012
decision_type=2 2 2 2 2 2 2 2 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 4 -3 -4 5 7 -7 10 -9 -10 11 -2 -13 -12 16 -16 -15 -1 19 21 -21 -19 26 24 -22 -24 27 29 -29 -20
right_child=1 2 3 -5 -6 6 -8 8 9 -11 13 12 -14 14 15 -17 -18 18 22 20 23 -23 25 -25 -26 -27 -28 28 -30 -31
leaf_value=0.057835066095928422 -0.062610563543327377 -0.0017476529276903392 0.099399575926859052 0.014268717199694298 0.078416169443365658 0.0030373985591697593 -0.089965099656405437 0.071763821662291935 -0.053712707438864693 0.037040994691537113 0.030647506383256185 0.068545939882970031 -0.00064453317225925664 -0.094560752596439951 0.017303970194435466 -0.076026001949968836 -0.015734400060183208 -0.045366639408953781 -0.009576649423146736 -0.091106356851504006 0.04010784090119604 0.03424216139821977 0.06658574579632856 -0.078335290680261335 -0.060109703580304943 -0.0028370161065393042 -0.10506287828620089 -0.0071302130347838666 -0.1036675488941238 0.062512315730533383
leaf_weight=0.36962371506524405 0.59609434723826282 0.99006588663905803 0.68977446388453223 0.74122151359915733 0.27175111055839707 0.69357687653973588 0.72421905829105526 1.2455167062580579 0.876065909629688 1.1742886010906657 0.67104732274310608 1.1741242328207571 7.5193143800012194 1.1288100801175462 1.4024480789084917 0.36945360284153128 0.33415621705353249 0.65189394541084622 1.2635952210757748 0.89012138449470546 0.97725466394331328 1.4441117639653382 0.96897765970788874 0.51468376422417339 0.69924965448444709 0.70954985002754256 0.20094511221395794 1.7762560520350237 0.31673165904794576 0.68551303724962043
leaf_count=18 78 24 23 39 16 26 37 31 25 44 24 53 1381 115 75 59 7 21 320 38 34 54 21 30 29 24 11 119 75 49
internal_value=0.000255854 0.00313346 0.0319733 0.0553038 -0.000707008 -0.00190762 -0.0444689 0.00175147 0.0260398 -0.00173582 -0.00431512 0.00412434 0.00870024 -0.0243869 -0.0358033 -0.00215597 -0.076556 -0.00491345 -0.00700315 -0.02016 -0.0403237 0.00948245 0.00450005 -0.0196943 -0.00169168 0.0372392 -0.00845143 -0.00364857 -0.0217392 0.0157775
internal_weight=32.0704 20.6019 2.42106 1.431 18.1809 17.9091 1.4178 16.4913 3.29587 2.05035 13.1954 9.28953 8.69344 3.90592 3.23487 1.7719 1.46297 11.4685 11.0989 5.17732 3.08131 2.09601 5.92157 2.19119 1.6765 1.67853 4.24304 4.0421 2.09299 1.94911
internal_count=2900 2057 86 62 1971 1955 63 1892 100 69 1792 1512 1434 280 256 134 122 843 825 206 131 75 619 93 63 45 574 563 194 369
is_linear=0
shrinkage=0.1


Tree=822
num_leaves=31
num_cat=0
split_feature=20 15 20 9 16 9 23 10 8 23 22 22 22 20 20 22 22 22 7 18 23 4 23 19 0 17 5 19 16 10
split_gain=0.0489776 0.0999308 0.0512405 0.101101 0.167581 0.0486486 0.143599 0.160261 0.120557 0.206883 0.147616 0.118109 0.104796 0.210656 0.168155 0.355002 0.404193 0.247836 0.230903 0.264127 0.200538 0.376045 0.281035 0.231748 0.200276 0.190038 0.167465 0.299975 0.272596 0.164651
threshold=32.785955158400007 36.282341310300005 34.542090938800008 190.77452831370002 19.844953593850004 215.80505313260002 0.082975000000000021 78.962703749400006 8.8430989333000021 0.10332500000000001 -0.085249999999999992 -0.59511499999999995 -0.065399999999999986 39.995120105550008 41.028010303750008 -0.060760000000000002 -0.033594999999999993 -0.024989999999999998 23.368583030350006 13.176060655350001 0.093295000000000031 186.12253940095005 0.088395000000000015 14.251149826300002 93.262612545250008 194.58701840130001 22.782602051550004 13.951125619400001 15.104964678000002 70.026268923800004
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 3 -2 -5 8 -7 -8 12 10 -10 -9 13 26 20 -16 -17 -18 19 -19 22 -22 23 24 -14 -24 27 28 -4 -26
right_child=2 -3 5 4 -6 6 7 11 9 -11 -12 -13 14 -15 15 16 17 18 -20 -21 21 -23 25 -25 29 -27 -28 -29 -30 -31
leaf_value=-0.084824880606200165 -0.03708649670360064 0.035183229164037266 0.024053865001868367 -0.0060906002102307372 0.101466049798766 -0.029253778313355846 0.038432105770192175 0.056225867747064666 0.023745976345381729 -0.1042694927013661 -0.070034998985058702 -0.10126600510167397 -0.048977771037510172 0.00099892192790164164 0.070461297898330624 -0.079515025380138438 0.069881453067816027 0.028858720659053379 0.0090083435213755402 -0.093422069421458795 -0.029107384563556882 0.065902574569621661 -0.10675351137876188 0.062681636892060369 0.10144711698216963 -0.00052113298939782007 -0.083295996376271414 0.010017024253476729 -0.07929685309071749 0.0056559702857335954
leaf_weight=0.18655430891687075 0.19065118898152178 0.11047829501330853 0.34137960617228547 0.29424058849144785 0.28533782437443733 0.59168580788173075 1.6061959448634295 0.069160475337412208 0.5194893236621283 0.30190495168790221 0.24795602657832094 0.15286940598980425 0.59237372014467382 13.377348601738957 0.52301680084201496 0.82087554596000734 0.43115191593096858 0.25600943483095795 1.6891905049028535 0.56979079410757549 0.55150450249857419 1.702823037150665 0.33679773767698851 0.82794622764049552 0.21302420087158669 0.33677963426998758 0.45311409921850998 1.6858252196107057 1.0110258757049448 1.1380720674778784
leaf_count=164 41 4 114 33 10 77 131 5 31 29 30 71 40 1086 17 44 36 98 193 96 27 85 22 37 6 27 67 52 118 109
internal_value=0.000225117 -0.0401891 0.000610891 0.0260824 0.0468616 -3.5588e-05 0.013566 0.0274242 -0.00121417 -0.0341416 -0.00655398 -0.0522086 9.68318e-05 -0.00471005 0.00821405 -0.00674029 -0.017459 -0.000168559 -0.0121774 -0.0555133 0.0194706 0.0426591 0.00429656 0.0183774 -0.000496818 -0.0536387 -0.0265844 -0.0181266 -0.0532087 0.0207591
internal_weight=31.4146 0.297033 31.1175 0.77023 0.579578 30.3473 2.41991 1.82823 27.9274 1.06935 0.767445 0.22203 26.858 16.8687 9.98936 4.29003 3.76702 2.94614 2.51499 0.8258 5.69932 2.25433 3.44499 2.77142 1.94347 0.673577 3.49134 3.03823 1.35241 1.3511
internal_count=2900 168 2732 84 43 2648 284 207 2364 90 61 76 2274 1437 837 484 467 423 387 194 353 112 241 192 155 49 351 284 232 115
is_linear=0
shrinkage=0.1


Tree=823
num_leaves=31
num_cat=0
split_feature=20 15 21 21 21 9 16 15 16 13 3 5 13 3 13 7 23 18 23 6 7 21 21 3 3 19 16 7 7 9
split_gain=0.0418608 0.0871403 0.0459159 0.271674 0.185139 0.130511 0.125593 0.11896 0.119288 0.157517 0.217782 0.19807 0.175472 0.190471 0.176792 0.162476 0.198863 0.172067 0.12745 0.117566 0.10276 0.0949533 0.140644 0.237804 0.142341 0.143974 0.123204 0.0840214 0.176537 0.165893
threshold=32.785955158400007 36.282341310300005 1.2219980417000003 1.8061804516000002 1.8462237188500004 195.51131808980003 22.634947069650003 42.133814420300006 22.494947397000004 113.96105169155001 89.125075482450015 21.125470787600005 109.72404167800001 84.968719212850019 108.17011287860002 23.608704471050004 0.099010000000000029 17.166139419800004 0.10371000000000001 16.505385645700006 23.764169255700004 1.9231529451500002 2.6263314141000005 92.913112988300014 88.727183679150016 12.751028791950002 22.994946227800003 22.726915405250001 22.708075280250004 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=1 -1 6 5 -5 -4 7 8 9 10 12 -12 13 14 15 -2 17 -17 -13 -8 -7 -6 23 24 25 -23 27 28 -24 -29
right_child=2 -3 3 4 21 20 19 -9 -10 -11 11 18 -14 -15 -16 16 -18 -19 -20 -21 -22 22 26 -25 -26 -27 -28 29 -30 -31
leaf_value=-0.081824655051812689 0.066899034374262312 0.032115629695942192 -0.10636834227338235 0.083284396095627516 -0.056287455291804345 0.034513334945103287 0.083938912731332027 -0.064928734955155831 -0.065320041483469496 0.062480646487989559 -0.1090262173316886 -0.065566848653330442 0.043321245169345081 -0.057262851543304072 0.066159743866915879 -0.10205487840636517 0.036078169407392488 0.012812953477024856 0.10134670936684059 0.010358084207160129 -0.05592937250005342 0.051468191072848501 0.0059607277105257509 -0.019631633773520743 0.085704587274093025 -0.05085755684539478 -0.076115888156338116 -0.012357212611147625 0.10090085756041672 0.0092114931082996118
leaf_weight=0.17468053865798339 0.22651718590350733 0.10900931060314178 0.32138112295979482 0.26861961533723189 0.29808089373773583 0.18526206735987216 0.3949868835043161 0.24944769777357567 0.22256702883169044 0.50028176311025152 0.30443928844761092 0.086709818562667351 1.1573841185308991 0.5260986323992255 0.4384215953759848 0.38059112093537806 0.31457615009344408 0.19838107831787966 0.096834467723965645 0.48228232190012932 0.3902593639704719 0.42740129317099007 5.4767874159015326 0.72636589633475512 0.63231742714197026 0.20272469753399491 0.22100330001558077 10.227528781301087 0.20311908589792427 5.4749174025200764
leaf_count=164 22 4 26 10 19 15 18 19 9 40 11 42 38 45 15 100 55 85 3 28 48 41 562 39 24 25 30 876 6 481
internal_value=0.000194201 -0.0380425 0.000548282 -0.00127862 0.000727722 -0.0553212 0.00875229 0.00227195 0.00603656 0.00979087 0.00272383 -0.0595579 0.0120985 -0.00523666 0.0123258 -0.00874611 -0.0279224 -0.0626962 0.0224936 0.0434876 -0.0268156 -0.000200537 0.000508106 0.0259554 0.0521845 0.0185479 -0.00183457 -0.00106682 0.00935588 -0.00483693
internal_weight=30.919 0.28369 30.6353 25.0558 24.1589 0.896903 5.57952 4.70225 4.4528 4.23024 3.72995 0.487984 3.24197 2.08459 1.55849 1.12007 0.893548 0.578972 0.183544 0.877269 0.575521 23.8902 23.5922 1.98881 1.26244 0.630126 21.6034 21.3824 5.67991 15.7024
internal_count=2900 168 2732 2202 2113 89 530 484 465 456 416 56 360 322 277 262 240 185 45 46 63 2103 2084 129 90 66 1955 1925 568 1357
is_linear=0
shrinkage=0.1


Tree=824
num_leaves=31
num_cat=0
split_feature=7 3 21 5 13 23 19 17 21 17 22 22 20 12 17 17 17 5 19 8 8 10 12 8 15 7 18 6 3 3
split_gain=0.0414848 0.0726148 0.134926 0.071967 0.152619 0.0946174 0.0871331 0.0624252 0.117002 0.0895681 0.134602 0.0990841 0.150079 0.0873698 0.145509 0.120827 0.140118 0.218938 0.17471 0.119066 0.108121 0.184568 0.166958 0.17846 0.161155 0.0991246 0.403568 0.137887 0.35477 0.182977
threshold=17.938678131200003 108.3367972827 2.2747687716500002 30.133297129900004 119.04223755815001 -1.0000000180025095e-35 14.351157895250003 168.45154159730004 2.0076445649000005 174.84606933240002 -0.23955999999999997 -0.086339999999999986 40.08085804200001 66.834523482800009 179.88087463185005 181.49225329600003 183.58889821140002 13.999568943650003 14.251149826300002 8.4434108459500017 8.8430989333000021 62.55235532115001 82.187369520450019 8.7431769115000026 32.188927121800006 22.806258769100005 13.197799034350002 16.375382608200002 93.647062057900015 89.896662965950014
decision_type=2 2 2 2 2 2 2 2 2 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 -5 8 -2 10 -9 -12 -13 -11 -15 19 17 -17 -19 -16 22 -22 -18 25 -23 27 -27 28 29 -24
right_child=1 2 -4 6 5 -7 -8 9 -10 13 11 12 -14 14 15 16 20 18 -20 -21 21 24 23 -25 -26 26 -28 -29 -30 -31
leaf_value=0.045536225698631638 0.021211220791317983 0.062502886929944421 -0.10295367160960847 0.00015626735780010503 0.010848431844653136 -0.10210855237839743 0.083181246179181392 -0.034790309814509847 -0.075605803431467278 0.057859333716676946 0.075914955561584785 0.06383535734355554 -0.085222432936911952 -0.053230448125728816 0.0022424366358026501 0.042901264710097239 -0.078802695577371351 -0.099442169140422407 0.00060763073914882131 0.095853295688671625 -0.10512839048880525 -0.060837465798833548 -0.0088736157047970884 0.04863376222283132 0.035646809202027729 -0.091070256827318077 0.00056692845517365015 0.024620222092539792 -0.10810296749981139 0.088883312791972119
leaf_weight=0.20030761991984292 0.21798486781223303 0.069412763747094597 0.16998392324876477 0.28078182163881038 0.10820744070224464 0.23564775437989638 0.22990772094271961 0.24558643290220061 0.29206231855323495 0.25841106474399822 0.51482451300944376 0.16238807916681952 0.11565721427541575 0.51468488507777266 0.28370085348979301 0.25710156437981158 0.2515811479970641 0.490330744520179 0.27099962625652552 0.26076161628589034 0.25371863975305942 0.30294213247179869 0.79745704851303034 0.83056467294227232 0.40394140430726111 0.49380025180289777 17.961584543410027 3.5094872811168898 0.30387383779634536 0.25196869915089337
leaf_count=84 86 25 52 33 6 41 12 37 169 10 54 27 27 114 36 37 25 45 11 7 21 25 110 37 21 37 1530 145 20 16
internal_value=0.000176864 -0.000122609 -0.0549798 0.000313691 -0.000328693 -0.0665622 0.0375333 0.000450053 -0.034228 0.00106558 0.0298986 0.0499356 0.00183248 -1.54714e-05 -0.000560526 0.00044633 -0.000516091 -0.036885 -0.0638289 0.0470759 0.000944397 -0.0319633 0.00223992 0.00308422 -0.00570251 0.0014618 -0.00188496 0.0141635 -0.0129537 0.014598
internal_weight=30.5397 30.3394 0.239397 30.1 29.5893 0.343855 0.51069 29.2454 0.510047 28.7354 1.03846 0.79287 0.278045 27.6969 27.4385 26.9238 26.3794 1.01843 0.76133 0.544462 25.3609 0.960602 24.4003 24.1487 0.706884 23.3182 18.4554 4.86279 1.3533 1.04943
internal_count=2900 2816 77 2739 2694 47 45 2647 255 2392 145 108 54 2247 2237 2123 2080 93 56 43 1987 67 1920 1895 46 1858 1567 291 146 126
is_linear=0
shrinkage=0.1


Tree=825
num_leaves=31
num_cat=0
split_feature=15 21 22 8 20 20 20 20 22 21 6 2 23 16 20 9 8 16 21 9 21 22 21 0 6 20 5 19 12 14
split_gain=0.0988312 0.195907 0.133641 0.11602 0.115906 0.149056 0.10655 0.151287 0.17444 0.170043 0.143313 0.186923 0.121643 0.162868 0.143309 0.106776 0.270783 0.214107 0.248273 0.172776 0.347616 0.211382 0.252951 0.197109 0.425035 0.312688 0.332089 0.272557 0.224227 0.378284
threshold=11.896459116400001 17.123843457500005 0.68694500000000025 1.6487133604500002 49.842240509300005 51.779769178100004 47.480720532750006 49.110028829250005 -0.21094499999999999 7.5091558130000005 8.0101871567500016 296.01432942755008 -0.27223499999999995 22.664946999500003 35.616518500750011 58.059373288650008 4.9461400813500012 21.084950694200003 16.464809133250004 187.70546222865002 1.1268005785500004 0.23643500000000003 0.54612131245000006 85.716110573100011 16.465384711100004 43.812290675100009 30.133297129900004 14.451165964200003 148.24135922650004 223.45180875365003
decision_type=2 2 2 2 2 2 2 2 2 2 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 10 8 9 -8 11 -5 13 14 -12 -14 17 18 -17 20 -18 23 -23 24 -21 26 27 -26 -25 -30
right_child=2 -3 -4 6 5 -7 7 -9 -10 -11 12 -13 15 -15 -16 16 19 -19 -20 21 -22 22 -24 28 25 -27 -28 -29 29 -31
leaf_value=-0.0019915005882270255 -0.0017113594960612164 0.00035680458488499537 0.0011073826532825481 -0.0017570890264195557 0.0007782937025057208 -0.0019739667868159273 0.0013056248241473628 -0.000470887561272644 0.0018050823184433606 -0.0005264854655951071 0.00043900398228724957 0.00070102871776548867 0.00092957375327706231 0.0010588878934444563 -0.0020530151629860409 -0.0017953517222947133 0.0016389943954901352 0.0015445244518336148 0.0012662399272910542 -0.0021119823052612378 0.00019307689138415364 0.00013493561323138002 -0.0016523018022336386 0.00031258240919528941 -2.2862088711488898e-05 0.0015899353679507088 0.0011897578317487684 -0.0016258637098311036 -0.0012768908059743699 2.7069901839631142e-05
leaf_weight=0.26683887234184922 0.28828190228205031 0.27980660542380065 0.45428863316192192 0.37022329321916814 0.25319877075526165 0.10789054492488503 0.35660679743159551 0.43112146217026737 0.48015506881347292 0.42915972575428896 0.12047215498750219 0.1752307980787009 0.53249097585649607 0.13443404342979193 0.33664355136897939 0.69794203371566155 0.75299304105283127 0.11179707944393158 0.11923077523533721 0.48547626766958218 4.2319973616395146 0.59384702134411671 0.62477991305058822 11.47557141496509 0.8508040098531644 0.35803546896204341 0.406249424748239 0.78320110120694153 0.9001573389396097 17.187169236174668
leaf_count=281 162 22 39 157 42 69 15 35 15 33 31 24 45 4 83 230 30 4 11 36 131 27 51 415 67 7 14 58 20 742
internal_value=3.91072e-05 -0.000789494 4.939e-05 3.8365e-05 -0.000784241 -4.40593e-05 5.08034e-05 0.000532313 0.000873962 0.000304987 3.09933e-05 -0.000967402 4.43725e-05 -0.0008383 -0.00139625 5.73898e-05 4.56556e-05 -0.00100047 -0.00134865 7.07994e-05 0.000411486 2.03523e-05 -0.000781366 5.04631e-05 -0.000438855 -0.00010017 -0.00039676 -0.000791203 9.81945e-05 -3.78247e-05
internal_weight=44.5961 0.546645 44.0494 43.5952 0.649371 0.361089 42.9458 1.69704 1.26592 0.785767 41.2487 0.545454 40.7033 0.59155 0.457116 40.1117 39.5793 0.92897 0.817173 38.6503 4.98499 33.6653 1.21863 32.4467 2.88377 2.39829 2.04025 1.63401 29.5629 18.0873
internal_count=2900 303 2597 2558 273 111 2285 98 63 48 2187 181 2006 118 114 1888 1843 245 241 1598 161 1437 78 1359 182 146 139 125 1177 762
is_linear=0
shrinkage=0.00196078


Tree=826
num_leaves=31
num_cat=0
split_feature=2 17 10 5 18 9 2 2 8 22 23 8 8 2 22 22 23 15 17 17 21 17 10 16 2 23 17 23 19 21
split_gain=0.0417921 0.164426 0.161639 0.0875055 0.079336 0.0982611 0.113427 0.105164 0.0771701 0.181984 0.151691 0.101128 0.0774707 0.131493 0.0668826 0.196353 0.276813 0.35287 0.253346 0.265045 0.230392 0.223052 0.245626 0.32898 0.389988 0.272427 0.213835 0.203892 0.192298 0.185121
threshold=325.75432260090003 209.52161856205001 67.316303128300021 32.00428233840001 13.954623666350001 212.62588569420004 335.91826356435007 373.97157030240004 8.8430989333000021 -0.011399999999999999 0.10236000000000002 9.3427090425500019 8.7431769115000026 100.60547560250002 -0.079824999999999993 -0.082314999999999985 0.083185000000000023 35.194695975650014 192.2469332606 195.24502669890003 1.9231529451500002 191.55545126530004 70.085415002650009 22.574947209950004 122.26439358135001 0.092425000000000021 195.76335783930003 0.081815000000000013 14.651182102100002 12.488762019500003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=3 4 -3 8 -2 6 -6 -8 12 10 11 -10 14 -14 15 16 17 27 21 -20 -17 22 23 -18 -25 -24 -21 -1 29 -16
right_child=1 2 -4 -5 5 -7 7 -9 9 -11 -12 -13 13 -15 28 20 18 -19 19 26 -22 -23 25 24 -26 -27 -28 -29 -30 -31
leaf_value=0.0050558447805888647 -0.10268791768391956 0.08493427084243528 -0.05195766187432186 0.053648471552449867 -0.10195900188056453 -0.10354607413813065 0.070597793795976402 -0.052117625934235912 -0.01018527628683611 -0.078847648498291262 -0.056002599200932937 0.059531071225752276 -0.014208768167479669 0.058130283472316947 0.0098619014094967761 0.013962287966278401 0.067188266512727357 -0.071984380546970025 -0.055655168984701298 0.091921327063427372 -0.084056994007441585 0.084109043439811432 -0.10295205443464009 0.033012003770833187 -0.065521803078370008 0.0078472579179803097 -0.0026484612375557767 -0.089364046062413244 0.08157081909405714 -0.024041178814308711
leaf_weight=2.3368038498515595 0.18979977012713678 0.23535625776275992 0.13615654979821556 0.31108911953196994 0.088575838708493393 0.12713270841095436 0.19498451523281801 0.10880286100291414 0.45211638731416293 0.40607370230645656 0.35629090838483535 0.3854541763139423 0.42685808893293031 0.61089276731945574 9.3195663020528077 0.38928334547154075 1.3789601300359193 1.0909614209085701 0.94049616463598784 0.25433854685979884 0.6244650571479724 0.5499678388077881 0.31721616780214368 1.3186159818433223 0.57764352134836361 0.73859981894383964 3.9899411371548581 0.25351514427165955 0.32893334235996086 1.9470344003652815
leaf_count=564 49 14 52 47 29 15 45 27 36 47 34 33 15 32 836 15 72 69 50 10 44 22 73 36 44 74 331 23 14 148
internal_value=0.000181974 -0.0191292 0.0347644 0.000894193 -0.0473574 -0.0271422 -0.00238599 0.0266467 0.00032817 -0.0210194 -0.00134994 0.0218985 0.00157496 0.0283751 0.000519736 -0.00394509 -0.000813068 -0.0242776 0.00776845 -0.00762454 -0.0464172 0.0241194 0.0165018 0.030023 0.00299638 -0.025442 0.00301864 -0.00418505 0.00620334 0.00400295
internal_weight=30.3859 1.08081 0.371513 29.3051 0.709296 0.519496 0.392363 0.303787 28.994 1.59994 1.19386 0.837571 27.3941 1.03775 26.3563 14.7608 13.7471 3.68128 10.0658 5.18478 1.01375 4.881 4.33104 3.27522 1.89626 1.05582 4.24428 2.59032 11.5955 11.2666
internal_count=2900 231 66 2669 165 116 101 72 2622 150 103 69 2472 47 2425 1427 1368 656 712 391 59 321 299 152 80 147 341 587 998 984
is_linear=0
shrinkage=0.1


Tree=827
num_leaves=31
num_cat=0
split_feature=16 12 19 0 8 16 4 23 0 21 21 6 20 6 22 22 0 20 13 13 22 12 7 6 23 17 0 5 21 23
split_gain=0.129547 0.196082 0.17956 0.207088 0.319316 0.391839 0.164847 0.160419 0.153428 0.316045 0.256575 0.214354 0.495165 0.372304 0.34694 0.351823 0.525965 0.797064 0.494787 0.321696 0.309993 0.439202 0.863055 0.414813 0.412147 0.265508 0.425835 0.249131 0.633818 0.20472
threshold=13.534968349350001 176.04981466085005 11.850956171350001 98.615332683000005 7.6440346712000009 17.654958715000003 172.73046293330003 0.11467000000000002 86.530713386650021 16.247620585350003 13.915737982950001 16.455384477450004 41.24714903835001 16.245379570700006 -0.060760000000000002 -0.019444999999999997 95.762878606550018 38.175120519550006 115.63864956495001 108.61908538635001 -0.095019999999999993 157.43006017245003 24.605072964550004 15.185354803400001 0.09495000000000002 199.14656950540004 90.337570099350003 21.746930049350002 11.491326747450001 0.12064000000000002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 6 -2 8 -5 7 -1 -6 29 10 11 13 -13 14 20 19 17 -17 -19 -16 21 23 -23 -10 27 -15 -27 28 -22 -4
right_child=2 -3 3 4 5 -7 -8 -9 9 -11 -12 12 -14 25 15 16 -18 18 -20 -21 24 22 -24 -25 -26 26 -28 -29 -30 -31
leaf_value=0.00072657413359691805 0.00080976087401486772 -0.00010438252646229268 6.4275521100418081e-06 0.00034821013841972246 -0.0018991740398837875 0.00097549053578227702 -0.0019945753430415749 -0.00033706623548462563 0.00023109907485578625 -0.001331736819052774 0.0011793048321435918 0.00029512536254499747 -0.0017156737544071726 0.0013894649108636859 -0.00013971567597410181 0.00080571137178852214 0.0014743332417906227 -0.0017646107611602754 0.00058574959337609098 0.0014789376223825479 -0.001325556023868591 -0.0018517849007958368 0.00069432375392639337 0.001945297334031551 -0.0016475453338389763 -0.00052923308081111392 0.0012034119503349342 0.00065489003491912107 0.0015814959333299661 -0.00088177427267695631
leaf_weight=0.1076939392878552 1.2609032130858384 2.2373713127158226 13.983425253245512 1.1031193629501097 0.9628786295361349 0.30616908986121405 0.41706612432108159 0.34271265828283504 2.1822427373263085 0.50692257090122339 1.0515870708622959 1.3365152091719203 0.72692661162000138 1.6556491535156959 0.64383523724973235 1.4811810208484613 0.85274858448974544 1.3029873951018087 0.46805592719465483 1.7693473063409326 1.2113909404433814 0.98432193843473248 1.0663687291962558 0.72240515716839571 1.015760237467475 1.0770154725760224 1.1047677391907198 0.90557990269735444 0.37842629966326047 1.0743459449222417
leaf_count=12 99 569 719 139 124 25 219 25 95 55 40 35 31 27 26 35 45 101 18 46 74 60 60 15 55 28 28 25 12 58
internal_value=5.37786e-05 -0.000357392 8.11599e-05 5.83162e-05 -0.000464628 -0.00102095 -0.00143613 -0.00148913 9.61739e-05 0.000198901 0.000234271 0.000186689 -0.000413256 0.00025246 0.000112906 0.000452941 0.000103664 -0.000255732 -0.00114345 0.00104708 -0.000148879 0.000166943 -0.000527797 0.000657432 -0.000594602 0.000797399 0.000348109 -0.000165998 -0.000633587 -5.69441e-05
internal_weight=44.2397 2.76213 41.4776 40.2167 2.71488 1.61176 0.52476 1.30559 37.5018 22.444 21.9371 20.8855 2.06344 18.8221 14.9847 6.51816 4.10497 3.25222 1.77104 2.41318 8.4665 4.95534 2.05069 2.90465 3.51116 3.83743 2.18178 2.4954 1.58982 15.0578
internal_count=2900 800 2100 2001 313 174 231 149 1688 911 856 816 66 750 667 271 199 154 119 72 396 230 120 110 166 83 56 111 86 777
is_linear=0
shrinkage=0.00196078


Tree=828
num_leaves=31
num_cat=0
split_feature=22 6 6 10 9 19 2 3 5 0 15 19 0 21 0 20 10 0 17 6 16 10 5 7 5 9 9 0 21 20
split_gain=0.0391723 0.0512748 0.176874 0.103832 0.101314 0.26748 0.152621 0.0991081 0.08121 0.0865702 0.171023 0.324293 0.330436 0.216174 0.159902 0.113576 0.299872 0.450402 0.446047 0.210179 0.346076 0.178952 0.323543 0.301813 0.198022 0.330593 0.31922 0.182236 0.175955 0.206314
threshold=0.68694500000000025 13.665319288000001 13.775321858200002 78.220689305400015 57.214511140150002 13.351077205700003 187.03662689815005 81.796338618900009 16.579584939650001 94.047642319350018 24.200063469100005 12.851036860900001 94.776214472700005 4.8216519326000009 93.776108048200015 36.625813070500008 66.697957758300021 90.337570099350003 191.06791329340004 15.025351064900002 20.784951395750003 64.434276012450013 20.206488238950005 22.620341628000002 21.197160116700001 197.19111486365003 190.24759545780003 86.530713386650021 6.338788634150001 41.468518788800004
decision_type=2 2 2 2 2 2 2 2 2 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 -4 -9 14 -11 -12 -13 -14 15 19 17 21 -18 -10 -21 22 -17 -23 25 26 -24 -26 29 -29
right_child=-2 2 7 -5 5 6 -8 8 9 10 11 12 13 -15 -16 16 18 -19 -20 20 -22 23 24 -25 27 -27 -28 28 -30 -31
leaf_value=0.0019393199770797679 0.036384733267838684 0.057833530271951074 -0.055581240017262827 0.0034077768454483211 -0.090079110708331175 0.048158251106499593 -0.052573074540303577 0.037646512608769597 0.096060047559990785 -0.10356371458773517 0.051436554696383585 -0.089373369237058783 0.025778689330547357 -0.068060229887132923 0.047737987876805638 0.068589871598703861 0.036649028222035675 0.066410752245970164 -0.075863191082583423 -0.051515734734758067 0.051038084558086207 0.028632055290784941 -0.035833021739869429 -0.081581586703006456 -0.0043980719525664883 -0.073525892203995691 0.053428962503564353 0.043921181665299847 0.051520109631137269 -0.022139048441631063
leaf_weight=0.75151371845095738 0.29644994864611263 0.54747427115217107 0.31260085880058142 2.559670273474751 0.63302748995920388 0.33406121202278882 0.27360583313566167 0.59276306780521082 0.33777401498810888 0.20892094574264719 0.64927021277253549 0.63224013668514079 0.88244206077069953 0.34010936078266241 0.74821786500979115 0.67796101537533715 0.50430149741987307 1.0324472092324857 1.1694564379286019 0.56835599052283192 0.78152486099861562 0.39198144728470541 0.99622745392844014 0.67863193294033408 8.3017731978106877 0.96336562727810804 0.67015014216303825 0.79040598170831744 1.3280652966350315 1.1764258686162063
leaf_count=185 44 29 37 879 167 29 38 29 19 16 34 82 51 51 33 27 29 39 66 98 35 44 29 21 629 37 21 36 27 39
internal_value=0.000213202 -0.000146212 0.00161282 -0.00991653 -0.0270361 -0.0445872 0.00280335 0.00036847 0.0010846 0.000175138 -0.0166406 -0.00938832 -0.0306801 -0.000326957 0.00233551 0.00066772 -0.00157667 0.00239791 -0.0419634 0.0255116 0.00785866 -0.00173917 0.00109749 -0.0412293 -0.00211886 -0.0268942 6.45633e-05 0.00349936 0.0233976 0.00440842
internal_weight=30.1312 29.8348 25.2829 4.55188 1.99221 1.24069 0.607667 24.7354 24.4228 23.83 2.71298 2.50406 1.85479 1.22255 21.1171 20.3688 18.6812 17.0074 1.67376 1.68765 1.34988 15.975 14.9044 1.07061 14.2264 2.62974 1.66638 11.5967 3.2949 1.96683
internal_count=2900 2856 1558 1298 419 234 67 1529 1492 1463 234 218 184 102 1229 1196 1044 949 95 152 133 910 845 65 818 87 50 731 102 75
is_linear=0
shrinkage=0.1


Tree=829
num_leaves=31
num_cat=0
split_feature=6 6 10 23 19 2 2 17 7 2 4 2 20 15 7 16 13 22 23 23 15 20 22 20 20 14 3 20 0 22
split_gain=0.134124 0.366494 0.19847 0.163223 0.33143 0.285044 0.210726 0.200146 0.160428 0.162362 0.153197 0.270372 0.157624 0.147049 0.311793 0.344795 0.177325 0.223703 0.139511 0.157828 0.132284 0.128578 0.115619 0.110409 0.263128 0.155443 0.258889 0.292799 0.364444 0.215558
threshold=13.665319288000001 13.775321858200002 78.220689305400015 -0.22125500000000001 12.851036860900001 187.03662689815005 172.77856529855003 174.84606933240002 29.973557588500004 68.519383356500015 196.92079858070002 146.11720701395004 36.735256530150004 20.609775022200004 24.550696209100003 17.614958808600004 95.99139754765001 -0.24103499999999997 0.091975000000000015 0.086945000000000022 17.047047148850002 43.968221017800005 -0.0023999999999999998 43.19689381845 43.061965423550006 327.34937283730005 88.727183679150016 42.508878681700004 87.181320254150009 -0.5169149999999999
decision_type=2 2 2 2 2 2 2 2 2 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 7 -5 6 18 -1 9 -4 -11 -12 -13 16 -15 22 17 -14 19 -6 -3 -9 -16 24 25 29 -27 28 -28 -22
right_child=1 20 8 4 5 -7 -8 21 -10 10 11 12 13 14 15 -17 -18 -19 -20 -21 23 -23 -24 -25 -26 26 27 -29 -30 -31
leaf_value=0.0014469415403453715 0.0013026239030207733 -0.0014646871428334542 -0.0019989626223274205 -0.0015952331698903784 -0.00081539291514957099 -0.0013200647825841157 0.0017278883187505473 0.0002122217245625886 -0.0019745000752644788 0.0012811157160295939 -0.0012937751657734827 -0.00199410259409687 -0.0020024110284207405 0.0013699746326153556 -0.0020414752037728038 0.0014932689304149283 0.0012270208454228488 0.00044214252686936907 -0.0015063730822411625 0.0011585258197620363 -0.00070434390947978073 -0.0020083834933184632 -0.00010804077079908624 0.00037511512779840129 -0.0012381657841696861 -0.0020086826965486013 -0.00068000278253447144 -0.0016106493903135764 0.0011705867587495423 0.00015636873807519234
leaf_weight=0.32984201260842416 0.97640780499204893 0.21060285793282574 0.13062992130289774 1.0549825666603267 0.27232798273325876 0.58622388532967296 0.31439513736404479 0.2826527160286787 0.13962760589743073 0.46854619030636957 0.47539264899751277 0.11408926185140478 0.16201576252933603 0.33204902624129295 0.4796959562736447 0.18265784851973876 1.0502028352930208 1.2888560924329799 0.21729621756821871 0.36375005752779543 1.169395163742595 0.15534839028259739 0.15810631014755927 4.6506406977350698 0.59714037194134917 0.33232855384994708 0.83177962445188336 0.41673132579307992 0.80520365945994854 25.79741171833485
leaf_count=27 34 59 22 189 48 65 10 29 165 38 143 89 49 33 64 8 44 227 25 13 64 26 20 252 45 50 57 22 28 955
internal_value=6.5101e-05 0.000117835 -0.000155403 -0.000507792 -0.000726787 -0.000204438 0.00035561 0.000293352 9.75998e-05 0.000157349 0.000217133 9.96418e-05 0.000275459 0.000346329 -0.000233155 -0.000881959 0.000613359 0.000169164 -0.000149957 0.00031342 8.46034e-05 -0.000575373 -0.00156219 9.40335e-05 5.0387e-05 7.66007e-05 -0.000403095 -0.000143282 0.00023027 0.000119045
internal_weight=44.3463 35.7876 8.55869 3.57682 2.80898 1.75399 1.16777 0.767843 4.98187 4.84224 4.71161 4.24307 3.76767 3.65358 1.15251 0.82046 2.50107 1.45087 0.853374 0.636078 34.8112 0.438001 0.637802 34.6006 29.95 29.3529 2.38604 2.05371 1.63698 26.9668
internal_count=2900 1566 1334 432 350 161 96 82 902 737 715 677 534 445 125 92 320 276 86 61 1532 55 84 1473 1221 1176 157 107 85 1019
is_linear=0
shrinkage=0.00196078


Tree=830
num_leaves=31
num_cat=0
split_feature=13 22 18 0 6 17 15 18 0 18 23 0 6 0 5 6 9 12 10 20 9 22 9 0 17 14 0 6 8 23
split_gain=0.0388767 0.106386 0.0980943 0.0994489 0.145488 0.130492 0.122605 0.112759 0.195908 0.176927 0.152189 0.143107 0.0906694 0.208741 0.287546 0.260691 0.151533 0.168953 0.195287 0.148794 0.146199 0.136366 0.122345 0.117696 0.102591 0.101069 0.22644 0.287666 0.225201 0.212021
threshold=95.870416931800023 -0.24103499999999997 17.327266398450003 98.615332683000005 12.26528657645 205.32027903760002 23.304416445750004 15.312071772700003 96.249489528150022 15.379439136400002 0.088990000000000027 97.671683879200017 14.835346625500001 93.262612545250008 18.228105795950004 15.135353635100001 203.83507631320003 130.74068757200004 72.026481772850005 43.124157941850008 199.21354841250005 -0.23771499999999998 216.18094582280003 93.867515624600017 196.58200213860002 202.65261526855002 85.716110573100011 16.555386813950005 8.543332867800002 0.089475000000000013
decision_type=2 2 2 2 2 2 2 2 2 2 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 -6 12 9 -9 -10 -12 16 15 -15 -14 17 18 23 22 -20 -19 -18 -2 -23 26 27 -17 -29 -28
right_child=2 -3 -4 4 6 -7 -8 8 10 -11 11 -13 13 14 -16 25 19 21 20 -21 -22 24 -24 -25 -26 -27 29 28 -30 -31
leaf_value=-0.10092928670110655 -0.01232177117270844 -0.0068891870473553902 0.038452691708036654 0.014963291283901474 -0.1021459577532644 -0.078545300878958987 -0.0084032789939210342 0.04877145420775645 0.07105415268757255 -0.080794230689270566 0.057069120956321551 -0.043720219276241798 -0.061368045673588903 0.085998186655064715 -0.001995089470121589 -0.07269375940808194 -0.087850128512166351 -0.029594840382990178 -0.050995486041039789 0.019923194772108997 0.049104029569389432 0.050696346184737756 -0.007607125569069873 -0.10425584933326787 -0.024782118483708801 -0.0037581283847010431 0.044825254090668398 0.058304680253554168 -0.03015021769017889 0.0029500484409820172
leaf_weight=0.13469394080766495 0.2207413664873592 1.125591328140447 0.6828545936732543 0.84805138633964705 0.34428682042198477 0.18110906334914034 0.23457963383407332 0.16893424515728739 0.83226519706658997 0.28020616740832338 0.26663455605739728 0.29867869277950376 0.67575684646727197 0.68704972974955925 0.80826342542422935 0.63560017674535885 0.63215877440961754 0.41613418277847802 0.23943212695303373 0.27802468545269221 0.37354220426641405 0.98033355679217471 0.27166234166361392 0.37722689448855817 0.2206005230473238 11.571168476295496 2.3148466721759178 0.53875612792035077 0.61796303662413266 2.5312395582441241
leaf_count=146 19 627 54 126 57 55 45 7 45 54 13 35 36 25 34 47 80 70 40 19 13 132 24 38 31 703 82 102 61 80
internal_value=0.000248115 -0.0169398 0.00100743 8.91475e-05 -0.0240508 -0.00149212 -0.0641577 0.00156864 0.0253933 -0.032061 0.0438574 0.00381789 -0.00023524 0.00246919 0.0384351 -0.000378539 -0.0139809 -0.00141393 -0.0296592 -0.044052 0.0100044 0.0197375 -0.0637314 -0.0703182 0.0368316 0.00188478 0.0117207 -0.0186484 0.0110487 0.0229527
internal_weight=29.7884 1.26029 28.5281 27.8452 1.60803 1.02916 0.578866 26.2372 1.84672 0.44914 1.39758 0.565313 24.3905 20.3806 1.49531 18.8853 4.00986 2.82801 1.21094 1.18185 0.612974 1.61707 0.903821 0.597968 1.20093 18.2096 6.63841 1.79232 1.15672 4.84609
internal_count=2900 773 2127 2073 283 181 102 1790 154 61 93 48 1636 1170 59 1111 466 343 110 123 53 233 104 57 163 1075 372 210 163 162
is_linear=0
shrinkage=0.1


Tree=831
num_leaves=31
num_cat=0
split_feature=22 8 20 12 19 0 17 9 23 18 13 23 3 2 5 23 23 3 12 19 0 0 8 20 20 23 6 3 4 21
split_gain=0.0990981 0.355323 0.338749 0.324339 0.425674 0.347867 0.32353 0.463285 0.359604 0.30198 0.318894 0.271871 0.237341 0.507724 0.497707 0.322833 0.234241 0.190829 0.172467 0.228125 0.402842 0.316776 0.166778 0.204589 0.309075 0.240194 0.31933 0.311277 0.250733 0.245685
threshold=-0.065399999999999986 8.9430209551500024 41.495754733000005 165.68766602795003 13.751109481500002 86.280686780500005 199.55131508320002 199.68228938305 0.089185000000000028 15.064837217800003 98.362617618700014 -0.11050499999999999 92.751805500450018 159.92742394165003 21.964328598750004 0.12424000000000003 0.11048000000000002 82.866344954800013 135.43243079965001 14.251149826300002 93.442739239950015 94.047642319350018 9.3427090425500019 41.134354310300004 41.061442884200012 0.10211000000000002 15.365359009150003 94.507368659650012 200.91490209630004 12.807136552050002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=22 2 3 6 9 -6 7 11 -8 -5 -11 -2 15 14 -14 16 -4 -9 19 20 -13 -22 23 24 25 27 -27 29 -28 -1
right_child=1 -3 12 4 5 -7 8 17 -10 10 -12 18 13 -15 -16 -17 -18 -19 -20 -21 21 -23 -24 -25 -26 26 28 -29 -30 -31
leaf_value=-5.1164085916319923e-05 0.001313903499767749 -0.0011145515973714141 4.2771755657394332e-05 -0.0018326358306373755 0.00031662856774534586 0.0016064589026427102 0.00020246598930487075 0.00019034005106285509 -0.0021992898384629975 -0.0019866834241117986 0.00086314327736955747 -0.0019638871606673012 -0.0021062320885181819 -0.0017262427007398353 0.0012046959927318288 0.0016488173453753691 -0.0022099438887790979 0.0017368103805286584 -0.0011277639975707649 0.00093243390442067484 0.0020072359338886114 -0.00066536414696741946 0.00083914734091753774 7.3083948381962092e-05 -0.0022601258432502652 -0.0018468758807054912 0.00054270420496119382 -0.0018498185284880537 -0.0009832324331313549 0.0013721273639380508
leaf_weight=5.739928817110016 0.43884740705107095 0.7954562167287812 2.1833449610003317 0.31127034711971635 1.2378412583202592 2.2932504054042511 0.5069922712718834 0.44916761784679671 0.45457244396129681 0.18281801957061794 0.86637355442508124 0.45980183618666604 0.23813401628285624 0.97525859047163976 0.65380374567212129 0.46334198345721223 0.19316455674243105 0.96770104486495256 0.77694402626275394 0.62695513479411591 0.2816937193274498 0.43198801339963211 0.81332752466550928 15.741228165239589 0.29752226459822928 0.7253829602145746 0.75984613620676078 0.34460012876661483 0.90957299899309874 0.50751135707469064
leaf_count=453 26 66 262 29 33 65 20 41 26 102 47 29 9 94 63 21 10 22 27 15 5 40 43 1055 13 99 21 113 24 27
internal_value=4.01112e-05 0.000162498 0.000230251 0.000429625 0.00079527 0.0011543 9.80794e-05 0.000321715 -0.000932946 -0.000136602 0.000366571 -0.000112728 -0.000205436 -0.000748429 0.000320728 0.000151582 -0.000140331 0.00124656 -0.000355639 -2.24436e-05 -0.000532604 0.000389524 -3.46726e-05 -6.30716e-05 -0.000293917 -0.000228823 -0.000760665 -3.5612e-05 -0.000288693 6.44571e-05
internal_weight=41.6276 15.7887 14.9933 10.2862 4.89155 3.53109 5.39466 4.4331 0.961565 1.36046 1.04919 3.01623 4.70705 1.8672 0.891938 2.83985 2.37651 1.41687 2.57738 1.80044 1.17348 0.713682 25.8389 25.0256 9.28436 8.98684 2.3948 6.59204 1.66942 6.24744
internal_count=2900 1052 986 527 276 98 251 205 46 178 149 142 459 166 72 293 272 63 116 89 74 45 1848 1805 750 737 144 593 45 480
is_linear=0
shrinkage=0.00196078


Tree=832
num_leaves=31
num_cat=0
split_feature=12 2 21 9 21 22 9 2 4 17 2 0 5 16 18 2 13 6 10 20 15 0 17 20 16 18 21 12 6 3
split_gain=0.0383239 0.0802278 0.0802123 0.115478 0.10883 0.108459 0.154183 0.0632851 0.176672 0.0915554 0.0864103 0.0784156 0.239955 0.145718 0.180519 0.239869 0.141149 0.320531 0.243278 0.23721 0.210119 0.280468 0.203673 0.193236 0.186987 0.185643 0.163891 0.1681 0.158643 0.154035
threshold=92.695913642950003 71.847610775600018 1.0000000180025095e-35 197.89372115420002 5.9038172716500013 -0.10518999999999999 197.33595066125002 74.86597289860002 165.01827963435002 166.83257850275001 167.29597799085005 86.530713386650021 21.197160116700001 22.614947116400003 13.5308213324 226.19683278270003 117.38883580790001 15.925372093750001 69.563854125350005 37.797539186950011 36.508287084250007 93.972365491700018 196.44284117250001 38.238138001450004 19.774953757550005 13.713893333650001 5.597634825300001 288.67761128475007 14.905348261050003 86.130133125200004
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 -2 3 -1 5 -4 -7 -3 -9 10 -10 12 -11 16 -15 -16 17 18 19 -13 21 29 -18 24 -23 -19 27 -25 -28 -20
right_child=1 7 4 -5 -6 6 -8 8 9 11 -12 13 -14 14 15 -17 22 25 20 -21 -22 23 -24 26 -26 -27 28 -29 -30 -31
leaf_value=0.055358115561079849 0.033911739781308479 -0.03029158753270977 0.011135268487303701 -0.032151540489047052 0.018746064699338368 -0.096148984022030162 -0.014591676566473985 0.065997079834931985 -0.10135777969598987 -0.06264541690515224 -0.0083619880240942551 0.0019734061809167295 -0.0018371949588781714 -0.0046738059290574443 0.098902924040274814 0.012332310564047429 0.014145926657074452 0.091744075302059983 0.082546202084530104 -0.058166081214007098 -0.10159986702664073 -0.055905212410578012 -0.059099835722232867 0.035322378905484099 0.086148978316319902 0.023285696400315144 -0.0021016669646471012 -0.051306915336380821 -0.10729807312689864 -0.0043488180935406457
leaf_weight=0.36047307047556687 0.73428690101718785 0.65511965673067862 0.32648991128553462 0.25924374658643501 0.4531931453202559 0.46950826003740054 0.45783128311450128 0.41379641584717575 0.16965719852783223 0.70675322982970268 0.24306778930076689 1.2762695321544035 7.9330880518737104 0.93327067606151048 0.60514080338180043 0.67939622676931322 0.6709868824109424 0.51785283349454347 0.72121966828854034 1.3492105051136603 0.17648334123805387 0.84838436383262195 0.87431497371289879 2.3201930777495368 0.1040241141745355 1.6850598820892626 2.929910858921176 0.24793072298234609 0.1507327165454625 0.28446155432175146
leaf_count=39 30 30 22 19 39 27 34 27 167 32 117 49 559 24 23 39 19 16 33 119 52 310 35 282 5 69 541 80 6 56
internal_value=0.000253473 0.00130603 -0.012065 0.0187505 -0.0232523 -0.0384324 -0.0558838 0.000402439 0.00118059 0.000125786 -0.0465894 0.000896554 -0.00681141 0.0049635 0.0287973 0.0531154 0.00122976 0.00472495 -0.00260912 -0.0289317 0.00627003 0.00877268 -0.0272957 0.0012779 -0.0403897 0.0393786 0.00830325 0.0269591 -0.00724882 0.0579675
internal_weight=29.5574 27.2306 2.32674 0.619717 1.70702 1.25383 0.92734 26.4963 25.8412 25.4274 0.412725 25.0147 8.63984 16.3748 2.21781 1.28454 14.157 12.6117 10.4088 2.62548 7.78334 7.60686 1.5453 6.60118 0.952408 2.20291 5.64877 2.56812 3.08064 1.00568
internal_count=2900 2720 180 58 122 83 61 2690 2660 2633 284 2349 591 1758 86 62 1672 1618 1533 168 1365 1313 54 1224 315 85 909 362 547 89
is_linear=0
shrinkage=0.1


Tree=833
num_leaves=31
num_cat=0
split_feature=5 10 7 18 21 21 2 17 2 22 17 22 22 23 12 17 17 17 5 19 8 8 2 8 17 8 7 18 21 20
split_gain=0.0384806 0.170612 0.126183 0.201633 0.122379 0.107745 0.0655784 0.0642524 0.0990029 0.152871 0.0817872 0.105778 0.100426 0.0988219 0.0681156 0.106532 0.0979874 0.124764 0.192718 0.147255 0.112023 0.0976688 0.0862894 0.1069 0.147858 0.130362 0.0975417 0.354691 0.136666 0.208251
threshold=29.040033326300005 60.474177186300004 21.725272673150005 11.955585097900002 13.296557277800002 0.73131419490000016 229.52120806975003 168.75790693355003 234.61110956795002 0.28022500000000006 174.84606933240002 -0.23955999999999997 -0.091779999999999987 0.078095000000000012 66.834523482800009 179.88087463185005 181.49225329600003 183.58889821140002 13.999568943650003 14.251149826300002 8.4434108459500017 7.4441906275000003 59.615984903700003 8.8430989333000021 196.65693750130004 8.7431769115000026 22.806258769100005 13.197799034350002 1.9498618639500001 39.420767558750008
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 5 3 4 6 -1 -2 8 9 -3 11 -9 -13 -14 -12 21 20 18 -18 -20 -17 -16 -19 25 -25 26 28 -28 -24 -30
right_child=2 7 -4 -5 -6 -7 -8 10 -10 -11 14 12 13 -15 15 16 17 22 19 -21 -22 -23 23 24 -26 -27 27 -29 29 -31
leaf_value=0.0062459140139360476 0.086354176874983868 -0.093539136695994965 0.10079845185312411 -0.075803106954427033 -0.048111421901514372 -0.10141200859953321 0.0020074256691138691 -0.02912557728679567 0.044039845520748674 0.081462618904035208 0.05293443123708063 0.086656910395890435 0.063523458066352401 -0.048093032476296323 0.010210570122807031 0.0010191533341610234 0.04013167009490845 -0.047502656841889798 -0.09875841978700127 -0.0043152397525575165 0.094742385581829458 -0.083071459281002541 -0.028822280576802535 -0.088415209092752189 -0.00084815098018848907 0.042928896647592821 -0.088803305721878625 0.00050037419528390649 0.09457887225699807 0.014170458207188017
leaf_weight=0.14179287786101369 0.30627408682994328 0.28681796570390616 0.16062620398588479 0.22819360345965833 0.13440343862384907 0.26993891047550278 0.13186347288501565 0.22183115452207858 0.11479626739219384 0.060433680271216872 0.24202462378889578 0.35929320864670444 0.16380990977632137 0.15379584432696447 0.18205905647704668 0.27990273610794503 0.24599806293599868 0.3611143672606002 0.43317348325581406 0.26676284242421389 0.23426916170865297 0.292696951484686 0.63191482849652914 0.30841381089703546 0.51449776306981221 0.79015581612475116 0.45660811755806463 17.118645094908743 0.35286726717458794 3.693567042806535
leaf_count=40 52 179 9 60 21 118 23 31 47 12 10 32 18 33 61 37 37 35 44 11 7 36 46 25 37 37 36 1525 20 221
internal_value=0.000234762 -0.000436483 0.0199088 0.0036824 0.0353624 -0.0643366 0.0609689 0.000511087 -0.0364681 -0.0630828 0.00113688 0.030803 0.0504425 0.00947484 0.000127137 -0.000361371 0.00050613 -0.000376546 -0.036005 -0.0627638 0.0437217 -0.0472997 0.00101451 0.0017486 -0.0336669 0.00301331 0.00159603 -0.00181975 0.0144282 0.0211824
internal_weight=29.1385 28.1772 0.961361 0.800735 0.572541 0.411732 0.438138 27.7654 0.462048 0.347252 27.3034 0.89873 0.676899 0.317606 26.4047 26.1626 25.6879 25.1737 0.945934 0.699936 0.514172 0.474756 24.2278 23.8667 0.822912 23.0438 22.2536 17.5753 4.67835 4.04643
internal_count=2900 2735 165 156 96 158 75 2577 238 191 2339 114 83 51 2225 2215 2118 2074 92 55 44 97 1982 1947 62 1885 1848 1561 287 241
is_linear=0
shrinkage=0.1


Tree=834
num_leaves=31
num_cat=0
split_feature=12 23 22 21 21 14 23 22 23 4 23 17 4 0 5 15 16 7 6 7 7 22 23 6 7 15 15 17 21 16
split_gain=0.123876 0.176385 0.164498 0.162673 0.160735 0.115693 0.124873 0.459713 0.329504 0.455592 0.246591 0.415793 0.294405 0.193751 0.166835 0.156223 0.684582 0.449479 0.313345 0.365869 0.834821 0.301669 0.292177 0.36884 0.343173 0.419492 0.22997 0.262563 0.298461 0.213297
threshold=88.918697887850016 0.082055000000000017 -0.10518999999999999 5.4279412736500001 2.8878979250500003 158.52715325430003 0.11308000000000003 -0.033594999999999993 0.12424000000000003 198.95919911430005 0.10500500000000003 181.27812760255003 296.18080033045004 87.181320254150009 21.197160116700001 38.842471172100005 22.554947256700004 22.557405306150006 15.610364733650002 23.124786352450005 22.940014114900002 -0.079824999999999993 0.085765000000000022 16.485385178400005 22.638073512250003 42.80317728375001 44.920183738100008 193.63201810280003 6.5365111340500013 21.534949641950003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 4 -3 -4 -1 -2 10 8 14 -10 15 -12 -13 -9 -8 16 29 -18 -17 20 22 -19 23 -20 25 -24 -21 -28 -29 -7
right_child=5 2 3 -5 -6 6 7 13 9 -11 11 12 -14 -15 -16 18 17 21 19 26 -22 -23 24 -25 -26 -27 27 28 -30 -31
leaf_value=0.00072179198305485231 0.00074830132302468647 -0.00010536372112004944 -0.0020978305364662189 -0.00023132699271461208 -0.00067572585963172557 3.976489980167476e-05 -0.00028650746652044632 5.5086995063497889e-05 0.00075958550012701674 -0.0016209590799543662 0.0012881002997460127 -0.0012445103453133139 0.00039238230148985563 0.0015793092738461713 0.0012333870957321432 -0.00090678461268160434 0.00042880535299976758 -0.0017437725805727758 -0.0017488188750944596 0.0010049257216358182 -0.0017021226721922419 -0.00039644457562675826 -0.00086022263371701593 0.00030200302422799658 0.0013099282100341089 0.0011193486615333852 0.0010931577567523468 -0.0015955886979618372 0.00040849526680591778 0.00075693206232517517
leaf_weight=0.77303584769833766 0.92010099516482924 0.63640419447619934 0.51335561579253386 0.27606056968215853 0.53567338727589231 17.121268823491626 0.46785425725101981 0.43668673356296395 0.46973759902175494 0.90377614712338072 0.40320382071877192 1.8244957664678625 0.54972013602673531 1.2064544059394391 0.68303929630928906 0.85370647147647005 0.8276758585707279 1.653654280584306 0.51173958781873607 3.37930349400267 0.94435554860683613 1.0412026967387642 0.91517960675992094 0.98834500228986144 1.5616953714925328 0.74791241183993407 0.709735604119487 0.48545383120654129 0.69434551743324846 1.7581511565949757
leaf_count=33 21 24 42 17 28 1856 29 22 18 63 22 76 32 49 21 66 20 41 30 79 39 31 23 32 35 31 20 32 23 45
internal_value=3.43674e-05 -0.000370025 -0.000847124 -0.00144511 0.000149768 6.06597e-05 4.528e-05 0.000367038 -0.000158362 -0.00080682 9.01005e-06 -0.000552864 -0.000865508 0.00117423 0.000615529 5.46489e-05 -4.1507e-05 -0.000835042 0.000237325 0.000326622 -1.90926e-05 -0.00122321 0.000317293 -0.000397615 0.000649849 3.00143e-05 0.000698608 0.000150781 -0.000416128 0.000106551
internal_weight=44.7933 2.73453 1.42582 0.789416 1.30871 42.0588 41.1387 4.16755 2.52441 1.37351 36.9711 2.77742 2.37422 1.64314 1.15089 34.1937 22.402 3.52253 11.7918 10.9381 5.66923 2.69486 4.72487 1.50008 3.22479 1.66309 5.26884 1.88953 1.1798 18.8794
internal_count=2900 144 83 59 61 2756 2735 202 131 81 2533 130 108 71 50 2403 1993 92 410 344 190 72 151 62 89 54 154 75 55 1901
is_linear=0
shrinkage=0.00196078


Tree=835
num_leaves=31
num_cat=0
split_feature=8 3 7 18 18 3 7 20 20 22 3 0 18 22 22 7 23 8 21 6 20 5 18 0 17 6 0 18 6 18
split_gain=0.1106 0.112456 0.159876 0.138901 0.281102 0.230801 0.227167 0.405324 0.455878 0.291953 0.233116 0.330743 0.300589 0.230855 0.217627 0.212793 0.19287 0.206314 0.191153 0.173992 0.453432 0.483299 0.319737 0.298645 0.240953 0.239003 0.176893 0.321582 0.261278 0.308777
threshold=1.5487913386000003 108.42013948475001 19.041006859700005 12.903279561150002 12.868666868750003 94.92945658615001 22.597569836950004 42.718072821900002 43.874475754150005 -0.088099999999999998 94.260030511650015 85.716110573100011 13.042786209850002 -0.16717499999999999 -0.065399999999999986 22.638073512250003 0.11207500000000002 8.3434888241000014 1.4330698616500002 16.465384711100004 38.771633980050005 21.495293572000005 13.24392582145 86.20003303655001 195.10209338440004 16.445384243750002 86.530713386650021 13.3584252364 16.285380505300001 13.809421053700001
decision_type=2 2 2 2 2 2 2 2 2 2 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 16 6 7 14 -9 13 11 18 -13 -10 -5 -14 17 -4 -8 25 -21 -22 -23 -24 -25 26 27 -17 -28 -30
right_child=1 -3 3 5 -6 -7 10 8 9 -11 -12 12 15 -15 -16 19 -18 -19 -20 20 21 22 23 24 -26 -27 28 -29 29 -31
leaf_value=-0.00059309328197660542 0.00098260363092942684 -0.00091382342807731515 -0.0007778432891934646 0.0014593102101547713 -0.0015268064055324376 -0.0013043424258741138 0.00065791691067887653 -0.001751215368279413 0.00021566493710139002 0.0014213273179032799 0.0013728452165817911 0.0013101446785503583 -0.0013193242275908769 -0.0020721695610533795 0.00022951287908701758 0.00029016094286947144 -0.0012729016108073733 0.00058245568288569922 -0.0016972485436893773 0.0014077391908911027 -0.0016261290951397511 -0.0012075503213468091 -0.00086365628369770408 0.0014397055396452297 1.0525604025516914e-05 0.0010423318351861805 6.6634337221486073e-05 -0.0012724954838658745 0.0015652376320318163 0.00018952804978957882
leaf_weight=0.93675263396994424 0.77267996242153358 0.42558599979929468 0.59326645971305003 1.7316576781449842 0.59496712070540514 0.43370650980432301 0.16802011989057675 0.48950692187645506 0.84489940846106037 0.65650400059530478 0.52002007733972178 0.74756593100028368 0.42946534184739249 0.21214792516548187 0.81295000629324832 1.0673064806615102 0.40353845580830228 1.5450523269828407 0.6266413604025729 0.55462762014940281 1.0605008481070397 0.77400236856192384 0.6934646948357116 0.81732871290296305 1.018983287271112 1.0859480299404811 16.650097843447842 0.9632988039520568 1.0357507690787309 1.5904896620195357
leaf_count=430 48 137 96 52 24 91 4 31 92 34 18 22 14 13 37 27 20 75 66 21 42 27 32 14 30 23 1280 31 19 50
internal_value=7.27651e-05 8.86284e-05 9.95973e-05 8.16999e-05 -0.000313568 0.000117141 0.000134984 0.000533334 -8.23929e-05 0.000394336 7.15271e-05 4.84181e-05 8.32212e-05 -0.0002435 0.00106642 5.01583e-05 -2.9588e-05 0.000205047 -0.00119928 7.16928e-05 -0.000262226 -0.000474451 -0.000104766 0.000232638 0.000646643 0.000145043 9.93105e-05 -0.000451148 0.000157297 0.000732088
internal_weight=40.2567 39.32 38.8944 38.1217 3.13682 34.9849 34.5512 4.74767 2.20306 1.71355 29.8035 29.2835 28.4888 1.05705 2.54461 27.7413 2.54186 2.13832 0.794661 27.3118 4.91891 4.36428 3.30378 2.52978 1.83631 22.3929 21.3069 2.03061 19.2763 2.62624
internal_count=2900 2470 2333 2285 215 2070 1979 259 170 139 1720 1702 1632 105 89 1610 191 171 70 1596 166 145 103 76 44 1430 1407 58 1349 69
is_linear=0
shrinkage=0.00196078


Tree=836
num_leaves=31
num_cat=0
split_feature=8 22 23 23 10 10 21 9 22 13 22 8 18 6 6 21 17 2 20 22 22 6 15 18 20 20 21 21 5 3
split_gain=0.0400803 0.0658451 0.0779443 0.112175 0.0610948 0.0739006 0.0922389 0.0591011 0.106595 0.063344 0.0989171 0.110603 0.085778 0.107501 0.20236 0.1507 0.104281 0.103116 0.131462 0.130787 0.126536 0.101084 0.0636565 0.0660509 0.0606353 0.21768 0.126704 0.220868 0.23582 0.169528
threshold=1.7486353823000003 -0.156745 -0.21013499999999999 -0.22125500000000001 89.912793714750009 86.858705278550005 2.7327447008500005 53.944017839150007 -0.24103499999999997 95.870416931800023 0.20981000000000005 2.7478556007500008 17.140917755100002 13.665319288000001 13.775321858200002 13.996357022800002 220.68978861510001 90.278415124550008 43.874475754150005 -0.58350999999999986 -0.053019999999999991 9.6852262937500022 26.135540888150004 16.083212871900006 43.19689381845 43.061965423550006 6.655069997600001 4.592422409250001 22.553892743650003 93.077108934250006
decision_type=2 2 2 2 2 2 2 2 2 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 -1 8 -2 10 11 -9 13 15 -15 17 -14 -11 19 -19 -21 -18 23 -22 25 -16 27 28 -26 -28
right_child=7 2 -4 -5 -6 -7 -8 9 -10 12 -12 -13 16 14 24 -17 21 18 -20 20 22 -23 -24 -25 26 -27 29 -29 -30 -31
leaf_value=0.055699150598770543 -0.052824895141745522 -0.10094595931988655 -0.089156451298334993 0.097551448728750295 -0.10065077882852631 0.075960619153127254 -0.10101016642377846 0.0021559359362018976 0.049286864767282543 0.036419443725891232 0.050908029692781867 -0.10071769752664461 0.066959542138602876 0.062312649502379608 -0.00013663497101628025 -0.10207016692667713 0.050677380565380105 0.027019326343791977 0.031941037268267823 -0.091980923796662506 -0.087519911934324471 -0.052970023246894371 0.03377293910412462 -0.0033283011269084535 -0.063421807286173221 -0.072305411745401726 0.046071345113964206 0.069954467994954736 0.049157350910622621 -0.024510382689117774
leaf_weight=0.073301135021210939 0.1257595380748171 0.05012572881446431 0.22441155320632589 0.065898543486582639 0.045186858560100518 0.14221121364425926 0.077031094617268536 0.18563119991177046 0.54643327816848142 0.34786159585929199 0.10930289128737058 0.23915304707634277 0.42586042021866788 0.53953841712791728 20.132051115266229 0.21003424154332595 0.17463132692500949 0.24382778600556765 0.33451716139825283 0.4762966201524248 0.17621161695569754 0.2040303066605702 0.15186657814774662 0.1977662960998714 0.36187757737934523 0.42680664251565659 0.46496403357014049 0.80791774242607062 0.3829803239168541 1.2691813855853977
leaf_count=28 38 48 268 6 79 28 39 32 91 42 22 258 30 33 1201 45 14 26 50 110 44 26 14 18 18 45 31 49 31 136
internal_value=0.000311455 -0.0237154 -0.0547511 0.011795 0.0075689 0.0242847 -0.0245996 0.00088249 0.0301829 0.000175602 -0.0339314 -0.0557618 0.00084217 -0.00013357 0.00175167 -0.0216322 0.0330106 -0.0128709 -0.0237197 -0.0386634 -0.0546445 -0.00516987 -0.0208261 -0.0429979 0.000381411 -0.00163488 0.0129928 0.0337414 -0.00553747 -0.00558581
internal_weight=29.2127 0.678166 0.340436 0.116024 0.33773 0.292543 0.150332 28.5345 0.672193 27.8623 0.534087 0.424784 27.3282 26.5237 24.3853 2.13838 0.804522 1.92835 1.58049 1.24597 1.00214 0.378662 0.525844 0.373978 23.8458 20.5589 3.28692 1.55278 0.744858 1.73415
internal_count=2900 496 322 54 174 95 67 2404 129 2275 312 290 1963 1893 1544 349 70 304 262 212 186 40 76 62 1511 1246 265 98 49 167
is_linear=0
shrinkage=0.1


Tree=837
num_leaves=31
num_cat=0
split_feature=8 15 21 16 19 20 20 22 15 22 13 12 9 21 17 9 22 22 10 10 21 18 6 6 6 18 15 15 5 0
split_gain=0.150076 0.12893 0.179205 0.298263 0.242639 0.219642 0.21937 0.155506 0.139489 0.273986 0.228608 0.209828 0.193272 0.175681 0.123436 0.161275 0.114669 0.104236 0.111275 0.147335 0.155211 0.102442 0.318356 0.317317 0.303886 0.29939 0.330808 0.301832 0.290869 0.227275
threshold=1.7486353823000003 44.920183738100008 15.294585115650001 22.674946976100003 14.451165964200003 41.621607100200002 41.532441862050007 -0.026349999999999998 42.670190152050004 -0.075174999999999992 117.72489307420001 110.21237456535 201.2906445504 2.5883591406000002 161.95900874150001 58.059373288650008 -0.042409999999999996 -0.156745 89.912793714750009 86.858705278550005 2.7327447008500005 13.278511569200001 16.455384477450004 16.445384243750002 16.565387047600002 13.24392582145 41.018034898650008 40.301031380450006 22.204885925350002 86.597924839850023
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=17 8 3 4 7 -6 -5 -3 10 12 14 -12 -10 -13 15 -2 -11 18 19 20 -1 25 23 29 28 26 27 -16 -24 -23
right_child=1 2 -4 6 5 -7 -8 -9 9 16 11 13 -14 -15 21 -17 -18 -19 -20 -21 -22 22 24 -25 -26 -27 -28 -29 -30 -31
leaf_value=0.00098080061055023839 0.0010753411349384223 -0.0020457346396554757 0.0010585771125397063 -0.0006165473931839026 0.00082312181150923677 -0.0012348793885796523 0.0013772508703081706 -0.0003274005067149643 -0.00082405308076411701 0.0017529716197761775 0.00023495329330955558 -0.00033045031301246641 0.00075781698577127756 -0.0019626070637132429 0.00022111426602024805 -0.0020054057231153701 0.00065699443211198253 -0.0012002389832180807 -0.0019873509448512122 0.001352611874263039 -0.0019973999661660915 -0.00085623676636891876 -0.0018525965011911315 0.0019733396468003591 0.00017138492642999165 0.0013697477630181612 -0.00092338408085892933 0.0018298079887767052 -6.0677038221060298e-05 0.00015393411015560823
leaf_weight=0.11862637903868745 0.092393735889344408 0.72707164451276218 0.32888513349462289 0.38659134745830659 0.43401599128264923 0.36880418832879514 0.47023769246879965 0.28064194603939485 0.70123153948225103 0.608635731972754 0.66210871783550729 0.4850816502002997 0.51506986963795498 0.53120692628726829 6.682470552856099 0.22303408057450724 0.92459322478680295 0.59544623169153854 0.097091865319271164 0.25980986261129146 0.1554285392339807 0.89461257116637227 0.91449869272764706 0.35764482337981363 1.1582165128638733 0.91667290963232595 0.91429885895922769 0.48066693730652321 0.56248729815706611 19.990022571826557
leaf_count=28 12 64 17 22 15 40 21 19 27 17 33 39 18 52 341 129 37 322 79 28 39 40 42 5 45 15 24 10 18 1302
internal_value=6.39822e-05 8.439e-05 -0.000307059 -0.000475442 -0.000926499 -0.000122295 0.000477672 -0.00156719 0.000115571 0.000540765 8.20399e-05 -0.000623977 -0.000154175 -0.00118357 0.000117746 -0.00110301 0.00109206 -0.000611802 -5.64822e-05 0.000294677 -0.000708267 0.00012946 6.22794e-05 0.000142023 -0.000580535 0.00030781 0.000187296 0.000329062 -0.00117017 0.000110663
internal_weight=41.8376 40.6112 2.99625 2.66736 1.81053 0.80282 0.856829 1.00771 37.6149 2.74953 34.8654 1.6784 1.2163 1.01629 33.187 0.315428 1.53323 1.2264 0.630957 0.533865 0.274055 32.8716 23.8775 21.2423 2.6352 8.99411 8.07744 7.16314 1.47699 20.8846
internal_count=2900 2404 198 181 138 55 43 83 2206 99 2107 124 45 91 1983 141 54 496 174 95 67 1842 1452 1347 105 390 375 351 60 1342
is_linear=0
shrinkage=0.00196078


Tree=838
num_leaves=31
num_cat=0
split_feature=20 20 20 18 15 6 20 9 8 23 16 9 21 10 16 23 0 0 7 5 10 18 7 7 7 0 18 23 21 22
split_gain=0.0405661 0.0934738 0.0741952 0.141854 0.0824299 0.0800097 0.103348 0.0885699 0.197634 0.110743 0.106999 0.10457 0.225164 0.153125 0.283701 0.235163 0.104219 0.25856 0.20073 0.192205 0.101308 0.0926266 0.161286 0.135531 0.296004 0.141226 0.12972 0.124958 0.279531 0.132258
threshold=49.275256100300005 47.833738492450003 45.90502654165001 14.339258036900002 20.478039369150004 8.1951914793500027 44.710446918150005 68.670253264700008 4.9461400813500012 -0.17732499999999998 21.084950694200003 187.70546222865002 1.1268005785500004 62.041548276350007 22.674946976100003 0.088565000000000019 85.716110573100011 85.40693788805001 22.477322886550002 30.133297129900004 61.82916008405001 13.057710350500001 22.535351262400003 22.597569836950004 22.786890330450003 85.807518149550006 13.197799034350002 0.11308000000000003 12.151864830850002 0.25677000000000011
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 5 -4 -5 6 -1 9 10 -7 -9 12 -10 14 -14 -15 17 18 19 -13 -20 22 -18 -23 -25 -26 -27 29 -29 -28
right_child=-2 -3 3 4 -6 7 -8 8 11 -11 -12 16 13 15 -16 -17 21 -19 20 -21 -22 23 -24 24 25 26 27 28 -30 -31
leaf_value=-0.060835778709117605 -0.028048870994660108 0.032589795367004092 -0.10132070369059649 -0.033376287757116652 0.097952376099385563 0.070543241880083096 0.050461299603514198 -0.10105453918576016 0.080477617184832817 -0.032514749347268446 0.071657398845204931 -0.065005139201538428 0.057276078228902218 0.043872755138543246 -0.027548257059126387 -0.049688743122492177 -0.016518772738679431 -0.079260384981929152 -0.0010843210498308116 0.04722644462270207 0.088098149821347671 0.06072570532945705 0.054019503636182853 -0.062333971158884886 0.050955087099874667 -0.067293236519369304 -0.001214134734596614 0.045440458799458183 -0.050199849201918993 -0.057229382142856638
leaf_weight=0.41479288580360574 0.49492187477744565 0.89746016615936142 0.20453855268715315 0.12522441028249887 0.077292748261243105 0.37669759307027562 0.1044393651682185 0.27341791742765309 0.48837818735774208 0.14417651818075938 0.041286929859779775 0.51965203029976936 1.0886401130628658 0.39541513394033223 0.61819778406061221 0.83791589422617108 0.53598686447367316 0.57918837212127972 0.2258432510716375 0.21602830663323402 0.29214158920513 0.35046328697353857 0.82016120381013025 0.78055620919622271 0.53946217978955502 0.29019384441199036 15.123701478628846 1.4263710864433949 0.38892155882786017 0.43359597121889315
leaf_count=425 219 100 70 47 4 39 22 251 31 52 3 64 40 29 26 40 18 72 25 12 17 14 35 32 15 21 983 100 34 60
internal_value=0.000336128 0.000827155 -0.000201461 -0.0425802 0.0167466 0.000430295 -0.0384493 0.00118394 0.000374178 0.0420171 -0.078396 0.00132942 0.0175991 0.0071546 0.0265536 -0.0196922 -0.00114729 -0.0240021 0.00152708 -0.032049 0.0492143 0.000877385 0.0261408 -0.000894741 -0.00203239 0.000553491 -0.00098589 0.000121715 0.0249498 -0.00277533
internal_weight=29.1051 28.6101 27.7127 0.407056 0.202517 27.3056 0.519232 26.7864 26.2655 0.520874 0.314705 25.9508 3.42855 2.94017 1.70684 1.23333 22.5223 1.83285 1.25367 0.73568 0.517985 20.6894 1.35615 19.3333 18.9828 18.2022 17.6628 17.3726 1.81529 15.5573
internal_count=2900 2681 2581 121 51 2460 447 2013 1922 91 254 1668 166 135 66 69 1502 190 118 76 42 1312 53 1259 1245 1213 1198 1177 134 1043
is_linear=0
shrinkage=0.1


Tree=839
num_leaves=31
num_cat=0
split_feature=17 6 13 15 6 16 6 21 3 20 5 15 21 20 23 20 10 23 2 13 6 15 15 18 17 18 6 3 8 10
split_gain=0.0682183 0.0493341 0.124288 0.0542261 0.184775 0.114366 0.276582 0.146545 0.138712 0.0939853 0.0780864 0.151579 0.147737 0.11497 0.103448 0.221044 0.152954 0.133089 0.123718 0.0900502 0.135629 0.0862267 0.140957 0.0981076 0.310504 0.23454 0.222958 0.262789 0.250833 0.202658
threshold=157.96759137085004 20.305474434200004 119.04223755815001 44.920183738100008 16.505385645700006 22.674946976100003 16.285380505300001 7.4080080539000006 93.308316333450009 40.21994457600001 22.963361893800002 42.133814420300006 15.568130226050002 37.360990606650006 0.10575500000000003 41.792045663550006 61.950140699950005 0.089185000000000028 303.25888181310006 116.20860268865 15.710367070250003 41.403124198950003 41.018034898650008 13.278511569200001 187.98346801990002 13.042786209850002 16.455384477450004 93.077108934250006 8.3434888241000014 61.944763783650011
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=-1 2 3 10 5 6 -5 8 -8 -6 11 21 13 -12 15 -15 18 -18 19 20 -17 22 23 24 25 29 27 -25 -28 -2
right_child=1 -3 -4 4 9 -7 7 -9 -10 -11 12 -13 -14 14 -16 16 17 -19 -20 -21 -22 -23 -24 26 -26 -27 28 -29 -30 -31
leaf_value=-0.08471253018712506 -0.061789148509232984 0.038365641407903418 -0.072663403256169684 -0.095157950272152569 -0.0062651424027549418 0.059555142680500064 0.040950542755133379 0.044285927471871704 -0.10222369182248303 -0.10343487167602586 -0.06000872306462976 -0.060711646920543066 -0.044049100212949839 0.075967931890210894 -0.023318574399243411 0.084123540237570071 -0.064240972766640328 0.033494356366951382 -0.038853702599320056 0.079065131722278859 -0.1019570133027744 0.02948543916719867 -0.052469180088629656 0.0037503110840018533 0.040297434997260045 -0.06787901948206583 0.013911627813245295 -0.068445494226741899 -0.066475615263792379 0.020382758532678111
leaf_weight=0.0940688202440495 0.36681444556691634 0.34151680239301541 0.23262943309600714 0.29755559700424672 0.14832076587481413 0.27736049509257998 0.11486406158655882 0.59912206002627499 0.16468997084302828 0.30265834995407204 0.15235937123725296 0.40532268420793016 0.35497328349629231 0.88679039645876478 0.32681846604100417 0.079527748908730933 0.36238511904230108 0.22635722644918133 0.16070936721007456 0.51401368952065241 0.077185721774185367 1.0140929177578062 0.50675256314570916 14.02359661861459 2.2752239533874672 0.55654701669118356 0.60897732595913012 0.52298016325221475 1.0704779737279748 1.6510935088008407
leaf_count=96 23 24 70 26 14 23 7 44 38 39 71 32 36 73 16 9 39 17 24 27 66 27 19 1763 71 23 23 20 65 75
internal_value=0.000306293 0.000585717 0.00012948 0.000733232 -0.0155573 0.00179188 -0.0118289 0.0163897 -0.0433958 -0.0714771 0.00192003 -9.95925e-05 0.0167094 0.0244504 0.0293362 0.0367956 0.0123355 -0.0266641 0.0399513 0.0588333 -0.00752628 0.000987628 -0.000351396 0.000901745 0.0133816 -0.0104058 -0.00282827 0.00115472 -0.0373269 0.00544558
internal_weight=28.7158 28.6217 28.2802 28.0476 1.90457 1.45359 1.17623 0.878676 0.279554 0.450979 26.143 23.0019 3.14112 2.78615 2.63379 2.30697 1.42018 0.588742 0.831437 0.670727 0.156713 22.5966 21.5825 21.0757 4.84968 2.57445 16.226 14.5466 1.67946 2.01791
internal_count=2900 2804 2780 2710 191 138 115 89 45 53 2519 2141 378 342 271 255 182 56 126 102 75 2109 2082 2063 192 121 1871 1783 88 98
is_linear=0
shrinkage=0.1


Tree=840
num_leaves=31
num_cat=0
split_feature=20 15 22 20 10 9 2 16 0 20 23 3 7 15 5 15 16 0 0 13 13 13 10 22 7 22 22 18 21 18
split_gain=0.0421596 0.170853 0.188307 0.144133 0.212656 0.158179 0.190606 0.146133 0.181401 0.31927 0.229683 0.188683 0.184978 0.150791 0.382312 0.379922 0.306577 0.206259 0.191649 0.182908 0.196012 0.130507 0.234456 0.230992 0.491078 0.419587 0.30277 0.281279 0.269431 0.264743
threshold=42.178283198950005 46.574831689400007 -0.10965999999999999 42.428475018400007 70.96454081135002 210.97856947250003 317.41815758785003 22.704946905950003 86.20003303655001 43.32600771660001 0.11467000000000002 93.905154038450021 22.509653697550004 48.232800434950008 22.334016245700003 38.842471172100005 22.554947256700004 87.393708446500014 89.738043936200015 109.96062599345002 107.97116697695002 115.02030419500001 62.837331883000012 -0.069554999999999992 22.940014114900002 -0.14380499999999999 -0.054494999999999995 12.903279561150002 5.2714636949000004 13.075178189100003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 21 -3 4 -2 7 -7 8 9 11 13 -5 -13 14 15 16 17 -10 -19 20 -20 -1 23 24 27 -26 -25 28 -23 -29
right_child=3 2 -4 5 -6 6 -8 -9 10 -11 -12 12 -14 -15 -16 -17 -18 18 19 -21 -22 22 -24 26 25 -27 -28 29 -30 -31
leaf_value=-0.0030467536945147098 -0.074807738478307489 0.021630136210137364 -0.10262619546625731 -0.10533449565183051 0.043795012950144319 -0.065059557327823703 0.040162108230174423 0.088487337651513689 0.087384731866163134 0.0065768066563210246 0.087768086095321607 -0.10518148540513726 0.026153929659424476 0.092971998030095412 -0.073570367009323331 0.09263518539940073 -0.074235603314636786 -0.10783882173435022 0.0095922931071296246 0.088853850847779095 -0.10283843022836195 0.027625988889151673 0.069251129303578282 0.07377209368119729 0.017916912045052788 -0.081876739189707559 0.0090993498275966402 0.089564196638920332 -0.10575291496722997 0.0025664094272499051
leaf_weight=9.9111411690395901 0.61022142010824509 0.20058181378408335 0.31116986941196856 0.53205509268445739 0.20096606544848328 0.72272145160968637 0.22598963642758463 0.19596095432643768 0.33361625040197518 1.7052073261929761 0.37298183405982843 0.1628820030919087 0.31392490209691459 0.1921824442106298 0.57570958225551283 0.52765585610177357 0.46258048783056427 0.14504237985238466 2.0124093424924476 0.26539510989096005 0.16801033384399477 0.34598020834892018 0.70255674154032011 1.0001973889302465 0.65958046168088902 1.1663808315643107 2.6203270403129846 0.77406533504836239 0.26936463752645068 0.63817103172186762
leaf_count=1224 55 21 38 37 33 99 19 9 12 188 16 48 40 6 48 11 18 18 531 13 31 47 40 29 22 49 126 35 15 22
internal_value=0.000266593 0.00305636 -0.0539237 -0.00506869 -0.0454247 -0.00139637 -0.039995 0.00320076 0.00104972 -0.0198045 0.0122452 -0.0643949 -0.0187116 0.00622962 0.00251719 0.0137069 0.00141093 0.0133764 0.00384656 0.0104698 0.000929042 0.00466848 0.0140204 0.00882872 -0.00821154 -0.0458289 0.0269657 0.0256652 -0.0307601 0.050251
internal_weight=28.325 18.5995 0.511752 9.72551 0.811187 8.91432 0.948711 7.96561 7.76965 2.71407 5.05558 1.00886 0.476807 4.6826 4.49042 3.91471 3.38705 2.92447 2.59086 2.44581 2.18042 18.0878 8.17662 7.47407 3.85354 1.82596 3.62052 2.02758 0.615345 1.41224
internal_count=2900 1668 59 1232 88 1144 118 1026 1017 313 704 125 88 688 682 634 623 605 593 575 562 1609 385 345 190 71 155 119 62 57
is_linear=0
shrinkage=0.1


Tree=841
num_leaves=31
num_cat=0
split_feature=12 21 23 2 4 9 22 2 20 15 22 2 20 7 9 9 16 0 20 23 9 15 5 15 16 3 3 5 21 22
split_gain=0.0418614 0.0691189 0.101814 0.0862244 0.177215 0.111683 0.0827614 0.0612286 0.0633759 0.158554 0.173871 0.153287 0.160204 0.218222 0.129373 0.16421 0.134123 0.141816 0.3159 0.195701 0.186194 0.130972 0.336801 0.324607 0.376792 0.164847 0.135716 0.112515 0.10825 0.108164
threshold=92.695913642950003 1.0000000180025095e-35 0.084535000000000013 62.731161442750007 154.22131086990001 200.63976601170003 -0.103615 69.280267125550012 42.178283198950005 46.574831689400007 -0.10965999999999999 74.86597289860002 42.428475018400007 23.824098587650003 210.97856947250003 214.76807342595004 22.704946905950003 86.20003303655001 43.32600771660001 0.11467000000000002 185.50567866740002 48.232800434950008 22.334016245700003 38.842471172100005 22.554947256700004 92.171098544300023 89.896662965950014 12.294714844000003 4.1804273832000005 -0.071129999999999985
decision_type=2 2 2 2 2 2 2 2 2 2 2 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 -3 -2 9 27 -11 -10 13 -13 16 -16 17 18 20 21 -14 22 23 24 25 26 -19 -9 -17 -29
right_child=7 3 -4 4 -6 -7 -8 8 11 10 -12 12 14 -15 15 28 -18 19 -20 -21 -22 -23 -24 -25 -26 -27 -28 29 -30 -31
leaf_value=0.052753806948048147 0.065294436963874575 0.0088296411738813581 -0.030742056532114488 0.018534689098653589 -0.10520875337971486 0.038019992725080248 -0.057952568103990236 -0.051168486892950261 -0.085671761091784204 0.019556586018914569 -0.10237323356442918 -0.1061513222166143 -0.0011209013375112109 0.0039296064168316833 -0.089721994431298469 -0.071396602230848705 0.09081814320877768 0.01230876079885462 0.0093335989675413806 0.085090339534251769 -0.10413207686612064 0.091191666352743173 -0.069284663281404466 0.09038795675935693 -0.087721630122629651 0.084762776674694965 -0.10758067882012692 -1.0692796200950426e-05 0.026525007361874527 0.016660210521258146
leaf_weight=0.33346234867395042 0.14901109843049454 0.31970705755520612 0.25984231068650843 0.18570601552164578 0.30714988300314872 0.35432802741706837 0.44229029561392941 0.33280732125951829 0.23400471045897475 0.19971308257663622 0.28221844071231217 0.34537093986454959 0.26590654747178666 0.37628936298642657 0.34270333317726898 0.15834741498110816 0.17761470872210328 2.191673637624719 1.4966745219207949 0.347578150256595 0.51590886333542585 0.17712105781538401 0.55149440374952963 0.48872261599171896 0.4010064392350613 0.3107402941895997 0.098672382504446321 8.5367604275506981 0.39328908382594818 7.1529384605882909
leaf_count=27 9 18 31 12 40 22 30 377 12 21 38 34 47 48 36 24 7 552 178 16 70 6 48 11 17 12 14 621 54 468
internal_value=0.000239056 -0.0129885 0.0161862 -0.0237452 -0.0585827 -0.00836442 -0.0299331 0.00138036 0.00100507 0.00466923 -0.0518453 -0.00581046 -0.00364728 -0.0487527 0.000463993 -0.0353574 0.00502557 0.00279958 -0.017578 0.012966 -0.0690965 0.00702472 0.00333679 0.0148099 0.00250619 0.0164165 0.0071437 0.0063691 -0.00158342 0.00758958
internal_weight=27.7291 2.20249 0.593305 1.60918 0.492856 1.11633 0.761997 25.5266 25.3776 16.5044 0.481932 8.87312 8.63911 0.72166 7.91745 0.89434 7.02311 6.8455 2.27849 4.56701 0.781815 4.21943 4.04231 3.49082 3.00209 2.60109 2.29035 16.0225 0.551636 15.6897
internal_count=2900 180 58 122 52 70 48 2720 2711 1525 59 1186 1174 82 1092 114 978 971 295 676 117 660 654 606 595 578 566 1466 78 1089
is_linear=0
shrinkage=0.1


Tree=842
num_leaves=31
num_cat=0
split_feature=12 7 6 18 20 18 3 4 5 17 7 3 6 22 22 22 2 21 9 23 6 23 13 22 21 16 15 6 23 4
split_gain=0.0852224 0.118516 0.225414 0.159956 0.208063 0.154714 0.142319 0.11201 0.181747 0.162973 0.121068 0.154622 0.146264 0.134371 0.309584 0.309272 0.286936 0.302037 0.327899 0.2797 0.276908 0.183159 0.351533 0.305211 0.245713 0.248447 0.254359 0.345862 0.221416 0.2182
threshold=92.695913642950003 23.564264519350004 14.515339148550002 13.030213775350001 38.052786106700005 13.5538556217 82.368980200650014 163.60960442095003 20.485565917300004 166.83257850275001 19.041006859700005 101.23926781830001 22.585527707250005 -0.065399999999999986 -0.055714999999999994 -0.036264999999999999 220.59538940565002 10.414935658300001 207.56260994255004 0.11467000000000002 15.610364733650002 0.082975000000000021 95.99139754765001 -0.083330000000000001 16.464809133250004 22.654947022900004 36.636904827250007 16.305380972600002 0.12424000000000003 242.83931210760002
decision_type=2 2 2 2 2 2 2 2 2 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 -5 -3 8 -2 -9 -11 13 -13 21 -15 20 19 18 -18 -17 -16 24 -23 28 25 26 27 -12 -24 -30
right_child=7 2 -4 5 -6 -7 -8 9 -10 10 11 12 -14 14 15 16 17 -19 -20 -21 -22 22 23 -25 -26 -27 -28 -29 29 -31
leaf_value=0.00057323635662536658 0.0013950498642955329 -0.0012442473083639734 -0.0021102385668531529 0.0013614175469274018 -0.0012768374430055345 -0.00020404363878014526 0.00055684962023779363 -0.00097148443541299613 -4.3596471846067813e-05 0.00089790922528816531 -0.00064087518125718814 -0.0020159101003832257 0.00084312563615348906 0.0010460372502063217 0.00027186078564494137 0.00027261028304041262 0.00089216618271826848 -0.001474573360449171 -0.001069336037505972 0.0013177951615996949 -0.0013236923938914418 -0.0019980559949311738 0.00035920373731628593 -0.00041758548655660636 0.00068757666274170751 0.00061239850223331516 -0.0014213926467203548 0.0015655010116164298 0.0005973174333097906 -0.0015309160172567401
leaf_weight=0.38910345983458616 0.63934736885130294 0.28099312246922614 0.33872038859408349 0.49036062182858586 0.58520206700632116 0.48061601455992786 0.42198047344572842 0.57845780726620333 0.71537347236881033 0.67876118259300611 1.9965837052841378 0.25327249081601522 0.094449946656823158 1.5785053187100846 0.72546448165667132 5.8584256053859516 0.84940458245546346 0.66256366000743572 0.53342949142097495 1.1832011881565447 0.9873304932116298 0.3047247579067961 10.258561564376571 3.0582727569562875 0.74562666502606578 0.62141772935865436 1.3061037556035442 0.3164439087267964 0.29903673636727113 0.48660537472460419
leaf_count=22 19 41 20 17 42 24 14 289 26 59 416 87 3 57 42 408 84 61 47 51 35 168 480 146 81 29 73 13 14 32
internal_value=5.53205e-05 -0.000262495 -0.000796228 2.33176e-05 -0.000537983 0.000586542 -0.000163086 8.26534e-05 0.000635359 6.02197e-05 7.84157e-05 6.10979e-05 -0.00123933 7.53302e-05 0.00023494 0.000116389 0.000260446 -0.000386039 0.000135515 0.000448232 -0.000647886 -2.65446e-05 8.55568e-05 0.000130579 -0.000350454 -0.000532973 -0.000729637 -0.000339022 0.000282373 -0.000720853
internal_weight=37.7183 2.98698 1.04169 1.94528 0.974306 0.970977 0.702974 34.7314 1.35472 33.3766 32.7982 32.1194 0.347722 31.7717 12.3783 10.7998 9.08702 2.0454 1.38283 7.04163 1.71279 19.3934 14.4072 14.1025 4.98618 4.24055 3.61913 2.31303 11.0442 0.785642
internal_count=2900 180 75 105 64 41 55 2720 45 2675 2386 2327 90 2237 785 728 651 192 131 459 77 1452 840 672 612 531 502 429 526 46
is_linear=0
shrinkage=0.00196078


Tree=843
num_leaves=31
num_cat=0
split_feature=17 7 13 0 18 16 13 18 0 7 17 4 22 14 20 8 21 20 7 9 17 22 6 9 22 10 0 16 6 16
split_gain=0.0383959 0.0718735 0.126273 0.111174 0.0898403 0.0934396 0.0898152 0.0859517 0.0845817 0.0814845 0.0680089 0.104614 0.0447691 0.0440013 0.0437384 0.148879 0.153997 0.113405 0.200922 0.173025 0.173488 0.164322 0.276323 0.226384 0.163169 0.209534 0.241936 0.276275 0.150004 0.240458
threshold=242.64190980425005 26.752366550650006 81.98184222990001 102.21786657775002 17.140917755100002 11.934972090850001 95.870416931800023 17.484317143600006 101.47316367565001 29.973557588500004 177.12746680985003 342.29488559810005 0.06041500000000001 332.20346052870008 43.19689381845 4.9461400813500012 12.749485150050001 42.178283198950005 22.509653697550004 188.78154115175002 184.84480138465003 -0.067574999999999996 16.415383542800004 201.63419974125003 -0.079824999999999993 61.982402197500001 89.057864029250013 22.554947256700004 15.265356672600001 15.984962620200003
decision_type=2 2 2 2 2 2 2 2 2 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 8 5 10 7 -6 -4 -3 11 -1 -5 -2 15 16 -7 19 -19 20 -17 24 23 -23 25 -20 27 -27 29 -28
right_child=13 2 3 12 6 14 -8 -9 -10 -11 -12 -13 -14 -15 -16 17 -18 18 21 -21 -22 22 -24 -25 -26 26 28 -29 -30 -31
leaf_value=-0.081019148761148727 0.076132159154252019 0.07077349643274243 -0.053810830183168706 -0.095634716099760028 0.055821250994583377 -0.095559552034030132 0.076013133084408532 -0.10093116130933628 0.041931428659383138 -0.10035721133071672 -0.10161142792643565 0.067600637595226831 -0.00049480613382384619 -0.0080838696971940616 0.010192241694604141 -0.014817351542289579 0.064699803325488831 -0.086408550094364225 0.053204558445674899 -0.00048121704813243124 0.045035375434019378 0.067185682784813266 -0.10423823413299643 -0.051191649421347456 0.06761585964232189 0.0098247202568674617 0.070328896404760186 -0.10530155035745757 0.067830961609418122 -0.08878330963140918
leaf_weight=0.10189286906007922 0.14114391606199106 0.17149810303055701 0.18394863376306603 0.3422221252176314 0.071571621829206289 0.29973252719628973 0.30390321835875511 0.068421282518215776 0.18514256278285757 0.033212369541615772 0.15215961854846682 0.088500125042628497 0.057815717987864446 0.11069909000070766 4.1564362337085177 0.6704902029014258 0.074954830020033114 0.36066609359295343 0.48200071272731415 14.63399960654351 1.7438254270527975 0.28347349609248274 0.41769776182627538 0.3756075446435716 0.36833075217145994 0.35373273771256186 0.16281212912872434 0.50750454525041278 0.34724636608734727 0.22797263436950743
leaf_count=94 19 86 38 215 18 253 20 47 15 120 86 18 35 36 506 39 15 40 24 878 73 13 45 36 15 14 7 42 15 38
internal_value=0.000247746 -0.000111765 -0.0267884 -0.0453657 0.000877793 0.000110605 0.0454836 -0.0207912 -0.00578485 0.0430091 -0.0517695 -0.0119364 -0.0818846 0.0391145 0.00080845 -0.00102182 -0.0635003 9.63788e-05 -0.0153173 0.00361073 0.0284134 -0.00804634 -0.0406051 -0.000277067 0.00626561 -0.0045918 -0.0220109 -0.0580162 0.020005 -0.0224926
internal_weight=27.4786 27.2268 0.97384 0.769129 26.2529 25.809 0.443896 0.139993 0.369091 0.20471 0.342553 0.190393 0.400038 0.251843 25.4665 21.31 0.374687 20.9354 3.88704 17.0483 2.41432 3.52638 1.07678 0.659081 2.4496 2.08127 1.59927 0.861237 0.738031 0.390785
internal_count=2900 2845 509 303 2336 2251 85 65 53 206 198 112 250 55 2053 1547 268 1279 289 990 112 249 94 49 155 140 116 56 60 45
is_linear=0
shrinkage=0.1


Tree=844
num_leaves=31
num_cat=0
split_feature=21 21 12 5 5 5 5 17 21 21 5 16 20 6 23 19 3 13 3 23 9 13 17 17 6 20 21 9 9 0
split_gain=0.0406 0.201296 0.137341 0.0997932 0.117507 0.167004 0.301467 0.248503 0.194879 0.218931 0.233976 0.193711 0.126033 0.137452 0.111935 0.129588 0.207692 0.166421 0.136627 0.147961 0.0973368 0.0963536 0.089875 0.182398 0.277524 0.148725 0.245877 0.216256 0.235241 0.146587
threshold=3.5085246469500002 3.8005420560000007 195.51336019310003 30.133297129900004 23.953129400350004 21.964328598750004 21.446355970350002 188.54236693505001 1.9231529451500002 1.3684540793500004 21.072315829300003 21.979948601300006 38.052786106700005 16.495385412050002 -0.09182499999999999 14.251149826300002 87.240466333050009 109.72404167800001 84.968719212850019 0.077775000000000025 199.82130058355003 100.85481830565001 188.07781354100004 189.27091549140002 16.415383542800004 39.646013290900008 6.5006332158500006 198.78883073475004 195.74493321760002 85.716110573100011
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=3 2 -2 4 5 6 8 -7 9 10 14 -9 -6 -14 20 16 17 18 19 -16 -1 -21 25 24 -24 -3 -27 28 -28 -25
right_child=1 22 -4 -5 12 7 -8 11 -10 -11 -12 -13 13 -15 15 -17 -18 -19 -20 21 -22 -23 23 29 -26 26 27 -29 -30 -31
leaf_value=0.065864671582858803 -0.10997735835631167 0.032309577707111105 -0.00053602796177971426 0.06426996129958483 0.031930896094800779 -0.033984657251849376 -0.074994983766826256 -0.010163699287573952 0.033164075622420637 -0.08097437525398643 -0.10588942924458622 0.07460752852451108 -0.012063688850972054 -0.10266157506199824 -0.080959020033999893 0.052282202998947647 -0.070917863762437375 0.04742163280482159 -0.079567587018989139 -0.043975331080663121 -0.027289955090649898 0.03035104271421929 -0.033985794954920087 -0.056623468117772892 0.076338706150644295 -0.067251176093691398 -0.0059245927065540906 -0.068118108002604677 0.090683789379421093 0.0021494406774154938
leaf_weight=0.49509279847620558 0.28912925129816613 0.63587741050651203 0.19003165285357682 0.28001504414714951 0.24050614126281367 0.41887338548804098 0.49711510830093164 0.3588608882491825 1.8369502552804986 0.35570105412739383 0.19403135409811501 1.0832608898635951 0.37685757069266401 0.30138457306748023 0.19223419336083436 0.39083117840345938 0.45369597535864148 0.61561564821749915 0.26442904190935212 0.22157738713389086 0.14502441268996336 0.81941605091560632 0.32724485773542145 0.44158145337496435 0.75191629958499107 0.85758543171823465 2.4233329110754775 0.48934590538510736 0.28130601810698852 10.884845820001372
leaf_count=88 25 81 35 38 73 49 27 25 185 56 14 47 37 46 52 21 24 19 26 180 9 76 43 67 28 148 417 64 9 891
internal_value=0.000203059 -0.00264838 -0.0665737 0.00545445 0.0036762 0.00741417 -0.000167012 0.0338189 0.00604863 -0.00596052 0.0010761 0.0535129 -0.0302665 -0.0523219 0.00684463 -0.00136081 -0.00952818 0.0036515 -0.0143403 -0.000354273 0.0447596 0.0145305 -0.000856389 0.00360089 0.0428839 -0.0126528 -0.0197095 -0.00694452 0.00412352 -0.000141929
internal_weight=27.1137 17.5722 0.479161 9.54147 9.26146 8.34271 6.48171 1.861 5.9846 4.14765 3.79195 1.44212 0.918748 0.678242 3.59792 2.9578 2.56697 2.11327 1.49766 1.23323 0.640117 1.04099 17.093 12.4056 1.07916 4.68745 4.05157 3.19398 2.70464 11.3264
internal_count=2900 1808 60 1092 1054 898 777 121 750 565 509 72 156 83 495 398 377 353 334 308 97 256 1748 1029 71 719 638 490 426 958
is_linear=0
shrinkage=0.1


Tree=845
num_leaves=31
num_cat=0
split_feature=20 20 15 22 10 16 0 22 7 22 21 21 8 12 21 20 15 5 0 10 15 18 3 9 9 16 20 9 16 15
split_gain=0.100192 0.100088 0.233276 0.308663 0.232524 0.441016 0.334366 0.256392 0.637537 0.633695 0.334204 0.315256 0.28526 0.254955 0.236091 0.23877 0.234267 0.326752 0.229191 0.212267 0.20781 0.207683 0.188372 0.178502 0.346637 0.246958 0.31498 0.331487 0.31469 0.27399
threshold=32.785955158400007 42.178283198950005 46.574831689400007 -0.10965999999999999 64.434276012450013 21.014950857900004 88.232507383150008 -0.077279999999999988 22.940014114900002 -0.16187499999999996 11.217348012850001 5.1084261806000013 8.8430989333000021 160.67073594290002 8.8712712239000009 41.966555987550002 30.046989284200006 16.664129935850003 86.103248543850015 61.950140699950005 42.133814420300006 16.671733559250004 76.021530554700021 210.97856947250003 214.76807342595004 22.494947397000004 42.654057868200006 192.53043113735001 22.634947069650003 38.198215516250009
decision_type=2 2 2 2 2 2 2 2 2 2 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 7 8 10 -10 11 -2 13 19 15 20 17 21 -15 -9 22 -16 -6 25 -25 -3 28 -28 -27 -29
right_child=1 23 3 -5 5 -7 -8 12 9 -11 -12 -13 -14 18 16 -17 -18 -19 -20 -21 -22 -23 -24 24 -26 26 27 29 -30 -31
leaf_value=-0.00093780706059522147 0.0007627261184594762 0.0002734625229088546 0.00055540352846389146 -0.0020322294767454127 -0.0010567892788903165 -0.0015519467232578291 0.0014251542003930759 -0.00084040693358449349 0.00055237440297004796 -0.0016975595517909746 0.0016342435001955808 -0.0010260240729201241 -0.00079845392110019847 0.00014530508481447178 -0.002057161596998099 0.0016918120456397151 -0.0016538541970161275 0.00057953197071250137 0.0013138158910919932 0.00061730627794675229 -0.0015239362527532968 2.7723795293361171e-05 0.00022217309095825085 -0.0018771510388214791 -2.4119342241705435e-05 -0.0019935915940965405 -0.000799778187678734 -0.00066901738931160123 -0.00011291530911259748 0.0007107629833981087
leaf_weight=0.4032330771776732 0.99110325687070078 5.9143582965052683 0.29974581324495375 0.43361276076757249 0.46297849666551982 0.68606449803337533 1.0299510660115618 0.6291469387433668 0.75198751257266883 1.3369485046714542 0.79426769400015462 0.61317596916342154 0.5526751295547 0.88157520021195557 0.41947014583638631 0.38556080762282441 0.53420382505282749 0.97556563926627859 2.4083298691548407 0.9858867004950298 0.28724067803705189 0.32681236443568196 10.134588153094226 0.6057750956970257 1.0802348572615299 0.73321411860524655 1.4569488912238737 0.74979589693248305 0.64122128277085721 2.1115443573216908
leaf_count=168 84 850 21 38 247 17 31 38 23 42 16 21 35 39 61 19 43 44 59 33 17 49 523 45 97 41 64 26 30 79
internal_value=3.45956e-05 4.45947e-05 0.000115534 -0.000974586 0.000147274 -1.82793e-05 0.000361663 0.000251524 -9.56744e-05 -0.000887615 0.00059404 7.9043e-05 0.000537005 0.000687481 5.95088e-05 0.000175409 -0.000519483 -0.000167544 0.0010007 4.94445e-05 0.000121695 -0.00114415 0.000166299 -9.37343e-05 -0.000689905 -7.1364e-06 -0.00029866 -3.84539e-05 -0.00111619 0.0003492
internal_weight=39.6172 39.214 25.9209 0.733359 25.1875 14.2125 10.975 9.9451 4.48748 2.08894 2.39855 1.60428 5.45761 4.90494 13.5264 11.2704 2.25605 1.72185 3.28991 1.61503 10.8848 0.746283 10.5976 13.2931 1.68601 11.6071 5.69272 4.31829 1.37444 2.86134
internal_count=2900 2732 1500 59 1441 1020 421 390 186 65 121 105 204 169 1003 806 197 154 98 71 787 110 770 1232 142 1090 240 169 71 105
is_linear=0
shrinkage=0.00196078


Tree=846
num_leaves=31
num_cat=0
split_feature=8 22 15 10 21 7 16 15 7 23 22 23 21 21 17 15 22 16 18 6 18 9 21 6 20 18 20 3 5 23
split_gain=0.090041 0.121735 0.120693 0.133939 0.128004 0.101041 0.159046 0.0883326 0.280643 0.23086 0.10527 0.198338 0.244487 0.250608 0.322703 0.194518 0.169751 0.189718 0.301325 0.636804 0.258578 0.399321 0.357339 0.444002 0.28545 0.271382 0.236652 0.207433 0.213176 0.264328
threshold=1.5487913386000003 0.68694500000000025 21.073645951400003 90.988176966900014 20.770927814650005 23.875242364300004 9.6249774926000011 46.574831689400007 23.539316666200005 0.090390000000000012 -0.23557500000000001 0.088105000000000017 7.8300995118000012 5.2269517379000012 187.73134645290003 24.137331218250004 -0.16297999999999999 22.624947093000003 13.5308213324 16.395383075500003 12.933745112000002 188.78154115175002 2.5394202288500005 16.465384711100004 39.646013290900008 13.101381023200002 41.811877919650009 93.932038619750017 24.301614351200005 -0.23472499999999999
decision_type=2 2 2 2 2 2 2 2 2 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 5 -1 -7 10 -9 -10 11 -2 13 14 -13 -14 -12 27 19 -19 24 -22 -23 -24 -21 -25 -20 28 29 -18
right_child=1 -3 -4 -5 -6 6 -8 8 9 -11 16 12 15 -15 -16 -17 17 18 26 20 21 22 23 25 -26 -27 -28 -29 -30 -31
leaf_value=0.0012503295474674376 -0.00072052569858826912 0.0011674796949725883 -0.0019862648056096356 -0.0019740224585336791 0.001734521686930796 0.00069982417490288779 -0.001977599492991772 -0.0016154480865506094 -0.00078217733501033631 0.0013091093956574375 0.00065330364452642479 0.0010933451221069714 0.00014037170011267199 0.001587306448198887 -0.00079725915216578348 -0.0021199582509999113 -0.00095075222597659889 -0.0015938680973323028 0.0017309905550058704 0.00058145649182374595 0.0013927735950850027 0.001524770296840773 0.0011629088380840911 0.00012169106915132534 -0.0010942932527722707 -0.0018814452296116533 0.00033256035093554291 -0.001456454217646971 0.001355212546156477 3.4234397720080466e-05
leaf_weight=0.11701945627464638 1.7417870433182532 0.3855885110096996 0.180190028531797 0.13455910866878185 0.15392882283776999 0.14696767725854443 0.20328631417760334 0.48898604229907394 0.40533606099779718 0.40644956869073212 2.1153098841241365 0.61748017141235345 0.29689748401960958 0.55368556133544178 0.79271571958452114 0.28872946428600699 1.1040627004840704 0.72638543765060504 0.92859174218028762 0.74206382455304243 1.5827203148510309 0.50324888667091761 0.49627998034702603 0.43452421046094947 0.82565162557875738 0.64751099282875657 0.93242241838015616 0.37643659511377237 0.44473666099656739 20.434921025410418
leaf_count=18 270 32 82 189 8 36 97 87 31 14 179 36 36 23 70 17 96 19 38 27 35 15 15 13 39 35 30 171 19 1123
internal_value=5.66172e-05 7.13113e-05 -0.000544248 -0.000200439 0.000183738 -0.00032712 -0.000854144 6.01552e-05 -0.00044196 0.0002649 7.80072e-05 -0.000210527 0.000137897 0.000469472 3.05767e-05 -0.00097403 0.000116347 7.87115e-05 0.000341604 0.000126489 0.000365335 0.000650457 8.60356e-05 -0.000372708 -0.000301092 -0.00107702 0.00103034 -1.32228e-05 1.14903e-05 -1.62548e-05
internal_weight=39.2085 38.2725 0.935951 0.755761 0.621202 0.467273 0.350254 37.8869 1.30077 0.811786 36.5862 4.2913 2.54951 1.96388 1.4102 0.585627 32.2949 30.1796 7.8194 5.95839 5.232 3.66428 2.08156 1.57832 1.56772 1.08204 1.86101 22.3602 21.9837 21.539
internal_count=2900 2470 430 348 159 151 133 2438 132 45 2306 452 182 129 106 53 1854 1675 266 198 179 113 78 63 66 48 68 1409 1238 1219
is_linear=0
shrinkage=0.00196078


Tree=847
num_leaves=31
num_cat=0
split_feature=20 15 20 22 19 22 7 22 23 18 17 22 22 21 21 8 5 17 23 21 21 21 22 23 16 8 7 0 21 18
split_gain=0.0397928 0.0783897 0.0591711 0.115506 0.0954269 0.100359 0.109907 0.0523494 0.251949 0.145345 0.186562 0.124968 0.176486 0.148507 0.191537 0.191541 0.088672 0.106527 0.0837421 0.0768199 0.215095 0.141297 0.121809 0.12979 0.127604 0.0914009 0.0901429 0.249925 0.246935 0.208358
threshold=32.785955158400007 36.282341310300005 34.542090938800008 0.19122000000000003 13.951125619400001 0.11529000000000002 23.824098587650003 0.20327000000000003 0.10176000000000003 13.650870338750002 210.90690361435003 0.090855000000000033 0.06041500000000001 1.1268005785500004 6.0479909019000013 8.6432548896500023 18.310380701750002 192.49174628505003 0.079785000000000009 1.2219980417000003 1.8061804516000002 1.8462237188500004 -0.24405499999999999 0.093480000000000021 22.634947069650003 8.2435668022500028 22.806258769100005 86.530713386650021 4.7627705569500014 13.373311100250001
decision_type=2 2 2 2 2 2 2 2 2 2 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 11 9 -9 16 12 19 -13 -15 18 17 -11 -16 22 25 -22 23 -4 -24 -21 -23 28 -28 -30
right_child=2 -3 7 -5 -6 -7 -8 8 -10 10 -12 13 -14 14 15 -17 -18 -19 -20 20 21 26 24 -25 -26 -27 27 -29 29 -31
leaf_value=-0.081542941479659459 0.045082917381791654 0.0371860390068579 -0.080375355969549048 -0.050745972496993912 0.1012402289459131 0.1016402571101212 -0.10161039211981426 0.04167048006243021 0.082783001513024479 -0.10116377072585321 0.077471918954647057 -0.1057302270529526 0.064535659736549386 0.026410381971408721 -0.0058625089516836397 0.047243296314920802 -0.1038620711000843 0.0078777722973066705 -0.10669175181539302 -0.09892499577393131 0.080633490410181974 0.0085933449667442898 0.012339321179100627 0.018036395583682582 0.070419475053387068 -0.024654892667659127 -0.096919446795442954 0.0011468704356437226 0.0085128459523099546 -0.048177868578567373
leaf_weight=0.1586056067853886 0.108119578351764 0.085632994771003723 0.26340824841781829 0.13900869746976241 0.22336040111258626 0.091721121221780777 0.096803439483437614 0.40969238519028184 0.43108244827089937 0.13070777116263343 0.12967667241719028 0.21985488030077149 0.42246236671780835 0.55686444706088856 0.10556774611086439 0.14316825463902205 0.22953406779561192 0.28482856241316767 0.37485411518241563 0.30759690867853606 0.20905950349697633 5.5723672504432242 2.338604599035548 0.27280940564742195 0.45127068366855372 0.35919585482042748 0.48576547268021331 9.8624355146432645 1.3246571726485856 1.2697705860737185
leaf_count=164 20 4 56 11 11 2 40 35 30 51 16 21 32 57 37 12 24 36 61 41 10 577 264 30 25 33 46 1011 69 74
internal_value=0.000266356 -0.0399151 0.00063235 0.0302264 0.0518721 0.0147 -0.0242134 -0.000113308 0.017323 -0.00650146 -0.0319752 -0.00126119 0.000494308 -0.03027 -0.0162158 -0.0542808 -0.053977 -0.0264215 -0.0845356 -0.000696657 -0.00310507 -0.00111754 0.0133442 -0.0303068 0.021734 -0.0589163 -0.00204062 -0.00661901 -0.0314845 -0.0192328
internal_weight=27.0585 0.244239 26.8142 0.659013 0.520005 0.296644 0.204923 26.1552 1.61552 1.18444 0.774747 24.5397 23.1394 1.40031 1.18045 0.62359 0.64507 0.415536 0.480422 22.7169 19.3908 18.7241 3.32609 0.536218 2.78988 0.666793 18.515 12.9426 3.08019 2.59443
internal_count=2900 168 2732 84 73 62 60 2648 192 162 127 2456 2268 188 167 110 111 87 98 2236 1861 1787 375 86 289 74 1777 1200 189 143
is_linear=0
shrinkage=0.1


Tree=848
num_leaves=31
num_cat=0
split_feature=9 21 18 7 17 17 9 3 7 20 3 0 21 18 7 7 6 18 6 20 5 18 6 0 23 10 20 22 13 4
split_gain=0.111705 0.143464 0.0933521 0.234353 0.251973 0.222482 0.201815 0.159254 0.236522 0.28761 0.188169 0.269889 0.267683 0.212732 0.204084 0.187467 0.332319 0.186737 0.175447 0.531643 0.569293 0.342155 0.33398 0.228386 0.157756 0.153933 0.15084 0.167194 0.248868 0.145281
threshold=28.686210334850006 21.991168361800003 12.949570119650001 22.296968840150004 187.59608338195002 186.83097010915003 193.60452210450003 94.92945658615001 22.597569836950004 40.79983011445001 94.260030511650015 85.737618238150006 1.0085888034000001 13.042786209850002 22.638073512250003 22.426784932800004 16.445384243750002 14.708525021850003 16.465384711100004 38.771633980050005 21.495293572000005 13.24392582145 16.445384243750002 86.20003303655001 0.079235000000000014 62.079186690200011 44.215931556700006 -0.16717499999999999 99.739108181550009 376.98468903265001
decision_type=2 2 2 2 2 2 2 2 2 2 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 29 -5 8 9 -4 11 12 -10 -13 -15 16 17 25 22 -20 -21 -22 -16 -23 -14 -11 -27 28 -28 -2
right_child=2 -3 7 6 -6 -7 -8 -9 10 15 -12 13 24 14 18 -17 -18 -19 19 20 21 23 -24 -25 -26 26 27 -29 -30 -31
leaf_value=-0.0015605533512383584 0.00012169902663957934 0.0010362015294140766 0.0014747082541521691 -0.0017988159611638209 0.0019511679469723373 -0.0021709611766309463 -0.00024314838761783353 -0.0011796213846604474 0.0012829770744515686 0.001805515932150397 0.0012694806520795183 0.001241896247341594 5.0515402801157432e-05 -0.0012804277222638507 5.7244138342159712e-05 0.00081988486924617048 -0.0016123610086441862 0.0016629978477506744 0.0014572678291191073 -0.001791730284452543 -0.001334620155119638 -0.00075771835570393798 0.0011517578199809039 0.0005790951845027377 -0.0020489528207144852 0.0012197893600053096 -0.0015365478945256394 -0.0020654450441808768 0.0007928715717190534 -0.0016488370418287969
leaf_weight=0.34280727945542722 3.1439619607408535 0.10743205342441797 0.94247309291676984 0.57164530188310869 0.24747448181733478 0.18800945392285928 0.73008612034027465 0.38549201811656431 0.15685204789042373 0.1556886506732561 0.46465383983740949 0.55889468634268524 0.18216085660969839 0.45620922395028429 24.828066222971763 1.3568671005923532 0.44827529473695893 0.3100444865413009 0.58013982744887371 1.055757019203156 0.70526648487430099 0.67621705128112841 1.1202193588833314 1.7972267051227389 0.56253990370896645 0.21395390661928082 0.29502078709629131 0.2284013083553873 0.43830677180085331 0.18888490107201494
leaf_count=208 350 8 44 23 6 7 23 81 3 4 17 16 14 14 1597 45 18 15 21 41 27 30 23 44 59 20 58 36 25 23
internal_value=3.06504e-05 -0.000940939 4.08263e-05 -0.000209055 3.8712e-05 -9.5711e-05 -0.000926308 7.42376e-05 8.71156e-05 0.000514852 3.04737e-05 1.28569e-05 -0.00104506 4.28704e-05 2.14051e-05 0.000252377 -0.000116115 0.000292514 4.07111e-05 -0.000303055 -0.000544227 -0.000129889 0.000104496 0.000213623 -0.0015354 -2.66386e-05 -0.00026926 -0.000600526 -0.000144264 2.13561e-05
internal_weight=43.439 0.450239 42.9888 5.07006 3.76833 3.52086 1.30173 37.9187 37.5332 4.38903 33.1442 32.6795 0.901553 31.778 31.2191 3.44656 2.08969 1.64142 30.7629 4.81461 4.23447 3.17871 25.9483 2.47344 0.744701 1.33137 1.17568 0.961729 0.733328 3.33285
internal_count=2900 216 2684 432 386 380 46 2252 2171 265 1906 1889 76 1813 1797 221 176 158 1783 163 142 101 1620 74 73 143 139 119 83 373
is_linear=0
shrinkage=0.00196078


Tree=849
num_leaves=31
num_cat=0
split_feature=15 21 15 22 7 15 22 9 9 22 13 6 20 17 15 6 9 8 9 19 23 23 5 7 17 21 22 22 5 10
split_gain=0.0972989 0.177959 0.0997873 0.368367 0.245435 0.105346 0.339869 0.307896 0.345736 0.199646 0.231503 0.181711 0.249463 0.408476 0.296303 0.196862 0.196732 0.449235 0.401212 0.397083 0.297243 0.45859 0.25216 0.21562 0.274877 0.201216 0.184636 0.275735 0.557063 0.562982
threshold=11.896459116400001 17.123843457500005 46.574831689400007 -0.082314999999999985 23.539316666200005 42.670190152050004 -0.068524999999999989 201.2906445504 188.78154115175002 -0.048664999999999993 117.64961624655002 16.455384477450004 37.858673296900008 198.47149978265003 31.198916099800005 16.445384243750002 197.58039077460003 8.7431769115000026 195.51131808980003 14.451165964200003 0.083415000000000031 0.10176000000000003 22.665750084250003 22.747724408400003 184.84480138465003 11.790993765850002 -0.062629999999999991 -0.096499999999999989 22.000536998450006 75.403185184700007
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 5 4 -4 11 7 8 -7 -8 -11 15 14 16 -13 26 18 -18 19 20 23 -22 -19 24 25 -14 27 -2 29 -29
right_child=2 -3 3 -5 -6 6 9 -9 -10 10 -12 12 13 -15 -16 -17 17 22 -20 -21 21 -23 -24 -25 -26 -27 -28 28 -30 -31
leaf_value=-0.0019865677799550249 0.0001850649787459093 0.0004299050021898869 -0.0011874117328703349 -0.0016780975202361358 0.0010596866653505622 0.00057570249850843601 0.0017806787313622661 0.00055283939139181518 -0.0019281059104960863 -0.0001697606678597155 0.0014980525436434579 -0.0010301039147036614 0.0003398336944007267 -0.0017993477006162497 0.0014698614710965242 0.0010813845854322456 -0.0021109372905411795 0.0008350620805070275 0.0016295930574984857 0.00060432029939905816 -0.0021543363405621247 -0.00010193813772924924 -0.0011311051356410397 -0.0021225552218808509 0.0019584721493816717 -0.0020173876959213126 0.00031958460315468417 -0.001085649938804302 0.00084041614300288067 0.00030229646661443201
leaf_weight=0.24646307299508308 9.0130561194828225 0.22335324776940979 0.27226882934337482 0.56611876905662828 0.59583061537705362 0.33099530171602987 0.70640015322715077 0.97481567488284782 0.58994452556362376 0.80645860699587391 0.53044407046400011 0.25382812753377759 0.5961090078308191 0.66051387223706104 0.64660794462542981 0.80378660236601618 0.6073907606769352 0.60102650392218471 0.52597330207936455 1.6018826467916367 0.85501032585307235 0.81997511867666617 0.43034497421467677 0.14583017677068699 0.31578791623178404 0.18165277773005073 8.9096844744672179 3.445543999201619 1.2223182009765876 1.6672976456970898
leaf_count=281 797 22 53 57 22 12 17 36 47 34 19 75 122 41 25 16 20 25 11 35 38 23 51 4 11 39 606 180 26 155
internal_value=4.9184e-05 -0.000837763 5.9958e-05 -0.000447564 0.000354912 7.95027e-05 0.00038273 -0.00021522 -0.00102821 0.000937502 0.000491979 4.36378e-05 -0.000208922 -0.000328391 0.000765135 0.000126696 -0.000182965 -0.000773166 8.85506e-06 -0.0001799 -0.000610947 -0.0011496 1.46688e-05 0.000117029 0.000415688 -0.000210715 9.50626e-05 -3.52731e-05 -0.000348749 -0.000633041
internal_weight=39.1467 0.469816 38.6769 1.43422 0.868099 37.2427 3.93906 1.89576 0.92094 2.0433 1.3369 33.3036 8.24193 7.3415 0.900436 25.0617 6.68098 1.63876 5.04222 4.51625 2.91437 1.67499 1.03137 1.23938 1.09355 0.777762 24.2579 15.3482 6.33516 5.11284
internal_count=2900 303 2597 132 75 2465 165 95 59 70 53 2300 520 420 100 1780 379 96 283 272 237 61 76 176 172 161 1764 1158 361 335
is_linear=0
shrinkage=0.00196078


Tree=850
num_leaves=31
num_cat=0
split_feature=3 23 7 18 18 17 9 22 13 0 16 22 21 21 15 22 20 20 9 18 17 10 0 18 16 7 4 22 9 21
split_gain=0.0404731 0.0837613 0.0791288 0.0887756 0.201836 0.12281 0.164614 0.210373 0.104777 0.0906413 0.0843355 0.222343 0.183473 0.17156 0.146421 0.19345 0.146908 0.185823 0.157468 0.214361 0.182863 0.140037 0.15096 0.119596 0.325856 0.147294 0.139846 0.320732 0.207231 0.1712
threshold=108.42013948475001 0.070195000000000021 19.874819532250005 12.903279561150002 12.868666868750003 177.48499193625003 195.51131808980003 -0.069554999999999992 121.87856088575002 83.680947768350009 22.624947093000003 -0.096499999999999989 0.66871128820000014 5.8597508135000007 45.49682449725001 -0.082314999999999985 42.599563320500003 43.162556114600001 188.78154115175002 13.5308213324 190.58288855405002 61.885617704800005 85.656964494200011 13.482409244300003 22.614947116400003 23.195026784100005 244.33475329615001 -0.087910000000000002 190.77452831370002 7.7850244945500009
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 -2 -1 4 5 8 7 -7 -4 -5 21 13 -13 -12 16 -16 18 -18 -14 20 -20 -11 -23 24 25 26 28 -28 29 -24
right_child=1 -3 3 9 -6 6 -8 -9 -10 10 11 12 14 -15 15 -17 17 -19 19 -21 -22 22 23 -25 -26 -27 27 -29 -30 -31
leaf_value=0.030433504702044145 -0.079493925811704488 0.060907644527109284 -0.097052962733649051 -0.1005583152053095 -0.089667173383033011 -0.067380647130427559 0.0672679858444344 0.039817308393010814 0.038079148353277359 -0.10713749708468837 0.014265221697479111 0.099335368070916211 0.076590371523976894 -0.080827314609034723 0.051532585923180343 -0.075580648745228213 -0.051440507199537772 0.036312795206431742 0.035994830226254736 0.063223370533001325 -0.044200683200604607 -0.10247543344888176 0.030480984828391081 -0.0043172921626890744 -0.063402025633080394 0.068634753824130035 -0.087549433587196968 0.032900127613007729 0.061012899319390537 -0.046690645802369257
leaf_weight=0.86355437034126836 0.16131521825491191 0.057686037485837005 0.22008249657483503 0.087181495634470418 0.35309218218026206 0.38330079503793968 0.34873316658922704 0.35044984507840105 0.077613440342247486 0.12458790323581226 0.35322637244826172 0.28454902744851907 0.70030163135379631 0.40987780262366869 0.18108411116918433 0.35333864101266943 0.50583487169933494 0.46143531892448664 0.54156273812986888 0.73236462171189476 0.59861871018074453 0.14482969281562219 0.74214278169529657 14.546120618834832 0.47529169201152388 0.62882078881375481 0.38012190186418593 0.528344548154564 1.0680039356229825 0.46921800199925201
leaf_count=128 125 12 83 57 22 28 23 15 6 7 26 16 18 22 28 40 28 14 19 39 21 43 35 1886 23 21 26 34 37 18
internal_value=0.000303994 -0.0425114 0.00065239 -0.000334845 -0.0222005 -0.00494045 0.0107027 -0.0161814 -0.0618222 0.00122371 0.00158993 0.0129847 0.0217019 -0.0368108 0.0162803 -0.0325095 0.0236457 -0.00957788 0.0361362 0.021007 -0.00610946 -0.00146469 -0.000771143 1.07742e-05 0.0146793 0.0244029 0.0156778 -0.0174986 0.0289007 0.000588719
internal_weight=27.1327 0.219001 26.9137 26.0501 1.73327 1.38018 1.08248 0.733751 0.297696 24.3169 24.2297 5.12219 4.35909 0.763104 4.07454 0.534423 3.54012 0.96727 2.57285 1.87255 1.14018 19.1075 18.9829 18.8381 4.29194 3.81665 3.18783 0.908466 2.27936 1.21136
internal_count=2900 137 2763 2635 177 155 66 43 89 2458 2401 271 223 48 207 68 139 42 97 79 40 2130 2123 2080 194 171 150 60 90 53
is_linear=0
shrinkage=0.1


Tree=851
num_leaves=31
num_cat=0
split_feature=20 21 21 20 20 18 5 20 22 15 21 3 7 21 18 18 9 20 16 12 5 19 23 15 9 23 5 20 0 18
split_gain=0.0836918 0.114977 0.157396 0.0835026 0.115968 0.210825 0.120663 0.141129 0.110243 0.103203 0.0981579 0.0923644 0.154624 0.136271 0.101235 0.293787 0.156209 0.204253 0.148331 0.212475 0.132626 0.155079 0.201771 0.186878 0.206405 0.188384 0.146508 0.133816 0.127292 0.354114
threshold=49.275256100300005 19.652007205700002 3.4240268213500005 47.833738492450003 45.90502654165001 14.339258036900002 10.293758831600002 44.710446918150005 -0.23557500000000001 20.478039369150004 12.103607123250002 103.44111502715002 20.234873028950002 9.3294251869500027 12.903279561150002 12.868666868750003 187.70546222865002 44.157169339850007 22.624947093000003 135.79800864615001 23.398433971250004 14.451165964200003 -0.22125500000000001 40.301031380450006 181.61255275325001 0.089475000000000013 23.663981639800003 44.710446918150005 98.615332683000005 15.606027545000002
decision_type=2 2 2 2 2 2 2 2 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 6 -6 7 -1 -5 -7 -10 12 -8 -13 15 18 20 28 -14 -20 21 22 -16 24 27 -26 -22 -24 -18 -30
right_child=1 -3 -4 8 5 9 11 -9 10 -11 -12 13 14 -15 16 -17 17 -19 19 -21 26 -23 23 -25 25 -27 -28 -29 29 -31
leaf_value=-0.0016631857729378803 0.00096599553438858296 0.00051835285233672325 -0.0016819916462341676 -0.00075934215177170543 -0.0019969457757432452 -0.00055819828913779203 0.0011394999923793603 0.00085565773247473333 0.0011876369555488761 0.001921655984319989 -0.00012724035143089814 -0.0016870338679784366 0.0008555580819818592 0.00076199729171197634 0.0015251718938578756 -0.0017241310430441525 0.00012230547718630513 -0.0013639885894200672 -0.0010082503300385169 0.00064338947325738658 0.001039586994917538 0.0012477106319859429 -0.0020315567612772755 0.0013484112720169952 0.001235047333585663 -0.00035382860443125514 -0.00155642408506619 0.00059880292803893601 -0.0020059923680514728 -1.6992455686274717e-05
leaf_weight=0.30778607782087775 0.10996922416961652 0.2465074349893257 0.40100030407620579 0.20241300455927547 0.28748009256378182 0.16452876901530544 0.53887047285024792 0.11842681390771759 0.77557515113949083 0.10614755179267377 0.30377573058285634 0.25901221064304891 0.57772549957007813 0.13180284874761128 0.44910039700334969 0.45677386265015218 23.633284385123268 0.3834089005831619 0.74718483368633293 0.49974811197898816 0.12891032933839586 1.0020447587594388 0.31393402508911439 0.36396635300479818 0.43563656232436165 0.84026645627454855 0.23769539024215192 0.097439723904244602 0.41109470655646818 2.1129204204808048
leaf_count=395 10 26 183 23 70 47 57 19 49 4 28 162 44 42 28 19 1008 28 39 25 8 23 64 11 19 32 47 15 79 296
internal_value=6.34886e-05 -0.000581498 -0.0011121 7.71025e-05 5.88994e-05 -0.000827622 7.34328e-05 -0.000963304 0.000568551 0.000414293 0.000817574 8.65756e-05 9.7721e-05 -0.000861095 8.05487e-05 -0.000317817 0.000110435 5.67791e-05 3.42316e-05 -0.000346303 0.000478508 0.000595961 0.000334764 7.41356e-05 -0.000200741 0.000188668 -0.000643583 -0.00140852 7.76045e-05 -0.000340947
internal_weight=36.6444 0.757477 0.51097 35.887 34.6052 0.558156 34.047 0.426213 1.28176 0.270676 1.07935 33.6208 33.23 0.390815 32.6911 2.28143 30.4097 26.5407 1.82466 1.24693 3.86899 3.50239 2.50034 2.05124 1.68728 1.2759 0.366606 0.411374 26.1573 2.52402
internal_count=2900 219 193 2681 2581 121 2460 414 100 51 77 2046 1842 204 1785 127 1658 1411 108 64 247 192 169 141 130 51 55 79 1383 375
is_linear=0
shrinkage=0.00196078


Tree=852
num_leaves=31
num_cat=0
split_feature=20 22 20 20 15 13 3 7 7 17 22 22 16 13 20 17 23 10 9 6 3 13 21 7 7 23 7 9 9 22
split_gain=0.0386634 0.07132 0.0742453 0.068676 0.0779484 0.0599787 0.0575691 0.0873506 0.0664539 0.0598599 0.0559392 0.145216 0.137631 0.139285 0.137275 0.13459 0.15264 0.116851 0.113833 0.263479 0.172047 0.10963 0.0767086 0.151329 0.138951 0.212514 0.192954 0.137974 0.35285 0.126732
threshold=49.275256100300005 -0.15818499999999999 49.842240509300005 48.680511450650009 22.863620006050002 81.543623554650011 103.44111502715002 17.605734992150001 19.617375644250004 161.95900874150001 -0.25167499999999993 -0.16187499999999996 22.654947022900004 117.55820867010002 44.269496632500008 188.31851043910004 0.093480000000000021 64.071334164850015 214.57164835430004 13.825323026450002 81.430708313150021 113.17333345935002 2.9845679401500003 25.027970878050002 23.195026784100005 0.10575500000000003 22.913946662950003 202.64563922830004 208.74040644455002 -0.10098
decision_type=2 2 2 2 2 2 2 2 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 8 -8 -1 -10 12 14 13 15 -12 16 17 -11 19 20 -17 -20 23 24 25 26 -13 -26 -29 -25
right_child=1 5 -4 4 -6 -7 7 -9 9 10 11 22 -14 -15 -16 18 -18 -19 21 -21 -22 -23 -24 29 27 -27 -28 28 -30 -31
leaf_value=0.053682348873018572 -0.054298552898180912 0.019229172041424655 0.050028918953868864 -0.013842062184529009 0.062848105862056122 -0.10108935404552317 0.04156254622058464 -0.074353067138836049 -0.081319512506435321 0.061819955671103911 0.057611261961989749 0.032601686452830979 -0.098760665781357282 0.074346128976797113 -0.011427882325355205 -0.081659298620801499 0.051546394736386607 -0.10387138019748399 -0.052729253447560104 -0.10546267135229506 0.052496572057197315 0.083369052560754275 -0.0040682200435834624 0.055167124955379912 0.043458928580310779 -0.077474687408061294 -0.035387888212947465 -0.046675532515968135 0.064328478047698326 -0.036358502735126773
leaf_weight=0.23388008966868667 0.11784747245110339 0.0557043569290262 0.16196262449011556 0.2077936896130258 0.36593111223191954 0.16170135668653529 0.090292894670709667 0.23217405992181739 0.089906884203176385 0.061383149062762654 0.85809944987456066 1.222046771166766 0.17979150672908861 0.1886482216650619 0.43350097793154418 0.14943070349499954 0.45970866490461049 0.13882131664695407 0.10519516131171258 0.46509361319476739 0.26532782491995022 0.13532672170549631 14.960612094831502 0.1769197989517578 2.1804155252524429 0.33213300607167173 0.63395557492913202 0.66837169032078214 0.50101872364757583 1.0441665080865048
leaf_count=32 24 38 46 31 25 111 36 185 91 3 102 98 19 8 77 94 38 55 38 38 25 6 1139 48 134 17 31 43 33 235
internal_value=0.000331794 -0.0272945 0.00608937 0.000852502 0.0350722 -0.070261 9.17283e-05 -0.0418959 0.000623033 0.000131564 0.000422622 0.00186349 -0.015008 -0.00736017 0.0344396 -0.0160182 0.0198079 -0.05307 -0.0371201 -0.0537859 0.00416241 0.0238448 -7.37126e-05 0.00876784 0.015794 -0.00380482 0.00937846 0.0285962 0.000883509 -0.0230976
internal_weight=26.8772 0.497216 0.27981 26.3799 0.573725 0.217406 25.8062 0.322467 25.4838 25.2499 25.16 23.0112 2.14873 1.96894 1.2916 1.78029 0.659913 0.200204 1.12037 0.879852 0.414759 0.240522 21.7196 6.75903 5.53794 2.18814 1.856 3.34981 1.16939 1.22109
internal_count=2900 219 70 2681 56 149 2625 221 2404 2372 2281 1957 324 305 179 297 96 58 201 157 119 44 1778 639 356 146 129 210 76 283
is_linear=0
shrinkage=0.1


Tree=853
num_leaves=31
num_cat=0
split_feature=6 6 5 9 20 0 21 13 19 13 6 6 21 20 20 2 6 20 15 3 21 13 16 3 15 20 17 6 0 12
split_gain=0.129169 0.299471 0.186169 0.197427 0.183552 0.180093 0.164748 0.156148 0.239301 0.181046 0.180014 0.165519 0.143343 0.128168 0.170239 0.205192 0.128054 0.299387 0.371147 0.351578 0.24343 0.195478 0.737959 0.500248 0.36122 0.254305 0.336532 0.249857 0.291499 0.282604
threshold=13.665319288000001 13.775321858200002 13.999568943650003 57.214511140150002 44.710446918150005 97.835679825150024 12.365692796650002 98.238948544700023 12.050972309250001 97.021077011650007 11.585270688000001 7.2051683476000008 10.738578069800001 34.997818021800008 42.526729949000007 157.69206214580001 16.465384711100004 38.771633980050005 30.416602988400005 92.243686913800005 15.205825075850003 112.82921081865001 19.974953289850003 89.227236891450005 31.385732506450001 34.997818021800008 198.80447714770006 14.815346158200002 92.313586825200005 130.74068757200004
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 -2 7 4 -4 16 12 9 -9 -1 11 -10 13 -5 -15 -16 21 18 -18 -19 -21 22 24 -23 27 -26 -27 29 -29 -3
right_child=1 5 3 6 -6 -7 -8 8 10 -11 -12 -13 -14 14 15 -17 17 19 -20 20 -22 23 -24 -25 25 26 -28 28 -30 -31
leaf_value=-5.8823752213847175e-05 0.0012901441599401822 -0.00048906860387843277 0.0015530396612422693 0.00043162739485701158 -0.00049404130010541369 -0.0011486017105180218 -0.002016523172150465 0.0015237498769230863 -0.0011263885237263517 -0.0020020496809983234 -0.0020116135631247679 0.00070889090708058501 0.0010646247414192909 -0.0016226601371885755 0.0010971351286151395 -0.0011696606029788993 -0.0015295278496101773 -0.0021059307168008238 0.0011293153431812361 -1.152586892851801e-05 -0.0011958682013005662 0.0013798042007447074 -0.0020558140171315991 0.00021479385716767727 0.0010791165564424936 -0.0018744755042278476 -5.5774522519306155e-05 -0.00074911735161508404 0.0010925400758084376 0.00067588572024431827
leaf_weight=1.8170516455513732 0.84429430775344627 1.8268111665092965 0.29578966974804677 0.28903623813312185 0.39102748362347484 0.43337945002713141 0.36639558038223174 0.62194613312021818 0.24208657014969481 0.20514360884408223 0.14591365121304978 0.86044675286393613 0.18397357541107329 0.76953494828194358 0.25787770247552544 0.37942852000560379 0.23761397760972514 0.35670327814295788 1.3409026333683867 7.4650508378963405 0.73272726504364971 1.6474078046157945 0.62934617302380491 10.134161122725343 0.29156711697578419 0.74142712901812025 0.82802553604415152 0.38563012563827248 2.3084046846488491 1.4252187360016249
leaf_count=718 34 94 20 25 53 36 61 31 94 46 18 56 22 116 18 56 75 13 61 457 50 45 36 325 8 76 57 59 66 74
internal_value=8.5265e-05 0.000138057 -0.000159362 -0.000532415 0.000387569 0.00010646 -0.000813711 0.000121732 0.000530075 -0.000255956 3.50495e-05 0.000305913 -0.000579275 -0.00075761 -0.00100194 -0.000252431 0.000124381 -5.5523e-05 0.00072908 -0.000200302 -0.000117384 0.000214546 -1.3295e-05 0.000377696 0.000151357 -0.000602538 -0.000914949 0.000387314 0.000828921 2.14786e-05
internal_weight=38.4543 31.6287 6.82565 2.93306 0.686817 30.7844 2.24625 3.89259 1.87039 2.0222 1.24845 1.10253 1.87985 1.69588 1.40684 0.637306 30.351 10.133 1.57852 8.55448 8.19778 20.218 8.43643 11.7816 7.80708 1.86102 1.56945 5.94606 2.69403 3.25203
internal_count=2900 1566 1334 371 73 1532 298 963 199 764 168 150 237 215 190 74 1496 656 136 520 507 840 470 370 434 141 133 293 125 168
is_linear=0
shrinkage=0.00196078


Tree=854
num_leaves=31
num_cat=0
split_feature=15 7 23 17 22 22 23 21 15 18 7 6 12 0 15 10 23 21 23 15 5 5 23 3 5 5 16 22 21 21
split_gain=0.125841 0.301228 0.232245 0.141119 0.115106 0.307343 0.310493 0.323274 0.331434 0.290144 0.70848 0.467725 0.36303 0.360886 0.310367 0.486906 0.30217 0.295306 0.287373 0.514942 0.283176 0.453641 0.380306 0.274535 0.262059 0.243865 0.229074 0.222184 0.220207 0.394904
threshold=46.574831689400007 23.539316666200005 0.090390000000000012 183.00613681885002 -0.079824999999999993 -0.083330000000000001 0.09117500000000002 1.9231529451500002 36.508287084250007 13.901940775400002 23.102607264700001 16.305380972600002 216.90516601515003 86.458125017100016 42.80317728375001 61.950140699950005 0.082325000000000023 13.040554425100002 0.083185000000000023 35.194695975650014 22.553892743650003 21.197160116700001 0.08708500000000001 77.360382703650018 19.302881570050001 20.206488238950005 15.794963064500001 -0.23771499999999998 12.488762019500003 8.5501791199000028
decision_type=2 2 2 2 2 2 2 2 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 18 7 -7 -9 10 12 17 14 -12 15 16 -6 -11 19 24 21 22 -17 -20 26 -26 -1 -27 29 -25
right_child=1 2 -4 -5 9 6 -8 8 -10 11 13 -13 -14 -15 -16 20 -18 -19 23 -21 -22 -23 -24 28 25 27 -28 -29 -30 -31
leaf_value=-1.9735149583568893e-05 0.00062755972771339028 -0.00074618418777758027 0.0012803160213699179 -0.0020120917949186926 0.00080344225582726391 0.0010419843321237054 -0.0020767266565604055 0.00024457558828927398 -0.0020784059532178547 0.0001967277943959054 0.0003498522405361433 -0.0015497603705487816 -0.0017061580667190185 0.001604022788756295 0.0013925558776223504 0.0010108869892106484 -0.0016762232661136516 -0.0013504892376004554 -0.0012988588050845151 -0.001365883868403495 -0.0009284026982716349 0.0015124459206419822 -0.0011569713213072303 0.00035212064847614077 0.001450731087847262 -0.0013806206396095907 -0.0015115913331295657 0.0003692419901352034 0.00088792108361995868 -0.00061195492801836057
leaf_weight=1.0703070393951772 0.092697110958396278 0.44916025159182027 0.42142892658011988 0.4867120602139039 0.24003007871761084 0.47251717679410166 0.50198202481988108 0.46138403379154624 0.48369440401438624 7.1042734778063714 1.447785214870237 0.72984744925633993 0.44253702694913943 2.2575773545540869 0.66542944777756918 0.56821695435792274 0.88767756866582204 0.50820058532190149 0.43633470405438757 1.3276873956783672 0.53493190605513508 1.1926169161015421 0.68762563355267048 8.8027363694272918 0.65765781890513642 0.33584969312323676 0.62784036553057365 1.6473590280620551 1.9576301987981413 2.0057440470845895
leaf_count=309 5 31 14 82 62 14 28 37 23 649 42 29 53 51 19 26 45 87 175 58 43 29 20 391 37 109 113 157 72 90
internal_value=7.26435e-05 -0.000494297 0.00023479 -0.00158979 9.42452e-05 -4.0339e-06 -0.000751516 -0.000282249 -0.000944334 0.000212571 0.000458316 -5.03217e-05 -7.18703e-06 0.00111398 0.00015022 -5.0867e-05 -0.00114843 9.34372e-05 7.20083e-05 -0.000297342 0.000364007 0.000646369 -0.000176105 0.000230539 2.96189e-05 0.000416029 -0.000571305 7.29087e-05 0.000282813 0.000173216
internal_weight=39.5055 1.45 0.870589 0.579409 38.0555 20.7887 1.91958 1.4176 0.945078 17.2667 8.92443 8.34232 5.21907 3.70536 4.77653 4.1111 1.12771 7.61247 18.8691 5.6667 2.98339 2.44846 1.25584 13.2024 4.33901 2.64087 1.69815 1.98321 12.7661 10.8085
internal_count=2900 132 45 87 2768 1613 102 74 60 1155 390 765 297 93 244 225 107 736 1511 783 118 75 46 728 725 303 422 266 553 481
is_linear=0
shrinkage=0.00196078


Tree=855
num_leaves=31
num_cat=0
split_feature=15 13 2 3 22 22 23 21 15 23 15 5 10 8 19 3 17 6 9 0 18 16 23 18 0 15 3 7 18 21
split_gain=0.0375477 0.173682 0.085237 0.0755638 0.0447183 0.181594 0.214376 0.187321 0.212361 0.171774 0.285595 0.179426 0.204326 0.162491 0.190967 0.178659 0.275779 0.242995 0.225781 0.195885 0.236586 0.23656 0.174385 0.240918 0.270899 0.166479 0.1624 0.159673 0.166494 0.18225
threshold=46.574831689400007 117.61735474900001 248.59864686230003 91.334988065750011 -0.079824999999999993 -0.083330000000000001 0.09117500000000002 1.9231529451500002 36.508287084250007 0.083185000000000023 35.194695975650014 19.302881570050001 83.366398167100016 9.0429429770000009 14.351157895250003 86.302194445500007 201.37020668845003 14.855347092800002 199.02473417820002 94.964406541850011 14.255915995100002 18.714956236300004 0.083795000000000022 13.849588037450003 86.345209775600011 42.80317728375001 77.360382703650018 23.824098587650003 13.765997214800002 13.811848270300002
decision_type=2 2 2 2 2 2 2 2 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 9 7 -7 -9 10 11 12 -1 14 15 17 18 19 27 20 -6 -21 -16 24 25 -24 -11 28 29 -17
right_child=1 2 -4 -5 13 6 -8 8 -10 26 -12 -13 -14 -15 22 16 -18 -19 -20 21 -22 -23 23 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.061693356266811522 0.013014222199361943 -0.033600554847067345 0.049709084515952982 -0.10192266724807486 0.04853706384172192 0.047757055701892009 -0.10381112395600545 0.01140658617635994 -0.10414980921202155 -0.063884184037626052 -0.066328252862601786 0.019445523223601904 0.023830662638110248 -0.05528619779225518 0.064398349735971763 -0.0044188060243635198 -0.091804805981381021 0.063926750107154443 0.040042166194514811 -0.0023105311937923283 -0.10202417515801226 0.072443423382582514 -0.030468987697679497 -0.045698363296969115 0.063195514644274906 0.041401878330102934 0.010819122953414315 0.061666363106791612 -0.093688979938856637 -0.10504229335009835
leaf_weight=0.77820288712382868 0.073394959792493775 0.20511988758516964 0.30605463753454387 0.25922515386264422 0.14879226073389729 0.33011268930204163 0.35958424165255565 0.32537119194421393 0.31108098960248753 0.30088742404421864 0.89463765241089266 1.6830991454753528 0.4357806878080055 0.42165067189125771 0.89871353749185834 1.2751135801772773 0.45010425650980312 0.74419711394875765 0.73654827615246166 2.4263398748834111 0.34955284347233828 0.51279087655711908 0.83604662647121653 0.54920504637993861 1.1481816163286565 0.52448113291757181 8.8631050172343731 0.19455684431886755 0.36888260185878596 0.20958429031452386
leaf_count=209 8 36 20 68 14 14 28 37 23 175 58 303 213 60 45 163 26 28 31 506 57 26 35 27 33 24 553 7 49 24
internal_value=0.000443504 -0.020318 0.0162793 -0.076561 0.00111531 -0.00264799 -0.0378926 -0.0133695 -0.0450743 0.000959659 -0.0169411 -0.00169007 -0.030993 0.00567216 0.00793216 -0.00153249 -0.0191793 0.0121184 -0.00744045 0.0009022 -0.0570707 0.0107318 0.0256731 0.0142918 0.0274248 -0.00276289 0.00836634 -0.0245161 -0.033562 -0.0186231
internal_weight=26.9204 0.843795 0.511175 0.33262 26.0766 14.2819 1.32615 0.966565 0.636452 12.9557 3.79172 2.89708 1.21398 11.7947 11.3731 7.41646 3.23479 4.18167 2.78469 3.43748 0.498345 2.93913 3.95663 3.05791 2.50871 1.36053 9.16399 2.04814 1.85358 1.4847
internal_count=2900 132 56 76 2768 1613 102 74 60 1511 783 725 422 1155 1095 931 300 631 274 603 71 532 164 119 92 59 728 243 236 187
is_linear=0
shrinkage=0.1


Tree=856
num_leaves=31
num_cat=0
split_feature=20 15 20 22 19 22 7 22 3 3 16 21 16 15 13 13 18 10 20 22 22 20 15 23 6 9 9 6 20 21
split_gain=0.0384846 0.0631845 0.0512367 0.107168 0.088131 0.0842611 0.0914576 0.0446824 0.0472696 0.317982 0.282939 0.276124 0.25071 0.212564 0.356144 0.201023 0.200746 0.197008 0.185277 0.171094 0.16597 0.137605 0.212408 0.307349 0.153634 0.144567 0.199547 0.135375 0.16347 0.135304
threshold=32.785955158400007 36.282341310300005 34.542090938800008 0.19122000000000003 13.951125619400001 0.098830000000000015 23.824098587650003 0.68694500000000025 88.727183679150016 89.227236891450005 18.984955604900005 1.0000000180025095e-35 18.684956306450005 29.334060236450004 108.61908538635001 113.17333345935002 14.194363735100003 74.986474174450009 38.771633980050005 0.20327000000000003 0.13860000000000003 40.823855932350007 18.978014882100002 0.093480000000000021 13.665319288000001 204.42645579255003 201.2906445504 9.8952312005000014 39.344049039350004 3.4703576882500005
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 3 4 5 6 -2 8 10 -10 12 -12 13 14 17 16 -13 -4 -14 20 -11 22 -19 25 -23 26 29 -15 -29 -24
right_child=2 -3 7 -5 -6 -7 -8 -9 9 19 11 15 18 27 -16 -17 -18 21 -20 -21 -22 24 23 -25 -26 -27 -28 28 -30 -31
leaf_value=-0.079828852011040188 0.038794744955884863 0.027680069234461875 -0.047986791082291855 -0.049178448401327596 0.10113652819343077 0.095113760410592441 -0.10142866743009132 0.04020228876930166 0.061390763935402375 -0.00011876612742333617 0.021930329629799974 -0.024377906208813221 -0.0096170097959613621 0.057500489275247646 0.065749438576003863 0.021692797776240391 -0.1051221569160089 0.038248753221907662 0.089123858767271982 0.068625368535334783 -0.059199032220280515 0.0038823260682451567 0.020619042235943907 -0.10272024549326925 0.06203327154193973 -0.068854574415485981 0.088385274915223758 0.029878935784383318 -0.094601665736006285 -0.10370560104794435
leaf_weight=0.14743334702046951 0.10524008276115893 0.086880890652537346 0.9341295999238407 0.13601435778218729 0.2045034896582365 0.088456923083867878 0.083353777339880253 0.27424666433944267 0.88102605930180189 13.844673919958945 0.56653789302799884 0.48927371844183631 0.29129277123138297 0.096170555785647482 0.78799996292218555 0.25563481543213118 0.83066156198037788 0.49590851636730793 0.54666251805610955 0.34992007165783512 0.49240563035709861 1.8252146544284644 0.23849630776749087 0.47870485890234704 0.60490415943786491 0.24331972626168863 0.26383694254036527 0.13208613044116646 0.52403518667415483 0.13829884973893058
leaf_count=164 20 4 195 11 11 4 38 40 45 973 27 29 33 15 30 15 79 194 26 33 32 548 34 76 29 40 11 24 96 24
internal_value=0.000381124 -0.0399658 0.000741917 0.0292042 0.0513432 0.0145886 -0.0231805 5.49099e-05 -0.000380087 0.00303867 -0.00584271 -0.0379433 0.00320378 -0.00318895 0.00308294 -0.0594724 -0.0751919 -0.00637197 0.0547992 -0.000461689 -0.00214787 0.00269227 -0.0177901 -0.0381841 0.0183572 -0.00323454 0.0216887 -0.0533013 -0.069542 -0.0250131
internal_weight=26.4373 0.234314 26.203 0.617569 0.481554 0.277051 0.188594 25.5854 25.3112 15.568 9.74317 2.14211 7.60106 6.76311 6.01081 1.57557 1.31994 5.22281 0.837955 14.687 14.3371 4.28868 1.85857 1.36266 2.43012 0.883952 0.640632 0.752292 0.656121 0.376795
internal_count=2900 168 2732 84 73 62 58 2648 2608 1083 1525 150 1375 1316 1181 123 108 1151 59 1038 1005 956 379 185 577 109 69 135 120 58
is_linear=0
shrinkage=0.1


Tree=857
num_leaves=31
num_cat=0
split_feature=5 21 22 21 17 20 9 22 21 7 22 16 17 6 20 3 23 18 13 15 16 10 3 18 18 22 2 16 16 13
split_gain=0.0973749 0.139936 0.105578 0.0997736 0.242796 0.218654 0.301923 0.209926 0.194367 0.252271 0.383324 0.24246 0.231871 0.206303 0.347986 0.275273 0.50468 0.30389 0.3006 0.299692 0.257508 0.584419 0.352147 0.338572 0.486469 0.365311 0.466454 0.268013 0.246624 0.548291
threshold=7.7286379265000011 8.8712712239000009 0.68694500000000025 3.2025200283000004 201.96296776225003 42.526729949000007 104.11289958150002 0.25828500000000004 4.3636502323000004 24.122256664450003 -0.11420499999999999 22.654947022900004 194.58701840130001 16.465384711100004 38.592454371550012 85.54673771085001 0.090720000000000023 17.327266398450003 107.97116697695002 25.706584583850006 19.134955254150004 66.697957758300021 89.896662965950014 13.713893333650001 13.583580954200002 -0.084239999999999995 131.42729508740004 18.294957218400004 22.634947069650003 117.56896250265002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 3 4 5 6 -2 8 9 10 -5 -12 -11 15 -15 16 18 -18 19 -10 27 22 -22 24 25 26 -24 -17 29 -16
right_child=2 -3 -4 7 -6 -7 -8 -9 13 12 11 -13 -14 14 28 20 17 -19 -20 -21 21 -23 23 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.0019744326424436663 -0.0017418683867323553 -0.00012124941995442028 0.0011568889577673043 0.00028227581495260433 -0.00030703093004056037 0.00098786746805888063 0.0002866741177918326 -0.0014939499455605503 2.1992750806339872e-05 -0.0014249129710340333 -0.0021827047648394658 -0.00043032749443969875 0.00062346876236448997 0.0014643051166857116 -0.00080897682864506119 0.00014874149148165768 -0.0012768778129209873 0.00093851221040007005 -0.0011270118109377152 0.001228869394757877 0.0016197497408281128 -0.0014151153200334728 0.00055166838860512351 -0.00059367167472491791 0.0018319672672403918 0.00082079506374507566 -0.001251174993828082 0.0017906435004046962 -0.00088159037340657987 0.00071053070001030722
leaf_weight=0.21538080658296976 0.29265087119347111 0.57458044966642774 0.33990838227327813 0.71105135877951386 2.8033984722678715 1.6947596675672674 7.8165796615849104 0.3620383916204436 2.0646162152152137 0.26395691232755769 0.79317720547806592 0.49176661993260495 1.0890870167932005 0.43649253202602167 1.8089496847278499 0.64351218306910485 1.6525089178758205 0.27811851449223457 0.51333447557408352 1.2824170560925265 0.84081164887174775 0.72890763322357077 1.1340778898447736 1.3731005914160048 0.87743145879358042 2.0714937217417191 1.0745771905931176 0.94137554924236611 2.1299332589551341 1.843323674649582
leaf_count=312 150 205 27 40 214 76 386 46 215 30 42 23 60 20 172 109 179 26 48 67 27 32 27 42 16 60 47 26 95 81
internal_value=5.49185e-05 -0.000626515 6.89539e-05 5.92258e-05 0.000201828 0.000347333 0.000213467 -1.15383e-05 9.8916e-06 -0.00042976 -0.000872838 -0.00151204 0.000223863 7.77603e-05 -0.000223878 0.000198965 -0.000139223 -0.000957738 0.000270129 0.000484408 0.000401173 0.000259752 0.000425366 0.000271592 0.00050195 0.000229296 -0.000325469 0.00112398 -0.000351317 -4.20725e-05
internal_weight=39.1433 0.789961 38.3534 38.0134 12.6074 9.80399 8.10923 25.4061 25.044 3.34904 1.996 1.28494 1.35304 21.695 6.2187 15.4763 5.791 1.93063 3.86037 3.34703 9.68529 8.1004 7.37149 6.53068 5.15758 4.28015 2.20866 1.58489 5.78221 3.65227
internal_count=2900 517 2383 2356 826 612 536 1530 1484 195 105 65 90 1289 368 921 535 205 330 282 386 251 219 192 150 134 74 135 348 253
is_linear=0
shrinkage=0.00196078


Tree=858
num_leaves=31
num_cat=0
split_feature=5 21 5 23 13 15 13 7 8 22 9 7 23 8 2 19 6 23 23 23 7 16 17 17 18 5 5 21 20 22
split_gain=0.100352 0.148208 0.1069 0.122109 0.19826 0.101592 0.280413 0.210893 0.105867 0.361608 0.266911 0.239103 0.185505 0.184327 0.121018 0.118099 0.380309 0.452364 0.532495 0.305003 0.33268 0.260896 0.282907 0.222964 0.332111 0.290137 0.221601 0.230249 0.243927 0.216145
threshold=7.7286379265000011 8.8712712239000009 5.2595069053500012 0.074640000000000026 92.138837046750012 46.574831689400007 117.61735474900001 23.539316666200005 8.8430989333000021 -0.011399999999999999 226.28914430085004 21.118786167550002 0.10236000000000002 8.7431769115000026 147.87428232835001 14.451165964200003 16.455384477450004 0.10045500000000003 0.083415000000000031 0.082975000000000021 22.747724408400003 22.534947303500005 188.16174763880002 190.02287710315002 13.197799034350002 21.495293572000005 22.852794041600003 11.790993765850002 44.921040431000009 -0.062629999999999991
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 3 -3 -5 8 -7 -8 13 10 11 -10 -13 15 -15 16 -2 18 19 20 26 -17 -23 -24 -25 -26 -18 28 -28 -19
right_child=5 2 -4 4 -6 6 7 -9 9 -11 -12 12 -14 14 -16 21 17 29 -20 -21 -22 22 23 24 25 -27 27 -29 -30 -31
leaf_value=-0.00197781738562191 0.00013355376921737316 0.0012153432611577771 -0.0019744061192998657 -0.0019814994422030657 0.0013548025077130181 -0.0016074642801063277 -0.0010036071002601937 0.0010560070990819957 0.0012865181071001523 -0.001620225872032524 0.0017254686751799829 -3.2805788167379407e-05 -0.0016804425719669531 0.0001898925041720839 0.0014277655255202745 -0.00048601789920274595 0.0017268013889931472 0.0011529612078020493 -0.0016769293489995334 0.0018758815561046656 -0.0020836328825604776 -0.00066739120675817485 0.0018507991934945305 -0.00068529199349854806 -8.7513752149517677e-05 0.0011715068426572709 -0.0019697837655592264 -0.0020289776037498166 0.00081544022183517855 -0.00033014310918025872
leaf_weight=0.22607256901278461 22.148348046530376 0.25132981150454725 0.10166882650355547 0.1726029334249688 0.11351855665270705 0.5120627461146785 0.31410672442871146 0.48824501445051283 0.31046667526243288 0.61058354936540027 0.32839572429656971 0.69115746079478391 0.42381973040755838 0.56405103090219089 0.65768557856790721 1.2540180046344165 0.24194841459393435 0.76961447391659021 1.6239110922688267 0.25121901649981726 0.36709793063346285 0.68383091781288374 0.55410157737787802 0.71742465370334674 1.0141058447770777 2.2991855756845325 0.15564365532554802 0.24121973595538293 0.54144975775852799 0.74208683799952246
leaf_count=312 1494 28 70 90 17 76 38 18 26 45 14 35 24 19 22 38 8 19 88 7 17 16 12 21 35 72 141 42 31 25
internal_value=4.70963e-05 -0.00061331 -0.00013065 0.000218131 -0.000657823 6.19351e-05 -0.000473802 0.000249704 8.08691e-05 -0.00032063 0.000131813 -0.000235336 -0.000659098 0.000108127 0.000856265 8.09281e-05 2.38831e-05 -0.000468401 -0.000862975 -0.000128066 -0.000453414 0.000317783 0.000509099 0.000684574 0.000524254 0.000786156 5.36347e-05 -0.000377799 0.000193569 0.000424912
internal_weight=39.371 0.865193 0.63912 0.537451 0.286121 38.5058 1.31441 0.802352 37.1914 2.36442 1.75384 1.42544 1.11498 34.8269 1.22174 33.6052 27.0825 4.93419 3.42249 1.79858 1.54736 6.52267 5.26865 4.58482 4.03072 3.31329 1.18026 0.938313 0.697093 1.5117
internal_count=2900 517 205 135 107 2383 132 56 2251 144 99 85 59 2107 41 2066 1872 378 334 246 239 194 156 140 128 107 222 214 172 44
is_linear=0
shrinkage=0.00196078


Tree=859
num_leaves=31
num_cat=0
split_feature=3 22 21 7 3 5 22 3 10 13 13 0 22 23 0 3 2 20 13 20 6 20 20 18 18 2 22 19 7 16
split_gain=0.0385438 0.0745398 0.0673312 0.0550019 0.0685728 0.162794 0.097887 0.0675306 0.080275 0.0754547 0.0983017 0.103338 0.0986736 0.0873148 0.0786397 0.334316 0.239473 0.230486 0.151095 0.141924 0.125628 0.239136 0.244491 0.197478 0.233651 0.227703 0.352488 0.234007 0.273941 0.197261
threshold=108.42013948475001 0.11529000000000002 2.2747687716500002 19.617375644250004 94.92945658615001 30.133297129900004 0.18145000000000003 94.319176590550015 61.86411003975001 117.69263157665002 117.68187774410002 85.613949164150014 -0.08725999999999999 -0.27223499999999995 85.807518149550006 93.58791597905001 86.011634045550025 42.773538294100007 117.64961624655002 41.395309858300003 16.455384477450004 41.24714903835001 42.871500973550006 13.482409244300003 13.5308213324 154.60082690140004 -0.086339999999999986 14.251149826300002 22.765858321950002 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=3 2 -2 -1 7 6 -6 8 -5 10 11 12 -10 -13 17 18 -17 19 20 -15 23 -22 -23 25 -25 27 -27 28 -16 -26
right_child=1 -3 -4 4 5 -7 -8 -9 9 -11 -12 13 -14 14 15 16 -18 -19 -20 -21 21 22 -24 24 29 26 -28 -29 -30 -31
leaf_value=0.028047258759374211 0.04044734437618961 0.088769340846445666 -0.10199179573014648 -0.041262778809794301 -0.08150966547923727 0.04025279124754462 0.029952453424475063 0.036105670307292857 0.0056888631658629099 0.044063425478354769 -0.06268705620921057 -0.054593298407753579 -0.1030928061167745 0.0035278206556200232 -0.028039758377599863 0.022055862892858078 -0.091081914418569943 -0.032824758093330242 0.062371530979246886 0.070018160530260096 0.010124748652027588 -0.072019019404678017 0.021498252401036335 -0.10895846602136974 1.6086488911344506e-05 -0.070858567980869092 0.049406633119839137 0.08738740167593427 0.078817099640843449 0.077527130189792182
leaf_weight=0.71931536850298172 0.043714885770895218 0.036590596428140998 0.13778833749347541 0.45950663973963912 0.42329257903020234 0.23012758214099449 0.09680961581034353 0.53343597625644079 0.15168928366074397 0.39887366944458236 0.24594731300021422 0.27237417149651832 0.18518177940860425 0.52652985003076469 0.5761052734433314 0.26253967545926471 0.65096201005508192 0.5482743932516313 0.42395327240228553 0.82251385640120134 1.5597336064674885 1.0307547803386112 0.38360460044350464 0.19256741867866267 12.867605030348781 0.4795857043354772 0.49549414373541356 0.87958771176636219 0.41111607383936644 0.33693001698702651
leaf_count=93 28 2 107 31 173 28 11 29 31 18 10 71 30 19 36 11 52 39 14 31 67 60 16 7 1762 30 28 26 16 24
internal_value=0.000428881 -0.0414363 -0.0676855 0.000777849 6.96195e-06 -0.0297768 -0.0607626 0.000911794 0.000134783 0.000937353 0.000199173 0.000869973 -0.0541096 0.00168515 0.00236801 0.00056959 -0.0585662 0.0218474 0.00332055 0.0440671 0.00201754 -0.0168775 -0.0466551 0.00547807 0.000399068 0.0294213 -0.0097449 0.0498787 0.0164595 0.00199388
internal_weight=26.3825 0.218094 0.181503 26.1644 25.4451 0.75023 0.520102 24.6949 24.1614 23.7019 23.303 23.0571 0.336871 22.7202 22.4479 20.5505 0.913502 1.89732 19.637 1.34904 19.2131 2.97409 1.41436 16.239 13.3971 2.84189 0.97508 1.86681 0.987221 13.2045
internal_count=2900 137 135 2763 2670 212 184 2458 2429 2398 2380 2370 61 2309 2238 2149 63 89 2086 50 2072 143 76 1929 1793 136 58 78 52 1786
is_linear=0
shrinkage=0.1


Tree=860
num_leaves=31
num_cat=0
split_feature=16 19 12 6 6 6 20 0 7 7 5 22 5 23 22 4 0 21 18 0 22 16 10 3 20 17 9 5 13 5
split_gain=0.11333 0.201551 0.193696 0.169025 0.391769 0.258125 0.213973 0.167243 0.24584 0.198849 0.311505 0.2259 0.208638 0.165362 0.148392 0.144537 0.142906 0.437182 0.331883 0.329783 0.447347 0.207206 0.455298 0.745867 0.458918 0.437891 0.294177 0.217176 0.186281 0.254735
threshold=13.534968349350001 11.850956171350001 176.04981466085005 13.665319288000001 13.825323026450002 11.945279099550001 34.542090938800008 95.590817286200021 20.778835947700006 25.520256579150004 13.697488545350001 -0.094344999999999998 11.976288766350002 0.091975000000000015 -0.019444999999999997 172.73046293330003 94.047642319350018 6.9984086918000008 14.117867417450002 94.776214472700005 -0.14581999999999998 19.214955067100004 66.697957758300021 89.227236891450005 37.360990606650006 173.06150329755005 63.748083991300007 19.915533535850003 113.92610173585001 19.500380888400006
decision_type=2 2 2 2 2 2 2 2 2 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 15 5 -5 7 -7 8 -3 12 11 -11 13 -9 -8 -1 21 19 -19 -18 -21 25 23 -23 -24 26 -6 -27 -25 -30
right_child=1 3 -4 4 16 6 14 9 -10 10 -12 -13 -14 -15 -16 -17 17 18 -20 20 -22 22 24 28 -26 27 -28 -29 29 -31
leaf_value=0.00065906320256333957 0.00086775859342365206 0.00078077010149912884 -9.2234647486780458e-05 0.0013111072991226502 0.0019457944795658374 0.0010162047837655372 -0.0019231653309824245 -0.0014168190406244408 -0.0017534122209484958 -0.0014473918350909596 -0.0020073894792024274 0.00079888952019201707 0.0016519156255723644 0.0013459124372371353 -0.00044795380074115325 -0.0019900593958792484 -0.0013640393163310434 0.00086802314281606973 -0.0018143279112217484 -0.0020300112219523662 0.00062245051877631605 0.001397751473194985 0.00038859802063608191 -0.001038602042851243 -0.0015413042628627709 0.0016855455039962164 -0.0013670096568454888 0.00025242446341740439 0.0015233870058699573 3.5629289367097789e-05
leaf_weight=0.099249628434335491 1.1961305204204098 0.225786112248897 2.1987890163525208 0.99174076179042714 0.1283884749282217 0.1668747822404838 0.69233904630527821 0.20055551633413449 0.4227237101222272 0.2226341121386215 0.29539442004170269 0.75872488952245432 0.59288771823048592 0.14246278521750355 0.42191770079080004 0.39165499558180272 0.50181800007703659 0.21889223030302651 0.93428917074925266 0.27092592163535334 2.5023917744983919 1.6765410136431516 0.75094679417088572 0.6007138211280133 1.2832254446111617 1.1272213147021828 0.5223222425665881 0.63587908056069853 0.45287167187780397 19.265658889311453
leaf_count=12 99 15 569 42 4 14 93 61 108 66 41 55 20 8 34 219 53 11 87 23 111 42 21 16 61 31 183 48 13 740
internal_value=4.78196e-05 7.59209e-05 -0.00034086 4.96159e-05 9.80542e-05 -0.000322986 -0.00105446 4.54258e-06 -0.000871108 0.000261187 -0.000242077 0.000289291 0.000947736 -0.000269398 -0.00136457 -0.00145447 5.90858e-05 -0.000266912 -0.00130517 9.86625e-05 0.000363331 0.000113678 5.86677e-05 0.000140745 -0.00082885 0.000661316 -0.000713377 0.00116868 3.70298e-05 6.97983e-05
internal_weight=39.892 37.2023 2.68969 36.0061 31.8638 4.1423 1.28113 2.86117 0.64851 2.21266 1.27675 0.981359 0.935906 0.343018 1.11426 0.490905 30.8721 4.42832 1.15318 3.27514 2.77332 26.4438 24.03 21.9958 2.03417 2.41381 0.650711 1.7631 20.3192 19.7185
internal_count=2900 2100 800 2001 1486 515 141 374 123 251 162 121 89 69 127 231 1444 285 98 187 134 1159 893 811 82 266 187 79 769 753
is_linear=0
shrinkage=0.00196078


Tree=861
num_leaves=31
num_cat=0
split_feature=15 22 7 17 13 5 21 5 23 13 9 8 16 9 0 5 20 5 9 18 15 7 23 21 23 2 12 17 22 19
split_gain=0.0372396 0.155385 0.125497 0.0609326 0.0425219 0.0390184 0.09166 0.0681936 0.0707112 0.101656 0.0600633 0.142055 0.11895 0.142471 0.109422 0.202875 0.207068 0.14795 0.113814 0.109095 0.121595 0.096596 0.0951307 0.14004 0.131216 0.111626 0.145349 0.110366 0.154725 0.129266
threshold=46.574831689400007 -0.082314999999999985 23.539316666200005 184.18061320350003 117.51519334005 7.7286379265000011 8.8712712239000009 5.2595069053500012 0.074640000000000026 92.138837046750012 187.70546222865002 8.3434888241000014 22.694946929300002 186.14781787895004 85.716110573100011 22.382291025900006 43.812290675100009 30.133297129900004 190.58777288605003 16.697634278350005 43.132842597400007 24.142338514450003 -0.17732499999999998 16.937462925050003 -0.23472499999999999 317.41815758785003 183.52328734125004 191.19232825540004 -0.082885 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=5 2 3 -2 -3 6 -1 8 -8 -10 11 12 13 19 15 -12 17 18 -17 20 21 22 24 27 25 26 -7 28 29 -24
right_child=1 4 -4 -5 -6 10 7 -9 9 -11 14 -13 -14 -15 -16 16 -18 -19 -20 -21 -22 -23 23 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.10052499461664575 0.030391625843738168 -0.023161348978787744 0.048401602971949148 -0.10088461765454147 -0.10192012388499978 -0.077437000478393525 0.062955322225909244 -0.10044805050760604 -0.10053544286485792 0.067579630727155449 -0.10389647168306859 0.077995222454630045 -0.060104833713345462 0.059804806565272477 0.0010737812843124059 0.028840945744415404 0.09177888874374375 0.059887274582851049 -0.070818153336540596 0.058453978372483298 0.077713528004218324 -0.078169883379251293 -0.010529860761399194 -0.10320522255198875 0.085724769517241756 -0.10237605891721063 0.040474115449026168 0.04099051845141672 -0.060709666005650212 0.074310214438350994
leaf_weight=0.12552164254265719 0.052155556981233531 0.10192109960189455 0.33918156148865819 0.10977685962643591 0.20937448523909552 0.12953645911193234 0.16137307316876104 0.058714598056667455 0.088916755492846278 0.060402120721846586 0.28300165972905478 0.2993991863913833 0.25031585805118073 0.52411560494329013 18.283478118704352 0.14664357528090477 0.17219721028232016 0.15316653251647949 0.52431782294297591 0.34484780823549943 0.19039489491842676 0.16863964755975747 1.1849282871016846 0.15509031323381339 0.26406777474949217 0.087468428118882002 0.54188230371255486 0.42569570568230108 0.53986915612495412 0.21167195681482542
leaf_count=312 8 16 22 45 41 90 28 70 90 17 25 13 12 31 1311 7 9 9 90 51 8 41 201 30 34 19 85 59 119 7
internal_value=0.000429373 -0.0206458 0.0138237 -0.0586029 -0.0761338 0.0011041 -0.0266986 -0.00161287 0.017065 -0.0325299 0.00165715 0.0110808 0.00708874 0.0106162 -0.000904548 -0.0291778 -0.00795432 -0.028793 -0.0490369 0.00454174 -0.000226242 -0.0042273 -0.000705012 -0.0111549 0.0250097 0.00388282 0.0177256 -0.00511121 -0.0152458 0.0023287
internal_weight=26.1881 0.81241 0.501114 0.161932 0.311296 25.3757 0.494928 0.369407 0.310692 0.149319 24.8807 5.31792 5.01852 4.76821 19.5628 1.27933 0.996325 0.824128 0.670961 4.24409 3.89924 3.70885 3.54021 2.51726 1.02295 0.758887 0.671419 2.36217 1.93647 1.3966
internal_count=2900 132 75 53 57 2768 517 205 135 107 2251 800 787 775 1451 140 115 106 97 744 693 685 644 416 228 194 175 386 327 208
is_linear=0
shrinkage=0.1


Tree=862
num_leaves=31
num_cat=0
split_feature=15 5 18 6 17 0 16 17 6 18 20 2 3 19 20 15 13 23 15 9 18 0 7 10 16 0 15 2 5 3
split_gain=0.0968643 0.215719 0.210679 0.254968 0.203661 0.31493 0.142222 0.339876 0.377054 0.236823 0.360147 0.225861 0.210614 0.168461 0.206394 0.158331 0.147697 0.121729 0.307943 0.236146 0.205166 0.442071 0.354389 0.273255 0.703071 0.493996 0.458811 0.269824 0.386677 0.428164
threshold=45.49682449725001 24.301614351200005 13.278511569200001 16.770391837550005 193.63201810280003 86.280686780500005 22.624947093000003 200.07083195085002 16.395383075500003 12.903279561150002 39.646013290900008 176.58278076550002 93.394346993650018 14.351157895250003 41.941595803500007 44.34858359035001 117.70876232545002 0.048965000000000009 28.129673635100001 204.42645579255003 13.809421053700001 88.028184565250015 23.699538637550003 64.321360770950022 20.719951547750004 90.837623311600012 36.168474401900006 105.39281967610002 22.852794041600003 93.206154924500012
decision_type=2 2 2 2 2 2 2 2 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 -3 -4 -6 15 8 -8 10 -10 13 -13 -11 -15 16 17 18 19 -1 22 -22 27 -23 25 -25 -27 -19 29 -29
right_child=1 2 4 -5 5 -7 7 -9 9 11 -12 12 -14 14 -16 -17 -18 20 -20 -21 21 23 -24 24 -26 26 -28 28 -30 -31
leaf_value=0.00027994082413506402 -0.0015631058177434584 -0.0020167956989921654 0.0014559490520756147 0.0010636875970494509 -0.0017005045566529532 0.00082532932466611666 -0.00092222560716358887 0.0014386110103028137 0.00062674668611280998 0.00018080012839430799 -0.0012636066905205232 0.000865382924581789 -0.00097562522098568302 0.0017811579781977377 0.00048871287959138343 -0.0013039949843870434 -0.0013876774217872671 0.00064964887647784111 -0.00088431174911932163 -0.001350094787125574 -0.0013588563493950694 0.0010849104388195063 0.0016309613917287185 0.0015135415763904802 -0.0017081729623091013 7.1583904946238261e-05 -0.0021681348766463826 -7.6383548533836345e-05 0.00097608115129242386 -0.0018892899192161485
leaf_weight=3.2614568767921912 0.44717703235801254 0.35169445022620482 0.44698961032554485 0.14626320426759776 0.31979108467203332 0.46684193797409534 1.0351005978882302 0.915039408719167 0.81498389155603923 0.82511494710343036 0.73869778055814095 0.42282561492174853 0.54926223610527813 1.1298790458822621 0.81965634226799 0.34655704791657527 0.27974849657766654 3.187336664057514 1.788395086154196 0.38169042168374279 0.90478379277919785 0.92651942698284884 0.7650916464626788 0.89126762052182762 0.87901206244714636 9.7495013040307832 0.36480446973291769 2.3255426734976945 0.94065981933090359 0.63834676207989094
leaf_count=533 30 71 17 8 33 17 34 38 29 24 38 11 30 30 27 22 58 108 117 54 40 24 14 40 33 1191 49 78 68 34
internal_value=5.20843e-05 -0.000349014 -3.5477e-05 -0.00111198 0.000399057 -0.000201502 7.71377e-05 0.000321553 0.000160216 0.000371602 -0.000272022 0.000638497 -0.000174848 0.00092345 0.00123777 1.3001e-05 2.97291e-05 4.44126e-05 -0.00021795 0.000109163 0.000110469 -3.42561e-05 0.000363115 5.92938e-05 -2.06631e-05 0.000114118 -9.19865e-06 0.000226337 -0.000119219 -0.000466838
internal_weight=37.06 2.17876 1.73158 0.497958 1.23362 0.786633 34.8813 7.25056 6.33552 5.30042 1.55368 3.74674 0.972088 2.77465 1.94954 27.6307 27.2842 27.0044 5.43154 3.64315 21.5729 13.7159 7.85698 12.8111 11.8846 11.0056 10.1143 7.09189 3.90455 2.96389
internal_count=2900 176 146 79 67 50 2724 261 223 189 67 122 41 81 57 2463 2441 2383 704 587 1679 1377 302 1337 1313 1280 1240 288 180 112
is_linear=0
shrinkage=0.00196078


Tree=863
num_leaves=31
num_cat=0
split_feature=8 22 23 23 10 10 21 15 3 22 6 16 17 6 6 21 16 9 16 7 22 7 13 13 23 2 20 23 23 17
split_gain=0.088784 0.094838 0.10426 0.160665 0.090593 0.10826 0.126727 0.0747741 0.218972 0.0960767 0.0858769 0.0817868 0.238679 0.309969 0.195041 0.217039 0.377298 0.271631 0.183627 0.152844 0.173108 0.15062 0.125848 0.354196 0.335783 0.442529 0.32026 0.305016 0.264923 0.211779
threshold=1.7486353823000003 -0.156745 -0.21013499999999999 -0.22125500000000001 89.912793714750009 86.858705278550005 2.7327447008500005 47.90801194005001 92.913112988300014 -0.082509999999999986 16.425383776450001 22.624947093000003 200.07083195085002 16.395383075500003 16.435384010100005 4.8606555829000007 22.634947069650003 188.14427954665004 22.664946999500003 22.398098708400003 -0.088329999999999992 23.074695113900002 117.38883580790001 117.30011668960002 0.099425000000000027 127.00089009170001 40.621691032550004 0.10500500000000003 0.088395000000000015 194.42005702145002
decision_type=2 2 2 2 2 2 2 2 2 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 -1 11 -9 10 -10 22 13 -13 -15 19 -17 -18 -19 20 -16 -21 23 -2 25 28 -27 -26 -24 -28
right_child=7 2 -4 -5 -6 -7 -8 8 9 -11 -12 12 -14 14 15 16 17 18 -20 21 -22 -23 24 -25 27 26 29 -29 -30 -31
leaf_value=0.0010658649896070729 6.8330835311059571e-05 -0.0019865603947079838 -0.0017385246935241174 0.0018664024795539036 -0.0019765307269911984 0.0014272928179118846 -0.0019858380902366699 0.0015736910261399703 0.00074337265806979002 -0.0020080462261304237 -0.0013365780072224563 -0.00083776716244811833 0.0011717930119439267 0.0013970909426328194 0.00098696131674549069 0.00117760277043572 0.00012555027205834933 -0.002088765487097701 -0.00041543842522527959 0.0016947485180144374 -0.00088500656012745736 0.00034570758916011664 0.00094116705133859692 0.0015273130290145366 0.0015248801517974112 0.00072438728290885243 -0.0021361897646289974 -0.00020390998849665953 -0.00056647416742333808 -0.0008510669396813356
leaf_weight=0.098365798988197639 19.477985216878558 0.075015469667505386 0.3370880324865756 0.093436201061194879 0.069378548708300514 0.21263807674040436 0.11175616488617379 0.14763424755073984 0.14199611791991629 0.25211458558624145 0.16500214114057599 1.047009813832118 0.99120606260839839 0.58542489958927024 0.35400135023519397 0.61518884723773259 1.0522024245001378 0.5331776817620264 0.47833663057826925 0.70976375869940944 0.40976487792795557 0.57676479269866832 0.96813163177284767 0.66146488895174016 0.70229654759168603 0.34322381597303353 0.77271822448528871 0.88912349985912442 0.83424575626850128 1.3619563636020755
leaf_count=28 1730 48 268 6 79 28 39 7 15 41 36 39 43 16 18 18 33 27 32 24 26 31 46 17 15 25 55 37 19 54
internal_value=6.39707e-05 -0.000512576 -0.00110905 0.000150588 0.00010014 0.00044094 -0.000557224 8.08534e-05 -0.000550281 -0.00111112 -0.000374537 9.42227e-05 0.000276816 0.00013737 0.000329477 0.000197317 -0.000170163 -0.000571928 -0.00129746 0.000677466 -1.736e-05 0.00108996 4.26072e-05 0.00011625 -0.000209982 -0.000495895 -0.0010336 0.000559008 0.000243342 -0.00131626
internal_weight=35.0684 0.997678 0.50554 0.168452 0.492139 0.42276 0.210122 34.0707 0.706747 0.559113 0.306998 33.364 7.35284 6.36164 5.31463 4.7292 2.67891 2.06372 1.01151 2.05029 0.763766 1.28653 26.0111 20.1395 5.8717 4.28028 2.4779 1.59142 1.80238 2.13467
internal_count=2900 496 322 54 174 95 67 2404 99 92 51 2305 307 264 225 209 110 92 59 99 44 55 1998 1747 251 199 134 52 65 109
is_linear=0
shrinkage=0.00196078


Tree=864
num_leaves=31
num_cat=0
split_feature=15 21 15 6 6 18 5 0 20 23 7 19 10 2 5 16 18 16 10 20 13 15 16 22 16 16 16 21 4 20
split_gain=0.0391585 0.107449 0.0493823 0.0748445 0.0986493 0.0979889 0.0593219 0.11959 0.194474 0.0918916 0.121846 0.0768007 0.0764477 0.167401 0.181401 0.0651509 0.296075 0.175222 0.227092 0.479375 0.321082 0.152355 0.175789 0.118567 0.117756 0.151204 0.140154 0.126071 0.114804 0.10012
threshold=11.896459116400001 17.123843457500005 12.389956812050002 4.9151148409000003 2.7550643716500001 16.118666550000004 13.361597395450001 98.851916998450022 40.878805547300004 0.099010000000000029 24.918974924200004 11.850956171350001 75.403185184700007 169.65174180905004 16.222050829800004 18.594956516900002 14.873215527100003 18.984955604900005 66.697957758300021 38.318569170500005 113.13031812925001 29.334060236450004 18.684956306450005 -0.033594999999999993 18.484956774100002 17.844958270700005 17.484959112600002 13.996357022800002 195.32149859550003 38.592454371550012
decision_type=2 2 2 2 2 2 2 2 2 2 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 -4 -5 12 -9 10 -10 -12 15 14 -14 16 24 21 20 23 -19 -17 -23 -20 25 26 27 -8 -27 -22
right_child=2 -3 3 6 -6 -7 7 8 9 -11 11 -13 13 -15 -16 17 -18 18 19 -21 29 22 -24 -25 -26 28 -28 -29 -30 -31
leaf_value=-0.1007539243364978 0.049408710139171752 0.020508460291457448 0.097886289296082896 0.020656218395180868 -0.10053720129016508 -0.1003245040839079 -0.015512074750666181 -0.071637714951779632 0.049359494166584535 0.069365433053999545 0.0022731483318373662 -0.090871203929315761 0.044128434679370193 0.07606163553104324 -0.053492474294189463 0.066170297895068578 -0.085514709216233345 0.089965139759973917 -0.028567966380288468 -0.094695248961481598 0.0218638494002831 -0.052692214070497803 0.043143435788227123 0.031643355591980539 -0.075774321150564289 -0.010089829963827457 -0.10173063452857306 0.068496032051281519 0.078471688395082465 -0.0021120912893458259
leaf_weight=0.13646590260143199 0.20812087720696837 0.15729940473465831 0.066188706831783573 1.4558763505306185 0.16381837471431027 0.040023141732604017 0.91928861534098494 0.59693663498182903 0.19423111344804056 0.1716715324728284 0.16074219703295967 0.19702618036535569 0.40361530589870998 0.4305345454486087 0.36024720026034629 0.7659860874882749 0.48046367036295112 0.41863810271024959 0.58989129040855914 0.76320458843838412 2.0167012466845327 0.32601800817064941 0.46352433896026923 0.73397037526592546 0.18076478127113649 0.22313206870239799 0.15091856420622196 0.22172326216968941 0.42551429535888019 12.771636023255267
leaf_count=281 36 22 11 304 219 65 235 141 21 22 25 34 20 29 27 55 115 18 41 72 117 15 42 30 42 22 72 25 38 704
internal_value=0.000481935 -0.0358228 0.000893707 0.000500711 -0.0518689 0.0231958 0.00105697 -0.000133617 -0.0293854 0.00546741 -0.0144048 -0.0490223 0.00157222 0.0261953 -0.00191082 0.000201231 -0.0146324 0.00224871 -0.000642865 -0.0315747 0.00360235 0.0343966 0.00357096 0.00481417 0.00142183 0.00861265 -0.0111662 0.000812516 0.0480068 0.00115753
internal_weight=26.1942 0.293765 25.9004 25.6923 0.27003 0.106212 25.4223 23.9664 1.32061 0.723671 0.551999 0.357768 22.6458 1.1944 0.763863 21.4514 2.60181 18.8496 17.294 2.08707 15.207 1.55553 0.789542 1.32386 2.12134 1.94058 1.29193 1.14101 0.648646 14.7883
internal_count=2900 303 2597 2561 295 76 2266 1962 243 102 80 59 1719 76 47 1643 549 1094 982 143 839 112 57 71 434 392 332 260 60 821
is_linear=0
shrinkage=0.1


Tree=865
num_leaves=31
num_cat=0
split_feature=16 19 12 6 6 5 20 6 10 23 17 9 22 0 19 16 9 3 10 17 0 5 10 3 16 10 22 22 5 20
split_gain=0.111598 0.185676 0.176091 0.159375 0.253096 0.184753 0.220187 0.21432 0.197669 0.174283 0.17287 0.235023 0.162321 0.141729 0.259146 0.321644 0.279778 0.278867 0.242278 0.191996 0.181359 0.223176 0.214724 0.562537 0.433589 0.177681 0.183919 0.180704 0.226823 0.163336
threshold=13.534968349350001 11.850956171350001 176.04981466085005 13.665319288000001 13.775321858200002 13.697488545350001 34.997818021800008 7.6501787452000007 64.434276012450013 0.086230000000000015 234.67375690460003 192.53043113735001 0.68694500000000025 93.972365491700018 13.051052998800001 18.684956306450005 206.08249486475003 84.807411725000023 76.919475570250015 193.52305340940003 93.262612545250008 18.092020786850004 66.697957758300021 89.227236891450005 19.974953289850003 65.727424373200009 0.20327000000000003 0.13860000000000003 19.861308675400004 40.380906245900007
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 -2 -1 5 -5 9 -7 -8 -9 12 11 -11 -3 20 16 -16 29 -17 -18 -19 22 -22 23 -6 -24 26 27 28 -25 -15
right_child=1 3 -4 4 13 6 7 8 -10 10 -12 -13 -14 14 15 17 18 19 -20 -21 21 -23 24 25 -26 -27 -28 -29 -30 -31
leaf_value=-0.0015028366286368125 0.00088555851572671149 -0.0009782508291158547 -9.3716127509948559e-05 0.0012816121428915076 0.0013689435610522696 0.00094714568241774843 0.0010613283209902407 0.00054491989675587663 -0.0016311996795876276 0.00086246334595398242 0.0016050199589693172 -0.0015824128087247602 0.0015592098972677505 1.2050297101908578e-05 -0.0020184338495137476 0.00054948151777855939 -0.0018175296028704693 0.0005580192770038942 0.00055574017893993339 -0.0020181730566473173 0.0015367492677274591 -7.9057237383470613e-05 8.0309973984909008e-05 0.0012451615899078329 -0.0020448318080222975 -0.0012290814166557758 0.0012920076279709196 -0.00096962213914514057 6.0602719384220928e-05 0.0012652166358430002
leaf_weight=0.41937323797867465 1.1034934030394641 0.65603433602882733 1.8234674517105984 0.69984182529151695 1.3822208438068759 0.24333904005470675 0.16242566323489871 0.18677462439518411 1.1401144435076274 0.4251759233661685 0.41787163238041103 0.23456386118778028 0.11372784897685051 0.79296799690928244 0.56942258657363698 0.72843376768287249 0.40698819333920244 0.15437833976466209 0.27857785677770153 0.39787779666949064 0.76948111783712991 0.57365366362500936 1.2431888602732204 0.6461208611726893 0.52499005256686349 0.39487630315124889 0.48471009299100742 0.62283971492433821 16.303219211880787 0.80664487520698458
leaf_count=231 99 189 569 33 41 20 11 13 177 47 20 32 6 35 86 31 46 9 14 49 26 31 46 22 35 13 32 31 876 30
internal_value=6.58133e-05 9.50379e-05 -0.000357198 6.72216e-05 0.000117401 -0.000322159 -0.000782102 -0.00106464 -0.00132489 0.000109222 0.000618232 -6.78784e-06 -0.000603356 8.73139e-05 -0.000246822 -0.000792342 0.000194838 -0.000247194 -0.000853158 -0.00129802 0.000147533 0.000846637 0.000104066 0.000162434 -0.000550666 7.20548e-05 0.000100509 6.76424e-05 0.000105759 0.000643991
internal_weight=34.7068 32.464 2.24284 31.3605 27.7804 3.58003 1.73265 1.48931 1.32689 1.84737 1.07761 0.65974 0.769762 27.0806 4.13529 1.85011 2.28518 1.28069 0.685566 0.552256 22.9453 1.34313 21.6022 19.834 1.76818 18.4518 18.0569 17.5722 16.9493 1.59961
internal_count=2900 2100 800 2001 1486 515 221 201 190 294 99 79 195 1453 300 175 125 89 60 58 1153 57 1096 1015 81 974 961 929 898 65
is_linear=0
shrinkage=0.00196078


Tree=866
num_leaves=31
num_cat=0
split_feature=16 12 19 22 20 8 9 13 16 23 19 16 18 7 16 8 8 9 8 20 16 16 16 13 20 13 9 15 14 5
split_gain=0.0364417 0.106519 0.103303 0.0768475 0.0903185 0.113489 0.0798307 0.0761389 0.0761289 0.185841 0.124988 0.108208 0.161396 0.20271 0.127113 0.188777 0.12745 0.171729 0.133127 0.136292 0.122949 0.0973988 0.131001 0.1763 0.31418 0.289735 0.182461 0.123259 0.16353 0.110106
threshold=13.534968349350001 176.04981466085005 11.850956171350001 -0.01762 39.134693790050008 2.5480115570500002 31.056962594150004 95.99139754765001 14.994964935250001 0.092095000000000024 12.250988447150002 15.549963637400003 15.312071772700003 24.071745547300001 17.844958270700005 8.1436447804000007 8.0437227585500022 188.14427954665004 4.9461400813500012 47.001379125850008 18.094957686100003 18.594956516900002 18.984955604900005 112.82921081865001 38.318569170500005 113.13031812925001 190.77452831370002 29.334060236450004 216.12004062900004 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 -1 -2 4 -3 6 -6 -7 9 10 -4 12 13 -10 15 16 17 18 19 -13 -16 -22 27 24 -24 -25 -26 29 -29 -23
right_child=2 3 8 -5 5 7 -8 -9 11 -11 -12 14 -14 -15 20 -17 -18 -19 -20 -21 21 22 23 25 26 -27 -28 28 -30 -31
leaf_value=-0.074047295714409753 0.039317626426601894 0.071047579271604697 0.044271228122855194 -0.050114565567335234 -0.068748949881052054 -0.091365850722711917 0.051092038673736878 0.0055695124126997351 0.048113191680005385 -0.094024513048127339 -0.05840476820164725 -0.090175353964117078 0.068291226403701152 -0.064704092852012132 0.051907160994233509 -0.091463346477662827 0.063350449021460933 -0.081888179771198055 0.066469171267721158 0.016180816433692773 -0.035086167992623048 0.018413326881257411 0.0023381384167274091 0.088640511877365269 0.0089435490730169244 0.0011358185382841965 -0.10316058215804624 -0.048288235297813328 0.043446989500187598 0.095029393574091403
leaf_weight=0.25186307510182615 0.69790561917034466 0.19780267671347918 0.32078456959789292 0.26308633495361267 0.066877032480988419 0.18378154016386361 0.32920973845830304 0.14492825968045508 0.34208697907161212 0.28958349673609973 0.18806301502627321 0.19557270347877664 0.58386339057869918 0.298013444931712 0.4798193244496386 0.35619599896017451 0.20378548291046161 0.33860932516108733 0.23398111050482839 0.31383407073008129 0.73328324853355553 0.35458213626407331 1.3451288454234629 0.38828280288725991 0.19012216420378525 14.849469307675461 0.61428315675584599 0.35223518626298755 0.43345285535906442 0.39824491408944596
leaf_count=231 99 115 54 168 68 118 66 34 26 50 46 183 48 27 39 79 16 76 11 77 158 25 76 18 19 821 61 24 34 33
internal_value=0.000488406 -0.0149857 0.00139632 -0.00243991 0.0111549 -0.00519029 0.0308576 -0.048627 0.000284473 -0.0300717 0.0063236 0.00133805 0.0302696 -0.00441148 -0.000287747 -0.0270419 -0.0091955 -0.0228589 0.00402856 -0.0246517 0.00189359 0.000672913 0.0020584 -0.000416422 -0.0272265 0.00336558 -0.0766646 0.0300273 0.00232078 0.0589432
internal_weight=25.9387 1.43755 24.5012 1.18569 0.922599 0.724797 0.396087 0.32871 23.8033 0.798431 0.508848 23.0048 1.22396 0.6401 21.7809 1.64198 1.28578 1.082 0.743388 0.509407 20.1389 19.6591 18.9258 17.3873 2.14953 15.2378 0.804405 1.53852 0.785688 0.752827
internal_count=2900 800 2100 569 401 286 134 152 2001 150 100 1851 101 53 1750 442 363 347 271 260 1308 1269 1111 995 156 839 80 116 58 58
is_linear=0
shrinkage=0.1


Tree=867
num_leaves=31
num_cat=0
split_feature=9 23 15 22 20 5 3 2 22 8 23 2 16 16 23 13 13 18 18 10 6 17 21 21 13 15 18 17 19 13
split_gain=0.0388198 0.128515 0.114068 0.107039 0.102635 0.122279 0.0947953 0.0862144 0.138349 0.0741077 0.141923 0.0869918 0.0670344 0.117637 0.0901131 0.0782706 0.115509 0.141304 0.119041 0.196261 0.166951 0.137192 0.116687 0.221446 0.243719 0.188818 0.26206 0.299628 0.236332 0.20949
threshold=215.80505313260002 0.072890000000000024 24.673905035600004 -0.0086649999999999991 41.755948821900006 21.746930049350002 77.938401201700017 357.36576196840008 -0.037524999999999996 8.8430989333000021 0.10332500000000001 72.843776848050013 22.724946859200003 22.684946952700002 0.09642000000000002 117.75715457175001 117.64961624655002 13.086509421050001 13.075178189100003 61.987779113750001 16.485385178400005 188.07781354100004 8.8712712239000009 7.5530726581500014 109.41218053485001 39.940798674500009 13.713893333650001 191.19232825540004 12.851036860900001 117.47217800995001
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=7 -2 6 4 -4 -6 -3 9 -9 12 11 -11 13 15 -14 16 18 -18 21 20 -20 -1 23 -21 -25 26 27 -24 -28 -27
right_child=1 2 3 -5 5 -7 -8 8 -10 10 -12 -13 14 -15 -16 -17 17 -19 19 22 -22 -23 25 24 -26 29 28 -29 -30 -31
leaf_value=0.010032189757664078 -0.069961404112271933 -0.10101062972130948 0.07245058113599917 -0.017345138613510388 -0.037684682515304713 0.061275868456165554 0.0064308627726103323 -0.10292112055002621 0.041038782339995597 0.033181833023853982 -0.091411665460920943 -0.043382985676802328 0.067527404489630433 -0.046067022605327253 -0.0057123299939768812 -0.052004259348083962 -0.020753897772409428 0.047967234394399379 -0.0059684228551402626 -0.00028235752335015201 -0.099819397471856197 0.073683112021322425 -0.020328271545542224 -0.03623081953675996 0.068974055745518681 -0.0037041201716136959 0.0076336600665746759 0.087660527286710782 -0.053061240176292504 -0.097138194664148747
leaf_weight=2.2390388206672749 0.16889606123459033 0.1211903945652465 0.68523409028421134 0.32653289701556776 0.24449565398390405 0.25517567801580299 0.2547121357783908 0.19709180394261239 0.10094878682320896 0.32025910638912947 0.25509197887731716 0.27652652535471134 0.34786527277901669 0.53809093969175492 0.32489587971940637 0.27212025047265243 0.41477591104921785 1.0738611738197503 0.37896691682545025 10.177198862273711 0.37921257450943813 0.39896458431030613 0.47064178241453125 0.28676923768034501 0.94858959724660963 0.449010773008922 1.3635393515003218 0.56584701349493116 1.2115597524280017 0.51543307717656717
leaf_count=317 35 82 55 36 34 19 36 59 24 22 30 39 22 34 21 63 22 46 28 1117 25 20 54 74 37 20 333 20 138 38
internal_value=0.000433685 0.0136096 0.0210883 0.0333485 0.0473185 0.0128532 -0.0282081 -0.00071889 -0.0541607 -3.25892e-05 -0.0289809 -0.00229523 0.00107047 0.000105945 0.0321578 0.00128091 0.00197557 0.0288196 -8.58919e-05 -0.0031961 -0.0529091 0.0196586 -0.000838711 0.00457081 0.0445524 -0.01433 -0.00383293 0.0386257 -0.0209227 -0.0536386
internal_weight=25.5625 2.05624 1.88734 1.51144 1.18491 0.499671 0.375903 23.5063 0.298041 23.2083 0.851878 0.596786 22.3564 21.6836 0.672761 21.1455 20.8734 1.48864 19.3848 16.7468 0.758179 2.638 15.9886 11.4126 1.23536 4.57603 3.61159 1.03649 2.5751 0.964444
internal_count=2900 297 262 144 108 53 118 2603 83 2520 91 61 2429 2386 43 2352 2289 68 2221 1884 53 337 1831 1228 111 603 545 74 471 58
is_linear=0
shrinkage=0.1


Tree=868
num_leaves=31
num_cat=0
split_feature=12 14 23 17 8 2 8 22 17 23 8 15 15 16 20 6 18 23 16 17 16 22 4 18 6 21 3 4 6 15
split_gain=0.0419654 0.0699907 0.145725 0.0684561 0.067726 0.0654535 0.0653495 0.152344 0.166508 0.170417 0.124451 0.0813491 0.294042 0.224449 0.153953 0.201721 0.120501 0.151882 0.169566 0.326911 0.289805 0.376976 0.276525 0.247033 0.205042 0.15436 0.145655 0.131394 0.124455 0.12418
threshold=92.695913642950003 168.39662374755002 0.089185000000000028 166.83257850275001 8.3434888241000014 167.29597799085005 8.8430989333000021 -0.011399999999999999 182.28951942140003 0.089475000000000013 8.7431769115000026 28.777417478550003 28.129673635100001 18.684956306450005 39.344049039350004 9.8952312005000014 15.042884401850001 0.093295000000000031 22.634947069650003 192.00356210945003 22.554947256700004 -0.22573999999999997 205.67906899175003 13.788608055100001 16.285380505300001 13.424038291500002 89.227236891450005 237.11242894575003 16.555386813950005 40.682889193900003
decision_type=2 2 2 2 2 2 2 2 2 2 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 -2 -3 10 8 -8 -10 11 12 -5 14 -13 -16 17 18 20 27 22 -22 24 -24 -15 29 -25 -20 -19 -23
right_child=1 3 -4 6 -6 -7 7 -9 9 -11 -12 13 -14 16 15 -17 -18 28 19 -21 21 25 23 26 -26 -27 -28 -29 -30 -31
leaf_value=-0.013502783506781153 0.026873000898701267 -0.10119219048738129 -0.0068555612998567996 0.0038228624573162073 0.091612143122405718 -0.0091721949648947542 0.068929296432633111 -0.090603480667379804 0.036400915715976624 -0.082135210271696193 0.043705987402109216 0.025476317761754925 0.0852488825817109 -0.0087698368305704402 0.062741168927448257 -0.10342016169585776 0.042972280741266078 0.014404405268563129 -0.00059378587316237183 0.052601376202638661 0.060796094427559122 -0.10727644062830298 0.017177317196321356 -0.025413251250409732 0.090470119282104924 -0.0092366905140625118 -0.10513065451783266 -0.081698171824726121 -0.031349405020717404 -0.047523717486729372
leaf_weight=2.00077859956082 0.33571035210479994 0.12758151040634658 0.74371902004349977 5.7037491943680818 0.31156130484305322 0.19612407575868929 0.23245524235244375 0.25612518098932824 0.20576679378427798 0.29541448030067841 0.69469529925845463 0.1799350944456809 0.48087951690831676 0.37719439552165246 0.085084605976589955 0.51705207862323732 0.60726171883288849 5.1148982937247638 0.4999243064667096 0.96116433437782689 0.26146598404739085 0.83731637638993539 0.7981261799122874 0.55421377895982005 0.46467255486641079 0.36037241294980038 0.3908395804464817 0.33267440826602979 0.67269741302879982 0.59492659146781079
leaf_count=180 26 165 31 1330 16 117 20 36 19 38 41 35 26 25 15 104 45 223 25 59 12 37 35 46 27 22 20 32 38 55
internal_value=0.000392859 0.00159156 0.02334 0.00020402 0.0580349 -0.0454399 0.000891913 -0.0242045 -0.00102347 -0.0334686 0.00210424 0.000644204 0.0101541 -0.0036773 -0.055687 -0.0799408 -0.000506418 -0.00266697 -0.0132413 0.0128684 -0.0233369 -0.0513758 -0.00105719 -0.0237864 0.0460061 -0.0677368 -0.0583815 -0.033 0.0090864 -0.0824563
internal_weight=25.1944 23.1936 1.39099 21.8026 0.647272 0.323706 21.4789 0.989762 0.733637 0.501181 20.4891 19.7944 6.18463 13.6098 0.782072 0.602137 12.8277 12.2205 6.43289 1.79376 4.63913 2.05408 2.58505 1.74318 0.841867 1.79262 0.945053 0.832599 5.7876 1.43224
internal_count=2900 2720 73 2647 42 282 2365 113 77 57 2252 2211 1356 855 154 119 701 656 395 116 279 126 153 101 52 114 66 57 261 92
is_linear=0
shrinkage=0.1


Tree=869
num_leaves=31
num_cat=0
split_feature=16 16 13 23 10 10 22 22 20 20 22 22 6 22 3 0 22 21 16 18 9 3 5 7 18 9 7 20 3 6
split_gain=0.106303 0.211993 0.149028 0.216282 0.158004 0.105414 0.100552 0.123324 0.285989 0.211051 0.155742 0.113321 0.12952 0.120663 0.279271 0.362288 0.33802 0.332227 0.312061 0.300206 0.242647 0.347925 0.199322 0.173918 0.253261 0.251455 0.21091 0.36748 0.275565 0.423545
threshold=11.934972090850001 10.489975469900001 95.870416931800023 0.075065000000000021 84.906884675850009 90.740838818900016 0.68694500000000025 0.25677000000000011 38.441102963850007 37.020641110850008 0.20327000000000003 0.15675000000000003 16.355382140900002 -0.065399999999999986 93.620177476600006 85.807518149550006 -0.054494999999999995 14.866510415300002 22.634947069650003 13.832542267500001 186.67271206880002 94.319176590550015 22.334016245700003 26.153845577000002 16.671733559250004 215.80505313260002 24.199020305550004 38.828362408050005 92.017856430850017 15.925372093750001
decision_type=2 2 2 2 2 2 2 2 2 2 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 10 9 -9 11 13 -13 23 16 20 19 18 22 -15 -16 -22 -18 24 25 26 -2 -28 29 -29
right_child=6 -3 -4 -5 5 -7 -8 8 -10 -11 -12 12 -14 14 15 -17 17 -19 -20 -21 21 -23 -24 -25 -26 -27 27 28 -30 -31
leaf_value=-0.001068066206787258 6.7014052854933923e-05 -0.0015765004247588141 0.0014752235143543925 -0.0019772991990540385 0.00176697758217557 -0.00051650153064404113 0.0010389055512541967 -0.0009174451221990545 -0.0016508424553776805 0.0012983037026552896 0.00088378941838564401 0.00015050220024959287 -0.001258154597180513 0.0019816118587153192 0.0013084575266900517 -0.001544007578891741 0.00030269027926777491 -0.00099984883873826549 0.001260472794101545 0.00028949310109962156 -0.0020856890276617127 0.00072740346181967631 -0.00087008375635149458 -0.00068357003208140404 0.001567744657844129 0.00086522716340468159 -0.0016932176669296618 -0.00026951964419502254 -0.0016912715192660722 0.0017307901654505654
leaf_weight=0.21130535308111464 15.231937324650067 0.45718187623219808 0.21625700709410012 0.22747340936052751 0.25212168114376254 0.11236597278002591 0.40683263132814218 0.30373240938752022 0.52114576891472097 0.36256128531385912 0.90231833962025021 0.47756821126676985 0.52884398144669831 0.88417903659865149 0.4798568488758963 0.70204190150252532 4.1563881053662106 0.76809604666777875 1.207926836563274 0.74087461706949398 0.3016185742453672 0.38454524592089001 0.64341953479743086 1.3521588884323126 0.41001955035608162 1.247776183678069 0.72739116693992301 2.8191528813622435 0.40681015187874425 0.47563518956303585
leaf_count=53 805 177 17 265 17 80 29 37 60 15 44 22 28 20 104 30 262 35 44 34 24 32 28 220 22 67 94 204 22 9
internal_value=4.86615e-05 -0.000467077 3.04186e-05 -0.000358555 0.000280948 0.00106302 6.95598e-05 5.86163e-05 -0.000562785 0.000288247 7.97901e-05 5.84191e-05 -0.000589711 7.82215e-05 0.000254552 -0.000431168 0.000407032 0.000214416 0.000369662 0.00121016 0.000238855 -0.000509154 0.000145479 -1.64863e-06 4.16028e-05 1.16752e-05 -4.24953e-05 -0.000419114 -0.000168743 1.92448e-05
internal_weight=37.9195 1.47671 1.01952 0.803266 0.575793 0.364488 36.4428 36.036 1.18744 0.666294 34.8486 33.9462 1.00641 32.9398 10.2689 1.86806 8.40088 6.77583 6.00773 1.62505 1.16602 0.686164 4.79981 22.6709 21.3187 20.9087 19.6609 4.42899 3.7016 3.29479
internal_count=2900 609 432 415 150 97 2291 2262 112 52 2150 2106 50 2056 613 190 423 369 334 54 160 56 290 1443 1223 1201 1134 329 235 213
is_linear=0
shrinkage=0.00196078


Tree=870
num_leaves=31
num_cat=0
split_feature=15 13 23 3 22 22 9 23 15 22 2 3 8 19 3 17 9 6 0 18 16 14 3 0 23 23 6 21 19 19
split_gain=0.0378248 0.144133 0.0660072 0.057263 0.0467451 0.146215 0.181025 0.13487 0.228642 0.143388 0.221496 0.138544 0.129541 0.188279 0.148463 0.240626 0.215514 0.187173 0.168376 0.207396 0.166575 0.157859 0.277515 0.249254 0.19939 0.142585 0.13566 0.198751 0.177375 0.160925
threshold=46.574831689400007 117.61735474900001 0.090390000000000012 91.334988065750011 -0.079824999999999993 -0.083330000000000001 197.33595066125002 0.083185000000000023 35.194695975650014 -0.24103499999999997 117.02022404625002 77.360382703650018 8.9430209551500024 14.351157895250003 86.302194445500007 201.37020668845003 199.02473417820002 14.855347092800002 94.964406541850011 14.255915995100002 18.714956236300004 221.97954525475004 93.077108934250006 85.775256651950016 0.083185000000000023 0.083795000000000022 11.260263094250002 8.3174718251500028 12.651020723000002 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=4 3 -3 -2 5 7 -7 8 9 10 -1 -9 13 14 17 16 21 18 19 -6 26 23 -23 -16 -25 -15 29 28 -28 -20
right_child=1 2 -4 -5 12 6 -8 11 -10 -11 -12 -13 -14 25 15 -17 -18 -19 20 -21 -22 22 -24 24 -26 -27 27 -29 -30 -31
leaf_value=0.055413739868581779 0.0039311755929244017 -0.026623695428310164 0.048441382404982372 -0.10160672936638551 0.046471276003328489 -0.0048121363388839754 -0.08503053089923697 -0.062150005494357265 -0.062101979780556475 0.0079208469863353091 -0.10194047628247294 0.0094661801296043596 -0.046813395408694294 0.064219201480308463 0.055779540051944368 -0.090049910729598948 0.040493264111563392 0.060832080062315358 -0.045098296211309778 -0.10182105933187474 0.066197286501296623 0.069104789865816002 -0.059818362882447733 0.0018755032504553038 -0.093665687537399261 0.016144583835385667 0.026348899838840697 -0.091528245904847191 -0.058446604333081131 0.057325718177322176
leaf_weight=0.12732220464659016 0.066900546895339086 0.22421595478954259 0.24530200099979993 0.22205075967212906 0.13679475896060367 0.71069071859278732 0.46562145274947397 0.27920938582366162 0.82674384332494799 2.2845544532056032 0.30078725992223099 8.3028032418114872 0.44662159641666299 0.78980610560392994 0.20356741846490045 0.40277492639143009 0.69980114768259216 0.64156110691692436 0.20336005406306945 0.30367517887134454 0.45364063000306476 0.39313444090294059 0.29022314555550111 0.31121407635509946 0.73271111740359629 2.8186818822287023 0.79949544984265208 0.29698079375521036 0.3567694318771828 0.62437449558967728
leaf_count=32 8 34 22 68 14 43 59 175 58 515 178 553 66 43 72 26 31 28 197 57 26 35 64 22 50 115 83 65 49 112
internal_value=0.000386229 -0.0216034 0.0125944 -0.0771717 0.00107534 -0.00290447 -0.0365651 0.000362098 -0.0160631 -0.00203173 -0.0551424 0.0071362 0.0059283 0.00818057 -0.00155766 -0.018071 -0.00705045 0.011567 0.00161241 -0.0557666 0.0108545 -0.0242818 0.0143509 -0.0454442 -0.065183 0.0266669 -0.000152015 -0.0185573 0.000184961 0.0321619
internal_weight=24.9614 0.758469 0.469518 0.288951 24.2029 13.2977 1.17631 12.1214 3.53941 2.71266 0.428109 8.58201 10.9052 10.4586 6.85008 3.03343 2.63065 3.81665 3.17509 0.44047 2.73462 1.93085 0.683358 1.24749 1.04393 3.60849 2.28098 1.45325 1.15626 0.827735
internal_count=2900 132 56 76 2768 1613 102 1511 783 725 210 728 1155 1089 931 300 274 631 603 71 532 243 99 144 72 158 506 197 132 309
is_linear=0
shrinkage=0.1


Tree=871
num_leaves=31
num_cat=0
split_feature=13 18 8 0 13 10 10 5 7 22 23 9 10 20 21 23 16 10 12 5 12 20 16 3 13 9 15 0 15 16
split_gain=0.103744 0.231717 0.206704 0.190047 0.283679 0.278229 0.188425 0.230159 0.216437 0.17337 0.173112 0.175534 0.152815 0.144478 0.136106 0.142077 0.134196 0.46091 0.364135 0.238502 0.334093 0.218799 0.236908 0.191125 0.265472 0.351499 0.242622 0.596913 0.24362 0.236258
threshold=95.870416931800023 17.140917755100002 2.9476996444500005 98.615332683000005 98.741690215100007 81.524804347700012 82.204984254750016 7.7286379265000011 21.061418062900003 0.20981000000000005 0.11308000000000003 188.14427954665004 90.740838818900016 41.24714903835001 18.904039828500004 -0.16319499999999998 15.919962772200003 72.953999827850012 207.71672397260002 16.222050829800004 94.472960382900013 42.467547400400008 13.894967507500002 82.979260196300018 109.34496908160001 206.50942114985003 28.452330424200003 95.762878606550018 27.008040895250005 19.214955067100004
decision_type=2 2 2 2 2 2 2 2 2 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 16 5 -5 8 12 -1 -4 11 -6 14 -3 15 -8 18 23 19 -2 -21 -22 -23 -18 25 26 28 -28 -25 -26
right_child=1 13 9 4 10 -7 7 -9 -10 -11 -12 -13 -14 -15 -16 -17 17 -19 -20 20 21 22 -24 24 29 -27 27 -29 -30 -31
leaf_value=0.00087260990163234809 0.00091668669543175959 0.0013259050635134853 -0.0019832201550384031 0.00094753674977922158 0.00065892735468377098 -0.0015522593758584514 0.00064066955394000385 0.0014392336503901628 -0.0016408799670365661 0.00073057598718731 3.9561636930460952e-05 -0.0016558835798513763 -0.001975103760000041 1.6466535411916156e-05 0.0015710538166157869 -0.001974430599435304 0.0009949454578194203 -0.0017628158095859695 0.0012546116034649602 0.00074355738540486161 -0.0020486442495083919 -0.0020026744236384792 0.0011052489601422395 -0.00048939300796925034 0.00071969942112539798 -0.0018427775027558275 -0.002016938063142256 0.0019281231094883267 0.0011079961605330248 5.9860049921267471e-05
leaf_weight=0.18789719894993995 0.67063815022993356 0.91310801438521483 0.42548746032116458 0.75281076447572504 0.14385960352956306 0.22156010553590022 0.1754367841685962 0.50539515432319604 0.44051660428522155 0.11495969489624258 0.4739636779995634 1.0115343180659691 0.16159051005411129 0.50209951470606029 0.18207959504798055 0.14663480535637041 0.85710631799884751 0.52966998346528171 1.3468360339029457 0.52840788392677474 0.52109533205111802 0.15520409465534613 0.24028914700465975 0.72953381567640796 2.2850844598015128 0.60225522852851998 0.59193702184711572 0.1963748661801219 0.73881447594612837 23.978685273294104
leaf_count=14 29 39 244 51 13 53 24 35 118 16 34 118 207 31 11 104 37 118 74 16 71 35 16 71 211 77 83 4 17 929
internal_value=5.81561e-05 8.2837e-05 -0.00034255 5.2715e-05 -0.000457821 0.000379113 -2.31817e-05 0.000441586 -0.000889341 -0.00140596 -0.000958316 -0.00136766 -0.000315775 0.000861331 0.000216073 -0.00054995 9.18443e-05 5.03283e-05 0.000457662 -4.96854e-05 -0.000498189 -0.00121405 -0.000114399 8.23622e-05 5.5504e-05 -0.000511912 -0.000156732 -0.00103419 0.00031435 0.00011727
internal_weight=40.3309 37.9909 2.34 36.5757 2.60373 0.974371 1.79955 1.17114 0.628414 0.540447 1.62936 1.15539 0.665742 1.41521 0.504151 0.322072 33.9719 30.5095 3.46247 2.11563 1.445 0.916589 0.395493 29.9798 29.1227 2.85892 2.25666 0.788312 1.46835 26.2638
internal_count=2900 2127 773 2057 269 104 513 381 132 260 165 131 346 70 139 128 1788 1547 241 167 138 122 51 1429 1392 252 175 87 88 1140
is_linear=0
shrinkage=0.00196078


Tree=872
num_leaves=31
num_cat=0
split_feature=20 20 23 9 20 18 15 21 5 20 21 21 5 0 2 10 9 22 15 16 9 18 6 20 6 17 21 15 10 10
split_gain=0.0376059 0.0613528 0.0762797 0.102874 0.0616431 0.132541 0.067949 0.0672616 0.0758038 0.0702233 0.060251 0.0983643 0.054513 0.0525439 0.182349 0.377097 0.167628 0.180485 0.180767 0.135474 0.159383 0.139723 0.130361 0.250408 0.164939 0.275546 0.260279 0.202151 0.219195 0.266514
threshold=49.275256100300005 47.833738492450003 -1.0000000180025095e-35 65.407743180450012 45.90502654165001 14.339258036900002 20.478039369150004 20.770927814650005 10.293758831600002 44.710446918150005 3.4240268213500005 19.652007205700002 5.2595069053500012 86.530713386650021 153.92068653480001 62.041548276350007 189.54401862130001 -0.086894999999999986 46.422062705750008 22.614947116400003 198.36365860590004 13.788608055100001 16.435384010100005 40.712530798250008 15.785368822600002 201.37020668845003 7.1144150829500008 30.046989284200006 68.214248143850014 70.026268923800004
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 4 3 -3 7 -6 12 8 9 -1 -2 -12 -7 14 -10 16 -16 18 -18 22 -21 -22 24 -24 27 -26 -27 28 -15 -30
right_child=10 2 -4 -5 5 6 -8 -9 13 -11 11 -13 -14 19 15 -17 17 -19 -20 20 21 -23 23 -25 25 26 -28 -29 29 -31
leaf_value=-0.08375690272022468 0.055110475703178674 -0.050931919626334393 0.05951967303155719 0.043944748659508273 -0.1011143706440987 0.037285515620467051 0.096966814456101169 0.051136561982744938 0.0054411446580466911 0.046983357184093189 -0.083534472395873471 0.020697632095519902 -0.10221663333338944 -0.074437229653616141 -0.073050747787465606 -0.096485068578674837 -0.098985276265299779 0.02400896169677505 0.015962009760278388 0.069128639330220676 -0.035223512827700733 0.035859831491079373 0.013080185761092673 -0.076348907716901671 0.055743394012763028 -0.04813853005494502 0.049923094474323033 -0.02409606724348946 0.068756351726415185 0.0040975837143537889
leaf_weight=0.19045336058958895 0.073203021660446121 0.21481609676266089 0.39413586267437395 0.24420092516811565 0.18237247930301137 0.059262409710754582 0.069804927799850702 0.26034333022107503 5.0127288443095521 0.052382596537427162 0.237985257556943 0.14613351615844294 0.053119785370654427 0.30810656330686281 0.32984713439236735 0.60270363353083656 0.28655127843376282 1.3387890008525567 0.2618097754457267 0.65581572568043967 0.46152364462614037 0.68984642415307462 0.64859642949886509 0.60531677398830652 1.4165040696971112 0.70098256517667301 0.44092533458024263 2.9298556060930423 0.72737027774564911 5.1581483181507792
leaf_count=392 10 32 51 17 70 31 4 28 406 17 183 26 16 44 111 97 27 88 33 27 14 45 31 38 51 32 19 264 33 663
internal_value=0.000374599 0.000909347 0.0272509 -0.000456732 -4.92852e-05 -0.0408488 0.0194781 0.000595201 1.85531e-05 -0.0555547 -0.0280352 -0.0438806 -0.0286531 0.000616335 -0.0060026 -0.0263467 -0.00727921 0.00421672 -0.0441048 0.00413274 0.0297794 0.00736626 0.000549791 -0.030091 0.00383872 0.0262776 -0.010274 -0.00245359 0.00778424 0.0120885
internal_weight=24.7536 24.2963 0.853153 0.459017 23.4432 0.36456 0.182187 23.0786 22.8183 0.242836 0.457322 0.384119 0.112382 22.5754 7.83243 2.8197 2.217 1.88715 0.548361 14.743 1.80719 1.15137 12.9358 1.25391 11.6819 2.55841 1.14191 9.12348 6.19363 5.88552
internal_count=2900 2681 100 49 2581 121 51 2460 2432 409 219 209 47 2023 762 356 259 148 60 1261 86 59 1175 69 1106 102 51 1004 740 696
is_linear=0
shrinkage=0.1


Tree=873
num_leaves=31
num_cat=0
split_feature=9 13 3 21 20 15 21 16 16 2 9 6 6 5 20 20 10 22 22 23 20 13 17 0 5 0 15 19 0 22
split_gain=0.0980259 0.116193 0.151257 0.0953664 0.123587 0.0759462 0.114921 0.0930819 0.221303 0.112003 0.107744 0.107236 0.363107 0.338158 0.164707 0.159789 0.188453 0.158668 0.286477 0.142702 0.132726 0.120662 0.120599 0.111806 0.11495 0.167042 0.211176 0.316571 0.300463 0.238133
threshold=37.256168974800005 96.209162656250015 66.676450093250011 20.770927814650005 50.264779514000004 11.896459116400001 17.123843457500005 9.6249774926000011 11.934972090850001 313.37633693555006 53.944017839150007 13.665319288000001 13.775321858200002 13.999568943650003 34.542090938800008 42.526729949000007 78.433077497700012 -0.094344999999999998 -0.59681499999999998 0.13062500000000002 42.599563320500003 98.238948544700023 189.57010944335005 97.835679825150024 16.579584939650001 94.047642319350018 24.200063469100005 12.851036860900001 94.776214472700005 -0.02852
decision_type=2 2 2 2 2 2 2 2 2 2 2 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 -7 9 -9 -10 13 -13 17 -15 19 22 18 -12 -16 21 -19 -17 24 -14 -26 -27 -28 -29 -30
right_child=5 -3 3 -5 -6 7 -8 8 10 -11 11 12 23 14 15 16 -18 20 -20 -21 -22 -23 -24 -25 25 26 27 28 29 -31
leaf_value=-0.0019762639285004695 -0.0019850515856374451 -0.001989126146756707 0.00059438362120483375 0.0019716043493379761 -0.0019730746400039327 0.00099436103405864439 0.00050554808381432352 -0.0019817506872447667 0.00073075299997750909 0.00014139249077414545 0.0014712116241072483 0.001448124485924045 0.00085142954234447403 0.0008550420938670428 -0.0017325586097461754 0.00048322968497351455 0.0013012423125050012 -0.00017590231546660469 -0.0016802489521722253 0.00026473081157435033 -0.00049231018486539007 0.0012564992621176159 -0.0014518454753360247 -0.0010024645795456359 0.00012273667128211296 -0.0020426924836827887 0.00096718853483543116 -0.001740829172395709 -0.00063628469140418996 0.00111083749924649
leaf_weight=0.14207982898994842 0.16739816365770721 0.18482530854817014 0.2476668569688627 0.1058536721393466 0.10167261250171578 0.4227499288999742 0.12398291799763683 0.30201121320260327 0.96996596155258785 0.1397232438903302 0.16642501796013676 0.75991038978100078 0.7387452080147402 0.21372821355180383 0.94581264380394692 0.17804301880823903 0.21044834412168711 0.29457239725161233 0.33238517423160407 0.16093533916864544 0.3185380256618372 0.97270270701847039 0.40661784005351365 0.36597533164604001 23.305325380271828 0.26502427924424354 0.66317368933232534 0.61213929604855399 0.96673080371692854 0.43485708918888022
leaf_count=197 145 67 62 7 63 52 12 173 134 15 10 34 30 18 134 23 13 39 69 18 26 53 41 32 1199 16 34 82 83 19
internal_value=5.59098e-05 -0.000630515 -0.000210095 0.000341181 -0.000152856 7.14987e-05 -0.000925299 8.00047e-05 6.85426e-05 -0.00131019 8.68417e-05 6.75124e-05 0.000111175 -0.00022472 -0.000776991 -0.000960397 -0.000289855 0.000335754 -0.000628783 -0.00144213 0.000639145 0.000923544 -0.000862569 7.40309e-05 8.863e-05 6.71605e-05 -0.000373102 -0.000207806 -0.000594763 -9.4222e-05
internal_weight=35.22 0.782098 0.597273 0.455193 0.349339 34.4379 0.291381 34.1465 33.7238 0.441734 33.2821 32.3121 28.1119 4.20021 2.11559 1.90186 0.795109 2.08462 0.49881 1.10675 1.58581 1.26728 0.584661 27.352 26.986 26.2473 2.94193 2.6769 2.01373 1.40159
internal_count=2900 396 329 132 125 2504 157 2347 2295 188 2107 1973 1529 444 247 229 77 197 79 152 118 92 64 1495 1463 1433 234 218 184 102
is_linear=0
shrinkage=0.00196078


Tree=874
num_leaves=31
num_cat=0
split_feature=12 21 17 9 9 18 14 23 8 0 5 6 6 20 15 9 15 17 23 2 22 21 5 22 5 23 18 2 9 17
split_gain=0.0396466 0.0623609 0.102758 0.0762727 0.195669 0.151919 0.0495789 0.13198 0.0705207 0.0596211 0.133471 0.12032 0.239299 0.160342 0.158303 0.206228 0.183311 0.121691 0.182488 0.110368 0.251398 0.279975 0.249552 0.227065 0.238531 0.199936 0.160525 0.151565 0.140329 0.128177
threshold=92.695913642950003 1.0000000180025095e-35 193.11174173740002 201.2906445504 203.31429194770001 13.5538556217 168.39662374755002 0.089185000000000028 8.3434888241000014 86.530713386650021 21.197160116700001 16.245379570700006 16.455384477450004 41.24714903835001 42.385947950200006 205.20707599510004 40.896729687200008 201.37020668845003 0.093295000000000031 116.16618105335002 -0.01762 1.9498618639500001 22.852794041600003 -0.053019999999999991 23.398433971250004 -0.15684499999999998 13.012604996900002 213.18429240960003 194.04304600165003 181.85746889350003
decision_type=2 2 2 2 2 2 2 2 2 2 2 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 -3 7 8 -2 10 -8 14 17 -14 16 -16 -11 18 -13 26 21 -21 -23 24 -24 -26 29 -22 -27 -12
right_child=6 3 -4 4 -6 -7 9 -9 -10 11 19 12 13 -15 15 -17 -18 -19 -20 20 27 22 23 -25 25 28 -28 -29 -30 -31
leaf_value=0.049449200904896691 0.022433499336349708 -0.0097682133078902614 -0.041699130675102537 0.089886603042844196 -0.057272113857974406 -0.087999312517192119 -0.054943803614094011 -0.0081082960379212556 0.089935992924751407 -0.00023530448054242924 0.031457552852224402 0.0255683666211661 0.017324154712846592 -0.056311199107826226 -0.096751388411230016 0.023223430616547344 0.085233749709945239 0.0099091685094527746 0.099461915074846419 0.035351776240624744 0.055440450825580204 -0.072626894663120847 0.057619670265728611 -0.10516473741209308 0.027388634224708459 -0.10311962334046304 0.045701323574531605 -0.037912900706469813 -0.020946492318894672 -0.061110064842981926
leaf_weight=0.33804202521969529 0.32991969392969867 0.71173671671567695 0.19505190488780499 0.17981149750994507 0.18161598186088668 0.38116936090136733 0.53959068397580523 0.75590693095000461 0.2915191410575062 9.9352237428508321 0.26826178582450644 0.74047350184991934 0.66991608403623082 0.5294065898633562 0.37321377608168482 0.23254653056937968 0.25744284082611635 0.81106030562659714 0.60915014427155256 0.70137119371793222 0.77053935164713072 1.1149457215879013 0.4899562762002464 0.24245851072919311 0.49277190967950457 0.3348945387806449 0.9496298939557164 0.22461189974092122 0.54769078012759564 0.3381323569919914
leaf_count=41 26 40 17 11 32 39 31 31 16 1702 62 24 32 33 31 23 14 36 22 95 90 59 19 32 65 98 47 42 72 18
internal_value=0.000381453 -0.0131585 0.0160993 -0.0238831 0.0159399 -0.0370526 0.00157475 0.0199588 0.0540992 0.000378847 -0.00715998 0.00411399 0.0206402 -0.0151801 -0.00102824 -0.050694 0.00192344 0.0405228 0.0589201 -0.00317811 -0.0105207 -0.021905 -0.034366 -0.0141272 -0.00229395 -0.0236375 0.020035 0.03437 -0.0521269 -0.0201592
internal_weight=24.5381 1.98743 0.533094 1.45433 0.361427 1.09291 22.5506 1.37735 0.621439 21.1733 7.01485 14.1584 3.36001 1.19932 10.7984 0.60576 10.1927 2.16068 1.34962 6.47526 4.91924 3.92409 3.22272 2.10777 1.86531 1.37536 1.55602 0.995151 0.882585 0.606394
internal_count=2900 180 58 122 43 79 2720 73 42 2647 730 1917 147 65 1770 54 1716 82 46 699 572 440 345 286 254 235 127 132 170 80
is_linear=0
shrinkage=0.1


Tree=875
num_leaves=31
num_cat=0
split_feature=22 6 9 22 13 13 23 9 23 12 23 22 2 4 23 17 16 9 17 20 12 13 22 22 22 2 17 6 22 21
split_gain=0.036746 0.0525667 0.0398735 0.0701028 0.0598237 0.0624491 0.0912182 0.0559607 0.0525907 0.13982 0.145361 0.128895 0.109347 0.104163 0.101527 0.099278 0.0879451 0.190041 0.221576 0.121186 0.0819871 0.0817407 0.0687256 0.153995 0.0769199 0.106834 0.067145 0.147667 0.085016 0.158377
threshold=0.68694500000000025 11.125259939900001 37.256168974800005 -0.156745 96.209162656250015 92.138837046750012 0.074640000000000026 53.944017839150007 1.0000000180025095e-35 360.86472214460008 -0.093074999999999991 -0.23871499999999998 101.14502893930002 215.80501386120002 0.07950500000000002 190.79973618785002 22.624947093000003 191.87997069285004 194.04732099685003 40.259171735100004 187.88381051545005 112.36141910395001 -0.031989999999999998 0.23643500000000003 -0.088514999999999996 187.03662689815005 239.21206428850002 10.475244752400002 -0.11600999999999999 7.9012669525000012
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 -2 3 4 5 6 -1 -4 9 10 11 12 -9 15 20 -12 17 22 19 -19 -10 -22 24 -24 25 -13 27 -16 29 -29
right_child=1 -3 7 -5 -6 -7 -8 8 14 -11 13 16 -14 -15 26 -17 -18 18 -20 -21 21 -23 23 -25 -26 -27 -28 28 -30 -31
leaf_value=0.0719663220423961 -0.0078706860473371672 0.080334314373497528 0.028992931444944543 -0.084326600324358084 -0.10136522608385252 0.083623459993136223 -0.10051310387114809 0.069393824380801036 0.065130120168467157 -0.10210404968884637 0.014902203326385369 -0.064425859208031136 -0.10157773604596008 -0.10215193897220053 -0.070877678187653795 -0.068074750593346084 0.052245295487572591 -0.016121889367789955 0.030014751598026169 -0.10588944501215347 -0.058275169684723974 0.03411439872242869 -0.10239306834457146 0.077901812354309416 0.093015342096377004 0.043995514338971559 0.052651432117221619 0.024270915545408299 -0.0032181772650968854 -0.021342015562603123
leaf_weight=0.055027918910809603 0.13280296047560014 0.13754148437874392 0.66853127378272148 0.15391915263442157 0.04744729934463976 0.09478623869290459 0.069249297873852811 0.046823443408357757 0.44458349896376859 0.16208260734674684 0.32369866314366191 0.10939777821477181 0.1860234688165292 0.22496178813844381 0.29371843605327441 0.26001335490764177 0.42137295985594381 0.26680581439723017 0.38642263595829718 0.34466091502690688 0.14177182621824613 0.29507307716994546 0.10722702430166431 0.084870639224391198 0.22970072150201304 0.53697283182009414 0.2403580726677309 3.1270413038155516 13.539873138560305 1.006163124242448
leaf_count=33 28 16 218 239 15 21 78 10 38 34 35 59 99 74 159 19 23 24 43 21 46 28 83 9 14 58 50 226 1012 88
internal_value=0.000344152 0.0370048 -7.1081e-05 -0.0305947 0.000437288 0.0224869 -0.024142 0.000476214 -0.000360689 -0.0112875 -0.00711636 0.00394941 -0.0671969 -0.0443403 0.00175216 -0.0220597 0.0106094 0.00211772 -0.0292607 -0.0667205 0.0348982 0.00413067 0.0314316 -0.022737 0.0433093 0.0256453 0.000147525 -0.000554867 0.000613866 0.0131672
internal_weight=24.1389 0.270344 23.8686 0.42043 0.266511 0.219063 0.124277 23.4481 22.7796 3.69103 3.52895 2.72028 0.232847 0.808674 19.0886 0.583712 2.48743 2.06606 0.997889 0.611467 0.881428 0.436845 1.06817 0.192098 0.876071 0.646371 18.2072 17.9668 17.6731 4.1332
internal_count=2900 44 2856 386 147 132 111 2470 2252 605 571 443 109 128 1647 54 334 311 88 45 112 74 223 92 131 117 1535 1485 1326 314
is_linear=0
shrinkage=0.1


Tree=876
num_leaves=31
num_cat=0
split_feature=20 20 23 20 18 20 6 2 9 8 20 8 3 16 15 19 16 15 23 16 5 10 13 6 18 16 16 15 12 15
split_gain=0.0337233 0.0554057 0.0690248 0.0525727 0.116598 0.0615104 0.110395 0.0910208 0.0694127 0.0673606 0.148507 0.0858758 0.0972695 0.100968 0.0732601 0.148461 0.12377 0.118575 0.132189 0.108091 0.0954882 0.0876219 0.12451 0.154567 0.104237 0.0867909 0.105827 0.0889412 0.154028 0.12912
threshold=49.275256100300005 47.833738492450003 -0.23958499999999999 45.90502654165001 14.339258036900002 45.027406014450008 8.0101871567500016 323.30468295165002 58.059373288650008 4.9461400813500012 43.32600771660001 7.1444245619500011 76.220476456350013 17.924958083650004 20.609775022200004 12.250988447150002 14.479966139550003 23.900317844600004 0.11467000000000002 15.549963637400003 13.809011005350003 75.465019721650009 104.02719889955002 11.585270688000001 15.606027545000002 17.844958270700005 16.344961778400002 28.566186095050004 105.35624869990001 28.129673635100001
decision_type=2 2 2 2 2 2 2 2 2 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 -1 -8 10 -10 -11 13 -13 15 16 20 18 19 -16 -14 25 23 -23 -25 26 -19 28 -27 -30
right_child=-2 2 -4 4 -6 -7 8 -9 9 11 -12 12 14 -15 17 -17 -18 21 -20 -21 -22 22 -24 24 -26 27 -28 -29 29 -31
leaf_value=-0.086700316984186385 -0.027734744032218213 -0.024208724906135126 0.043791215449701076 -0.10097698124924388 0.01888297942725085 0.04841585421109007 0.055254944715790483 0.034225365215540419 -0.10069050967856162 0.057697524702924108 0.030293854610373646 -0.10088673599139503 0.045692932340788375 0.083593356325330506 -0.026025117399336457 -0.037873230283996813 0.096115280254631258 0.0023442798400243599 0.043174259742359965 -0.10153032255953116 -0.050327720045682138 0.072003376090018181 0.10156341367598665 -0.10208675934226799 0.025037423645187601 -0.011267851463373793 -0.10144466865624734 -0.0010268388978897905 0.017394254738705841 0.099194722993411172
leaf_weight=0.25337331658359374 0.42155255149475479 0.19918772464006906 0.59571974646496428 0.15967772364274324 0.1650508995699056 0.26443575704979494 0.23139589894708734 0.082516197296058635 0.19729764753219825 0.26301009312010393 0.15421584517525844 0.1685685434317773 0.33452928297993156 0.036004573252284899 0.64937769689641089 0.26990338934410829 0.31985807314049453 0.20945455686888337 0.19201451755361632 0.26778361049946398 0.15000754600623623 0.21042439388111134 0.20595076773315668 0.13955556302971672 0.11993210890796036 0.63829249548143951 0.18502447436912917 16.009352317980301 0.41935889853630215 0.35743985185399652
leaf_count=374 219 21 79 70 51 55 27 53 216 31 66 126 42 4 58 31 19 15 23 62 32 20 7 28 18 52 52 1005 33 11
internal_value=0.000298276 0.000802244 0.0267518 -0.00010831 -0.0400554 0.000472635 -0.000101945 -0.0569931 0.000777496 0.000191105 -0.0432251 0.000912825 0.000197647 -0.0684185 0.000876477 0.026303 0.0478364 -0.000516896 -0.0322746 -0.0480704 0.0159659 0.00138769 0.0367299 0.00831492 -0.0433315 4.71771e-05 -0.0463364 0.00109727 0.025128 0.0550343
internal_weight=23.8703 23.4487 0.794907 22.6538 0.324729 22.3291 22.0646 0.33589 21.7288 21.4974 0.351513 21.1458 20.8828 0.204573 20.6783 1.0743 0.804395 19.604 1.10918 0.917161 0.484537 18.4948 0.675863 0.469912 0.259488 17.8189 0.394479 17.4244 1.41509 0.776799
internal_count=2900 2681 100 2581 121 2460 2405 427 1978 1951 282 1669 1638 130 1508 124 93 1384 143 120 74 1241 73 66 46 1168 67 1101 96 44
is_linear=0
shrinkage=0.1


Tree=877
num_leaves=31
num_cat=0
split_feature=19 18 17 15 21 16 22 16 15 22 17 20 9 6 18 6 17 15 18 23 8 6 6 13 6 12 7 5 20 19
split_gain=0.0329725 0.0702201 0.118293 0.0524071 0.126833 0.20564 0.165275 0.172346 0.111555 0.104763 0.0997704 0.0925074 0.0868182 0.0724507 0.184855 0.175187 0.171553 0.158296 0.157979 0.140641 0.140172 0.18046 0.141022 0.122045 0.132512 0.119777 0.103757 0.0995587 0.0934365 0.0913706
threshold=14.651182102100002 13.622618370000001 196.91396350930003 44.920183738100008 15.294585115650001 22.674946976100003 -0.063985 22.614947116400003 42.670190152050004 -0.075174999999999992 193.27174326030004 41.792045663550006 201.2906445504 16.455384477450004 13.303774303900001 16.565387047600002 188.07781354100004 37.576156502300009 13.159487726550003 0.088500000000000023 8.3434888241000014 16.575387281250006 16.585387514950003 117.68187774410002 16.445384243750002 94.472960382900013 19.041006859700005 29.239824992700004 41.24714903835001 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=3 2 -2 8 5 6 -5 -8 13 12 -11 -7 -10 23 16 28 17 20 -18 -17 21 -15 -23 24 29 -22 27 -24 -16 -1
right_child=1 -3 -4 4 -6 11 7 -9 9 10 -12 -13 -14 14 15 19 18 -19 -20 -21 25 22 26 -25 -26 -27 -28 -29 -30 -31
leaf_value=0.0045686928769889798 0.03949256791315036 0.051678659513059458 -0.056416765838819119 -0.10201112230285472 0.06445380295572492 -0.018384518903941407 0.059122636600338299 -0.078236471220251749 -0.040789949129621805 0.084848827663289841 0.013709898469076687 0.078588998907551347 0.036240915099795941 -0.07407508926333814 -0.033109290720235093 0.035581820548156916 0.068191064983015234 -0.060917108118882193 -0.0043106348295433262 -0.058756825032091564 -0.0093746840132991303 0.088307036912695466 0.069188738066597463 -0.062322970521265099 0.057265128834968697 0.080417238811733446 -0.10337720052740006 -0.1004081334454037 -0.10387325161742118 -0.020460414867054241
leaf_weight=12.947912340681578 0.27770186802081198 0.38040760497096926 0.23951401363592595 0.43056969696044678 0.15844769435352635 0.20434589355136268 0.18002647531102312 0.18543432895239675 0.30484088344383053 0.42609271313995012 0.36690680729952874 0.18968613531615119 0.28135027807729784 0.39901785836264003 0.31892472505569436 0.37706993351821438 0.58628862817567984 0.57751782442210231 0.61663644737564027 0.27203464280319167 0.2804375127016101 0.1755281736550387 0.12432763727565543 0.28808773541823107 0.44300606759497974 0.3159092134956154 0.10707155435648019 0.047967786542358226 0.44968933364725672 1.6436854644562107
leaf_count=1980 26 19 16 92 17 22 17 23 25 18 29 18 16 39 11 21 24 36 25 29 23 8 51 10 15 29 81 70 40 70
internal_value=0.000267555 0.0190654 -0.00492144 -0.000475803 -0.0195949 -0.0307854 -0.0600316 -0.0105732 0.000731785 0.0282381 0.0519341 0.0282983 -0.00381796 -0.00116778 -0.0121032 -0.0422066 0.00110701 -0.0166414 0.0310257 -0.00395477 0.000989879 -0.0249908 0.0180642 0.00214968 0.00338508 0.0381918 -0.0260698 0.0219722 -0.0745108 0.00174926
internal_weight=23.5964 0.897623 0.517216 22.6988 1.34851 1.19006 0.796031 0.365461 21.3503 1.37919 0.793 0.394032 0.586191 19.9711 4.64842 1.41772 3.2307 2.02778 1.20293 0.649105 1.45026 0.853913 0.454895 15.3227 15.0346 0.596347 0.279367 0.172295 0.768614 14.5916
internal_count=2900 61 42 2839 189 172 132 40 2650 88 47 40 41 2562 487 101 386 337 49 50 301 249 210 2075 2065 52 202 121 51 2050
is_linear=0
shrinkage=0.1


Tree=878
num_leaves=31
num_cat=0
split_feature=16 18 6 18 2 6 21 16 20 9 23 13 13 23 18 16 19 23 6 3 2 21 21 6 10 0 20 13 15 20
split_gain=0.0760584 0.372128 0.517468 0.225426 0.393427 0.276965 0.261753 0.226332 0.1755 0.172564 0.140107 0.135466 0.360275 0.325799 0.471791 0.291869 0.337364 0.276397 0.367909 0.254428 0.416534 0.208307 0.257331 0.118082 0.35224 0.347188 0.472486 0.425009 0.194061 0.2315
threshold=22.624947093000003 13.5308213324 16.395383075500003 12.903279561150002 151.19096455890005 16.495385412050002 2.4738339625000005 22.744946812400002 42.233786329550007 199.21354841250005 0.09117500000000002 117.38883580790001 117.34850893595002 0.09642000000000002 13.788608055100001 22.554947256700004 14.351157895250003 0.10500500000000003 16.485385178400005 93.168516510700016 105.39281967610002 4.890666844100001 8.0302059756000013 15.785368822600002 67.203387886850024 90.337570099350003 38.115457128050004 115.63864956495001 36.168474401900006 36.30367149775001
decision_type=2 2 2 2 2 2 2 2 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 7 8 -6 -7 -4 -5 -3 -11 12 23 14 15 19 -17 -15 -19 -13 -21 -18 -23 28 25 26 -25 -28 -1 -30
right_child=1 9 3 4 5 6 -8 -9 -10 10 -12 13 -14 17 -16 16 21 18 -20 20 -22 22 -24 24 -26 -27 27 -29 29 -31
leaf_value=2.8347839828681145e-05 -0.0015229970354668255 0.0018651286558504271 -0.0013504022467145007 0.0013976055491152569 0.0006032503970653043 0.00071090726087875403 -0.0018625284437480299 0.00017738719109396117 0.00027483460103922604 0.0010248631846621378 -0.0002586801554917929 0.0016571926174621548 0.0019949257727146551 0.0010092334402487012 -0.0020990124729171169 -0.0019066661803993977 -0.0013291623736107195 -0.0015956555455155521 0.00087085419995859082 0.0014883740018259836 -0.0020475195018562703 0.0011085180623758631 -0.0006278675063037699 0.0013857695730686796 -0.0014725050774676636 0.0014480505180378175 -0.0014024314369258638 0.0003510503074293334 0.00055092598240118684 -0.0012204373242761762
leaf_weight=12.672148392283598 0.77673704305197944 0.56326960388105396 0.62056567106628768 1.3868119646795101 0.62753888785664436 0.20952467480674386 0.55308794119628146 0.93374472268624231 0.87167220842093218 0.95810761512257137 0.49634291313122958 0.4696454200893635 0.36957114725373585 1.1620401976397263 0.65929659496759985 0.61515758367022533 0.48113098053727288 0.48947072157170612 0.44288061093539 0.24767706377315335 0.26528362327371724 0.61233321903273441 0.70702445192728192 0.85956791308490155 0.38802778069293697 1.0627044714055953 0.86392328894362469 1.3809038140389018 0.39081346639431913 1.0345449778833424
leaf_count=1772 28 20 27 36 39 14 47 53 32 43 23 8 7 28 35 28 23 25 18 15 63 20 27 75 30 36 149 81 16 82
internal_value=4.8979e-05 0.000215559 -3.0134e-05 0.000192732 0.000459118 -0.000361562 -0.00115549 -0.00043259 0.000964267 0.000943692 0.000586844 -3.94074e-06 7.78575e-05 -0.000256866 -0.000581053 -0.000286553 -0.00065305 0.000371195 -0.000424027 0.000614443 -0.000340255 -0.000224737 0.000178014 3.98739e-05 0.00031433 0.000480715 0.000149574 -0.000323778 -4.88072e-05 -0.000734754
internal_weight=33.1715 7.9974 5.97968 5.20295 3.64864 1.39015 0.762613 1.55431 2.25848 2.01772 1.45445 25.1741 19.0222 6.15194 4.05755 3.39825 2.41565 2.09439 0.932351 0.982606 0.512961 1.80049 1.31936 18.6526 4.55513 4.1671 3.1044 2.24483 14.0975 1.42536
internal_count=2900 362 276 248 168 100 61 80 68 86 66 2538 2248 290 219 184 98 71 43 86 78 70 47 2241 371 341 305 230 1870 98
is_linear=0
shrinkage=0.00196078


Tree=879
num_leaves=31
num_cat=0
split_feature=15 21 16 16 17 12 22 18 6 22 19 16 23 23 7 9 22 20 12 16 18 7 16 9 0 21 9 23 20 15
split_gain=0.0321634 0.0956023 0.0488243 0.110065 0.0617776 0.0798198 0.0574855 0.0477563 0.0413898 0.0795875 0.0605834 0.105362 0.16252 0.14017 0.110035 0.0781868 0.0743655 0.0724795 0.0674765 0.0664786 0.159424 0.132115 0.103441 0.233199 0.121887 0.118753 0.0855121 0.110763 0.139504 0.0957606
threshold=11.896459116400001 17.123843457500005 9.6249774926000011 11.934972090850001 177.48499193625003 255.91119495340004 0.68694500000000025 17.327266398450003 5.0951190466500007 -0.15895000000000001 11.850956171350001 14.994964935250001 0.091975000000000015 0.089850000000000027 25.520256579150004 210.70699256735003 0.072320000000000023 46.177190236600005 207.71672397260002 15.604963508800003 15.312071772700003 24.071745547300001 17.844958270700005 191.87997069285004 97.32487278035002 12.260331702700002 214.22994816675003 0.082975000000000021 41.755948821900006 39.466660082200001
decision_type=2 2 2 2 2 2 2 2 2 2 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 8 -2 9 -5 15 12 13 14 18 16 17 -10 -12 20 21 -13 23 24 25 -21 -24 -28 -29 -30
right_child=2 -3 3 6 -6 -7 -8 -9 10 -11 11 19 -14 -15 -16 -17 -18 -19 -20 22 -22 -23 26 -25 -26 -27 27 28 29 -31
leaf_value=-0.10071241473225211 -0.032421915513301557 0.021716307381972846 -0.078852814658911363 0.022946605250913906 -0.10092321040881638 0.084109017103882036 0.051012069669873678 0.069264500103591475 0.074344608866950115 -0.10038414497641542 -0.043624360986731191 0.03829138725903608 -0.10247439392935552 0.084096005229780446 -0.10232974724413274 -0.045431049177408339 -0.029448748857051805 0.0039626653294423352 0.089702623453777455 -0.081021008933341174 0.063693039241644836 -0.055211509432743111 -0.00054705913548657435 -0.07151763784097219 0.057982449123119263 0.045461772487038726 -0.022611801600713913 0.060758779137127676 -0.06076172408280537 0.040128413230400416
leaf_weight=0.1187101274933039 0.061023869933253816 0.13784757005487336 0.068360955673827273 0.096893835369883163 0.16607376188255785 0.053641192716895603 0.22726972855161776 0.18993950675371707 0.44812912169254815 0.11375175284582084 0.080014293460410779 0.28746851010874042 0.25287613928412611 0.13251476408913732 0.14392292480624747 0.13231087110034423 0.13737929421586159 0.21724922313296702 0.072221207814436639 0.18423071476127251 0.54454702888324391 0.31858136411756277 16.546148321957848 0.6224636009283131 0.32067737053148448 0.12432266123414593 0.39408639591419969 0.85075220794533357 0.19595225632656366 0.18095730406639632
leaf_count=281 33 22 77 46 152 9 29 42 65 186 35 27 56 7 36 22 41 24 10 126 44 29 1148 152 26 21 42 61 34 17
internal_value=0.00028062 -0.0349319 0.000670628 0.000190143 -0.0612319 -0.00720271 0.000972217 0.0445386 0.000464457 -0.0436538 0.000883324 -0.000212786 -0.0388954 -0.00138981 -0.0396401 0.0257951 0.0375346 0.0513646 0.0196266 0.00106888 0.0244239 -0.0108601 -0.000314889 -0.0281204 0.0148102 -0.0300584 0.00160079 0.0235146 0.0383215 -0.0123236
internal_weight=23.4203 0.256558 23.1638 22.9128 0.288076 0.122002 22.6247 0.250963 22.3975 0.210646 22.1868 21.2517 0.681549 0.428673 0.296158 0.935069 0.802758 0.665378 0.152236 20.5702 1.1506 0.60605 19.4196 1.25169 0.629231 0.308553 18.1679 1.62175 1.22766 0.37691
internal_count=2900 303 2597 2522 238 86 2284 75 2255 232 2023 1871 144 88 81 152 130 89 45 1727 100 56 1627 325 173 147 1302 154 112 51
is_linear=0
shrinkage=0.1


Tree=880
num_leaves=31
num_cat=0
split_feature=8 22 8 23 22 22 22 0 18 22 23 16 6 20 19 12 18 9 12 21 21 22 9 10 21 21 22 22 23 20
split_gain=0.0297907 0.167145 0.129561 0.16436 0.097529 0.0528481 0.123525 0.207142 0.194552 0.159165 0.355354 0.140561 0.277882 0.184474 0.135618 0.134994 0.14902 0.197182 0.135279 0.118307 0.161063 0.149691 0.132288 0.196374 0.168061 0.128432 0.208874 0.183145 0.263266 0.14953
threshold=8.8430989333000021 -0.011399999999999999 9.4426310644000022 0.093295000000000031 -0.14869999999999997 -0.065399999999999986 -0.054494999999999995 86.103248543850015 13.832542267500001 -0.036264999999999999 0.09642000000000002 22.604947139800004 16.445384243750002 42.049402686800001 14.551174033150001 240.89943760205003 14.405580508350001 205.70977008025002 225.59153217100001 12.567475366050003 18.561626803950002 -0.156745 192.09062119805003 62.030794443850006 15.895706283850002 8.7805747344500009 -0.088944999999999996 -0.11808 0.10575500000000003 35.461062230100005
decision_type=2 2 2 2 2 2 2 2 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 19 7 -7 -9 10 -8 12 14 -13 15 18 -17 -18 -11 25 22 -22 23 -21 -25 27 -27 -1 29 -29
right_child=1 -3 4 -5 -6 6 9 8 -10 11 -12 13 -14 -15 -16 16 17 -19 -20 20 21 -23 -24 24 -26 26 -28 28 -30 -31
leaf_value=0.015518787729795267 0.025340030151025806 -0.075358875094106839 -0.011823295679007148 -0.079523137919970066 0.085480905881541031 -0.040110400457851164 0.014551397574180489 0.10130033401490507 0.012149704227887668 0.0059074961213324822 -0.10353552472131403 0.052102958466993823 -0.087239395325346164 -0.028962091350730319 0.084306360393344604 -0.10493744396598126 0.03682846760906159 -0.092652247876659502 0.088120707895574232 0.067580933095563789 0.0079332988871466583 -0.10329788664152639 0.055979626710895548 -0.075016926546545695 0.03423247687807373 -0.056417012020067714 0.0078549571410889835 0.060349623474927908 -0.084254984081498951 -0.010986434513532099
leaf_weight=3.661415232488026 0.31614666780660605 0.33574163903176568 0.16883251917897724 0.2835033779265359 0.26420323405181989 0.27610072575043865 0.62748326955579592 0.50343615701422095 0.47645315133991062 2.5906292451841479 0.42910128053699736 1.248590553703252 0.342317111676948 0.36213390828197578 0.2133234021894167 0.21898511237304763 0.34922227089225544 0.17733917716850556 0.21690348799688752 0.30887541309130151 0.34278061760414857 0.18698756076628331 1.0025198549881222 0.34929124270001921 0.23590995196127551 1.2026234273166667 0.87246342105936392 0.31299403468642673 0.47759537936516938 4.8014032578860224
leaf_count=669 27 49 21 34 27 16 48 18 39 422 27 67 114 38 9 24 86 41 31 24 46 33 78 89 52 202 70 40 54 405
internal_value=0.000247115 -0.0140649 0.00586264 -0.0242373 0.0475438 0.00114605 0.0075912 0.0363956 0.0579525 0.00225208 -0.0334062 0.00883943 -0.000976092 0.0338774 0.00686412 0.00221457 -0.0356105 -0.00677899 0.0122591 -0.00261753 0.0174219 -0.031327 0.0310387 0.00307257 -0.0309756 -0.00690962 -0.0293941 -0.00186745 -0.0132513 -0.00662077
internal_weight=23.1553 1.36843 1.03269 0.59965 0.433036 21.7869 8.03202 1.25599 0.979889 6.77603 1.05658 5.71944 4.10872 1.61072 3.7664 3.55308 0.745547 0.526561 2.80753 13.7549 2.42636 0.529768 1.8966 0.894077 0.585201 11.3285 2.07509 9.25341 5.59199 5.1144
internal_count=2900 158 109 61 48 2742 980 73 57 907 75 832 727 105 613 604 151 127 453 1762 322 79 243 165 141 1440 272 1168 499 445
is_linear=0
shrinkage=0.1


Tree=881
num_leaves=31
num_cat=0
split_feature=22 2 23 20 20 5 10 19 7 2 15 3 17 18 23 9 7 15 12 22 8 16 4 23 0 8 5 17 14 12
split_gain=0.070377 0.1627 0.156501 0.125115 0.308586 0.107002 0.104974 0.164751 0.118241 0.121492 0.0862393 0.307803 0.0814628 0.204424 0.248476 0.240968 0.232517 0.325531 0.298706 0.32927 0.216511 0.237269 0.189628 0.183103 0.164608 0.162732 0.141495 0.197965 0.139782 0.169759
threshold=-0.25167499999999993 199.66651340635002 0.092290000000000025 39.268993001500007 35.818873074050011 15.941372635650001 75.551050381850018 11.950964240300001 23.856905110850004 151.19096455890005 47.90801194005001 92.913112988300014 188.16174763880002 13.303774303900001 0.08079500000000002 195.29234479735001 23.124786352450005 40.128253618400009 103.44931853055 0.048530000000000011 9.0429429770000009 22.654947022900004 175.46299761980001 0.098200000000000023 87.181320254150009 8.7431769115000026 20.837651832150005 196.65693750130004 186.41884102645002 148.24135922650004
decision_type=2 2 2 2 2 2 2 2 2 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 8 -8 9 -5 12 -12 -2 14 -14 -16 17 23 19 -18 21 22 -20 26 -23 28 27 -15 -24 -30
right_child=10 2 -4 6 5 -7 7 -9 -10 -11 11 -13 13 16 15 -17 18 -19 20 -21 -22 24 25 -25 -26 -27 -28 -29 29 -31
leaf_value=0.00099886859863891511 -6.9349535686176396e-05 -0.0019989157528663847 0.00018286378967112454 0.00075002096693348977 -5.9273197740703999e-05 -0.002106408201626156 0.00066153916059640309 -0.0020127402541834042 0.0014472642969140654 -0.00076030295280201385 0.0018784557144280729 -0.0014073598724209514 -0.0004826903463815211 -0.0011307698060274984 0.0012085075870059841 -5.6852944113545071e-05 -0.0014959151873200998 -0.0018312136016817254 0.0018008170874374233 0.00044241654613706266 -0.0015753592760935104 0.00031318660044744596 -0.00073181499338745542 -0.00099268914363493657 0.0017364175647778971 0.0013483768461224266 0.0011200661320630804 0.0011438641293304728 0.00069095489242813283 5.671362568016104e-05
leaf_weight=0.27874550666547282 8.2452391675108228 0.3468151763336208 0.19889056944248296 0.51765209628501885 0.13308465219779464 0.37412699268679717 0.18114052033342876 0.17330171172216069 0.39688280620612204 0.3387847085177782 0.14267555618425731 0.47293782122505945 0.66801199481779194 0.38714560394510333 2.0234348150552255 0.81033974039019074 0.82423188326083507 0.54587960281060066 0.27764289453625224 0.56992438342422247 0.24568725443532535 0.571005949459505 0.69950616722053105 0.57780261326115567 0.68995185964740813 0.4284539842046805 0.5174795435013948 0.2372534321002604 1.9846477785334844 8.8913785376812466
leaf_count=43 1014 103 24 38 36 28 33 26 20 24 6 83 33 43 61 28 60 27 8 31 21 26 38 17 33 18 21 20 134 803
internal_value=5.18927e-05 -0.000237571 -0.00120373 -1.73107e-05 -0.000658461 -0.00156927 0.000296117 -0.000646029 0.000562558 0.000152575 8.04347e-05 -0.000645834 9.5749e-05 0.000160727 0.000593075 0.000846668 7.39554e-05 -0.000512004 0.000161394 -0.000703534 0.000248848 0.000281943 0.000198781 -9.32463e-05 0.00109193 0.000161727 0.000361881 -0.000266475 0.000117805 0.000172449
internal_weight=32.7501 2.93942 0.545706 2.39372 0.785957 0.507212 1.60776 0.354442 1.25332 0.856437 29.8106 0.615613 29.195 20.9498 3.50179 2.83377 17.448 2.26556 15.1824 1.39416 13.7883 13.5426 12.2816 1.71968 1.26096 12.004 1.14188 0.624399 11.5755 10.876
internal_count=2900 375 127 248 107 64 141 59 82 62 2525 89 2436 1422 122 89 1300 128 1172 91 1081 1060 1001 101 59 993 84 63 975 937
is_linear=0
shrinkage=0.00196078


Tree=882
num_leaves=31
num_cat=0
split_feature=12 23 23 9 21 21 14 20 23 3 7 21 21 0 6 6 5 20 21 23 23 5 5 6 23 23 0 5 21 3
split_gain=0.0975319 0.13223 0.163672 0.176143 0.136195 0.100274 0.0850081 0.200608 0.164223 0.112583 0.112841 0.117098 0.111179 0.103044 0.235263 0.290895 0.298937 0.294944 0.204345 0.213746 0.227349 0.175511 0.183204 0.188216 0.289053 0.249419 0.232852 0.231481 0.18859 0.188461
threshold=92.695913642950003 0.082975000000000021 0.048965000000000009 196.26893085885004 5.8597508135000007 0.73131419490000016 168.39662374755002 39.420767558750008 0.090225000000000014 108.42013948475001 19.041006859700005 11.790993765850002 2.2747687716500002 86.530713386650021 16.245379570700006 16.455384477450004 22.443872254700004 40.621691032550004 16.247620585350003 0.080375000000000016 0.11614000000000002 21.495293572000005 21.623222698850004 16.445384243750002 0.083795000000000022 0.093295000000000031 85.901614184050018 24.038949512150001 4.8216519326000009 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 3 -1 5 -3 7 -2 -9 10 11 -8 -11 18 -15 -16 17 -17 19 -12 21 -21 -23 28 -25 26 27 -26 -24 -27
right_child=6 4 -4 -5 -6 -7 9 8 -10 12 13 -13 -14 14 15 16 -18 -19 -20 20 -22 22 23 24 25 29 -28 -29 -30 -31
leaf_value=-0.0011008374070734508 0.0015255060973069082 -0.00048054428817106797 0.0012482626499318438 0.00048270660064399939 0.00016319223141115092 -0.0017561351987800096 0.0015782534244617556 0.0008341036451692726 -0.00047418820221047374 0.00093311343804900371 -0.00096970783203017099 -0.0001088595600071038 -0.0020132757325173113 1.5192738553837195e-05 0.00089533265076868892 0.00037298765503889815 0.0011352135334262185 -0.0016791855558319366 0.00085723690218861834 -0.00078446590150089437 -0.0010263805885578833 0.0014686801156344154 -0.0020319794510432238 0.0016384461763970877 0.0010581174098833158 0.0015837789232227887 -0.0020628996903328044 -0.0012819290286410054 -0.00013662768240236176 0.00013522973161680994
leaf_weight=0.50922834485027058 0.52063859178452121 0.45647213835763956 0.37068402016484459 0.57501603946730029 0.45394817071428406 0.49263445624819724 0.38156960075503477 0.66818195019732207 0.82350901956669986 0.066800990854971043 1.2328877971831405 0.27015285083143681 0.18728144312717632 15.148764424106959 2.8969194266828699 0.50310892262496032 0.47893187170848239 0.5792906511342153 0.74021747158258211 0.8064658478979253 0.84751798674551526 0.40336262248456467 0.27675913029815979 0.53123237453110084 0.34256037196610156 0.45272921724244941 0.33532201132038608 0.30925016741093714 0.74557050387375057 1.4554310754319884
leaf_count=35 28 36 19 25 26 39 34 23 22 22 156 24 101 1756 82 17 17 31 29 31 54 8 31 21 14 10 21 65 46 77
internal_value=5.59353e-05 -0.000290663 0.000123509 -0.000261024 -0.000720148 -0.00114264 8.78846e-05 0.000477592 0.000111843 6.08352e-05 7.23243e-05 0.000878909 -0.00123864 5.36081e-05 0.000131711 0.000527631 -0.000154607 -0.000725317 -0.000126993 -0.000221131 -7.928e-05 6.25701e-05 0.000203352 8.86292e-05 0.000308923 6.49804e-05 -0.000735163 -5.21128e-05 -0.000649726 0.000478912
internal_weight=33.8624 2.85798 1.45493 1.08424 1.40305 0.949107 31.0045 2.01233 1.49169 28.9921 28.738 0.651722 0.254082 28.0863 19.607 4.45825 1.56133 1.0824 8.47931 7.73909 6.5062 5.65868 4.85222 4.44885 3.42653 2.89529 0.987133 0.651811 1.02233 1.90816
internal_count=2900 180 79 60 101 75 2720 73 45 2647 2524 58 123 2466 1903 147 65 48 563 534 378 324 293 285 208 187 100 79 77 87
is_linear=0
shrinkage=0.00196078


Tree=883
num_leaves=31
num_cat=0
split_feature=16 12 19 6 6 0 23 21 18 3 22 23 20 16 17 10 10 20 13 9 20 18 9 10 5 10 5 9 10 19
split_gain=0.0860531 0.130089 0.115727 0.143321 0.245257 0.138133 0.268036 0.182769 0.223631 0.207618 0.160805 0.16487 0.244528 0.144006 0.374669 0.320791 0.418115 0.36704 0.351986 0.246881 0.219357 0.29646 0.305231 0.227995 0.253479 0.230443 0.267139 0.334709 0.231257 0.227657
threshold=13.534968349350001 177.99439387375003 11.850956171350001 13.665319288000001 13.825323026450002 94.047642319350018 0.094625000000000029 6.9984086918000008 14.117867417450002 84.807411725000023 -0.054494999999999995 0.090225000000000014 41.590548329450009 19.214955067100004 173.06150329755005 66.697957758300021 66.318885161900013 37.360990606650006 113.92610173585001 63.748083991300007 38.441102963850007 13.373311100250001 193.60452210450003 64.071334164850015 19.915533535850003 62.837331883000012 21.042547594650003 197.19111486365003 62.030794443850006 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 -1 -2 -4 -5 13 7 9 -9 10 11 12 -7 14 19 16 18 -17 -15 -6 21 22 29 24 -22 26 27 28 -26 -20
right_child=2 -3 3 4 5 6 -8 8 -10 -11 -12 -13 -14 15 -16 17 -18 -19 20 -21 23 -23 -24 -25 25 -27 -28 -29 -30 -31
leaf_value=-0.0013537314169821987 0.0007624216509563343 -8.5633627550442802e-05 -0.00032766785366937756 0.0012321061015530851 0.0019397481203888283 -0.0020201893245594179 -0.0013255577672064624 0.0011521143738303507 -0.0016730803973416131 -0.0011527431623020766 0.0011679050190465464 0.00091616143001991624 0.00051394372312355647 -0.0013641474699181535 0.00117908413824304 0.00038298508417491023 0.0014137313791361937 -0.001535058770017585 -0.00038694752371299615 -0.0013689347940473778 0.0017705402242945995 0.0016886272077264932 -0.00092882076880648637 -0.0012452728462470418 -0.00087710940261959255 0.0012200773614350372 0.00012212335307663569 -0.0017842457193498712 0.00082793449704094693 0.0017888009114830883
leaf_weight=0.3892846442223562 0.9415919658458759 1.54709494954659 3.200073259236663 0.73044775775634008 0.10766821936704829 0.27595478395232997 0.74487214698456217 0.14289078494766716 0.43763428980309982 0.33773216026020225 0.81778587505686973 0.43536486627999693 0.31181829769047908 0.6165893385186888 1.4133045274575122 0.6453019109321747 0.96967574022710223 0.94575767120113596 0.29792077778256787 0.44528106782581744 0.34274587198160311 0.7861908422783016 0.56258925143629313 0.49777472286950875 0.64021996129303882 0.63245196687057692 11.393403311245491 0.67226527130696911 0.58554819319397211 0.48735145851969719
leaf_count=242 99 558 515 42 4 29 86 9 53 43 30 16 19 17 79 21 31 61 35 183 13 22 23 19 21 28 535 27 22 18
internal_value=6.02211e-05 -0.000340569 8.57348e-05 6.41189e-05 0.000111832 7.98001e-05 -0.000281823 -5.52294e-08 -0.000977685 0.000260444 0.000519705 1.60354e-06 -0.000675812 0.000137288 0.000643708 8.76882e-05 0.000160406 -0.000757139 9.1019e-05 -0.00072468 0.000144115 0.000731722 0.000173572 5.9182e-05 0.000104696 6.36896e-05 8.66474e-06 -0.000672398 -6.26117e-05 0.000963354
internal_weight=32.3546 1.93638 30.4182 29.4766 26.2765 25.5461 3.50405 2.75918 0.580525 2.17866 1.84092 1.02314 0.587773 22.042 1.96625 20.0758 18.4847 1.59106 17.5151 0.552949 16.8985 2.13405 1.34786 14.7644 14.2666 13.9239 13.2914 1.89803 1.22577 0.785272
internal_count=2900 800 2100 2001 1486 1444 285 199 62 137 94 64 48 1159 266 893 811 82 780 187 763 98 76 665 646 633 605 70 43 53
is_linear=0
shrinkage=0.00196078


Tree=884
num_leaves=31
num_cat=0
split_feature=16 19 12 6 6 5 20 7 23 17 17 10 0 22 21 21 21 22 15 18 22 22 0 7 21 22 13 20 6 3
split_gain=0.0969105 0.156263 0.144995 0.137977 0.259437 0.151382 0.188941 0.191241 0.165372 0.128426 0.185917 0.125596 0.226776 0.12219 0.164453 0.118527 0.186391 0.225194 0.253696 0.202343 0.167028 0.273967 0.262022 0.362109 0.387628 0.405901 0.328671 0.215684 0.184777 0.176983
threshold=13.534968349350001 11.850956171350001 176.04981466085005 13.665319288000001 13.825323026450002 13.697488545350001 34.997818021800008 24.620903395300001 0.086230000000000015 234.67375690460003 206.58076374065004 65.111767461350013 95.762878606550018 -0.50001499999999999 5.2269517379000012 2.9845679401500003 4.3636502323000004 -0.11600999999999999 40.452545866750008 14.531978590450002 -0.088099999999999998 -0.085734999999999992 85.737618238150006 22.969987962250006 9.1460758897000023 -0.096499999999999989 116.55003687120002 42.467547400400008 16.245379570700006 93.249170254600017
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 -2 -1 5 -5 8 -7 11 -3 10 -10 -8 -13 14 -6 -15 17 -17 19 -19 22 -22 26 -24 25 28 -18 -26 -25 -23
right_child=1 3 -4 4 13 6 7 -9 9 -11 -12 12 -14 15 -16 16 20 18 -20 -21 21 29 23 24 27 -27 -28 -29 -30 -31
leaf_value=-0.0014416875346780608 0.00082398312872493027 -0.00063314842186555479 -0.00011025306948647989 0.0012231018508557631 -0.0011373425471346483 0.00091601215188665387 0.0013329583084008378 -0.0015587887219808479 0.00082498763682673979 0.0015759918439097647 -0.001511136263430896 -0.0019979893432589936 0.0011244490120821756 0.00029334767761050081 0.00049987129380477796 0.00036672364375139193 0.0003731771260657546 -0.0017743079432593213 0.00032517154502226096 -2.6074342984020388e-05 0.0013741576434319208 0.00039427921249329546 0.00076517369773257448 -0.00011083415881321889 -0.0018905048345972608 -0.0014594223003762342 -0.0017468880208882649 -6.1967039928179149e-06 0.0013301248209488909 -0.00018073371237926976
leaf_weight=0.38337426663679197 1.055524272116602 0.686637985470955 1.7495285013062583 0.77149581548292445 0.69837931670191256 0.22853537162882265 0.16699521942064144 0.89497491176007316 0.41170684018652537 0.34898686275118962 0.19208008377518127 0.21781262167496607 0.15171798097435385 8.0819364720737159 0.35618095390964299 0.84060342320299275 0.44109338715499002 0.96717847725904238 0.50160231298650604 0.34544790867948905 0.77127109360300217 4.9123912836366532 1.6968057858175596 0.60995987296337195 0.74718038481660165 0.44225093972636464 0.77527990587623208 0.33973877358948812 0.77922874270007014 3.5416648499094663
leaf_count=231 99 195 569 42 53 20 11 137 43 20 36 39 14 453 24 35 43 54 29 23 28 197 41 34 39 25 91 25 21 229
internal_value=5.51068e-05 8.21011e-05 -0.000349569 5.67746e-05 0.000102047 -0.000322198 -0.000739578 -0.00100389 0.000100433 0.000629105 8.18068e-05 -7.82637e-05 -0.000716012 6.98326e-05 -0.000584369 9.65793e-05 6.79283e-06 -0.000472235 -0.000860957 -0.00131422 9.12551e-05 0.000255449 -0.000168495 4.48812e-05 -0.000373915 0.000176602 -0.000978089 -0.00130153 0.000697434 0.000153389
internal_weight=34.1076 31.9747 2.1329 30.9191 27.6197 3.29945 1.66004 1.4315 1.63941 0.952774 0.603787 0.536526 0.369531 26.8482 1.05456 25.7936 17.7117 2.65483 1.81423 1.31263 15.0569 9.22533 5.83154 4.61516 2.91836 1.83144 1.21637 1.08692 1.38919 8.45406
internal_count=2900 2100 800 2001 1486 515 221 201 294 99 79 64 53 1444 77 1367 914 141 106 77 773 454 319 185 144 80 134 64 55 426
is_linear=0
shrinkage=0.00196078


Tree=885
num_leaves=31
num_cat=0
split_feature=13 13 20 7 18 6 21 16 10 0 16 17 0 18 17 17 7 9 21 22 6 2 22 21 20 22 7 3 17 13
split_gain=0.0986408 0.297696 0.233418 0.181016 0.235357 0.204954 0.219967 0.244771 0.374847 0.318397 0.27031 0.236235 0.172772 0.281201 0.346205 0.288279 0.26946 0.510377 0.29666 0.276471 0.203897 0.243825 0.443831 0.310557 0.260141 0.258959 0.269727 0.259112 0.231927 0.2285
threshold=109.34496908160001 108.84491586935002 38.238138001450004 23.789355599150003 13.954623666350001 14.215332138950002 2.6263314141000005 18.984955604900005 66.697957758300021 90.337570099350003 22.604947139800004 202.56512036810003 86.530713386650021 13.3584252364 192.34053301495001 195.24502669890003 23.195026784100005 195.07922778810004 3.8005420560000007 -0.086339999999999986 16.375382608200002 116.16618105335002 -0.01762 4.890666844100001 41.348489042950007 -0.067574999999999996 22.638073512250003 93.883646373400012 188.54236693505001 117.57971633515002
decision_type=2 2 2 2 2 2 2 2 2 2 2 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 -5 -7 -8 9 10 11 -9 13 14 20 -15 17 18 -14 -18 -2 25 23 29 -25 27 -27 -22 -26 -23
right_child=3 -3 -4 5 -6 6 7 8 -10 -11 -12 -13 16 15 -16 -17 19 -19 -20 -21 21 22 -24 24 28 26 -28 -29 -30 -31
leaf_value=-0.00069841575154540802 -0.0010656750568020352 -0.0020138820504256752 9.0507540388050652e-05 -0.0008525117954428453 -0.00097240634811384091 0.00094023229350543875 0.0013271205102587055 -0.0016278001838307622 -0.0012306172032006458 0.0014294906178444083 0.00059114884290920847 0.00012899130932135495 -9.4423869814784462e-05 -0.001661321325737121 0.0013390155831536038 -0.00015805428671832804 -0.00015409398725795784 -0.0011250168178797298 0.0013924189771338219 0.0013376469479319457 0.0012454222547681421 0.001267638720812357 0.0010492904589532693 -0.0020950173389871984 -0.00013738732818442757 -0.0009796309156868742 0.0011447844161046063 5.1217864592779038e-05 -0.0020550025302938143 -0.00073433345865075138
leaf_weight=1.7186601471609009 0.67403134464985459 0.30099103227257806 8.952661502236877 0.48239362775348027 0.86949108533735753 2.4762241556309164 0.65585177578032006 0.55722491734195612 0.73469133238540951 0.76177609711885441 1.3205355744576079 0.62363737990381196 1.1909385813632978 0.77452583750709836 0.77429010055493641 1.3372508224711053 0.68857342097908292 1.0488806162029503 0.9102636920288204 1.5594608313404021 1.5684875473380095 0.46097406444460398 0.73688256901004523 0.65593822351365849 1.0292463983350897 0.82923622085036164 0.3178515350446105 1.259438206645427 0.3172226462047546 0.41791271616966696
leaf_count=427 43 55 1255 26 38 84 18 20 46 22 49 22 35 45 29 59 17 25 23 45 32 39 85 31 103 66 10 77 29 45
internal_value=6.42246e-05 -9.07937e-05 -3.65518e-05 0.000132171 2.19524e-05 0.000384406 0.000468093 0.000216869 3.4732e-05 0.000319621 -1.83793e-05 -0.000700003 7.41888e-05 -6.51809e-05 8.52859e-05 -0.0007094 0.000362147 -7.93405e-06 0.000549693 0.000880726 -3.21357e-05 5.96094e-05 -0.000308674 -0.000655969 -0.00108245 0.000394832 -0.000390967 0.000713574 -0.00058917 0.000315696
internal_weight=36.0055 10.9723 10.6713 25.0332 17.4209 7.61233 7.12994 4.65372 3.99787 3.26317 2.5014 1.18086 16.5514 11.1533 9.04151 2.11178 5.39812 3.15008 2.1012 2.24803 8.26722 7.59319 3.61818 2.88129 2.00241 3.97501 1.14709 2.82793 1.34647 0.878887
internal_count=2900 1737 1682 1163 876 287 261 177 159 113 91 42 838 693 589 104 145 83 58 62 560 517 332 247 163 185 76 109 132 84
is_linear=0
shrinkage=0.00196078


Tree=886
num_leaves=31
num_cat=0
split_feature=13 8 18 0 6 19 7 13 15 23 18 23 3 9 16 18 13 22 17 6 7 7 16 10 3 20 17 13 20 18
split_gain=0.0835053 0.169684 0.134442 0.152927 0.170965 0.16236 0.205811 0.188821 0.135204 0.128175 0.125845 0.260913 0.169371 0.163886 0.138065 0.103236 0.119237 0.0996357 0.0899152 0.0891311 0.225166 0.194216 0.13832 0.351721 0.440447 0.33193 0.28307 0.170793 0.18604 0.229786
threshold=95.870416931800023 2.9476996444500005 17.327266398450003 98.615332683000005 12.26528657645 12.050972309250001 25.138824731100005 98.362617618700014 23.304416445750004 0.079785000000000009 15.312071772700003 0.088990000000000027 82.753429713350016 208.47660979520001 18.804956025800003 14.708525021850003 73.376087754350024 0.20981000000000005 215.30533467345003 14.755344756250002 24.052187734100006 24.605072964550004 19.214955067100004 66.697957758300021 89.227236891450005 37.360990606650006 173.06150329755005 113.92610173585001 38.441102963850007 13.373311100250001
decision_type=2 2 2 2 2 2 2 2 2 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 10 5 7 -7 -5 -6 15 19 12 -12 -13 -14 -1 -17 -3 -4 20 -2 -22 26 24 -24 -25 -21 -26 29 -29
right_child=2 17 18 4 8 6 -8 -9 -10 -11 11 13 14 -15 -16 16 -18 -19 -20 22 21 -23 23 25 27 -27 -28 28 -30 -31
leaf_value=-0.0015291477237188104 0.00022666282783319076 -0.0019814005564556137 0.0016296162477882428 -0.00076679195753304153 -0.0020074727669505492 0.00044922160598748927 -0.0018236592101754847 0.0014399996878607909 -0.00021894344209929026 -0.0015747579908562742 0.0016083189654715045 0.00033990487661390297 -0.00080752348199456664 -0.0015414865210854512 0.0011791686763561592 -0.001994630445138936 0.00065375505554749727 0.00044975079712671187 0.000297800504495768 -0.00061278380436779339 -0.0018262487996079252 -0.00034413210896404848 0.0012987015042385368 0.00022571315694190641 -0.0010542148664875854 -0.0015687374488635626 0.00091999445537283865 0.00015634736265307756 2.4542475553628477e-06 0.0015956999867196247
leaf_weight=0.11310842645616748 1.9464986540551898 0.31942032942515641 0.34232374932616849 0.23452872938651015 0.39798571146093298 0.28499937371816486 0.33113692019105656 0.40909166364872362 0.27463964895287063 0.17441497471554601 0.83835586381610416 0.46695149526931334 0.2655308992107166 0.28767755144508556 0.27250928455032408 0.070692958514882775 0.86634329105891084 0.081309143723046873 0.45254735311027616 0.61731120547392793 0.46710985332902044 1.2484069451820685 1.1500405501574338 0.67647264536935725 0.52742853667587297 0.95696086913812906 1.8558629351409761 1.2183518701785931 14.039801228700524 0.65605588909238566
leaf_count=33 234 244 17 42 57 38 77 24 45 187 36 36 35 32 15 64 229 16 37 217 72 115 39 23 15 62 116 76 646 21
internal_value=5.23598e-05 -0.000380598 7.56462e-05 5.41501e-05 -0.000479032 -5.28641e-05 -0.000772318 0.000635867 -0.0012772 -1.81705e-05 9.16278e-05 0.000549277 0.00105729 -0.000377314 0.000198706 0.000240358 0.000453953 -0.00148811 0.000871368 5.31715e-05 -0.000229785 -0.000747691 0.000100926 4.47756e-05 0.000125591 -0.000825581 0.000537409 4.35351e-05 7.99167e-05 0.000660131
internal_weight=31.8439 1.62529 30.2186 29.4237 1.93238 1.25976 0.616136 0.64362 0.672625 1.22456 27.4913 2.13103 1.3764 0.754629 0.53804 1.05014 0.937036 0.400729 0.794871 25.3603 3.66202 1.71552 21.6983 19.2251 17.5917 1.63343 2.47317 16.4416 15.9142 1.87441
internal_count=2900 773 2127 2073 283 181 115 66 102 513 1790 154 86 68 50 326 293 260 54 1636 421 187 1215 882 797 85 333 758 743 97
is_linear=0
shrinkage=0.00196078


Tree=887
num_leaves=31
num_cat=0
split_feature=20 15 20 22 19 22 7 15 21 21 16 22 15 21 16 16 21 14 0 16 13 13 23 23 19 6 22 8 18 19
split_gain=0.0367767 0.0538464 0.0521618 0.0951476 0.0736914 0.0918275 0.0737456 0.0434343 0.103888 0.0941291 0.0761397 0.131501 0.0624944 0.150123 0.231756 0.0994207 0.168909 0.179583 0.215535 0.127847 0.0653744 0.18002 0.11118 0.134399 0.0628938 0.0685693 0.224797 0.218149 0.305768 0.174838
threshold=32.785955158400007 36.282341310300005 34.542090938800008 0.19122000000000003 13.951125619400001 0.11529000000000002 23.824098587650003 45.49682449725001 15.294585115650001 9.4882736102500029 22.674946976100003 -0.063985 42.914654887700003 8.1807154878500032 22.624947093000003 22.674946976100003 9.771638824550001 257.53512067470007 85.199926612050021 22.654947022900004 117.62810858150002 117.60660091645001 0.097615000000000021 0.089580000000000021 14.651182102100002 16.455384477450004 -0.016334999999999999 8.4434108459500017 13.159487726550003 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 -1 3 4 5 6 -2 12 9 10 11 -9 15 14 -14 19 17 18 -17 20 21 24 23 -22 25 -4 27 29 -29 -27
right_child=2 -3 7 -5 -6 -7 -8 8 -10 -11 -12 -13 13 -15 -16 16 -18 -19 -20 -21 22 -23 -24 -25 -26 26 -28 28 -30 -31
leaf_value=-0.079525818935768294 0.034864527866749019 0.020999478892698195 0.0014234211278400424 -0.044957170242801908 0.10108159541178935 0.10153998012466406 -0.10108672011048191 -0.083167502970097756 0.058403331819847748 -0.10206036243595747 0.020870638815425262 0.017784648559301935 -0.018959284490868651 -0.027689230151140033 0.076689232070006219 -0.003941600753633168 0.045540177373568989 0.031370952417579111 -0.099055032863659742 0.038506327998428042 0.043277209915555961 -0.091244303872549032 0.054459050947709801 -0.056447850278667791 0.043434387598478764 -0.010658032651601573 -0.10420180102610679 0.041876630543033311 -0.073327561720636369 0.067926979950629782
leaf_weight=0.13512086389502798 0.087941640551437383 0.087980244308710098 13.599924108812756 0.12708945378471981 0.18550511496141553 0.085251949727535248 0.073037090451862241 0.30646109998633608 0.15195225685602043 0.15471762074048456 0.32428576510574203 0.22286971415451162 0.40493256400804856 0.45308240078156803 0.67659897584235296 0.40265661277953657 0.27992501118569624 0.2734249188360991 0.58351647877134383 0.89907674724236031 0.25798794394358882 0.22157950268592586 0.56433296843897551 0.28380789037328213 0.31945556227583338 0.64018081685935679 0.26218479399858452 0.33074459563067626 0.75926638318924233 0.50758176352246664
leaf_count=164 20 4 1823 11 11 2 40 63 17 44 29 21 32 28 38 39 13 30 23 37 38 10 18 14 18 114 96 33 49 21
internal_value=0.000525499 -0.0398835 0.000910121 0.0310956 0.0534832 0.0176235 -0.0268174 0.000172883 -0.0186781 -0.030294 -0.0172863 -0.0406626 0.00117989 0.0206339 0.0408778 -0.000299102 -0.0247232 -0.0403381 -0.06022 0.00171748 -0.000146266 -0.00171105 0.0233948 -0.00896158 -0.000502798 -0.0013746 -0.016596 -0.00633185 -0.0383709 0.0240951
internal_weight=23.6625 0.223101 23.4394 0.558825 0.431736 0.246231 0.160979 22.8805 1.16029 1.00833 0.853617 0.529331 21.7203 1.53461 1.08153 20.1856 1.53952 1.2596 0.986173 18.6461 17.747 16.6409 1.10613 0.541796 16.4193 16.0999 2.49996 2.23777 1.09001 1.14776
internal_count=2900 168 2732 84 73 62 60 2648 174 157 113 84 2474 98 70 2376 105 92 62 2271 2234 2164 70 52 2154 2136 313 217 82 135
is_linear=0
shrinkage=0.1


Tree=888
num_leaves=31
num_cat=0
split_feature=13 18 8 10 7 5 0 6 15 10 15 12 16 8 10 22 16 12 10 5 12 20 5 16 3 3 6 4 18 21
split_gain=0.0342491 0.0958953 0.0958174 0.0862827 0.0927062 0.0869536 0.0822188 0.113074 0.106266 0.102623 0.098342 0.0946546 0.0991808 0.0973649 0.0740711 0.0690099 0.0663679 0.167809 0.156017 0.143029 0.182603 0.108234 0.105929 0.10561 0.0822912 0.0684853 0.117086 0.154321 0.143765 0.0639229
threshold=95.870416931800023 17.327266398450003 2.9476996444500005 82.204984254750016 21.061418062900003 7.7286379265000011 98.615332683000005 12.26528657645 26.557525034400005 81.524804347700012 23.304416445750004 119.83795109915002 16.244962012200002 7.7439566930000003 90.740838818900016 0.20981000000000005 15.919962772200003 207.71672397260002 72.496961945650014 16.222050829800004 94.472960382900013 42.467547400400008 19.302881570050001 13.894967507500002 82.081315180750025 82.979260196300018 14.355335410100002 282.79508160665006 14.2124820928 13.915737982950001
decision_type=2 2 2 2 2 2 2 2 2 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 -1 14 16 8 9 11 -9 -8 13 -13 -5 -4 17 19 25 -2 -21 -22 -20 -23 -19 -18 27 28 -27 -26
right_child=1 -3 15 5 -6 -7 7 10 -10 -11 -12 12 -14 -15 -16 -17 18 24 22 20 21 23 -24 -25 29 26 -28 -29 -30 -31
leaf_value=0.045275541881014174 0.046780683773506478 0.042559142138497201 -0.10068432122164217 0.016240063230262655 -0.082067701646247992 0.072875658925003375 0.085302987545717052 -0.1016881036641028 -0.10145001443542719 -0.079099076765639001 -0.0081630323590804778 0.082162997499828735 -0.080943854031597456 -0.024326108240174948 -0.10037793500876568 0.02995911544023902 0.041686968844277611 0.10072673532291487 -0.10113058298625527 0.035435692240015464 -0.10249141111388692 -0.10115835821839397 0.052059393802897494 0.052494215577275252 -0.005811853863046508 0.046366077281081115 0.0020921892687282176 -0.084934334927361063 -0.061758073820279015 0.078680616350401966
leaf_weight=0.080208076571582465 0.3888584889719009 0.54928899073274706 0.18860828779588701 0.23881848078372059 0.19902197636838537 0.21121342511469265 0.18795355153997551 0.27597392728785053 0.095820636954158545 0.10956596988398815 0.18972173465590458 0.16742336068637087 0.11162252478243317 0.17624389367119875 0.070556002941060569 0.051466134089423576 0.40827718615765363 0.28650249144993711 0.23883915718761173 0.28923761854366603 0.29764527582983646 0.072130477485188749 0.055658342425886076 0.11776775691032526 0.21556626060191775 0.28928982722573238 17.045584269616484 0.3660537650284823 0.21389543107943609 0.15315916545660002
leaf_count=14 30 54 244 139 118 35 17 57 25 48 45 21 49 21 207 16 34 19 116 16 71 35 12 16 44 27 1266 59 34 11
internal_value=0.000466883 0.00129402 -0.0172723 -0.000641813 -0.0454887 0.0234129 0.000252016 -0.0239918 -0.00226371 0.0103611 -0.0635865 0.0255992 0.000952184 0.0275519 -0.0103559 -0.0726775 0.00181105 0.0200323 2.89487e-05 -0.00272825 -0.0275125 -0.0648569 -0.0721786 -0.0058688 0.0605229 0.0011895 0.000266568 -0.0355335 0.000404353 0.0292842
internal_weight=23.342 22.3021 1.03989 0.799818 0.27923 0.520588 21.7528 1.31433 0.84863 0.752809 0.465696 0.643243 0.45529 0.343667 0.309374 0.240074 20.4385 1.82087 18.6176 1.16564 0.776781 0.487544 0.294497 0.189898 0.655228 18.3231 17.9148 0.869239 0.503185 0.368725
internal_count=2900 2127 773 513 132 381 2073 283 181 156 102 108 91 42 346 260 1790 242 1548 168 138 122 128 51 74 1420 1386 120 61 55
is_linear=0
shrinkage=0.1


Tree=889
num_leaves=31
num_cat=0
split_feature=9 23 15 10 10 5 6 19 16 9 20 21 0 22 13 22 22 23 23 15 22 21 15 2 22 19 23 14 23 0
split_gain=0.0333759 0.105068 0.0819932 0.102415 0.106991 0.1052 0.110969 0.0850578 0.0869508 0.0752342 0.212906 0.215311 0.12135 0.0743415 0.0723243 0.067567 0.251514 0.214545 0.280877 0.190891 0.185333 0.322025 0.201697 0.144384 0.218801 0.144225 0.129124 0.12767 0.126729 0.147141
threshold=215.80505313260002 0.072890000000000024 24.673905035600004 62.55235532115001 64.071334164850015 18.725555412050003 16.245379570700006 12.551012654050002 14.274966618900002 210.97856947250003 41.558544840500012 1.8881760204500002 94.418649541350007 -0.59511499999999995 103.02440401690002 -0.088099999999999998 -0.085734999999999992 0.083415000000000031 0.086520000000000027 39.283112803100003 -0.095714999999999995 10.611794729750002 32.706399462450001 147.22108985190002 -0.22699 13.351077205700003 0.048965000000000009 170.27070910270004 0.094415000000000013 86.280686780500005
decision_type=2 2 2 2 2 2 2 2 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 7 -4 -5 -6 -7 8 13 15 11 -11 -13 -3 -14 19 -17 26 -19 20 -1 22 25 -21 -25 -22 -18 -20 -29 -30
right_child=1 2 3 4 5 6 -8 -9 -10 10 -12 12 14 -15 -16 16 17 18 27 23 21 -23 -24 24 -26 -27 -28 28 29 -31
leaf_value=0.0082158344924399673 -0.067141953604023738 0.054953217678750568 -0.018070130899332557 0.10085043198529811 0.059373704498724769 -0.080751590585702748 0.036197523489560193 -0.10087578135035498 0.083501368732631198 -0.065773432194391565 -0.084064793517643455 0.071410589004209227 0.038372523048789249 -0.10096670956564387 -0.061038595630770943 0.061314211021923387 0.007954013508137155 -0.06847176375414743 -0.043367467995724329 0.0042717350170281623 -0.065286692851739297 0.056298672078989809 -0.10667282444907034 0.0090845865550698342 -0.09054539195700563 0.073035454109176792 0.050337464094853374 -0.016711858479012451 -0.014800322428417912 0.026526942881139489
leaf_weight=5.9359432612946295 0.14905272297528327 0.048721571893111104 0.32207103931432346 0.26838203507941194 0.44309674747637473 0.14486542491795262 0.18442858025082387 0.10099884125884273 0.093157036215416156 0.31914692065583838 0.40665422032679999 0.37841298131388612 0.13825154203004786 0.082121833061137184 0.1554956775107712 0.76542656970332146 1.8578358613640396 0.68012899377004021 0.64465192173338426 0.54524488950846706 0.16999677568134142 0.27845460703247227 0.5108845169597771 0.32062959749600839 0.70534453613436188 0.13543530460447073 1.1724265824817619 2.0660281754268226 1.2472581984038695 2.7855481941245728
leaf_count=1025 35 6 36 15 42 32 19 38 8 41 62 20 20 66 22 50 310 108 50 22 40 21 28 31 76 6 149 226 91 205
internal_value=0.000406939 0.0133384 0.0204455 0.0312087 0.0464583 0.0275586 -0.0152516 -0.0246886 0.00966327 -0.000712503 -0.0231338 0.00186131 0.0339748 -0.0429075 -0.014251 0.000868837 0.00598115 0.00192969 -0.00722309 -0.00579903 0.00124325 -0.0365627 -0.0682388 -0.037311 -0.0594098 -0.00395161 0.0243524 -0.00104573 0.00342772 0.0137453
internal_weight=23.0561 1.8369 1.68784 1.36284 1.04077 0.772391 0.329294 0.324999 0.224 21.2192 1.39796 0.991307 0.67216 0.130843 0.293747 19.8212 11.2193 10.4539 7.42362 8.60193 7.03071 1.09477 0.816317 1.57122 1.02597 0.305432 3.03026 6.74349 6.09883 4.03281
internal_count=2900 297 262 144 108 93 51 118 80 2603 165 103 62 72 42 2438 1189 1139 680 1249 1120 95 74 129 107 46 459 572 522 296
is_linear=0
shrinkage=0.1


Tree=890
num_leaves=31
num_cat=0
split_feature=13 16 10 13 20 18 9 10 5 19 23 5 3 9 13 9 13 20 0 20 23 18 16 16 15 15 16 20 8 16
split_gain=0.0973416 0.469888 0.468002 0.444305 0.232551 0.367367 0.320053 0.285718 0.264249 0.227856 0.288157 0.214785 0.316589 0.269261 0.318316 0.253286 0.193003 0.314262 0.259395 0.198549 0.172933 0.208749 0.168107 0.398733 0.235659 0.211654 0.180474 0.23857 0.231121 0.171735
threshold=112.82921081865001 19.974953289850003 66.318885161900013 113.85351336640001 38.441102963850007 13.373311100250001 192.79514127745003 64.434276012450013 19.915533535850003 14.251149826300002 0.10371000000000001 21.197160116700001 90.808050272150012 197.19111486365003 117.07428620665002 190.24759545780003 109.72404167800001 38.238138001450004 93.262612545250008 33.384956903900012 0.096845000000000028 13.601370067700001 19.154955207400004 18.684956306450005 29.049007317550004 28.321365561200004 15.919962772200003 41.24714903835001 6.844658496400001 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 16 3 -2 5 6 9 8 -6 10 -5 13 -13 15 -15 -10 17 19 20 -1 21 -18 23 24 25 26 29 -28 -29 -19
right_child=2 -3 -4 4 7 -7 -8 -9 11 -11 -12 12 -14 14 -16 -17 18 22 -20 -21 -22 -23 -24 -25 -26 -27 27 28 -30 -31
leaf_value=0.000718977335074331 -0.0017817142519805608 -0.0016259359155364392 0.0013330617151645207 -0.001502220484593127 0.0016123248895153846 0.0016380936135370679 -0.00085435175973002655 -0.0014611472889033462 -0.0005306830209398872 0.0017694691057699734 0.001994393530409767 0.0016478784866397875 7.690339168865626e-05 -6.4508397104134169e-06 -0.0021036903453444029 0.00096206624825240672 0.00059783904091567457 -0.0003301425729454816 0.0014674138806014579 -0.0010536188944257688 0.00093524772293420994 -0.0015434452874097057 -0.0015016628534392762 0.0013301636123789378 -0.0011126044469743845 0.0015695962917705185 0.00035159030392906354 -0.00024339230559923655 -0.002003769865279535 0.00043007063988091969
leaf_weight=0.28358184882835757 0.48915659683735313 0.7130131095764235 1.1853989455848921 0.24897269605935723 0.41485513187944612 0.93568772729486216 0.74163312651216984 0.484188499569428 1.1983010508120053 0.4981992426328361 0.14246305823326111 0.51641328958794375 10.968204736713231 0.4907450189348308 0.64255695778410882 0.6878840997815131 0.31126232009683075 1.6873215557211496 0.76573136658407737 1.6953757192254668 0.46120197884738445 0.39995690417708829 0.2575108940945946 0.91790276335086751 0.70962706559657807 0.34506281436188135 0.7317035250016487 0.60287608323415021 0.54681588470702991 3.5380942977863015
leaf_count=138 34 49 33 52 18 23 26 36 33 18 3 21 604 18 28 23 33 585 23 328 12 14 21 48 120 13 63 128 79 276
internal_value=4.98076e-05 -7.53347e-05 0.000138782 6.20886e-05 0.000112278 0.000658676 9.68867e-05 2.122e-05 6.93296e-05 0.000889875 -0.000229628 2.51959e-05 0.000147543 -0.000440152 -0.00119554 1.37166e-05 8.08144e-06 -8.98423e-05 0.000579808 -0.000799608 9.49049e-08 -0.000606321 6.05924e-05 0.000104901 -3.29008e-05 6.99172e-05 -2.89791e-06 -0.000523637 -0.00108066 0.000184593
internal_weight=33.6117 13.967 19.6447 18.4593 17.9701 2.56696 1.63127 15.4031 14.919 0.889635 0.391436 14.5041 11.4846 3.01949 1.1333 1.88619 13.254 11.3159 1.93815 1.97896 1.17242 0.711219 9.33691 9.0794 8.1615 7.45187 7.10681 1.8814 1.14969 5.22542
internal_count=2900 1930 970 937 903 122 99 781 745 73 55 727 625 102 46 56 1881 1799 82 466 59 47 1333 1312 1264 1144 1131 270 207 861
is_linear=0
shrinkage=0.00196078


Tree=891
num_leaves=31
num_cat=0
split_feature=13 16 10 13 20 18 9 10 6 22 23 19 23 14 12 5 22 5 23 9 23 9 10 20 23 22 9 22 20 10
split_gain=0.0382741 0.304148 0.246566 0.28252 0.143761 0.249864 0.218361 0.188305 0.115768 0.1508 0.112865 0.112041 0.179849 0.110192 0.0940859 0.174564 0.265804 0.126654 0.0912975 0.125857 0.123622 0.178547 0.154333 0.153948 0.14947 0.136237 0.127866 0.151153 0.109882 0.110272
threshold=112.82921081865001 19.974953289850003 66.318885161900013 113.85351336640001 38.441102963850007 13.373311100250001 192.79514127745003 64.434276012450013 16.135377000500004 -0.053019999999999991 0.25847000000000003 14.251149826300002 0.10371000000000001 151.37567628355004 96.350437043050007 21.197160116700001 -0.101965 21.324133279950001 0.11906000000000001 192.53043113735001 0.093295000000000031 194.04304600165003 62.041548276350007 41.726652433350004 0.10273500000000002 -0.062629999999999991 197.19111486365003 -0.11420499999999999 40.166811829450005 62.020040611300011
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 10 3 -2 5 6 11 8 9 -6 -1 12 -5 -10 -15 16 -16 -17 20 -20 22 25 28 -24 -23 -22 27 -25 -19 -30
right_child=2 -3 -4 4 7 -7 -8 -9 13 -11 -12 -13 -14 14 15 17 -18 18 19 -21 21 24 23 26 -26 -27 -28 -29 29 -31
leaf_value=0.00096661507299237624 -0.092878497891000222 -0.08180266833922295 0.060408250236844888 -0.070373416670177089 0.00092610659160708786 0.083550136092498867 -0.046817376157249992 -0.077159045558435321 -0.070684217270426813 0.070588772328072466 -0.10146295935384181 0.087255298026436126 0.1012319154422114 0.046096250921526777 0.029425253999534409 0.062405980823947729 -0.067389318095089273 -0.065390102865580321 0.015014815541852923 -0.080582508270392192 -0.056521172215425054 0.064849656951174214 -0.094690674429581206 0.015098938356582606 0.0044976748257323472 0.017605756133995898 0.028356819055286853 -0.094374876756766299 0.0032961370341637788 0.06775155885153715
leaf_weight=8.6536292318496901 0.31557895330524566 0.48319742328021753 0.72758718952536661 0.15629898453334934 0.76677108654985204 0.57664328534156073 0.49276871816255152 0.31687763347872611 0.23322333493160741 0.52248672291170517 0.10892837738970307 0.29204071522690356 0.10024077445268631 0.40410060033172968 0.41423058230429888 0.33914447273127724 0.89912397996522286 0.20064736824133511 0.24420462964917522 0.31581919808559178 0.42777348676463589 0.97684395711985395 0.34062065606121883 0.21853130869567394 0.70764337263972266 0.58977344522281805 0.37955134668663959 0.29826522016810486 2.0292190629338624 0.30537019064649928
leaf_count=1842 34 49 33 52 38 23 26 36 25 37 39 18 3 15 15 13 50 22 16 33 29 42 23 6 35 33 19 39 239 16
internal_value=0.000397744 -0.0045658 0.00377428 0.000571011 0.0029212 0.0307411 0.00149828 -0.00119696 0.00107101 0.0291577 -0.000306699 0.0448984 -0.00332006 -0.00281259 -0.00107136 -0.00326556 -0.0368541 0.00271725 -0.000160538 -0.0388962 0.00319011 0.0195171 -0.00850493 -0.0374625 0.0394961 -0.013557 -0.0157152 -0.048083 0.00562375 0.0117271
internal_weight=22.8371 9.24576 13.5914 12.8638 12.5482 1.61799 1.04135 10.9302 10.6133 1.28926 8.76256 0.54858 0.25654 9.32409 9.09086 8.68676 1.31335 7.37341 7.03426 0.560024 6.47424 2.70203 3.77221 1.23697 1.68449 1.01755 0.896348 0.516797 2.53524 2.33459
internal_count=2900 1930 970 937 903 122 99 781 745 75 1881 73 55 670 645 630 65 565 552 49 503 139 364 87 77 62 64 45 277 255
is_linear=0
shrinkage=0.1


Tree=892
num_leaves=31
num_cat=0
split_feature=22 17 17 22 22 22 3 15 6 3 17 20 22 21 23 23 13 15 20 9 21 14 22 20 21 17 4 20 8 22
split_gain=0.0326272 0.098633 0.111987 0.132041 0.146516 0.10656 0.0839606 0.177539 0.106758 0.13055 0.104111 0.0732691 0.0564569 0.125603 0.242916 0.130364 0.172374 0.113203 0.0922256 0.0937835 0.119919 0.0885946 0.0882248 0.200858 0.146774 0.238316 0.301566 0.151878 0.14314 0.130483
threshold=-0.25167499999999993 192.49174628505003 173.06150329755005 -0.58892999999999995 -0.50001499999999999 -0.46029499999999995 92.751805500450018 33.005488016050009 13.775321858200002 81.589327342850012 195.53954078470002 36.173488152900006 -0.11600999999999999 8.5501791199000028 0.093295000000000031 0.085880000000000026 116.55003687120002 22.863620006050002 44.269496632500008 65.407743180450012 17.650944895250003 234.77501868895004 -0.088099999999999998 42.027086531450003 12.567475366050003 197.94573456765002 172.73046293330003 36.82350895510001 8.9430209551500024 -0.085734999999999992
decision_type=2 2 2 2 2 2 2 2 2 2 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 6 7 8 9 10 -3 -1 13 17 15 16 18 21 -15 20 -20 -2 23 24 25 26 -14 -28 29 -24
right_child=12 5 3 4 -6 -7 -8 -9 -10 -11 -12 -13 22 14 -16 -17 -18 -19 19 -21 -22 -23 28 -25 -26 -27 27 -29 -30 -31
leaf_value=0.029263798535203778 -0.10220420937787511 0.090715692684566085 0.058143091221925694 -0.10156986617628816 0.025199204314739865 -0.10648468198920231 -0.08381249137959082 0.095276899485608885 -0.10288774131430092 0.074415474375221585 -0.10068663721473446 -0.10376865998128243 0.034222425983601326 0.067771870149325633 -0.089666879041237435 0.077177346227825128 -0.088372898620445658 0.035309397221879361 -0.10121720616013669 0.055451642414302255 0.010401249915215913 0.0032371448568654822 0.043179895344246259 -0.043234965694717353 0.05887977473099576 0.039666554602962367 -0.001436224760813151 -0.10598225759131455 -0.052239558455006635 0.0020796981619066106
leaf_weight=0.060962137303707253 0.098523968379598315 0.03648552778759051 0.49260217309324617 0.14023558031840366 0.26058771360794708 0.17345693044603627 0.15962647824198939 0.14216748913167976 0.14683982820133679 0.13431062956806272 0.12853229052552706 0.12902124701827233 0.38184435479343626 0.23142922155238899 0.31138568508185915 0.22943348588887591 0.20426839993524482 2.1303868593277002 0.15789126700474299 0.16942207997999503 0.24656117594713578 0.41678086595072728 0.8289493327579337 1.4779697924429909 0.40554134402191255 0.65190924351270485 0.19326734713899896 0.49448830040637404 0.45512105751913701 11.331258488190871
leaf_count=13 50 4 48 29 41 40 15 8 18 12 97 50 19 30 29 11 32 206 126 36 45 173 65 170 22 69 26 41 76 1299
internal_value=0.000357453 -0.0118159 0.00863933 0.0234651 -0.0191533 -0.0358673 -0.0194907 -0.00203902 -0.0330479 0.0012131 -0.0583675 -0.061081 0.00155284 0.0118918 -0.0107091 0.00913445 -0.00632885 0.0251361 0.0144819 -0.00700856 -0.0331727 -0.0169228 -0.00112177 -0.014918 0.00475788 -0.00799178 -0.037039 -0.0766036 0.00282071 0.00488146
internal_weight=22.4213 2.00483 1.08341 0.893425 0.400823 0.921419 0.747962 0.588336 0.446168 0.299328 0.165018 0.189983 20.4164 4.19608 1.55039 1.23901 1.00957 2.64569 0.805304 0.573875 0.404452 0.515305 16.2203 3.60502 2.12705 1.72151 1.0696 0.687756 12.6153 12.1602
internal_count=2900 375 181 118 70 194 154 139 131 113 101 63 2525 738 309 280 269 429 237 207 171 223 1787 347 177 155 86 67 1440 1364
is_linear=0
shrinkage=0.1


Tree=893
num_leaves=31
num_cat=0
split_feature=6 6 0 9 15 3 20 9 2 0 6 5 20 6 18 16 10 20 9 5 17 22 17 21 23 23 23 16 23 20
split_gain=0.0984135 0.285944 0.175527 0.213135 0.274454 0.36721 0.225201 0.220625 0.236085 0.210883 0.206716 0.373168 0.286066 0.262304 0.32087 0.230682 0.249059 0.404088 0.215655 0.185981 0.175233 0.159861 0.234557 0.147784 0.147675 0.13142 0.128035 0.265565 0.209763 0.325485
threshold=13.665319288000001 13.775321858200002 93.972365491700018 206.50942114985003 29.049007317550004 83.605670940650015 40.380906245900007 213.24207352880003 159.92742394165003 86.530713386650021 16.455384477450004 22.443872254700004 40.823855932350007 16.285380505300001 13.809421053700001 19.214955067100004 66.697957758300021 37.360990606650006 206.50942114985003 20.206488238950005 193.73902333365001 -0.08756499999999999 200.83528241485001 6.7005777103000002 0.12064000000000002 0.13635000000000005 0.09642000000000002 22.604947139800004 0.088105000000000017 42.280042771400005
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=-1 -2 9 4 6 -6 -4 -5 -9 19 13 12 -12 15 -15 23 20 -18 -16 -3 -17 -22 -23 -11 26 -26 28 -28 -21 -30
right_child=1 2 3 7 5 -7 -8 8 -10 10 11 -13 -14 14 18 16 17 -19 -20 24 21 22 -24 -25 25 -27 27 -29 29 -31
leaf_value=-0.00016902813526422503 0.0013984845848084193 0.0014150852068018588 -0.00021458248679428693 -0.0017639266648725985 0.0015225783671698951 -0.0016687908988096639 0.0012027496707873171 0.00090278602116475575 -0.0015375811269052646 0.00045978785391663669 -9.8799381237877802e-05 0.001122718499923248 -0.0020456419435699157 0.0017520165701143415 -0.00042136765260565497 -0.00033256979305617277 0.00067452455190692318 -0.0014981884543519544 0.0011889958957844887 4.7847593525149287e-05 -5.1947817704201113e-05 0.0018212303577186918 0.00036949284622413159 0.0018832137438540134 -0.0020401965808612178 -0.0003553539891731339 0.001151378150587506 -9.1415905154641877e-05 -0.00014997566634026476 -0.0018247059669137698
leaf_weight=6.1303208471306325 0.64294284372590738 0.32504429970868542 0.91453189260573686 0.65285083939670563 0.1794659390579908 0.60902294056722894 0.81520950375124812 0.35898665151034947 0.26486179043422453 0.68336462305160039 0.72961907438002416 0.51260188501328219 0.48179105937015265 1.1668213652446868 0.68385955598205306 1.0863988231867554 0.54449119116179623 0.8319516516639851 0.60044457681942731 4.9052166816372811 0.95045007020234962 0.70731656858697656 1.0831277619581667 0.47558700595982373 0.2604187263677894 0.5623560176754836 0.98040508549456751 2.0293516555830138 1.3502429159198075 0.66636093625857018
leaf_count=1334 34 13 49 76 6 80 31 24 40 36 26 18 30 25 22 32 19 56 26 484 29 26 35 16 26 32 40 95 81 59
internal_value=5.45e-05 0.000107092 7.44194e-05 -0.000314517 1.63486e-05 -0.000942411 0.000453392 -0.000967134 -0.000133299 0.000142698 0.000341277 -0.000279668 -0.00087308 0.000462736 0.00100772 0.000252787 7.65929e-05 -0.00063871 0.000331518 -4.61746e-05 0.000333844 0.000597987 0.000943003 0.0010439 -9.03404e-05 -0.000888628 -2.42068e-05 0.000313415 -0.000171012 -0.000703369
internal_weight=32.1854 26.0551 25.4122 3.79493 2.51823 0.788489 1.72974 1.2767 0.623848 21.6172 10.5378 1.72401 1.21141 8.81381 2.45113 6.36269 5.20374 1.37644 1.2843 11.0794 3.82729 2.74089 1.79044 1.15895 10.7544 0.822775 9.93158 3.00976 6.92182 2.0166
internal_count=2900 1566 1532 306 166 86 80 140 64 1226 396 74 56 322 73 249 197 75 48 830 122 90 61 52 817 58 759 135 624 140
is_linear=0
shrinkage=0.00196078


Tree=894
num_leaves=31
num_cat=0
split_feature=6 6 0 23 0 19 21 0 15 5 9 18 10 7 12 7 18 10 16 15 9 17 23 23 20 0 23 23 14 23
split_gain=0.103176 0.295999 0.158991 0.305471 0.22504 0.276154 0.243552 0.193697 0.342214 0.227058 0.14687 0.1411 0.167553 0.137756 0.235399 0.200992 0.255499 0.197525 0.127264 0.239565 0.124036 0.122918 0.120434 0.1834 0.147181 0.118348 0.180509 0.231586 0.212084 0.208832
threshold=13.665319288000001 13.775321858200002 94.047642319350018 0.094625000000000029 96.055920542800024 12.851036860900001 0.89219292875000011 93.262612545250008 30.046989284200006 18.152162791050003 206.50942114985003 17.166139419800004 90.988176966900014 24.373474566200006 217.21823064915003 25.396105459650006 16.402557800150003 79.535345331150026 17.654958715000003 20.310401204950004 213.24207352880003 186.93621306220004 -0.22125500000000001 0.082620000000000013 44.527357125550004 86.530713386650021 0.081815000000000013 0.083905000000000021 244.99684607285005 0.11112000000000002
decision_type=2 2 2 2 2 2 2 2 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 7 4 5 -4 -7 9 -9 -3 -6 13 18 17 15 -15 -17 22 19 -13 -12 -5 24 -24 -1 -11 -27 -28 29 -29
right_child=1 2 3 21 10 6 -8 8 -10 25 20 12 -14 14 -16 16 -18 -19 -20 -21 -22 -23 23 -25 -26 26 27 28 -30 -31
leaf_value=0.0013584264585255409 0.0014004793066654223 -0.001333221664629286 0.0013358876559908101 -8.0628143524902074e-05 0.00087144203825800131 3.3873683329922004e-05 -0.0017749940281743418 0.0014711933439209627 -0.00042780920937824301 -1.8630837050258133e-05 -0.0012378312470772801 0.0007583159698834771 -0.0013587726340198861 -0.0012598414551931276 -0.0015574802206547093 0.00069190139690660912 -0.0013119876088087147 0.0012193094240418097 0.0019708341903470054 -0.0012722246100553708 0.00047283161459574225 -0.0017432004123029256 -0.0017369057847915717 -3.429239582213126e-05 -0.00090513659305346014 0.00088584760017870019 -0.0010487895876491889 -0.00038593615041070069 0.00060194734776525705 0.00083959247345175741
leaf_weight=0.30168228727416124 0.66799759562127548 0.41984106041491998 0.23803119785770777 0.23283674777485419 1.1744913297006858 0.50944357318803646 0.65300216485047713 1.0369190820492793 0.56290182337397698 10.155169630100319 0.29233673936687399 1.0124285877072905 0.20345725875472442 0.5425856298352304 0.76773227664307331 0.93341218890282085 0.3315058318435149 0.42827119029607263 0.2055167105863801 0.28663161889562605 0.36821689130738378 0.64340869471197948 0.38453745255538041 0.66193643150472781 0.17421796636335785 1.6099553286621793 0.56251708418130864 2.3766634677303959 3.3784162164956797 0.68971184859401535
leaf_count=33 34 19 15 19 36 23 93 31 32 830 18 147 306 105 166 99 105 53 9 50 25 71 124 91 46 85 20 78 116 21
internal_value=5.72685e-05 0.000112408 7.78584e-05 -0.000274446 3.68005e-06 -0.000588253 -0.000982255 0.000147529 0.000803024 9.28883e-05 0.000455434 -0.000168918 0.000311275 -0.000350139 -0.000647864 -0.000261507 0.000166728 4.29153e-05 0.000537108 0.000310287 -0.000284245 -0.00130142 -0.000288025 -0.000659935 0.000529779 0.000124783 0.000293791 0.000157764 0.000263075 -0.000110281
internal_weight=31.8058 25.5719 24.9039 4.11177 3.23552 1.40048 1.16245 20.7921 1.59982 19.1923 1.83504 6.23392 1.70803 4.52588 2.57524 1.8075 1.26492 1.95065 1.50458 1.29906 0.660554 0.876245 1.52237 1.04647 0.4759 18.7724 8.61726 7.00731 6.44479 3.06638
internal_count=2900 1566 1532 300 210 131 116 1232 63 1169 79 1334 512 822 475 309 204 347 206 197 43 90 294 215 79 1150 320 235 215 99
is_linear=0
shrinkage=0.00196078


Tree=895
num_leaves=31
num_cat=0
split_feature=13 16 3 13 5 22 5 23 19 9 23 0 21 2 22 17 23 23 20 10 21 16 9 21 20 17 16 2 23 6
split_gain=0.0346369 0.270948 0.216886 0.20279 0.13088 0.123821 0.115529 0.165363 0.222045 0.297568 0.151912 0.130898 0.190761 0.129659 0.104157 0.103801 0.151297 0.103166 0.09619 0.192718 0.182817 0.263154 0.174828 0.171805 0.157548 0.15628 0.195956 0.129664 0.108042 0.161259
threshold=112.82921081865001 19.974953289850003 89.227236891450005 113.85351336640001 19.812684199800003 -0.053019999999999991 21.197160116700001 0.083415000000000031 14.451165964200003 192.79514127745003 0.12424000000000003 86.530713386650021 6.338788634150001 147.87428232835001 -0.092864999999999989 201.59899553070002 0.090640000000000012 0.25847000000000003 42.131954243650007 61.987779113750001 11.007427546000001 22.704946905950003 195.39349636155001 1.8462237188500004 43.45354240915001 189.90635174060003 22.604947139800004 95.580212559300023 0.083185000000000023 16.575387281250006
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 17 5 -4 -5 -2 7 -6 14 -10 11 18 15 -12 -9 16 -13 -1 19 20 21 -8 -21 -20 25 26 -25 -28 29 -26
right_child=2 -3 3 4 6 -7 10 8 9 -11 13 12 -14 -15 -16 -17 -18 -19 23 22 -22 -23 -24 24 28 -27 27 -29 -30 -31
leaf_value=0.00079867160989078266 0.078264918419085006 -0.079177135478769992 -0.086262305627209171 0.051359346975253108 0.033039066090547152 0.005782647880018121 -0.082340301515357928 -0.023559543723725082 0.059566968552437094 -0.048434978614659147 0.016257854339287624 -0.012433101424599578 0.065133173207383058 -0.077235468598842838 -0.092790147610756879 -0.032702388857397617 0.053607578999453689 -0.10134909130228607 0.051632594554150528 0.073829059462727872 0.048696888651433706 0.0077343428136681554 0.004008156120588976 0.077231804689487676 -0.071285608649187718 -0.09036018658692381 0.021470999990863313 -0.10350919116253038 0.035054413990271441 0.04518229677957112
leaf_weight=8.6481210731121774 0.58341798977926373 0.4591579202970032 0.26621191478488881 0.51375137455761333 0.48194353468716089 0.39542568591423233 0.54353976646734403 0.34212720673531294 0.46007189992815234 0.57262608467135578 0.23726799662108611 0.66416290146298729 0.8730562962591647 0.3957426455890527 0.5956980506889521 0.4608350071357562 0.72621253738179803 0.10001697388779085 0.33183301642566254 0.70755924821060012 0.39596889773383726 0.80427017045440152 0.72720864007715136 0.16289011045864776 0.334748054956435 0.54271854113903828 0.13480685628746869 0.216053025018482 0.50467326807847712 0.18435017984393198
leaf_count=1842 30 49 32 28 23 24 102 15 17 28 18 36 25 30 33 30 27 39 20 40 20 68 43 44 45 73 9 40 29 41
internal_value=0.000405316 -0.00429925 0.00369704 5.76465e-05 0.0019864 0.0489841 -0.000238565 -0.0194671 -0.0323088 -0.000319594 0.00503164 0.00862676 0.0266007 -0.0421919 -0.0675342 0.00842826 0.0220609 -0.000369178 -0.000131808 0.0112948 -0.0110405 -0.0285906 0.0384405 -0.0151893 -0.0258486 -0.0529395 -0.0134087 -0.0554895 0.00210757 -0.0299237
internal_weight=22.3665 9.2073 13.1592 12.1803 11.9141 0.978844 11.4004 2.45247 1.97052 1.0327 8.9479 8.31489 2.72427 0.633011 0.937825 1.85121 1.39038 8.74814 5.59062 3.17855 1.74378 1.34781 1.43477 2.41207 2.08024 1.05647 0.51375 0.35086 1.02377 0.519098
internal_count=2900 1930 970 916 884 54 856 116 93 45 740 692 118 48 48 93 63 1881 574 273 190 170 83 301 281 166 93 49 115 86
is_linear=0
shrinkage=0.1


Tree=896
num_leaves=31
num_cat=0
split_feature=9 9 23 2 22 9 20 6 5 10 2 22 23 17 9 8 2 19 15 18 5 17 15 23 22 23 22 22 4 20
split_gain=0.0332329 0.0911782 0.123177 0.0648382 0.0984746 0.0613345 0.167403 0.173146 0.135567 0.0581447 0.0745367 0.0493801 0.0857057 0.109901 0.0641545 0.0487954 0.0820238 0.0587256 0.0593561 0.126685 0.0907597 0.101181 0.0710002 0.154976 0.0686455 0.0613945 0.144452 0.148959 0.177415 0.0766989
threshold=215.80505313260002 217.37165979795003 0.072890000000000024 357.36576196840008 -0.037524999999999996 210.97856947250003 41.558544840500012 14.925348728400001 14.828620505300002 78.962703749400006 173.78410684300005 -0.0086649999999999991 0.090390000000000012 194.42005702145002 223.24918598180003 8.8430989333000021 77.807238814800016 14.651182102100002 44.34858359035001 13.278511569200001 24.301614351200005 193.63201810280003 42.670190152050004 0.094165000000000013 -0.026349999999999998 0.11308000000000003 -0.033594999999999993 -0.08459499999999999 222.56810966585002 41.43512228960001
decision_type=2 2 2 2 2 2 2 2 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 5 -5 15 7 8 -7 11 -11 12 14 -14 -4 17 -17 18 22 -20 24 -22 25 -24 -21 -1 27 28 -27 -28
right_child=1 2 9 4 -6 6 -8 -9 -10 10 -12 -13 13 -15 -16 16 -18 -19 19 20 21 -23 23 -25 -26 26 29 -29 -30 -31
leaf_value=-0.00088713759987774749 0.065969097712532537 -0.10150953436066386 0.016061507744097623 -0.10204517983646542 0.029911810170332839 0.047234386246560262 -0.078898081525821645 0.045060735907251667 -0.07305941764264498 0.029343391128394614 -0.1010389532970105 -0.017234522411271359 0.064948862884519828 -0.066295050204411385 0.080178854189993487 0.0058333498933755591 -0.073628215309966896 0.034320725567041029 -0.079894882816406956 -0.08079107999563287 0.075781042476826571 -0.011658996750298647 -0.014418563041007377 0.073603318540162735 0.0021925721728340395 0.067185288396805015 0.086786562260629488 -0.068651328482864246 -0.03263454814417853 0.017389734370353377
leaf_weight=13.932535453618888 0.27930306751841172 0.10357152478582055 0.28448402541835061 0.15018521194247114 0.090711825459037665 0.12782793313999607 0.36228353155706827 0.45852868352085352 0.35074115456154686 0.080329656625167334 0.096541395844269573 0.27723284051899111 0.10332660016138107 0.16680226163589396 0.34567501647688914 0.29941265455272414 0.22945949314453173 0.5509452045080242 0.27461480231340718 0.1984008795407135 0.221585801045876 0.32855866607860662 0.38120323952171098 0.42085425974801183 0.20034601367660798 0.37027206722996198 0.36280846223115826 0.2647386853768694 0.34299380580236516 0.28387136336505137
leaf_count=1919 33 30 32 59 24 24 59 32 46 31 58 33 14 37 29 20 37 32 83 28 16 36 28 19 12 21 22 27 32 27
internal_value=0.00035538 0.0136274 0.00360028 -0.000785896 -0.0523557 -0.000163563 -0.0211708 0.0011467 -0.0409284 0.0116381 -0.0418231 0.0196683 0.0310321 -0.0160931 0.0512332 0.00129906 -0.0286423 0.0021723 0.00116495 -0.0200806 -0.00276998 0.0235599 0.0027539 0.0317681 -0.0390969 0.00125807 0.0196543 -0.00459228 0.0191841 0.0563236
internal_weight=21.9401 1.73727 1.45796 20.2029 0.240897 19.962 1.29938 0.937098 0.478569 1.35439 0.176871 1.17752 0.900288 0.270129 0.630159 18.6626 0.528872 18.1337 17.5828 1.22351 0.948891 0.550144 16.3593 0.802057 0.398747 15.5572 1.62468 0.978005 0.713266 0.64668
internal_count=2900 297 264 2603 83 2520 161 102 70 234 89 145 112 51 61 2359 57 2302 2270 175 92 52 2095 47 40 2048 129 80 53 49
is_linear=0
shrinkage=0.1


Tree=897
num_leaves=31
num_cat=0
split_feature=13 16 3 13 22 22 5 13 20 0 22 9 16 16 15 15 16 8 20 5 21 17 20 16 12 2 22 9 15 12
split_gain=0.0851202 0.389998 0.368126 0.302887 0.186177 0.194095 0.227459 0.148445 0.344131 0.272576 0.203641 0.208048 0.177796 0.35459 0.259699 0.193331 0.195148 0.182708 0.154977 0.18527 0.15421 0.144189 0.142309 0.139356 0.19658 0.152646 0.157423 0.356588 0.137477 0.136213
threshold=112.82921081865001 19.974953289850003 89.227236891450005 113.85351336640001 0.20327000000000003 0.13860000000000003 19.861308675400004 109.72404167800001 38.238138001450004 93.442739239950015 -0.033594999999999993 191.40721473735002 19.154955207400004 18.684956306450005 29.049007317550004 27.992471162000005 15.919962772200003 7.7439566930000003 39.344049039350004 15.299679811400003 1.2219980417000003 234.67375690460003 41.24714903835001 13.534968349350001 176.04981466085005 187.77144079505004 0.06041500000000001 205.70977008025002 23.304416445750004 173.79571344070004
decision_type=2 2 2 2 2 2 2 2 2 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 5 6 -5 8 10 -9 11 -1 13 14 15 16 23 22 -16 -20 28 -19 -18 24 -10 26 27 -25 -12 -24
right_child=2 -3 3 4 -6 -7 -8 9 12 -11 20 -13 -14 -15 18 -17 17 21 19 -21 -22 -23 29 25 -26 -27 -28 -29 -30 -31
leaf_value=0.0001346964050933588 0.0011288815409289006 -0.0015403582183911759 -0.0017010889946464244 0.0012558636146177734 0.0013193021433170425 -0.0010283036025410771 6.3160983549131203e-05 3.5621414661279682e-05 -0.0019787449030562567 0.0017241010973766365 -0.00098526981216548221 -0.0018984382069441074 -0.0015936654288339768 0.0013152819194438671 0.0013146256494170002 0.001362272742799158 0.001390072138354931 -0.0017757799846596545 0.00092934737394636852 -0.0020192082025349387 -0.0019861543252854504 0.0003970218993412324 0.00040097004153842521 0.00043282731477647457 2.5759818379106105e-05 0.00099643446168677392 0.0013459017848932175 -0.0016341933396536413 0.00096422754828022852 -0.0014781672721297754
leaf_weight=0.2555150852497261 1.3593653501011456 0.65077769028721455 0.36415524396579968 0.6421041467692693 0.47293632900982707 0.59447370449197556 14.43096490046173 1.211605556794894 0.2187098965364348 0.52767165401019145 0.20641195284372216 0.79733597234189801 0.23332439200021404 0.88433170941425476 0.084765034087467828 0.44775014100014221 0.22137821471551411 0.55416088964557275 0.09853562357602641 0.48617962901334977 0.13415667790286534 0.14899337477982044 0.32752790828817524 1.161936418979167 1.3439024412855358 1.2433951897692166 0.33165681591344753 0.4432941190607379 0.4263013981289987 0.27103299427835736
leaf_count=169 54 49 32 26 30 29 799 65 159 17 86 158 21 48 7 23 15 96 13 100 34 14 60 90 426 123 33 30 19 75
internal_value=6.08287e-05 -6.18223e-05 0.000148098 6.73178e-05 0.000107216 7.06282e-05 0.000113969 1.79629e-05 -7.13417e-05 0.000547882 -0.000845213 -0.00140502 9.43154e-05 0.000141953 1.41656e-06 0.000117542 2.85974e-05 -0.00058203 -0.00116313 -0.00152232 -7.66437e-05 -0.00131538 4.68675e-05 0.000224689 -0.000254799 0.000460283 0.000116097 -0.000137993 0.000328237 -0.000449918
internal_weight=30.5747 12.7107 17.864 16.5046 16.1405 15.6675 15.0731 12.0599 10.3206 1.73928 1.81972 1.05285 8.50087 8.26755 7.38322 6.71374 6.26599 1.52309 0.66948 0.584715 0.76687 0.703154 0.819939 4.74289 1.56261 3.18028 1.93689 1.60523 0.632713 0.598561
internal_count=2900 1930 970 916 884 854 825 1881 1799 82 466 327 1333 1312 1264 1144 1121 260 120 113 139 110 150 861 585 276 153 120 105 135
is_linear=0
shrinkage=0.00196078


Tree=898
num_leaves=31
num_cat=0
split_feature=9 13 3 21 20 20 20 21 12 8 21 17 7 20 9 0 0 18 17 13 14 22 7 10 21 4 15 17 22 22
split_gain=0.0300999 0.064678 0.0889441 0.0494804 0.061664 0.0407494 0.113636 0.0911565 0.0777843 0.124709 0.143318 0.0949892 0.193633 0.092973 0.0877861 0.155876 0.204799 0.112471 0.105687 0.0989557 0.137045 0.172707 0.140222 0.120563 0.120481 0.109704 0.21086 0.124122 0.106287 0.267003
threshold=37.256168974800005 96.209162656250015 66.676450093250011 20.770927814650005 50.264779514000004 43.19689381845 43.061965423550006 8.2405299936000009 309.23973140915007 4.9461400813500012 12.749485150050001 203.93111730270002 25.823591744850003 41.811877919650009 187.70546222865002 85.839779647100016 86.692020874450009 13.340835220050002 187.59608338195002 117.68187774410002 256.83105351225004 -0.068524999999999989 22.169188248350004 61.923256118600001 15.440607301650003 300.08337548235005 43.758818131150008 188.31851043910004 -0.081474999999999992 -0.090694999999999998
decision_type=2 2 2 2 2 2 2 2 2 2 2 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 8 -8 9 10 -2 13 -13 -10 15 18 -17 -18 -11 23 22 -22 -21 -16 25 26 28 -27 29 -25
right_child=5 -3 3 -5 -6 -7 7 -9 11 14 -12 12 -14 -15 19 16 17 -19 -20 20 21 -23 -24 24 -26 27 -28 -29 -30 -31
leaf_value=-0.10045988540617377 -0.10064798216053072 -0.10106680733414056 0.03104476860591451 0.10032446782063663 -0.10036675937027809 0.010481802256634384 -0.091298590581730066 0.0085702002133454403 -0.016252574203024308 0.023454025773625934 0.063676132810054784 0.045585394876217614 -0.091585390175552353 -0.098089081915349055 0.078937467981894216 -0.044205110769128655 0.095012920950903065 0.0064238103770566397 0.093267908071250544 -0.0078603206609765205 -0.058172782865289353 0.055761447337207642 -0.10278083261656945 0.00086175689721680365 -0.054939459592943274 -0.06049316761038423 -0.091104034892539112 0.035007716575390202 0.011249233585453587 -0.064151398208866797
leaf_weight=0.075750031541903406 0.22789955153349595 0.090447178314207122 0.1403050541284756 0.062450295314192772 0.047898093005642295 3.6720570251100062 0.24692226055503752 0.14510601627989672 0.29669624092866687 0.49353285264805835 0.069189612605441653 0.3525954865035601 0.14532461412636621 0.26089577223820015 0.20416745007969339 0.57662200098275185 0.22505840426310897 0.39454490157277178 0.38677348039345816 0.28591523684735765 0.22609308904793579 0.32328719700308284 0.34154181415215135 4.0830098507724415 0.36753008501546069 0.14910953737671739 0.25159822762270856 1.5588897045913652 5.3680220080739103 0.74732816338565022
leaf_count=197 283 67 62 7 63 558 43 22 59 29 19 36 69 42 10 30 15 53 22 29 24 23 21 337 36 34 47 177 417 69
internal_value=0.000375394 -0.0262382 -0.00550296 0.023194 -0.00239974 0.000893806 -0.00109222 -0.054333 0.000111763 0.00181737 -0.0623783 -0.0261954 0.00555027 -0.0545437 0.00301063 0.0221895 -0.00131388 0.038602 0.0541276 0.000146817 -0.0275967 0.00887272 -0.0595281 0.00271166 0.00146917 0.00317438 -0.000665942 0.0266704 0.00156521 -0.00919679
internal_weight=21.8166 0.416851 0.326403 0.250653 0.188203 21.3997 17.7277 0.392028 17.3356 16.2801 0.297089 1.05551 0.49792 0.557592 15.983 2.07653 1.19623 0.619603 0.880306 13.9065 1.17684 0.54938 0.627457 12.7297 12.5255 12.158 10.45 1.708 10.1984 4.83034
internal_count=2900 396 329 132 125 2504 1946 65 1881 1675 302 206 105 101 1373 149 98 68 51 1224 97 47 50 1127 1117 1081 870 211 823 406
is_linear=0
shrinkage=0.1


Tree=899
num_leaves=31
num_cat=0
split_feature=16 16 7 10 23 19 19 19 6 6 0 5 22 17 17 6 7 7 17 22 19 7 3 9 20 0 5 6 20 6
split_gain=0.0946494 0.170568 0.200907 0.1647 0.116379 0.137551 0.0959653 0.0937229 0.192996 0.263589 0.191372 0.20669 0.173415 0.17558 0.240322 0.197326 0.171064 0.186394 0.161527 0.151799 0.215049 0.207499 0.155802 0.237627 0.138188 0.126356 0.174655 0.122477 0.196243 0.14206
threshold=11.934972090850001 9.6249774926000011 25.762580120700004 90.988176966900014 -0.22253999999999999 10.650859343850001 11.050891619700002 11.950964240300001 13.665319288000001 13.825323026450002 93.972365491700018 19.385335982600001 0.048530000000000011 192.00356210945003 201.59899553070002 14.755344756250002 24.052187734100006 24.803585171000005 205.63493178080003 0.20327000000000003 13.351077205700003 24.052187734100006 84.062708822850013 39.105802538700004 33.151194885250007 93.262612545250008 18.092020786850004 12.455291015900002 48.008184682100008 11.995280267800002
decision_type=2 2 2 2 2 2 2 2 2 2 2 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 -5 27 19 -10 25 12 13 15 -15 16 -12 -18 -16 20 21 22 23 -9 -23 -11 -27 29 -29 -2
right_child=7 4 3 6 -6 -7 -8 8 9 10 11 -13 -14 14 18 -17 17 -19 -20 -21 -22 24 -24 -25 -26 26 -28 28 -30 -31
leaf_value=-0.0016443784984872809 0.00044373594499032374 0.00098297803001950513 0.001142933878699596 -0.001970997001310332 -0.0019792649581272092 -0.0019977983953711892 0.0012584719741271693 -0.00095101945913513963 0.0012404783867747931 0.00011673907945611665 0.00047892277105552488 -0.0017305797092885516 0.00089412293968621059 -0.0020237736345055605 0.00053298614146933359 0.0011083206843656016 -0.0020301371895742396 0.00011087047159971405 -0.0013280242527903493 0.00055065814343940877 0.00017873803804230662 0.0013211086689741633 -0.0013667728509974757 0.0017471488033688196 -0.0016185536699281893 0.0014117479186767697 -0.00010565767915072552 -0.001482133825530068 0.0011447683510632624 0.0018833392100259575
leaf_weight=0.19517593486580398 1.5195888904145278 0.1481242303725594 0.53352387101040222 0.12458145444338697 0.34246720987027857 0.099503248900873587 0.049405466561438516 0.23422403255245061 0.77782596065663057 18.745421761835139 0.49000996618997328 0.3652142764040035 0.49492685706354667 0.47053786012111209 0.43630369775928557 0.48331039585173119 0.34680669504450634 0.28465021029114723 0.3044209744912223 0.57244440088879844 1.0146329364215487 0.065101323178168857 0.26300821044424083 0.27033025783021003 1.1053508485347263 0.69373319903388508 0.50315033062361181 0.27583476768995741 0.18113616853952408 0.31883483636192966
leaf_count=77 194 17 55 208 203 35 14 38 41 1098 22 73 28 55 18 15 32 14 32 50 95 18 92 13 225 26 31 61 6 14
internal_value=6.29176e-05 -0.000419052 0.000116835 0.000602688 -0.00123881 -0.000214777 -0.00105395 8.6728e-05 5.54176e-05 0.000117384 8.03975e-05 -0.000330688 -0.000176274 -0.000364399 -0.000927955 6.09642e-05 -0.000390407 -0.00106501 -0.000231847 -0.000373439 -0.000552598 -0.000935483 -0.000143203 0.000494606 -0.00145505 0.000156177 0.000773855 0.000467591 -0.000440871 0.000693404
internal_weight=31.7096 1.49278 0.902687 0.707511 0.590095 0.247627 0.173987 30.2168 27.9214 24.3963 23.6185 3.67618 3.31097 2.81604 1.21126 1.60478 1.12147 0.631457 0.740725 3.52509 2.95265 1.93801 0.767563 0.504554 1.17045 19.9423 1.19688 2.29539 0.456971 1.83842
internal_count=2900 609 354 277 255 52 222 2291 2016 1485 1444 289 216 188 105 83 68 46 50 531 481 386 143 51 243 1155 57 275 67 208
is_linear=0
shrinkage=0.00196078


Tree=900
num_leaves=31
num_cat=0
split_feature=12 7 6 0 18 20 18 15 14 7 6 20 12 17 14 13 17 3 7 6 21 23 22 22 23 22 5 23 20 23
split_gain=0.0344539 0.0509067 0.143225 0.0938595 0.0810336 0.132817 0.0940305 0.0530105 0.0444152 0.155138 0.193845 0.184023 0.163054 0.213803 0.144029 0.136834 0.191355 0.137898 0.136569 0.178581 0.108101 0.0907654 0.0851736 0.231251 0.191622 0.118005 0.228326 0.136099 0.216615 0.15972
threshold=92.695913642950003 23.564264519350004 14.515339148550002 96.811377277450006 13.030213775350001 38.052786106700005 13.5538556217 31.000143748900005 202.65261526855002 24.292705381350004 14.055328400500002 38.592454371550012 121.97235442175001 191.06791329340004 204.50376127325003 117.48293184245001 181.49225329600003 93.883646373400012 22.620341628000002 16.525386113000007 5.4921205192500002 0.094165000000000013 -0.068524999999999989 -0.055714999999999994 0.12424000000000003 -0.040019999999999993 21.072315829300003 0.09495000000000002 41.028010303750008 0.088395000000000015
decision_type=2 2 2 2 2 2 2 2 2 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 -6 -7 9 11 -11 21 13 15 -10 16 -13 -17 19 -14 -15 -2 24 -24 -16 26 -25 29 -29 -27
right_child=8 2 -4 -5 6 7 -8 -9 14 10 -12 12 18 20 22 17 -18 -19 -20 -21 -22 -23 23 25 -26 27 -28 28 -30 -31
leaf_value=0.029099685868371219 0.089608703516918298 0.060090174227807373 -0.10451525648276483 -0.036898366417444463 0.067527067416495515 -0.026415755162489098 -0.011926525535755827 -0.1030473749336973 -0.072943600245435655 0.017381050416159016 -0.0711391858940989 0.041956988096115332 -0.10451587129525344 -0.016293340579467016 -0.0029189251313974742 0.057204700744092188 -0.092453627640883385 -0.012965144685083745 0.05807892116935566 0.041813888998144991 -0.094193925961316816 0.027223114128284123 0.056336267538866426 0.032333723211416074 -0.074774633447608985 0.0081270429734941942 -0.095607861163885879 0.066278007397421887 -0.0058428841083987861 -0.048245760868749141
leaf_weight=0.25603909540223202 0.44152985146502288 0.15284056100063015 0.20442950489814393 0.28740419874839063 0.28274568996857852 0.17902268379111774 0.31477283335334505 0.18208540318300948 0.2753348823171099 0.49872290758776205 0.49087100641918369 0.18181558801211473 0.13812565212356254 0.36500665589119297 8.1207481058455642 0.70469861570745684 0.25373596956342226 0.46477446878270712 0.85660690524673555 0.21050400303283823 0.34793852743132447 0.49429461437102873 0.89294633197823703 0.24090853626944397 0.38890086663198609 1.7164812416690112 0.33132417307388096 0.7996869611902182 0.86900464513996667 0.71069309045941498
leaf_count=22 73 8 20 47 17 23 24 19 36 71 56 48 10 22 1359 28 20 27 38 36 22 29 61 27 54 403 22 80 84 114
internal_value=0.00038179 -0.0126332 -0.0353458 -0.00322668 -0.000578714 -0.0259935 0.0256709 -0.0650565 0.00160431 0.00929056 -0.0265279 0.0172398 0.00676981 -0.00874258 -0.00131493 0.0114988 -0.0363456 0.0293177 0.036604 -0.0161614 -0.0543112 0.0566572 8.6699e-05 0.00971107 -0.00620281 0.000792277 -0.0417448 0.00673512 0.0287196 -0.0083793
internal_weight=21.654 1.85934 0.644674 0.440245 1.21467 0.617147 0.597519 0.361108 19.7947 5.44862 0.989594 4.45903 3.52321 2.31797 14.346 1.60502 0.435552 1.16947 1.20524 0.34863 0.712945 0.935824 14.0707 5.56104 8.50965 4.6681 0.572233 4.09587 1.66869 2.42717
internal_count=2900 180 75 55 105 64 41 42 2720 480 127 353 251 167 2240 123 68 55 84 46 44 102 2204 791 1413 730 49 681 164 517
is_linear=0
shrinkage=0.1


Tree=901
num_leaves=31
num_cat=0
split_feature=15 21 15 6 6 18 20 22 8 13 18 3 3 10 18 18 15 13 15 20 20 15 22 23 22 2 7 8 17 6
split_gain=0.0303546 0.0879397 0.0444474 0.056139 0.0875833 0.076732 0.0376918 0.153441 0.152937 0.151092 0.144869 0.165021 0.237131 0.209703 0.173807 0.145849 0.122067 0.128865 0.125007 0.129121 0.121488 0.194269 0.112518 0.111101 0.103022 0.101568 0.192178 0.101519 0.0993442 0.154682
threshold=11.896459116400001 17.123843457500005 12.389956812050002 4.9151148409000003 2.7550643716500001 16.118666550000004 40.166811829450005 -0.060760000000000002 8.9430209551500024 117.54207792135001 14.752187928300001 88.727183679150016 89.227236891450005 68.214248143850014 14.481714598550003 14.827897399500001 29.593577021650002 108.61908538635001 24.511023953300004 44.921040431000009 40.621691032550004 40.128253618400009 -0.069554999999999992 0.088990000000000027 -0.0023999999999999998 210.09551210720002 23.282607548150004 9.5425530862500008 204.13511856875002 15.955372794750003
decision_type=2 2 2 2 2 2 2 2 2 2 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 -4 7 22 9 -9 11 13 -13 -8 16 -12 17 18 19 -15 21 -14 27 -17 28 26 -26 -5 29 -22
right_child=2 -3 3 6 -6 -7 10 8 -10 -11 15 12 20 14 -16 23 -18 -19 -20 -21 24 -23 -24 -25 25 -27 -28 -29 -30 -31
leaf_value=-0.10066147150409675 0.050596514391529304 0.020138185264674775 0.097675416783090024 -0.018350896401210088 -0.10050907834643995 -0.10024129513461431 -0.087315118251353241 0.0067578559886861374 -0.066306922112805006 0.065637540489194526 0.092639203872124556 0.090440673192574386 0.086495715765501621 0.094898758629302415 -0.10306623833483049 0.034145196987700181 -0.067392703631386094 0.076040467411836454 -0.07931999804844625 -0.023979382172188046 0.040887443744929135 -0.005783759759105285 -0.097458221029387893 -0.010193849712949199 -0.069153743456215902 -0.092902353197144433 0.064859212421677012 0.061905505034323162 -0.049273957412418773 -0.002661708027637232
leaf_weight=0.11053222850606204 0.17733491009858227 0.13250856219383422 0.056194755929939499 3.5457667769624104 0.1339589426721659 0.03007166950175133 0.46377472910898987 2.4990725937855167 0.23751195983641071 0.52788329136092205 0.28384375790483263 0.30714471087412576 0.4121348477783594 0.15737353230360873 0.16527831389976189 1.4437659192117283 0.17920608000713401 0.30000870442017913 0.16159872688876931 0.21784063880295435 0.94449764344608933 0.51099692622665316 0.17225933982990671 0.92860453781577224 0.24948059414645651 0.23768832565292541 0.18737456819508225 0.16494405202683982 0.37939171003381478 5.976638895646829
leaf_count=281 36 22 11 469 219 65 62 245 25 35 20 19 26 11 26 230 29 10 37 56 78 27 27 169 85 42 9 15 34 480
internal_value=0.000338105 -0.0348001 0.000743775 0.000320258 -0.0499019 0.0286835 0.000855755 -0.00501669 0.0109631 0.0170261 0.00396333 -0.00116082 0.00405257 -0.0303333 -0.00796249 0.0248951 0.00750814 0.0235482 -0.00578813 0.0258809 0.00107066 0.0354147 -0.0184511 0.0167898 -0.00290473 -0.0402959 -0.0116733 -0.0147834 0.000550083 0.00328126
internal_weight=21.2947 0.243041 21.0516 20.8743 0.220225 0.0862664 20.6541 7.14744 3.26447 3.02696 13.5066 10.8504 9.20535 1.64508 1.18131 2.65621 1.01603 0.836822 0.536813 0.375214 8.8982 0.923132 3.88297 2.37237 7.97507 0.674543 0.436855 3.71071 7.30053 6.92114
internal_count=2900 303 2597 2561 295 76 2266 816 305 280 1450 1031 800 231 169 419 143 114 104 67 781 53 511 399 728 136 94 484 592 558
is_linear=0
shrinkage=0.1


Tree=902
num_leaves=31
num_cat=0
split_feature=16 16 7 10 23 18 23 23 22 12 15 21 16 6 15 18 23 12 2 2 16 2 13 17 7 20 23 7 6 5
split_gain=0.0960971 0.138284 0.176933 0.140005 0.0913208 0.0939415 0.0855547 0.297641 0.191796 0.224383 0.165185 0.14522 0.136143 0.380509 0.245663 0.221981 0.326292 0.254621 0.265501 0.188321 0.135921 0.210262 0.210353 0.159457 0.188782 0.347782 0.164371 0.157544 0.133743 0.247696
threshold=11.934972090850001 9.6249774926000011 25.762580120700004 90.988176966900014 -0.22253999999999999 14.732667293750003 0.088565000000000019 0.089335000000000012 -0.23871499999999998 221.35139589120004 37.576156502300009 5.3110029590500014 22.654947022900004 16.505385645700006 35.34809845485001 13.197799034350002 0.087530000000000011 178.88951783280001 219.74617996645003 325.75432260090003 20.394952307700002 181.83510701155004 111.42314721645 177.83257937300002 24.673428656250003 36.30367149775001 0.076825000000000018 24.891451065550005 14.755344756250002 13.999568943650003
decision_type=2 2 2 2 2 2 2 2 2 2 2 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 11 9 10 -2 -8 14 -14 19 -16 17 -17 -19 20 21 22 23 -10 25 -25 27 -26 29 -9
right_child=6 4 3 -5 -6 -7 7 28 12 -11 -12 -13 13 -15 15 16 -18 18 -20 -21 -22 -23 -24 24 26 -27 -28 -29 -30 -31
leaf_value=-0.0016089271234838306 -0.00051645493557227683 -0.0015785152517749667 0.0011668331953960467 -0.0010884307907454975 -0.0019788221728512666 0.0010868483636296965 -0.0022359823337034066 0.00054195676246441486 0.0010803146245075615 -0.0019943107317436457 0.0015371675701868481 -0.00037811478479816778 0.0014779226305572509 -0.00020565628203638713 -0.0012066590366676922 0.00091008825107953019 -0.0016928967715205212 -0.0012707413742004522 0.00037485111471181475 -0.0012636455385306887 0.0010104129701218676 0.0007938072529649348 -0.0014399233779024501 0.0010868482545077984 0.00083134652770179248 -0.0012647014420442233 0.00074603546961479967 -0.0020082243650713836 0.0001476854978780828 -0.00063658971321105024
leaf_weight=0.1841294994565057 0.66713281165357574 0.10331445750489365 0.42421087094908216 0.1410079722604678 0.2914786961300706 0.10009578996414348 0.32824714727030269 0.95871877435138175 0.61421234861609164 0.31168152227473911 0.19448813260532916 0.31890657453914173 1.1443988784449168 0.94013100902520808 0.72325654077576507 1.2054855679161853 0.3853805161488707 0.63161766721168511 0.93488845562387723 0.25837514566956077 1.3139869032893328 2.197423632724167 0.34065337905576587 0.33546490650041982 0.1270064366981386 0.86603471116177388 1.2422905736912069 0.18387692862779659 10.618014409250462 2.4069149533897871
leaf_count=77 120 32 55 222 203 20 20 129 89 77 8 24 49 53 35 32 29 41 64 76 65 225 104 19 6 124 84 36 500 282
internal_value=6.28575e-05 -0.00047083 6.03924e-05 0.000604201 -0.00127519 -0.000266921 8.55607e-05 -2.04394e-05 0.000191655 -0.000568628 -5.2904e-05 -0.00132046 0.000258005 0.000718622 0.000173483 -0.000226823 -2.37219e-06 0.000232656 -0.000288654 0.00038118 0.000440034 0.000313155 2.84307e-05 0.000176907 -2.45266e-05 -0.000608137 0.000426941 -0.000848163 3.97245e-05 -0.000300874
internal_weight=30.4928 1.24424 0.749348 0.565219 0.494889 0.20341 29.2486 14.6308 14.6178 1.1733 0.861621 0.647154 13.4445 2.08453 11.36 3.88063 3.15737 2.77199 1.56651 7.47932 7.22095 5.90696 3.70954 3.36889 2.75467 1.2015 1.55317 0.310883 13.9836 3.36563
internal_count=2900 609 354 277 255 52 2291 955 1336 205 128 44 1131 102 1029 201 166 137 105 828 752 687 462 358 269 143 126 42 911 411
is_linear=0
shrinkage=0.00196078


Tree=903
num_leaves=31
num_cat=0
split_feature=8 9 13 12 18 0 9 18 17 0 10 2 23 9 23 20 19 16 2 0 5 15 21 16 13 21 4 17 13 4
split_gain=0.0739275 0.117343 0.125094 0.148109 0.128227 0.147987 0.209285 0.196542 0.23064 0.132845 0.294662 0.338498 0.232101 0.297145 0.221659 0.147118 0.13204 0.202951 0.126496 0.117708 0.239974 0.110102 0.120062 0.100672 0.448759 0.192123 0.23762 0.338201 0.214616 0.188961
threshold=1.7486353823000003 44.114531459200009 95.870416931800023 225.59153217100001 17.108018746400003 98.615332683000005 187.70546222865002 15.606027545000002 199.55131508320002 96.055920542800024 71.090898343450007 200.56137765870002 0.088990000000000027 208.47660979520001 0.07870000000000002 36.625813070500008 12.150980378200002 16.514961380800003 90.278415124550008 97.483491810050012 16.069922422900003 19.215947067900004 12.151864830850002 19.214955067100004 109.72404167800001 7.6170491423000009 250.44545574145002 171.87233581170003 109.72404167800001 191.71186625420003
decision_type=2 2 2 2 2 2 2 2 2 2 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 9 -7 -8 18 10 21 15 14 19 -11 -12 -6 -18 -9 -14 -21 22 -4 25 -25 26 27 -23 -28 -29
right_child=1 2 4 -5 16 6 7 8 -10 12 11 -13 13 -15 -16 -17 17 -19 -20 20 -22 23 -24 24 -26 -27 28 29 -30 -31
leaf_value=-0.00048337119952914632 0.0012463528069388162 -0.0019770656455345712 -0.0017071145687267985 -0.00017444087961132704 0.0015682837395010218 0.00088625293024095851 -0.0019980127411571942 0.0014563360888868206 -0.0017527309201061901 -0.0001096119428209915 0.00028499989533134398 0.0010564067880771001 0.0012999717417164056 -0.0016124214233062914 0.0014947300532615578 -0.0020025792470884764 -0.0013170176359267346 0.0011544985952234076 -0.00032082121582592148 0.0011298433904733509 -0.0013877710578229056 -0.0013387181921993274 0.0010413980355272947 -0.0020319353487439017 9.6172393968867525e-05 0.0010222942129575218 -0.0020157679367288879 -5.1279150720249346e-05 0.00038614530493292522 0.0017996982046152537
leaf_weight=0.96248001331571487 0.32180872993922349 0.24261203397009268 0.24967515323898481 0.6310444488281064 0.44285104447044332 0.33951693336712097 0.39717917857342389 0.22791063145268686 0.31995463898056187 0.47789928421843741 0.12981263836263568 0.23732000739255454 0.38453250261954941 0.36789429749478586 1.077813984476961 0.6458217875479022 0.22062468086369336 0.30340909669757821 0.47475106589263305 0.2985223134746775 0.28408009780105203 0.28504816103941555 0.080904239239316666 0.38900840323185804 18.42630945835117 1.2607779723348356 0.33838171062234312 0.33804076688829809 0.24773205949531985 0.56891524262027815
leaf_count=496 24 200 76 156 24 23 79 12 74 29 14 27 14 36 44 129 26 23 47 23 20 106 11 33 899 120 58 24 29 24
internal_value=5.15405e-05 6.86961e-05 5.59308e-05 -0.000675025 7.80932e-05 5.37205e-05 -0.000496706 -0.000827414 -0.00037276 9.08392e-05 4.14469e-05 -0.000992746 0.000487205 -0.000112562 0.00100189 -0.00161972 0.000780067 0.00011396 0.000255606 0.000457978 -9.77591e-05 8.8668e-05 -0.00103446 0.000105657 5.21736e-05 0.0004368 2.16542e-05 0.000524278 -0.00100055 0.0011098
internal_weight=30.9726 30.0102 29.6883 0.873656 28.8147 27.8478 1.75931 1.4198 1.02262 26.0885 23.1977 1.01295 2.89074 1.33503 1.55571 0.775634 0.966885 0.524034 0.702662 0.967135 0.582602 22.1848 0.330579 21.8542 18.8153 3.0389 1.77812 1.192 0.586114 0.906956
internal_count=2900 2404 2380 356 2024 1951 235 212 133 1716 1550 170 166 93 73 143 73 49 59 57 43 1380 87 1293 932 361 241 154 87 48
is_linear=0
shrinkage=0.00196078


Tree=904
num_leaves=31
num_cat=0
split_feature=13 3 16 13 20 18 9 19 23 6 22 17 16 7 6 3 4 21 21 0 21 15 9 2 13 3 5 20 17 20
split_gain=0.150031 0.385764 0.294889 0.258336 0.194159 0.218976 0.214757 0.210423 0.258441 0.1471 0.218431 0.169066 0.504959 0.294847 0.211683 0.205507 0.262308 0.208385 0.193871 0.18911 0.178465 0.179097 0.246347 0.231143 0.323256 0.249337 0.173493 0.211478 0.166295 0.154489
threshold=112.82921081865001 89.227236891450005 19.974953289850003 113.85351336640001 38.441102963850007 13.373311100250001 193.60452210450003 14.251149826300002 0.10371000000000001 15.955372794750003 -0.040019999999999993 195.76335783930003 22.604947139800004 23.699538637550003 16.375382608200002 93.077108934250006 248.34582299520005 11.790993765850002 10.217949747400001 86.530713386650021 14.941253073700002 42.385947950200006 199.68228938305 116.16618105335002 117.54207792135001 93.883646373400012 30.372394345600004 40.621691032550004 188.16174763880002 41.028010303750008
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 -2 -1 -3 5 6 7 8 -5 10 -6 13 -13 14 -11 -16 20 18 26 -14 21 22 23 25 -25 -17 27 -18 -27 -19
right_child=1 3 -4 4 9 -7 -8 -9 -10 11 -12 12 19 -15 15 16 17 29 -20 -21 -22 -23 -24 24 -26 28 -28 -29 -30 -31
leaf_value=-8.7948108201394122e-06 0.0011612298403767076 -0.0015931922224984405 -0.001404046758151133 -0.0014272183314980355 4.4120956646376947e-05 0.0016191651760510467 -0.00074819550486507423 0.0017906694822294967 0.0019935452767270326 -0.00089452789114232215 0.0016609825135478048 -0.0011340468298827264 -0.00038140646851093316 0.0015005967444109342 0.0010297104923349279 0.00097390596791682488 0.00042372802515946854 -0.00018984191234269046 0.0013525600892475959 0.00098323836408712784 0.0011735975259203801 0.0010427580849099016 -0.0014216887197402209 0.00067064688224535577 -0.0020614432904836376 -0.0012863975458451847 0.00098763014886860188 -0.0020202035070960678 0.00066035929881834313 -0.0020536533991255997
leaf_weight=12.56871996375952 1.481374866329136 0.33342139782507629 0.61068498273380178 0.23902124287451376 0.81707069394178689 0.68550625769421447 0.50710132834501565 0.44248098647221923 0.13169982098042965 0.82976031156431052 0.52936248877085634 1.6791136812826146 0.67707985721062847 0.57178552227560508 0.89664402697235335 1.3201884208247081 0.21870917524211086 0.26428572117583815 0.28072281417553313 0.92217021202668548 0.72165743767254742 0.65482569055166084 0.453269058591104 0.29870344125993131 0.376198186801048 0.40594497331039736 0.2087176091663423 0.36052185243170243 0.28866046760231256 0.48432206944198697
leaf_count=1881 54 32 49 53 31 22 24 19 3 47 24 82 39 22 29 40 17 13 17 32 26 30 53 35 32 39 22 56 11 66
internal_value=8.37308e-05 0.00020501 -7.34456e-05 0.000114202 0.000151494 0.000720052 0.00025323 0.000877705 -0.000211981 6.54871e-05 0.000679805 -3.94278e-06 -0.000383033 0.000139984 4.34983e-05 0.000151102 2.67791e-05 -0.000602343 -4.66224e-05 0.000405484 0.000279751 0.000109902 -8.44559e-05 0.000140895 -0.000852253 0.000473573 -0.00054511 -0.00109741 -0.000477375 -0.00139566
internal_weight=30.2597 17.0803 13.1794 15.5989 15.2655 2.00581 1.3203 0.813202 0.370721 13.2597 1.34643 11.9133 3.27836 8.63492 8.06313 7.23337 6.33673 1.81728 1.06867 1.59925 4.51945 3.79779 3.14296 2.6897 0.674902 2.01479 0.787949 0.579231 0.694605 0.748608
internal_count=2900 970 1930 916 884 121 99 75 56 763 55 708 153 555 533 486 457 191 112 71 266 240 210 157 67 90 95 73 50 79
is_linear=0
shrinkage=0.00196078


Tree=905
num_leaves=31
num_cat=0
split_feature=9 23 10 10 10 2 5 6 2 22 9 20 21 0 5 18 16 2 18 10 9 10 3 21 21 20 23 3 15 13
split_gain=0.0300604 0.0850281 0.0696991 0.0725793 0.111249 0.0685173 0.0639624 0.0953626 0.0585407 0.0910044 0.0512519 0.141212 0.161384 0.0833439 0.0747204 0.06745 0.0477738 0.134413 0.0801988 0.105942 0.137579 0.11356 0.0830591 0.0790521 0.142798 0.0809716 0.0755251 0.068287 0.0696946 0.217093
threshold=215.80505313260002 0.072890000000000024 78.962703749400006 62.55235532115001 64.071334164850015 173.78410684300005 18.725555412050003 16.245379570700006 357.36576196840008 -0.037524999999999996 210.97856947250003 41.558544840500012 1.8881760204500002 94.418649541350007 15.638369309050001 14.708525021850003 11.934972090850001 285.16564649850005 15.653972037550002 75.645146416450004 187.70546222865002 75.403185184700007 80.043463917850019 6.9100674136500011 10.738578069800001 41.941595803500007 -0.15517999999999998 81.968399939250006 28.566186095050004 109.57886493895002
decision_type=2 2 2 2 2 2 2 2 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 -3 -5 -4 -6 -8 10 -10 16 12 15 -14 -15 -12 17 -1 19 21 22 27 -21 -20 -25 -26 -19 -18 -29 -30
right_child=1 2 5 4 6 -7 7 -9 9 -11 11 -13 13 14 -16 -17 18 26 23 20 -22 -23 -24 24 25 -27 -28 28 29 -31
leaf_value=-0.073762813940997332 -0.063746516180887267 -0.015647282752708585 0.025696696318751801 0.10072927409508679 0.043025446086907837 -0.10092702665639115 -0.079179473706292858 0.034105430346248786 -0.10186334964652839 0.028519775618283075 -0.0083041903512669334 -0.074885802465837203 0.064540638530205752 0.047396034894366335 -0.05589451860702295 -0.10315389227997303 -0.0559342287222718 0.067898685087309382 0.042379563791437536 0.043684177701594107 -0.094525586892302407 0.066212233052253613 -0.1008895757118785 -0.084617518140350248 -0.025309058360183434 0.063748323068397103 -0.053343490165810081 0.016028764093675395 -0.048159849897157485 0.0018825313943594841
leaf_weight=0.29092931556091528 0.132175827179707 0.3081168880307813 0.081842981799695624 0.2321038417285306 0.54858574492391199 0.089427528235773934 0.12948054250591667 0.17438651703560026 0.1379578695553505 0.087477130395199221 0.14006078476086148 0.3373651334159149 0.32903923117555678 0.12721076040179469 0.15582343876303639 0.16133654658119667 0.2116971440846126 0.15670057294119033 0.92744215696791232 0.17761770460492776 0.26485679190955125 0.26729767955839712 0.051191146951168776 0.16133821903349599 0.17677615046341089 0.24165163215366192 0.076442742268454822 2.6389708051042353 0.93671732199072621 11.631169015401609
leaf_count=398 35 36 32 15 64 61 32 22 59 24 11 59 20 20 22 29 55 24 182 44 64 18 73 41 21 59 76 446 138 720
internal_value=0.00049675 0.0132707 0.0197797 0.0271829 0.0393508 -0.0404189 0.0226388 -0.0141663 -0.000603773 -0.0512699 -1.68789e-05 -0.0195976 0.000821512 0.0303166 -0.0094702 -0.0590768 0.00132805 -0.0284268 0.00220972 0.000154471 -0.0454585 0.00159 0.0113389 0.0242723 -0.0046936 0.0261236 0.028146 0.000469707 0.00125492 -0.00184726
internal_weight=21.3832 1.69612 1.56394 1.39267 1.08456 0.171271 0.852453 0.303867 19.6871 0.225435 19.4616 1.25084 0.913471 0.612073 0.283034 0.301397 18.2108 0.524073 17.6867 16.1795 0.493666 15.6859 0.228809 1.50721 0.579766 0.418428 0.233143 15.4186 15.2069 12.5679
internal_count=2900 297 262 169 133 93 118 54 2603 83 2520 161 102 62 42 40 2359 498 1861 1558 181 1377 117 303 121 80 100 1359 1304 858
is_linear=0
shrinkage=0.1


Tree=906
num_leaves=31
num_cat=0
split_feature=13 3 16 13 5 23 15 22 6 20 17 2 8 13 20 3 22 16 7 15 15 5 9 20 16 6 5 7 16 12
split_gain=0.0739956 0.368742 0.290276 0.232856 0.167381 0.14462 0.138062 0.134003 0.132101 0.125732 0.14864 0.244112 0.124975 0.178022 0.353169 0.253684 0.221836 0.213518 0.328548 0.272439 0.224841 0.215469 0.205658 0.192664 0.182919 0.21021 0.280629 0.203995 0.191108 0.222192
threshold=112.82921081865001 89.227236891450005 19.974953289850003 113.85351336640001 19.812684199800003 0.25847000000000003 37.965550269150008 0.20327000000000003 16.015374196650004 36.514114975300011 185.98603786385004 92.716362671650018 8.6432548896500023 109.57886493895002 38.238138001450004 86.130133125200004 -0.033594999999999993 18.634956423400002 24.734108155950004 28.452330424200003 28.321365561200004 15.299679811400003 191.40721473735002 37.360990606650006 15.919962772200003 11.585270688000001 17.949654459650002 22.372035319250003 13.534968349350001 176.04981466085005
decision_type=2 2 2 2 2 2 2 2 2 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 5 -3 -5 6 12 9 -2 10 11 -6 13 14 16 -15 22 19 -19 20 24 -21 -1 -17 28 27 -27 -26 29 -16
right_child=1 3 -4 4 7 -7 -8 -9 -10 -11 -12 -13 -14 15 17 23 -18 18 -20 21 -22 -23 -24 -25 25 26 -28 -29 -30 -31
leaf_value=0.00015700801958149358 0.00031845237223078287 -0.0016129370701246462 -0.0014118424818619546 0.0010402446776831644 0.0017669797720374376 -0.0019958635582249255 -0.0015659279432592753 0.0012127794063140332 0.0015869642061594879 -3.4949351947492986e-05 0.0018309504487692377 -0.0020532132945709912 -0.00098857814708701417 0.0017097230857261935 -0.0019871187647636048 0.0012814226305925031 -6.2756138341825551e-05 -0.00047808979217657315 0.0016168678175298905 0.0010928783620243795 0.0018971309488315527 -0.0019977953712068614 -0.0020290232161279272 -0.00049037029654512782 -0.0020012681158904548 -0.0020018925117559648 0.00035893878529321782 0.00066717968265154559 0.00051304804139293422 4.0014218503945884e-06
leaf_weight=0.21863726108676929 0.50214606290683395 0.31828117354689212 0.58543388551333997 0.66920267255045374 0.12560663570183983 0.13804864792774729 0.20706056279596019 0.36243330589786715 0.84973964653909206 12.928082207912665 0.30729767261072993 0.13178089354914846 0.43126067837147353 0.59347648452967305 0.25480594823579661 0.35609566369384971 0.76890135612495203 0.44022950401995309 0.83128608716651797 0.10992173655540671 0.26474734256044019 0.41093369034206262 0.68028630003755097 0.69939525547579251 0.13241514928813536 0.55982747615780681 0.29589885463792598 0.65487830317397311 3.3186827084136894 1.3958911310178335
leaf_count=162 24 32 49 28 10 39 42 29 30 760 17 40 43 17 154 20 128 34 27 14 5 88 126 39 36 71 35 110 266 425
internal_value=4.63202e-05 0.000135411 -6.17691e-05 4.61175e-05 8.24733e-05 1.59847e-07 2.19861e-05 3.62132e-05 0.00111579 4.60905e-06 0.000910272 -0.000188936 4.84642e-05 8.57765e-05 -9.66241e-06 0.000684081 -0.000835964 0.0001493 0.000891543 2.17286e-05 0.000125281 -0.00134554 -0.00149733 0.000107387 5.434e-05 -0.000512825 -0.00118555 0.000218373 0.000241861 -0.000303353
internal_weight=29.5427 16.1946 13.3481 14.8427 14.5244 12.7627 12.6246 13.8552 1.35189 13.4928 0.564685 0.257388 12.4176 11.9863 10.3373 1.64897 1.66782 8.66952 1.27152 7.398 6.87715 0.520855 0.898924 1.05549 6.6124 1.64302 0.855726 0.787293 4.96938 1.6507
internal_count=2900 970 1930 916 884 1881 1842 856 54 827 67 50 1800 1757 1681 76 416 1265 61 1204 1102 102 288 59 1097 252 106 146 845 579
is_linear=0
shrinkage=0.00196078


Tree=907
num_leaves=31
num_cat=0
split_feature=13 23 8 18 19 16 19 0 13 10 23 6 18 13 9 7 20 17 15 8 16 12 16 5 5 12 13 20 16 23
split_gain=0.118774 0.219744 0.16631 0.157833 0.136709 0.209342 0.131462 0.115899 0.180099 0.189503 0.143713 0.118076 0.104625 0.121963 0.102665 0.0864834 0.0816063 0.135976 0.115898 0.100019 0.0952673 0.260922 0.215721 0.215966 0.161942 0.176792 0.149737 0.130944 0.173998 0.104841
threshold=95.870416931800023 0.079785000000000009 2.9476996444500005 17.140917755100002 12.150980378200002 16.514961380800003 12.451004585100002 98.615332683000005 99.19872809730002 81.524804347700012 0.099010000000000029 11.3952662486 14.708525021850003 73.376087754350024 189.78071820640002 25.967949918250003 35.337501601400007 185.01807150455002 35.645792850250011 6.2451263653500009 15.919962772200003 207.71672397260002 17.844958270700005 26.225713454500006 16.222050829800004 94.472960382900013 99.962250206350021 42.467547400400008 13.894967507500002 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 12 7 -5 -6 -3 16 9 11 14 -9 -1 -14 -10 -12 17 19 -19 -2 21 24 23 26 -18 -26 -22 -27 -29 -24
right_child=3 6 -4 4 5 -7 -8 8 10 -11 15 -13 13 -15 -16 -17 20 18 -20 -21 22 -23 29 -25 25 27 -28 28 -30 -31
leaf_value=-0.0014420794503659645 -0.0019723911351580982 -0.0019900259178263517 -0.0019761144949480987 0.0015766175055398409 -0.0012999232003133472 0.0011789042803375242 0.00028603232391619522 0.0013957638303679675 0.00029665664067348628 -0.0014753819287951931 -0.0011338201979689017 -0.00035177889163141022 -0.0019917915393656469 0.00064243209312145853 -0.002001929955227983 0.00061478501919560308 0.00083589853481735724 0.00038657001742666339 0.001741371919135519 0.00021705822314053335 0.00057744988787326976 0.0012342374564641187 -0.00024894780032551567 0.00095487021892497388 0.00059749458277801807 -0.0020114851012217323 -0.0018663470109472611 -0.0020000803691559497 0.0010433708405038287 0.00012794571046310127
leaf_weight=0.12428077076038135 0.11391901861135068 0.42056235142240428 0.14361492606258242 0.50312738679349311 0.2229577474645339 0.31753425596980378 0.1270347049976408 0.41245193515351175 0.088879149421700054 0.18711745060863905 0.19124652672326192 0.23241362418048084 0.07258994806988972 0.9779836827165127 0.468509604485007 0.25208055961411446 0.49053047852794696 0.59461822200682923 0.41025909199379385 0.27115686982870102 0.11651314939809054 0.96245533838373365 3.3478717337638981 0.18345438862615993 0.3372852039301506 0.33070510582820134 0.55829086632729741 0.12338743330474244 0.17416814585885732 18.618466708783671
leaf_count=33 68 337 82 23 25 22 28 38 12 53 31 19 64 229 92 24 29 36 17 12 15 69 242 74 16 59 155 35 16 945
internal_value=6.18032e-05 -0.000417944 1.56862e-05 9.21407e-05 0.000841067 0.000156366 -0.00146201 6.46833e-05 -0.000412268 0.000261853 -0.000972724 0.000765938 0.000259165 0.000460419 -0.00163541 -0.000139544 9.75037e-05 0.000560047 0.000939692 -0.000430658 7.20349e-05 0.000442081 3.28242e-05 -0.000931548 -8.15283e-05 -0.000547613 -0.0014444 -0.00116237 -0.000218658 7.05037e-05
internal_weight=31.3755 1.86607 1.31847 29.5094 1.04362 0.540492 0.547597 28.4658 1.8327 0.831983 1.00072 0.644866 1.17485 1.05057 0.557389 0.443327 26.6331 1.38995 1.00488 0.385076 25.2431 2.41853 22.8246 0.858258 1.45608 0.965546 0.674804 0.628261 0.297556 21.9663
internal_count=2900 773 408 2127 70 47 365 2057 269 110 159 57 326 293 104 55 1788 133 53 80 1655 224 1431 244 155 126 170 110 51 1187
is_linear=0
shrinkage=0.00196078


Tree=908
num_leaves=31
num_cat=0
split_feature=13 3 16 13 5 23 22 22 21 16 16 9 7 18 17 18 21 17 23 21 22 7 23 9 16 19 22 23 6 21
split_gain=0.0676969 0.42023 0.387655 0.280127 0.180321 0.157885 0.154092 0.236225 0.1307 0.219149 0.193365 0.193826 0.340347 0.186661 0.287269 0.340266 0.257293 0.245206 0.240894 0.243392 0.227702 0.228207 0.201566 0.356055 0.200505 0.179725 0.162184 0.171196 0.275181 0.157349
threshold=112.82921081865001 89.227236891450005 19.974953289850003 113.85351336640001 19.500380888400006 0.25847000000000003 0.20327000000000003 0.13860000000000003 2.6263314141000005 22.684946952700002 22.634947069650003 202.64563922830004 23.195026784100005 13.3584252364 200.23903127160003 13.987466292050001 4.9951517063000006 188.07781354100004 0.093925000000000022 6.750392208550001 -0.25397999999999998 22.806258769100005 0.082325000000000023 196.98862600660001 22.634947069650003 14.351157895250003 -0.057185 0.09660500000000001 16.575387281250006 4.592422409250001
decision_type=2 2 2 2 2 2 2 2 2 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 -3 -5 -1 7 8 10 13 11 12 -6 17 16 -16 -15 20 19 -18 -10 26 -19 24 -24 -12 27 28 -22 -11
right_child=1 3 -4 4 6 -7 -8 -9 9 29 25 -13 -14 14 15 -17 18 22 -20 -21 21 -23 23 -25 -26 -27 -28 -29 -30 -31
leaf_value=4.5349948355348538e-05 0.0011262014169040845 -0.0016474491318013357 -0.0014890581765289023 0.0013591233671033159 -0.00036291225794990971 -0.0020035753576330834 0.001266881932653764 -0.0012623554851166673 0.0017064031752373175 0.00022482528520603701 -0.00022859498310907444 -0.00094734486887394613 0.0014168129302586673 -0.001769729569110399 0.0014390709763793469 -0.00036635173035678715 0.0011889552182945771 -0.00025605379225620721 -0.0010074091513595626 -0.00055411450639642314 -0.0012601009123043368 -0.0020380869285809059 0.0018159311040108434 -0.00035477173301590615 0.00052024379672580326 0.0012642348999494985 0.0010233412706541494 0.00060213407375229707 0.00067534351380379835 -0.001456195144434333
leaf_weight=12.768793548053504 1.4911188739351953 0.36948129393204254 0.68734773423057127 0.41234978241846221 1.0445357396092783 0.14624899232347921 0.38850984451710147 0.5362884033238523 0.22889913673862805 0.3128831658978023 0.41556828387547273 0.60658459714613844 0.68341179634444404 0.60456490455544587 0.69295480992877834 0.95373254868900403 0.57643033046770165 0.78170917544048313 1.0869458768283946 0.66135366429807618 1.0149964775773792 0.27050281122501463 1.1700812164344827 0.66704992616723746 0.75577344588236872 1.2212646361440418 0.38710807829736604 0.51257234908553084 0.39132344378594996 0.67793640673335176
leaf_count=1842 54 32 49 16 89 39 29 29 17 19 23 29 16 36 19 41 19 32 39 28 61 22 37 24 28 57 62 18 47 47
internal_value=5.12857e-05 0.000127151 -5.42153e-05 4.1658e-05 7.82502e-05 2.21481e-05 4.65151e-05 1.73462e-05 6.10083e-05 -4.29542e-05 0.000368517 6.23124e-06 0.000340978 3.8331e-05 -0.00026185 0.000393402 -0.000630197 0.0002606 -0.000333852 0.000257625 -0.000167767 -0.00033427 0.000616712 0.000879833 0.00130746 0.000885227 -0.000134406 -0.000367964 -0.000721543 -0.000925359
internal_weight=32.5183 18.9159 13.6024 17.4248 17.0553 12.915 16.643 16.2545 15.7182 11.7468 3.97137 2.33453 1.72795 10.756 4.57598 1.64669 2.92929 6.18002 2.32473 1.23778 2.8054 2.5765 3.37461 2.5929 1.92585 1.63683 2.306 1.91889 1.40632 0.99082
internal_count=2900 970 1930 916 884 1881 868 839 810 596 214 134 105 530 182 60 122 348 86 47 227 210 121 89 65 80 188 126 108 66
is_linear=0
shrinkage=0.00196078


Tree=909
num_leaves=31
num_cat=0
split_feature=6 6 5 20 7 20 18 20 16 6 23 0 5 10 0 15 6 0 23 5 7 17 17 17 22 17 17 3 3 10
split_gain=0.0700253 0.239377 0.122374 0.12536 0.120985 0.132907 0.122891 0.134511 0.216155 0.115653 0.128263 0.108499 0.163127 0.113611 0.190857 0.245752 0.204644 0.245193 0.192504 0.132156 0.105968 0.105876 0.235132 0.147614 0.192194 0.156544 0.184408 0.145542 0.276052 0.391005
threshold=13.665319288000001 13.775321858200002 13.999568943650003 36.735256530150004 23.974509389900003 34.997818021800008 14.708525021850003 44.269496632500008 18.474956797500003 11.765274893750002 0.10500500000000003 97.835679825150024 16.069922422900003 70.182199495350019 96.055920542800024 23.969938375100003 14.755344756250002 94.614906984850009 -0.087385000000000004 17.671168838450004 26.941522665750004 188.16174763880002 189.27091549140002 186.34046889365004 -0.075840000000000005 184.59783591905003 182.28951942140003 85.622014538550019 85.80214123330002 66.697957758300021
decision_type=2 2 2 2 2 2 2 2 2 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 6 -6 7 -4 -9 10 -5 12 -3 19 16 -16 18 -18 -15 -14 -7 23 -23 25 -25 26 -21 -24 -29 -30
right_child=1 11 4 9 5 20 -8 8 -10 -11 -12 -13 13 14 15 -17 17 -19 -20 21 -22 22 27 24 -26 -27 -28 28 29 -31
leaf_value=-0.0019757202670581757 0.0013428459784451754 0.0018038793277577482 0.0011614887819375208 9.1591914950083428e-05 0.00052551411737399511 -0.001431427908604218 0.0010233776895918422 -0.001710884223161221 0.0014109389188951514 0.00095311277045701339 -0.0020166767662934673 -0.0010543197041136395 0.0010564632647999967 0.00052979010771174234 -0.00089956261318119768 0.00085846562482160709 -0.0014615976942906233 0.001019976683782691 -0.0019967679402495687 0.00011769453971666704 0.00012786650582114037 0.001127867372353092 -0.0012785495060945607 -0.0015845848721852661 -5.0722822376911002e-05 0.00081901199091129998 -0.00099045843527005985 0.0016909111008775774 0.00021574432023660441 -0.0010009817432466161
leaf_weight=0.10746724840703636 0.58759767189622181 0.21181722532492742 0.14909911171707824 2.4125749004078907 0.21979052378446784 0.90633790295396444 0.32622642164642457 0.36142718408882502 0.11160346260294318 0.59857953636674199 0.11629301749553622 0.3224068693962171 0.57229797123000636 0.1436634591082111 0.47620864817872621 0.85383683152031153 0.25869523710753128 0.37494519269966986 0.60085833226912588 2.4378204387257969 0.20556812498398358 0.96135103526466892 0.27936268772464146 0.55348532378957316 0.72607397989486322 0.81286075254320156 0.75651528794332978 0.43248241755645622 10.214228119053585 1.1275389604270447
leaf_count=183 34 9 19 701 19 161 32 100 5 45 34 36 19 12 28 44 38 18 120 404 35 44 17 38 36 39 51 19 494 66
internal_value=5.95062e-05 0.000107646 -0.000138677 0.000106536 -0.000486582 -0.000867742 4.86477e-05 -0.000462472 -0.000974344 0.000178088 -5.35934e-06 7.4829e-05 9.15329e-05 7.47272e-05 -0.000300836 0.000229022 -0.000812195 6.82878e-06 -0.00150924 0.000128616 -0.00114315 9.96023e-05 0.000194653 -0.000134394 -0.000714209 5.07497e-05 -0.00014475 0.000120223 0.000153411 9.47838e-05
internal_weight=28.219 22.704 5.51497 3.23491 2.28005 1.3317 0.948356 0.62213 0.473031 3.12745 2.52887 22.1164 21.794 21.5822 2.70821 1.33005 1.37816 0.63364 0.744522 18.874 1.11191 18.3017 13.015 5.28676 1.27956 4.0072 3.19434 12.0536 11.7742 11.3418
internal_count=2900 1566 1334 963 371 215 156 124 105 780 735 1532 1496 1487 260 72 188 56 132 1227 196 1208 640 568 74 494 455 596 579 560
is_linear=0
shrinkage=0.00196078


Tree=910
num_leaves=31
num_cat=0
split_feature=16 20 10 0 16 21 13 20 13 22 13 15 0 15 15 14 10 7 6 6 13 10 5 17 21 5 21 2 20 20
split_gain=0.113025 0.172922 0.153594 0.160825 0.31918 0.283225 0.274018 0.373151 0.332814 0.183359 0.140963 0.145976 0.181552 0.133835 0.186034 0.152326 0.209509 0.207872 0.197493 0.193789 0.180207 0.189722 0.139931 0.133688 0.130271 0.249331 0.213875 0.122374 0.114841 0.215673
threshold=18.594956516900002 38.238138001450004 71.787208999250012 94.047642319350018 19.214955067100004 1.0652877397500002 112.82921081865001 37.737818700150008 113.13031812925001 -0.019444999999999997 101.53768667075001 23.163629804900005 101.23657936015002 28.452330424200003 28.321365561200004 192.04981134545002 74.986474174450009 24.176224535650004 13.665319288000001 11.865277230300002 102.76362357825002 68.579878449600017 15.299679811400003 210.48525482865003 12.260331702700002 16.579584939650001 1.2781961269500002 101.14502893930002 42.178283198950005 42.487106141350004
decision_type=2 2 2 2 2 2 2 2 2 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 9 -5 7 -6 -8 -2 11 12 -1 14 15 16 -3 -18 20 -19 21 -17 -15 28 25 -20 -27 -24 -10 -30
right_child=2 13 -4 5 6 -7 8 -9 23 -11 -12 -13 -14 22 -16 18 17 19 24 -21 -22 -23 27 -25 -26 26 -28 -29 29 -31
leaf_value=0.00077513909252981898 0.0015222812854334665 -0.0020105205509177108 0.0012418124585675996 0.00019798920301042344 0.00038297742631041677 -0.0017360101753951197 0.0018686829610358509 -0.0015513371524894443 0.00020889517092534415 -7.5368702226399196e-05 -0.0015646891091139041 0.0016329292415096558 -0.0019803475111579618 0.0011592113845173113 0.0017601996265630584 -0.0019909237106769365 0.0012000835074860146 0.00085407036769060741 0.0011009288612051724 -0.0017648659575599493 -0.0015183709101497095 9.3932473943205219e-05 0.00026372729767597919 0.0011961989031318175 0.0014640303769841241 0.0012832949704190161 -0.0012208428573889055 -0.0020120143396215946 -0.0011001212271176276 1.4790679582742831e-05
leaf_weight=0.16538713700356467 0.98068662272999063 0.32116501735436009 0.47550265869358455 0.72454814508091547 0.68617469607852644 0.48666862735990435 0.42788225971162575 0.86906678526429459 11.054435519807162 0.38445671832597372 0.54232139953091973 0.1335544810135616 0.20698511895744787 0.09998815857397847 0.23648704285733391 0.17641363636357787 0.28630297534255078 0.16203715076062508 0.74369203974492826 0.32955791243875865 0.33140161394840095 3.4420948322533604 0.12431921533425339 0.43138763681054015 0.524817035136948 0.17917365516768768 0.48903747629265126 0.33738957058085361 0.76625367555243329 5.1537346013574279
leaf_count=33 43 69 28 34 26 61 17 59 456 30 154 15 229 14 6 45 15 23 35 29 65 789 16 22 27 11 113 101 55 280
internal_value=6.53319e-05 -0.000122565 0.000139283 0.000115416 0.000155948 -0.000579095 9.14258e-05 -0.000697915 0.000160263 0.00107235 -0.000870198 -0.000125748 -0.000756513 -2.18821e-05 4.98203e-05 -8.08125e-06 -0.000678174 -0.000128098 0.000117028 -0.000901625 -0.000134457 -7.7108e-06 -0.000943817 0.000118265 0.000629928 0.000319885 -0.000549385 -0.00139925 9.08704e-05 -0.000129518
internal_weight=31.2729 8.83213 22.4408 21.9653 20.7541 1.21122 19.3889 1.55524 17.8337 1.36514 1.04825 0.505927 0.372372 7.78388 7.22218 6.98569 1.09906 0.777898 5.88663 0.491595 3.94991 3.61851 0.561697 17.4058 1.93672 1.4119 0.668211 0.461709 16.9744 5.91999
internal_count=2900 1789 1111 1083 988 95 915 85 830 73 431 277 262 1358 1227 1221 136 67 1085 52 899 834 131 813 186 159 124 117 791 335
is_linear=0
shrinkage=0.00196078


Tree=911
num_leaves=31
num_cat=0
split_feature=12 21 9 7 18 18 9 17 13 23 7 3 0 6 12 2 2 23 9 17 23 13 0 20 9 20 20 21 7 22
split_gain=0.031982 0.0484092 0.0962741 0.0737692 0.141914 0.176852 0.202784 0.0413172 0.0688003 0.0641518 0.0579596 0.0906544 0.0838583 0.0836467 0.0460409 0.145379 0.170132 0.141836 0.256702 0.187858 0.184787 0.178529 0.251165 0.185616 0.155696 0.12811 0.180612 0.12139 0.0985239 0.092728
threshold=92.695913642950003 1.0000000180025095e-35 197.89372115420002 21.118786167550002 13.030213775350001 13.5538556217 201.2906445504 166.83257850275001 120.78166996855002 -0.24701499999999998 19.041006859700005 101.23926781830001 71.249517373150013 22.585527707250005 148.24135922650004 120.54857872840002 117.02022404625002 0.089475000000000013 182.75300319265003 199.55131508320002 0.09660500000000001 109.41218053485001 96.588235252600015 40.742467179200005 194.81758439455004 39.685256516350002 41.348489042950007 1.8881760204500002 24.785467646950003 -0.068524999999999989
decision_type=2 2 2 2 2 2 2 2 2 2 2 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 8 9 -2 12 14 -9 -13 15 16 17 18 -12 20 25 22 -20 -23 -21 -19 -27 -22 -17 -16
right_child=7 3 -4 4 5 6 -8 10 -10 -11 11 13 -14 -15 29 28 -18 19 21 24 27 23 -24 -25 -26 26 -28 -29 -30 -31
leaf_value=0.051463084196314839 0.014575655078887943 0.043098988393508182 -0.036881154791708129 -0.088164390160142936 0.065312073936556692 -0.087816903164403506 0.025308835481247367 -0.010642547297936429 0.10124030973051604 -0.079330020214573083 -0.09289986191609835 -0.10182429355815277 0.081803796574960244 0.053266315687307914 -0.0085522244621059011 0.012829802898826357 -0.074030511830536827 0.022700721285941725 -0.090373197027116409 0.033602986919386665 -0.017551472239409612 0.096356285009395359 0.045807091612901918 0.027234491813520424 -0.092465501191884444 -0.10437699933717284 -0.0074928647875067249 0.039897263822626219 0.096432295074531812 0.0091212787402405494
leaf_weight=0.29409575973568536 0.11181610702419675 0.1545091628722729 0.21247206636144256 0.31264695269055642 0.23130172165110707 0.35080160904726654 0.28899670675673406 0.17809246988508931 0.034953419119119644 0.20821662612104574 0.16714685317885569 0.15062614349699188 0.21851587929631933 0.045214876532554626 7.2209165252783523 0.26392871548159735 0.2637441088372724 0.35820840804808607 0.2415187711012553 0.13131611009157484 0.50516039897820508 0.59894153726054344 0.3083418479827742 1.1056841323152182 0.38570719539711718 0.33964295970508829 0.44389343337388709 1.352756712658447 0.30255459906129545 5.0412947078227299
leaf_count=39 74 23 19 20 12 38 29 33 1 223 52 90 27 3 1112 35 26 29 33 12 30 30 46 53 50 24 29 73 28 607
internal_value=0.00067713 -0.0119207 0.0144085 -0.0218871 -0.0303694 -0.00962616 -0.036718 0.00184044 -0.0319712 -0.0465204 0.0024521 0.00167153 0.0402918 -0.0660177 0.00236811 0.00898845 0.00455922 0.0080497 0.0266737 -0.00477506 0.00482042 0.0355389 -0.0140082 0.0515213 -0.060446 -0.0268408 -0.0494897 0.0242772 0.0574813 -0.00128622
internal_weight=21.823 1.84482 0.506568 1.33826 1.18375 0.8711 0.639798 19.9782 0.354986 0.320033 19.6232 19.2266 0.396608 0.195841 19.0308 6.76855 6.20206 5.93832 2.42163 3.51669 2.99966 2.25449 0.549861 1.70463 0.517023 1.14174 0.783536 1.85792 0.566483 12.2622
internal_count=2900 180 58 122 99 79 67 2720 298 297 2422 2362 60 93 2269 550 487 461 214 247 185 162 79 83 62 82 53 103 63 1719
is_linear=0
shrinkage=0.1


Tree=912
num_leaves=31
num_cat=0
split_feature=13 8 23 13 16 19 0 22 19 2 0 10 22 2 9 23 2 9 22 9 17 21 9 21 20 13 0 2 22 22
split_gain=0.0934661 0.177375 0.15376 0.129027 0.155059 0.246721 0.149211 0.354878 0.2215 0.25056 0.147971 0.481401 0.251676 0.209741 0.196625 0.363198 0.179248 0.127964 0.41483 0.254187 0.507088 0.191532 0.190015 0.170477 0.157969 0.18566 0.250661 0.153814 0.505139 0.494671
threshold=95.870416931800023 2.9476996444500005 0.079785000000000009 96.429616222950017 13.534968349350001 11.850956171350001 98.615332683000005 -0.094344999999999998 13.351077205700003 219.74617996645003 95.762878606550018 71.090898343450007 0.049235000000000008 67.628418476450022 208.47660979520001 0.08784500000000002 114.43237721760001 204.88165762580005 -0.083794999999999994 202.37225149245003 195.44378352670003 7.6170491423000009 201.2906445504 8.7805747344500009 42.072181850200003 112.54423425685002 87.29692395375001 116.16618105335002 -0.086894999999999986 -0.16297999999999999
decision_type=2 2 2 2 2 2 2 2 2 2 2 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 10 -8 9 -9 11 17 14 -13 16 -16 -12 19 23 22 -21 24 27 -19 25 -20 -27 -7 29 -29
right_child=3 -3 -4 4 5 6 7 8 -10 -11 12 13 -14 -15 15 -17 -18 18 21 20 -22 -23 -24 -25 -26 26 -28 28 -30 -31
leaf_value=0.00024096542341356148 0.0012295700089587935 -0.0014472635208480909 -0.0016071498843966442 -0.00097995172022129467 0.0011249742094490251 0.00022516780065208239 -0.0019978407287642836 -0.0013624762296863787 0.0011883698975571242 0.00069115254868488203 -0.00022087280636214816 0.00041081099241040028 0.0014418890030526584 -0.0018746000434486409 0.00086941908697010773 -0.0020417734717178694 0.00098748534714041621 0.0010810955299891893 -0.0012965787352734973 0.00054957258556828257 -0.001697415898967287 0.00066959163026269108 0.0008469611059246006 -0.00024946123469653584 -0.0013812424940218481 -0.00076069149548228874 0.0013793402536259099 -8.375773673334995e-05 0.00024143776377319172 -0.0015189340600698104
leaf_weight=1.1631463283667915 0.3643249530432503 0.45519554129759843 0.20333666144006191 0.54594795033517485 0.83605128013732866 7.6215224377329163 0.45543631706823351 0.55984634761989471 0.41873031156137586 0.38583696354180574 0.80502809782046814 0.19747890706639637 0.77990884850441933 0.70754957596363965 0.29692590713966627 0.37017032783478498 1.1408477396471424 2.3442875539185484 0.37769569140800674 0.6693000872619439 0.91269224451389164 0.66555001182132389 1.1424726923578408 0.4396500908769666 0.60215673994389352 0.40270302025601268 0.44072857359424233 2.1480923309463993 5.2196317594898405 1.6194720738749304
leaf_count=326 33 260 187 119 60 305 103 76 26 28 37 15 47 158 21 35 52 110 32 33 39 32 35 30 50 33 23 182 296 117
internal_value=4.50113e-05 -0.000387172 -3.40395e-05 6.92583e-05 5.60914e-05 7.40138e-05 4.54151e-05 -0.000499155 1.10037e-06 -0.0005246 7.97025e-05 2.8539e-05 0.0004644 -0.00137592 0.000172643 -0.000745996 0.000487576 8.01961e-05 0.000350957 6.35113e-06 -0.000746773 -0.000230714 7.34698e-05 0.000870969 -0.00055935 -0.000154063 0.000357565 2.02633e-05 -0.000153504 -0.000700662
internal_weight=34.2917 1.82168 1.36648 32.47 32.1057 31.5598 30.7237 1.81985 1.36441 0.945683 28.9039 25.511 3.39288 0.905028 2.61297 0.667096 1.94588 24.606 5.27277 19.3332 1.58199 2.48883 17.7512 2.78394 1.82328 1.22113 0.843432 16.6087 8.9872 3.76756
internal_count=2900 773 513 2127 2094 1975 1915 233 130 104 1682 1490 192 173 145 56 89 1317 310 1007 72 170 935 140 138 88 56 900 595 299
is_linear=0
shrinkage=0.00196078


Tree=913
num_leaves=31
num_cat=0
split_feature=23 23 12 20 20 20 18 19 23 21 21 20 7 20 22 19 6 6 17 22 23 15 10 8 9 6 10 16 3 22
split_gain=0.0680358 0.112431 0.200119 0.0806719 0.13863 0.1032 0.128291 0.106531 0.0970255 0.0925874 0.126022 0.0853548 0.107121 0.104123 0.103262 0.0809603 0.296972 0.316217 0.261532 0.208064 0.192149 0.170979 0.154611 0.200953 0.135648 0.127551 0.117973 0.462257 0.336853 0.260044
threshold=-0.27223499999999995 -0.49570500000000001 151.63308792200004 49.110028829250005 47.833738492450003 45.90502654165001 14.339258036900002 11.950964240300001 -1.0000000180025095e-35 21.991168361800003 3.4240268213500005 32.785955158400007 22.535351262400003 34.542090938800008 0.68694500000000025 11.950964240300001 13.665319288000001 13.825323026450002 234.67375690460003 0.072320000000000023 0.086230000000000015 32.188927121800006 83.715897724050009 2.9476996444500005 193.75542554275003 10.855253631250003 66.697957758300021 19.974953289850003 89.227236891450005 -0.060760000000000002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 -1 4 5 11 -7 -8 -6 10 -5 12 -2 -13 15 19 18 -18 21 22 -20 24 -15 -24 25 -17 28 29 -19 -28
right_child=3 -3 -4 9 8 6 7 -9 -10 -11 -12 13 -14 14 -16 16 17 26 20 -21 -22 -23 23 -25 -26 -27 27 -29 -30 -31
leaf_value=-0.0020316231411662772 0.00043564357854797715 -0.0015732409621731862 0.0007151859898660212 0.0010395763780317296 6.0078131333852075e-05 -0.001988826662839335 -0.0012350678568181809 0.0016103969528039131 0.0013680153531888761 0.0011977840863841584 -0.0013578536522062669 0.00078746593155364238 -0.002051964111903776 0.0010565988955764569 0.001250615802339557 -0.0016941906868365038 0.0014421540246233135 0.0011627341871758301 -0.0013920445801601305 -0.0010022787944453668 0.0013511328177111526 0.00016321531396509134 0.0010903837521622744 -0.0019813573884360299 -0.0019933376054898345 0.00024264651515593463 -0.00045349310403667876 -0.0020393406943188378 4.730858694739069e-05 0.00043148397111228664
leaf_weight=0.13798378444880655 0.11361559840953717 0.26160177384417949 0.39075106576638063 0.10323553971829724 0.36894164605473634 0.21124513798349553 0.10059841162365046 0.10175136895850301 0.53319645586270681 0.092597605078481138 0.45952613872532311 0.77221843484676611 0.16067171858685469 1.2197078927802127 0.27575089239689887 0.24847710656831912 0.63625311607029544 1.1193145904690052 0.13774304118123826 0.31965541979479883 0.34173508145613596 0.32839036527730048 0.16216069804204369 0.16539739354220728 0.70211120109888725 0.27584895768450224 2.6819637209700886 0.48279438272584219 14.86285532061447 2.43610871661076
leaf_count=41 38 72 55 10 31 58 44 6 47 15 201 79 101 133 26 92 33 44 31 76 32 30 78 148 146 29 243 37 809 115
internal_value=4.58749e-05 -0.000521846 -1.64801e-06 6.11293e-05 7.66307e-05 5.21317e-05 -0.00092002 0.000195771 0.000833117 -0.000619105 -0.000918058 6.67832e-05 -0.00102154 7.77707e-05 5.70087e-05 4.44079e-05 1.41213e-05 7.97725e-05 -0.00070294 0.000437867 0.000563081 -0.00109336 0.000735393 -0.000460663 -0.00142982 -0.000675217 3.96104e-05 -0.00020527 0.000125428 -3.22602e-05
internal_weight=30.2042 0.790337 0.528735 29.4139 28.7585 27.8564 0.413595 0.20235 0.902138 0.655359 0.562762 27.4428 0.274287 27.1685 26.3963 26.1205 24.2536 22.2193 2.03431 1.86692 0.479478 1.55483 1.54727 0.327558 1.22644 0.524326 21.583 5.60087 15.9822 5.11807
internal_count=2900 168 96 2732 2506 2428 108 50 78 226 211 2320 139 2181 2102 2076 1641 1281 360 435 63 297 359 226 267 121 1248 395 853 358
is_linear=0
shrinkage=0.00196078


Tree=914
num_leaves=31
num_cat=0
split_feature=13 18 8 0 13 10 10 5 21 7 19 20 22 9 20 22 7 23 2 10 9 7 8 6 3 10 23 22 0 6
split_gain=0.0862379 0.201151 0.196433 0.190026 0.218456 0.228612 0.165292 0.169731 0.164276 0.161033 0.15785 0.161664 0.147646 0.127738 0.158762 0.117583 0.094075 0.25933 0.158405 0.161013 0.221041 0.13251 0.0902285 0.0862819 0.224476 0.218619 0.27796 0.2137 0.206591 0.24258
threshold=95.870416931800023 17.140917755100002 2.9476996444500005 98.615332683000005 98.741690215100007 81.524804347700012 84.600400448950026 7.7286379265000011 17.650944895250003 21.061418062900003 12.150980378200002 41.24714903835001 0.23643500000000003 188.53841931785004 33.151194885250007 0.20981000000000005 25.396105459650006 0.092290000000000025 146.11720701395004 64.434276012450013 204.88165762580005 25.582719811950003 8.3434888241000014 14.835346625500001 84.146051024900018 70.026268923800004 -0.089509999999999992 0.0023400000000000005 93.442739239950015 15.135353635100001
decision_type=2 2 2 2 2 2 2 2 2 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 16 5 -5 9 8 -8 -1 -3 -12 -11 -6 -15 -4 23 18 -18 -20 -21 -19 -22 24 -2 27 -27 -26 29 -25
right_child=1 10 15 4 13 -7 7 -9 -10 12 11 -13 -14 14 -16 -17 17 21 19 20 22 -23 -24 28 25 26 -28 -29 -30 -31
leaf_value=0.00095924106847225749 0.00026038490649881905 0.0016417346230846422 -0.0019811376212481961 0.00087555749361386713 0.00066468047522254866 -0.0014517010037770554 -0.001350365442325442 0.0016883874909010962 0.00093312174385983796 -0.0019939060082136209 0.00099256354248212597 -0.0011040043551960913 0.0002520326388075924 0.00098935339438430267 -0.0014751012096964544 0.00042108129685086541 0.0016833717593027593 0.00032945590970771203 0.0016334055032430342 0.0017488655061545246 -0.0015738590877164558 -0.001632558330371575 9.4577580485260411e-06 -0.00097077890390839772 0.00032383749554887304 0.00018839224454600477 -0.0017275279965100906 -0.0015458602522963846 0.0008642077472633188 0.00011949263390043215
leaf_weight=0.16734401491703355 2.6371106492879468 0.55483489506877848 0.36055062042714769 0.62334015603118986 0.15412776016455598 0.21940076012106147 0.22761857648526984 0.32887081640365068 0.25889561929943739 0.34305308648708888 0.36933517776196823 0.22912320611067116 0.16747127270537021 0.11127968819346268 1.0374059290043076 0.10008573621598771 0.59332325682043974 0.25151879314216774 0.2992316491436211 0.19210298958932981 0.24727153740241192 0.2793129030324053 0.31422486214432865 0.82197308063042029 1.2490635442372879 0.4288445336278528 0.90658096616971284 0.28950223776337214 1.3531992632779282 17.253598742766371
leaf_count=15 142 23 244 51 16 53 294 23 24 136 25 22 21 7 142 16 17 16 14 9 34 32 28 38 85 49 171 28 55 1070
internal_value=5.94915e-05 8.51429e-05 -0.000339818 5.34869e-05 -0.000508247 0.000269675 5.48474e-06 0.000600298 -0.000135221 -0.000709996 0.000888349 0.000189881 -0.00125715 -0.00101146 -0.00123636 -0.00145919 9.79327e-05 0.000488833 0.000873134 0.000416525 -6.66619e-05 -0.000702916 -0.000687803 6.38112e-05 -0.000152733 -0.0005318 -0.00111227 -2.79718e-05 0.000125235 6.99134e-05
internal_weight=32.3696 30.4157 1.95389 29.2624 2.14555 0.842741 1.49325 0.815385 0.486514 0.677868 1.15329 0.598458 0.510524 1.30281 1.14869 0.460636 27.1169 2.17699 1.64615 1.05283 0.753599 0.530832 0.561496 24.9399 5.5111 2.87399 1.33543 1.53857 19.4288 18.0756
internal_count=2900 2127 773 2057 269 104 513 341 318 172 70 47 157 165 149 260 1788 150 102 85 71 48 62 1638 475 333 220 113 1163 1108
is_linear=0
shrinkage=0.00196078


Tree=915
num_leaves=31
num_cat=0
split_feature=13 18 8 10 6 21 0 13 10 7 22 23 19 16 22 7 23 7 2 10 9 9 9 19 23 21 21 23 16 23
split_gain=0.0295744 0.0929857 0.0878189 0.0865817 0.0892699 0.10712 0.0834731 0.0994199 0.131866 0.0827382 0.0804407 0.078216 0.0761319 0.127527 0.0730753 0.0557276 0.141739 0.0937183 0.0874218 0.0944986 0.130615 0.0744178 0.0515425 0.0523117 0.0499737 0.0536375 0.12687 0.160964 0.134964 0.109019
threshold=95.870416931800023 17.140917755100002 2.9476996444500005 84.600400448950026 3.6650856341500009 18.904039828500004 98.615332683000005 98.741690215100007 81.524804347700012 21.061418062900003 0.23643500000000003 0.11308000000000003 12.150980378200002 16.514961380800003 0.20981000000000005 25.396105459650006 0.092290000000000025 25.803900354250004 146.11720701395004 64.434276012450013 204.88165762580005 213.24207352880003 188.14427954665004 11.650940033400003 0.43162500000000009 2.6263314141000005 2.1194692063500002 0.083415000000000031 18.634956423400002 0.092425000000000021
decision_type=2 2 2 2 2 2 2 2 2 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 9 5 -5 15 8 -8 -1 -11 22 -3 -14 -4 24 18 -18 -17 -20 -21 -22 -9 -24 25 26 27 28 -2 -29
right_child=1 12 14 4 -6 -7 7 11 -10 10 -12 -13 13 -15 -16 16 17 -19 19 20 21 -23 23 -25 -26 -27 -28 29 -30 -31
leaf_value=0.048722098893149428 -0.023072921339027126 0.07733195280546952 -0.10062596486935874 -0.10029914070056184 0.072972878306318184 0.047321882657095644 0.042146678500685188 0.0096087430282279698 -0.078303692357022336 -0.10109902561752962 0.013636448151181806 0.0025734541520729143 -0.064711714831533512 0.058212582824638197 0.029287606190314563 0.08058987332572802 0.008497392383287632 -0.10245084549794259 0.077221691214467508 0.089271617661654437 -0.10292083004360515 -0.0044197351459910206 -0.017993608508635333 -0.10109210740371664 0.041964955801706838 -0.0038793122362386768 0.043779316736123258 -0.036486991511434835 0.04264745113813212 0.0032421280937518157
leaf_weight=0.087732989341023027 0.41665898310749838 0.28710893518291314 0.17951026954813187 0.088711398522320906 0.23004732240303838 0.11024126448319294 0.3456088889579394 0.070256539060210343 0.12332227471051738 0.18314174058650678 0.091702105137756007 0.21041116933338344 0.14306130958721042 0.20581496044178493 0.057060121305767098 0.34758216014597454 0.18623985636077112 0.12878021242795512 0.19504665082786232 0.11092723585898057 0.11102616379503161 0.24808134394697845 0.097366070840507746 0.34130788439142634 0.28577334235887875 12.121647626453521 0.84163268728116225 1.1620573536274608 1.2496819003063135 1.7027752177818909
leaf_count=15 92 23 244 250 74 17 51 13 53 136 21 34 25 22 16 17 22 26 14 9 25 37 8 110 20 1142 57 104 103 120
internal_value=0.000727668 0.00154098 -0.0158307 0.000146464 0.030551 -0.0185011 0.000361158 -0.0253555 0.0104699 -0.0358281 -0.0628173 -0.0487097 0.0391927 0.00780586 -0.0692912 0.00196041 0.0217233 -0.0368583 0.0399469 0.0187062 -0.00557556 -0.0348736 -0.0699121 -0.0826479 0.000484682 -0.000192901 0.00812405 0.00150134 0.0262144 -0.0128731
internal_weight=21.9603 20.9322 1.02815 0.791577 0.429 0.198953 20.2962 1.18827 0.468931 0.362577 0.274844 0.719342 0.635985 0.348876 0.23657 19.1079 1.32768 0.31502 1.01266 0.665081 0.470035 0.359108 0.50893 0.438674 17.7802 17.4945 5.37281 4.53117 1.66634 2.86483
internal_count=2900 2127 773 513 341 267 2057 269 104 172 157 165 70 47 260 1788 150 48 102 85 71 62 131 118 1638 1618 476 419 195 224
is_linear=0
shrinkage=0.1


Tree=916
num_leaves=31
num_cat=0
split_feature=12 7 6 23 23 0 20 7 10 5 3 5 8 23 3 16 16 6 18 17 10 0 15 20 16 18 18 0 21 16
split_gain=0.0297607 0.0485992 0.136016 0.0732277 0.133994 0.0727944 0.0705503 0.0672403 0.0425763 0.0408436 0.182355 0.192877 0.152268 0.132412 0.122002 0.150744 0.209074 0.141723 0.115034 0.112631 0.102159 0.145041 0.230795 0.147746 0.163095 0.110739 0.149725 0.101529 0.212311 0.152134
threshold=92.695913642950003 23.564264519350004 14.515339148550002 0.082975000000000021 -0.084259999999999988 96.811377277450006 38.238138001450004 22.535351262400003 75.085947125300024 20.717225865800003 87.963661570150023 21.197160116700001 8.3434888241000014 0.12424000000000003 90.808050272150012 20.719951547750004 20.394952307700002 15.415360177400002 13.228319457400001 169.94681044690003 67.649671936450019 93.972365491700018 31.768637582200004 38.238138001450004 19.774953757550005 13.901940775400002 15.556223714900002 86.530713386650021 5.7587983756000005 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=1 3 5 4 -1 -3 -5 -8 -7 14 19 12 -12 27 15 16 17 20 -15 -11 -2 22 -22 24 25 -23 -27 -13 29 -29
right_child=9 2 -4 6 -6 8 7 -9 -10 10 11 13 -14 18 -16 -17 -18 -19 -20 -21 21 23 -24 -25 -26 26 -28 28 -30 -31
leaf_value=-0.021859510546829206 -0.051800707840383015 0.055227749988678743 -0.1041752436923962 0.024830353988653558 0.074852182352889068 0.0182449325232408 -0.090090182947240777 -0.0095926526515075251 -0.063165760456598066 0.061370571840348831 -1.0344755809207491e-05 0.00018484268293035132 -0.067404377405354696 -0.0016066578918461959 0.043963633325055866 -0.046966894770499673 0.066456827880718619 -0.10348263971294058 -0.092792753963203495 -0.091435709855395592 0.076405904628642829 0.10085824362790803 -0.017814456427479752 0.0072506453404807747 0.10136393325032744 -0.10218264766401342 -0.012008121852269314 -0.017592946743384887 0.054194732571455344 0.043677263031595137
leaf_weight=0.2904160907073674 0.31195221692451003 0.14323482243344177 0.19240290502784774 0.20136630416800472 0.28273162855112122 0.10261305316817015 0.19500445042649517 0.22178994043497369 0.17178320948551118 0.056369435944360613 0.64125565532594808 5.5752260825115592 0.70253112789941952 0.31387994023680299 0.80419657146740142 0.559254635387333 0.54567236849106837 0.1246726184763246 0.24738514404452872 0.3343345699722704 0.67206474709746522 0.045007223263382801 0.42399410097277723 4.5642728719172965 0.076655969023704529 0.4001899473296362 0.34105022773368887 1.3080703511586764 1.2727019993781139 0.58716420270502556
leaf_count=30 42 8 20 14 21 9 23 17 38 12 34 686 35 24 57 42 31 13 22 82 75 2 19 1034 2 92 245 77 60 34
internal_value=0.000654914 -0.0116538 -0.0346075 0.000100043 0.025848 -0.00255755 -0.023773 -0.0472548 -0.0327215 0.00176866 -0.00229132 0.000170643 -0.0352439 0.00528537 0.00682196 0.00311831 0.00685027 0.00217695 -0.0417982 -0.0693893 0.00410416 0.00677763 0.0399582 7.65744e-05 -0.0378702 -0.051445 -0.0606927 0.00830789 0.0226036 0.00138923
internal_weight=21.7092 1.80134 0.610034 1.19131 0.573148 0.417631 0.618161 0.416794 0.274396 19.9079 11.0389 10.6482 1.34379 9.30443 8.86898 8.06479 7.50553 6.95986 0.561265 0.390704 6.83519 6.52324 1.09606 5.42718 0.862903 0.786247 0.74124 8.74316 3.16794 1.89523
internal_count=2900 180 75 105 51 55 54 40 47 2720 1066 972 69 903 1654 1597 1555 1524 46 94 1511 1469 94 1375 341 339 337 857 171 111
is_linear=0
shrinkage=0.1


Tree=917
num_leaves=31
num_cat=0
split_feature=8 17 15 10 23 9 22 13 18 6 6 21 6 17 17 20 17 12 3 5 10 9 20 17 7 22 7 21 16 10
split_gain=0.0699173 0.0935479 0.0983785 0.14158 0.117225 0.071233 0.10932 0.0865032 0.110559 0.139901 0.302681 0.159187 0.123429 0.161412 0.123719 0.118326 0.105147 0.102693 0.0913414 0.101033 0.11589 0.216642 0.175271 0.129678 0.177693 0.119557 0.118136 0.176668 0.19117 0.289503
threshold=1.7486353823000003 201.37020668845003 17.991885019200001 90.988176966900014 0.091975000000000015 53.944017839150007 -0.24103499999999997 95.870416931800023 17.140917755100002 13.665319288000001 13.775321858200002 13.996357022800002 12.26528657645 199.41622983390002 205.10400128480003 34.997818021800008 220.68978861510001 225.59153217100001 81.796338618900009 16.579584939650001 70.284360904350009 206.50942114985003 40.305698932850007 204.75389752000004 24.071745547300001 -0.02852 23.789355599150003 2.6263314141000005 18.984955604900005 66.697957758300021
decision_type=2 2 2 2 2 2 2 2 2 2 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 17 9 11 -11 12 14 -14 -9 -15 -10 -7 -12 -20 26 22 23 24 -22 -23 -21 -28 -29 -30
right_child=5 -3 4 -5 -6 7 -8 8 16 10 18 -13 13 15 -16 -17 -18 -19 19 20 21 25 -24 -25 -26 -27 27 28 29 -31
leaf_value=0.00079284537110008841 -0.00082281667729487294 -0.0019824835255567615 -0.0019797714346465917 -0.0019756062130640208 0.00087536625549962063 -0.0019741257437468521 0.00098865890074828033 0.00035602491099846582 0.001357936185762957 0.0015210441642469258 -0.0010801702485935599 -0.0019965646688981579 -0.0017766190826550216 0.0016110489490376758 -0.0011919414842201388 -0.00072735812604399598 5.9543817396919633e-06 -0.00018313323117954123 0.000895306148965034 6.154086346522352e-06 0.00020795707292358166 -0.0020011424034912621 0.00067522883386310643 0.00055886648099093533 -0.0020144294196528887 -0.00012627819326467573 0.00079880220203554025 0.0012448064638730888 0.00020087328431540416 -0.0012830417083893894
leaf_weight=0.40541030635404496 0.15849186098603241 0.13561123592648983 0.19346247612884326 0.0861056030068994 0.077409277248079889 0.16810997165498776 0.66759535264464176 1.1943656649527907 0.49306119896937062 0.55957895296160387 0.26626324378594546 0.21822602706379246 0.38273940078215662 0.12276501141604967 0.2380735463957534 0.25811395129130688 0.40106481465045363 0.45959236520775448 0.56296817393740894 14.425467042019596 0.22904173710594411 0.39854881093197037 0.76958736559026875 0.24875978566706181 0.34922370675485581 0.19462365299114015 2.0582867902121498 0.47309643123298917 2.5743657611892563 0.62896532734157506
leaf_count=107 38 137 119 125 8 172 91 132 30 33 34 45 72 10 46 44 40 140 29 954 13 76 62 11 41 25 87 18 115 46
internal_value=5.6763e-05 -0.000481938 -0.000215026 0.000307858 -0.00116383 7.37362e-05 0.000641112 5.68003e-05 7.35003e-05 5.03208e-05 9.60553e-05 -0.000399369 -0.000240653 -0.000877327 9.87506e-05 2.63579e-05 0.000751498 -0.000662793 6.1654e-05 7.49228e-05 5.42583e-05 -0.000374153 1.76337e-06 -0.000624929 -0.00113418 -0.00138599 0.000100792 0.00033885 8.13415e-05 -9.04894e-05
internal_weight=29.399 0.897999 0.762388 0.491516 0.270872 28.501 0.826087 27.6749 27.0472 26.1531 23.7388 2.41428 2.19606 0.763618 1.43244 0.380879 0.894126 0.627702 23.1792 22.9129 22.35 2.18979 1.59661 0.827025 0.578265 0.593172 20.1602 5.73471 3.67643 3.20333
internal_count=2900 496 359 232 127 2404 129 2275 1963 1893 1544 349 304 126 178 54 70 312 1511 1477 1448 228 127 65 54 101 1220 266 179 161
is_linear=0
shrinkage=0.00196078


Tree=918
num_leaves=31
num_cat=0
split_feature=12 23 22 0 8 2 8 22 2 2 9 23 13 9 21 8 15 22 6 17 6 21 12 16 7 2 21 13 4 20
split_gain=0.0732599 0.12409 0.153084 0.165915 0.251593 0.0886828 0.187484 0.191909 0.263151 0.284301 0.214123 0.200658 0.171923 0.236669 0.225483 0.162967 0.308623 0.30878 0.154481 0.144733 0.133881 0.3491 0.273008 0.261229 0.34496 0.381638 0.280509 0.316544 0.220673 0.213887
threshold=88.918697887850016 0.093480000000000021 -0.11420499999999999 92.313586825200005 8.3434888241000014 122.26439358135001 4.046841884750001 -0.10518999999999999 120.54857872840002 116.16618105335002 195.29234479735001 0.089785000000000018 117.58509325145 186.14781787895004 6.415941214150001 8.6432548896500023 30.046989284200006 -0.079824999999999993 15.745367888000002 187.73134645290003 16.505385645700006 14.866510415300002 161.55002974485004 22.634947069650003 23.124786352450005 151.19096455890005 12.953111773950001 117.59047016770002 241.03469907380003 37.962710038050005
decision_type=2 2 2 2 2 2 2 2 2 2 2 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 10 9 12 -8 -12 13 -9 -14 16 17 -15 -18 -13 23 22 -22 26 25 -25 27 -7 -24 -30
right_child=5 -3 3 4 -6 20 7 8 -10 -11 11 19 14 15 -16 -17 18 -19 -20 -21 21 -23 28 24 -26 -27 -28 -29 29 -31
leaf_value=0.0009239794323490485 -0.0013767517380688828 -0.0011370878700671914 -0.0013510758151162616 -0.00091224432511357331 0.0016068456892915338 -9.423204677269897e-05 0.0012703798186323434 -0.0013238986301935575 0.0015819518193729005 -0.001636497169693684 0.0010145592212737903 0.00098535365534547343 -8.5351096647112517e-05 -0.0010076910714348609 0.0012673812110106314 0.00089159017646866059 -0.001345901295996233 0.00088898761891798754 -0.00015531378618763834 -0.0010385642312921485 -0.0020395488547035926 -0.001728724541135179 0.0011074647859389542 0.00072853668069260786 0.0010553110148273455 -0.0020609888006635937 0.00054426548427605366 -0.0015061715352963801 0.0011213521269273668 -0.00046172068950152336
leaf_weight=0.45301862367705337 0.27656924630923896 0.52417229928687437 0.44426939467302784 0.33882900994103693 0.2770815726253204 10.285563383085222 1.3253405278228449 0.53526794845129089 0.43387222598539654 0.38199043238273578 0.57672751995414706 0.18089196436631028 0.93160387073294237 0.43229800842459387 0.96394903678447008 0.74621358475997102 0.80255213956115745 1.3946404538683073 0.87671512458473444 0.5454916414746549 0.25322725847217942 0.58673501523298899 0.63411122736579306 0.42995996377430801 1.9763471241458317 0.33584801318647806 2.5490469290584761 0.64898501080460924 0.39430578603060018 1.9550553144981675
leaf_count=36 112 39 25 32 12 1274 65 43 16 22 39 18 41 38 20 34 43 97 32 52 78 41 30 14 79 35 305 34 30 164
internal_value=4.50739e-05 -0.000314896 -3.00881e-05 -0.000437764 0.000221026 6.91564e-05 0.000216042 0.000259538 9.97407e-05 8.71886e-06 0.00071545 0.000151053 0.000102754 -9.51295e-05 0.000602556 5.95402e-05 -0.000117542 0.000440187 -0.000724317 -0.000534546 -7.06668e-06 -0.000337145 -8.4885e-05 7.07129e-05 0.000622402 -0.00049482 -4.14841e-05 -0.000178033 8.10204e-05 -0.000196025
internal_weight=32.4907 2.03737 1.5132 1.06018 0.615911 30.4533 10.4041 10.1276 7.4991 7.06523 2.62845 1.30311 6.68324 4.78769 1.89555 4.25242 3.50621 1.82694 1.67927 0.726384 20.0492 3.82343 3.2367 16.2258 2.74216 0.765808 13.4836 10.9345 2.98347 2.34936
internal_count=2900 144 105 69 44 2756 672 560 386 370 174 109 348 287 61 244 210 135 75 70 2084 343 302 1741 128 49 1613 1308 224 194
is_linear=0
shrinkage=0.00196078


Tree=919
num_leaves=31
num_cat=0
split_feature=13 16 3 13 20 18 8 19 23 4 12 2 4 5 23 23 23 0 21 16 7 9 20 21 6 18 18 17 5 5
split_gain=0.0920844 0.373332 0.359267 0.285932 0.239705 0.329761 0.217183 0.295634 0.161845 0.156264 0.166217 0.315582 0.264011 0.192043 0.372255 0.410669 0.20567 0.201395 0.283113 0.210227 0.321894 0.168588 0.151924 0.311927 0.354436 0.223376 0.217523 0.213285 0.211346 0.291415
threshold=112.82921081865001 19.974953289850003 89.227236891450005 113.85351336640001 38.441102963850007 13.373311100250001 8.543332867800002 14.251149826300002 0.25847000000000003 150.90301220960004 96.350437043050007 74.86597289860002 165.01827963435002 21.197160116700001 0.098005000000000023 0.084365000000000009 0.12064000000000002 86.530713386650021 6.338788634150001 22.634947069650003 23.903127120600004 192.53043113735001 42.131954243650007 6.655069997600001 16.465384711100004 13.3584252364 13.622618370000001 188.54236693505001 22.553892743650003 22.963361893800002
decision_type=2 2 2 2 2 2 2 2 2 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 5 6 7 -5 -1 -6 -11 -12 -13 14 15 -14 17 22 19 20 -19 -18 25 24 -24 28 -27 -25 -15 -30
right_child=2 -3 3 4 9 -7 -8 -9 -10 10 11 12 13 16 -16 -17 21 18 -20 -21 -22 -23 23 27 -26 26 -28 -29 29 -31
leaf_value=2.6076901617278537e-05 0.0011026418132519672 -0.0015446842338908324 -0.001714067233185226 -0.00045663537435468949 -0.0011630606394569276 0.0017083826685525645 -0.00071699326482141032 0.0019334739605733956 -0.0020004642920082331 0.00098512028136716321 -0.0017823038751283657 0.0014234231167552633 0.00041735413634306622 0.0013499208405430892 0.00065819517363726991 -0.0017286592984281203 0.00021648758977754401 0.00069902881035392955 0.0014276102183321704 0.00093138436293845213 -0.0013364325180160862 -0.0016362291966044364 -0.0012900141131416856 -0.000265495433612681 0.00092940409761305012 -0.0011390737054631406 0.00048602319489799941 -0.001644051422155653 -0.0013639695210455596 0.00065960901503619833
leaf_weight=12.977919777412916 1.3885451289825166 0.62837244791444469 0.33998848399187664 0.37297668962856112 0.42252087167071195 0.80112629383802403 0.63599929725751281 0.42646518023684621 0.15330172528263197 0.69102738591027346 0.371797114610671 0.51667838744469818 0.50163424061611239 0.93075241427868327 0.71118432539515186 1.083001429447904 0.32303057072567831 0.57687738630920715 1.0440679881721733 0.82557400106452394 0.61947103252168745 0.45452231686067535 0.3730487433203965 0.97497274353736407 1.0704800149687796 0.69277836102992274 0.5832947688177228 0.77406701221480034 0.36465829354710866 1.0958351996714553
leaf_count=1842 54 49 32 56 31 22 27 16 39 22 9 15 18 21 27 42 16 18 22 34 24 34 31 102 76 27 23 64 14 93
internal_value=5.3879e-05 -6.82351e-05 0.000142469 6.66215e-05 0.000101743 0.000700568 0.000138102 0.000818377 2.41785e-06 1.24627e-05 4.65317e-05 -1.70725e-07 4.88523e-05 -5.78245e-06 -0.000520373 -0.00104931 0.000104594 0.000180668 0.000598443 0.000170283 -0.000354936 -0.000866527 -6.05479e-06 -0.000318799 0.000355844 0.000266203 -0.00039624 -0.000875599 0.000619711 0.000154359
internal_weight=32.726 13.7596 18.9664 17.5778 17.2378 2.23657 1.43544 0.799442 13.1312 15.0013 14.5788 13.8877 13.5159 12.9993 2.29582 1.58464 10.7034 9.92588 3.06599 2.02192 1.19635 0.777553 6.85989 3.19257 1.44353 3.66732 1.27607 1.74904 2.39125 1.46049
internal_count=2900 1930 970 916 884 121 99 72 1881 763 732 710 701 686 87 60 599 549 98 76 42 50 451 273 107 178 50 166 128 107
is_linear=0
shrinkage=0.00196078


Tree=920
num_leaves=31
num_cat=0
split_feature=13 10 16 13 20 18 8 19 10 5 10 5 9 9 23 0 22 12 15 20 10 2 10 7 21 13 21 21 21 16
split_gain=0.099444 0.373761 0.355241 0.32847 0.163422 0.292433 0.215892 0.26713 0.207197 0.226887 0.189337 0.204298 0.449782 0.273639 0.154643 0.144405 0.15014 0.211944 0.190306 0.15856 0.300836 0.219758 0.219103 0.238197 0.194633 0.183662 0.158173 0.152571 0.148468 0.215119
threshold=112.82921081865001 66.318885161900013 19.974953289850003 113.85351336640001 38.441102963850007 13.373311100250001 8.543332867800002 14.251149826300002 64.434276012450013 19.915533535850003 62.837331883000012 21.197160116700001 197.19111486365003 190.24759545780003 0.25847000000000003 86.530713386650021 -0.23401999999999998 266.39085111275006 47.90801194005001 42.131954243650007 61.950140699950005 101.14502893930002 61.998532946250002 22.806258769100005 11.217348012850001 117.48293184245001 4.3122268386500009 2.5883591406000002 5.8597508135000007 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 3 14 -2 5 6 7 -5 9 -6 11 12 13 -11 -1 16 17 -13 19 22 27 -22 23 24 26 -23 -18 -21 29 -17
right_child=1 -3 -4 4 8 -7 -8 -9 -10 10 -12 15 -14 -15 -16 28 18 -19 -20 20 21 25 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=4.2678996123426705e-05 -0.0017813832017270156 0.0013660825803026683 -0.0015584458022007324 -0.00045119754733721827 0.0016858986663512978 0.0016831809004529785 -0.00081046094097379665 0.0019308680420262716 -0.001373536294143987 -0.0006079637216124343 0.0010489781592575621 -0.0020203880886326417 -0.0018555823789490112 0.0010763241914170513 -0.0020031577728173741 -0.00056498933079206974 0.00076475372704592299 0.0010090141382066327 -0.0012981664696285317 0.0017332298706424385 0.00010237732401819453 -0.0002594585602217568 0.00097511503187598496 -0.0008106453482112795 0.0016830933371532856 -0.00202526921776215 -0.0012142562755497678 0.00013690996024843594 0.0010074653011308389 0.00089989679861403229
leaf_weight=11.107602884774904 0.34806182367356164 0.95389699935913164 0.57893954316387031 0.34069863426156988 0.34149990580044409 0.70589436590671528 0.55415906151756644 0.38613506918773055 0.37293986706936344 0.94100027624517435 0.71255283802020208 0.30580196544905813 0.68079993210267264 0.61208188766613603 0.14389266669587719 0.84785819984972499 0.36833101532829837 0.12511946086306125 0.3779427007139019 0.29985306246089771 0.67179540917277314 0.36381572356913239 1.5221125072785069 0.82890856091398735 0.39457661961205304 0.59982365250471048 0.26843246103089768 0.99086187656030233 1.255548072978854 0.70663999812677503
leaf_count=1842 34 33 49 56 18 23 27 16 36 32 42 62 33 23 39 33 31 10 76 15 18 19 49 35 14 62 29 86 30 28
internal_value=7.72806e-05 0.000173902 -6.05577e-05 0.000102483 0.000144582 0.00066983 0.000111421 0.00081429 6.77799e-05 0.000108454 6.66099e-05 9.05115e-06 -0.000526696 5.58274e-05 1.65153e-05 0.000129606 -1.89879e-05 -0.00114079 5.33089e-05 0.000134276 -0.000199938 -0.000758467 0.000423411 -2.80096e-05 0.00060101 -0.0013586 -6.95129e-05 0.00050776 0.000505968 0.000100915
internal_weight=28.7076 16.8771 11.8304 15.9232 15.5752 1.98689 1.28099 0.726834 13.5883 13.2154 12.8739 12.1613 2.23388 1.55308 11.2515 9.92742 7.11738 0.430921 6.68645 6.30851 2.92615 1.63543 3.38236 1.86025 1.03134 0.963639 0.636763 1.29071 2.81005 1.5545
internal_count=2900 970 1930 937 903 122 99 72 781 745 727 685 88 55 1881 597 506 72 434 358 200 99 158 109 74 81 60 101 91 61
is_linear=0
shrinkage=0.00196078


Tree=921
num_leaves=31
num_cat=0
split_feature=15 22 7 17 16 20 0 0 16 13 20 3 21 20 6 10 15 18 22 22 23 23 22 0 6 3 7 2 9 0
split_gain=0.0686636 0.259541 0.174293 0.0770232 0.0746919 0.20779 0.185018 0.289508 0.29261 0.294089 0.397658 0.348269 0.17286 0.155548 0.24182 0.180114 0.154003 0.151585 0.152192 0.151041 0.252147 0.277559 0.224812 0.209018 0.292491 0.177019 0.220652 0.179798 0.21703 0.143513
threshold=46.574831689400007 -0.082314999999999985 23.539316666200005 184.18061320350003 18.594956516900002 38.238138001450004 96.249489528150022 94.047642319350018 19.214955067100004 112.82921081865001 37.360990606650006 89.227236891450005 0.18863712200000002 38.441102963850007 15.785368822600002 64.434276012450013 30.046989284200006 13.012604996900002 -0.073724999999999999 -0.088099999999999998 0.083415000000000031 0.094415000000000013 -0.091779999999999987 85.807518149550006 16.485385178400005 93.883646373400012 22.343045670750005 128.59294673040003 201.44620319810005 86.20003303655001
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=4 2 3 -2 5 -1 7 8 -6 10 -10 -11 -9 14 -13 19 -7 18 -16 22 -21 23 25 -22 -25 27 -27 -15 -29 -23
right_child=1 -3 -4 -5 6 16 -8 12 9 11 -12 13 -14 15 17 -17 -18 -19 -20 20 21 29 -24 24 -26 26 -28 28 -30 -31
leaf_value=-0.00088015022176046373 0.00061512807669794015 -0.0016594700308789363 0.0010949050284625882 -0.0019813070088056631 0.0010938402410982765 9.4835206507347161e-05 0.001148401784787974 9.2305926807902103e-05 0.00052725005998602076 0.0011976106900366526 -0.00156089300694858 -0.00029770144103463556 -0.0016025886808316841 0.0006715979067548689 0.0012270599362461201 -0.0012205398720792008 -0.0013204508449344171 0.0016920691247799531 -0.00086023658527580873 0.00086630293746469897 0.00034337613680217256 -4.8642765265670046e-05 -0.0014587809854494007 -0.00030215812092257525 -0.00205281234786706 -0.00016226033279039155 -0.0020432546408882231 -0.0010335946531251853 0.00055719501364015738 0.00077533494197932823
leaf_weight=1.0707197964280846 0.065132970281410962 0.40394504954747279 0.41187605960294604 0.13491412324583507 1.2182636227407879 7.6331384785621594 0.68327524710912158 0.38187841128092159 0.57800069206860161 1.190059360815211 0.89134073280729353 0.73568420112132971 0.58691045589512214 1.4573357922490693 0.31276702298782777 0.4393440415151425 0.3075054110813652 0.73780681903008372 0.23537040280643817 1.801370134926392 0.83151122556591905 1.4833465297706427 0.50672764854971841 1.158065791474655 0.53709171584341664 0.81120073489728362 0.34037492779316381 0.73974732193164505 0.59488180291373283 1.7974597057327626
leaf_count=431 8 57 22 45 73 1257 31 22 23 50 60 20 68 44 34 19 101 32 12 77 38 69 29 42 32 68 32 23 21 60
internal_value=6.14527e-05 -0.000439635 0.000365608 -0.00113594 7.89688e-05 -6.93069e-05 0.000145611 0.000110231 0.000165245 9.93942e-05 -0.000739472 0.000177852 -0.000934493 9.42729e-05 0.000598881 1.26524e-05 4.00275e-05 0.00111181 0.000330774 5.75807e-05 0.000225404 2.66093e-05 -0.000229355 -0.000461852 -0.000856833 -7.13796e-05 -0.000718232 0.000195421 -0.000324535 0.000402791
internal_weight=30.077 1.01587 0.611923 0.200047 29.0612 9.01136 20.0498 19.3665 18.3978 17.1795 1.46934 15.7101 0.968789 14.5201 2.02163 12.4985 7.94064 1.28594 0.548137 12.0591 7.60885 5.80747 4.45027 2.52667 1.69516 3.94354 1.15158 2.79196 1.33463 3.28081
internal_count=2900 132 75 53 2768 1789 979 948 858 785 83 702 90 652 98 554 1358 78 46 535 318 241 217 112 74 188 100 88 44 129
is_linear=0
shrinkage=0.00196078


Tree=922
num_leaves=31
num_cat=0
split_feature=15 22 7 16 15 0 0 16 13 20 3 21 13 20 19 22 8 5 22 20 22 23 23 16 19 12 22 2 13 0
split_gain=0.0802188 0.230274 0.200065 0.0876705 0.154207 0.15034 0.209138 0.287141 0.246285 0.317034 0.271547 0.181163 0.1744 0.210631 0.240117 0.163736 0.163357 0.158621 0.150999 0.144537 0.137398 0.258503 0.275704 0.275403 0.246358 0.224734 0.213934 0.190669 0.339587 0.236375
threshold=46.574831689400007 -0.082314999999999985 23.539316666200005 18.594956516900002 32.540328261750005 96.249489528150022 94.047642319350018 19.214955067100004 112.82921081865001 38.994321257850011 89.227236891450005 0.18863712200000002 113.92610173585001 38.441102963850007 14.251149826300002 -0.019444999999999997 8.543332867800002 18.092020786850004 -0.053019999999999991 37.186372654950006 -0.088099999999999998 0.083415000000000031 0.093295000000000031 22.604947139800004 14.451165964200003 135.79800864615001 -0.091779999999999987 127.74713841330002 117.38883580790001 85.737618238150006
decision_type=2 2 2 2 2 2 2 2 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 19 6 7 15 9 17 18 -8 -12 14 -14 -5 -16 -9 -10 -1 26 -22 23 -23 -25 -24 27 29 -29 -15
right_child=1 -3 -4 5 -6 -7 11 8 10 -11 12 -13 13 20 16 -17 -18 -19 -20 -21 21 22 25 24 -26 -27 -28 28 -30 -31
leaf_value=-0.00094414009572621265 -0.0012837148232762363 -0.00161455130159182 0.0010834454294034134 0.0014995432745818639 -0.0019840524499896736 0.0010890187609979242 0.0001865560836554803 0.00071434000335952061 0.0016342275645342302 -0.0020165133930207346 -0.001038870631113305 -0.0015625159190948775 -0.00058198135829998178 -0.00069742909766229823 0.0017428611595196497 -6.4758774420483543e-05 0.00042776559164459159 -0.00083850926639872641 0.00019185245339113606 2.0849389546154072e-05 0.00082719617087605049 -0.0014677971743427276 -0.00068116320342621981 -0.00066035059831198056 0.00084294409031551883 0.00057336478016103271 -0.0013731202171310161 0.00031451775350648236 -0.0012631535369140841 0.00073288154252080801
leaf_weight=0.64892913322785606 0.20768806560590747 0.41232049433165119 0.40485708822961897 0.91343197954120114 0.16283079104323483 0.62788188050035287 0.40525425260420789 0.50863340764772391 0.71647896245121956 0.46314253343734879 0.50534566026180883 0.51957289944402874 0.40736511757131566 0.6170026196050461 0.76787354610860326 0.35811061219284102 0.68898534588515759 0.50302475423086435 0.45705739571713155 7.4216390847600451 1.9264498677803095 0.77448267186991904 0.67044377210550044 1.0557186450459992 0.6950584549922495 3.0306624504155479 0.54632691969164504 1.0242890541267118 1.0750986365092101 1.586339837638661
leaf_count=324 53 57 22 43 70 31 22 18 28 40 16 68 38 33 25 30 27 25 22 1395 77 41 30 36 31 109 29 46 71 43
internal_value=5.74473e-05 -0.000481706 0.000280842 7.64503e-05 -9.48585e-05 0.000144117 0.00011477 0.000158437 9.48907e-05 -0.000672896 0.00016333 -0.000796082 9.39222e-05 0.000132429 0.000748806 0.00105898 0.00112092 -5.77801e-05 0.00107247 -5.67424e-05 4.40526e-05 0.000199503 5.29378e-06 -0.000494219 -6.35427e-05 0.000346111 -0.00021731 -7.05538e-05 -0.000493409 0.000332351
internal_weight=30.1023 1.02487 0.612545 29.0774 8.2334 20.844 20.2161 19.2913 18.0198 1.4748 16.545 0.924827 15.3714 14.8661 1.86422 1.27154 1.45686 1.01166 1.17354 8.07057 13.0019 8.15282 6.22637 2.52526 1.75078 3.70111 4.84906 4.30273 2.09939 2.20334
internal_count=2900 132 75 2768 1789 979 948 858 785 83 702 90 652 636 90 73 52 43 50 1719 546 324 247 108 67 139 222 193 117 76
is_linear=0
shrinkage=0.00196078


Tree=923
num_leaves=31
num_cat=0
split_feature=15 22 7 7 13 16 3 3 13 20 19 0 8 10 5 5 9 9 9 13 22 5 5 16 23 23 23 4 21 16
split_gain=0.0300375 0.164412 0.1217 0.0585626 0.0355008 0.24188 0.170811 0.182351 0.135351 0.143316 0.180102 0.140864 0.115033 0.106035 0.167239 0.151015 0.1733 0.187485 0.122371 0.104609 0.246318 0.205618 0.151443 0.142211 0.209657 0.189748 0.132136 0.128239 0.127958 0.124466
threshold=46.574831689400007 -0.082314999999999985 23.539316666200005 22.124753953150002 112.82921081865001 19.974953289850003 89.227236891450005 88.727183679150016 113.92610173585001 38.441102963850007 14.251149826300002 89.738043936200015 8.543332867800002 63.910026677050006 19.915533535850003 21.197160116700001 197.19111486365003 190.24759545780003 202.89977928865002 117.38883580790001 -0.097799999999999984 21.564786815050002 22.852794041600003 22.624947093000003 0.093295000000000031 0.10500500000000003 0.083290000000000017 376.98468903265001 7.9012669525000012 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=4 2 3 -2 5 -1 7 -6 -8 10 11 -10 -12 14 -11 16 17 -16 -18 22 21 -21 -17 24 29 -26 -25 -24 -23 -22
right_child=1 -3 -4 -5 6 -7 8 -9 9 13 12 -13 -14 -15 15 19 18 -19 -20 20 23 28 27 26 25 -27 -28 -29 -30 -31
leaf_value=0.00046344081069367589 0.041748582574128557 -0.080481427029614971 0.055908182654197461 -0.10081412977118767 -0.012876616517399249 -0.075550002702988187 -0.056615964015798596 0.081136418356428527 -0.086839826298377928 0.085376861580756247 0.086808573713158033 0.054251188878899348 0.019565062113471726 -0.053238697599596964 -0.032936244754297253 0.069019213644362948 -0.10526006056768922 0.048062457954685132 -0.02204605292808904 0.04509068269940842 0.007452271210348963 -0.031228483268092352 0.029402648864718675 0.068594572874127319 0.06176547471620867 -0.021978319230858471 0.014532834106208023 -0.063931457224044877 -0.10504136192718405 -0.065377834363780016
leaf_weight=8.724960230693231 0.041059223702177405 0.27095372317853517 0.28950965125113726 0.096619267842470435 0.32319419842678954 0.43971681981929656 0.38407165956141298 0.57050828030332923 0.18661690568114764 0.23256635130382797 0.5333873799536375 0.11398240504786372 0.48638751590624452 0.36588095220940964 0.76079637091606656 0.59444462507963158 0.36291205720044661 0.45767602557316422 0.34444897010689601 0.23505707969888412 0.35857902288808607 0.62835979240480788 0.46666770060255658 0.58713270697626319 0.57908362883608766 0.50784463548916392 1.9659145140467442 0.21504791184452188 0.3750282106702798 0.67897496261866763
leaf_count=1878 6 57 22 47 20 48 43 33 51 16 25 6 27 43 32 25 20 23 20 10 23 51 81 34 20 30 109 25 33 42
internal_value=0.000865457 -0.0195479 0.0191006 -0.0582983 0.00152895 -0.00318365 0.00503614 0.047138 0.0017416 0.00377239 0.0346846 -0.0333404 0.0547364 -0.000428305 0.00163813 -0.000497737 -0.025368 -0.00251195 -0.0647391 0.00616177 0.000560387 -0.0390952 0.0321284 0.0110598 -0.00805461 0.0226379 0.0269656 -3.96937e-05 -0.0588169 -0.0402077
internal_weight=22.1774 0.698142 0.427188 0.137678 21.4792 9.16468 12.3146 0.893702 11.4209 11.0368 1.32037 0.300599 1.01977 9.71642 9.35053 9.11797 1.92583 1.21847 0.707361 7.19213 5.91597 1.23845 1.27616 4.67753 2.12448 1.08693 2.55305 0.681716 1.00339 1.03755
internal_count=2900 132 75 53 2768 1926 842 53 789 746 109 57 52 637 594 578 95 55 40 483 352 94 131 258 115 50 143 106 84 65
is_linear=0
shrinkage=0.1


Tree=924
num_leaves=31
num_cat=0
split_feature=20 20 23 9 22 17 23 20 18 19 6 4 7 9 0 13 13 21 23 0 0 22 15 7 16 22 16 7 5 7
split_gain=0.0296381 0.0626104 0.0682661 0.0864545 0.0587552 0.0815599 0.0527281 0.0507248 0.114026 0.0560724 0.0552242 0.0949118 0.103332 0.0500263 0.0891787 0.189513 0.0994904 0.127843 0.0897279 0.0881654 0.193873 0.147927 0.116304 0.08601 0.106915 0.0854737 0.0819625 0.0719524 0.101837 0.097073
threshold=49.275256100300005 47.833738492450003 -1.0000000180025095e-35 65.407743180450012 -0.15726999999999999 172.11348093270001 -0.17732499999999998 45.90502654165001 14.339258036900002 11.950964240300001 8.0101871567500016 331.03504650000008 27.952168727600004 187.70546222865002 89.738043936200015 117.55283175385001 117.50443950750001 17.888268924750005 -0.084259999999999988 85.716110573100011 85.40693788805001 0.022230000000000003 43.376643616500012 19.041006859700005 20.834951278800002 -0.098345000000000002 22.674946976100003 22.689595575850003 21.893521430150003 23.124786352450005
decision_type=2 2 2 2 2 2 2 2 2 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 -2 -6 10 -9 -10 11 -1 -13 14 15 16 17 23 -17 20 21 22 25 -12 -25 -15 -20 28 -21 -29
right_child=4 2 -4 -5 6 -7 -8 8 9 -11 13 12 -14 19 -16 18 -18 -19 26 27 -22 -23 -24 24 -26 -27 -28 29 -30 -31
leaf_value=-0.10060557957676886 -0.10159993294580152 -0.047777210611656476 0.059003338666116435 0.042947436125984909 0.057387132731100271 0.030575550977538168 -0.10110186753624967 -0.10100479839204105 -0.033854520895942208 0.08384738746242297 0.051367536761451976 0.043750762110668383 -0.10045347892240086 -0.060929350540446819 0.04141283863707295 -0.036231030864173112 -0.086069936174658301 0.090187748102851142 0.058130540742655806 0.049178042032425456 -0.080663521696312912 -0.081774134416842309 0.067710822653649555 -0.10262417948202754 -0.011679650656969503 0.027587486024512733 0.0023258936649159733 -0.019643769014514392 -0.0093678694128603354 0.0031274205810675514
leaf_weight=0.14477913400280229 0.059427696537568409 0.19606692723027663 0.38608689621741987 0.22623026504879817 0.025126388787612086 0.21771697292660974 0.12755884641410276 0.15447685965591418 0.090529551825966337 0.073202333005610853 0.11347098933447675 0.17094874419808548 0.07005423298369351 0.20004911511205137 0.82344608113180573 0.18742471517543902 0.23688990488881245 0.10568153474923747 0.7436810684157531 0.71420132415369042 0.42861964530129626 0.17571300436247839 0.30477505774069868 0.20071826040293672 0.36312378465663642 0.23991962386935728 0.40736025327350944 2.222577857450232 0.50874536146875471 11.871673417504097
leaf_count=263 20 32 51 17 15 67 117 70 45 6 85 51 124 31 101 58 14 11 48 32 72 31 30 144 26 26 27 113 30 1143
internal_value=0.000789729 0.00131289 0.0286113 0.000825198 -0.0252089 0.00223337 -0.0750204 0.000239152 -0.0393764 0.0187684 0.000862168 -0.0366104 0.00183378 0.00159051 0.0130806 0.00318806 -0.0292866 -0.0121071 0.0279331 -0.000603086 -0.0251107 0.000758002 0.0202304 -0.0280682 -0.0440544 -0.0126602 0.0383809 0.00155545 0.024823 -0.000463458
internal_weight=21.7903 21.3604 0.808384 0.422297 0.42983 0.277145 0.152685 20.5521 0.318209 0.163732 20.2339 0.385782 0.241003 19.8481 3.1818 2.35835 1.01988 0.782995 1.33847 16.6663 1.34908 0.920457 0.744744 0.677313 0.563842 0.439969 1.15104 15.3172 1.22295 14.0943
internal_count=2900 2681 100 49 219 87 132 2581 121 51 2460 438 175 2022 514 413 280 266 133 1508 190 118 87 255 170 57 75 1318 62 1256
is_linear=0
shrinkage=0.1


Tree=925
num_leaves=31
num_cat=0
split_feature=13 18 0 9 21 9 23 8 19 0 10 8 18 23 23 9 9 7 5 13 18 15 16 13 20 13 0 13 22 13
split_gain=0.0699301 0.194116 0.158999 0.156397 0.169111 0.211059 0.150281 0.13737 0.132837 0.117345 0.305774 0.307293 0.177712 0.195715 0.161866 0.155 0.134529 0.115417 0.171175 0.097458 0.112959 0.0969153 0.13236 0.470276 0.161248 0.366166 0.327126 0.221097 0.197733 0.192512
threshold=95.870416931800023 17.327266398450003 98.615332683000005 210.70699256735003 6.7785388507500013 183.38674815750002 0.079785000000000009 2.9476996444500005 12.451004585100002 96.055920542800024 71.090898343450007 7.943800736700001 15.287416123250003 0.088990000000000027 0.076580000000000023 207.56260994255004 206.08249486475003 25.803900354250004 13.922841871800001 73.376087754350024 14.708525021850003 19.215947067900004 19.214955067100004 109.72404167800001 38.592454371550012 112.82921081865001 90.337570099350003 116.20860268865 -0.085249999999999992 116.55003687120002
decision_type=2 2 2 2 2 2 2 2 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 9 4 17 -6 7 19 -8 10 21 14 16 -14 -12 -15 -11 18 -4 -1 -21 -2 -23 -24 -25 -26 27 -27 -28 -29
right_child=1 -3 3 -5 5 -7 8 -9 -10 12 11 -13 13 15 -16 -17 -18 -19 -20 20 -22 22 23 24 25 26 28 29 -30 -31
leaf_value=-0.0019964749253324168 -0.0010390035912846182 0.0010137704470847659 0.00038518934107091882 -0.0015257714099168992 0.00069085270906432336 -0.0020034073963449066 -0.0019848659740239099 -0.0019752754556949721 0.00043522451733420494 0.00027232508018982707 0.00099119274326359553 -0.0019999982424019291 0.0014251139476230798 0.00083063937439230903 -0.001245164727536271 -0.0011249331221051019 -0.0011718974459976447 0.00094809041724191177 -0.0019970460254247315 -0.0014902307201549534 0.00063708933527313193 0.00048532241966490499 -0.0020350925490412435 0.00048116300981938109 -0.0016136251309430809 -0.001105356237279867 0.0019112429582487664 0.0014201913872886945 0.00016416028915368312 -4.9186375532907618e-06
leaf_weight=0.069554735813883495 0.2876154512087109 0.82386758376378466 0.36753313096414675 0.43551401713921212 0.16623647158849042 0.3412722234352259 0.31875952127984408 0.11900818574395078 0.12003652852945379 1.0444144303328351 0.31262765305655082 0.55217843133141287 1.0070663921069352 0.38721816486213345 0.20670451059777406 0.26076735911192372 0.32518348307348777 0.49213798196433345 0.16942375834332779 0.10772227143024793 0.87928887901762209 3.0435890254084397 0.40905593585921707 3.3181280136050217 0.52002095046918739 0.68562921823467959 0.56216659024357796 0.37599390075774763 0.44718928274232783 11.854240784563443
leaf_count=64 87 54 36 79 26 56 337 82 28 54 56 90 48 29 72 26 27 49 37 33 229 369 33 146 40 37 24 14 22 616
internal_value=5.33423e-05 7.59108e-05 4.78869e-05 -0.000488583 -0.000194616 -0.00112089 -0.000343624 2.18755e-05 -0.00132283 8.92146e-05 4.06226e-05 -0.000981663 0.000451892 0.000884249 0.000101078 4.36627e-05 -7.05765e-05 0.000262186 -0.000366467 0.000246828 0.000404914 9.15624e-05 0.000106889 4.35074e-05 9.13735e-05 1.83734e-06 6.21649e-05 -2.18482e-05 0.00113721 3.88935e-05
internal_weight=30.0101 28.3958 27.5719 1.97212 1.5366 0.507509 1.61437 1.17557 0.438796 25.5998 22.5751 1.07151 3.02465 1.65505 0.519332 0.647986 1.3696 1.02909 0.536957 1.05657 0.987011 21.5036 21.216 18.1724 17.7634 14.4452 13.9252 12.9159 1.00936 12.2302
internal_count=2900 2127 2073 283 204 82 773 408 365 1790 1606 218 184 103 128 55 81 122 73 326 262 1388 1301 932 899 753 713 667 46 630
is_linear=0
shrinkage=0.00196078


Tree=926
num_leaves=31
num_cat=0
split_feature=13 10 13 16 23 17 20 18 9 10 19 16 5 5 9 17 5 13 13 22 22 21 18 5 23 21 17 20 20 7
split_gain=0.0942558 0.313451 0.318872 0.302511 0.170668 0.168289 0.169153 0.298104 0.229604 0.220363 0.19635 0.140017 0.127389 0.147751 0.184273 0.173555 0.149943 0.158434 0.207658 0.131216 0.184259 0.256082 0.120534 0.119401 0.177018 0.152668 0.114157 0.111771 0.110308 0.111085
threshold=112.82921081865001 66.318885161900013 113.85351336640001 19.974953289850003 0.25847000000000003 212.33270692945004 38.441102963850007 13.373311100250001 193.60452210450003 63.910026677050006 14.251149826300002 20.784951395750003 20.206488238950005 21.197160116700001 197.19111486365003 188.31851043910004 23.721757872050002 117.38883580790001 117.47217800995001 -0.012769999999999998 -0.048664999999999993 5.6596500893500012 13.583580954200002 22.782602051550004 0.099780000000000021 9.6758169699000014 161.95900874150001 37.064694648750013 39.788107623550012 24.071745547300001
decision_type=2 2 2 2 2 2 2 2 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 26 6 7 8 10 12 11 -4 -8 14 15 -14 17 -15 -19 20 23 -22 -11 24 25 -20 -1 -5 -18 -30
right_child=1 -3 5 27 -6 -7 9 -9 -10 22 -12 -13 13 16 -16 -17 28 18 19 -21 21 -23 -24 -25 -26 -27 -28 -29 29 -31
leaf_value=-0.0016856868691009677 -0.0018132037342081474 0.0013224114733865855 -0.0015711743507042073 -0.00023032315554932152 -0.0020043976773496605 0.0015306870329847826 0.0010684602919127811 0.0016838014736475775 -0.00092879338586094652 -0.00014417917325023437 0.0016869763502455307 0.00086253143848563391 -0.00081778533831117326 0.0010480439607590398 -0.0012286775696969923 0.00059652779189706487 -0.0018180423942874497 -0.00074410209824019968 3.731682104686785e-06 0.0011122111327869252 0.00054806332619446944 -0.0015915100185131298 -0.0020423772106782437 0.000910674915204798 -0.00071635115293054339 0.0011759932775183318 5.7917263092442514e-05 -0.0020162216296610806 4.6031515911996945e-06 -0.0013113048188881189
leaf_weight=0.14597849146320996 0.32499367486434572 0.86374671943485815 0.17216702857330968 0.20422061250428747 0.15909088843716368 0.33189222286455411 0.48957668291404566 0.69680876238271583 0.51123286713846028 0.22867910177592499 0.41381281800568104 0.19251848571002483 0.57862286735325985 0.94272277993149867 0.71911185630597163 0.78771140985190868 0.16241278026427641 0.80376951722428192 1.0693154046311977 0.70669280967558723 0.39762309473007951 0.46846071968320757 0.29391971399309114 1.1767862385604528 0.66081574349664141 0.71121883951127518 13.073253027173221 0.39597796997986734 2.1219312262182943 0.279077962739393
leaf_count=117 34 33 49 10 39 18 24 23 24 29 19 7 21 30 36 28 21 27 38 34 17 24 20 44 25 19 1725 39 302 24
internal_value=7.10784e-05 0.000173327 0.000108209 -4.67292e-05 1.43674e-05 0.000150071 0.000118654 0.000650427 9.21212e-05 3.48032e-05 0.000762547 -0.000286414 8.875e-05 4.73525e-05 -0.000425259 -2.41343e-06 0.000151091 0.000300826 0.000183319 0.000326923 0.000203165 -0.000609222 -0.00121176 0.000397628 0.000150328 0.000471981 3.86628e-05 -0.00140856 -0.000254138 -0.00014835
internal_weight=30.0841 16.1056 15.2419 13.9785 13.3783 14.9169 14.585 1.98654 1.28973 12.5984 0.778498 0.364686 12.0758 11.5863 2.08545 1.36633 9.50083 6.93741 5.99468 5.19091 4.48422 0.866084 0.522599 3.61814 2.44135 1.78053 13.2192 0.600199 2.56342 2.40101
internal_count=2900 970 937 1930 1881 903 885 122 99 763 75 56 714 690 85 49 605 258 228 201 167 41 49 126 82 57 1842 49 347 326
is_linear=0
shrinkage=0.00196078


Tree=927
num_leaves=31
num_cat=0
split_feature=13 23 8 19 18 19 16 6 6 6 20 17 18 10 6 20 20 22 21 21 7 22 21 22 7 6 20 18 18 7
split_gain=0.10484 0.156535 0.139628 0.135932 0.131967 0.174378 0.208767 0.151317 0.444157 0.166699 0.243373 0.222055 0.157259 0.126456 0.117723 0.116328 0.151108 0.114056 0.29549 0.125603 0.205548 0.341223 0.203462 0.233476 0.247884 0.184447 0.275276 0.228868 0.292344 0.214566
threshold=95.870416931800023 0.079785000000000009 2.9476996444500005 12.451004585100002 17.108018746400003 12.150980378200002 16.514961380800003 13.665319288000001 13.775321858200002 12.26528657645 34.542090938800008 201.37020668845003 16.083212871900006 72.496961945650014 11.495268585100002 43.902382686800003 49.110028829250005 -0.50001499999999999 5.2269517379000012 2.9845679401500003 25.067667658500003 -0.093604999999999994 4.3636502323000004 -0.11600999999999999 24.122256664450003 16.465384711100004 38.592454371550012 13.713893333650001 13.583580954200002 24.785467646950003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 -1 -3 7 -6 -7 9 -9 11 -11 12 15 -12 -13 -2 -17 18 -10 20 -19 -22 23 -21 -25 27 -27 28 -24 -29
right_child=4 3 -4 -5 5 6 -8 8 17 10 13 14 -14 -15 -16 16 -18 19 -20 22 21 -23 25 24 -26 26 -28 29 -30 -31
leaf_value=0.00017694352980016399 -0.00083913962980883315 -0.001983484340249413 -0.0019749120134698482 0.00038673693213153319 0.001590775509352268 -0.0013283868406485904 0.0010049664345750768 0.0016283210089641572 -0.0012614726503110216 0.0010935661680900465 -0.00036229382905333268 -0.0020007486639630552 0.0012020555568487839 -0.0018636227035780768 -0.00016258315830254783 0.00068847344173723771 -0.0012334734176773395 0.00040549610479949496 0.0009025991236281763 0.00038841557452111945 0.001210628304196582 -0.0015762577224924998 0.00036396631910996043 -0.0014797263450211523 4.8104062050308812e-05 0.0014455258572708366 -0.00036507275516359586 -0.00037311724144924836 0.001774663997127134 0.00047497042999072788
leaf_weight=1.1174663886702081 0.49110368139373184 0.35524275364730318 0.12935250059854286 0.12602803986919753 0.50962572381831595 0.25228220730787143 0.35467854386661202 0.72162095678504812 0.73751658729453129 0.18937867120257557 0.33098973636515439 0.29046563218435029 0.51223885145736847 0.61924651791923679 0.24859863321762532 0.82571814768016316 0.19428185441211099 7.0375668348569844 0.36147963284747675 0.76442453056370174 0.25117673433851451 0.51573065576667421 3.4988779570121533 1.0965127597428388 0.65048471797490481 0.34942311048507591 4.2430403867529094 2.8891973726567812 0.6735064205713569 1.9019607140508012
leaf_count=326 91 337 82 28 24 26 23 33 56 17 43 60 28 91 27 93 60 415 25 38 13 48 161 71 40 21 337 160 16 110
internal_value=5.68903e-05 -0.000412947 -4.63029e-05 -0.00136281 8.35009e-05 0.000745139 3.51121e-05 5.83678e-05 0.00011177 -0.000312248 -0.000936158 -3.47674e-05 0.000263168 -0.00134067 -0.00115305 -5.50995e-05 0.000322396 6.79436e-05 -0.000549671 9.63768e-05 0.000300451 -0.0006635 -2.74871e-06 -0.000515379 -0.000910847 9.22225e-05 -0.000227311 0.000255935 0.000591681 -3.64493e-05
internal_weight=32.2392 1.72809 1.24682 0.481271 30.5111 1.11659 0.606961 29.3945 25.6925 3.70202 1.13961 2.56241 2.02334 0.950236 0.539064 1.5111 1.02 24.9709 1.099 23.8719 7.80447 0.766907 16.0674 2.51142 1.747 13.556 4.59246 8.96354 4.17238 4.79116
internal_count=2900 773 408 365 2127 73 49 2054 1544 510 151 359 272 134 87 244 153 1511 81 1430 476 61 954 149 111 805 358 447 177 270
is_linear=0
shrinkage=0.00196078


Tree=928
num_leaves=31
num_cat=0
split_feature=13 3 16 13 20 18 9 23 10 5 5 9 0 22 15 7 21 16 9 19 23 20 10 20 22 7 21 2 16 15
split_gain=0.0857352 0.481602 0.405432 0.298154 0.213539 0.385358 0.302669 0.193437 0.178927 0.176423 0.241776 0.243131 0.189838 0.197223 0.237052 0.194397 0.175165 0.26651 0.169086 0.15079 0.240235 0.149573 0.298529 0.25559 0.338124 0.274534 0.253867 0.234851 0.23791 0.147703
threshold=112.82921081865001 89.227236891450005 19.974953289850003 113.85351336640001 38.441102963850007 13.373311100250001 192.79514127745003 0.25847000000000003 64.434276012450013 20.206488238950005 21.197160116700001 197.19111486365003 86.530713386650021 -0.23401999999999998 47.90801194005001 23.539316666200005 5.7587983756000005 22.634947069650003 190.07378137140003 14.251149826300002 0.10371000000000001 42.131954243650007 61.950140699950005 41.134354310300004 -0.069554999999999992 22.892948161350002 11.133313228750003 158.68292856370002 22.604947139800004 37.965550269150008
decision_type=2 2 2 2 2 2 2 2 2 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 -3 5 6 19 29 9 -6 11 18 13 15 21 -12 17 -14 -11 20 -5 23 26 24 -15 -25 -23 28 -24 -1
right_child=1 3 -4 4 8 -7 -8 -9 -10 10 12 -13 16 14 -16 -17 -18 -19 -20 -21 -22 22 27 25 -26 -27 -28 -29 -30 -31
leaf_value=5.8294662283486673e-05 0.0011455091449335034 -0.0016550751998348806 -0.001479411859939609 -0.0013727939565659612 0.0010646267441516118 0.0016707272449293384 -0.00090789607865121265 -0.0020077269881678141 -0.0013448394734224172 -0.00060430586114440369 -0.0018376292235935756 -0.0013360300019354373 -0.00055148538601355564 -0.0014454748910719872 -0.0013827176929786689 0.00076057009183411943 0.00099571876017270412 0.00090960983778188838 0.00073739212221103081 0.0016756120660553267 0.0019925277037416032 0.00089558827663522233 0.00043587728317974434 0.0015867330754204805 0.00038064964589650235 3.6007814203097768e-05 -0.001139485774603237 -0.0020325263923406289 -0.0012681003798739833 -0.001631597119933111
leaf_weight=14.259409374972044 1.6553310186136538 0.39052886777790519 0.73855493153678331 0.21236266727646869 0.60198550997301659 0.86119662597775448 0.70446161180734634 0.18050122648242073 0.37586115184240121 0.92692666221409969 0.42924237206171056 0.97567249415442336 1.0757119877962398 0.53375708847306658 0.43436056159407588 0.14919664920307696 1.480738718062639 0.86667149723507453 0.5916176401078701 0.41349194571375847 0.13239805027842522 1.1021787591234899 0.68963083134440217 1.0078385051274379 1.4456962640251689 0.77755002077901725 0.29976728767360317 0.42094808364345215 0.57994348456850275 0.20166523571242656
leaf_count=1800 54 32 49 52 26 22 26 39 31 29 69 37 37 32 76 9 31 34 21 18 3 70 23 56 46 28 31 46 31 42
internal_value=4.70523e-05 0.000134665 -6.19509e-05 3.89385e-05 7.76508e-05 0.000630134 1.7468e-05 9.5491e-06 -9.30461e-06 2.55804e-05 -1.97863e-05 -0.000572292 0.00010224 -6.54215e-05 2.20031e-05 -0.00116748 0.000487711 0.00010044 -8.15867e-05 0.000877186 -8.04135e-05 0.000110982 -0.00020854 0.000373439 -0.000111763 0.000911381 0.000460444 -0.000763326 -0.000342502 3.47285e-05
internal_weight=34.5152 19.1351 15.3801 17.4797 17.0892 2.32391 1.46271 14.6416 14.7653 14.3894 13.7874 2.49422 11.2932 7.87011 7.29167 0.578439 3.42312 1.94238 1.51854 0.758253 0.344761 6.85731 3.09247 3.76484 1.97945 1.78539 1.40195 1.69052 1.26957 14.4611
internal_count=2900 970 1930 916 884 121 99 1881 763 732 706 87 619 517 439 78 102 71 50 73 55 363 201 162 78 84 101 100 54 1842
is_linear=0
shrinkage=0.00196078


Tree=929
num_leaves=31
num_cat=0
split_feature=6 15 0 6 5 13 3 16 7 21 5 0 6 5 20 6 18 3 5 15 2 2 23 20 16 12 6 13 23 15
split_gain=0.0735461 0.19581 0.175933 0.267107 0.170745 0.169998 0.248953 0.256155 0.244522 0.185177 0.187913 0.159689 0.209303 0.337043 0.264814 0.18383 0.235656 0.220011 0.163912 0.14515 0.253326 0.262989 0.132696 0.179262 0.179109 0.139729 0.131723 0.271729 0.13385 0.145355
threshold=14.855347092800002 37.576156502300009 93.262612545250008 15.135353635100001 18.228105795950004 109.57886493895002 84.146051024900018 18.714956236300004 20.778835947700006 0.89219292875000011 18.367178700250005 86.530713386650021 16.455384477450004 22.443872254700004 40.823855932350007 16.285380505300001 13.809421053700001 89.805255389500005 20.206488238950005 41.863529088250004 189.76529655395004 99.31225418210002 0.093675000000000022 38.318569170500005 16.344961778400002 334.2285027451 16.375382608200002 117.38883580790001 0.12064000000000002 23.214301336750001
decision_type=2 2 2 2 2 2 2 2 2 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 7 22 -8 10 -10 18 15 14 -14 19 -17 -18 -5 20 21 -13 23 25 -24 -1 27 -20 29 -28
right_child=2 -3 4 11 -6 -7 8 -9 9 -11 -12 12 13 -15 -16 16 17 -19 26 -21 -22 -23 24 -25 -26 -27 28 -29 -30 -31
leaf_value=-0.0018041289627895719 -0.0011643201965759044 -0.0011201658343217861 0.0014915912078782439 0.0014064175334100289 0.00013833232420818755 0.0010057299169421265 0.00050532551377365116 0.001272447961759795 -0.0011773976436097384 -0.0015753660030390134 0.00096767822065182225 0.00089725792551115279 -0.00011513897682386228 0.0011305592325228245 -0.0020455642885644338 0.0016857150744386644 0.0011593184375523757 -0.00051724462884175258 0.00036884196087847012 -0.00060854171930951591 0.0012418535910808145 -0.00047819660695568316 -0.00017627075171220029 0.00025482604368943856 -0.001762983028820079 0.0014884210684971942 -0.0015507885145523721 -0.001717852174332075 -0.00083100090344339207 0.00010550075588796113
leaf_weight=0.27953682928557366 0.64275744410770741 0.64407208006014194 0.69147053081542142 0.29277308471501129 0.74433718746877275 0.60154292272636745 0.52245286515608347 0.65303045228938561 0.34972606710653031 0.97449878856059513 0.2849330963617831 0.8701084171625556 0.71155902813188709 0.45855009555816639 0.44349142943974584 0.95977676752954755 0.6514276639500165 0.5592994736507535 0.43988653825908741 0.63657008809968818 0.9908433281816541 1.3854022922459988 1.5487786201015294 4.6573728713187847 0.33217623316158995 0.060231739743585422 0.20906525005920773 0.52780723123578355 0.69885193700611203 7.955414651341016
leaf_count=193 36 69 31 12 30 27 70 29 28 228 24 33 26 18 30 25 25 23 48 28 34 44 253 713 69 19 104 40 57 534
internal_value=5.79266e-05 -7.14345e-05 0.000128946 7.74525e-05 0.000790048 -5.62781e-06 -6.85888e-05 9.88526e-05 -0.000660171 -0.00103858 -0.000214356 0.000122316 0.000335782 -0.000291708 -0.000856342 0.000503045 0.000960066 0.000384824 -3.93474e-05 0.000247576 0.00041545 5.24125e-05 -1.25726e-05 0.000154518 -0.000456484 -0.00122045 -8.24031e-05 -0.000769299 -7.40809e-06 6.30887e-05
internal_weight=30.7777 10.9084 19.8694 18.4336 1.43581 10.2643 9.66274 7.53113 2.13161 1.60916 0.634659 17.7908 7.66703 1.6136 1.15505 6.05343 2.1705 1.21073 10.1238 3.88292 3.24635 2.25551 6.8781 4.99714 1.88095 0.339769 9.83103 0.967694 8.86333 8.16448
internal_count=2900 1722 1178 1117 61 1653 1626 1276 350 280 52 1081 286 74 56 212 73 48 795 139 111 77 1247 925 322 212 783 88 695 638
is_linear=0
shrinkage=0.00196078


Tree=930
num_leaves=31
num_cat=0
split_feature=16 12 19 6 6 6 20 0 22 20 20 9 9 6 18 22 16 17 10 3 20 9 4 21 9 8 0 12 21 19
split_gain=0.080094 0.177011 0.146278 0.150163 0.296956 0.173833 0.249822 0.148835 0.193988 0.31087 0.22834 0.282907 0.254111 0.208193 0.170686 0.143694 0.13919 0.369942 0.253266 0.327308 0.316496 0.234461 0.148416 0.137622 0.165087 0.162095 0.207573 0.136904 0.153404 0.121952
threshold=13.534968349350001 176.04981466085005 11.850956171350001 13.665319288000001 13.825323026450002 11.945279099550001 34.542090938800008 93.972365491700018 -0.033594999999999993 38.238138001450004 38.386256906100009 206.08249486475003 202.89977928865002 14.815346158200002 15.353948930850001 -0.01762 19.214955067100004 173.06150329755005 66.697957758300021 89.227236891450005 37.858673296900008 63.748083991300007 251.72785308670004 5.7087410616000005 184.56123852025004 1.9484794260000002 95.762878606550018 288.67761128475007 0.89219292875000011 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 -1 -2 5 -5 23 -7 16 9 -9 -11 12 13 -12 -10 -3 17 21 19 -18 -20 -6 -19 27 25 -25 -27 28 -4 -17
right_child=2 15 3 4 7 6 -8 8 14 10 11 -13 -14 -15 -16 29 18 22 20 -21 -22 -23 -24 24 -26 26 -28 -29 -30 -31
leaf_value=-0.0014510438727971776 0.00082740988327624661 0.00030454070205661565 -0.00089419853347843625 0.0013042665064617021 0.0019511731172857647 0.0012444412363351472 -0.001403502096153707 -0.0017537366698383617 -0.00044107105576338162 0.00176858692826713 -0.0013274445238949696 -0.0014973201159166681 0.0011200929550891686 0.00072441945914046373 0.0013314463126793484 -0.0019911517079030032 0.0011932589704016624 0.0016746609899343156 0.00028283970691906734 8.4763114987114111e-05 -0.0015398464839272293 -0.0013908110935477772 0.00018501084626453308 -0.0015773670492903215 -0.0017746951747376657 -0.0010606380138260736 0.0013980600209079748 -0.00077344641539409229 0.0011294986178924582 0.00015389604785359551
leaf_weight=0.41964985252423348 0.98563659522187919 1.2519683067032474 0.17595421768965358 0.77840456902049737 0.10037384810858085 0.16212092852219917 0.88353232236113399 0.62627036928461244 0.37879528584016853 0.20762530621141229 0.52981928043300308 0.61598933942150313 0.55952412111219019 0.2965254383161664 0.46561066858703271 0.22749938501942746 1.0980445314198792 0.88658945282077162 0.6863078208407376 15.21033203992374 0.78546140319667757 0.41195292773863912 0.36218928618109203 0.20046003123206879 0.30250604683533311 0.21125965040118899 0.3519346969696926 0.28999910057109446 0.79334651716635562 0.18457159192075778
leaf_count=231 99 401 51 42 4 14 127 71 35 6 56 73 21 9 20 130 42 47 24 769 55 183 29 99 58 39 17 44 66 38
internal_value=5.80162e-05 -0.00031302 8.52806e-05 5.85563e-05 0.000112988 -0.000328954 -0.000992958 7.30548e-05 -0.000288673 -0.000534327 -0.00018869 -0.000391692 9.97368e-05 -0.000591154 0.000536306 -2.60244e-05 0.000141178 0.000666992 8.90967e-05 0.000159398 -0.000689901 -0.000736057 0.00124261 -3.0382e-05 -0.000548791 -6.31742e-05 0.000475779 0.000408518 0.000762143 -0.00103036
internal_weight=30.4403 2.08369 28.3566 27.3709 23.9998 3.37111 1.04565 23.2214 3.68016 2.83575 2.20948 2.00186 1.38587 0.826345 0.844406 1.66404 19.5413 1.76111 17.7801 16.3084 1.47177 0.512327 1.24878 2.32546 1.06616 0.763654 0.563194 1.2593 0.969301 0.412071
internal_count=2900 800 2100 2001 1486 515 141 1444 291 236 165 159 86 65 55 569 1153 263 890 811 79 187 76 374 213 155 56 161 117 168
is_linear=0
shrinkage=0.00196078


Tree=931
num_leaves=31
num_cat=0
split_feature=16 12 19 22 19 4 6 6 19 20 8 13 16 23 23 19 16 20 16 9 0 21 16 0 6 7 3 18 0 15
split_gain=0.0332875 0.0982918 0.0865793 0.0817181 0.0792651 0.0779581 0.0731085 0.0973782 0.0898921 0.0707276 0.0931051 0.0714189 0.0701669 0.136974 0.108084 0.107314 0.0704155 0.128148 0.113822 0.164585 0.121152 0.122838 0.120164 0.109443 0.0986419 0.0839863 0.0909268 0.0815849 0.0878487 0.0809756
threshold=13.534968349350001 176.04981466085005 11.850956171350001 -0.01762 11.450923895500003 172.73046293330003 11.125259939900001 12.315287744750002 11.650940033400003 39.134693790050008 2.5480115570500002 95.99139754765001 14.994964935250001 0.092095000000000024 0.089850000000000027 12.250988447150002 15.604963508800003 40.878805547300004 17.844958270700005 191.87997069285004 97.32487278035002 12.151864830850002 15.919962772200003 97.32487278035002 13.565316951450002 25.926164922500003 82.866344954800013 15.409823741150001 96.249489528150022 28.566186095050004
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 5 6 9 -5 -1 8 -8 -2 -3 -11 -12 13 14 15 -4 17 23 19 20 21 -18 -21 -14 -23 27 -27 29 -29 -20
right_child=2 3 12 4 -6 -7 7 -9 -10 10 11 -13 16 -15 -16 -17 18 -19 25 22 -22 24 -24 -25 -26 26 -28 28 -30 -31
leaf_value=0.033420831272995159 -0.071460123918669585 0.070911319966041733 0.017867425211591237 -0.10089753945264382 0.0085702242241665616 -0.10086681403852933 0.1005789136658017 0.0057180386946255992 0.063651381214115038 0.032941906844958534 -0.089493836730203571 0.011653333811373665 0.027957134030614169 -0.091654614457080189 0.076846239666676794 -0.10245975144452445 -0.084012209181559439 0.060828297787925013 0.022259774776350886 0.0082672002945384584 0.047161734133662286 -0.064447085804657259 -0.090890707629424819 -0.058419876252789264 0.097357647093333027 0.079858887435206652 -0.0085711207267726557 -0.10211730908895134 0.0056809177352923164 -0.00013245291242448991
leaf_weight=0.055626525146183492 0.1122222503436231 0.17415995784028826 0.18453343952569667 0.14080450868740957 0.12475325892046385 0.19399239851557581 0.25706607010215521 0.18688762279089133 0.087742967582016718 0.35710559087419824 0.15495733597003891 0.12703884247093811 0.37817020426882908 0.23953463936572916 0.13492585368112486 0.12387284562646528 0.21423933518781513 0.54963572754968482 1.8154688187551169 0.16574259866320062 0.35113828026169358 0.062910190259572119 0.46533858413022244 0.23964106185212586 0.09393594030643726 0.28484882619522878 0.19648110872367397 0.15650766785256465 0.14623424044111744 14.621705405748797
leaf_count=12 25 115 49 130 38 219 18 34 22 134 118 34 25 50 10 41 164 49 205 21 56 44 134 41 9 31 34 20 21 997
internal_value=0.000960419 -0.0143926 0.00192846 -0.0013082 -0.049472 -0.0709414 0.0380321 0.0606461 -0.0121744 0.0144189 -0.000975684 -0.0439272 0.00079025 -0.0307245 0.00219632 -0.0304626 0.00188033 0.0257024 0.000383069 -0.0275416 0.0050574 -0.0347837 -0.0648486 -0.0055474 0.0324586 0.00257748 0.0437613 0.00139331 -0.0500472 0.00234075
internal_weight=22.3972 1.32844 21.0688 1.07882 0.265558 0.249619 0.643919 0.443954 0.199965 0.813262 0.639102 0.281996 20.4249 0.682867 0.443332 0.308406 19.742 1.16745 18.5746 1.3533 0.722224 0.371085 0.631081 0.617811 0.156846 17.2212 0.48133 16.7399 0.302742 16.4372
internal_count=2900 800 2100 569 168 231 99 52 47 401 286 152 2001 150 100 90 1851 115 1736 428 273 217 155 66 53 1308 65 1243 41 1202
is_linear=0
shrinkage=0.1


Tree=932
num_leaves=31
num_cat=0
split_feature=16 20 15 15 0 0 16 13 3 20 15 21 16 20 8 20 7 7 16 12 12 22 23 20 20 20 15 16 18 7
split_gain=0.107607 0.181704 0.164724 0.215808 0.157922 0.252459 0.273134 0.336076 0.41504 0.332156 0.155816 0.15356 0.153293 0.236721 0.208163 0.194557 0.163734 0.159323 0.156458 0.207907 0.160573 0.166793 0.157869 0.203201 0.146849 0.202752 0.175598 0.163444 0.16 0.337924
threshold=18.594956516900002 38.238138001450004 28.452330424200003 28.321365561200004 96.249489528150022 94.047642319350018 19.214955067100004 112.82921081865001 89.227236891450005 37.737818700150008 27.471913688500003 0.18863712200000002 15.919962772200003 41.289992964000007 7.2443465838000014 39.995120105550008 22.372035319250003 19.468732114900003 13.534968349350001 176.04981466085005 211.56805207830004 -0.23557500000000001 0.093480000000000021 40.922041107600009 42.178283198950005 42.487106141350004 46.574831689400007 22.674946976100003 13.197799034350002 22.597569836950004
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 3 12 5 6 -2 9 -9 -8 -7 -12 18 15 16 -14 17 -15 19 -3 22 -22 -20 -24 26 27 -10 -26 29 -27
right_child=4 2 -4 -5 -6 10 7 8 24 -11 11 -13 13 14 -16 -17 -18 -19 20 -21 21 -23 23 -25 25 28 -28 -29 -30 -31
leaf_value=-0.00088106019415855135 0.0010703029784747294 -0.0019820747304947692 -0.0010008135220309564 0.0018407216233791962 0.0011314816466853096 0.00073052962385564298 0.00027648698726984725 0.0012530697691066704 0.00030440189980352763 -0.0015791561248420889 -0.00021428811757544136 -0.0020081510580155751 -0.0011773925400121099 0.00060030445114179652 -0.0019952077889957673 0.00101161793817243 0.0010237874963402104 -0.0020015194675981219 0.00047179953588000483 -1.5902888960097229e-06 -0.00069616777222164625 0.0013263984555274928 -0.0017716387723773345 0.00048385168187181952 -0.0018896720125214492 -2.5632064707309855e-05 -0.00097441372345712096 1.0079537322676759e-05 0.00028725242348090702 -0.0020504585492179543
leaf_weight=1.0154357377646208 1.2316844247325303 0.24066647836184518 0.58066153559775546 0.25949350581504393 0.62212549994001065 0.18895232258364458 0.65744636685122049 1.3161252161953623 9.5272863228892639 0.8507857026415877 0.3145817550830543 0.44019050599308684 0.21896549477241922 0.14203274221654261 0.48750520823523402 0.54374385923802038 0.23124405379167001 0.24932659983096528 1.4292250949047236 1.3300494520926802 0.18518432478595048 1.0212210125609997 0.32784846576396365 0.28888807125622407 0.42862146445258886 1.5542580684923448 0.43151925712300077 0.29323072989063803 2.9075943134812405 0.39803917986864679
leaf_count=431 73 159 131 6 31 12 28 51 392 59 18 60 29 65 86 46 66 62 119 427 26 89 27 20 39 106 55 15 134 38
internal_value=8.32043e-05 -0.000102419 2.49808e-06 8.62582e-05 0.000158212 0.000128734 0.000176438 0.000116489 0.000195831 -0.000770271 -0.000861846 -0.00126049 1.82655e-05 -0.000457837 -0.00103566 0.000383177 -0.000284329 -0.00105726 0.000203138 -0.000305042 0.000448561 0.00101593 0.000114009 -0.000715135 0.000106293 -0.000148302 0.00024899 -0.00111796 -4.2775e-06 -0.000438459
internal_weight=29.7139 8.55149 7.53606 6.95539 21.1624 20.5403 19.5966 18.3649 16.8567 1.50823 0.943725 0.754772 6.6959 1.87282 1.11011 0.762709 0.622603 0.391359 4.82308 1.57072 3.25237 1.20641 2.04596 0.616737 15.5405 5.58174 9.95881 0.721852 4.85989 1.9523
internal_count=2900 1789 1358 1227 1111 1080 990 917 830 87 90 78 1221 354 279 75 193 127 867 586 281 115 166 47 779 332 447 54 278 144
is_linear=0
shrinkage=0.00196078


Tree=933
num_leaves=31
num_cat=0
split_feature=6 13 17 19 15 16 16 20 21 15 10 17 8 22 15 16 13 21 12 18 13 10 18 18 17 10 13 15 5 5
split_gain=0.0333155 0.10725 0.067385 0.0408544 0.0583119 0.0992321 0.241477 0.148869 0.088794 0.0744287 0.194588 0.136411 0.153177 0.139065 0.10506 0.0572686 0.0748653 0.115723 0.0672944 0.108867 0.24336 0.148636 0.156356 0.139981 0.158483 0.142363 0.240621 0.148781 0.168359 0.187983
threshold=20.305474434200004 119.04223755815001 165.65183757020003 14.651182102100002 45.169600924000008 22.674946976100003 22.614947116400003 41.24714903835001 9.3294251869500027 41.403124198950003 61.944763783650011 192.70224472390001 8.3434888241000014 -0.065399999999999986 40.896729687200008 22.744946812400002 117.64961624655002 5.7587983756000005 92.695913642950003 13.075178189100003 117.54745483760001 61.998532946250002 13.138633165750003 13.278511569200001 189.46592532740002 62.175971182900007 117.52594717255 39.283112803100003 21.495293572000005 21.964328598750004
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 3 -3 4 9 6 7 -6 -9 14 -11 13 -13 -12 15 16 18 -18 -1 20 -20 -21 -23 24 -24 26 -25 28 -27 -30
right_child=-2 2 -4 -5 5 -7 -8 8 -10 10 11 12 -14 -15 -16 -17 17 -19 19 21 -22 22 23 25 -26 27 -28 -29 29 -31
leaf_value=-0.01847546002521628 0.034725678304283497 0.030109679148675968 -0.10132809239092376 0.023971218005387276 0.067314118115984631 0.024318409636666805 -0.10244439807864203 -0.1014118638860762 0.025293579691825815 0.054157829464820145 -0.094479523717630895 -0.028959631502746587 0.050361768705218815 0.0060790386947541606 -0.044845714293150707 0.065556398025492596 -0.078399256127178185 0.0078603676954168544 0.0025017897906649891 -0.058920905422480269 0.082185806983661291 -0.070585218099554745 -0.0012130381429633582 -0.074982145056978894 0.082325690087407241 0.0052544452090729811 0.028091960802924337 0.062225973386754702 -0.10775114078426443 0.003569390811445387
leaf_weight=1.5323296091965257 0.28785810376575582 0.051262828230391189 0.16312503330846084 0.75888537475839157 0.217731187614844 0.33075496806122828 0.35404450772512064 0.13216930635098834 0.095108546345727518 0.92433308094041366 0.27291913202498108 0.4104085072467567 0.5984450398827903 0.27721306029707182 0.52295863437757262 0.13491547154262562 0.30133289532386598 0.32141963214962743 1.278317936102211 0.41040196171525067 0.54739405011059705 0.2878257779229888 0.44183139648521219 0.59672496921848406 0.46725556533783674 9.1343845638577879 0.36502398230368271 0.42616429431655056 0.28775256866356436 0.32082021120731952
leaf_count=150 25 16 55 47 16 36 71 31 17 40 27 32 27 15 28 9 27 20 280 30 22 18 28 32 15 1652 20 29 24 61
internal_value=0.000926486 0.000483502 -0.0698997 0.0011773 0.000353193 -0.0217452 -0.0408125 0.00822114 -0.0483897 0.00161033 0.0178041 -0.00375026 0.0180933 -0.0438078 -0.000703913 0.000665761 0.000142119 -0.0338783 0.00145835 0.00355567 0.026393 0.000282479 0.00225341 0.00399468 0.0417245 0.00091319 -0.0358612 0.00439114 0.0018614 -0.0490665
internal_weight=22.2511 21.9633 0.214388 21.7489 20.99 1.12981 0.799054 0.445009 0.227278 19.8602 2.48332 1.55899 1.00885 0.550132 17.3769 16.8539 16.719 0.622753 16.0962 14.5639 1.82571 12.7382 12.3278 12.04 0.909087 11.1309 0.961749 10.1691 9.74296 0.608573
internal_count=2900 2875 71 2804 2757 171 135 64 48 2586 141 101 59 42 2445 2417 2408 47 2361 2211 302 1909 1879 1861 43 1818 52 1766 1737 85
is_linear=0
shrinkage=0.1


Tree=934
num_leaves=31
num_cat=0
split_feature=21 7 7 23 7 13 16 23 18 7 5 18 23 23 19 10 21 9 15 16 5 5 5 5 22 9 9 17 22 21
split_gain=0.0352892 0.0924741 0.126627 0.105799 0.102075 0.147421 0.140593 0.132925 0.224515 0.179941 0.111916 0.169625 0.112325 0.1047 0.102363 0.0986012 0.145386 0.0965838 0.0915991 0.10052 0.0901057 0.145004 0.10939 0.0901052 0.0838654 0.0701053 0.180531 0.153129 0.174798 0.131824
threshold=2.9845679401500003 25.027970878050002 25.221560561650005 0.082975000000000021 23.789355599150003 109.57886493895002 18.744956166100003 0.081550000000000025 13.512826932300003 23.124786352450005 21.125470787600005 11.831616630050002 0.078295000000000017 0.089335000000000012 14.251149826300002 71.464594023550021 1.9498618639500001 187.70546222865002 35.885292828950007 18.764956119400004 21.788492303450003 22.694406402050003 23.606333875400001 15.299679811400003 0.68694500000000025 203.09362050815002 204.17620834730005 191.55545126530004 -0.103615 4.6354459407500004
decision_type=2 2 2 2 2 2 2 2 2 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 24 7 6 15 10 9 20 -1 -12 -13 -10 -7 -6 17 -17 19 23 -9 -22 -23 -5 -4 29 -27 28 -28 -2
right_child=25 2 3 18 5 14 -8 8 13 -11 11 12 -14 -15 -16 16 -18 -19 -20 -21 21 22 -24 -25 -26 26 27 -29 -30 -31
leaf_value=0.058867733207762264 -0.033178520566319689 -0.10289719846000817 -0.088344421657965452 0.030212342068269327 0.098001734665873058 0.077266526445435482 -0.071524774522869747 -0.039127817944548393 -0.092724257132404536 0.084725962176624967 0.098483028670843353 -0.064832382785676032 0.060019934627874354 -0.022660919754462536 0.020410873013746 0.042766216232086984 0.065984345666650623 -0.08323015400379416 -0.0823208751059612 0.085081679706946023 0.069962890188671245 -0.070734621082980606 0.019570730803390637 -0.049382567247343356 0.060632076754048636 0.066492904918297041 0.019539746502081359 0.011503011824493608 -0.085366103849774985 -0.0016194089175945914
leaf_weight=0.62197374322750254 1.5431045556520064 0.15270566735262026 0.21489789204957765 0.39641316927347248 0.13236605984275263 0.68610712769441284 0.22041048083337955 0.47300918574910633 0.36371456425786153 0.27554984029848117 0.12374347621152992 0.30635677285317797 0.094219566497486085 0.51569869124796242 0.58808039943687618 0.087430771671279217 0.20080512768254266 0.20004145627899561 0.095718709704669891 0.18844990956131369 0.3104256768419873 0.21751853480236605 0.34992785337453824 0.22180627408306464 0.045849589781028044 0.48625158672803026 0.27028254991409995 2.8462938206876061 0.38518793443745414 9.302969732321456
leaf_count=65 201 26 140 166 6 31 26 27 34 16 14 101 14 36 39 31 14 35 22 11 18 17 57 39 7 39 45 335 79 1209
internal_value=0.00083191 0.00663878 -0.0172824 -0.00604219 0.0120965 0.0295774 -0.00291671 0.00197189 -0.0109314 0.0110788 0.030179 -0.00385291 -0.0354659 -0.0516383 0.0510257 0.0214482 0.0006955 -0.0449101 0.0101699 0.0211448 -0.00394356 0.0150142 -0.0150459 0.00165509 -0.0621485 -0.00194085 0.00939627 0.00146789 -0.0421083 -0.00610942
internal_weight=21.9173 7.08322 1.31584 1.16314 5.76738 2.11524 0.841054 3.65214 2.50584 1.62643 1.14629 0.52432 0.400576 0.879413 1.27419 0.620643 0.488277 0.287472 0.902388 0.806669 1.35088 0.877872 0.567446 0.618219 0.260747 14.8341 3.98802 3.50176 0.65547 10.8461
internal_count=2900 992 411 385 581 182 112 399 205 135 194 129 115 70 70 86 80 66 238 216 119 92 74 205 147 1908 498 459 124 1410
is_linear=0
shrinkage=0.1


Tree=935
num_leaves=31
num_cat=0
split_feature=3 2 20 7 18 9 17 7 22 21 10 16 22 21 20 20 23 20 0 0 10 0 18 16 20 18 22 21 17 8
split_gain=0.0351722 0.0712557 0.0732928 0.0511839 0.0847997 0.182567 0.150933 0.105287 0.165777 0.0802637 0.0744292 0.0935819 0.149026 0.137106 0.119099 0.170189 0.138469 0.111616 0.136068 0.131262 0.110505 0.0951997 0.121408 0.245614 0.110979 0.102668 0.0996983 0.0949615 0.0918607 0.21182
threshold=108.42013948475001 170.32456123625002 44.921040431000009 19.874819532250005 12.903279561150002 195.51131808980003 177.48499193625003 22.372035319250003 -0.042409999999999996 15.294585115650001 60.990361147350008 22.624947093000003 -0.096499999999999989 0.66871128820000014 41.902916368500009 43.19689381845 0.087725000000000011 41.532441862050007 86.20003303655001 85.807518149550006 61.885617704800005 85.678472159250006 13.482409244300003 22.614947116400003 43.509905336500005 12.933745112000002 -0.14380499999999999 5.8597508135000007 189.27091549140002 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 9 5 7 -7 8 -5 -1 -6 20 27 -14 17 16 -16 18 19 -15 -12 25 23 24 26 -22 -23 -13 -28 -30
right_child=1 -3 -4 4 10 6 -8 -9 -10 -11 11 12 13 14 15 -17 -18 -19 -20 -21 21 22 -24 -25 -26 -27 28 -29 29 -31
leaf_value=0.042231652475411045 -0.10022611134362099 -0.10247320885305358 0.070927488000002523 -0.054711284746274236 -0.081702316377243289 -0.053113979764151359 0.068599898248954752 -0.097197032743951361 0.06218768917329235 -0.041403062607238562 -0.10485346753737906 0.011533316714564888 0.098916463823392087 0.034514850762552882 0.010434458046471869 0.049471718793435294 -0.065702154502733714 0.08257639579788803 0.053301135851761085 -0.0541163515950343 0.077688830532979869 0.081947131905738102 -0.0042294943925350282 -0.060784322012437213 -0.016210308165408263 -0.10211352090453535 0.055534963873946401 -0.070246549820532078 0.039033749726845736 -0.049796925248787149
leaf_weight=0.61714002712597604 0.037427974004002773 0.097631620219544857 0.075472499302122742 0.48976338355078042 0.10574408991397177 0.15229325844848063 0.30779912124853581 0.30198105098679662 0.16125388253749651 0.14095712641210412 0.10204377851187274 0.27189066770370152 0.22863594768568818 0.33366731717251263 0.49014514132068121 0.42360540325171314 0.46595416203035711 0.39742370031308372 0.69604679103940725 0.33471730150631629 0.039215223412610523 0.40079514798708338 11.666702773307604 0.35379011480836187 0.48072171908825101 0.166986509581875 0.72186992169736131 0.29719043262593914 0.83935148129239656 0.39465076410851907
leaf_count=111 85 46 6 68 33 38 24 18 29 17 13 20 15 17 34 22 51 15 41 23 4 22 1885 22 45 75 39 21 39 22
internal_value=0.000761408 -0.0399123 0.0141878 0.00116188 0.000223863 -0.023419 0.0283119 -0.0483938 -0.025756 0.026681 0.00196293 0.002426 0.0161584 0.0241509 0.0187096 -0.00329296 -0.0266707 0.0359398 0.0223557 -0.00987037 -0.00114088 -0.000438335 0.000498179 0.0177822 0.0275785 -0.0679189 0.0365107 -0.0311745 0.0272 0.0106245
internal_weight=21.5929 0.210532 0.1129 21.3823 20.6242 1.41309 0.460092 0.952998 0.651017 0.758097 19.2111 19.1054 3.93928 3.3702 3.14156 1.3797 0.956099 1.76186 1.36443 0.668385 15.1661 15.0641 14.8579 3.19118 2.83739 0.206202 2.35667 0.569081 1.95587 1.234
internal_count=2900 137 91 2763 2635 177 62 115 97 128 2458 2425 259 218 203 107 85 96 81 40 2166 2153 2074 189 167 79 122 41 100 61
is_linear=0
shrinkage=0.1


Tree=936
num_leaves=31
num_cat=0
split_feature=13 23 19 8 18 0 13 16 23 19 19 7 18 13 19 20 9 18 0 23 0 18 6 7 3 5 6 3 20 22
split_gain=0.0314123 0.0802371 0.0864783 0.0799337 0.0797095 0.0770031 0.0905057 0.120185 0.0913528 0.070878 0.0834013 0.0664241 0.0657286 0.0766219 0.063901 0.0810873 0.0547291 0.0503236 0.152788 0.145701 0.129865 0.118191 0.0631215 0.160693 0.123726 0.239616 0.18006 0.113044 0.141977 0.140827
threshold=95.870416931800023 0.079785000000000009 12.451004585100002 2.9476996444500005 17.140917755100002 98.615332683000005 99.19872809730002 12.644970430600003 0.099010000000000029 12.150980378200002 13.351077205700003 25.967949918250003 14.708525021850003 73.376087754350024 11.850956171350001 47.480720532750006 188.14427954665004 15.312071772700003 96.249489528150022 0.088990000000000027 97.671683879200017 15.379439136400002 14.815346158200002 24.176224535650004 86.302194445500007 18.613387752550004 15.135353635100001 81.796338618900009 40.259171735100004 -0.096499999999999989
decision_type=2 2 2 2 2 2 2 2 2 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 17 7 -7 16 -6 -11 -10 -1 -14 -9 -16 -8 22 21 -20 -21 -19 23 -2 25 -24 -26 -25 -29 -30
right_child=4 2 -4 -5 9 6 8 14 11 10 -12 -13 13 -15 15 -17 -18 18 19 20 -22 -23 24 27 26 -27 -28 28 29 -31
leaf_value=-0.080282577958970799 0.0084526722424925413 -0.10072998600373446 0.026527744295467521 -0.10046700727170571 0.074439087453661748 -0.10071900186664627 0.0033420321504084487 0.067089739060912146 -0.06519439967391838 -0.049025731180967778 0.050174579400893066 0.030988148382120148 -0.10132197922222437 0.032035295813121804 -0.073354221774440245 0.049104100701099579 -0.10140590290819276 0.046578076160847942 0.069647330999647039 0.052325132358834486 -0.059393757949645666 -0.080659590395464859 0.065081862355112971 0.05098431077416643 -0.057519339044305645 -0.03127864087809324 0.0028310998280580832 -0.084480343848599426 0.048295982535784085 -0.051985524435390999
leaf_weight=0.070715550027673713 1.5771034249883222 0.18627915479112289 0.07485922512205434 0.071296487130439345 0.27728060726076265 0.08663387176420545 0.060086075201979838 0.21421956788981333 0.12157441998715512 0.15144374739611521 0.19245159812271595 0.17538050905568525 0.046722860266413591 0.55325862649397095 0.10441897973578307 0.11214651454065461 0.2936626309165149 0.10877833943231863 0.62701046548318096 0.19726487627485767 0.22019030567025766 0.22198998432213557 0.80519435345195123 0.12586011376697559 0.51467250067071191 0.37977172422688454 12.535762225637425 0.57033801096258663 0.22255021446835588 0.37770486630688549
leaf_count=33 258 337 28 82 23 43 11 16 31 26 21 24 64 229 30 21 93 7 45 12 34 54 40 13 39 28 1075 78 32 73
internal_value=0.000697092 -0.0165766 -0.0642497 0.000201592 0.00155179 0.000437006 -0.0244632 0.00675186 -0.0492844 0.0368206 0.006489 -0.00838933 0.0109029 0.0216503 0.028365 -0.00994027 -0.0836139 0.00201059 0.0204145 0.0391718 -0.00660195 -0.0388155 0.000531274 -0.012988 0.00326026 0.0341991 0.000451048 -0.03907 -0.0487524 -0.0148052
internal_weight=21.2766 1.00313 0.261138 0.741994 20.2735 19.6523 1.16812 0.517419 0.650704 0.621176 0.343895 0.296955 0.670697 0.599981 0.430785 0.216565 0.353749 18.4842 1.37523 1.04447 0.417455 0.330768 17.109 2.87356 14.2354 1.18497 13.0504 1.29645 1.17059 0.600255
internal_count=2900 773 365 408 2127 2057 269 110 159 70 47 55 326 293 67 51 104 1788 152 91 46 61 1636 454 1182 68 1114 196 183 105
is_linear=0
shrinkage=0.1


Tree=937
num_leaves=31
num_cat=0
split_feature=9 13 3 21 20 20 21 16 15 16 6 18 10 16 16 6 6 22 18 0 23 21 5 23 3 22 21 22 5 9
split_gain=0.0319468 0.0631105 0.0778723 0.0500275 0.0612901 0.0352747 0.077268 0.136348 0.12156 0.0858448 0.0601354 0.10462 0.0787228 0.0692363 0.0705722 0.0673238 0.0571757 0.0647163 0.0575168 0.0936905 0.0935497 0.0871383 0.0588006 0.0650275 0.0749209 0.0548306 0.11659 0.0696208 0.174553 0.172657
threshold=37.256168974800005 96.209162656250015 66.676450093250011 20.770927814650005 50.264779514000004 47.480720532750006 12.025531657300002 17.434959229500002 22.863620006050002 14.614965823850001 10.715250360100002 17.248993197150003 89.619751778500017 13.039969506900002 10.384975715400001 11.175261108200003 11.685273024550002 -0.090694999999999998 17.108018746400003 98.851916998450022 0.099010000000000029 1.2781961269500002 16.316541761950003 0.088990000000000027 81.70761950055001 -0.50001499999999999 5.2269517379000012 -0.11600999999999999 21.495293572000005 194.46727572990002
decision_type=2 2 2 2 2 2 2 2 2 2 2 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 10 8 -8 9 -7 11 13 -13 14 -2 -12 17 -17 19 22 -21 -22 23 -18 -25 26 -24 28 29 -27
right_child=5 -3 3 -5 -6 6 7 -9 -10 -11 15 12 -14 -15 -16 16 18 -19 -20 20 21 -23 25 24 -26 27 -28 -29 -30 -31
leaf_value=-0.10042627811706076 -0.10161848147832707 -0.10101738508181585 0.027732775649117337 0.10031341913904397 -0.10040783455622011 0.034039375579245544 0.045139663615910132 -0.10207471540412967 0.069481161917094095 -0.080171957590029555 0.047129190905401214 0.02891571031034583 -0.10025948857733756 -0.086669784368612945 0.055710222062771188 0.020208114481930828 0.070430880931166409 -0.079826224140161828 0.043459639666732983 -0.080489922855722651 0.053838746972879242 -0.053718450350749153 -0.05765876180048523 -0.043656099133504246 0.045377790882533596 0.069706621127731211 0.028267373595858403 -0.0013080721913251558 -0.011861570756461775 0.0072474512459904869
leaf_weight=0.069163872520394132 0.043470884670461341 0.089898575224651722 0.1461878458976571 0.058583417441695929 0.050124945155403111 0.14968911226787796 0.12731214495579479 0.12437943161057774 0.43629972294729669 0.11744505941169336 0.31674560249666939 0.33890217851512716 0.054808093363703847 0.30035406803153819 0.082851105280042248 0.10062982194358483 0.25801478463109617 0.1809867176925789 0.31830835290020232 0.28026371627856761 0.14985768549377099 0.15144450435764156 0.4411509299170796 0.17134874904877506 0.21077088068705052 0.81639497635117064 0.24594808634719811 12.852712158188707 1.3457548815272273 0.96656923269620165
leaf_count=197 30 67 62 7 63 38 28 22 27 13 40 74 158 149 48 22 19 39 44 101 17 31 57 25 20 64 34 1082 257 65
internal_value=0.000620074 -0.0268849 -0.00631954 0.0192155 -0.00498563 0.00117326 0.0199398 -0.0276099 0.0369532 -0.0161734 0.000260024 -0.0262423 0.0109333 -0.0605457 0.00156907 0.0014161 0.00063301 -0.044081 0.00132457 0.000574886 -0.0389047 -0.000223079 0.00190139 0.0316435 0.00545353 0.000759176 -0.0269014 0.0019484 0.0153259 0.0358467
internal_weight=20.9964 0.413959 0.32406 0.254896 0.196313 20.5824 0.955125 0.251692 0.703434 0.267134 19.6273 0.820386 0.39371 0.426676 0.126322 18.8069 18.4902 0.281617 18.2085 17.8902 0.581566 0.301302 17.3087 0.640134 0.38212 16.6685 0.687099 15.9814 3.12872 1.78296
internal_count=2900 396 329 132 125 2504 128 50 78 51 2376 459 232 227 78 1917 1877 61 1816 1772 149 48 1623 64 45 1559 91 1468 386 129
is_linear=0
shrinkage=0.1


Tree=938
num_leaves=31
num_cat=0
split_feature=3 22 21 5 13 17 21 17 18 18 21 20 16 21 18 6 2 21 9 12 6 13 13 20 2 2 23 16 6 10
split_gain=0.031348 0.0629471 0.0616221 0.0456651 0.0771816 0.0899956 0.0758547 0.0587246 0.0461999 0.0754463 0.114065 0.134391 0.0723757 0.136184 0.178474 0.288588 0.306785 0.170508 0.145865 0.135129 0.0979175 0.0877718 0.212172 0.180809 0.188435 0.182027 0.24619 0.104 0.0723907 0.22348
threshold=108.42013948475001 0.11529000000000002 2.2747687716500002 30.133297129900004 119.04223755815001 168.45154159730004 10.693943129750002 161.95900874150001 12.543841250850003 12.903279561150002 12.025531657300002 39.646013290900008 22.624947093000003 2.3083050893000006 13.5308213324 16.395383075500003 171.18303460180002 10.048480919900003 188.78154115175002 218.12027148180002 16.495385412050002 117.38883580790001 117.30011668960002 41.24714903835001 181.83510701155004 163.32842070695003 0.099425000000000027 22.594947163200004 15.785368822600002 66.697957758300021
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=3 2 -2 4 7 -6 -5 -1 -9 10 11 -10 21 19 15 -15 17 18 -17 -14 -18 22 28 24 -23 27 -27 -25 -11 -30
right_child=1 -3 -4 6 5 -7 -8 8 9 12 -12 -13 13 14 -16 16 20 -19 -20 -21 -22 23 -24 25 -26 26 -28 -29 29 -31
leaf_value=-0.084186351177964913 0.0432988966746835 0.087351450110889961 -0.10180578150798313 0.066379060364801845 0.029276388031130252 -0.10130493977744842 -0.015512605627576094 0.04323459828620263 -0.00064063467398814931 -0.0032395949446224186 0.038716232818143813 -0.083299754476118926 0.093899826103631956 -0.078250041281483107 0.04324567498375774 0.043819405772455015 -0.0027408785731614415 0.076565296215303016 -0.038478304982505721 0.003363400173950096 -0.10367369413606989 -0.027169263774120864 0.077841262483489909 0.014667708709878975 0.06478006865439162 -0.09190147447019098 0.012040734154741741 -0.041254320451563645 0.030938272654147558 -0.065606673766723439
leaf_weight=0.080808754526869531 0.038858796728162726 0.032257158076390624 0.11856282048074718 0.26896247224431036 0.080090099945663407 0.1547728687437484 0.19520116454077652 0.2584870948339838 0.37821849793545215 8.8794024048602846 0.21388352507165109 0.4098183299338416 0.38534787642129176 0.47875499595829829 0.9049641553137916 0.44830621313303687 0.15208459606219538 0.52490586973726749 0.41447984357364476 0.288111915695481 0.26117761558725761 0.40593107706808895 0.36813103118038348 0.91494667559163667 0.49423622933682054 0.74457290281861765 0.32836203597253188 0.52245710091665387 1.7491555623528268 0.27784705242083862
leaf_count=123 28 2 107 33 4 43 23 63 32 1722 16 53 26 22 55 18 24 19 36 28 34 24 15 40 25 81 29 27 115 33
internal_value=0.000556969 -0.0399103 -0.0659874 0.00092988 0.000214456 -0.0567757 0.03194 0.000887591 0.00123474 0.000679281 -0.0260493 -0.0436275 0.00212347 0.0143121 0.00567239 -0.00924288 0.00910157 0.0316249 0.00428383 0.0551676 -0.0665294 -0.00107878 0.00317329 -0.0151354 0.0233155 -0.0289232 -0.0600909 -0.00565842 0.000652971 0.0177046
internal_weight=20.7731 0.189679 0.157422 20.5834 20.1193 0.234863 0.464164 19.8844 19.8036 19.5451 1.00192 0.788037 18.5432 3.85813 3.18467 2.27971 1.80095 1.38769 0.862786 0.67346 0.413262 14.685 11.2745 3.41051 0.900167 2.51034 1.07293 1.4374 10.9064 2.027
internal_count=2900 137 135 2763 2707 47 56 2660 2537 2474 101 85 2373 262 208 153 131 73 54 54 58 2111 1885 226 49 177 110 67 1870 148
is_linear=0
shrinkage=0.1


Tree=939
num_leaves=31
num_cat=0
split_feature=16 12 19 22 19 6 6 22 9 16 21 0 21 0 22 12 2 18 0 5 10 3 16 10 20 18 10 5 2 5
split_gain=0.0686119 0.128921 0.119822 0.0907234 0.092618 0.0901778 0.272898 0.134712 0.172842 0.27536 0.108557 0.105057 0.264133 0.190031 0.248987 0.264269 0.303444 0.188978 0.139353 0.266262 0.144921 0.49087 0.35565 0.199335 0.177049 0.237607 0.181983 0.202171 0.180987 0.135595
threshold=13.534968349350001 176.04981466085005 11.850956171350001 -0.01762 11.450923895500003 13.665319288000001 13.825323026450002 0.049235000000000008 193.75542554275003 17.654958715000003 5.3801611018500006 94.047642319350018 6.9984086918000008 94.776214472700005 -0.054494999999999995 160.15558337000002 106.46918899020001 14.117867417450002 93.262612545250008 18.613387752550004 66.697957758300021 89.227236891450005 19.974953289850003 65.727424373200009 38.441102963850007 13.373311100250001 63.910026677050006 20.206488238950005 130.66276448315003 21.197160116700001
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 -2 -3 -5 7 -7 8 10 -10 -4 18 13 -13 15 16 -15 -14 20 -20 21 -8 -22 24 25 28 27 -26 -23 -29
right_child=2 3 5 4 -6 6 11 -9 9 -11 -12 12 17 14 -16 -17 -18 -19 19 -21 22 23 -24 -25 26 -27 -28 29 -30 -31
leaf_value=-0.0014479077867136439 0.00081866106877312547 0.00022891745007613755 0.00078970774353162522 -0.0019801132142679948 8.051115246708746e-05 0.0013303666488047789 0.001365426363171045 0.00040956060000086968 -0.0019887813232623785 0.00015239278039959724 -0.00050735279335946046 -0.0012586382024568142 0.00070159889887830371 -0.0010948694735999692 0.0010447210158483528 -0.0020178834324234814 0.0012527785045596338 -0.0017363567868901445 0.0014277966193207122 -0.00049282188166545077 7.4841688598207071e-05 0.00053550939479942751 -0.0020236306438542891 -0.0014219860241656912 0.0012719948632904448 0.0015750886022026405 -0.0011096000007008425 -0.00045728509488614233 -0.0011734433267102575 7.8342117959998218e-05
leaf_weight=0.32233384810286025 0.81010235612484649 1.0022075597972273 0.41074451362465303 0.16761643087215805 0.1678257827707057 0.66544174950104462 1.1354618705809247 0.78246021984477909 0.58660221070749674 0.3808340058894828 0.62643912092971732 0.36295036265801162 0.1516478236299007 0.38352546689566291 0.90944417851278503 0.27197526562667917 0.47241006791591644 0.63039579626638442 0.78941564494743832 0.42796243511838838 1.1221508044982318 1.009882167018074 0.42930226551834483 0.3551021749153741 0.48544680560007414 0.65701504301978264 0.56154462197446342 2.216055172844789 0.31182633796743164 10.093115393186961
leaf_count=231 99 401 74 130 38 42 41 124 143 38 136 53 11 35 40 42 17 87 33 30 46 88 35 13 22 26 50 83 44 648
internal_value=5.21897e-05 -0.000334747 7.59443e-05 -6.65083e-05 -0.000949158 5.30051e-05 9.26479e-05 -0.00028043 -0.000549752 -0.0011459 6.30793e-06 5.64867e-05 -0.00027395 4.84908e-05 0.000281353 -0.000334157 0.00020085 -0.00126361 0.000110154 0.000752614 6.75938e-05 0.000120468 -0.000505826 3.03723e-05 6.40038e-05 0.000611378 -1.709e-05 3.08593e-05 0.000132322 -1.80884e-05
internal_weight=28.6992 1.65998 27.0393 1.33765 0.335442 26.2292 23.4421 2.78708 2.00462 0.967436 1.03718 22.7766 3.18235 2.40031 2.03735 1.12791 0.855936 0.782044 19.5943 1.21738 18.3769 16.8254 1.55145 15.69 15.3349 1.97872 13.3562 12.7946 1.32171 12.3092
internal_count=2900 800 2100 569 168 2001 1486 515 391 181 210 1444 285 187 134 94 52 98 1159 63 1096 1015 81 974 961 158 803 753 132 731
is_linear=0
shrinkage=0.00196078


Tree=940
num_leaves=31
num_cat=0
split_feature=15 7 20 17 21 21 9 5 21 6 23 21 9 9 22 16 3 18 4 16 20 2 20 16 6 0 20 20 17 18
split_gain=0.0321289 0.127803 0.111691 0.0376133 0.0318023 0.124624 0.112794 0.0810862 0.064711 0.173552 0.0974919 0.0869105 0.129297 0.250054 0.0669033 0.0661776 0.0675818 0.110265 0.0880773 0.0813835 0.166357 0.159262 0.078659 0.204277 0.113282 0.119074 0.0622194 0.0676845 0.0653672 0.151164
threshold=46.574831689400007 23.539316666200005 42.233786329550007 183.95506935190005 3.4703576882500005 3.8005420560000007 203.09362050815002 30.133297129900004 2.1194692063500002 16.565387047600002 0.089850000000000027 1.2219980417000003 194.29350362915002 200.41824001715003 0.4063250000000001 22.634947069650003 89.324021384150015 14.092183088000002 161.23541642690003 19.134955254150004 39.995120105550008 69.280267125550012 41.755948821900006 21.979948601300006 15.745367888000002 88.576630023850015 48.988717865950008 48.852845034800005 188.07781354100004 13.303774303900001
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=4 3 -3 -2 7 6 -6 8 11 10 -10 14 -13 -14 15 16 17 -1 -19 20 21 -20 23 24 -18 -26 27 28 -7 -30
right_child=1 2 -4 -5 5 26 -8 -9 9 -11 -12 12 13 -15 -16 -17 22 18 19 -21 -22 -23 -24 -25 25 -27 -28 -29 29 -31
leaf_value=0.045728047024349038 -0.00026783349330546612 -0.045847857217956929 0.060902030825131709 -0.10116902479338429 -0.097768912630624427 -0.012102908790390865 0.0019691462473491188 0.068975097090123311 0.0098959253063069207 -0.069942045939122219 0.05946895720485959 -0.070955142891778525 0.061781492202894486 -0.049961478346842086 -0.066822503923401985 0.046360517254397937 -0.10476620194153896 -0.067185316280846036 0.04477852370283239 0.036785211298856139 0.052327906478632828 -0.067228633166014226 -0.088593615160868222 0.096670569495398206 -0.080199677354201082 0.043823238535599301 -0.036386509737972833 0.056810446208520549 0.031246136963305027 -0.0016036982397050308
leaf_weight=0.70118867023848785 0.04620462481307086 0.17865905005601235 0.21713419282605173 0.18433739823012729 0.25206376432743027 3.0416136115261407 0.20609727188275428 0.20302584942692181 0.90290242053879388 0.18764706692036259 0.70762987587022508 0.39905312318569464 0.35369721742608817 0.46163080579776761 0.12042767685031197 0.41793272283393879 0.16569497692398716 0.1817971897398819 0.1704560121943357 0.55900316042243503 0.28763007976931476 0.4973367758788072 0.14270066516473889 0.14771782956086099 0.12492824282526271 0.20353362523019314 0.44829258272102457 0.21767732811349638 1.746370781409494 7.0794944045478587
leaf_count=41 10 24 21 77 36 565 31 35 129 30 64 47 17 79 51 33 32 18 17 34 68 247 12 8 72 12 227 20 89 754
internal_value=0.000541373 -0.0217596 0.0127157 -0.0809467 0.00124231 -0.00167662 -0.0529032 0.00670972 0.00483215 0.0210728 0.0316771 -0.00108582 -0.0243142 -0.00148629 0.00649629 0.00894902 0.00403527 0.0123723 -0.00141637 0.00647878 -0.0112531 -0.0386385 -0.0214401 -0.00651057 -0.0373544 -0.00334804 0.000195967 0.00155297 0.000539423 0.00489629
internal_weight=20.5539 0.626335 0.395793 0.230542 19.9275 12.9916 0.458161 6.93593 6.73291 1.79818 1.61053 4.93473 1.21438 0.815328 3.72035 3.59992 3.18199 2.39741 1.69622 1.51443 0.955423 0.667793 0.784575 0.641875 0.494157 0.328462 12.5334 12.0852 11.8675 8.82587
internal_count=2900 132 45 87 2768 1722 67 1046 1011 223 193 788 143 96 645 594 561 425 384 366 332 264 136 124 116 84 1655 1428 1408 843
is_linear=0
shrinkage=0.1


Tree=941
num_leaves=31
num_cat=0
split_feature=22 6 22 23 20 9 22 23 23 5 23 23 6 21 21 7 0 4 5 6 22 22 14 0 21 18 22 9 20 6
split_gain=0.0300231 0.0397207 0.0331317 0.0882247 0.0354278 0.106984 0.0657527 0.0361723 0.153086 0.149144 0.128214 0.124311 0.0962105 0.130308 0.230044 0.151953 0.331295 0.190221 0.125884 0.18697 0.110013 0.091524 0.0860477 0.0813022 0.0555864 0.0518147 0.156495 0.120554 0.195547 0.131827
threshold=0.68694500000000025 11.125259939900001 0.27148500000000009 0.094415000000000013 34.542090938800008 104.11289958150002 -0.082509999999999986 0.10236000000000002 0.099010000000000029 21.495293572000005 0.098200000000000023 0.10332500000000001 16.565387047600002 4.9951517063000006 5.9038172716500013 22.765858321950002 86.20003303655001 190.68865001715002 21.495293572000005 13.705320222600003 -0.036264999999999999 -0.092864999999999989 275.45622032450007 91.144107538500023 2.5883591406000002 15.042884401850001 -0.013805 207.13025159505005 40.21994457600001 15.265356672600001
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 -2 4 -4 5 -1 -7 8 10 24 25 -9 13 20 -15 -16 -17 -18 19 22 21 23 -19 -13 -10 26 -6 28 29 -28
right_child=1 -3 3 -5 7 6 -8 11 9 -11 -12 12 -14 14 15 16 17 18 -20 -21 -22 -23 -24 -25 -26 -27 27 -29 -30 -31
leaf_value=-0.10038149637266165 -0.0033899641765467686 0.079082303248707533 -0.088121691655857148 0.022948700899308328 0.0020399851786877298 0.072448079305468677 0.005397609311202969 -0.073797090081447025 0.030880722295212073 0.069273426355170517 -0.079160434625901388 0.10109780017389441 -0.054571375174980563 -0.10576959926711756 0.053772594160526245 -0.10380668227524091 -0.081346600348810486 0.053291776128181034 -0.019864473506530232 0.087996297451181232 0.075447883470589158 -0.020962185414497264 -0.085379809160021858 0.0016233281372929056 -0.049600755390174944 0.011913180935230791 -0.025902204714168754 -0.083104711056637692 -0.056930781140932467 0.072444576593828053
leaf_weight=0.062953857233206345 0.12197698956970171 0.11203896917868406 0.14599174648890212 0.14018383647018595 9.3987201561976743 0.27499642723296347 0.31240500407648142 0.27356193895502601 0.15922649711978998 0.62986929358157795 0.20496498282000253 0.15434043575078249 0.33998206086107519 0.23823843861464444 0.39423091063235904 0.33491480375960225 0.19702727219555516 0.073762351226377865 0.37601774955692235 0.45060216099955142 0.34925879861930365 0.45709844695738866 0.11375548977582639 0.17569526817851511 0.18614147715561558 3.1006929695715817 0.25716863782144261 0.36124846029997559 0.58543264513446047 0.28998498382861726
leaf_count=151 28 16 71 28 972 28 35 21 17 38 18 6 42 19 30 35 13 15 20 30 28 37 40 35 31 835 18 51 163 29
internal_value=0.00048404 0.036095 6.81636e-05 -0.0337136 0.000557601 0.0235099 0.0367878 -0.000223847 0.00199037 0.0403158 -0.000642104 -0.00877606 -0.0039094 0.00128651 -0.013033 -0.00164646 -0.0157776 0.00856443 0.0260324 0.0530775 0.0287381 0.00801249 -0.0308317 0.0481423 -0.012496 0.000507987 -0.00273864 -0.0328042 -0.0167603 0.0262204
internal_weight=20.2725 0.234016 20.0385 0.286176 19.7523 0.650355 0.587401 19.1019 15.1735 0.975237 14.1982 3.92849 3.65492 3.31494 2.17855 1.94031 1.54608 1.21117 1.01414 0.63812 1.13639 0.787134 0.187518 0.330036 0.345368 13.9932 10.8926 1.49383 1.13259 0.547154
internal_count=2900 44 2856 99 2757 214 63 2543 2172 86 2086 371 350 308 202 183 153 118 105 85 106 78 55 41 48 2068 1233 261 210 47
is_linear=0
shrinkage=0.1


Tree=942
num_leaves=31
num_cat=0
split_feature=22 22 6 13 21 16 0 20 16 16 21 23 23 20 8 5 19 4 4 15 23 20 20 22 7 9 19 10 16 5
split_gain=0.0661651 0.189905 0.179028 0.297468 0.300273 0.217495 0.259284 0.394816 0.196893 0.157393 0.155862 0.146599 0.497098 0.144083 0.173808 0.148076 0.177717 0.269298 0.234795 0.174489 0.184462 0.209333 0.146984 0.143747 0.201256 0.131023 0.114742 0.225079 0.175886 0.158322
threshold=-0.063985 -0.054494999999999995 16.445384243750002 117.64961624655002 4.9951517063000006 22.544947280100004 94.776214472700005 38.318569170500005 22.824946625350005 18.714956236300004 7.4080080539000006 0.09495000000000002 0.087530000000000011 40.21994457600001 9.5425530862500008 22.694406402050003 13.951125619400001 212.51885705880002 217.34171987710002 14.069954549750003 -0.22253999999999999 39.945535567850008 40.496232821400007 -0.12835499999999997 22.765858321950002 196.57165974130001 12.651020723000002 71.273713496300005 13.534968349350001 13.264960807550002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=13 10 5 4 25 6 7 -3 -5 26 -2 12 -7 14 15 16 17 -1 -19 -20 -21 -22 -15 -18 -25 -4 28 -28 29 -8
right_child=1 2 3 8 -6 11 9 -9 -10 -11 -12 -13 -14 22 -16 -17 23 18 19 20 21 -23 -24 24 -26 -27 27 -29 -30 -31
leaf_value=-0.0015984696305901245 0.0002464491430806698 0.00043686705893293759 0.0011059639174183854 0.0012347908507483458 -0.001555218338705843 0.0017729388478661392 0.00030326442834471563 -0.001196284820420759 -0.00054837733341100818 0.0014284837956250621 0.0016398652551698199 0.0015502295935306486 -0.0013832109757899648 0.0010576939867459401 0.001243825197219545 -0.0012060282560060317 -0.00062501466095868971 0.0017192333909256351 0.0014154662559247176 0.0010116392370781763 -0.0018038799609012158 0.00083794561850745813 3.7508938788970133e-05 -0.00041561659673052112 0.00099777514662146216 -0.00084157276306154945 0.0013002821723654468 -0.0011335594503201045 0.0010465710574048481 -0.0019891683150104903
leaf_weight=0.75390605281246026 0.67254838964936314 1.0577952037710914 0.30603450714261293 0.55604966165265057 0.99294914341953699 0.41454317138413876 0.42719879246584536 1.2319138870552704 0.41631451189459767 0.51476629590615619 0.57037486508488655 0.7024458788218908 0.35716635972494259 0.56792681409024126 0.26594428648240853 0.71982566068982112 0.68959419357997864 0.22080720466328774 0.15458165763948251 0.16739914283425583 0.57466607469018549 0.14426528148760553 12.35336834831355 0.63728398270904996 0.9875573260942474 0.23463808454107493 0.20592058659531165 0.5027639356412692 0.95366487043952475 0.1589119582058629
leaf_count=108 38 53 40 31 125 27 211 141 37 23 28 29 16 33 15 134 31 8 101 25 158 10 1183 21 32 19 9 90 75 49
internal_value=4.14635e-05 0.000167295 6.84187e-05 -0.000377076 -0.000914994 0.00023946 4.61322e-05 -0.000441805 0.000471333 0.000450454 0.000885885 0.000902127 0.000312194 -2.94381e-05 -0.000301161 -0.000382525 -0.000245627 -0.000671289 -0.000117277 -0.000506853 -0.000842118 -0.00127375 8.23489e-05 0.000125079 0.000443424 0.000260783 0.000226542 -0.000426365 0.000527044 -0.000318282
internal_weight=28.5131 10.276 9.03308 2.50599 1.53362 6.52709 5.05294 2.28971 0.972364 2.76323 1.24292 1.47416 0.77171 18.2371 5.31583 5.04989 4.33006 2.01563 1.26172 1.04091 0.88633 0.718931 12.9213 2.31444 1.62484 0.540673 2.24846 0.708685 1.53978 0.586111
internal_count=2900 1041 975 252 184 723 651 194 68 457 66 72 43 1859 643 628 494 410 302 294 193 168 1216 84 53 59 434 99 335 260
is_linear=0
shrinkage=0.00196078


Tree=943
num_leaves=31
num_cat=0
split_feature=21 5 21 3 3 15 13 21 4 23 6 23 6 20 23 9 9 13 9 18 15 6 6 21 6 6 9 20 23 17
split_gain=0.083067 0.163537 0.245085 0.166994 0.241843 0.196358 0.200614 0.163477 0.159241 0.188703 0.168226 0.214157 0.147093 0.134528 0.13132 0.13943 0.181439 0.164893 0.157538 0.126906 0.121972 0.117853 0.117797 0.118628 0.113757 0.109771 0.10242 0.20675 0.191752 0.0997896
threshold=8.9353283289500016 21.125470787600005 9.7129917831000032 92.171098544300023 90.525762168450015 30.276503438400002 109.57886493895002 10.738578069800001 197.66210197150005 0.12064000000000002 16.515385879350003 0.095645000000000022 16.565387047600002 42.049402686800001 0.096995000000000012 205.20707599510004 192.53043113735001 99.962250206350021 214.57164835430004 13.565012728250002 47.90801194005001 16.465384711100004 4.9151148409000003 8.8712712239000009 14.135330269750002 1.8100422913500003 200.80358209610003 42.207998345450008 -0.15684499999999998 193.73902333365001
decision_type=2 2 2 2 2 2 2 2 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 19 4 5 6 7 -4 13 10 11 21 -12 -3 15 16 17 25 -17 -2 22 26 23 -1 -7 -9 27 -10 -29 -24
right_child=1 8 3 -5 -6 24 -8 14 9 -11 12 -13 -14 -15 -16 18 -18 -19 -20 -21 -22 -23 29 -25 -26 -27 -28 28 -30 -31
leaf_value=-0.0019725196637699789 -0.00020720194633992996 0.0014399473168960084 -0.0019954622437280073 -0.001552643676540247 0.001793763509278885 -4.6689070684086771e-05 0.0019941173047175889 -0.0019869730873906138 0.00087244596180825729 -0.0012971408786007362 -0.0017359603375185723 0.0012126865312312492 0.00026751202260620312 0.00011302028911130296 -0.0010614722007313306 -0.0020360313468441066 0.0016414739268057425 -0.0020207944069323019 0.0003839930439821962 -0.0020565249519437934 -0.0010399157384185999 -0.0011127648779150816 1.1954706747722501e-05 0.0017708170546904939 -0.0020580262416895136 0.0005058831457997779 0.0011297577489839739 0.00033708692007671491 -0.0020276799184029757 0.00028034426129668874
leaf_weight=0.17965190975634016 0.2079975986853223 0.58655757856104151 0.17065961124171947 0.31341935746968363 0.25145541387610126 0.16525303058733687 0.18108602985739697 0.072870840715950402 0.44187499058898649 0.41725737844171806 0.31677537361974817 0.74429004080593575 0.25375229130440857 0.58844953727748361 0.38212526831057392 0.20578450206812693 0.37908150350267522 0.12771335305296805 0.2079059861425776 0.45420040618773783 0.34510551588755234 0.32503181399079029 10.371008413900201 0.039750230323988944 0.31265349505702034 0.99822355987271294 0.34146649787726346 0.2435330754378815 0.28742434697051022 10.949295682876253
leaf_count=300 8 22 51 17 14 27 4 50 17 40 27 31 50 27 61 24 21 36 21 60 52 29 924 3 26 156 14 25 42 721
internal_value=5.13995e-05 -0.000107435 -0.000375529 -0.000182203 -5.78768e-05 -0.000203226 5.84971e-08 -0.000141861 0.00015382 -6.28192e-05 0.000111522 0.00034044 -0.00084488 0.000775416 -8.59523e-06 0.000193421 0.00045907 8.5176e-05 -0.000819814 -0.00147565 0.000116551 -5.55777e-05 0.00013508 -0.00129432 -0.00136254 0.000336284 0.000205869 -0.000118418 -0.000943038 0.000149789
internal_weight=30.8617 8.97684 4.43043 3.76823 3.45481 3.20336 2.72545 2.54436 4.54641 3.37141 2.95415 2.38362 0.570528 1.17501 2.37371 1.99158 1.57789 1.19881 0.41369 0.662198 21.8848 1.63933 21.5397 0.219402 0.477907 1.07109 1.3143 0.972832 0.530957 21.3203
internal_count=2900 900 576 508 491 477 424 420 324 275 235 158 77 49 369 308 263 242 45 68 2000 127 1948 303 53 206 98 84 67 1645
is_linear=0
shrinkage=0.00196078


Tree=944
num_leaves=31
num_cat=0
split_feature=15 16 21 19 20 18 16 20 15 15 5 0 0 16 10 20 3 21 0 0 13 20 6 18 22 22 5 5 3 6
split_gain=0.0767396 0.128296 0.159165 0.153981 0.175245 0.141301 0.102834 0.17175 0.170167 0.186915 0.148257 0.128996 0.243806 0.284346 0.261041 0.360223 0.296848 0.193341 0.153636 0.16354 0.14702 0.171633 0.132757 0.133355 0.131207 0.312113 0.352829 0.322008 0.29952 0.266567
threshold=44.920183738100008 22.674946976100003 15.031613344500002 14.451165964200003 41.621607100200002 13.415872650200003 18.594956516900002 38.238138001450004 28.452330424200003 28.321365561200004 15.299679811400003 96.249489528150022 94.047642319350018 19.214955067100004 66.697957758300021 37.737818700150008 89.227236891450005 0.18863712200000002 92.313586825200005 90.662873533100012 113.92610173585001 38.441102963850007 15.785368822600002 13.012604996900002 -0.088099999999999998 -0.10282499999999999 21.850554661550003 21.623222698850004 92.539417308200015 16.135377000500004
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=6 2 3 -2 -5 -3 7 -1 9 -9 -10 12 13 18 16 -16 -15 -14 19 -8 -18 22 -22 -24 25 27 -27 -23 -29 -26
right_child=1 5 -4 4 -6 -7 11 8 10 -11 -12 -13 17 14 15 -17 20 -19 -20 -21 21 24 23 -25 29 26 -28 28 -30 -31
leaf_value=-0.00088713843186507516 -0.0016043056144732612 -0.00047873037833152986 0.0011625050146207982 0.00092629611252620185 -0.0014036604633384977 0.0014499859360010488 0.0014399082158585391 4.1412680543296422e-05 0.0011536037231107592 0.0018312349180030401 -0.0014836162094356425 0.0010744902514850381 0.00025060847035611114 0.0011946543646996603 0.00042448217440336328 -0.0015671951201524207 -0.00094595726652469271 -0.0015748705760820383 0.0015944961474162603 -0.00098594095032805825 -0.00019155331067421971 0.00090331492010658153 0.00039215668021124974 0.0017782826832145697 0.0012682772844896085 -0.0018139587988218911 0.00025778341167295862 0.001290289688909652 -0.00082481731372449727 0.00010536272310140723
leaf_weight=0.91173217028688736 0.59900029463460558 0.30556639718997747 0.15949470021223522 0.27350183937232941 0.22721826175256865 0.27973071904852986 0.20075012431699224 6.394939690183719 0.099529156912467331 0.23248415510170151 0.46418374384666095 0.59963734057964657 0.37654046388342877 1.0897423031274218 0.63366900733671971 0.77753927698358893 0.47135090734809537 0.54726554814260453 0.82763700815849006 0.2284141955897212 0.38226773566566308 1.291452981065959 0.48592742893379159 0.59188264023396187 0.87026004283688685 0.78391690854914553 0.52953976427670568 0.32057858072221268 1.3062697233399374 5.8658529114181874
leaf_count=431 80 36 15 15 40 12 33 1221 14 6 117 31 22 47 26 55 18 68 32 8 12 37 46 28 40 34 25 8 96 247
internal_value=7.11651e-05 -0.000315443 -0.000668003 -0.000933486 -0.000130999 0.00044306 9.82965e-05 -8.54168e-05 1.62299e-05 0.000104198 -0.00101799 0.000180176 0.000149673 0.000204051 0.000130866 -0.000672881 0.000211947 -0.000830811 0.00110083 0.000148798 0.000128927 0.000169694 0.000801238 0.00115335 8.56211e-05 -0.000184957 -0.000978705 0.00017229 -0.000408025 0.000255603
internal_weight=28.1279 1.84451 1.25922 1.09972 0.50072 0.585297 26.2834 8.10287 7.19114 6.62742 0.563713 18.1805 17.5809 16.6571 15.4003 1.41121 13.989 0.923806 1.2568 0.429164 12.8993 12.4279 1.46008 1.07781 10.9679 4.23176 1.31346 2.9183 1.62685 6.73611
internal_count=2900 198 150 135 55 48 2702 1789 1358 1227 131 913 882 792 719 81 638 90 73 41 591 573 86 74 487 200 59 141 104 287
is_linear=0
shrinkage=0.00196078


Tree=945
num_leaves=31
num_cat=0
split_feature=20 21 23 21 20 21 15 20 21 20 22 21 16 16 3 13 16 19 15 20 15 20 20 10 0 10 5 16 16 22
split_gain=0.0276153 0.0553017 0.0880052 0.0565229 0.0477711 0.142647 0.0961752 0.0596864 0.0632433 0.0417973 0.0389058 0.0384012 0.0422026 0.152046 0.123104 0.172486 0.183024 0.298102 0.160785 0.141547 0.115099 0.112498 0.107425 0.273913 0.28644 0.207257 0.147508 0.14683 0.161388 0.136188
threshold=49.275256100300005 21.991168361800003 -0.17732499999999998 3.3208308644500009 47.480720532750006 16.247620585350003 19.215947067900004 46.177190236600005 14.941253073700002 48.919835655300012 0.68694500000000025 20.770927814650005 18.594956516900002 18.384957008000004 83.511574906150017 109.34496908160001 19.214955067100004 13.751109481500002 27.288673764350005 39.530201452500002 29.334060236450004 38.238138001450004 37.858673296900008 66.697957758300021 90.337570099350003 64.434276012450013 19.915533535850003 20.914951091750002 19.974953289850003 -0.085249999999999992
decision_type=2 2 2 2 2 2 2 2 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 9 10 -9 -6 11 12 13 21 -14 18 19 -18 -16 -17 -21 -1 27 24 25 26 -24 28 -19 -26
right_child=1 -3 3 -5 5 -7 -8 8 -10 -11 -12 -13 14 -15 15 16 17 22 -20 20 -22 -23 23 -25 29 -27 -28 -29 -30 -31
leaf_value=-0.04505807885937449 0.036581968653792665 0.063143147206315364 0.053772710588826794 -0.09333316452123025 0.013081350083323673 -0.071510707461400161 0.062768289348933068 -0.10095328652300933 0.012953632626159867 -0.101737260404539 0.046128862686371043 0.042888799225749404 0.055811090817079127 -0.074379295586477406 0.04586390877958222 0.085813938833287973 -0.086903216651799758 0.058750518283177761 -0.10140460124651446 0.058607652619588363 -0.043440973585270277 0.0030041591638065154 0.080700100818282119 -0.086611653232446642 0.097424502943623453 -0.078229879063977228 -0.0023538371510818559 0.071123785156030211 -0.018545982698012019 0.012515139024534242
leaf_weight=0.56381210293806461 0.10165632155258209 0.059767995466245338 0.029907351898144863 0.20622729449223698 0.079942172487789231 0.12799574456039409 0.53188009427685756 0.11842766855806885 0.082838326052296907 0.052543115103617311 0.18645184274009707 0.20861184030945779 0.41909841791493718 0.32694823270321638 0.099008866003713503 0.45150893124809854 0.38621253384917409 0.40200844258651958 0.29509393061744049 0.21531535011672531 0.22709519679119694 3.5751753151257617 0.21929963119327389 0.36486788833281103 0.43189207138493657 0.3548984962981202 8.5932822335571455 0.49984532315284003 0.82332119694183348 0.33574488898739296
leaf_count=403 29 15 4 171 45 23 43 65 12 11 33 29 29 94 8 27 49 21 63 26 15 869 17 40 25 19 610 35 48 22
internal_value=0.000574156 -0.0255231 -0.0412115 -0.0747016 0.00109361 0.0251556 0.0437792 9.96088e-05 -0.0540708 -0.0324552 0.000674053 0.000223081 -0.000255846 -0.00872876 0.00242429 0.000791056 0.00272222 -0.000425393 -0.0644069 0.0464244 0.00622474 -0.00354287 0.00235202 -0.00151616 0.00160898 -0.00330444 -0.000287054 0.0254466 0.0068136 0.0602873
internal_weight=20.3707 0.397559 0.337791 0.236135 19.9731 0.792361 0.664365 19.1808 0.201266 0.132485 18.9795 18.793 18.5844 4.46594 14.1185 13.6994 13.3053 12.4114 0.394103 0.893919 0.442411 4.13899 12.0252 10.3 9.93512 9.16748 8.81258 1.72517 1.22533 0.767637
internal_count=2900 219 204 175 2681 122 99 2559 77 56 2482 2449 2420 1366 1054 1025 954 886 71 68 41 1272 837 733 693 646 627 104 69 47
is_linear=0
shrinkage=0.1


Tree=946
num_leaves=31
num_cat=0
split_feature=13 23 19 18 19 16 18 7 0 13 23 0 13 7 21 9 10 7 21 16 15 9 22 23 8 23 2 12 21 18
split_gain=0.0723091 0.156778 0.116089 0.0914065 0.126958 0.207121 0.089541 0.0846597 0.0757293 0.160088 0.130769 0.12591 0.148556 0.106931 0.0868158 0.085078 0.0727583 0.0791263 0.114289 0.100903 0.078865 0.0725159 0.167172 0.168312 0.0912878 0.163476 0.122843 0.0816727 0.170576 0.13351
threshold=95.99139754765001 0.079785000000000009 12.451004585100002 17.140917755100002 12.150980378200002 16.514961380800003 14.708525021850003 21.403954852200005 98.615332683000005 99.19872809730002 0.099010000000000029 101.15323715815002 98.238948544700023 24.734108155950004 1.2781961269500002 188.14427954665004 82.204984254750016 24.575790737200006 16.589865017350004 9.4649778668000017 11.896459116400001 215.80505313260002 -0.0086649999999999991 0.090640000000000012 8.8430989333000021 0.10332500000000001 72.843776848050013 327.98456567570003 8.7805747344500009 14.597307883300003
decision_type=2 2 2 2 2 2 2 2 2 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 8 -5 -6 -1 -8 21 11 15 -10 13 -13 -12 -11 -9 -18 19 20 -19 24 -23 -24 27 26 -26 -2 29 -29
right_child=3 2 -4 4 5 -7 7 16 9 10 14 12 -14 -15 -16 -17 17 18 -20 -21 -22 22 23 -25 25 -27 -28 28 -30 -31
leaf_value=-0.0016192902530089955 0.00011694425278233399 -0.0019847263452623751 0.0002945878189799312 0.0015503610394502366 -0.0013809107904864928 0.0011118700703688987 0.001820991829742113 -0.0012458091776191627 -0.0011877036906631556 0.00031227061512993854 0.00083828247663799815 0.0011208296820723214 0.0015106007208597132 -0.0019898255093318555 -0.00092289535785803148 -0.0019982056550482156 0.0014225055323479074 -0.0019651548970275787 0.00091613236619973628 -0.0019735738784796481 0.0013643272947012261 0.00081829268104642312 -0.0018689373427701924 0.00068140844292271456 0.0007331802729471093 -0.0018311946360271365 -0.00094850903243480392 -0.0006301709207394158 -0.0015399386246940856 0.0011762477101249552
leaf_weight=0.11095392636161949 21.083067611047245 0.31058504367297235 0.118759192610014 0.38751826900988717 0.21987473632907495 0.30718507821438834 0.11481344500498381 0.14345841973226925 0.15756337166385381 0.072897998819826171 0.19623733835760504 0.073138822568580508 0.36770993963000365 0.10138176336477045 0.23826781584648415 0.3842564519654843 0.17648011081018922 0.039193241604152718 0.23607605119468644 0.15848885020295711 0.090533257342030993 1.3220667817222418 0.20492893649497901 0.19336323990864912 0.37347064760979165 0.26695318681595381 0.30207635503029451 0.36474113606891378 0.35845477133261738 0.27658677230647299
leaf_count=54 1429 343 28 21 25 22 11 56 36 11 16 7 20 39 39 93 24 107 28 115 18 100 23 17 22 30 39 47 59 21
internal_value=6.59171e-05 -0.000353307 -0.00135425 8.8982e-05 0.000698372 7.1951e-05 4.83305e-05 0.000241261 6.78205e-05 -0.00034678 -0.000897712 0.000355202 0.000803546 -0.000686199 -0.000127487 -0.00162978 2.64214e-05 0.000286866 -9.5398e-05 -0.000923938 0.000358417 9.44844e-05 0.000482805 -0.000630793 6.54707e-05 -0.000532142 -1.88008e-05 9.0977e-05 -0.000456612 0.000148887
internal_weight=28.7511 1.49934 0.429344 27.2517 0.914578 0.52706 1.07 0.959043 26.3372 1.59145 0.89166 0.699794 0.542231 0.174521 0.434505 0.457154 0.84423 0.700772 0.524291 0.288215 0.129726 24.7457 1.72036 0.398292 23.0254 0.9425 0.675547 22.0829 0.999783 0.641328
internal_count=2900 784 371 2116 68 47 413 359 2048 261 159 102 66 46 55 104 348 292 268 240 125 1787 140 40 1647 91 61 1556 127 68
is_linear=0
shrinkage=0.00196078


Tree=947
num_leaves=31
num_cat=0
split_feature=6 6 0 19 0 15 9 22 2 17 0 5 10 0 19 22 22 9 5 13 21 5 15 7 2 4 2 7 15 16
split_gain=0.0650927 0.298563 0.123126 0.198272 0.17401 0.210851 0.157286 0.154252 0.183797 0.14357 0.126553 0.17548 0.122588 0.118617 0.174804 0.111395 0.175483 0.145088 0.109237 0.109789 0.103969 0.101982 0.0967389 0.0925426 0.0918604 0.104405 0.160718 0.0918521 0.126219 0.159624
threshold=13.665319288000001 13.775321858200002 93.972365491700018 12.851036860900001 94.776214472700005 26.744537432900007 205.88909726980003 -0.02852 133.77145172410005 200.69710494525003 93.262612545250008 18.092020786850004 78.220689305400015 97.671683879200017 13.351077205700003 -0.58180999999999994 -0.24103499999999997 57.214511140150002 11.976288766350002 105.64833915220002 10.738578069800001 18.152162791050003 23.969938375100003 29.973557588500004 68.519383356500015 196.92079858070002 146.11720701395004 24.101221167900004 20.609775022200004 17.574958902100004
decision_type=2 2 2 2 2 2 2 2 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 10 6 20 -6 22 8 -7 -8 21 -12 13 15 -15 -1 -17 18 19 -18 -5 -3 -4 24 -14 -26 -27 -28 -29 -30
right_child=1 2 3 4 5 7 9 -9 -10 -11 11 -13 23 14 -16 16 17 -19 -20 -21 -22 -23 -24 -25 25 26 27 28 29 -31
leaf_value=0.0013269785517425207 0.0014918473000994014 -0.00098797893566083747 6.0336645092787212e-05 -0.0020130320649431694 -0.0020034657839888043 0.00038747364279535025 -0.0017735611762998056 0.0011532506070817228 -0.0016260728542311234 0.00047343396307119039 0.0014920315459881206 -0.0001002470871517418 -0.0019842409196967024 -0.0016540186685482891 0.00035456645587870518 -0.0019953627139726107 -0.0019912533525592514 -0.00069000359925964312 0.0012843666270048555 0.0016215062443596692 -0.00021622937556510112 0.00011194839718982502 0.0013215919742109901 -0.0019704335878373367 0.0013178560916163044 -0.0013224928888241041 0.0011840945338066156 0.00040633524584617292 -0.001224445193306715 0.0014720113400058382
leaf_weight=0.17392200062749918 0.58172097033821302 0.33053360250779462 0.43397620219911848 0.46126987317256851 0.22442288092133811 0.42843894491670631 0.22524480760330334 0.35075053741456941 0.29381829322664998 0.21242901746882126 0.59802863374352344 0.47943536529783159 0.073783856772934864 0.58092195056633489 0.23355656326748431 0.20806085088406701 0.092867710507564594 0.59971374609813211 0.37401179759763181 0.049619044177234173 0.16923915714141913 16.601006976884946 0.50689747300930321 0.079221449775673025 0.30448311457621491 0.27186390491169765 0.35816395027904979 1.4553584514692373 0.43638110371830396 0.10464677824347746
leaf_count=12 34 19 21 66 33 29 32 19 45 11 26 31 22 158 26 53 59 96 25 3 23 1150 27 165 38 143 66 367 90 11
internal_value=5.8372e-05 0.000105909 6.80851e-05 -0.000279706 -0.00068572 -0.000275068 0.000288116 8.64319e-05 -0.000431648 -0.000682961 0.00013194 0.000783521 -0.000134513 -0.000475775 -0.00107804 -0.000148357 -0.000342119 -3.39558e-05 0.00072779 -0.00073316 -0.00153074 9.04759e-05 0.00073984 0.000121405 0.000176558 0.000230955 0.00010495 0.000269767 0.000105731 -0.000702891
internal_weight=27.2938 21.8972 21.3155 3.30649 1.92794 1.29743 1.37855 1.07301 0.722257 0.437674 18.009 1.07746 5.39658 2.31267 0.814479 1.4982 1.32427 1.11621 0.516499 0.142487 0.630509 16.9315 0.940874 3.0839 3.00468 2.9309 2.62641 2.35455 1.99639 0.541028
internal_count=2900 1566 1532 306 215 126 91 93 74 43 1226 57 1334 432 184 248 236 183 87 62 89 1169 48 902 737 715 677 534 468 101
is_linear=0
shrinkage=0.00196078


Tree=948
num_leaves=31
num_cat=0
split_feature=3 22 21 7 21 18 23 8 6 0 5 16 10 12 18 20 2 10 13 10 6 6 15 21 21 21 6 2 15 13
split_gain=0.0287463 0.0660307 0.0524813 0.0428156 0.0492749 0.042339 0.0834407 0.0826814 0.0929703 0.100283 0.124689 0.085004 0.123337 0.118887 0.0771702 0.289043 0.135612 0.0579787 0.085308 0.129979 0.127237 0.118304 0.110546 0.0813929 0.16014 0.120713 0.135646 0.127776 0.11801 0.241283
threshold=108.42013948475001 0.11529000000000002 2.2747687716500002 19.041006859700005 11.790993765850002 12.949570119650001 0.11360500000000003 8.3434888241000014 15.545363214900002 85.694602908050015 22.852794041600003 22.584947186600004 61.944763783650011 135.79800864615001 13.057710350500001 42.718072821900002 121.41360778140002 61.614083433650009 117.64961624655002 61.987779113750001 16.485385178400005 16.445384243750002 46.574831689400007 8.9353283289500016 9.7129917831000032 7.5530726581500014 14.875347560100002 296.01432942755008 41.018034898650008 117.56358558635002
decision_type=2 2 2 2 2 2 2 2 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 7 8 -5 10 -10 -9 13 -13 15 16 -7 -16 19 20 -19 -20 23 25 -25 -21 27 -27 29 -26
right_child=1 -3 -4 5 -6 14 -8 11 9 -11 -12 12 -14 -15 17 -17 -18 18 21 22 -22 -23 -24 24 28 26 -28 -29 -30 -31
leaf_value=0.066302104959422681 0.037098784305386316 0.086849173697587698 -0.1018508137971504 0.023986520860150559 -0.0085528699116074001 0.086258209807363706 -0.067669732609040661 -0.044333519169642947 0.1013193579588009 -0.10434268653912548 -0.078986436436702057 -0.035028862964331019 0.085139467044245229 0.059684814985217473 -0.063031476411949505 -0.061056806306946411 0.0010823310860788957 -0.0026984065865836774 -0.015175584388389866 0.0024285560497342633 -0.096502930586361682 0.050427436175152524 -0.073261107164485958 -0.064240304930507822 -0.0043919977150043039 -0.061400251517939743 0.059064899895953864 0.070269009173238403 -0.052661974914313341 0.10110749053608202
leaf_weight=0.21081951458245995 0.035952227048254737 0.033887889934703708 0.11143728775323325 0.17702504452427348 0.15087373101823687 0.54392705422287935 0.25080698753663444 0.21690421595121712 0.067497696727514267 0.23669222590979189 0.088828386773457169 0.35420167620031862 0.24667678467812948 0.21176163089694455 0.14394033868302614 0.27668800538958749 0.28479595798853552 0.301094215472406 0.43229067046195158 9.5448134481912579 0.27820712245011237 0.75494128072750755 0.20026247201531155 0.489150672735151 2.843020317397646 0.21888611859958362 0.80485564822447486 0.11111742938010138 0.4232946836418704 0.23467830754816521
leaf_count=36 28 2 107 42 24 33 25 28 2 13 70 34 15 21 35 25 37 25 23 1343 25 47 59 75 559 72 39 16 32 8
internal_value=0.000625411 -0.0390179 -0.0679573 0.00098298 0.0350777 0.000358152 -0.0140418 -0.00563322 -0.0361873 -0.063291 -0.0011349 0.0112841 0.0261292 0.000409341 0.0018479 0.0274402 0.056987 0.000162018 0.000708769 -0.0012763 -0.0477476 0.0265403 0.000534113 0.00154152 -0.0106446 0.0060945 0.0369272 -0.0170651 -0.00315634 0.00365247
internal_weight=20.2793 0.181277 0.14739 20.0981 0.361693 19.7364 1.85039 1.59959 0.570043 0.393018 0.156326 1.02954 0.81264 0.565963 17.886 1.10541 0.828723 16.7806 16.6366 15.4494 0.579301 1.18723 14.8701 14.6698 3.99014 10.6797 1.13486 0.330004 3.50099 3.0777
internal_count=2900 137 135 2763 60 2703 250 225 127 85 72 98 70 55 2453 95 70 2358 2323 2253 50 70 2203 2144 674 1470 127 88 599 567
is_linear=0
shrinkage=0.1


Tree=949
num_leaves=31
num_cat=0
split_feature=6 6 10 0 19 0 16 17 0 9 5 5 10 0 2 5 17 2 3 5 18 15 6 10 18 17 23 22 23 5
split_gain=0.0584263 0.353115 0.132079 0.127836 0.214669 0.236046 0.290278 0.236279 0.2128 0.192339 0.190088 0.179397 0.179208 0.127536 0.158662 0.387587 0.191785 0.184553 0.167199 0.208329 0.174198 0.160474 0.187272 0.326379 0.229244 0.17474 0.157952 0.207914 0.207404 0.347177
threshold=13.665319288000001 13.775321858200002 78.220689305400015 93.972365491700018 12.851036860900001 94.776214472700005 18.714956236300004 192.00356210945003 93.262612545250008 205.88909726980003 18.152162791050003 18.092020786850004 76.919475570250015 86.530713386650021 100.60547560250002 21.746930049350002 188.54236693505001 317.41815758785003 93.308316333450009 22.732890661650003 13.117211680300001 47.90801194005001 16.515385879350003 61.944763783650011 13.258783262950002 187.73134645290003 0.081815000000000013 -0.121865 0.099425000000000027 21.197160116700001
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 -2 -1 8 9 -6 7 -7 10 -5 -3 -10 -11 14 16 -16 -12 18 -17 20 -20 22 24 -24 25 -21 27 -15 29 -28
right_child=1 3 -4 4 5 6 -8 -9 11 12 13 -13 -14 26 15 17 -18 -19 19 21 -22 -23 23 -25 -26 -27 28 -29 -30 -31
leaf_value=-0.00045631579057159945 0.0015218924911921733 -0.0012565060906126507 0.00014445323811470098 0.00076685575466003671 -0.0016098276774463459 8.6608130466851103e-05 0.00071375497961202435 -0.0020079554043015567 0.0015403589011385613 -0.0020392876766692834 -0.0001194748084748637 -1.2438509040697282e-06 0.00037179802305813592 -0.00042712576398054136 -0.0015379023199456453 0.00084878489304985542 0.00088152249019709595 -0.0019978715496316913 -0.00010206256609162723 0.00040922053038545291 -0.0019169493241094793 -0.0012108036517373606 0.00011777125028669569 -0.0020731139011689551 0.0012995590398318289 -0.0016469199212100862 -0.00068017744038383228 0.0012276001906688064 0.00060682879950922424 0.00042944738099536775
leaf_weight=2.5780564056203756 0.64681507123168813 0.40965494164266658 3.0972302564416054 1.0312356437461851 0.70027914669481139 0.39479127799859248 0.68307102256221697 0.4354429576851544 0.71571701345965155 0.21974817645968858 1.7067808456986333 0.48817695851903409 0.25728481373516843 0.38510807326383645 0.77129570553915971 0.77904572436818842 1.2936394929711239 0.18238981037575275 0.39583825914087345 0.627311159361853 0.41809309285599738 0.3507118771340173 1.5025258681453122 0.31648716034760571 0.93526191569981165 0.21281840896699578 2.1268337215296924 1.2067039194225779 2.368827033584239 2.2110900960396975
leaf_count=432 34 19 902 48 89 29 33 64 26 23 133 31 20 24 39 28 46 44 22 55 29 74 235 44 54 27 84 61 81 70
internal_value=5.03003e-05 9.29735e-05 -0.000128452 5.30081e-05 -0.000279862 -0.000668572 -0.000233008 -0.00101195 0.000116854 0.000290623 6.40439e-05 0.000915242 -0.000738883 9.44512e-05 -6.07758e-05 -0.000233118 0.000312108 -5.71934e-05 6.72031e-06 -0.000131124 -0.00103432 5.52174e-05 0.000178745 -0.000263417 0.000631772 -0.000111633 0.000272006 0.000827271 0.000140216 -0.000114589
internal_weight=29.4483 23.773 5.67529 23.1262 3.72185 2.21358 1.51331 0.830234 19.4043 1.50827 18.2004 1.20389 0.477033 17.7908 9.4922 6.49178 3.00042 5.72048 5.53809 4.75905 0.813931 3.94512 3.5944 1.81901 1.77539 0.84013 8.29856 1.59181 6.70675 4.33792
internal_count=2900 1566 1334 1532 306 215 126 93 1226 91 1169 57 43 1150 830 651 179 612 568 540 51 489 415 279 136 82 320 85 235 154
is_linear=0
shrinkage=0.00196078


Tree=950
num_leaves=31
num_cat=0
split_feature=13 23 19 8 18 13 15 10 9 10 5 0 18 21 8 16 10 12 5 12 20 0 10 10 8 3 16 13 20 13
split_gain=0.0261101 0.0780055 0.0760984 0.0741925 0.062496 0.0678412 0.0611546 0.0714192 0.0746818 0.0624237 0.061756 0.0531048 0.09763 0.0751003 0.100258 0.058394 0.188721 0.144982 0.11804 0.155434 0.09087 0.0741929 0.216983 0.172551 0.134902 0.0740757 0.0736743 0.204031 0.229336 0.218026
threshold=95.870416931800023 0.079785000000000009 12.451004585100002 2.9476996444500005 14.708525021850003 73.376087754350024 14.069954549750003 81.524804347700012 185.04294426330003 80.288113607700012 13.592434445950001 98.615332683000005 17.327266398450003 5.3110029590500014 8.1436447804000007 15.919962772200003 72.953999827850012 207.71672397260002 16.222050829800004 94.472960382900013 42.467547400400008 96.055920542800024 71.090898343450007 71.52105164435001 7.943800736700001 82.081315180750025 19.214955067100004 112.82921081865001 37.360990606650006 113.13031812925001
decision_type=2 2 2 2 2 2 2 2 2 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 -2 9 -9 11 -11 15 13 14 -13 17 21 18 -8 -20 -21 22 26 -23 -24 -19 -17 28 -28 -29
right_child=6 2 -4 -5 5 -7 7 8 -10 10 -12 12 -14 -15 -16 16 -18 25 19 20 -22 23 24 -25 -26 -27 27 29 -30 -31
leaf_value=-0.079386766738512818 0.062104216136353398 -0.10069804244769337 0.02070400655141752 -0.10041842403291501 -0.10116598722344537 0.031440470901848004 0.046869161351374679 0.0293179119716746 -0.10108162351290551 0.076449238803340924 -0.0027708866692905177 0.020938312768135459 0.032893131551437499 -0.077789546158257394 -0.10091834788098973 0.02087299045288472 -0.08828018733498004 0.10062794063403874 0.033660624435945273 -0.1020380493570483 -0.0092680481065680418 -0.018915948373586556 0.014143625778112751 0.084277272955970067 -0.10137738520414696 0.028966237411894954 0.010196782124530962 0.093681887591186133 -0.077886071571476437 0.0014365866336984168
leaf_weight=0.067902445247457588 0.16463313634085608 0.17143628783352938 0.073884875437215669 0.065287194127449766 0.041542026557408462 0.54110899259501366 0.32853785494809418 0.065166252989000806 0.13471130127800279 0.21827300501172331 0.17918323569756467 0.26062210979944112 0.23186500323936343 0.31617641774209915 0.091126018724025926 1.835298826193587 0.23824851710378503 0.25148190627805878 0.27105538811156293 0.25029821436601196 0.18262385449452267 0.31303929979913014 0.14513890308444466 0.33591580760548823 0.33305751698208041 0.3382706995762419 0.52149674372048938 0.26221017120405932 0.68235362222185358 11.22353254351219
leaf_count=33 29 337 28 82 64 229 27 10 53 25 25 51 24 99 36 335 117 19 16 68 48 27 28 26 78 52 29 17 73 815
internal_value=0.000612696 -0.015471 -0.0641346 0.00120626 0.0114049 0.0219859 0.00141893 0.000893366 -0.0585673 0.00152521 0.0407348 0.000678816 -0.023014 -0.0424217 -0.0106306 0.00189615 5.11092e-05 0.0199685 -0.00262497 -0.0257233 -0.062904 0.00139565 -3.62505e-05 0.0344995 -0.0663152 0.0595242 0.00214582 -0.000562692 -0.0397294 0.00354247
internal_weight=20.1355 0.961162 0.245321 0.715841 0.650553 0.582651 19.1743 19.0097 0.199878 18.8098 0.397456 18.4123 0.89979 0.667925 0.351748 17.5126 15.8903 1.62227 1.03252 0.703977 0.432922 15.652 15.0031 0.648955 0.478196 0.589753 14.5249 12.6896 1.20385 11.4857
internal_count=2900 773 365 408 326 293 2127 2098 63 2035 50 1985 210 186 87 1775 1545 230 159 132 116 1428 1375 53 106 71 1269 934 102 832
is_linear=0
shrinkage=0.1


Tree=951
num_leaves=31
num_cat=0
split_feature=8 17 15 23 10 8 5 13 6 13 16 19 20 13 6 6 5 20 18 22 15 3 23 19 7 16 17 3 5 5
split_gain=0.0260137 0.0591326 0.0540914 0.0738315 0.0718978 0.0392244 0.0503044 0.0473254 0.0704726 0.0587547 0.0702809 0.117469 0.0740089 0.0732084 0.0668256 0.180406 0.108284 0.155228 0.122546 0.0799778 0.0777853 0.0615872 0.150432 0.110389 0.16593 0.187836 0.139913 0.107084 0.138535 0.0964001
threshold=1.7486353823000003 201.37020668845003 17.991885019200001 0.091975000000000015 90.988176966900014 2.1483234697000007 9.4643395939000019 95.870416931800023 6.5601532769500013 96.429616222950017 13.534968349350001 11.850956171350001 38.771633980050005 99.19872809730002 13.665319288000001 13.825323026450002 13.697488545350001 34.997818021800008 13.057710350500001 -0.053019999999999991 25.706584583850006 85.54673771085001 0.094625000000000029 12.851036860900001 24.861556163250004 18.714956236300004 192.34053301495001 86.302194445500007 18.310380701750002 18.152162791050003
decision_type=2 2 2 2 2 2 2 2 2 2 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 8 -7 -9 12 13 -11 -12 16 -16 -13 -18 -19 -20 -21 22 23 -17 -25 26 -26 28 -23 -29
right_child=5 -3 3 -5 -6 7 -8 9 -10 10 11 14 -14 -15 15 21 17 18 19 20 -22 27 -24 24 25 -27 -28 29 -30 -31
leaf_value=0.041428480564496245 -0.028169988370901844 -0.10073902293307409 -0.10067684544740761 0.049736393918053075 -0.10042795165340652 0.05257130036735528 0.07302420695919902 0.060098984989765007 -0.05133813864261233 0.026828797743311053 0.09856757046821546 0.013791551290218078 -0.079047087967385785 0.016947284432086814 0.064935151547731398 0.026068002849835806 0.057111003933252615 0.06626319765725884 -0.094896307850064199 -0.081762901109446048 0.022957925350372888 0.072907724994301398 -0.066540831113175117 -0.076631447162264832 0.06068374897559007 0.05164637235575982 -0.10151253323529574 -0.057791101509510959 -0.0087701994598782286 0.0020708807725906796
leaf_weight=0.23186290593878567 0.070784772562094811 0.079961186642776738 0.1064633198179763 0.047058781274245121 0.042237208051716379 0.080118242330402434 0.16053216489126498 0.16891025655786762 0.35217089176717309 0.095460854263367589 0.19361833878793078 0.60341464870726003 0.21409050043985189 0.25412459474136995 0.44693650119006889 0.79380199348088298 0.13970727274136152 0.073464095126837492 0.4597469569707755 0.13665990057052113 0.14747246814658865 0.47933305543847282 0.44945053409901436 0.37462995490932349 0.073081671260297298 0.38472646626178175 0.19533095997030614 0.27500734850764175 0.36638396786293015 12.344257905715493
leaf_count=107 56 137 119 8 125 55 22 24 266 28 17 102 91 41 42 53 20 7 128 36 25 29 86 59 4 28 55 19 34 1077
internal_value=0.000539518 -0.0218075 -0.0070481 -0.054571 0.0195692 0.00112623 0.042058 0.000630559 -0.0320801 0.00138796 0.000851936 0.00165595 -0.0463966 0.0522425 0.000379428 0.00228511 -0.0193837 -0.0403004 -0.0569508 -0.0691192 -0.0274099 0.000505717 -0.0147275 -0.00194313 -0.0235777 0.00685314 -0.0573508 0.00307496 0.037523 0.000766329
internal_weight=19.8408 0.507583 0.427622 0.153522 0.2741 19.3332 0.231317 19.1019 0.432289 18.6696 18.5007 18.1911 0.309551 0.447743 17.7434 16.1829 1.56047 0.957051 0.817343 0.743879 0.284132 15.736 2.27102 1.82157 1.02777 0.653139 0.268413 13.465 0.845717 12.6193
internal_count=2900 496 359 127 232 2404 78 2326 321 2005 1981 1862 119 58 1804 1486 318 216 196 189 61 1444 285 199 146 87 59 1159 63 1096
is_linear=0
shrinkage=0.1


Tree=952
num_leaves=31
num_cat=0
split_feature=3 22 21 7 3 9 23 6 8 16 10 23 17 13 5 6 2 6 9 5 13 23 5 2 17 15 16 17 22 22
split_gain=0.0260682 0.058931 0.0484793 0.035019 0.0642978 0.112004 0.136947 0.0578698 0.0771659 0.074233 0.101888 0.057413 0.0871532 0.0518208 0.081777 0.113896 0.117915 0.118946 0.10328 0.0979962 0.0932928 0.0786863 0.0561369 0.13095 0.232845 0.175266 0.142529 0.201502 0.114675 0.240712
threshold=108.42013948475001 0.11529000000000002 2.2747687716500002 19.617375644250004 94.92945658615001 227.14331114760003 0.099780000000000021 18.080422446150003 9.0429429770000009 22.724946859200003 61.82916008405001 -0.10778500000000001 171.14418113535001 117.69263157665002 23.606333875400001 16.505385645700006 198.68761053240004 16.405383309150004 200.80358209610003 23.524801812050004 117.68187774410002 -0.27223499999999995 21.850554661550003 163.32842070695003 202.56512036810003 42.385947950200006 22.604947139800004 194.04732099685003 -0.060760000000000002 -0.10098
decision_type=2 2 2 2 2 2 2 2 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 11 7 6 -6 8 9 10 -5 -1 -13 14 19 16 -16 18 -18 20 21 -12 28 -24 25 26 27 -25 29 -23
right_child=1 -3 -4 4 5 -7 -8 -9 -10 -11 13 12 -14 -15 15 -17 17 -19 -20 -21 -22 22 23 24 -26 -27 -28 -29 -30 -31
leaf_value=0.047344153032813294 0.033227879547543464 0.084301009488350787 -0.10169143798876711 -0.078259119784238024 -0.097701917718786224 0.10053818100500889 0.0066525780770786171 0.050728865551557367 -0.049286286610238011 0.046206559582276811 -0.059946035502381347 -0.080645119145351177 0.053527737815427662 0.032712331060919406 -0.089115676516532405 -0.10266619722173412 0.014737288307818716 0.039998788575423411 -0.10228039814907082 0.081534965747658464 -0.072710184863741756 0.0092845013473487319 0.036162486753490007 0.010640208717638974 0.066861100214385738 -0.09274483893564317 0.034284075917054679 -0.10605931568822213 0.012502191552742721 -0.026619819514887871
leaf_weight=0.38598505140907946 0.035974351427284001 0.031796983443200588 0.10255473260599501 0.16318686277829186 0.2651785551638558 0.05626532481983304 0.23918551445967751 0.23193949437700112 0.30654049336226208 0.36091277332161453 0.20227226646706853 0.10575241290008008 0.089286236172483768 0.50435781932901491 0.16349993989569955 0.16680505741260276 0.15380007361818571 0.41164219451457029 0.1480086479568854 0.15333846199791956 0.16892991028726179 3.9061671132401043 1.5013856782170472 0.36002559181360971 0.36776885826839123 0.28363396313943656 0.50990983797237277 0.25118994346121326 4.3744573884456974 3.5773252543565093
leaf_count=48 28 2 107 19 172 5 35 17 39 28 66 28 17 27 45 39 27 50 18 10 6 780 67 36 26 28 27 13 651 439
internal_value=0.000477249 -0.0384737 -0.0666545 0.000819072 7.28791e-05 -0.0332848 -0.0482137 0.00109665 0.000458358 0.00131848 0.000385674 0.024999 -0.0192225 0.00113163 0.000177867 -0.0269242 -0.0125172 0.00503665 -0.0426488 0.00198466 0.00119784 0.00201206 0.00284027 0.014432 -0.00397435 -0.0225192 -0.00475281 -0.0373195 -0.000360149 -0.0078788
internal_weight=19.5791 0.170326 0.138529 19.4088 18.8277 0.560629 0.504364 18.2671 18.0352 17.7286 17.3677 0.581024 0.195039 17.2045 16.7002 1.04376 0.876951 0.713451 0.301809 15.6564 15.5031 15.3341 15.1319 3.27391 1.77253 1.40476 1.12113 0.611216 11.8579 7.48349
internal_count=2900 137 135 2763 2670 212 207 2458 2441 2402 2374 93 45 2355 2328 179 140 95 45 2149 2139 2133 2067 197 130 104 76 49 1870 1219
is_linear=0
shrinkage=0.1


Tree=953
num_leaves=31
num_cat=0
split_feature=6 6 0 5 16 2 2 5 6 20 15 18 3 0 12 12 6 6 5 22 17 21 6 17 12 2 6 5 22 20
split_gain=0.0592172 0.18644 0.10725 0.156175 0.154696 0.158413 0.124161 0.117303 0.184381 0.281244 0.181029 0.294057 0.282768 0.237174 0.18085 0.173361 0.207788 0.275566 0.193222 0.0991351 0.0964449 0.104003 0.134707 0.124161 0.103966 0.112531 0.141057 0.190433 0.16384 0.0969792
threshold=13.075305502400001 12.380289263450001 86.530713386650021 20.206488238950005 22.614947116400003 167.29597799085005 226.19683278270003 24.225659292200003 16.455384477450004 39.344049039350004 42.133814420300006 13.788608055100001 91.334988065750011 88.76213363490001 105.35624869990001 103.44931853055 15.925372093750001 15.545363214900002 17.608325347600005 -0.053019999999999991 212.86611723275004 8.8712712239000009 13.825323026450002 193.52305340940003 147.29495425805001 135.10547220710001 14.980350013450002 16.316541761950003 -0.060760000000000002 38.441102963850007
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 3 -2 7 -6 -7 8 10 -10 11 13 15 -4 -15 18 17 20 19 -13 21 24 -23 -24 29 -26 27 -27 -29 -17
right_child=2 -3 4 -5 5 6 -8 -9 9 -11 -12 12 -14 14 -16 16 -18 -19 -20 -21 -22 22 23 -25 25 26 -28 28 -30 -31
leaf_value=-4.3931158603451841e-05 0.0013959287180976209 -0.0015836810474913895 0.0017918071011981116 -0.00012123576313140994 -0.00021770591290738633 0.0016356058732363127 0.0004357304572009776 0.001348939926890713 0.00044414513588465483 -0.0016545319189742148 -0.0011012720538241879 -0.00072864016274260608 -0.0017670902919839984 0.001279893880591951 -0.00021526991063476971 8.8028961438552041e-05 0.00111970161154177 -0.0020548864946239608 -0.0014339399094444884 0.00061005244326505371 -0.0010533657731497574 0.00086009670786520501 7.5059659652052072e-05 -0.0015735444654116691 -0.0011162273666501259 0.0010674778010761423 0.0017782751144806619 -0.0016773288770647471 0.00022149146089914964 0.0011717564283429988
leaf_weight=3.8261295643019393 0.26900117564946668 0.32828282318951085 0.71619928794097409 8.6176416471389512 0.49193489085882802 0.72117333952337481 0.61374287749640644 0.28924216794985191 0.44234306854195971 0.55168462370056659 0.41444959868386 0.3572238483466208 0.3187715046260563 0.51992040593177058 0.77413612241434748 0.46107068035053123 0.93831242201849807 0.21608131981338363 0.52482053088897374 0.52561107580549993 0.21909077563032031 0.28708800312597293 0.35791760752908885 0.34486566169653088 0.24242284800857294 0.44653281534556277 0.21836544014513481 0.2974473271115079 0.42338623755495575 1.0192922787973655
leaf_count=1152 13 76 22 824 16 29 36 20 18 36 35 38 17 24 35 34 40 12 36 25 40 32 32 46 16 32 7 64 32 61
internal_value=4.8801e-05 -0.000165603 9.00004e-05 -7.53108e-05 0.000205374 0.000733439 0.00108395 0.00011692 8.33559e-05 -0.000720619 0.000166404 0.000223458 3.82928e-05 0.000886497 0.00038545 0.000121947 0.00027982 0.000105989 -0.000491739 6.83737e-05 0.000214137 0.000281895 -0.000271624 -0.000733934 0.000458157 0.000116229 0.000331837 6.1269e-05 -0.000562045 0.000834221
internal_weight=25.7742 4.15441 21.6198 8.88664 12.7331 1.82685 1.33492 10.9063 10.617 0.994028 9.62301 9.20856 7.1983 2.01026 1.29406 6.87953 5.47187 4.53356 1.40766 0.882835 4.31748 4.09839 0.989871 0.702783 3.10852 1.62815 1.38573 1.16737 0.720834 1.48036
internal_count=2900 1228 1672 837 835 81 65 754 734 54 680 645 564 81 59 547 448 408 99 63 396 356 110 78 246 151 135 128 96 95
is_linear=0
shrinkage=0.00196078


Tree=954
num_leaves=31
num_cat=0
split_feature=22 8 20 13 14 3 18 6 19 20 7 0 21 23 15 7 13 8 7 12 15 9 3 7 13 5 20 22 17 18
split_gain=0.0585873 0.250092 0.20844 0.347183 0.278288 0.261308 0.284933 0.389314 0.232717 0.236805 0.205582 0.184081 0.19212 0.162868 0.162077 0.154492 0.147698 0.143732 0.139641 0.133647 0.24418 0.30352 0.239858 0.236464 0.167107 0.339582 0.326621 0.207952 0.153344 0.151018
threshold=-0.068524999999999989 8.9430209551500024 41.24714903835001 98.238948544700023 221.97954525475004 93.249170254600017 13.601370067700001 16.315381206250006 13.451085274650001 39.852039223600009 22.689595575850003 85.807518149550006 6.6145699112000012 0.090640000000000012 26.285853065250006 24.373474566200006 113.05772975975002 9.4426310644000022 23.102607264700001 157.43006017245003 26.410889167300002 194.81758439455004 86.130133125200004 23.195026784100005 116.55003687120002 21.269675393700002 42.233786329550007 -0.12350999999999999 190.14686213645004 16.601687687950005
decision_type=2 2 2 2 2 2 2 2 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 -2 8 6 -4 13 14 10 -10 12 -7 -8 -5 -15 -6 19 -18 -1 -21 -22 29 28 -25 -26 27 -27 -24 -23
right_child=1 -3 5 4 16 11 7 -9 9 -11 -12 -13 -14 15 -16 -17 18 -19 -20 20 21 22 23 24 25 26 -28 -29 -30 -31
leaf_value=0.00014091096317604411 -0.0019842111403070187 -0.0011437877643834097 0.0013363771841701652 0.00010029413370834218 0.00042008919129000793 -0.0020015850210027301 0.00061902884876517249 -0.0021484842555892164 0.0012689035536701905 -0.0015253724560836109 -0.0004373766498757132 -0.0017506072554611617 0.00069752948467920899 0.00065815978480438658 0.0014867303298548278 -0.0014145807381267476 0.00048578384445312309 0.0010361449531524462 0.0016854240664089021 0.00020769446281792693 -0.0012995448039678371 -0.0020014470519140954 -0.00025566310362209273 0.0010328040586579362 -0.0015764964718279644 0.00065304616006973439 0.0011442341337902964 -0.0011903054073870557 -0.0020731066101144818 0.00065734022378863852
leaf_weight=7.2185187583211343 0.21654559352515068 0.53530230100295817 0.63599721746140936 0.68735775264394783 1.1235153096786237 0.14353763572489675 1.1792947097637809 0.32117676292546082 0.39692716149147578 0.47344443493057031 0.85903472173959017 0.54733808906166814 0.34528007196786348 0.22042126416999952 0.61353926511947066 0.37087212408937376 0.53150158542848647 0.47594079126429178 1.2513695771340279 3.2671368597242445 1.2940221737633235 0.41262688272399817 0.40636171992810011 0.7003670642152432 0.45672460761852596 0.38402218732517257 0.92339501454262063 0.60752125503495269 0.31828739775301074 0.10254552013066132
leaf_count=586 161 66 35 65 99 61 203 14 23 21 37 40 64 20 29 59 19 39 58 738 148 105 28 32 23 17 41 34 21 14
internal_value=4.67249e-05 0.000161675 0.00023214 0.000454469 0.000543422 -0.000131322 0.000187095 -0.000162342 0.000127666 -0.000343608 0.000101867 -0.000969578 -9.50451e-05 0.000197935 0.000754176 -0.000641908 0.000976904 -2.57972e-05 0.00132779 -5.72064e-05 -0.000218382 -0.000466702 -0.000216759 -4.64063e-05 0.000191256 -5.72578e-05 0.00030509 -0.00047638 -0.00105394 -0.00147221
internal_weight=27.0199 10.4525 9.91715 6.15324 5.93669 3.76392 2.72776 2.09176 3.0303 1.72941 1.25596 1.03616 0.488818 1.77059 1.3009 0.591293 2.90639 16.5675 1.78287 16.0915 8.87301 5.60587 4.31185 3.79668 3.07203 2.37166 1.91494 0.991543 0.724649 0.515172
internal_count=2900 1074 1008 512 351 496 331 296 175 81 60 165 125 282 94 79 176 1826 77 1787 1201 463 315 196 147 115 92 51 49 119
is_linear=0
shrinkage=0.00196078


Tree=955
num_leaves=31
num_cat=0
split_feature=22 2 23 2 17 17 12 9 6 20 15 22 5 6 18 3 9 9 16 23 15 17 17 12 4 17 17 17 17 17
split_gain=0.0253789 0.105107 0.08021 0.0693952 0.127862 0.108366 0.0854863 0.072259 0.104755 0.0631745 0.0574944 0.0567783 0.103283 0.154796 0.119571 0.312408 0.128149 0.101344 0.109334 0.0954439 0.0900446 0.0727735 0.170991 0.16225 0.108458 0.100314 0.119106 0.107145 0.12283 0.0916455
threshold=-0.25167499999999993 199.66651340635002 0.092290000000000025 181.83510701155004 195.53954078470002 173.06150329755005 195.51336019310003 196.16158123080001 13.825323026450002 36.173488152900006 27.122924609850003 -0.11600999999999999 21.495293572000005 15.185354803400001 14.117867417450002 93.394346993650018 194.59941400375001 66.290220196950017 22.764946765650006 -0.5582649999999999 31.385732506450001 187.45953903175004 186.52991945525002 84.164147923250013 206.65670169075003 185.01807150455002 181.49225329600003 171.87233581170003 167.56787829315002 189.46592532740002
decision_type=2 2 2 2 2 2 2 2 2 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 9 -6 10 -9 -1 -7 12 13 20 15 -14 17 -17 19 -19 -2 22 24 -23 25 26 27 28 -13 -25
right_child=11 2 -4 -5 6 7 -8 8 -10 -11 -12 21 14 -15 -16 16 -18 18 -20 -21 -22 23 -24 29 -26 -27 -28 -29 -30 -31
leaf_value=0.025716777156945172 0.010412763800097362 -0.10119863517274406 0.0074679627564935474 0.05930295927657786 -0.089034423364252796 0.015276344653008454 0.010023542313721136 0.055794262016053392 -0.052422414486695469 -0.10406498891217703 0.096480140665055336 0.038706290618783362 -0.095244810212875064 0.057846421717699693 0.053698061720867767 0.030806946480640109 0.088911758551264305 0.027594535889179768 0.090053917233056155 -0.10191212410254746 -0.10212876955596691 -0.093049510559260265 -0.080597022615134462 0.027019820067772701 -0.037047274762915278 0.063118856711563656 -0.038789119291643748 0.048127627490501888 -0.10413765548062102 0.00023992081788574559
leaf_weight=0.057111332676302196 1.1015900203277675 0.20104744014997766 0.10258585297424361 0.17483948534299987 0.25811522266849352 0.15168460810718898 0.13150643575863796 0.16869488515931153 0.19042483461089432 0.10926671338449978 0.20506832399405539 0.12066631196603139 0.3828221294807006 0.92292699823155988 0.2685422810500312 0.36261386997648515 0.17722437047632411 0.076940916798775905 0.051231070421636105 0.21854981340493407 0.075998609056114108 0.17590366478861952 0.35579310147113563 1.4699630993882227 0.76762922542636136 0.27952847339838616 0.54075049509992823 0.52009893786635075 0.12012659463653108 9.7798173175084724
leaf_count=12 399 103 24 31 62 34 12 22 25 38 12 74 45 45 23 42 15 20 3 132 14 28 47 123 305 20 46 46 22 1076
internal_value=0.000494173 -0.0109946 -0.0644844 0.000231755 -0.00788854 0.0131819 -0.0556 0.0300778 -0.00158811 -0.0595158 0.0619538 0.0016259 0.0127658 0.0271824 -0.00692455 -0.0197495 0.0128499 -0.00615385 -0.0448087 -0.0681907 0.00314962 -0.00124254 -0.0159929 0.00224904 -0.00620671 0.00876582 -0.00290653 0.0225945 -0.0325556 0.00373914
internal_weight=19.5191 1.75035 0.303633 1.44671 1.27187 0.882251 0.389622 0.715873 0.35912 0.166378 0.356753 17.7687 3.63844 2.10052 1.53792 1.26938 0.88656 0.709336 0.346722 0.295491 1.17759 14.1303 2.70459 11.4257 2.3488 1.58117 1.30164 0.760892 0.240793 11.2498
internal_count=2900 375 127 248 217 143 74 93 47 50 46 2525 738 458 280 257 212 197 155 152 413 1787 560 1227 513 208 188 142 96 1199
is_linear=0
shrinkage=0.1


Tree=956
num_leaves=31
num_cat=0
split_feature=8 15 23 10 9 13 12 18 7 2 18 9 2 23 23 3 10 9 23 22 6 15 3 16 6 22 20 6 5 13
split_gain=0.0502748 0.0970959 0.110461 0.110238 0.0712199 0.0851685 0.130201 0.106685 0.107994 0.106909 0.100297 0.106982 0.139625 0.0689843 0.322516 0.147241 0.246735 0.196118 0.179274 0.162752 0.186489 0.204226 0.167456 0.155021 0.330161 0.201079 0.225591 0.230864 0.197717 0.232942
threshold=1.7486353823000003 17.991885019200001 0.091975000000000015 90.988176966900014 44.114531459200009 95.870416931800023 225.59153217100001 17.327266398450003 26.752366550650006 234.61110956795002 14.708525021850003 72.638117411050018 206.09225218925002 0.088565000000000019 0.090225000000000014 84.146051024900018 70.026268923800004 200.41824001715003 0.070195000000000021 -0.23771499999999998 16.245379570700006 33.005488016050009 86.302194445500007 22.654947022900004 16.505385645700006 -0.117115 35.337501601400007 16.565387047600002 21.746930049350002 116.59305220125002
decision_type=2 2 2 2 2 2 2 2 2 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 -2 6 -6 8 13 -9 -8 -12 -13 15 -15 18 19 -18 -7 20 -17 -22 -21 25 -25 28 -27 -28 -24 -30
right_child=4 2 -4 -5 5 7 10 9 -10 -11 11 12 -14 14 -16 16 17 -19 -20 22 21 -23 23 24 -26 26 27 -29 29 -31
leaf_value=0.00044315109072854797 0.001122975997089892 -0.0019790749677131426 0.0007094850386054649 -0.0019713960611384956 -0.0019731536981054056 -0.00017372440987648892 -0.0020067470245715715 0.0013622636606790215 -0.0010865849939376074 -0.00016818835955288816 0.00096325908753509847 0.0019929543890213749 -0.0019750731397518138 -0.0010730415719903364 5.9560067554172941e-05 -0.0020421920412216628 -0.00012942950952525841 -0.0020132514112118139 0.0010388526033092286 0.0015440212630496669 -0.0017450464801745578 0.0010150991675852363 0.0015161213105782255 0.0014424103821973765 -0.00023163351839366569 0.0019242796159534437 -0.00049073757685824876 0.00095629249595263158 0.00067829803163171149 -0.00122870252490525
leaf_weight=0.47323415982464467 0.24171355944418138 0.23122715380395675 0.078766978133444354 0.08589236498369246 0.19523169219860648 0.69776246169932266 0.090667544141069811 0.4770620025228699 0.3167872278863787 0.27759126527234912 0.29762823852070142 0.045872412621974945 0.13277754637647377 1.0543061425560143 11.622520140208506 0.26236479407090207 0.50343504905868108 0.36761984805343673 1.4283710607269311 0.36667724314609795 0.15960603593703127 0.29092642833711579 0.58406266430393827 1.0021352367621146 0.82653368098544877 0.18193997647903337 3.3895098603534284 0.48448912999083393 0.84731305862806017 0.34716928339912556
leaf_count=148 24 155 12 181 200 77 28 29 58 25 31 1 96 75 767 42 86 50 104 23 62 25 25 48 53 12 211 103 90 59
internal_value=4.82801e-05 -0.00041576 -0.00129593 7.22312e-05 6.35037e-05 5.37481e-05 -0.000592119 7.30616e-05 5.0903e-05 0.000799303 -0.00011655 0.000243281 -0.000956192 6.56609e-05 -3.46361e-05 0.000173962 7.06958e-05 -0.000924477 0.000640905 0.000169847 -0.000728015 3.72875e-05 0.00024956 0.000187621 0.000685765 3.14903e-05 -0.000209555 -0.000309769 0.00058119 0.00012404
internal_weight=27.3612 0.869121 0.309994 0.559127 26.4921 26.2504 0.762177 25.4882 24.7335 0.754653 0.566946 0.476278 0.17865 24.4167 12.6768 11.7399 9.61378 0.871055 2.12613 8.74273 0.712897 0.450532 8.02983 7.66315 1.82867 5.83448 4.05594 3.874 1.77855 1.19448
internal_count=2900 496 167 329 2404 2380 356 2024 1970 54 156 128 97 1912 842 1070 889 136 181 753 129 87 624 601 101 500 326 314 174 149
is_linear=0
shrinkage=0.00196078


Tree=957
num_leaves=31
num_cat=0
split_feature=0 16 2 2 5 13 5 10 6 7 21 19 6 5 16 2 22 22 3 22 22 21 22 20 20 21 9 5 0 7
split_gain=0.0687077 0.194529 0.131738 0.162873 0.130036 0.13614 0.111857 0.100634 0.275304 0.191488 0.222264 0.182914 0.26665 0.120977 0.237662 0.0926732 0.12396 0.133943 0.119919 0.119723 0.307098 0.232308 0.175149 0.20601 0.236692 0.189486 0.257598 0.178481 0.169298 0.202421
threshold=86.530713386650021 22.614947116400003 167.29597799085005 226.19683278270003 25.763052016400003 117.50443950750001 20.206488238950005 64.434276012450013 16.425383776450001 23.856905110850004 6.338788634150001 14.551174033150001 16.180378051950004 21.042547594650003 20.784951395750003 56.184788788300004 0.20327000000000003 0.13860000000000003 93.136255013150006 -0.01762 -0.053019999999999991 5.0287037994000015 -0.063985 41.348489042950007 42.102795028150005 1.8462237188500004 199.21354841250005 25.556820288350004 86.001087134900004 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=6 4 -3 -4 5 7 -1 9 11 -2 -11 12 13 -9 -15 -8 17 18 -17 20 22 -22 23 27 -25 -26 28 -20 29 -27
right_child=1 2 3 -5 -6 -7 15 8 -10 10 -12 -13 -14 14 -16 16 -18 -19 19 -21 21 -23 -24 24 25 26 -28 -29 -30 -31
leaf_value=0.0011632800333981959 0.0011320291070438142 -0.00016632670285347576 0.0016669433271341214 0.00032446558873521175 0.0015301857376173659 -0.0011384877557683909 0.00094546239292339802 5.4000554958527752e-05 -0.0016792418720025957 -0.0010229930911585215 0.00072507502996066735 -0.0017896633852309512 0.0011915798160065847 -0.0016573117045664317 0.0003231065014820399 -0.0015695329466384981 0.001195062228305671 -0.0015616323822078904 -0.0013020030108279838 0.00056236176031950478 0.00019872217426325798 -0.0020645550555171343 0.00095972874359721741 0.00093624652570753475 0.0011215595827827726 -0.00018578465440659487 -0.0020356158244080112 0.00039530068762417978 0.00076219344359224495 -0.0020260210935636696
leaf_weight=0.26314305139203753 0.89834832119231522 0.48525094240903754 0.72116213198751189 0.67049069260247052 0.22285196726443324 0.37923032953403968 0.29474451259011303 10.023349811206449 0.37059097154997367 0.51948450552299597 0.60571895446628332 0.20713852951303202 0.76084722470841448 0.47427195544878564 0.45790890883654356 0.22773462487384488 0.24676376559364133 0.27460443027666759 0.92721896220973288 0.86135806232960277 0.25503081934584759 0.55122312410458107 0.58555966737912957 0.89265532523859326 0.36151448870077763 1.530504753241076 0.32209562466596242 0.3205396329103678 0.57222839241148893 0.27041219374950731
leaf_count=18 33 16 29 41 16 26 18 1667 22 21 20 11 34 101 20 12 27 25 95 138 21 51 25 45 18 161 35 90 23 41
internal_value=4.50471e-05 0.000118461 0.000713397 0.00102014 4.36179e-05 2.10768e-05 -9.57614e-05 5.17901e-05 -1.4902e-05 0.000456978 -8.19739e-05 3.68268e-05 6.91181e-05 -8.83542e-06 -0.000684484 -0.000134765 -0.000173596 -0.000216064 -0.000167941 -0.000125098 -0.000214968 -0.00134864 -5.69053e-05 -0.000171448 4.79783e-05 -0.00021142 -0.000390213 -0.000865979 -0.000166891 -0.000462101
internal_weight=25.554 16.7966 1.8769 1.39165 14.9197 14.6969 8.75733 14.3177 12.2941 2.02355 1.1252 11.9235 11.7164 10.9555 0.932181 8.49419 8.19944 7.95268 7.67808 7.45034 6.58898 0.806254 5.78273 5.19717 3.94941 3.05676 2.69524 1.24776 2.37315 1.80092
internal_count=2900 2057 86 70 1971 1955 843 1929 1855 74 41 1833 1822 1788 121 825 807 780 755 743 605 72 533 508 323 278 260 185 225 202
is_linear=0
shrinkage=0.00196078


Tree=958
num_leaves=31
num_cat=0
split_feature=8 17 15 10 23 9 16 19 15 2 6 6 8 16 20 3 7 22 0 20 12 5 20 0 5 0 9 12 22 7
split_gain=0.0636538 0.0901216 0.0927488 0.105016 0.0972922 0.0814448 0.0942787 0.133619 0.112811 0.105916 0.10092 0.21716 0.160287 0.23132 0.262652 0.186657 0.213058 0.176812 0.12695 0.0959944 0.14719 0.126072 0.093437 0.08599 0.189516 0.172972 0.145389 0.242713 0.14835 0.195602
threshold=1.7486353823000003 201.37020668845003 17.991885019200001 90.988176966900014 0.091975000000000015 44.114531459200009 13.534968349350001 11.850956171350001 17.183237161800005 292.80063980640006 13.665319288000001 13.775321858200002 7.6440346712000009 17.654958715000003 41.495754733000005 83.960547413900017 19.771475517600006 0.06041500000000001 100.67200315280002 39.420767558750008 247.01970978410003 12.953076575250002 42.508878681700004 93.972365491700018 19.385335982600001 86.530713386650021 188.53841931785004 94.472960382900013 -0.01762 23.587720440700004
decision_type=2 2 2 2 2 2 2 2 2 2 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 -2 8 -8 19 -10 12 -12 15 17 -15 18 -17 -14 -9 21 -21 -7 -20 25 -25 -13 -27 -28 -29 -30
right_child=5 -3 4 -5 -6 6 7 10 9 -11 11 23 13 14 -16 16 -18 -19 22 20 -22 -23 -24 24 -26 26 27 28 29 -31
leaf_value=0.00073893362688784371 0.0011671318894789337 -0.0019769262260153396 -0.001979716990387943 -0.0019710422441294399 0.0007910744596742583 -0.0019702860267173756 0.00093129888505424831 0.0015482240856265232 -0.0019897688653809768 0.0001067144626974867 0.0013555977199673113 -4.4503473290147773e-05 -0.0019891962195079057 0.0014730544991110131 -0.0012131072137726679 0.00099049479627377974 -0.00198779376145569 0.00029882748557162066 -0.00087696624198313694 -0.0014881953669309284 0.00043882261995549624 0.0014394381068622935 0.0010562761543610338 -4.5574891148109618e-05 -0.0016879012563738147 0.0012831786928667866 -0.00086260197949958263 0.00052151588292219581 -0.0013336025917076717 0.00026372417293378227
leaf_weight=0.37984128949665574 0.2690520372416384 0.12762125591910944 0.16753950785641791 0.064281113311267291 0.068701868702191859 0.050072489345896143 0.73919182613826961 0.40531946488772808 0.27255412260637968 0.14036037882397068 0.54054764006287115 8.5809147054928925 0.57946982576686401 0.29294414247851819 0.26797114149667323 0.14778570656199008 0.24617493806726998 0.16735477431211621 0.21668812089774292 0.29337076399428952 0.31712990190908386 0.24905504286653013 0.17274360387818888 3.045402550589642 0.2964332843403098 0.59603450866415997 0.65686030546203067 5.8682184190838589 0.40534573409240771 1.0802175649441776
leaf_count=107 24 137 119 125 8 78 62 23 101 20 33 768 132 21 41 13 73 15 38 152 73 39 13 226 74 27 31 247 19 61
internal_value=7.70355e-05 -0.000464926 -0.000181309 0.000346699 -0.00117394 9.39446e-05 8.26779e-05 0.000110419 -0.000427153 -0.00127712 8.46714e-05 0.000128839 -0.000288099 -0.000761791 0.00018977 0.000233024 -0.000870554 -0.00147648 0.000780071 -4.13213e-05 -0.000487189 0.000868667 -1.94212e-05 9.65377e-05 -0.000191255 0.000152494 0.000348902 0.000279387 0.000381393 -0.000172117
internal_weight=26.7052 0.807985 0.680364 0.444122 0.236241 25.8972 25.6282 24.3056 1.32254 0.412915 23.5664 21.07 2.49645 1.30774 0.560915 1.18871 0.393961 0.746825 0.794751 0.909628 0.610501 0.299128 0.389432 20.5294 3.34184 17.1876 8.60668 8.01064 7.35378 1.48556
internal_count=2900 496 359 232 127 2404 2380 1917 463 121 1855 1486 369 209 62 160 86 147 74 342 225 117 51 1453 300 1153 385 358 327 80
is_linear=0
shrinkage=0.00196078


Tree=959
num_leaves=31
num_cat=0
split_feature=0 16 2 2 17 7 18 5 18 7 5 6 5 5 13 4 22 22 13 22 9 2 6 17 23 0 23 16 6 22
split_gain=0.0544526 0.240446 0.193149 0.153859 0.164191 0.144536 0.208817 0.422382 0.214597 0.276566 0.211534 0.174247 0.150512 0.136552 0.164732 0.11774 0.109631 0.130292 0.152149 0.124435 0.11159 0.263028 0.349501 0.224253 0.216949 0.137821 0.189918 0.173832 0.10537 0.175285
threshold=86.530713386650021 22.614947116400003 167.29597799085005 226.19683278270003 203.93111730270002 22.726915405250001 13.24392582145 21.495293572000005 13.316069313700003 23.124786352450005 22.553892743650003 16.445384243750002 24.375372008600007 25.763052016400003 117.50443950750001 375.86663358980007 -0.011399999999999999 0.20981000000000005 117.79210452745001 -0.01762 66.290220196950017 149.51820635915001 16.375382608200002 188.54236693505001 -0.5582649999999999 85.716110573100011 0.10045500000000003 22.674946976100003 15.785368822600002 -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=5 13 -3 -4 -5 15 10 -8 -9 -10 -7 -11 -13 14 28 16 19 18 -18 20 -1 22 -22 25 -23 26 27 -24 -2 -30
right_child=1 2 3 4 -6 6 7 8 9 11 -12 12 -14 -15 -16 -17 17 -19 -20 -21 21 24 23 -25 -26 -27 -28 -29 29 -31
leaf_value=0.0010996357494403107 -5.1895389034098017e-05 -0.00026139484738642603 0.0016915903618316482 -0.00050149240166151457 0.0013350124270068632 -0.00036068320046022295 -0.002085709520954201 0.0012028334866135094 -0.0014352645274897653 -0.00065213941835423064 -0.0020372249125173484 0.001173975639719095 -0.00037271657695316232 0.0014914973741123002 -0.0012038887429977774 -0.0012378809913353003 -0.002092060008204358 0.00098029278484229902 0.00013790884395999294 0.0016694862042942109 -0.0016299156564021633 0.001436673124483186 -0.0020369131991173845 0.0013167547538213715 -0.0018432424358775631 0.00070251640896529775 0.00068060861112927606 -3.1162750713238438e-05 0.00066054302196271461 -0.00026402486650182902
leaf_weight=0.49629237118642766 12.221221497503967 0.55645689088851158 0.78815569402649976 0.36095217987895012 0.38873621053062379 0.71317181066842728 0.35701179597526822 0.6141416254686195 0.4731874800709196 0.54262321139685799 0.48687156400410458 0.78687775385333203 0.34925637920969166 0.23983030783710901 0.42476413806434798 0.23006507248283004 0.25970636432248451 0.1566449648962589 0.2150325517723104 0.24204213175107714 0.32232478991682079 0.095930462586693466 0.31310816817494991 0.93324394023511548 0.40431186460955348 0.96319583198055614 0.44555394543567672 0.35388367483392358 2.2440530487219807 1.2153201056644327
leaf_count=34 1790 16 29 18 23 28 18 24 39 33 59 38 31 16 26 39 78 19 22 21 40 8 105 34 103 30 24 16 87 52
internal_value=4.03257e-05 0.000103 0.000728517 0.00108671 0.000450791 -7.81511e-05 -0.00034568 -7.85522e-05 0.000180507 -0.000111254 -0.00104088 0.000261941 0.000698511 2.28527e-05 9.82595e-07 0.000134792 0.000195508 -0.000570348 -0.001082 0.00030132 0.000224803 0.000111488 0.000310568 0.000518434 -0.00121426 0.000159512 -0.000310598 -0.000972729 3.36208e-05 0.000335731
internal_weight=28.194 18.4395 2.0943 1.53784 0.749688 9.75448 4.32314 3.1231 2.76609 2.15194 1.20004 1.67876 1.13613 16.3452 16.1054 5.43134 5.20127 0.631384 0.474739 4.56989 4.32785 3.83155 3.33131 3.00899 0.500242 2.07574 1.11255 0.666992 15.6806 3.45937
internal_count=2900 2057 86 70 41 843 270 183 165 141 87 102 69 1971 1955 573 534 119 100 415 394 360 249 209 111 175 145 121 1929 139
is_linear=0
shrinkage=0.00196078


Tree=960
num_leaves=31
num_cat=0
split_feature=0 16 2 2 5 13 5 10 6 17 0 15 6 8 13 10 5 5 22 20 0 22 9 0 21 5 22 17 21 15
split_gain=0.0274161 0.129052 0.12062 0.132032 0.0920924 0.111136 0.0912337 0.0798357 0.198554 0.153257 0.307263 0.117555 0.0861715 0.122785 0.0757868 0.225654 0.122521 0.0815191 0.0865635 0.228819 0.155916 0.124779 0.117831 0.152405 0.170996 0.0989838 0.0984476 0.0877981 0.0852988 0.12917
threshold=86.530713386650021 22.614947116400003 167.29597799085005 226.19683278270003 25.763052016400003 117.50443950750001 20.206488238950005 64.434276012450013 16.425383776450001 196.65693750130004 88.232507383150008 42.133814420300006 16.180378051950004 8.6432548896500023 113.85351336640001 66.318885161900013 20.950952025950006 20.361635946650004 -0.060760000000000002 38.238138001450004 92.313586825200005 -0.069554999999999992 196.26893085885004 94.047642319350018 6.9984086918000008 17.708776378750006 0.048530000000000011 218.56744384050003 3.2025200283000004 28.777417478550003
decision_type=2 2 2 2 2 2 2 2 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 4 -3 -4 5 7 -1 9 11 -2 -11 12 13 14 15 -9 17 18 19 27 -20 28 25 -24 26 -22 -25 -17 -21 -30
right_child=1 2 3 -5 -6 -7 -8 8 -10 10 -12 -13 -14 -15 -16 16 -18 -19 20 21 22 -23 23 24 -26 -27 -28 -29 29 -31
leaf_value=0.062664509967230483 0.066086801850823593 -0.015699105107672178 0.083328129115037314 0.012429078126195824 0.076260908516715728 -0.059996961630780388 -0.0065779076183310747 -0.092823957385931327 -0.085662935345400759 -0.059632108917132345 0.047887201938668314 -0.086737626914753577 0.036852628632541733 -0.069361297213445472 0.03784682237981149 -0.090630887183672834 -0.071244486391263642 0.069335542526831301 -0.076910078410187988 0.028801879817220551 0.0057008505797654842 -0.10299196402212868 0.07837233969563899 -0.0044814680717960523 -0.07523793088515876 -0.082729508978712119 0.054756380169321051 0.027228146201313492 0.0050279632974913144 -0.055504933772207068
leaf_weight=0.19598657811548292 0.51319027000863116 0.39457121584564347 0.54464158276095964 0.50733007129747421 0.15523710852721784 0.31350805913098234 6.544073493878841 0.26441604420323539 0.28259711095597673 0.48198378458619096 0.59255150682292879 0.1556005604106766 0.62166030314983878 0.26014305109856728 0.50755612598732103 0.40801932454404877 0.22626728025352338 0.18324402777943749 0.174538172826041 1.0114125384761719 0.72698287884401258 0.11163045951207884 0.55987330758944143 0.47883627150599728 0.17731204693154712 0.15326467078011774 0.67747901781149267 0.074792167190480541 1.9645455234175417 0.42960326659158443
leaf_count=18 25 16 29 41 16 26 825 35 22 21 28 29 36 36 25 208 70 28 47 163 274 20 24 61 52 17 88 30 493 97
internal_value=0.000607986 0.00329951 0.031451 0.0491359 -0.000239636 -0.00128586 -0.00456449 0.000381762 -0.00310434 0.0211302 -0.000340683 -0.000559303 0.000928716 -0.00173311 0.000430915 -0.00206057 0.00120117 0.00349971 0.00176345 -0.00781914 0.0147644 0.00104234 0.020533 0.0345859 0.0162038 -0.00969624 0.0302257 -0.0723734 0.00445247 -0.00583399
internal_weight=19.6928 12.9528 1.44654 1.05197 11.5062 11.351 6.74006 11.0375 9.44977 1.58773 1.07454 9.16718 9.01158 8.38992 8.12977 7.62222 7.3578 7.13153 6.94829 4 2.94829 3.51719 2.77375 1.8935 1.33363 0.880248 1.15632 0.482811 3.40556 2.39415
internal_count=2900 2057 86 70 1971 1955 843 1929 1855 74 49 1833 1804 1768 1732 1707 1672 1602 1574 1011 563 773 516 225 201 291 149 238 753 590
is_linear=0
shrinkage=0.1


Tree=961
num_leaves=31
num_cat=0
split_feature=2 18 10 4 18 10 2 12 2 21 13 18 17 21 15 12 10 20 6 10 3 21 18 23 13 13 20 17 10 19
split_gain=0.0271962 0.109052 0.106005 0.0687133 0.0650144 0.104487 0.0478841 0.0459324 0.0574233 0.0442764 0.0417463 0.0995644 0.0922324 0.0901569 0.0704756 0.0703361 0.0595893 0.0582202 0.168333 0.0474219 0.0956283 0.0904337 0.05773 0.091804 0.0708981 0.101075 0.0840585 0.0674833 0.0661807 0.078214
threshold=325.75432260090003 13.954623666350001 64.434276012450013 436.68955969730007 14.827897399500001 84.906884675850009 315.70263843430001 329.98224707875005 297.58713971970008 7.6170491423000009 98.238948544700023 17.140917755100002 213.85098605320005 1.2781961269500002 21.073645951400003 150.89336347300005 71.273713496300005 42.406961525800007 13.200308423050002 80.468240302450013 79.47351079420001 0.25448588140000006 15.556223714900002 0.088990000000000027 104.02719889955002 104.19119484555002 48.852845034800005 202.35178250205004 69.873026810350026 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=6 -2 -3 -4 -5 -6 7 8 10 -10 14 12 19 -14 15 -1 -17 18 -18 20 21 -12 24 -24 28 -26 -27 -25 -22 -30
right_child=1 2 3 4 5 -7 -8 -9 9 -11 11 -13 13 -15 -16 16 17 -19 -20 -21 22 -23 23 27 25 26 -28 -29 29 -31
leaf_value=-0.085551823268720198 -0.10151945042530452 0.048170367781215008 -0.10150168898976082 0.082479261192625608 -0.10116281266603465 0.042378869926145264 0.048648666378169315 -0.044527594414637939 -0.0016653378190579716 0.074036119058487546 0.011617606936895487 0.055104143941664067 0.03089887519176622 -0.10097461636954473 -0.090056473566714645 -0.10063216762480083 -0.10084814912001255 0.026550593176413978 0.062220036790702905 0.046977447115808556 0.015185062124970972 -0.10169746953648789 0.066991053681640253 0.033861704397721147 0.069188834476900815 -0.00018443022538918856 0.052926442689698039 -0.058391797039178434 -0.088729374610747758 0.031862258891405031
leaf_weight=0.10743098035156851 0.12962236981365904 0.26022501496481709 0.10961231972032692 0.06176887941910536 0.10940014362859074 0.094529879036315378 0.21125675936946109 0.22119449812271241 0.13012058975164009 0.19019206464326999 0.11848080993514365 0.34306603146251191 0.074864306530797786 0.16858335500000976 0.12223602015262713 0.054591166835052718 0.1486214125494314 0.52526494107519284 0.11027452794951387 0.22698765218956474 0.16211512942754502 0.17365929657535162 0.3413875527330682 0.17673392361029983 0.22038907604291935 13.987161883387213 0.30448613726184781 0.1438153573544696 0.25366792720888043 0.068255376638262533
leaf_count=136 49 27 24 10 52 69 44 33 32 34 24 36 17 47 94 57 241 206 13 25 39 43 35 15 15 1318 20 31 91 23
internal_value=0.000550194 -0.0179262 -0.00087675 -0.034884 -0.00740125 -0.0346254 0.00131089 0.000766606 0.00131853 0.0432839 0.000564722 0.00178623 0.000672284 -0.0604213 -0.0186008 -0.0093696 0.000388147 0.00742091 -0.0313906 0.00159167 0.000945785 -0.0557412 0.00200343 0.0309044 0.000727716 0.00198347 0.000947106 -0.00752809 -0.0369212 -0.0631611
internal_weight=19.35 0.765159 0.635536 0.375311 0.265699 0.20393 18.5848 18.3736 18.1524 0.320313 17.8321 16.7637 16.4206 0.243448 1.06842 0.946183 0.838752 0.784161 0.258896 16.1771 15.9502 0.29214 15.658 0.661937 14.9961 14.512 14.2916 0.320549 0.484038 0.321923
internal_count=2900 231 182 155 131 121 2669 2625 2592 66 2526 1779 1743 64 747 653 517 460 254 1679 1654 67 1587 81 1506 1353 1338 46 153 114
is_linear=0
shrinkage=0.1


Tree=962
num_leaves=31
num_cat=0
split_feature=20 21 23 21 20 2 23 16 19 20 20 20 7 22 7 3 20 8 10 12 8 8 7 18 0 21 18 18 20 21
split_gain=0.027044 0.0542194 0.0795461 0.0498127 0.0395214 0.0710916 0.0371168 0.0928742 0.0728363 0.0731121 0.0446298 0.0710516 0.0658582 0.0539056 0.042471 0.0565034 0.0574774 0.0467398 0.101034 0.0438606 0.0490323 0.0865496 0.0627811 0.143984 0.10491 0.0747069 0.116077 0.163027 0.151211 0.193962
threshold=49.275256100300005 20.770927814650005 -0.17732499999999998 3.3208308644500009 48.852845034800005 218.28588289425002 -0.27223499999999995 22.664946999500003 10.350835137000002 32.785955158400007 32.785955158400007 34.542090938800008 22.535351262400003 0.68694500000000025 17.938678131200003 101.23926781830001 35.818873074050011 9.5425530862500008 60.474177186300004 58.770113158150004 8.8430989333000021 8.7431769115000026 22.726915405250001 13.197799034350002 86.388225105700016 15.697044644950003 12.903279561150002 12.848040995400003 42.718072821900002 8.0302059756000013
decision_type=2 2 2 2 2 2 2 2 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 6 -6 7 8 -1 -10 12 -12 -8 14 -13 17 -17 18 -16 -20 21 22 25 24 -24 26 27 -21 -28 -30
right_child=1 -3 3 -5 5 -7 10 -9 9 -11 11 13 -14 -15 15 16 -18 -19 19 20 -22 -23 23 -25 -26 -27 28 -29 29 -31
leaf_value=0.072236552142438834 0.031803929826045012 0.052278840458859978 0.042513550754294603 -0.10100233410583959 0.079167244225774633 -0.013082347769905378 0.029845667372000641 0.059309659686371641 0.061575023933480168 -0.10195580495688313 0.041199570428667578 0.060346627349673866 -0.10297313892233512 0.053799692726800546 -0.1009848829816628 0.08109255854393066 -0.064503608245199545 0.042948521579789317 0.080396517415624882 0.0075999134777301157 -0.028729835803861178 0.038307766922725126 -0.08574958253079551 -0.0013437083958358598 -0.0026604657351166675 0.053254994740400498 0.038343111129850851 -0.094829729785751604 0.01060951881583045 -0.10275153771789357
leaf_weight=0.036141974998836868 0.091229139139613835 0.070229263481451198 0.028136277440352297 0.17219869618952544 0.17469651111059548 0.16009644654332078 0.060632248218101092 0.085757294204086065 0.031540674525786017 0.20525074089459849 0.43939914556256354 0.11548943119760835 0.097151465585938013 0.18761209561489423 0.099343422467437104 0.030808755662291243 0.22610553706726932 0.25204598340860584 0.067856564652177265 0.41997169468049822 0.57984889431099951 0.59458829794311974 0.36026485120964835 11.476673282791692 0.26281409151852131 0.383202993969462 1.3357572010972947 0.24663876143313246 0.65162518940451253 0.19643388852000498
leaf_count=12 29 18 4 168 16 29 38 4 27 116 79 53 101 32 36 7 114 26 5 37 63 44 46 1485 16 39 100 20 71 65
internal_value=0.000481782 -0.026599 -0.0455984 -0.0808461 0.00100355 0.0350539 0.000385439 -0.0314683 -0.0599912 -0.0801735 0.00101724 0.0014833 -0.0519343 0.000485349 -9.28428e-05 -0.000499042 -0.0470439 0.000207404 -0.000438636 0.00016397 -0.000165832 0.000874025 -0.000577557 -0.00388546 -0.0507027 0.0118001 0.00622703 -0.030298 0.0173763 -0.015648
internal_weight=19.1395 0.361793 0.291564 0.200335 18.7777 0.334793 18.443 0.358691 0.272933 0.236791 18.0843 17.9265 0.157784 17.4871 17.2995 17.184 0.256914 16.9271 16.675 16.5757 16.5078 15.928 15.3334 12.0998 0.623079 3.23363 2.85043 0.66661 2.18382 0.848059
internal_count=2900 219 201 172 2681 45 2636 159 155 143 2477 2338 139 2259 2227 2174 121 2053 2027 1991 1986 1923 1879 1547 62 332 293 57 236 136
is_linear=0
shrinkage=0.1


Tree=963
num_leaves=31
num_cat=0
split_feature=6 20 20 8 7 20 19 15 23 23 5 0 4 9 14 20 21 22 22 4 10 21 23 23 13 7 17 23 15 17
split_gain=0.0679213 0.139923 0.261243 0.22598 0.219252 0.266084 0.24982 0.170689 0.219859 0.229145 0.304094 0.19083 0.265826 0.248593 0.275572 0.185502 0.266993 0.17768 0.22449 0.280975 0.199595 0.174738 0.168247 0.300425 0.166395 0.147321 0.145493 0.137682 0.134654 0.139049
threshold=14.835346625500001 40.621691032550004 40.337496327150006 8.0437227585500022 24.101221167900004 38.592454371550012 14.251149826300002 37.434800281900003 0.087605000000000016 0.090390000000000012 20.950952025950006 86.780739992750014 248.34582299520005 195.74493321760002 277.23638966875006 42.178283198950005 7.8300995118000012 -0.23557500000000001 -0.095714999999999995 163.60960442095003 62.036171360100006 2.3484969739000006 0.083795000000000022 0.094165000000000013 117.54745483760001 24.472706336050003 192.2469332606 0.087725000000000011 38.469938489650012 206.02826764000002
decision_type=2 2 2 2 2 2 2 2 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 5 6 -5 8 17 -10 -11 12 15 -14 -15 16 -9 -3 20 -20 -19 -21 -7 -24 -25 -6 -16 -17 -1 -30
right_child=1 7 -4 4 25 22 -8 11 9 10 -12 -13 13 14 26 27 -18 18 19 21 -22 -23 23 24 -26 -27 -28 -29 29 -31
leaf_value=-4.3682984220860186e-05 -0.0010983553993384766 -0.0020278045488113768 0.0013660121120752191 -0.00025305643600426566 0.0016718229558673125 0.00045508098002885512 0.00097992123388195409 8.2331524084494371e-05 -0.0020544058479739519 0.00043956616526884701 -0.0014232163711629853 0.00071393380832632334 -0.001591731216962266 -0.001883804647272089 0.0013099456352015965 0.00033494261131756327 0.0017534681690384837 5.9761069735077453e-05 0.0010052858290359246 0.00057622766150915909 0.0017616576155421255 -0.0015528692535281433 -0.0019376847905908353 -0.0010194874744874625 0.00055075324458440358 0.00033916518176908692 -0.00016979375851834932 -0.00086260907940158434 -0.002028586702888181 6.4081759139679543e-05
leaf_weight=8.8228432281370033 0.48849750257795932 0.14935653831707973 0.80802634911378834 1.0159577643207742 0.64325753785669781 0.62867107227793928 1.670851264381781 0.81764249911066167 0.46088653450715344 0.7030696894507853 0.64699057288089534 1.7575638461858032 0.6360968566641535 0.2792615432263118 0.36584868845238794 0.93721856139018178 0.66774701012764126 0.5831986463708756 0.37321528995743969 0.19432860377128236 0.4854853349388577 0.62437309016604559 0.53644044592510898 0.46080721309408523 0.59379913797602057 0.63252757044392638 0.84670546247070888 0.60890930553432554 0.2738013650086949 0.22029374458361417
leaf_count=1648 125 62 37 45 21 39 67 26 30 35 38 61 88 34 19 39 19 52 17 13 22 106 24 22 29 39 55 31 37 20
internal_value=3.72071e-05 0.000105607 0.000313053 0.00018551 0.000286955 9.86648e-05 0.000513698 -3.36888e-05 -0.000344421 -0.00086066 -0.000453137 0.000155927 -3.41585e-05 -0.000565386 -0.000127762 0.000338726 0.00083358 4.35034e-05 0.000180354 -0.00040473 0.000832904 -0.0010475 -0.000403703 -0.000743035 -0.000135359 0.0010111 0.000276669 -0.000136687 -9.94663e-05 -0.00109556
internal_weight=27.9337 18.6167 7.47884 6.67081 6.18231 4.90653 2.68681 11.1379 4.2209 1.81095 1.35006 6.91699 5.15943 2.12791 1.49182 3.03152 1.48539 2.40996 2.2606 1.19192 1.06868 0.818702 2.21972 1.59105 1.05461 1.27579 1.21255 1.54613 9.31694 0.494095
internal_count=2900 1195 448 411 286 226 112 747 375 103 73 372 311 196 108 115 45 272 210 136 74 119 114 75 51 60 74 70 1705 57
is_linear=0
shrinkage=0.00196078


Tree=964
num_leaves=31
num_cat=0
split_feature=8 17 17 22 9 9 22 15 13 12 5 18 16 4 10 6 6 22 17 4 5 18 20 3 19 16 3 9 3 20
split_gain=0.0269981 0.0513149 0.0542792 0.0498893 0.0654928 0.0359413 0.0839607 0.0407592 0.037193 0.0683653 0.0504327 0.0446764 0.0703055 0.0695013 0.0515156 0.131068 0.181722 0.0746855 0.0866986 0.0886364 0.0845947 0.071863 0.0504254 0.0442632 0.122442 0.191738 0.166241 0.123425 0.110584 0.107006
threshold=1.7486353823000003 201.37020668845003 200.96259924040001 -0.15818499999999999 40.406378633400003 53.944017839150007 -0.24103499999999997 21.466448620650002 95.870416931800023 225.59153217100001 11.976288766350002 17.327266398450003 12.644970430600003 338.12659772680007 80.288113607700012 13.665319288000001 13.775321858200002 -0.58350999999999986 199.41622983390002 181.76113425110003 16.579584939650001 13.326324856250002 42.34047585750001 85.622014538550019 13.051052998800001 18.684956306450005 84.807411725000023 206.08249486475003 86.302194445500007 40.380906245900007
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 3 -1 -5 6 -2 -8 9 -7 -11 12 -10 -13 15 17 -17 -14 21 -20 -21 -19 -16 24 27 -26 -27 29 -25 -18
right_child=5 -3 -4 4 -6 8 7 -9 11 10 -12 13 14 -15 22 16 23 18 19 20 -22 -23 -24 28 25 26 -28 -29 -30 -31
leaf_value=0.018820345298108561 -0.055967572431273586 -0.10061263289332134 0.088006378163616825 -0.087535342793695334 0.047711216856930798 -0.10051083823286762 0.012472593693454619 0.077765620444765413 -0.068485470046342964 0.030461738591261008 -0.059934557285176764 0.060526850933066201 0.024180275649320796 -0.017989220507418469 0.0070095561493328214 0.074701109152220543 -0.0053060415326158065 0.0030456277519658632 0.082832172638974355 -0.07727878935460232 0.019490811621272343 -0.098757041501939299 0.085498857437437098 0.04059999674301102 -0.10162220691491107 0.031649435882459158 -0.066551797417301925 -0.042518181697313584 0.00067087481835036925 0.062602902773564659
leaf_weight=0.16007077068104536 0.095537054253782117 0.072240288569560107 0.050377948078676127 0.15379488812024789 0.046669917402141436 0.10253409163624638 0.17227122260874494 0.21483944833562418 0.14796178119468706 0.16117953238972405 0.10001506246317149 0.3003393491380838 0.18193757566041313 0.18049084092490375 0.19824577263352594 0.33880778215825458 0.47873984341276743 0.086864545752183941 0.07630290649831295 0.20966420033801114 0.15872656428837217 0.34371241023472976 0.13941267994232476 0.73495775522314843 0.32252296601291142 0.41968593676574528 0.29255412897327915 0.34388653674432135 12.32838689786672 0.45027206832310185
leaf_count=93 38 137 6 236 24 172 48 43 89 89 51 29 28 25 32 32 35 17 6 80 29 94 13 57 86 31 58 60 1132 30
internal_value=0.000450242 -0.022887 -0.00922248 -0.0228084 -0.0560488 0.00105711 0.027989 0.048709 0.000338842 -0.0313155 -0.00415227 0.000988099 0.000150164 0.031054 0.000743887 -3.49072e-05 0.00225868 -0.0341169 -0.0462349 -0.0152657 -0.0355842 -0.0782194 0.0394163 0.000661902 -0.0121058 -0.0376537 -0.00868693 0.00866267 0.00291733 0.027608
internal_weight=19.063 0.483154 0.410914 0.360536 0.200465 18.5798 0.482648 0.387111 18.0972 0.363729 0.261195 17.7335 17.2526 0.48083 17.1047 16.767 15.7098 1.05721 0.875271 0.444694 0.368391 0.430577 0.337658 15.371 2.30766 1.03476 0.71224 1.2729 13.0633 0.929012
internal_count=2900 496 359 353 260 2404 129 91 2275 312 140 1963 1909 54 1820 1775 1521 254 226 115 109 111 45 1489 300 175 89 125 1189 65
is_linear=0
shrinkage=0.1


Tree=965
num_leaves=31
num_cat=0
split_feature=15 22 7 17 15 22 9 9 22 17 13 12 22 5 13 13 16 22 7 19 13 17 3 10 16 3 19 21 16 13
split_gain=0.0254971 0.12168 0.090691 0.0428804 0.0383594 0.164732 0.138415 0.105598 0.102788 0.0880059 0.0576347 0.126643 0.075757 0.0673488 0.0571397 0.150999 0.0890712 0.121344 0.0753568 0.0653586 0.0945927 0.0569813 0.243274 0.143375 0.225015 0.118266 0.139426 0.0943084 0.128061 0.183811
threshold=46.574831689400007 -0.082314999999999985 23.539316666200005 184.18061320350003 42.914654887700003 -0.068524999999999989 204.88165762580005 188.78154115175002 -0.048664999999999993 193.27174326030004 117.68187774410002 110.21237456535 -0.098345000000000002 22.782602051550004 117.62810858150002 117.61735474900001 22.654947022900004 -0.079824999999999993 22.580174331950005 14.651182102100002 117.59584708395001 201.37020668845003 90.988176966900014 64.321360770950022 20.719951547750004 88.727183679150016 14.151141757350002 6.8125785082500014 18.714956236300004 103.58091484995002
decision_type=2 2 2 2 2 2 2 2 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 10 6 7 -6 -7 -10 14 -12 -13 -14 15 16 19 -18 -16 20 21 -1 23 -23 25 26 27 28 29 -25
right_child=1 -3 -4 -5 5 8 -8 -9 9 -11 11 12 13 -15 18 -17 17 -19 -20 -21 -22 22 -24 24 -26 -27 -28 -29 -30 -31
leaf_value=0.0027573537023853224 0.030223252180890187 -0.077714541178431948 0.04881404311910361 -0.10068276913061065 0.024789722666312922 0.092447329445213666 0.036940400197825116 -0.078481904596664653 0.067123982282556546 -0.01414026778993707 0.031317003594293367 -0.10220370225592866 -0.063246264612412825 0.0039503057558692824 -0.0094434350204116793 -0.090114127552279571 -0.00016093661180646389 0.077031963671850057 0.052029507341553108 0.047558834873652922 -0.066167614546393291 0.058056859583006507 -0.10462645104023278 0.010640142183188171 -0.10275937401967294 0.076372231277810176 -0.10734337722411502 -0.037549346830919733 0.047239518415209396 -0.10133165219456136
leaf_weight=10.020349690179016 0.036954858965145831 0.22618003939714881 0.25370681344065815 0.077500351186245098 0.13720055692829192 0.30648015369661152 0.29417249707330484 0.35574104812985752 0.23029130010399856 0.31629766301557538 0.31021875406440702 0.174910817961063 0.27961739443708211 0.31967773083306383 0.33823517101700495 0.18467699363827783 0.47952469007577747 0.35395231714937914 0.48586539784446359 0.27111344528384584 0.22610288124997246 0.32732465420849788 0.26355348326615047 0.68618832509670979 0.24797723685333029 0.17555081285536278 0.13508078971062776 0.55285416794413311 0.58330033509992063 0.18644047145062359
leaf_count=1690 8 57 22 45 10 14 21 53 14 31 34 62 15 36 18 10 25 25 24 18 14 19 24 258 27 13 14 206 40 53
internal_value=0.00039592 -0.0199869 0.015478 -0.0584163 0.00105999 0.0156492 -0.0173434 -0.0497383 0.046091 0.0200983 -0.0003813 -0.0226695 -0.0443015 -0.0274021 0.00117623 -0.000260816 0.000882852 0.0326205 0.0267992 -0.00105141 -0.00203456 -0.000934244 -0.0126467 -0.00427228 -0.0122188 -0.00253878 -0.00900043 -0.00238735 0.0109646 -0.0132831
internal_weight=18.837 0.594342 0.368162 0.114455 18.2427 1.64018 0.787114 0.492942 0.853069 0.546589 16.6025 1.08442 0.774206 0.599295 15.5181 14.694 14.5093 0.833477 0.824101 13.6758 13.4047 13.1786 3.15827 2.89472 2.56739 2.31941 2.14386 2.00878 1.45593 0.872629
internal_count=2900 132 75 53 2768 143 84 63 59 45 2625 147 113 51 2478 2436 2426 50 42 2376 2358 2344 654 630 611 584 571 557 351 311
is_linear=0
shrinkage=0.1


Tree=966
num_leaves=31
num_cat=0
split_feature=12 2 17 8 18 14 9 0 16 2 9 16 22 22 0 22 22 21 22 20 21 21 23 22 23 5 20 16 0 20
split_gain=0.0248641 0.0577974 0.0548341 0.0681493 0.126526 0.119784 0.0751843 0.0425516 0.0908658 0.100227 0.123443 0.103724 0.0902566 0.101073 0.106115 0.0794968 0.264076 0.158374 0.120779 0.112855 0.101375 0.235357 0.150491 0.185536 0.146878 0.133773 0.131798 0.180962 0.152366 0.0929897
threshold=92.695913642950003 71.847610775600018 195.53954078470002 8.3434888241000014 13.042786209850002 143.79061584365004 188.14427954665004 86.530713386650021 22.614947116400003 167.29597799085005 199.21354841250005 22.654947022900004 0.20327000000000003 0.15675000000000003 86.458125017100016 -0.01762 -0.053019999999999991 5.0287037994000015 -0.063985 40.259171735100004 11.007427546000001 8.3174718251500028 0.087265000000000023 -0.11600999999999999 0.080375000000000016 30.133297129900004 42.207998345450008 22.604947139800004 85.775256651950016 38.771633980050005
decision_type=2 2 2 2 2 2 2 2 2 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 12 -9 -10 -11 -12 13 14 15 16 18 -18 19 29 21 22 24 -24 25 -21 -22 28 -28 -3
right_child=1 7 -4 4 -6 6 -8 8 9 10 11 -13 -14 -15 -16 -17 17 -19 -20 20 26 -23 23 -25 -26 -27 27 -29 -30 -31
leaf_value=0.056712880733613774 0.035673719031328821 0.0074618991597507249 -0.050182692945297584 -0.023645379281059514 0.060134213370360401 -0.01716664004118218 -0.10274743132211371 0.00067307939287914538 -0.014958799218087408 0.10084621473096478 -0.012344757936921968 0.064958426103349051 0.065096338533512751 -0.078901132552423342 -0.082516484386164726 0.030184744824719861 0.0087564071002257538 -0.10409904443108971 0.051739831610779455 -0.071923498329469954 0.061242634931713252 -0.10249733450270813 0.021440635608335333 -0.10264283206776177 0.045894929086598042 0.056675063442586271 -0.016930700487717134 -0.071191677090755301 0.094737809273280849 -0.082361341227628615
leaf_weight=0.12418598346994503 0.47956541471649217 0.18282143821397712 0.29974359273910511 0.3669326097733574 0.3543312508809322 0.2309225695294117 0.18480756158351141 9.2866353382035793 0.3855032087303687 0.28367947274819016 0.38335002027451992 0.31719177664490417 0.17142629834415846 0.19713541704550142 0.17554449359886337 0.61918190063034106 0.17747253349807568 0.41540608107243315 0.42225310484354839 0.251998352608098 0.54317211039597146 0.2524401928167207 0.22366342801979044 0.26126591141655797 0.77279675627141842 0.11913109784654807 0.27894632299557998 0.2585353650028992 0.21742840914521366 0.3118530219362583
leaf_count=17 30 98 29 37 27 37 33 1833 16 19 23 28 25 21 13 134 20 51 26 62 29 50 23 42 43 13 44 33 8 36
internal_value=0.000341392 0.00145117 -0.011737 -0.00259959 0.0175126 -0.029467 -0.0552105 0.00045704 0.00421944 0.0282635 0.045193 0.0226566 -0.00639366 -0.00855088 -0.00602193 -0.0034923 -0.00793917 -0.0703168 0.00108906 -0.00473216 0.002181 -0.0126516 0.00127269 -0.045412 0.0210631 -0.0306439 0.0236777 -0.0033509 0.0319838 -0.0491645
internal_weight=18.5493 16.9884 1.56092 1.26118 0.721264 0.539916 0.41573 16.5088 10.6564 1.36972 0.984221 0.700542 5.85247 5.68105 5.48391 5.30837 4.68918 0.592879 4.09631 3.67405 3.17938 1.8813 1.62886 0.484929 1.14393 0.371129 1.29808 0.75491 0.496375 0.494674
internal_count=2900 2720 180 151 64 87 70 2690 1919 86 70 51 771 746 725 712 578 71 507 481 347 233 183 65 118 75 114 85 52 134
is_linear=0
shrinkage=0.1


Tree=967
num_leaves=31
num_cat=0
split_feature=3 2 20 5 5 2 22 21 5 9 23 3 10 22 2 17 17 13 22 6 23 20 18 22 20 13 2 7 10 5
split_gain=0.0248288 0.0513568 0.0573389 0.0340129 0.137297 0.0684131 0.0699769 0.0644989 0.0521263 0.046755 0.0658335 0.0534667 0.0572047 0.0413314 0.109795 0.0903301 0.142667 0.0829667 0.0822239 0.08999 0.0809405 0.1036 0.0805302 0.0749531 0.0594358 0.192405 0.127784 0.125066 0.143758 0.249616
threshold=108.42013948475001 170.32456123625002 44.921040431000009 25.763052016400003 24.779543538450003 323.30468295165002 -0.016334999999999999 9.2412132874500035 27.2853332884 220.28141982375004 -0.11050499999999999 103.44111502715002 61.767325547050007 -0.25167499999999993 199.66651340635002 173.06150329755005 188.31851043910004 104.12129493415001 -0.16187499999999996 16.245379570700006 0.084365000000000009 39.945535567850008 16.083212871900006 -0.24103499999999997 41.621607100200002 98.238948544700023 188.32206997295003 23.124786352450005 65.461267018300006 21.042547594650003
decision_type=2 2 2 2 2 2 2 2 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 13 6 9 -6 -8 10 -5 12 -12 14 15 -1 17 22 19 23 -18 -22 -17 -15 25 -20 -27 -28 -29 -30
right_child=1 -3 -4 5 7 -7 8 -9 -10 -11 11 -13 -14 18 -16 16 20 -19 24 -21 21 -23 -24 -25 -26 26 27 28 29 -31
leaf_value=-0.10422117678429842 -0.10018040656291455 -0.10201673614459746 0.071782116160756027 0.066209614690091276 -0.1019764869961664 -0.05617742102337453 0.043833727186418189 -0.0099183336866071024 -0.10101853658906008 0.10021742890118197 0.062773625839472935 -0.07647016339177537 -0.036704169675445722 -0.07214968717277763 -0.080725371302993343 -0.083520249696569238 0.058559146536851174 0.090200486198880825 -0.084600819385019066 0.080847090402361821 -0.083619934134614507 -0.00079568503707704193 0.064467113688192634 0.024823425220433491 -0.0070581207464915146 0.0021034740019852775 -0.054509903006831388 0.072015120922758621 0.039717979246094715 -0.10189569655805658
leaf_weight=0.082946820973243685 0.029523624058355291 0.071299885194093804 0.056492954230634496 0.26638731122329773 0.1918231215531695 0.10526042698802485 0.039972599086467109 0.12616459069340635 0.065636387957056286 0.11242410213162657 0.13905010719463462 0.072887672095021117 0.09893793939409079 0.091906522163299087 0.21825524763397641 0.06970206947516977 0.106105195757209 0.23534523657872342 0.22843387524365866 0.26106893812539056 0.26256970378699407 0.35549970385545748 0.07783131386054265 0.60038284470182013 6.0586009280818311 6.5248926465210371 0.14889640317414876 0.76938704875647068 0.61008958786624135 0.15637165076259407
leaf_count=37 85 46 6 43 54 32 13 33 33 12 15 30 39 41 114 23 28 16 292 18 54 49 17 159 910 513 14 61 79 34
internal_value=0.000295464 -0.0392603 0.0127591 0.000639704 -0.000353531 0.0195836 0.0296109 -0.0654516 -0.0461925 0.0412184 0.0297281 -0.00153273 0.0214181 0.000874374 -0.0155261 -0.00356809 0.00397342 0.053344 0.00236926 0.0308165 -0.0221293 -0.0359813 -0.00544944 0.0119495 0.00049846 0.00592414 0.00844301 0.0329956 0.041479 0.0108263
internal_weight=18.2341 0.157316 0.0860166 18.0768 17.1763 0.900557 0.795296 0.317988 0.105609 0.689687 0.577263 0.310876 0.237988 16.8583 1.40826 1.19 1.10705 0.382879 15.45 0.953358 0.724175 0.618069 0.147533 0.692289 14.4967 8.43807 8.20964 1.68474 1.53585 0.766461
internal_count=2900 137 91 2763 2546 217 185 87 46 139 127 84 54 2459 338 224 187 56 2121 218 131 103 40 200 1903 993 701 188 174 113
is_linear=0
shrinkage=0.1


Tree=968
num_leaves=31
num_cat=0
split_feature=16 16 7 10 22 23 19 18 8 23 15 20 20 8 9 9 3 21 9 12 17 21 21 3 6 22 13 16 21 3
split_gain=0.0494596 0.129321 0.123379 0.105851 0.0666594 0.0665073 0.0620784 0.0566968 0.0490839 0.0959409 0.126359 0.0674655 0.193778 0.126767 0.143203 0.140883 0.176687 0.227256 0.172403 0.123394 0.122645 0.122365 0.153519 0.119696 0.155054 0.139936 0.112768 0.114205 0.196126 0.109886
threshold=11.934972090850001 9.6249774926000011 25.762580120700004 90.988176966900014 0.68694500000000025 -0.22253999999999999 11.050891619700002 14.732667293750003 1.6487133604500002 0.078505000000000019 21.073645951400003 43.19689381845 43.061965423550006 4.9461400813500012 60.983947735000008 187.70546222865002 93.770731131900007 1.1268005785500004 186.14781787895004 145.39241760245002 187.59608338195002 6.655069997600001 6.338788634150001 93.794927255050013 16.575387281250006 -0.23455499999999999 117.34850893595002 18.324957148300005 2.9845679401500003 89.805255389500005
decision_type=2 2 2 2 2 2 2 2 2 2 2 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 7 -5 -3 9 -2 -11 12 13 14 -10 16 17 -15 19 -19 -18 22 26 -23 25 -25 27 28 -13 -14
right_child=4 5 3 6 -6 -7 -8 -9 11 10 -12 21 29 15 -16 -17 20 18 -20 -21 -22 23 -24 24 -26 -27 -28 -29 -30 -31
leaf_value=-0.0016003166860685983 -0.0019709832546155118 -0.0014614167532613419 0.0012813423625729439 -0.001969708594390965 0.0010245142349143727 -0.0019770983728544214 0.0014360129892570007 0.0010699185292355104 0.00046262182959262981 0.0014310765108999854 -0.0019921431353491972 0.0012496391662303612 0.00020162095439333355 0.0015855603945066487 -0.001976763710914725 -1.5351042324984376e-06 0.00051125198418207091 -0.001579069402849033 0.00081180605832994145 1.1738163857401883e-05 0.0018539376361721264 0.00030880118400631186 0.0017419987121204987 0.00048495600402365975 0.00048941805724107802 -0.0020159042071070297 -0.00033316352133063977 0.0014130823073560965 -0.0015543899447555275 -0.0017715374680690669
leaf_weight=0.11381214410812646 0.13528055566258146 0.070490146797965281 0.30789268961166272 0.073820782827851872 0.27037869580089946 0.22401618598283335 0.028529329214507015 0.065749967525334796 0.1482846999124473 0.11643894479743722 0.064377965069752463 0.2145387256459792 0.15527971023402543 0.28968832222745122 0.24604520347475045 16.414386608994391 0.59112153714522697 0.42765495949424781 0.33182072805357166 0.3337756440450903 0.46913222104194574 1.3619825567511727 0.39538182858086646 0.11537023681739811 0.27354716959962389 0.33815902011701826 0.55223846244916786 0.50132549460977316 0.17342805411317386 0.36028161566264316
leaf_count=77 119 32 55 208 29 203 14 20 47 35 41 18 20 21 197 1218 27 19 17 29 23 147 15 14 57 49 37 27 44 41
internal_value=3.97746e-05 -0.000415721 0.000205978 0.000707091 5.63644e-05 -0.00132009 -0.00102039 -0.000239785 4.54618e-05 -0.000722096 0.000212275 5.57019e-05 9.07306e-06 4.08425e-05 -0.00105945 6.38507e-05 0.00050314 4.14432e-05 -0.000367715 -0.000881734 0.00110535 0.000290481 0.000659642 -3.41235e-05 -0.000676501 -0.00137973 0.000362774 0.000794942 -3.81174e-06 -0.00117725
internal_weight=25.1642 0.884311 0.524055 0.410243 24.2799 0.360256 0.10235 0.13624 24.0095 0.316097 0.180817 23.6934 19.7675 19.2519 0.39433 18.8576 2.44319 1.38294 1.09325 0.761431 1.06025 3.92597 1.83691 2.08906 0.727076 0.453529 1.44153 0.889292 0.387967 0.515561
internal_count=2900 609 354 277 2291 255 222 52 2262 195 76 2067 1659 1598 244 1354 136 86 65 48 50 408 141 267 120 63 126 89 62 61
is_linear=0
shrinkage=0.00196078


Tree=969
num_leaves=31
num_cat=0
split_feature=15 15 22 16 21 18 3 3 3 7 13 10 3 18 17 6 6 6 9 21 5 21 0 6 18 18 7 17 23 15
split_gain=0.0844223 0.159471 0.151258 0.127231 0.169848 0.158463 0.110624 0.205419 0.327047 0.138943 0.252658 0.20295 0.153628 0.136807 0.281252 0.237979 0.223417 0.194604 0.192254 0.137651 0.126692 0.143466 0.122881 0.137911 0.229933 0.320337 0.202258 0.197208 0.170594 0.167515
threshold=44.920183738100008 42.914654887700003 -0.079824999999999993 22.674946976100003 7.4080080539000006 13.415872650200003 93.883646373400012 93.770731131900007 93.58791597905001 19.617375644250004 117.59047016770002 61.960894532450006 103.44111502715002 13.278511569200001 184.18061320350003 16.455384477450004 16.565387047600002 16.445384243750002 197.58039077460003 6.1929258587500007 29.040033326300005 13.296557277800002 86.597924839850023 14.835346625500001 13.373311100250001 13.482409244300003 23.345877066950003 204.53341124495003 0.084535000000000013 38.469938489650012
decision_type=2 2 2 2 2 2 2 2 2 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 7 8 13 12 -11 -12 -8 14 -1 17 18 22 -17 -16 -14 -22 -15 29 -25 -26 -27 -28 -29 -24
right_child=3 2 -4 5 -6 -7 9 -9 -10 10 11 -13 20 15 19 16 -18 -19 -20 -21 21 -23 23 24 25 26 27 28 -30 -31
leaf_value=-0.00068218910814605552 -0.0014502532120324626 -0.00016219750088944298 0.0011703745374194014 -0.00059240040716985022 -2.8128941590185639e-05 0.0015232588092827476 0.0013675174608096838 0.0009358032115832813 -0.0011264698196534332 -0.0018184204825720512 -0.00062030201821986842 0.0013050488969785828 -0.001992840811672465 -0.00089752570686606116 0.0014045799606781622 -0.00031867733953747275 0.0001262726058409172 0.001961163961808573 -0.0020698054455406149 0.00037520199886186808 0.00070762246766650002 -0.0020002133693561692 -4.8611925295675278e-06 -0.0011673512515906902 0.0019279338602121493 -0.00084457073235979304 0.00068724052376614502 0.00082879626763775649 -0.00095046636815829461 -0.0017302566715158398
leaf_weight=0.5900805163201065 0.61155981318370212 0.50406859358190559 0.93486556109564733 0.28173082960711315 0.68402237483678618 0.26333789993077517 0.3188317335734604 1.0236029946245242 0.8898035001475354 0.51977847000762256 0.92206813680240862 0.27275183610618114 0.1344771870999466 0.47798431225237159 0.94031976326368782 0.43700887425802537 0.77449263809830882 0.21452901349403042 0.53754530072910711 1.0652555562555788 0.37579941178955778 0.094051942556689028 7.3506944489994321 0.35616079904139031 0.5150372041389345 0.52809021063148964 3.0521713496418674 0.31360554802813556 0.61047600305755623 0.22290046865236934
leaf_count=44 81 33 44 36 69 12 22 34 37 161 82 8 75 19 37 23 38 5 32 39 88 21 1587 10 15 21 126 23 42 36
internal_value=3.96332e-05 7.07001e-05 0.000703565 -0.000365046 -0.000699421 0.000429734 3.02941e-05 8.03085e-05 3.39173e-05 -0.000347024 -0.000677233 -0.000180786 0.000266277 9.13228e-05 0.000507731 2.10953e-05 -0.000659835 0.0001084 -0.00128457 0.000857829 -0.000314715 0.000165585 7.87977e-05 0.000114836 0.000355022 0.000463046 0.000295547 0.000446967 -0.000346638 -5.56418e-05
internal_weight=25.8171 23.9765 1.43893 1.84065 1.29558 0.545069 22.5375 19.8998 18.8762 2.63776 1.7146 1.19482 0.92316 17.9864 2.59566 15.3907 1.74905 13.6416 0.974554 2.00558 0.604329 0.469851 13.4271 12.9491 5.37554 5.01938 4.50434 3.97625 0.924082 7.57359
internal_count=2900 2702 77 198 150 48 2625 2168 2134 457 251 90 206 2097 120 1977 93 1884 55 76 184 109 1879 1860 237 227 212 191 65 1623
is_linear=0
shrinkage=0.00196078


Tree=970
num_leaves=31
num_cat=0
split_feature=21 7 7 20 16 20 9 22 23 21 22 5 22 20 7 8 17 23 5 0 21 21 4 4 22 22 20 2 8 6
split_gain=0.0560022 0.150784 0.165825 0.128339 0.144685 0.186272 0.1637 0.125381 0.14788 0.202554 0.189555 0.226863 0.320808 0.254879 0.241808 0.150273 0.139714 0.118602 0.110358 0.1199 0.101848 0.0954501 0.201615 0.167675 0.217971 0.163631 0.191579 0.104502 0.135901 0.0910334
threshold=2.9845679401500003 25.027970878050002 25.221560561650005 42.541806567400009 19.134955254150004 39.995120105550008 210.39795333110001 -0.25089499999999998 0.083565000000000014 2.1194692063500002 -0.095019999999999993 21.788492303450003 -0.055714999999999994 41.348489042950007 23.789355599150003 8.6432548896500023 189.57010944335005 0.11308000000000003 17.021905087450005 85.968825637350008 0.89219292875000011 4.3636502323000004 169.78633280640003 227.97173202615002 -0.040019999999999993 -0.11600999999999999 39.995120105550008 225.03577181225003 8.2435668022500028 16.465384711100004
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 7 -3 4 5 6 17 18 -9 10 16 12 -12 15 -14 -13 -10 20 -1 -20 -4 22 -2 25 27 -24 -27 -25 -29 -23
right_child=21 2 3 -5 -6 -7 -8 8 9 -11 11 13 14 -15 -16 -17 -18 -19 19 -21 -22 29 23 24 -26 26 -28 28 -30 -31
leaf_value=0.00053596126675846368 -0.0014487140059201999 -0.0020331095910219835 -0.001720177386779998 -0.002000859910975262 0.0015548688465016791 0.00071666956010348504 -0.0019010278687875165 0.00078813511301873351 0.0017235403334883834 0.0010821315779941485 -0.0020750490316061299 0.001574314381898391 -0.0012764654018349011 -0.0011912318891906305 0.0010134653324947436 -0.00017689865402190747 7.6552195652741331e-05 0.0017734532835979519 0.00011950010201519687 -0.002046373488465546 0.00080295452847349525 0.00015602429761179775 0.0013376090419908301 -0.0017551307412434136 0.00072746040931882089 0.00093909491201921418 -0.0013645667258048869 0.00078887598327360194 -0.0016038075290525961 -0.00019165486241442967
leaf_weight=0.24525332318535209 0.51062308566179426 0.19491192521400069 0.15130891633214083 0.12650564856630797 0.21148769778665144 0.48729593484222278 0.31692040224015727 2.3966274409813213 0.34095655553755966 0.75473494925972762 0.52325141296205435 0.49005203797423724 0.33185760325613989 0.31139481827267446 0.38064545747693046 0.30604614608455449 0.47237900292384438 0.10598670472347749 0.1700211970928649 0.23284918443096103 0.10363715511493865 10.683031326787384 0.47664134516162449 0.46101078769606862 0.34175618120934759 0.2738292695139537 0.28145009214767924 0.19146071656632557 0.1744004717329517 3.9718230391299576
leaf_count=29 32 26 134 38 14 78 77 239 27 44 34 35 21 24 29 21 23 14 28 27 30 1272 26 69 41 18 30 29 15 376
internal_value=6.34849e-05 0.000192344 -0.000331501 -0.000110853 6.28281e-05 -0.000207994 -0.000872717 0.000320221 0.000404602 0.000169596 -4.85901e-05 -0.000331673 -0.000909247 0.000312791 -5.30998e-05 0.000901091 0.000766982 3.02001e-05 -0.000501035 -0.00113232 -0.000694509 -7.30488e-07 -0.000338702 -8.11307e-05 -0.000589739 0.000494858 -0.000228544 -0.00113415 -0.00035168 6.17948e-05
internal_weight=26.0201 8.65412 1.69805 1.50314 1.37664 1.16515 0.677853 6.95607 6.30795 3.91132 3.15658 2.34325 1.23575 1.10749 0.712503 0.796098 0.813336 0.360933 0.648124 0.40287 0.254946 17.366 2.71117 2.20055 1.16863 1.03192 0.555279 0.826872 0.365861 14.6549
internal_count=2900 992 411 385 347 333 255 581 497 258 214 164 84 80 50 56 50 178 84 55 164 1908 260 228 154 74 48 113 44 1648
is_linear=0
shrinkage=0.00196078


Tree=971
num_leaves=31
num_cat=0
split_feature=2 17 10 13 18 9 2 2 14 17 5 20 0 7 5 9 17 18 6 5 10 7 20 15 16 0 9 23 22 21
split_gain=0.0244853 0.096025 0.115783 0.0483688 0.0472634 0.0618858 0.07249 0.0602592 0.0422403 0.0347234 0.0706301 0.0813547 0.0673203 0.0929653 0.0817429 0.04732 0.0435293 0.0782356 0.0730621 0.122835 0.13313 0.116873 0.117918 0.159897 0.1302 0.114529 0.0802427 0.0799075 0.0918131 0.0835496
threshold=325.75432260090003 209.52161856205001 67.316303128300021 93.964300117300013 13.954623666350001 212.62588569420004 335.91826356435007 373.97157030240004 414.62864134155001 242.64190980425005 11.848158554650002 45.027406014450008 102.65877371115 24.122256664450003 13.264960807550002 22.956698556650004 208.12573104970002 15.353948930850001 14.815346158200002 18.483418961650003 68.961639504150014 24.176224535650004 40.660558922250004 28.777417478550003 19.314954833200002 92.031298721500022 197.33595066125002 -0.101725 -0.23771499999999998 3.3559787654000002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=8 4 -3 -4 -2 6 -6 -8 9 10 11 15 14 -14 -12 -1 17 18 21 26 25 27 24 -24 -23 -21 -20 28 -16 -29
right_child=1 2 3 -5 5 -7 7 -9 -10 -11 12 -13 13 -15 16 -17 -18 -19 19 20 -22 22 23 -25 -26 -27 -28 29 -30 -31
leaf_value=0.081405528662296417 -0.10134421703692778 0.087560758128722785 0.052216900763329334 -0.10099319596062957 -0.10133426165937671 -0.10227313889855266 0.067043331767459996 -0.046554217725941413 0.055051243576003522 0.050425729588677672 0.045667662069883902 -0.0073251978413568621 0.082067890395066456 -0.08072554325042243 -0.033041669207234253 -0.10059501760471212 -0.02105192679835742 0.027640493559537845 0.0023998883067240444 0.001226490406328867 -0.052362268302023424 -0.085936054234489911 0.03392626799629813 -0.084626932017028034 0.043536011259689783 0.069681889614207446 0.063552648226500225 0.024969097294507546 0.070596701659023736 -0.042436064654430082
leaf_weight=0.01550752894324503 0.11266913902909337 0.14928389678243548 0.029946323561489407 0.066064116261259187 0.057888498375177733 0.082193554956575099 0.12807437535678901 0.073492268392783444 0.14403547794643046 0.13917279264023719 0.42210640394478716 0.38811482335756864 0.042787953047080829 0.19470304638707603 0.11923116479556484 0.18130253411470676 0.84159358303441045 1.1290665211527091 0.35743510606698592 10.208415316425084 0.45548788495307313 0.54334152179217177 0.36111595498368843 0.16609271764900768 0.090625803801231086 0.25039513065712604 0.53684792434796691 0.32484447108117753 0.30196889095077495 0.42379388262816065
leaf_count=38 49 14 27 25 29 15 45 27 61 40 51 221 6 93 55 339 136 153 26 982 40 122 33 61 8 11 33 38 39 83
internal_value=0.00039128 -0.0179562 0.0324634 -0.0532059 -0.0451787 -0.0266564 -0.00270155 0.0256251 0.00111904 0.000674988 0.000276023 -0.0338826 0.00146746 -0.0513956 0.00222685 -0.0862544 0.00108865 0.00230902 0.000286264 0.00348002 0.000560563 -0.0158928 -0.0383678 -0.00342293 -0.067428 0.00286539 0.0391106 0.00641571 0.0412593 -0.013188
internal_weight=18.3376 0.699612 0.245294 0.0960104 0.454318 0.341649 0.259455 0.201567 17.638 17.494 17.3548 0.584925 16.7699 0.237491 16.5324 0.19681 16.1103 15.2687 14.1396 11.8086 10.9143 2.33101 1.16118 0.527209 0.633967 10.4588 0.894283 1.16984 0.4212 0.748638
internal_count=2900 231 66 52 165 116 101 72 2669 2608 2568 598 1970 99 1871 377 1820 1684 1531 1092 1033 439 224 94 130 993 59 215 94 121
is_linear=0
shrinkage=0.1


Tree=972
num_leaves=31
num_cat=0
split_feature=9 18 20 20 16 3 6 12 17 5 17 21 18 18 13 6 18 3 0 22 20 22 10 18 6 2 2 9 14 10
split_gain=0.0235261 0.0345748 0.0270407 0.122938 0.0875125 0.0779452 0.0628572 0.0626172 0.0938904 0.133155 0.0806801 0.0654887 0.0644181 0.13859 0.138817 0.166299 0.132773 0.0923467 0.0650841 0.134841 0.215738 0.10655 0.191997 0.183269 0.186231 0.171056 0.127617 0.10968 0.100881 0.131384
threshold=26.901933640100001 16.118666550000004 43.19689381845 43.061965423550006 22.664946999500003 89.805255389500005 8.0101871567500016 316.7844411196001 203.93111730270002 20.361635946650004 234.67375690460003 3.0760100505500003 12.903279561150002 13.075178189100003 117.61735474900001 16.495385412050002 12.868666868750003 76.884525614550014 86.345209775600011 -0.085734999999999992 41.169697216150006 -0.068524999999999989 62.106071271500007 13.809421053700001 16.305380972600002 136.84471102895003 70.507592614000018 196.26893085885004 170.07815379005004 62.116825104000007
decision_type=2 2 2 2 2 2 2 2 2 2 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 -5 -2 10 11 -10 12 -9 16 14 -14 -16 -8 -15 19 -19 -21 22 -20 25 27 -23 -24 -25 -28 -30
right_child=2 -3 4 5 -6 -7 7 8 9 -11 -12 -13 13 17 15 -17 -18 18 21 20 -22 23 26 24 -26 -27 28 -29 29 -31
leaf_value=0.013883973470217505 -0.06212283744775135 -0.10036732710864485 0.0050815585137313638 0.011359785675089402 0.080089547092606489 -0.090188503455709612 -0.0046657015006819234 0.015195514313483004 -0.08762371655147605 0.048210281682892993 0.068617286064271907 -0.09491793144015627 0.06690586756599258 -0.079797664732477125 -0.068966451347317492 0.047322993157150661 -0.089785080806852866 0.016460565550772337 -0.06309521700710434 0.0090413055246608229 -0.078904988325734643 -0.00019737611430901571 -0.061470662988754247 -0.029301788395272272 -0.067723505177745932 0.076714078400428543 0.075485770083515175 0.023277619155906849 0.086719431160746208 -0.0012002398886703479
leaf_weight=0.050065388351870577 0.15989240333902976 0.05624269263705628 3.1342185015309947 0.10875817088162953 0.16366703016683448 0.24782108413182868 0.98188429545234146 0.070060916914372551 0.10395697653075331 0.23599877243395895 0.18142487390650863 0.23577687084616628 0.65511953319946659 0.14240860430913826 0.21686555785709061 0.28403103927848861 0.2253041369112907 0.77623759765174316 0.50925530161475308 0.52406241972494061 0.59630402828770457 0.4544336600229173 0.29846334247849871 0.502268716569234 0.33176106098107983 0.79516161093488336 0.20015914656687517 1.888095682748826 0.17792194243520532 3.8027160910205566
leaf_count=36 290 156 672 24 13 41 216 19 35 31 27 45 73 123 15 32 17 82 34 42 67 26 34 72 22 37 11 202 5 401
internal_value=0.000343279 -0.0465611 0.000620235 -0.001215 0.00880405 -0.0592158 0.000226288 0.000928852 -0.029493 0.00667284 0.00237941 -0.0696933 0.00148009 0.00366818 0.0366051 -0.00302507 -0.020552 0.000206526 0.00125594 -0.015573 -0.0377672 0.0048181 -0.00491209 0.0170393 0.00248518 0.0487441 0.00170286 0.0122295 0.00621276 0.00272949
internal_weight=18.1103 0.106308 18.004 14.7061 3.29789 0.356579 14.3496 14.1897 0.645794 0.339956 13.5439 0.305838 13.3625 12.1553 1.15602 0.500897 1.20719 10.9992 10.8568 1.8966 1.12037 8.96024 4.98852 3.97172 2.72213 1.2496 4.47926 2.39036 4.1808 3.98064
internal_count=2900 192 2708 2023 685 65 1958 1668 130 66 1538 64 1511 1278 120 47 233 1158 1035 191 109 844 485 359 296 63 451 274 417 406
is_linear=0
shrinkage=0.1


Tree=973
num_leaves=31
num_cat=0
split_feature=3 2 20 5 5 21 3 22 5 12 18 20 21 16 7 8 3 7 7 0 23 18 18 18 7 16 23 5 6 22
split_gain=0.0231669 0.0472201 0.0520143 0.0281468 0.121895 0.0646397 0.0592249 0.0871871 0.0616371 0.0396681 0.0521197 0.0818958 0.111169 0.088185 0.170809 0.0773307 0.072988 0.0747587 0.146257 0.116703 0.10735 0.100535 0.104277 0.0834895 0.0859814 0.159324 0.124725 0.119535 0.186338 0.132652
threshold=108.42013948475001 170.32456123625002 44.921040431000009 25.763052016400003 24.779543538450003 9.2412132874500035 92.913112988300014 -0.080319999999999989 31.302824910800002 58.770113158150004 12.949570119650001 39.646013290900008 15.031613344500002 22.624947093000003 22.343045670750005 8.6432548896500023 94.260030511650015 22.597569836950004 22.372035319250003 85.716110573100011 -0.21013499999999999 13.042786209850002 13.197799034350002 13.278511569200001 23.124786352450005 22.554947256700004 0.10236000000000002 21.964328598750004 16.455384477450004 -0.060760000000000002
decision_type=2 2 2 2 2 2 2 2 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 9 -6 -5 -8 -9 -1 11 15 13 14 -13 -11 17 18 20 -19 -12 -21 -23 -24 25 26 -25 28 29 -26
right_child=1 -3 -4 6 5 -7 7 8 -10 10 16 12 -14 -15 -16 -17 -18 19 -20 21 -22 22 23 24 27 -27 -28 -29 -30 -31
leaf_value=0.060829889932676108 -0.10016824586201237 -0.10186579923518863 0.068026263569915799 0.081767888452771109 -0.1018326383004101 -0.0082521039722066661 0.02546168981786754 -0.10116911851296453 0.032870260512730551 0.049753788530961018 0.04873211784819273 0.049680451079433349 0.024723437335621441 -0.10291636566855933 -0.10368330961432415 -0.028562189637720732 0.051818334673544776 -0.065335630648502299 0.052220437069131431 0.068675297053131162 -0.033085626193445829 -0.037080987499242914 0.035560361542937395 0.023310257527897293 -0.010594955835088214 -0.07778928928938017 -0.059534554954021546 0.0243638686035723 -0.06412842539710524 0.016062958861929402
leaf_weight=0.10967202065513859 0.027688144381271651 0.066249260254153342 0.054731039475882426 0.12549502734327589 0.17791200393185036 0.12614908274736081 0.57667255002343154 0.10752587182469142 0.050380791824863991 0.26335186819779 0.22712571198280784 0.15138090189520881 0.19862091381219216 0.2743738972931169 0.13958271546016476 0.2418862342601642 0.28985994418417327 0.27848480489774274 0.78652271456758172 0.21026372443884511 0.54556670131978247 0.7552869490464208 0.66879585676360775 0.61013168515273608 4.4134728916585457 0.39759960834635422 0.25881608827330638 1.9728075947932655 0.47096923447679717 3.2347775675821948
leaf_count=8 85 46 6 14 54 33 134 61 8 34 56 40 12 26 9 17 51 46 65 13 135 50 31 65 1012 28 15 137 42 567
internal_value=0.000304856 -0.0390053 0.0115225 0.000635718 -0.000267402 -0.0630079 0.0182801 0.0074339 -0.0584033 0.000888822 0.000487725 -0.0189764 -0.039634 -0.0622447 -0.0238921 0.0122595 0.00212152 0.00115021 0.0218639 -0.00128337 -0.00903607 8.9499e-05 -0.00103868 0.00122468 -0.000797011 -0.0253565 -0.00136507 0.0022852 -0.00307948 0.000679835
internal_weight=17.8122 0.148668 0.0824192 17.6635 16.8034 0.304061 0.860074 0.734579 0.157907 16.4993 16.3897 1.2692 0.763958 0.565338 0.290964 0.505238 15.1205 14.8306 1.55922 13.2714 0.772692 12.9929 12.7827 12.0274 11.3586 1.26655 0.868948 10.092 8.11922 7.64825
internal_count=2900 137 91 2763 2546 87 217 203 69 2459 2451 138 87 75 49 51 2313 2262 256 2006 191 1960 1947 1897 1866 108 80 1758 1621 1579
is_linear=0
shrinkage=0.1


Tree=974
num_leaves=31
num_cat=0
split_feature=16 16 13 20 16 18 9 19 23 5 22 22 0 21 22 16 20 5 13 18 22 22 20 9 9 9 20 3 23 7
split_gain=0.0603178 0.242907 0.237224 0.217776 0.189702 0.173873 0.152135 0.124759 0.122581 0.101836 0.189265 0.113503 0.180969 0.157638 0.148224 0.129484 0.128667 0.290883 0.156479 0.158939 0.162075 0.125973 0.121177 0.11921 0.110379 0.177884 0.15854 0.140356 0.137407 0.102705
threshold=20.394952307700002 20.674951653000004 113.92610173585001 38.441102963850007 19.974953289850003 13.373311100250001 193.60452210450003 14.251149826300002 0.25847000000000003 20.766972852450003 -0.08756499999999999 -0.060760000000000002 92.313586825200005 13.996357022800002 -0.069554999999999992 13.534968349350001 38.238138001450004 20.361635946650004 109.72404167800001 14.752187928300001 -0.14228499999999997 -0.022239999999999999 44.710446918150005 191.40721473735002 206.36238950785003 216.18094582280003 42.297164883650005 78.908934586800015 0.093295000000000031 24.437987282900004
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=4 7 -3 5 8 6 -4 -2 9 11 -11 14 -13 15 16 21 17 23 19 20 -18 -14 -15 -1 27 -26 -27 -21 -29 -23
right_child=1 2 3 -5 -6 -7 -8 -9 -10 10 -12 12 13 22 -16 -17 18 -19 -20 24 -22 29 -24 -25 25 26 -28 28 -30 -31
leaf_value=0.00061202186156356954 0.0019089628748017501 -0.0011479021753874352 0.00099141999148856909 3.4060831268026821e-05 -0.0015070139587662747 0.001651065398770295 -0.00064216192899863792 0.00033976561183906803 -0.0019917760957357039 -7.9817826059359437e-05 -0.0018093152183188473 -0.0015255815751642648 0.0015098566699536656 -0.002009844382162626 -0.002016235868223333 0.00072523042469007748 3.6167209864782102e-05 0.0019363129052029971 0.0013982819981210753 -8.7430811926367754e-05 -0.0014753932024851972 0.00026992850186291256 0.00080341815981741849 -0.0018462748749671065 -0.0010663159543205223 0.0010350017893174563 -0.0012954821219470392 0.0015072412204884796 -2.7672216924446584e-05 -0.0019769946943146623
leaf_weight=0.090836797987659312 0.43130945919256092 0.57990211309515771 0.50849604769609758 10.138948470814283 0.33492838450183704 0.60117975994944572 0.38523750216700137 0.35522943967953324 0.11836221761416332 1.0358812262275021 0.31793669562830373 0.18667127932349226 0.09740200351416306 0.16712253328296345 0.14982454917481014 2.8122694034755114 0.5938537640049617 0.11935508938040584 0.32275687158107746 0.8264924152922507 0.50434292654972501 0.13459975619934972 0.090873539504400469 0.45939613744121743 0.55174921776483621 0.46263121004244567 0.14817445094740833 0.67994937702314906 0.33456787042086944 0.18669731671440104
leaf_count=110 26 39 28 646 33 22 23 17 39 275 169 45 28 26 31 219 122 6 12 290 59 31 26 117 96 60 35 61 31 178
internal_value=5.42755e-05 0.000144078 7.60622e-05 0.000137072 -5.45613e-05 0.000835724 0.000287276 0.00120026 -7.7484e-06 1.51101e-05 -0.000485981 9.1166e-05 0.000355361 0.000455997 -9.40163e-05 0.000573772 -3.74812e-05 -0.000838528 8.37459e-05 -1.96915e-05 -0.000658012 -0.000443527 -0.00101893 -0.00144044 0.000213698 -0.000259319 0.000469653 0.000512397 0.00100106 -0.0010357
internal_weight=23.727 13.0003 12.2138 11.6339 10.7267 1.49491 0.893734 0.786539 10.3917 10.2734 1.35382 8.91957 3.67564 3.48896 5.24393 3.23097 5.09411 0.669588 4.42452 4.10176 1.0982 0.418699 0.257996 0.550233 3.00356 1.16255 0.610806 1.84101 1.01452 0.321297
internal_count=2900 801 758 719 2099 73 51 43 2066 2027 444 1583 553 508 1030 456 999 233 766 754 181 237 52 227 573 191 95 382 92 209
is_linear=0
shrinkage=0.00196078


Tree=975
num_leaves=31
num_cat=0
split_feature=19 18 18 15 16 16 18 20 15 22 5 10 17 6 7 6 22 19 23 13 6 21 15 6 21 9 5 21 19 5
split_gain=0.0269989 0.0522707 0.074136 0.0446131 0.0969866 0.143126 0.118571 0.115532 0.0810544 0.0801188 0.0692046 0.0581058 0.0509875 0.0500192 0.115553 0.138443 0.12533 0.119774 0.141669 0.0891896 0.089117 0.0876966 0.0799051 0.0715333 0.0698145 0.081025 0.0730027 0.0630102 0.0538811 0.0542948
threshold=14.651182102100002 13.622618370000001 13.373311100250001 44.920183738100008 22.674946976100003 22.614947116400003 13.415872650200003 41.24714903835001 42.670190152050004 -0.075174999999999992 25.205678108350003 61.944763783650011 193.27174326030004 16.455384477450004 23.147601011700004 16.565387047600002 -0.016334999999999999 14.351157895250003 0.10790500000000001 118.63896883855001 16.515385879350003 6.450325770250001 36.282341310300005 16.445384243750002 11.790993765850002 66.290220196950017 21.324133279950001 11.133313228750003 14.551174033150001 21.850554661550003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=3 2 -2 8 5 7 -6 -5 13 11 -9 -10 -11 23 16 -16 17 18 22 -18 -19 -22 24 28 25 -15 -27 -28 29 -1
right_child=1 -3 -4 4 6 -7 -8 10 9 12 -12 -13 -14 14 15 -17 19 20 -20 -21 21 -23 -24 -25 -26 26 27 -29 -30 -31
leaf_value=-0.00092732936241888804 0.037431153671946209 0.051767509447904474 -0.050666158194825034 0.061125443648648303 -0.036515860007321876 -0.092940523403569078 0.087071293172354985 -0.10130198761095649 0.035592047739894744 0.081701031521587864 0.020783394347770122 -0.038379495184113988 0.021793391942127576 0.066706783100154571 -0.081536535882758776 0.0056276765227268582 -0.10348219305392102 -0.012128363672365729 0.036525922032424524 0.042486929240529013 0.065002531432016633 0.001168674066411091 -0.10281294032956496 0.04657158663861527 -0.10180004794463018 0.035118642909960772 -0.094649813564791976 0.073488472307938091 -0.033132266171523476 0.018679135315902491
leaf_weight=9.1881769549318779 0.20125062065926513 0.29226981929969043 0.18182309973053634 0.16645068622892623 0.15610950409245561 0.30652321499383106 0.15442147385329008 0.11616015472100116 0.19686497538350523 0.29632366728037673 0.077348261133010965 0.23055745541932993 0.27291490060451906 0.10808181972243014 0.44961527100531373 0.30639483756385744 0.18595943085210898 0.45629776781424858 0.29123161738971248 0.054018946648284327 0.59267027018358931 0.33793468654039316 0.18548133410513401 0.35013494624581731 0.096871838617516914 0.097723555751144886 0.16171442721315543 0.025851317157503217 0.45250089920591641 1.6689573733401619
leaf_count=1843 26 19 16 17 34 77 11 25 12 18 25 29 29 17 42 30 98 25 18 8 35 21 18 16 27 7 137 4 28 188
internal_value=0.000308592 0.019917 -0.00438358 -0.000471142 -0.0212162 -0.0427224 0.0249418 4.07738e-05 0.000795126 0.0284107 -0.0525026 -0.00430921 0.052979 -0.00103859 -0.0118086 -0.0462107 -0.00178162 0.005237 -0.0217783 -0.0706247 0.0240722 0.0418223 -0.046907 0.00205563 -0.0257552 -0.00702837 -0.0349629 -0.0714761 0.000677461 0.00208657
internal_weight=17.6586 0.675344 0.383074 16.9833 0.977013 0.666482 0.310531 0.359959 16.0063 0.996661 0.193508 0.427422 0.569239 15.0096 3.34985 0.75601 2.59384 2.35386 0.966956 0.239978 1.3869 0.930605 0.675724 11.6598 0.490243 0.393371 0.285289 0.187566 11.3096 10.8571
internal_count=2900 61 42 2839 189 144 45 67 2650 88 50 41 47 2562 487 72 415 309 228 106 81 56 210 2075 192 165 148 141 2059 2031
is_linear=0
shrinkage=0.1


Tree=976
num_leaves=31
num_cat=0
split_feature=8 17 15 10 23 9 13 16 12 18 16 23 19 22 13 2 9 9 10 6 10 2 9 2 22 10 13 10 21 22
split_gain=0.0594929 0.0780275 0.0732261 0.107232 0.0964337 0.0648719 0.0904842 0.128112 0.114796 0.0994578 0.087091 0.137405 0.110367 0.0929166 0.141009 0.124636 0.28304 0.171138 0.14644 0.0898754 0.0824956 0.111767 0.0822186 0.124762 0.0778892 0.209159 0.233125 0.209518 0.150359 0.149613
threshold=1.7486353823000003 201.37020668845003 17.991885019200001 90.988176966900014 0.091975000000000015 44.114531459200009 95.870416931800023 9.744977212000002 225.59153217100001 14.708525021850003 12.644970430600003 -0.22125500000000001 11.850956171350001 -0.25089499999999998 104.02719889955002 131.42729508740004 204.88165762580005 195.29234479735001 62.084563606450011 16.685389851450001 80.468240302450013 154.60082690140004 72.638117411050018 206.09225218925002 -0.11600999999999999 62.197478847950002 113.96105169155001 62.116825104000007 4.0344380320500006 -0.088099999999999998
decision_type=2 2 2 2 2 2 2 2 2 2 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 -2 8 -8 -7 -10 11 -9 20 14 -14 17 18 -16 -17 -19 21 -12 -11 -24 25 27 -27 28 -15 -26
right_child=5 -3 4 -5 -6 6 7 10 9 22 12 -13 13 24 15 16 -18 19 -20 -21 -22 -23 23 -25 29 26 -28 -29 -30 -31
leaf_value=0.00062962710895196768 0.001047492742681153 -0.0019799119731397706 -0.0019829087153121028 -0.0019737961804868862 0.00069926921183809847 -0.0019744806783368279 0.0017138844450063149 0.0007112630310507303 -0.0020055227218480818 0.00091835363382642907 -0.0010217078562431412 -0.0019835325060171194 -0.0016294528836014119 0.00087056694779737848 0.0018024795834588759 -5.6785008328715829e-05 0.00078536010402691645 0.00075417685076900013 -0.0020940957402868 -0.0010181180969373667 0.001522258590514946 0.00090762302209245068 0.0019901347992442192 -0.0019733862610856923 -0.0003109842388919037 0.00032540268532674232 0.0017553732774838423 -0.0020647650996126004 -0.00043861195148888512 0.00011600934275682761
leaf_weight=0.38366613834387209 0.24730738833750621 0.11605379285254003 0.16141148093447555 0.072287304764756755 0.075709061842644587 0.18680062289513699 0.17832397743041184 0.11564642046869267 0.093047148801815638 0.25699832152167801 0.17271006528244726 0.19610080585335055 0.29313278347400995 0.54415637900094471 0.24401162986760006 0.20315335699888237 0.35436388856032863 0.1962077640928328 0.40820260485634208 0.25040560498018749 0.32883072117692791 0.34814444094081409 0.041970387101173401 0.11205340681635789 4.1187381843956468 1.5851736064287254 0.60585057083517302 0.20403188164345909 0.88717181826359592 13.48165915846943
leaf_count=107 24 137 119 125 8 200 13 28 28 31 34 68 60 69 19 24 32 20 33 25 20 25 1 96 285 131 19 8 110 1001
internal_value=3.1589e-05 -0.000491904 -0.00024274 0.000216878 -0.00112653 4.80999e-05 3.83719e-05 5.79356e-05 -0.000661521 -0.000174958 4.59012e-05 -0.000983865 5.91526e-05 3.39206e-05 -0.000375914 -0.000154068 -0.000608922 0.000481968 -0.0014171 -0.000239507 0.000753326 0.000267876 0.000239446 -0.000893355 7.12086e-05 0.000324755 0.000720811 -0.000205874 5.91062e-05 1.60869e-05
internal_weight=26.4633 0.809128 0.693074 0.455953 0.237121 25.6542 25.4069 24.716 0.69087 0.504069 24.5377 0.311747 24.2259 23.3763 1.94948 1.65634 0.96572 0.690625 0.611356 0.446613 0.849685 0.520855 0.411022 0.154024 21.4268 3.82638 2.19102 1.63536 1.43133 17.6004
internal_count=2900 496 359 232 127 2404 2380 2024 356 156 2011 96 1915 1836 213 153 89 64 57 45 79 59 128 97 1623 337 150 187 179 1286
is_linear=0
shrinkage=0.00196078


Tree=977
num_leaves=31
num_cat=0
split_feature=5 3 5 16 19 5 23 0 21 18 16 17 18 12 10 21 22 14 23 21 4 23 18 18 6 6 6 16 16 16
split_gain=0.0229692 0.141253 0.113393 0.119403 0.106177 0.105133 0.102222 0.0872018 0.185073 0.120381 0.223217 0.093121 0.0718911 0.067564 0.126442 0.147545 0.0897848 0.0829565 0.0780633 0.129842 0.180588 0.157231 0.0752429 0.117745 0.180239 0.105593 0.0624304 0.0622049 0.0998632 0.243003
threshold=20.717225865800003 87.963661570150023 21.197160116700001 22.564947233300003 14.451165964200003 20.569643378550001 0.12424000000000003 86.530713386650021 5.7587983756000005 13.482409244300003 22.604947139800004 202.72018094520004 13.228319457400001 178.88951783280001 62.041548276350007 16.464809133250004 0.066885000000000014 237.39224498945003 -0.22588499999999997 2.1194692063500002 295.28997041760005 0.085880000000000026 13.482409244300003 13.24392582145 16.375382608200002 16.415383542800004 16.325381439950004 22.614947116400003 20.674951653000004 20.394952307700002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=5 -2 3 -3 -5 27 7 13 9 -9 26 -10 -8 17 16 -16 18 22 -15 -20 -21 -22 23 24 -4 -26 -11 28 29 -1
right_child=1 2 6 4 -6 -7 12 8 11 10 -12 -13 -14 14 15 -17 -18 -19 19 20 21 -23 -24 -25 25 -27 -28 -29 -30 -31
leaf_value=-0.00041771283420936813 -0.069959624275939714 0.014299097426984014 -0.10290674349885652 -0.083271372814621158 -0.012400883697444295 0.06660520386415486 -0.0076666271696607564 0.032488544566910423 0.032199577562797475 -0.1061283694674215 0.031969522019855832 0.095969298929694358 -0.090364926046054866 0.030098198444363362 -0.097691897801759978 0.026540185875605429 0.066585277357842892 0.082601505063673072 0.035179717907359971 -0.10278388513898132 -0.10168589611779795 0.026512018990525174 -0.05915766868023925 0.055275071699513539 0.083658580863561025 -0.00062892664437130656 -0.034770589249590346 0.038748734669248594 -0.032486078101809285 0.084335339458788738
leaf_weight=6.5542056699178914 0.30617110822276927 0.4345391722599723 0.1603246816666809 0.45234901137882844 0.39686344331130385 0.26038648897156313 0.24151728720607923 0.65020979641485632 0.63358164639794257 0.23657690838444978 0.39304843556601554 0.35859595541842282 0.18613243573054206 0.36834345622264653 0.32437299242610595 0.13554856739938259 0.17209318748791691 0.14666113116254553 0.28396350765979173 0.31430500181795651 0.12842142811950907 0.37513372293688008 0.16919149403747713 0.45500110770808522 0.16672019644465752 1.3698382277887047 0.25450359773822129 0.43748149147722859 0.84373251785291348 0.35671164956875134
leaf_count=1633 94 29 39 28 19 22 27 36 41 19 36 19 22 67 81 8 20 17 39 66 42 35 12 26 8 271 21 35 63 25
internal_value=0.000294955 -0.00318737 -0.000866282 -0.0283354 -0.0501514 0.0040498 0.00382048 0.00668181 0.0215904 -0.0001739 -0.0241947 0.0552474 -0.0436607 -0.0015605 -0.0147345 -0.0610781 -0.0017558 0.00966198 -0.00975559 -0.0230789 -0.0433064 -0.00618223 0.00505317 0.0101017 -0.00201101 0.00851647 -0.069147 0.00206148 -8.24515e-06 0.00395687
internal_weight=17.5665 9.11401 8.80784 1.28375 0.849212 8.45252 7.52408 7.09644 2.52652 1.53434 0.884129 0.992178 0.42765 4.56992 2.10218 0.459922 1.64226 2.46774 1.47017 1.10182 0.81786 0.503555 2.32108 2.15188 1.69688 1.53656 0.491081 8.19213 7.75465 6.91092
internal_count=2900 1122 1028 76 47 1778 952 903 172 112 76 60 49 731 358 89 269 373 249 182 143 77 356 344 318 279 40 1756 1721 1658
is_linear=0
shrinkage=0.1


Tree=978
num_leaves=31
num_cat=0
split_feature=19 13 15 16 16 20 18 15 22 17 10 3 9 6 19 0 0 4 4 5 23 18 17 0 16 7 16 10 6 0
split_gain=0.0250597 0.0445214 0.0407507 0.0846088 0.125796 0.100713 0.0994215 0.0618579 0.0707579 0.060225 0.0506381 0.0479594 0.103861 0.0961441 0.0869557 0.083277 0.13764 0.0765976 0.0896861 0.0672061 0.103801 0.0632108 0.168931 0.0989006 0.165703 0.163373 0.151365 0.144845 0.0785971 0.232547
threshold=14.651182102100002 117.60660091645001 44.920183738100008 22.674946976100003 22.614947116400003 41.24714903835001 13.415872650200003 42.670190152050004 -0.075174999999999992 203.93111730270002 61.944763783650011 93.883646373400012 187.38923140910003 16.575387281250006 13.051052998800001 85.807518149550006 86.001087134900004 208.63771838305004 330.30235111835003 22.553892743650003 0.087405000000000024 13.278511569200001 184.84480138465003 87.29692395375001 22.554947256700004 23.195026784100005 22.604947139800004 62.245871094250013 15.925372093750001 89.738043936200015
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 -2 7 4 5 -4 -5 11 10 -7 -9 15 13 17 -15 -1 -17 -13 -19 -14 -21 22 -18 24 -23 -26 27 -25 29 -29
right_child=1 -3 3 6 -6 9 -8 8 -10 -11 -12 12 19 14 -16 16 21 18 -20 20 -22 23 -24 26 25 -27 -28 28 -30 -31
leaf_value=0.037520571013110321 0.040689405847504925 -0.013092879210167782 0.057855418382845372 -0.033056326129878015 -0.091311576436448341 -0.10099837602492437 0.083726481078353648 0.032233879548033993 0.049303858127419831 0.018564773327476806 -0.038131713976048268 -0.066830759768722811 -0.10278051701982327 -0.10023351631137074 0.054089029743245635 -0.052026596952990938 -0.035906400797147832 0.038855662064082287 -0.078457688465189357 0.042838210669742485 -0.087534787013100454 0.016810231450744076 0.038121469566973293 -0.10465994157964142 -0.10615532826462955 -0.018449414865143784 0.05178695009811847 -0.0965656815315067 0.024343097947963421 0.00017376251887166728
leaf_weight=0.59500862471759575 0.39221234963042562 0.25333691506966716 0.15643024272867556 0.15139461581929936 0.2820026215767939 0.10405492351856083 0.14060106221586466 0.18934024032205343 0.5380488757509746 0.070790140773169696 0.22240290719491895 0.25686520001363422 0.19403879047604278 0.040747702041016964 0.35127732814999035 0.50290900387335469 0.41111247119715599 0.23447230645979289 0.090251048949539836 0.11919684270833386 0.12523073513875715 0.56380267308850196 1.2321765733649952 0.1326305541006122 0.34652098617516458 0.54865748796146363 0.58073857304407361 0.25767509068645988 1.2017200009504447 6.9684389886434275
leaf_count=28 30 31 17 34 77 43 11 12 47 7 29 52 21 115 109 36 46 48 31 20 31 39 72 10 20 34 41 33 79 1697
internal_value=0.000252794 0.0195833 -0.000498554 -0.0211289 -0.0422238 -0.000437214 0.0231767 0.000690761 0.0254271 -0.0525904 -0.00577407 -0.000901703 -0.0184268 -0.000226829 0.0380485 0.000953189 -0.000753798 -0.0260267 0.00625051 -0.0588398 -0.0239575 0.00135227 0.0196014 -0.0014768 -0.0256548 -0.0524001 0.00238212 -0.000969484 0.000662314 -0.00327586
internal_weight=17.2541 0.645549 16.6085 0.905274 0.613278 0.331275 0.291996 15.7033 0.949792 0.174845 0.411743 14.7535 1.41208 0.973614 0.392025 13.3414 12.7464 0.581589 0.324723 0.438466 0.244428 12.2435 1.64329 10.6002 1.45898 0.895178 9.1412 8.56046 8.42783 7.22611
internal_count=2900 61 2839 189 144 67 45 2650 88 50 41 2562 427 355 224 2135 2107 131 79 72 51 2071 118 1953 93 54 1860 1819 1809 1730
is_linear=0
shrinkage=0.1


Tree=979
num_leaves=31
num_cat=0
split_feature=20 20 18 9 0 9 6 20 2 0 9 19 7 15 22 13 10 19 22 7 22 22 18 21 4 15 18 21 21 21
split_gain=0.024922 0.0908761 0.104132 0.120252 0.106864 0.111886 0.104988 0.0814536 0.111208 0.0989376 0.0906613 0.0766456 0.0687194 0.062863 0.0951888 0.071072 0.166025 0.117734 0.0880719 0.23755 0.197154 0.186562 0.13872 0.142392 0.127742 0.184366 0.119088 0.0930645 0.0840849 0.0759128
threshold=42.178283198950005 43.19689381845 13.258783262950002 201.63419974125003 86.20003303655001 194.04304600165003 16.435384010100005 42.674081447500008 296.01432942755008 89.057864029250013 211.28556348310002 14.351157895250003 22.535351262400003 46.574831689400007 -0.10965999999999999 115.02030419500001 62.837331883000012 14.551174033150001 -0.069554999999999992 22.940014114900002 -0.14380499999999999 -0.053019999999999991 12.903279561150002 5.2714636949000004 222.56810966585002 39.940798674500009 13.075178189100003 5.597634825300001 13.296557277800002 12.749485150050001
decision_type=2 2 2 2 2 2 2 2 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 11 4 -4 6 -6 9 -9 -5 -11 -2 -13 15 -15 17 18 28 19 22 -21 -20 23 -17 -23 -26 -24 -27 29 -1
right_child=1 -3 3 7 5 -7 -8 8 -10 10 -12 12 -14 14 -16 16 -18 -19 21 20 -22 24 26 -25 25 27 -28 -29 -30 -31
leaf_value=2.3817030218815517e-05 -0.10226693312260958 0.0061524373473668022 -0.048159157786449872 -0.061441216653188135 0.033903537949705596 0.067300351169673284 -0.10321992758188453 -0.09217929449466554 0.018897634945447283 0.055053562838269503 -0.041374455678955604 -0.078528114767914478 0.0043653693068319626 0.026273476123965234 -0.10112219627555213 0.024745752853259063 0.069034532269239474 -0.089037625524707578 0.069042508216815804 0.014844961535825256 -0.078620942086112464 -0.043049532688732864 0.086891182250409524 -0.10267256462323222 0.083103464835610222 0.024721972557538663 0.007403974697560961 -0.050243415909188828 -0.056748319503497326 0.074293926305153565
leaf_weight=5.783495991006248 0.21800244943392444 3.2137455238163852 0.18160669425924414 0.21911203870695295 0.14936710883102933 0.45186151399502705 0.089169128099456429 0.33170471812616142 0.12376379107968205 0.27762322406488238 0.15028219338455528 0.16756850357342046 0.24805220131383976 0.10116987893707119 0.13955558652014666 0.21709017035573219 0.48261448543053109 0.15440827677957703 0.59319057851098511 0.35993612941820174 0.60506426938809443 0.43256036393722741 0.38935478072380647 0.14715462640742771 0.33065111910400424 0.37837235943879932 0.36534120613941923 0.29448873130604625 0.25597094967679357 0.14097631622917095
leaf_count=1122 74 814 35 23 48 30 9 57 20 35 39 25 23 21 38 47 40 12 33 22 49 47 35 15 25 31 22 19 73 17
internal_value=0.000202166 -0.00510272 -0.0189714 -0.00765221 0.0200968 0.0380512 -0.0173557 -0.0296001 -0.0619965 -0.00679457 0.0211876 -0.0542443 -0.0290553 0.00296675 -0.0475815 0.00407997 0.013547 -0.00278817 0.00703646 -0.00740313 -0.043759 0.0218651 0.023951 -0.0267312 0.00237782 0.0219591 0.0484122 -0.00808786 -0.000633367 0.00179112
internal_weight=16.9933 5.82186 2.60811 1.97449 0.872004 0.690398 0.238536 1.10249 0.455469 0.647017 0.427905 0.633623 0.415621 11.1714 0.240725 10.9307 4.59582 6.33485 4.1132 2.08394 0.965 2.02926 1.11894 0.364245 1.43607 1.00351 0.754696 0.672861 6.18044 5.92447
internal_count=2900 1232 418 296 122 87 57 174 77 97 74 122 48 1668 59 1609 385 1224 345 190 71 155 119 62 122 75 57 50 1212 1139
is_linear=0
shrinkage=0.1


Tree=980
num_leaves=31
num_cat=0
split_feature=3 2 20 21 21 7 0 5 5 9 17 9 8 22 23 15 2 23 10 4 6 0 5 21 0 5 22 16 19 20
split_gain=0.0544813 0.0802485 0.114085 0.0548701 0.143224 0.178474 0.294784 0.128006 0.119705 0.113331 0.181293 0.171432 0.148373 0.22216 0.108733 0.105103 0.247416 0.137881 0.123143 0.130892 0.115713 0.0963689 0.0849095 0.180205 0.184477 0.0967902 0.193557 0.190668 0.140342 0.21343
threshold=108.42013948475001 170.32456123625002 44.921040431000009 8.8712712239000009 10.048480919900003 24.390191290350007 86.530713386650021 7.9505457906000006 31.302824910800002 201.63419974125003 190.74753769255003 195.29234479735001 8.543332867800002 -0.082885 0.10611500000000003 26.557525034400005 182.48209946165005 -0.15684499999999998 80.677940036650014 227.22863097060005 16.405383309150004 97.483491810050012 24.779543538450003 0.3574524998000001 86.420486603250012 22.963361893800002 -0.065399999999999986 22.674946976100003 14.451165964200003 42.737166331000005
decision_type=2 2 2 2 2 2 2 2 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 -1 22 11 -11 15 13 21 -13 17 20 -6 19 -19 -17 -12 25 -24 -25 27 28 -9 29 -27
right_child=1 -3 -4 4 9 -7 -8 8 -10 10 12 14 -14 -15 -16 16 -18 18 -20 -21 -22 -23 23 24 -26 26 -28 -29 -30 -31
leaf_value=-0.001511319501885442 -0.0019675594200876476 -0.0020179445762514296 0.0015725972424342628 -0.0016033790961470016 0.0009395082757027687 -0.0016876693085695331 0.0009547504374486309 0.00013246999543980385 0.0015581962712395393 -0.0020157076978249205 -0.0011155929054648326 0.0010541720660797846 0.00073350927144784979 -0.0019290870385662794 -0.00015439342033318653 -0.00067688377191520968 -0.0015593608439698804 0.00032677263045863145 0.00052042286578119401 -0.0019863373037848726 0.00049883549769439784 0.001108607437374396 0.00062884540227336073 -0.001998312140029729 0.00071650598202685782 -0.0014958511896816257 0.001250952512344309 -0.00080241294030671288 0.00077955904010249726 0.00095767165678781099
leaf_weight=0.18742813660811464 0.058846860769334763 0.12229828377894592 0.086357083346229047 0.2980163560132485 0.69776698213536226 0.45643028181802947 0.41347293730359524 13.764708338291264 0.21903439977904682 0.24368387263803004 0.11248054425232101 1.0490905916522022 0.44051632974878885 0.31320342647086352 0.39358312886906777 0.52505301986093378 0.50898425997911534 0.15910488576264559 0.38799182864750037 0.23004535313157248 0.83153673366177827 0.22412868305764277 0.31749579923052706 0.35771698724056478 0.13164781739760656 0.38991648354567565 0.83840546095598156 0.89315310248639512 0.48619801312452182 0.20957947143324418
leaf_count=321 85 46 6 32 94 72 34 1143 20 39 13 51 29 49 26 39 79 26 120 91 38 35 63 109 13 54 66 51 34 22
internal_value=3.24744e-05 -0.000847735 0.000137877 4.18626e-05 -0.000101477 -0.000730678 -0.000116755 0.000100543 0.000117701 1.86533e-05 -0.000486713 0.000159599 -0.000144989 -0.000740534 0.000724457 -8.43497e-05 -0.0003936 0.000306813 -0.000261261 -0.00104062 4.37864e-05 0.000365374 9.9556e-05 -0.000521587 -0.00126798 0.00012978 0.000543255 7.55044e-05 -3.25014e-06 -0.000638117
internal_weight=25.3479 0.267502 0.145204 25.0804 7.28509 1.16792 0.711489 17.7953 17.6079 6.11717 1.33401 4.78316 1.09033 0.649813 1.44267 3.34048 1.86557 1.47491 0.777142 0.38915 1.35659 0.336609 17.3888 0.806861 0.489365 16.582 1.9241 14.6579 1.08569 0.599496
internal_count=2900 137 91 2763 867 138 66 1896 1575 729 165 564 126 97 77 487 156 331 237 117 77 48 1555 185 122 1370 176 1194 110 76
is_linear=0
shrinkage=0.00196078


Tree=981
num_leaves=31
num_cat=0
split_feature=20 21 23 20 21 23 7 15 12 22 8 17 9 8 17 8 0 22 22 3 21 7 12 13 10 15 0 17 3 6
split_gain=0.0246201 0.0547338 0.0673054 0.05259 0.0432715 0.0298079 0.0669954 0.0656891 0.0494007 0.0382887 0.0400923 0.0583942 0.0410012 0.072445 0.0738048 0.0756706 0.127799 0.073977 0.109774 0.075898 0.156431 0.123447 0.108389 0.104088 0.0747273 0.0715588 0.0650021 0.0726064 0.064143 0.147642
threshold=49.110028829250005 20.770927814650005 -0.17732499999999998 48.852845034800005 3.3208308644500009 -0.27223499999999995 23.564264519350004 36.282341310300005 58.770113158150004 0.68694500000000025 1.6487133604500002 200.96259924040001 187.70546222865002 8.3434888241000014 191.19232825540004 7.0445025401000008 104.86330937810001 -0.11911999999999999 -0.095714999999999995 93.770731131900007 0.94945978800000008 22.372035319250003 172.01106897260004 117.60660091645001 55.855406118200008 15.867801003350001 103.44649194340002 242.64190980425005 93.862138708350017 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=3 2 -2 5 -4 6 8 -8 -1 10 11 -7 13 14 17 16 -16 24 -19 20 -20 23 -22 -21 -12 -26 28 -28 -14 -30
right_child=1 -3 4 -5 -6 9 7 -9 -10 -11 12 -13 26 -15 15 -17 -18 18 19 21 22 -23 -24 -25 25 -27 27 -29 29 -31
leaf_value=0.091329214875833301 0.020313273450480528 0.054334014641215678 0.040001057033722344 0.0476710178714677 -0.094551165322671354 -0.1008123547303505 -0.04649029113661779 0.10110545515860628 -0.086572331094430674 0.046451867987241227 -0.085798299857043625 0.037376748033617985 0.0012040004834188427 0.070657336441525401 -0.067489633914532443 0.073091550253654436 0.057464619515491727 -0.097472165075904865 0.062599356778416521 -0.10205420151327527 -0.098425003579650894 0.080409896571402253 -0.001048551169025215 0.028288946637278479 -0.074324593751435075 0.039293701216223248 -0.10062858783122193 0.029009877112101869 -0.10244964782911084 -0.0059479523581281559
leaf_weight=0.017257365863778129 0.11057276091378299 0.071441494685132056 0.027614716673268869 0.23588100974120507 0.17773732454065794 0.08994231852051271 0.060841250457940532 0.059784151613712311 0.1634121702968514 0.18084588668170987 0.060122710263386447 0.046330598662081002 11.526367928730901 0.19277576048625622 0.14287864175503262 0.30284711098647676 0.1916319921106151 0.15076203896660434 0.14132286222206791 0.10060107345088909 0.27146479644397914 0.21179717196355341 0.19745006295852363 0.15669329988304526 0.060314392838336062 0.68488872193938732 0.13362553926430187 0.063843483903838205 0.19847553990985112 0.78793215561290708
leaf_count=2 33 18 4 33 176 153 42 2 113 36 40 84 1150 17 75 24 54 24 30 81 40 19 38 13 47 160 168 32 38 154
internal_value=0.000205944 -0.0247127 -0.0425879 0.000793441 -0.0764573 0.000110634 -0.031049 0.0266609 -0.0695794 0.000701351 0.000174763 -0.0538303 0.000647254 0.0114528 0.00718262 0.0368785 0.00409324 -0.00211617 -0.0175416 -0.00637685 -0.0296266 0.0238685 -0.0574219 -0.0226747 0.0214454 0.0300978 -0.00178887 -0.0587153 -0.000890496 -0.0253651
internal_weight=16.8175 0.387366 0.315925 16.4301 0.205352 16.1942 0.301295 0.120625 0.18067 15.8929 15.7121 0.136273 15.5758 2.86555 2.67277 0.637358 0.334511 2.03542 1.23009 1.07933 0.610238 0.469092 0.468915 0.257294 0.805326 0.745203 12.7102 0.197469 12.5128 0.986408
internal_count=2900 231 213 2669 180 2636 159 44 115 2477 2441 237 2204 662 645 153 129 492 245 221 108 113 78 94 247 207 1542 200 1342 192
is_linear=0
shrinkage=0.1


Tree=982
num_leaves=31
num_cat=0
split_feature=22 23 4 17 23 17 9 22 5 5 9 3 0 4 9 16 23 23 9 22 23 6 16 3 13 20 5 5 3 17
split_gain=0.022888 0.0793579 0.102339 0.0863565 0.096559 0.0781108 0.0512944 0.0465819 0.0855236 0.127148 0.0905831 0.143094 0.117554 0.0782159 0.101154 0.0756387 0.0971667 0.0597008 0.0585189 0.0767666 0.0980332 0.0595305 0.0579829 0.0589188 0.101933 0.081181 0.128283 0.127908 0.146722 0.137365
threshold=-0.25167499999999993 0.088105000000000017 215.80501386120002 188.31851043910004 0.092425000000000021 202.89085588380001 214.57164835430004 -0.11600999999999999 21.495293572000005 18.152162791050003 202.13708171315002 93.431985407450014 86.001087134900004 375.86663358980007 66.290220196950017 22.764946765650006 -0.5582649999999999 0.093675000000000022 201.63419974125003 -0.156745 0.093480000000000021 8.0101871567500016 12.024971880400001 74.63428615940002 98.238948544700023 41.621607100200002 13.592434445950001 21.850554661550003 93.206154924500012 188.94422143290004
decision_type=2 2 2 2 2 2 2 2 2 2 2 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 -4 8 9 17 11 -10 13 14 -13 16 -16 18 19 21 -21 -2 -9 -24 -25 26 -26 29 -29 -27
right_child=7 3 6 4 5 -7 -8 22 10 -11 -12 12 -14 -15 15 -17 -18 -19 -20 20 -22 -23 23 24 25 27 -28 28 -30 -31
leaf_value=0.027688614602255614 0.039721293241650565 0.039870845645284952 -0.090313078798829494 0.059385323368171608 -0.063672209538810906 0.032141430068547576 0.01281212635023684 -0.056266307988568104 -0.080565145490323162 0.048624016404004773 0.04501325435355439 0.051948611359174501 0.10056309429300957 -0.10135356393485372 0.062232498637451276 0.089068146997055841 -0.10135221800200755 -0.067921187475145653 0.054364626627707663 -0.10161647751236647 0.10102198249212696 -0.069217957843344155 0.046667427560046874 -0.077456198247289956 0.070997677752593261 -0.072677423626209242 0.0034319113131029825 0.042253994092584568 -0.013930776797223083 -0.014223116765406857
leaf_weight=0.14018161705098708 0.25077959355348856 0.4084973596020518 0.29361427276052154 0.12158621748949372 0.35447112558040317 0.11195997274035108 0.05771325296473151 0.18997475954993781 0.29360498323785555 1.0546974761055024 0.25085737502377015 0.21331899521464948 0.10472132082213648 0.088149655503457325 0.046614037055405788 0.037426491500809789 0.16427139176812489 0.12456856426797458 0.19043961331544779 0.13671861742830194 0.028925260528922081 0.062703633538149006 0.25819746833661739 0.17462148316553694 0.29334259397728413 0.50088877953567168 6.6813843462005025 0.76985346768196894 1.1729502397140548 2.0366150415411539
leaf_count=36 118 71 131 21 51 41 24 296 47 102 24 31 5 30 17 3 123 46 41 133 1 17 73 94 39 74 647 54 265 245
internal_value=0.000167181 -0.0116666 -0.0445492 0.00455203 -0.0199841 -0.0406735 -0.0733725 0.00133136 0.0123786 0.0258684 -0.00842296 -0.0225615 0.00345849 -0.0150378 0.00144438 -0.0419426 -0.0651935 -0.00435363 0.0074727 -0.0111655 -0.0662311 0.017931 -0.00145637 -0.000580474 -0.00162945 -0.000473546 0.00627359 -0.0109772 0.00833294 -0.0257617
internal_weight=16.6136 1.48802 0.491509 0.996515 0.588017 0.466431 0.351328 15.1256 3.0478 1.84883 1.19896 0.948107 0.654502 0.549781 0.461631 0.248312 0.210885 0.794135 0.669567 0.479127 0.165644 0.313483 12.0778 11.8879 11.6297 11.455 6.97473 4.48031 1.9428 2.5375
internal_count=2900 375 191 184 113 92 155 2525 738 458 280 256 209 204 174 143 140 356 310 269 134 135 1787 1491 1418 1324 686 638 319 319
is_linear=0
shrinkage=0.1


Tree=983
num_leaves=31
num_cat=0
split_feature=9 9 9 9 0 20 17 9 15 15 16 22 10 16 9 21 21 21 22 15 9 9 21 21 21 2 23 13 13 19
split_gain=0.0571049 0.0545797 0.106998 0.127653 0.0920756 0.132904 0.0903341 0.0765616 0.132596 0.215046 0.202666 0.103709 0.336007 0.155512 0.0808152 0.173727 0.127711 0.204464 0.163545 0.197153 0.125451 0.141287 0.122304 0.120059 0.168184 0.119473 0.114496 0.189658 0.149082 0.129236
threshold=233.97947574895002 223.24918598180003 219.38617924735004 216.18094582280003 94.418649541350007 41.590548329450009 204.43529195140005 207.37918994975004 34.761639995350009 33.755638987250002 22.604947139800004 -0.058529999999999992 67.171126389250006 18.934955721800005 203.09362050815002 3.0760100505500003 2.9845679401500003 4.6354459407500004 -0.11600999999999999 40.452545866750008 201.2906445504 200.41824001715003 5.0287037994000015 1.8061804516000002 1.2219980417000003 130.66276448315003 -0.093074999999999991 113.96105169155001 113.17333345935002 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 3 7 -3 -6 -5 14 9 11 -10 12 -9 -13 16 -16 20 18 25 -20 21 23 -19 24 26 -18 -1 28 29 -28
right_child=-2 4 -4 6 5 -7 -8 8 10 -11 -12 13 -14 -15 15 -17 17 22 19 -21 -22 -23 -24 -25 -26 -27 27 -29 -30 -31
leaf_value=0.00094603884242333612 -0.0011014830725992063 0.0012800074242906474 -0.00096458415854456506 0.0013552613306961445 0.00082130792982886859 -0.0018067286332468578 -0.0003108330827342622 0.0012609877296330067 -0.001722214848354579 0.0019399524376163665 0.00014509662628985114 0.00091576752951058203 -0.0013423320797142319 -0.0011925082237610259 -0.00034924043489394996 0.0007866141250421633 0.00082613996634858301 0.00087301843652890627 -0.0015587632415860809 0.00042040527796243383 0.0011590738662107147 -0.0012546974455818498 -3.193883833756448e-05 0.00079008012906058977 -0.0013034440970729451 -0.0013593205020110449 -0.00062297320782415445 0.0009842457774117048 -0.0016819415205766115 0.00079589917927485091
leaf_weight=0.62372735901192378 0.16400452968627988 0.36345805355813254 0.39798719050213449 0.477858861499043 0.19649936037353655 0.11866052231926005 0.16949347173795104 0.26330132965813391 0.49869333278184047 0.20205520861782122 0.4048967160488246 0.51941435598860086 0.69046901109163628 0.18152396054938436 0.76533686081734176 1.6000167035545017 0.35190146054083005 0.61293414760984788 0.89515715311517741 0.24687433200597297 0.57409643320579551 0.2476741140399098 9.0803614487756459 1.1994687583783159 0.31410569077252137 0.13233651797509083 0.64027815447038994 0.51443134195869777 0.28252016566693772 0.40161821851506829
leaf_count=156 44 24 77 47 36 28 30 25 56 9 33 61 128 18 77 132 24 53 93 22 36 25 1156 101 36 62 225 57 9 20
internal_value=5.14223e-05 5.9655e-05 4.29762e-05 6.12944e-05 0.000607452 -0.000168171 0.000919035 3.51562e-05 -0.000269442 3.03499e-05 -0.000885477 -0.00020283 -0.00062365 0.000369781 8.0647e-05 0.000419096 3.09773e-05 -8.26562e-05 -0.000726029 -0.00113092 0.000299069 0.000182178 2.52841e-05 0.000271681 4.7743e-05 0.000228879 0.000220089 -2.6149e-05 -0.000418608 -7.60426e-05
internal_weight=23.1312 22.9672 22.2885 21.8905 0.678618 0.31516 0.647352 21.2432 2.76035 1.85676 0.90359 1.65471 0.95377 0.700938 18.4828 2.36535 16.1175 11.3196 1.62627 1.14203 4.79792 4.22382 9.6933 3.97615 2.77668 0.484238 2.46258 1.83885 1.32442 1.0419
internal_count=2900 2856 2768 2691 88 64 77 2614 330 241 89 232 153 79 2284 209 2075 1410 201 115 665 629 1209 604 503 86 467 311 254 245
is_linear=0
shrinkage=0.00196078


Tree=984
num_leaves=31
num_cat=0
split_feature=3 5 21 9 5 7 7 18 4 21 5 3 7 18 4 7 7 3 0 2 4 15 0 13 8 8 9 16 0 20
split_gain=0.0227691 0.0710908 0.0855108 0.0560777 0.0760239 0.0506557 0.050965 0.0815843 0.0591405 0.0532162 0.050221 0.0557341 0.048321 0.119365 0.115949 0.0981453 0.0877737 0.0654051 0.0951213 0.0651887 0.0882605 0.0810756 0.0860349 0.0678701 0.0642989 0.152529 0.0799015 0.0798585 0.0728568 0.126634
threshold=103.44111502715002 29.040033326300005 13.296557277800002 66.290220196950017 29.239824992700004 20.234873028950002 21.725272673150005 14.339258036900002 122.51844363470001 1.9231529451500002 26.907574285750005 94.92945658615001 22.597569836950004 12.993406580100002 172.73046293330003 22.372035319250003 22.169188248350004 94.260030511650015 85.737618238150006 68.519383356500015 163.60960442095003 27.576031546750006 96.811377277450006 104.51649827935002 8.8430989333000021 8.7431769115000026 215.80505313260002 22.714946882600003 86.20003303655001 42.072181850200003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=5 -2 3 -3 -5 -1 7 8 -7 -10 11 12 13 14 -8 16 -15 18 -14 21 -21 22 -20 -24 25 27 -26 28 29 -22
right_child=1 2 -4 4 -6 6 10 -9 9 -11 -12 -13 17 15 -16 -17 -18 -19 19 20 24 -23 23 -25 26 -27 -28 -29 -30 -31
leaf_value=0.037599244786352272 -0.10106691916009343 0.084914166940280145 -0.10170400241852542 0.093345081669220828 -0.08009192554409196 0.068460826128189711 0.018210990626236823 0.064136554769060591 -0.0030825224757698218 -0.071751036912436242 0.063508409344630687 -0.062319877808715209 -0.057444906489816365 0.039067602442875465 -0.058039882481075444 0.06125844328291144 -0.076100715733934607 0.065159183278112084 0.033268154947100573 0.07542194374872159 -0.0032183709072356641 -0.069665684680953341 -0.10226655042191742 0.010525195150346528 -0.087982015603107658 0.064368937816520408 -0.00092255137163320964 0.073069157790709327 0.0013223870205020889 -0.081409098378338249
leaf_weight=0.36450637511939632 0.091046716691606799 0.10150474077818217 0.062648652076859435 0.039319338902714662 0.070750135081652843 0.04548180289566417 0.52476429240777622 0.084842647240293445 0.16380782877968159 0.36283805531365942 0.12776436301283034 0.13970858440006928 0.29941747614793435 0.15534940768702654 0.3216641919052563 0.67682252051065461 0.11528445466865378 0.14781673885227142 0.27838129853807814 0.15911500214133312 0.66871388943399601 0.29551898257341236 0.11721876785213681 0.097909153322689235 0.18132882182544641 0.37766456787358116 0.25182392807801079 0.14641640812624324 9.7035909804150844 0.30007481766006094
leaf_count=91 116 16 23 9 84 4 32 19 39 140 34 36 72 35 30 72 27 14 24 11 49 28 34 10 24 32 28 14 1711 42
internal_value=0.000184841 -0.0245038 0.000916496 0.0313032 -0.0181363 0.000744694 -0.000108603 -0.0273737 -0.0409441 -0.0503924 0.00107872 0.000545495 0.00113817 0.0165251 -0.0107663 0.0409064 -0.00999173 -0.000981012 -0.00174023 -0.000414166 0.00144834 -0.0282415 -0.00343624 -0.0509327 0.00043624 0.00189875 -0.0373679 -0.000281969 -0.00128829 -0.0274373
internal_weight=16.4731 0.36527 0.274223 0.211574 0.110069 16.1078 15.7433 0.65697 0.572128 0.526646 15.0863 14.9586 14.8189 1.79388 0.846428 0.947456 0.270634 13.025 12.8772 12.5778 11.7887 0.789028 0.493509 0.215128 11.6296 11.1965 0.433153 10.8188 10.6724 0.968789
internal_count=2900 248 132 109 93 2652 2561 202 183 179 2359 2325 2289 196 62 134 62 2093 2079 2007 1911 96 68 44 1900 1848 52 1816 1802 91
is_linear=0
shrinkage=0.1


Tree=985
num_leaves=31
num_cat=0
split_feature=19 18 7 17 16 18 23 22 21 23 17 23 3 22 19 12 0 6 18 7 7 21 0 15 2 10 17 22 20 17
split_gain=0.0245027 0.0397142 0.0355103 0.0327261 0.140427 0.117947 0.106323 0.0889502 0.0784052 0.0917952 0.102797 0.118908 0.137434 0.083132 0.11938 0.0820311 0.0691945 0.097077 0.11951 0.107315 0.0664317 0.0567571 0.0728663 0.0568178 0.0552288 0.0808646 0.0769449 0.0542099 0.059154 0.0387069
threshold=14.651182102100002 13.622618370000001 22.786890330450003 201.37020668845003 22.644947046300004 14.163996107200001 0.098200000000000023 -0.58892999999999995 6.7005777103000002 0.082975000000000021 205.10400128480003 0.085155000000000022 83.269613674350026 0.06041500000000001 13.351077205700003 189.43538326625003 87.568458224950021 15.925372093750001 16.601687687950005 26.520549809950001 24.891451065550005 7.2701618765500005 91.821598987350015 34.279674133750014 325.75432260090003 74.986474174450009 200.96259924040001 -0.040019999999999993 40.259171735100004 197.57625617845002
decision_type=2 2 2 2 2 2 2 2 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 24 5 -5 7 -7 9 20 -11 -12 13 14 -13 -10 -17 18 -18 -20 -9 23 -23 -8 26 -26 29 -22 -29 -1
right_child=1 -3 -4 4 -6 6 21 8 15 10 11 12 -14 -15 -16 16 17 -19 19 -21 27 22 -24 -25 25 -27 -28 28 -30 -31
leaf_value=-0.00049902304603616254 0.029198246582292225 0.049081741573773194 -0.034219434969203072 -0.064423676372425978 0.089116342264612486 -0.10078106968101737 -0.024091681631279161 0.034065128550683173 -0.073587886776814923 0.083245625260519582 0.097515842874968617 -0.10125963120103257 -0.10189475143959731 0.08903005460348104 0.041428447977521099 -0.10141784847500745 -0.093114794041412319 0.071914964053449743 0.094933737953374786 -0.049518795630110676 -0.10150671156314556 0.089295136416816606 -0.053510293602382575 -0.10567706452041059 -0.096373202042543807 0.014164566634462021 0.07929829393098807 -0.068879820803608979 0.045368460323937522 0.015340399177947849
leaf_weight=10.119090065609038 0.17826482467353422 0.26358134322799742 0.17494431167142466 0.40113868810294828 0.13852308358764265 0.080067615584540675 0.15027928827008441 0.16567182917788137 0.20300289910301206 0.33077951681150353 0.13498895481734507 0.093202537717388623 0.11922741314629093 0.12231135523552439 0.15809208356949966 0.059939036378636956 0.13321682763489662 0.1779619948938489 0.11151891545159742 0.09544641221054917 0.10781542659162824 0.059335880680009723 0.089813239452723792 0.19760195250273682 0.13806411056975854 0.12711421428048197 0.12989590887446034 0.090965911723287718 0.090314201414003037 1.8203354934109359
leaf_count=1780 26 19 16 34 21 59 54 20 54 36 15 50 26 13 22 9 43 12 12 66 54 5 41 18 63 57 18 27 17 213
internal_value=0.00015795 0.0197078 -0.0022125 -0.000612749 -0.00943982 -0.0137429 -0.00640764 0.00274822 0.00652563 0.0205774 0.0381306 0.014361 -0.00841543 0.0214163 -0.0114931 -0.0189009 0.000303245 0.0120704 -0.0192366 0.0283164 -0.016423 -0.0483069 0.00330188 -0.0704334 0.00175689 -0.0433865 0.00274875 -0.0453562 -0.011961 0.00191592
internal_weight=16.2625 0.61679 0.353209 15.6457 3.31122 3.17269 2.77155 2.27452 2.19446 1.41337 0.958602 0.627822 0.492833 0.373606 0.251295 0.781086 0.578083 0.518144 0.340182 0.206965 0.454767 0.49703 0.149149 0.347881 12.3345 0.265178 12.0693 0.289096 0.18128 11.9394
internal_count=2900 61 42 2839 708 687 653 535 476 280 162 126 111 85 72 196 142 133 121 78 118 118 46 72 2131 120 2011 98 44 1993
is_linear=0
shrinkage=0.1


Tree=986
num_leaves=31
num_cat=0
split_feature=5 21 22 21 3 13 12 13 17 22 16 19 0 22 9 16 19 10 15 16 13 21 19 8 8 15 15 22 23 14
split_gain=0.0467219 0.109592 0.0601517 0.0861631 0.0470824 0.0743235 0.13152 0.105807 0.100534 0.112231 0.0985446 0.0951404 0.114502 0.239853 0.149321 0.173791 0.109948 0.108257 0.164509 0.0791162 0.0931846 0.0751398 0.0728723 0.0695754 0.0695764 0.0639985 0.142816 0.127097 0.155681 0.155236
threshold=7.7286379265000011 12.953111773950001 -0.156745 15.031613344500002 68.827216597650008 95.870416931800023 225.59153217100001 96.429616222950017 177.48499193625003 -0.046474999999999995 12.644970430600003 11.850956171350001 98.615332683000005 -0.094344999999999998 191.87997069285004 17.654958715000003 12.551012654050002 76.42211081615001 21.595769066000003 13.534968349350001 99.19872809730002 12.151864830850002 11.350915826550002 2.4480895352000007 2.6479335789000005 28.566186095050004 28.321365561200004 -0.59087999999999996 0.093925000000000022 265.18628049300008
decision_type=2 2 2 2 2 2 2 2 2 2 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 23 6 -6 -7 -8 -10 22 19 17 -14 -15 16 -16 18 21 -12 -21 -13 -9 -2 -25 26 27 -20 -29 -30
right_child=4 2 3 -5 5 7 8 10 9 -11 11 12 13 14 15 -17 -18 -19 25 20 -22 -23 -24 24 -26 -27 -28 28 29 -31
leaf_value=-0.0015621768562975884 0.0018512578255411038 0.00089874582113288169 0.0011663047076847059 -0.0019745105340602111 -0.0019763666076915731 0.0013291206055593841 0.0012905205435249142 -0.0019793200556537391 -0.00198699960805935 0.00055363031354098142 -0.00035874334168285466 -0.0018516141070047043 -0.0019864674640519037 0.0013322761039855733 -0.00018034301818452685 0.0012163183537158228 -0.0019926623549141723 0.0011370565163259332 0.0013955171735456644 0.0019462137215411454 0.00039869487178385035 0.00030507502603081165 0.00071571763616092921 0.0019794714319740984 -0.0019725343684264484 3.0563772794661744e-05 0.0016168101443751648 0.00030369692233934867 -0.0016359750760209688 0.00065760207975318721
leaf_weight=0.22682994274879575 0.13178282522131013 0.19731393486381421 0.054357618738777091 0.087858811259138747 0.18945798880213516 0.25540399712918116 0.14815777910553152 0.1523287176569309 0.13436601114426594 0.13303275142243365 0.19275025714887561 0.24663947203363079 0.3221143297450908 0.23392836288257857 0.26754460448864847 0.17355837661307305 0.24799439205526141 0.36870803718920697 0.30824973530252542 0.26830611540935934 0.33813492364060949 0.083013619674602523 0.051654055696417345 0.027010653167963028 0.046807198061287636 13.348396498693544 0.30434835152118456 2.0796616865286555 0.35187481853063207 0.16744473139988258
leaf_count=390 13 40 22 65 160 28 28 68 56 24 21 84 98 18 39 21 51 31 22 17 43 15 19 1 49 1087 20 304 46 20
internal_value=4.86694e-05 -0.000506911 0.000198081 -0.000774036 6.39643e-05 5.45398e-05 -0.000622418 7.52648e-05 -5.1343e-06 -0.000723018 5.88478e-05 7.31744e-05 4.45655e-05 -0.000529683 -2.1299e-05 -0.000480798 -0.00105214 8.59958e-05 6.30507e-05 0.000735551 0.00108336 -0.00130851 -0.00129686 0.000997575 -0.000526458 9.03539e-05 0.000338862 0.000205078 6.38867e-05 -0.000896455
internal_weight=21.139 0.56636 0.33953 0.142216 20.5727 20.3671 0.605015 19.7621 0.415557 0.267399 19.5067 19.3027 18.5035 1.24514 0.923026 0.689097 0.515539 17.2583 16.8896 0.799191 0.606441 0.329653 0.203983 0.205601 0.0738179 16.56 3.21158 2.90723 2.59898 0.51932
internal_count=2900 517 127 87 2383 2320 268 2052 108 80 2024 1937 1856 227 129 111 90 1629 1598 81 60 99 87 63 50 1499 412 392 370 66
is_linear=0
shrinkage=0.00196078


Tree=987
num_leaves=31
num_cat=0
split_feature=19 8 15 5 23 23 17 15 13 9 16 17 13 10 16 16 5 5 6 16 10 22 19 16 9 16 7 17 21 16
split_gain=0.0202326 0.0362074 0.0303683 0.0767175 0.0634408 0.0549389 0.0647097 0.0484678 0.0689152 0.0841101 0.0440628 0.0412086 0.186043 0.107668 0.171137 0.0881283 0.0909889 0.0864728 0.105858 0.139923 0.133189 0.0827221 0.0733817 0.090488 0.0777874 0.0749169 0.0721276 0.0684424 0.0679362 0.0657571
threshold=14.651182102100002 8.6432548896500023 45.169600924000008 24.301614351200005 0.092290000000000025 0.087405000000000024 192.00356210945003 42.914654887700003 117.64961624655002 199.21354841250005 22.614947116400003 201.37020668845003 117.25441290135001 64.321360770950022 20.719951547750004 20.644951723100004 20.569643378550001 20.361635946650004 14.925348728400001 18.684956306450005 75.465019721650009 0.13860000000000003 12.250988447150002 17.654958715000003 186.98623176200002 16.244962012200002 26.565321014450003 200.96259924040001 10.906115243900002 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 -2 7 -4 5 6 -5 11 9 -9 -6 27 13 -13 15 16 17 18 19 20 -15 22 26 24 25 -24 -22 29 -26 -1
right_child=1 -3 3 4 10 -7 -8 8 -10 -11 -12 12 -14 14 -16 -17 -18 -19 -20 -21 21 -23 23 -25 28 -27 -28 -29 -30 -31
leaf_value=0.0032171959690036954 0.039768752494210621 -0.0092618172175973571 -0.072064647059917539 -0.077255604042217318 0.078499919457815925 -0.10140854087122092 0.03884959934592716 -0.036913041184411015 0.061557756123393703 0.047102788818298699 -0.0047272240805011252 0.047863214195698285 -0.10347598357427512 -0.10090660237235936 -0.10190219681205198 0.10055329884877165 -0.094642239041192067 0.10080605770991241 -0.074858854230856947 0.04731589245861461 0.078512661057108482 0.058648641246210276 -0.072910469670088615 0.060197713966950443 -0.10115664173741379 0.079803738678993319 -0.048806982894410662 0.076017211883394428 -0.0057182949123437375 -0.026013997889677804
leaf_weight=10.20846254994378 0.33988583233440373 0.27046375708596315 0.20634361666452683 0.076943648142332677 0.12437584424333181 0.082695972403598716 0.1276221399075439 0.26432784534699827 0.30764767539221793 0.21696759340193239 0.13020779272483196 0.34132499131919924 0.20481285656569514 0.16409472982559303 0.19516041813767504 0.077676470391452201 0.11430349261718209 0.077320755925029405 0.20489646754140256 0.47012071695644397 0.13108980740253173 0.17548064198933844 0.055854461367744079 0.085313248884631321 0.26795112497529772 0.07560681573158945 0.067357791413328982 0.12301925628162358 0.103355114304577 0.83231720349431348
leaf_count=1814 27 34 38 34 16 31 25 31 25 27 34 31 20 67 29 5 26 5 30 42 23 48 34 19 95 10 162 19 23 76
internal_value=0.000182901 0.0180419 -0.000519766 -0.0201746 -0.000414075 -0.0326265 -0.00482123 0.000476245 0.0245908 0.000961227 0.0359331 -0.000885064 -0.0117051 -0.00449511 -0.0123832 -0.00394507 -0.00801838 -0.0027473 -0.00719277 0.00149306 -0.0176368 -0.0034331 -0.017284 -0.0350276 -0.0511861 0.0149195 0.0352974 0.00184008 -0.0745909 0.00101358
internal_weight=16.123 0.61035 15.5127 0.748189 0.541845 0.287262 0.204566 14.7645 0.788943 0.481295 0.254584 13.9755 2.81172 2.60691 2.26558 2.07042 1.99275 1.87844 1.80112 1.59622 1.1261 0.962009 0.786528 0.588081 0.502768 0.131461 0.198448 11.1638 0.371306 11.0408
internal_count=2900 61 2839 178 140 90 59 2661 83 58 50 2578 669 649 618 589 584 558 553 523 481 414 366 181 162 44 185 1909 118 1890
is_linear=0
shrinkage=0.1


Tree=988
num_leaves=31
num_cat=0
split_feature=9 18 20 20 18 9 23 4 16 6 9 19 12 5 15 4 4 17 10 9 22 2 22 9 21 10 15 2 0 22
split_gain=0.0231438 0.0289948 0.0238471 0.0912066 0.12029 0.146311 0.0829634 0.078092 0.0557851 0.0487643 0.0689383 0.0873854 0.0717869 0.108252 0.114643 0.0579638 0.0664763 0.0661122 0.125 0.0577741 0.100747 0.264057 0.180906 0.19373 0.131546 0.120515 0.196239 0.107864 0.152461 0.1063
threshold=26.901933640100001 16.118666550000004 43.19689381845 42.718072821900002 13.197799034350002 201.63419974125003 0.087530000000000011 372.30986956315002 22.664946999500003 8.0101871567500016 187.70546222865002 14.451165964200003 144.78335471795 20.102686929350003 40.301031380450006 377.66810554405004 342.29488559810005 204.75389752000004 66.447931152150019 201.2906445504 -0.081169999999999992 130.66276448315003 -0.048664999999999993 194.04304600165003 3.3559787654000002 62.030794443850006 31.000143748900005 189.76529655395004 86.345209775600011 0.17273000000000005
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 3 9 -5 6 -6 -7 -4 -2 11 12 13 -11 -15 16 19 -17 -19 20 21 25 23 -22 29 -12 -27 -26 -29 -24
right_child=2 -3 8 4 5 7 -8 -9 -10 10 15 -13 -14 14 -16 17 -18 18 -20 -21 22 -23 24 -25 27 26 -28 28 -30 -31
leaf_value=0.0093597202026733332 -0.057420475850735148 -0.100340767878979 0.0056337784389227895 -0.10220377770908773 0.063586005868130319 -0.089213958826874273 -0.022730950191417371 0.0068003093247629293 0.072724306133487973 0.036484885267585122 -0.062626308965288882 0.058015840611847884 0.032481218372307739 -0.086322295740245983 0.047603693803389184 -0.076099952752029992 0.044370402421640559 0.062231896133506118 -0.077070984949081101 0.0076096495497587659 -0.016706637238392795 -0.062807374375218952 0.038302036622948211 0.068682651745064618 -0.063027555220614193 -0.035904876803792167 0.056667526278961128 -0.062291318530430254 0.078870990348190922 -0.032952791436457511
leaf_weight=0.045581052995658733 0.14080768674264632 0.051109868506102885 2.7790626098269509 0.18829202588767546 0.24936846813125157 0.26576642385691684 0.20118803518198547 0.1243431062862328 0.12972050506505173 0.21738112345428706 0.20390859968028985 0.45924821647349734 0.5290185478775129 0.26132326084780289 0.084612310398370028 0.21641141315012724 0.33292132223869053 0.14132466446608305 0.11836623685803715 4.199624755186278 0.43432807545468699 0.98622266490929167 0.57325666310043188 0.68434970798261929 0.67287626448523952 0.36673103134671692 0.60969734191894531 0.15239750932596507 0.15365007743821479 0.32982456478930544
leaf_count=36 278 156 672 62 36 44 22 20 13 30 15 36 142 120 6 52 44 21 49 598 31 106 46 51 58 44 35 22 18 37
internal_value=0.000148399 -0.0486269 0.000446775 -0.00139787 -0.029958 -0.0137764 0.0250427 -0.0586105 0.00862576 0.00107823 0.00178061 0.0214154 0.00602757 -0.0188154 -0.0535654 -0.00121324 0.000458858 -0.0352794 -0.00126189 -0.00110187 -0.00818206 -0.0246148 0.00368276 0.0355302 -0.0152476 0.0072967 0.0218988 -0.0406408 0.00857871 0.0122783
internal_weight=15.9027 0.0966909 15.806 12.8972 1.02896 0.840666 0.450557 0.39011 2.90878 11.8683 11.7275 1.55158 1.09234 0.563317 0.345936 10.1759 9.69979 0.476102 0.259691 9.36687 5.16724 2.16656 3.00068 1.11868 1.88201 1.18034 0.976428 0.978924 0.306048 0.903081
internal_count=2900 192 2708 2023 184 122 58 64 685 1839 1561 334 298 156 126 1227 1105 122 70 1061 463 200 263 82 181 94 79 98 40 83
is_linear=0
shrinkage=0.1


Tree=989
num_leaves=31
num_cat=0
split_feature=3 5 21 18 7 9 17 7 18 21 7 22 5 10 19 5 5 7 2 10 5 16 15 17 13 4 17 5 16 23
split_gain=0.0202513 0.0643078 0.0772634 0.0491546 0.0426249 0.0551243 0.0371738 0.0316216 0.074959 0.0594399 0.0763572 0.0493124 0.0455975 0.0527162 0.0456354 0.0464996 0.0960359 0.09103 0.090054 0.0682919 0.122152 0.0649864 0.0473372 0.0515072 0.162966 0.0923546 0.0867938 0.145998 0.0680638 0.0651265
threshold=103.44111502715002 29.040033326300005 13.296557277800002 11.904475184000002 19.874819532250005 60.983947735000008 162.59969366065002 21.725272673150005 14.339258036900002 6.9984086918000008 21.118786167550002 -0.087910000000000002 27.160544034850002 61.614083433650009 14.651182102100002 23.721757872050002 22.963361893800002 23.124786352450005 173.31297745125002 61.917879202350001 24.301614351200005 22.604947139800004 42.133814420300006 201.37020668845003 117.25441290135001 178.77399478955002 204.53341124495003 15.210950700600003 22.674946976100003 0.090025000000000022
decision_type=2 2 2 2 2 2 2 2 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 -6 8 9 10 11 -8 13 -9 15 16 22 -17 -18 -19 -21 -22 23 28 25 -25 27 -27 -15 -28
right_child=1 2 -4 -5 6 -7 7 12 -10 -11 -12 -13 -14 14 -16 17 18 19 -20 20 21 -23 -24 24 -26 26 29 -29 -30 -31
leaf_value=-0.010300803224919507 -0.1009657974691139 0.061882249634274883 -0.10155984860068659 -0.049719424785799014 -0.081862374018843637 0.077120817119878698 0.054396377596092962 -0.05103896726688803 0.065304704741835501 -0.083510083694576659 -0.067821217614037393 -0.037856825168794093 0.06595077713281379 0.0061121631259300913 0.030978927747373399 -0.085458567944780267 0.07293989274757727 0.055246610515970497 0.0021190243138752896 -0.096912270085754149 0.057483102077951313 -0.038845272569692252 -0.04626937847538222 -0.068404280665080974 -0.10314028860446463 -0.093005077080250464 0.0049122115942271715 0.054722772666759525 -0.031423569512282909 -0.036239678732367622
leaf_weight=0.1292980834498384 0.082313082344286026 0.14099454354482077 0.057097808466551214 0.054807123894079268 0.055377944701034632 0.16312848834695615 0.15987792312807869 0.19406858281490436 0.087346696665917989 0.17130724485195969 0.15784535182137915 0.090876997433951057 0.10798302302464513 8.667674642768521 0.5041611327906147 0.18159238622956841 0.3566878819838174 0.14448694977909327 0.36153703727177344 0.15057795855682343 0.15709628594049718 0.1263730396021856 0.22042251264792945 0.21004921815620026 0.18216783431125794 0.077435338037446733 1.0117568971995181 0.49168235805700533 0.51160226692445654 0.62038173996722878
leaf_count=39 116 67 23 42 110 26 33 40 18 81 33 29 29 1209 42 87 27 13 36 25 22 27 36 31 19 73 304 51 33 179
internal_value=0.000121779 -0.0241923 0.000795716 0.0306437 0.000654735 0.0384668 -8.23978e-05 0.000220634 -0.0210572 -0.0340652 -0.0133353 0.0209626 0.00121503 0.000721702 0.00144046 0.000335005 0.00177169 -0.0236904 0.0372904 -0.00430234 -0.0241252 0.0145391 -0.000355384 0.000504269 -0.0119397 -0.00504971 0.000995737 0.0346226 0.00402013 -0.0107298
internal_weight=15.628 0.335213 0.252899 0.195802 15.2928 0.292427 15.0004 14.945 0.667254 0.579908 0.4086 0.250755 14.2777 14.1698 13.9757 13.4715 12.7114 0.760127 0.718225 0.578534 0.434047 0.283469 11.9932 11.7728 2.59347 2.41131 2.20126 0.569118 9.17928 1.63214
internal_count=2900 248 132 109 2652 65 2587 2477 194 176 95 62 2283 2254 2214 2172 1998 174 63 87 74 49 1935 1899 657 638 607 124 1242 483
is_linear=0
shrinkage=0.1


Tree=990
num_leaves=31
num_cat=0
split_feature=8 17 17 22 15 23 9 13 12 16 18 9 2 10 6 5 13 6 6 15 21 15 9 18 7 0 19 16 20 9
split_gain=0.0479443 0.0514913 0.0530823 0.0546601 0.0698264 0.0653708 0.0514764 0.0545701 0.101486 0.0824746 0.0724484 0.0821696 0.0911269 0.0699129 0.0785238 0.0663497 0.144506 0.0886561 0.210554 0.0996439 0.100318 0.0962168 0.0872278 0.120684 0.11257 0.0870855 0.171638 0.179638 0.206753 0.159975
threshold=1.7486353823000003 201.37020668845003 200.96259924040001 -0.15818499999999999 12.603008525650003 0.072890000000000024 44.114531459200009 95.870416931800023 225.59153217100001 9.744977212000002 14.708525021850003 72.638117411050018 206.09225218925002 81.524804347700012 8.3701955683000033 13.361597395450001 100.98924121215002 13.665319288000001 13.775321858200002 16.522436993950006 14.159547889500002 19.351912300100004 188.14427954665004 14.011669459250001 25.396105459650006 93.972365491700018 13.051052998800001 18.684956306450005 38.238138001450004 206.08249486475003
decision_type=2 2 2 2 2 2 2 2 2 2 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 -2 8 -8 -9 -10 -12 -13 15 -15 16 -11 19 -19 -17 21 -21 23 -23 -24 -20 29 -28 -29 -27
right_child=6 -3 -4 4 -6 -7 7 9 10 13 11 12 -14 14 -16 17 -18 18 25 20 -22 22 24 -25 -26 26 27 28 -30 -31
leaf_value=0.0002482552838381803 0.0010728498846163542 -0.0019720741117601874 0.0016242313462768458 0.0014136582158976205 -0.0019702885236132146 -0.0019705822070854502 -0.0019716516799432775 0.0016440800061182004 -0.0019883243680613111 0.0012409723213151842 0.0010215290772224743 0.0019814345001304677 -0.0019721965481538533 0.00087619796377599196 -0.0019820382489697573 0.0014515000027649954 -0.00078878403149464397 0.0014406289543087468 0.00012976698359808426 -0.0018016730468231217 -0.0019853688178065616 -0.00061566564978640886 -0.0014959661560354168 0.0017360661336377151 -1.9096929841348126e-05 0.00056902079638321355 -0.0019954552810565293 -0.001143795767450682 0.00082806217716245741 -0.00083540745366237842
leaf_weight=0.21052789341547395 0.19600590365735371 0.078776172576681347 0.051235956365417223 0.060644583780006367 0.14606990298409528 0.034387299913475999 0.1423853477797391 0.12878589274987717 0.062396790818638692 0.49141056277586059 0.22032385929196607 0.029789319261908531 0.090526961513205606 0.05213405557878914 0.12691725582408253 0.10845316042469022 0.18585387864732184 0.44005011930130677 13.807267916435196 0.15250758995534841 0.15580235850575253 0.15029437873454277 0.2830129517824389 0.18989208503626287 0.66389145473658573 1.117461655463557 0.34904962858854538 0.49065962038002908 0.35045867721782997 0.43252065801425477
leaf_count=93 24 137 6 24 168 68 200 13 28 60 31 1 96 8 54 18 48 34 1208 38 44 28 52 17 100 65 86 54 35 62
internal_value=5.70257e-05 -0.000498074 -0.000267166 -0.000481739 -0.00111916 0.00018907 7.28388e-05 6.31459e-05 -0.000548646 8.01045e-05 -4.59243e-05 0.000309875 -0.00099331 6.98005e-05 -0.00114981 8.10751e-05 0.00068397 5.92298e-05 0.000101997 -0.000367165 -0.000490796 -0.000329044 -0.000154552 0.000697071 -0.000460507 6.63989e-05 -0.000252905 -0.000812932 -0.000322205 0.000177117
internal_weight=20.9995 0.581642 0.502866 0.45163 0.241102 0.0950319 20.4179 20.2218 0.545422 19.6764 0.403037 0.34064 0.120316 19.5476 0.179051 19.3686 0.677264 18.6913 16.9875 1.70385 1.5954 1.4396 1.28709 0.340186 0.946904 16.5474 2.74015 1.19017 0.841118 1.54998
internal_count=2900 496 359 353 260 92 2404 2380 356 2024 156 128 97 2011 62 1949 108 1841 1544 297 279 235 197 45 152 1510 302 175 89 127
is_linear=0
shrinkage=0.00196078


Tree=991
num_leaves=31
num_cat=0
split_feature=3 22 8 8 10 7 8 16 23 21 22 9 22 22 23 19 5 15 12 7 2 7 20 16 5 22 22 22 9 7
split_gain=0.0546443 0.05459 0.0508902 0.101399 0.116288 0.0809742 0.0771106 0.0780405 0.0794981 0.178117 0.131826 0.151539 0.146008 0.093528 0.21738 0.149246 0.130846 0.0896493 0.0799376 0.243114 0.165978 0.157001 0.183936 0.240795 0.179414 0.173727 0.277726 0.13044 0.108036 0.228864
threshold=108.42013948475001 0.11529000000000002 9.5425530862500008 8.8430989333000021 62.55235532115001 21.725272673150005 8.7431769115000026 22.724946859200003 0.11467000000000002 12.807136552050002 -0.031989999999999998 195.97407267990005 -0.12350999999999999 0.18145000000000003 0.075065000000000021 11.950964240300001 13.697488545350001 35.34809845485001 148.24135922650004 22.124753953150002 120.54857872840002 24.176224535650004 39.039757512550004 18.634956423400002 16.069922422900003 -0.10098 -0.088329999999999992 -0.011399999999999999 186.67271206880002 23.102607264700001
decision_type=2 2 2 2 2 2 2 2 2 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 -4 7 8 13 10 11 -10 -13 18 15 -15 -16 -18 19 -1 21 25 27 24 -24 -21 -27 -23 -20 -30
right_child=1 -3 5 4 -6 -7 -8 -9 9 -11 -12 12 -14 14 16 -17 17 -19 28 20 -22 22 23 -25 -26 26 -28 -29 29 -31
leaf_value=-0.0011803424042174124 -0.0014326991619224205 0.0013905960716755115 -0.00025329749990828153 -0.0015780632454892444 -9.7810175279684241e-05 0.0012327536114199805 0.00068316694842119035 0.00072501075614789235 0.0010053492279593599 -0.00092135413947664311 0.0013717361405582477 0.0004041945577692033 -0.0020321782084945362 -0.0015441866760926327 0.00039469803071918411 0.0010056728416185943 -0.0019111769916505641 -0.00035392689036851303 0.00027844518967726488 0.0010461777681225457 0.0014838436392940713 -0.0020117667985457615 0.00047173521692327365 0.0014057062669368013 -0.0014100140269058823 -0.0012713479375439133 0.00043279850714473904 -2.9996406944295578e-05 -0.001041933897803041 -5.9812991803861596e-05
leaf_weight=0.45661468382971193 0.16492042966410636 0.031333071645349264 0.23760368716466373 0.30823869577579799 0.60361321715026861 0.34664147673174739 0.75919716869247977 0.63251185650005837 0.4104408496936286 0.31078302371497546 0.6474166436186114 0.20644349232679804 0.17450990180987003 0.11098026039348841 0.18084610014852842 0.43095974708376161 0.50734958416433074 0.19744440057547763 2.4800417317849206 1.2152737537762734 0.42575422924392103 0.32528882819406135 0.38615530603919956 0.39251165231689811 0.39311250112950802 0.44022613274864886 2.2309115221796674 0.21020984091089179 1.0524616159636933 6.8468192433667809
leaf_count=126 135 2 44 48 43 23 49 40 29 39 40 23 27 49 45 45 63 10 762 66 44 71 77 25 41 27 113 25 95 674
internal_value=4.8306e-05 -0.000981943 5.71274e-05 4.21847e-05 -0.000598189 0.000628399 6.94401e-05 4.68928e-05 2.54818e-05 0.000424777 0.000715542 0.000178728 -0.000711877 -1.27289e-05 -0.000494617 0.000483504 -0.00109315 -0.00147492 2.8085e-05 0.000199033 0.000303668 0.000213841 -0.000281785 0.000153293 -0.000477539 0.000431567 0.000151941 -0.00123382 -7.85763e-05 -0.000190666
internal_weight=23.1166 0.196254 22.9204 22.3361 0.911852 0.584245 21.4243 20.6651 20.0326 1.74959 1.43881 0.791394 0.380953 18.283 1.42758 0.54194 0.88564 0.704794 16.8554 6.47606 6.01944 5.59369 1.70728 1.17178 0.779268 3.88641 2.67114 0.535499 10.3793 7.89928
internal_count=2900 137 2763 2696 91 67 2605 2556 2516 158 119 79 50 2358 212 94 118 73 2146 615 489 445 239 143 118 206 140 96 1531 769
is_linear=0
shrinkage=0.00196078


Tree=992
num_leaves=31
num_cat=0
split_feature=6 3 23 10 3 5 10 16 10 18 4 2 0 7 18 2 5 0 5 20 22 3 14 22 23 5 14 7 9 22
split_gain=0.0450676 0.163121 0.144322 0.211884 0.119818 0.178293 0.171118 0.117852 0.133606 0.1852 0.234915 0.139409 0.157981 0.122039 0.163488 0.1099 0.240433 0.220257 0.248959 0.149648 0.184148 0.21795 0.161025 0.189302 0.149001 0.142346 0.191599 0.139368 0.128854 0.126811
threshold=14.835346625500001 84.146051024900018 -0.089509999999999992 69.64719632740001 86.302194445500007 18.613387752550004 68.961639504150014 18.714956236300004 74.986474174450009 14.767724047450001 212.51885705880002 139.80186571705002 95.897301513100004 24.101221167900004 15.008481731450003 103.98563613345001 19.915533535850003 86.530713386650021 21.746930049350002 37.858673296900008 -0.067574999999999996 89.227236891450005 183.26221631810003 -0.088099999999999998 0.084365000000000009 20.717225865800003 244.99684607285005 22.708075280250004 198.36365860590004 0.066885000000000014
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 7 -3 -4 5 -2 15 8 9 10 -1 -12 -13 -10 -15 19 -17 18 -18 -6 21 -21 23 27 -22 -19 28 -23 -27 -20
right_child=4 2 3 -5 6 -7 -8 -9 13 -11 11 12 -14 14 -16 16 17 25 29 20 24 22 -24 -25 -26 26 -28 -29 -30 -31
leaf_value=-0.0020131673561455091 0.0011695169452194142 0.00030587062837760372 -0.00010637634847648303 -0.0014999802320089109 0.001265074446308226 -0.00044115049079685104 -0.0014845264374249265 0.00095472841811898958 0.0008573983953809464 -0.001989609943177669 0.0017186966964591209 0.001440363391694185 -0.001603569614797082 -0.0016652323557414521 0.0001056111004650335 -0.0013120604748230492 -0.0015459438846923002 0.0014638617993101414 -0.00018856634517138451 0.0019137097414431569 0.00062332279182170363 -0.0001361623857241578 0.0014650774237426106 0.00082434143514080861 -0.0013817195287932741 0.00015312126026268837 0.00058150520516108643 -0.0017896618376558092 -0.0012371446040204445 0.001192775809856713
leaf_weight=0.18092616542708295 0.89064933799090684 0.6079471385564833 0.8317072981762974 0.84621570172748761 0.60732853513763752 0.37568430804822128 0.27038008056115437 0.56384795086341899 0.78365652186471368 0.28118479125987506 0.22943053452763706 0.11095435394963715 0.16020346626464743 0.21193207818578264 3.6965036004735907 0.52829015045426597 0.50937906813533151 0.42602620832622085 3.1892294388972009 0.33625859674066427 0.2114562451613432 0.83376604001387133 0.3301202228758483 0.63148763542994757 0.43693852776050335 0.60944504942744993 2.2599931084550917 0.25620341958710924 0.44233579258434474 0.27776712227205269
leaf_count=19 45 115 91 211 57 29 21 37 102 70 10 12 45 37 956 29 33 23 541 15 25 63 13 25 50 27 130 16 15 38
internal_value=4.69391e-05 -6.47384e-05 -0.00051264 -0.000809203 0.000117697 0.000691679 5.7905e-05 9.99027e-05 1.46668e-05 -0.000650716 -9.83045e-05 0.000593779 -0.000358031 0.000151187 9.5884e-06 9.29919e-05 -3.23642e-05 5.52733e-05 -0.000265955 0.000376573 0.000198848 0.000450479 0.000210652 -2.9907e-05 -0.00072783 0.000397005 0.000259765 -0.000524827 -0.000431567 -7.78967e-05
internal_weight=21.9272 8.50451 2.28587 1.67792 13.4227 1.26633 12.1564 6.21864 5.65479 0.962699 0.681515 0.500588 0.271158 4.69209 3.90844 11.886 8.24247 7.71418 3.97638 3.64356 3.03623 2.38784 2.05158 1.72146 0.648395 3.7378 3.31177 1.08997 1.05178 3.467
internal_count=2900 1705 417 302 1195 74 1121 1288 1251 156 86 67 57 1095 993 1100 836 807 612 264 207 132 117 104 75 195 172 79 42 579
is_linear=0
shrinkage=0.00196078


Tree=993
num_leaves=31
num_cat=0
split_feature=9 18 16 7 16 23 18 22 22 19 20 16 4 19 16 20 22 16 8 8 9 0 5 5 16 3 0 13 16 17
split_gain=0.0207574 0.0272961 0.0222589 0.0944003 0.0708909 0.0518288 0.0455843 0.044274 0.037285 0.0306073 0.0961484 0.0632964 0.0904189 0.112746 0.0605029 0.103311 0.0778557 0.0677409 0.100329 0.0926067 0.090145 0.0663172 0.0629104 0.0714695 0.0608579 0.0611457 0.213586 0.127076 0.113423 0.159063
threshold=26.901933640100001 16.118666550000004 9.6249774926000011 25.762580120700004 11.934972090850001 -0.22253999999999999 14.732667293750003 -0.61225999999999992 -0.0086649999999999991 11.950964240300001 37.186372654950006 15.054964794950001 233.74578482015002 12.250988447150002 15.549963637400003 40.878805547300004 -0.054494999999999995 17.844958270700005 8.1436447804000007 8.0437227585500022 191.87997069285004 97.32487278035002 26.225713454500006 26.907574285750005 18.094957686100003 85.622014538550019 95.762878606550018 109.57886493895002 19.214955067100004 173.06150329755005
decision_type=2 2 2 2 2 2 2 2 2 2 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 -4 -5 -9 10 -6 12 -11 -14 15 16 -13 18 19 20 21 22 -16 -24 -19 26 27 -26 29 -27
right_child=2 -3 4 7 9 -7 -8 8 -10 11 -12 14 13 -15 17 -17 -18 24 -20 -21 -22 -23 23 -25 25 28 -28 -29 -30 -31
leaf_value=0.007670026852620671 -0.078885585568028951 -0.10031599524885269 -0.074512325295714554 -0.1013859310415256 -0.10114415434148878 -0.10050051169103305 0.067119040576055958 0.080769887545602867 -0.034049652088165863 -0.10157097510386115 0.028051653304299286 -0.042654502054187998 0.04647235929302676 -0.064407307995151292 -0.074587991720506938 0.073919058118313841 0.039010796980911311 0.044345691202320105 -0.087142753955954 0.066113219656652386 -0.08364442910350417 0.037942124857819448 0.099000723742847671 -0.10033685396323873 -0.070894866577177543 -0.048725896700267918 0.026334409563015467 0.054535660500086194 -0.00023480610991347155 0.061482447877841954
leaf_weight=0.046489223698700566 0.067433052036789287 0.047147784811883753 0.043520745937712491 0.017108848949419553 0.061987091050012988 0.12059601685166299 0.047556533029819548 0.20738784643612007 0.032747245399946223 0.14545148942670394 0.81445759011148766 0.2300761058468197 0.18531326672967907 0.18154929900629213 0.15823650968377379 0.3008775795733527 0.23698119283653696 0.32136082604847516 0.20997035568143474 0.13480179352336563 0.18659684353042394 0.22300796744639229 0.054765605891589075 0.02678226097100378 0.65116819641479995 0.16473124989988619 0.56252115943789249 0.092208581860177219 9.5220418619119283 0.63880674544816429
leaf_count=36 61 156 32 11 50 175 15 124 58 55 189 33 49 74 129 34 17 39 79 16 70 50 5 74 146 74 71 10 913 55
internal_value=0.000239857 -0.0467027 0.000520902 0.0264311 -2.83791e-05 -0.0574983 -0.000558681 0.0540385 0.0651119 0.000777042 0.0189142 -0.000340266 -0.0348513 -0.00839867 0.000948875 0.0282207 -0.00121817 -0.000668716 -0.0257499 -0.00931172 -0.0249686 -0.00131065 -0.0378171 0.0335335 0.00141738 0.000231331 -0.0201564 -0.0553364 0.00280981 0.0388889
internal_weight=15.7337 0.093637 15.64 0.324677 15.3154 0.211673 0.0910773 0.257244 0.240135 15.1037 0.876445 14.2272 0.512314 0.366863 13.7149 0.767935 0.467057 12.947 0.994161 0.784191 0.649389 0.462792 0.239784 0.0815479 11.9528 11.6315 1.3059 0.743377 10.3256 0.803538
internal_count=2900 192 2708 254 2454 222 47 193 182 2232 239 1993 178 123 1815 84 50 1731 423 344 328 258 208 79 1308 1269 227 156 1042 129
is_linear=0
shrinkage=0.1


Tree=994
num_leaves=31
num_cat=0
split_feature=6 13 16 20 10 21 3 15 19 12 12 6 13 20 9 9 6 16 7 3 6 0 18 23 3 10 0 10 20 19
split_gain=0.062822 0.180948 0.158301 0.155599 0.132628 0.13551 0.226825 0.131905 0.116257 0.151012 0.146854 0.12071 0.232742 0.199441 0.219464 0.129986 0.103157 0.161087 0.112831 0.099293 0.229434 0.151976 0.0975077 0.125614 0.0875137 0.331745 0.322721 0.147259 0.155611 0.281304
threshold=14.835346625500001 107.97116697695002 18.714956236300004 34.997818021800008 69.64719632740001 3.2025200283000004 84.807411725000023 37.576156502300009 12.851036860900001 144.78335471795 147.29495425805001 13.665319288000001 101.53768667075001 41.028010303750008 205.88909726980003 201.2906445504 11.125259939900001 17.614958808600004 25.284494767250006 86.302194445500007 15.135353635100001 93.972365491700018 14.371157440600003 -0.24523500000000001 89.227236891450005 66.697957758300021 92.031298721500022 65.727424373200009 38.441102963850007 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 8 -3 7 6 -6 -5 11 -10 -11 12 22 14 15 -13 17 -12 -18 21 -21 -2 23 -1 25 -22 -27 28 29 -26
right_child=19 3 -4 4 5 -7 -8 -9 9 10 16 13 -14 -15 -16 -17 18 -19 -20 20 24 -23 -24 -25 27 26 -28 -29 -30 -31
leaf_value=0.00083272308284734775 0.001204776000409382 0.0009762537426336648 0.0011225943838122242 0.00076252829078571327 0.00033559894223069071 -0.0019986644768227326 -0.0020169567945925466 -0.00093910736523122483 -0.0015703624503338968 0.0019278006658974723 -0.00089720652094651087 -9.1574964488361452e-05 -0.0016839928095783111 0.0013770033254403137 -0.0013550333303205943 0.0014648765446373131 9.7876348723144378e-05 0.0012530809159410864 -0.0019871217134717258 -0.0011388419302617041 0.0013397025096665942 -0.00015571513953659626 0.00018548963140455532 -0.0017482211145541152 -0.0016732651894033471 -0.0020153620380473241 0.00082311131092348408 -0.0012093725034547521 -2.0076979487334895e-06 0.00090716566588897203
leaf_weight=0.10582536473521031 0.74814023688668274 0.21341725888487451 0.49522930232342321 0.33655774337239552 0.38554353881045222 0.4799493608152261 0.26647483445412945 0.36517149559222162 0.38463114268233756 0.11778325833438408 0.26894341403749422 0.50065865705801094 0.32637582769530116 0.66039595362235548 0.31993436341872439 0.35086534218862653 0.1693176778499037 0.26684588770149276 0.2430023462002282 0.58503838601609359 0.87488277908414491 0.54610340323415585 2.6587280502064914 0.23022970152124145 0.18140532417237132 0.29583412322972436 0.32120410457719117 0.34176024299267815 9.4276721559640446 1.5523055253142954
leaf_count=18 36 10 34 19 25 99 38 27 80 6 81 34 76 44 28 13 16 27 60 40 39 38 877 93 95 30 15 22 805 75
internal_value=3.31533e-05 -9.47269e-05 5.33794e-05 -0.000608314 -0.000792736 -0.00120793 -0.000625872 -0.000122983 -2.68059e-05 -0.000517171 -0.000137123 0.000111227 -0.000111653 0.00051531 2.954e-05 0.000549752 -0.000393648 0.000173728 -0.00113093 0.000111784 6.23269e-05 0.00063072 5.97029e-05 -0.000935469 0.000116404 0.000563204 -0.000537772 5.8455e-05 9.72757e-05 0.000637165
internal_weight=24.0202 9.14588 7.09877 2.04711 1.8337 1.13197 0.652018 0.701729 6.60354 1.45052 1.06589 5.15301 3.32116 1.83185 1.17146 0.851524 0.948109 0.535789 0.41232 14.8743 13.5801 1.29424 2.99478 0.336055 12.9951 1.49192 0.617038 11.5031 11.1614 1.73371
internal_count=2900 1705 1487 218 208 162 63 46 1453 270 190 1183 1064 119 75 47 184 108 76 1195 1121 74 988 111 1081 84 45 997 975 170
is_linear=0
shrinkage=0.00196078


Tree=995
num_leaves=31
num_cat=0
split_feature=17 9 15 21 6 18 5 9 8 16 9 9 9 21 23 20 6 22 8 23 12 23 19 23 3 17 19 15 16 5
split_gain=0.0287902 0.0252482 0.0484019 0.035698 0.0503262 0.07234 0.033418 0.0283265 0.076647 0.0558482 0.071711 0.0817776 0.0571546 0.0884157 0.0832265 0.115047 0.122609 0.092643 0.0798031 0.0739625 0.0708047 0.0527109 0.0487378 0.0468343 0.0444963 0.058592 0.0465614 0.124714 0.113449 0.185887
threshold=157.96759137085004 37.256168974800005 6.9561856507500011 2.7327447008500005 2.7550643716500001 16.118666550000004 7.9505457906000006 187.70546222865002 8.3434888241000014 22.674946976100003 185.90443620030001 185.04294426330003 181.61255275325001 6.6145699112000012 -0.15684499999999998 44.710446918150005 16.495385412050002 -0.24103499999999997 5.9453602998000008 1.0000000180025095e-35 193.25218726830005 -0.25765499999999997 12.250988447150002 -0.23472499999999999 76.021530554700021 242.64190980425005 12.651020723000002 23.900317844600004 15.444963882950001 16.579584939650001
decision_type=2 2 2 2 2 2 2 2 2 2 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 5 -5 -4 8 9 10 11 12 14 -14 17 16 -16 -3 -18 -17 23 -22 -21 -19 25 -9 28 -28 29 -26
right_child=1 7 3 4 -6 -7 -8 24 -10 -11 -12 -13 13 -15 15 19 18 20 -20 22 21 -23 -24 -25 26 -27 27 -29 -30 -31
leaf_value=-0.077244311174732794 0.080235338358466662 -0.10046935510026152 -0.10057665059300654 0.084217870677104706 -0.10059157487657096 -0.10030190703057887 0.06868396623451016 -0.10045619137066807 0.070995881144834475 -0.042399059256545857 0.048208921661966553 -0.069783335230757665 0.080503741739620438 -0.0059916467174514201 -0.09667282427671027 -0.064526685233479833 -0.10017431801305353 -0.1009898638340337 0.07084909953413164 -0.01343140838187256 0.00048152996680250298 0.069627082607230995 0.054414397638582718 0.03135129605106203 0.020286661289117019 0.027107594444153029 -0.062603767854876313 -0.00078668091825226513 0.061950462919168829 -0.083277136179993883
leaf_weight=0.047807892703475185 0.03669611935309447 0.054299178890232724 0.015680071122588402 0.045652156230062246 0.12922532664515529 0.039743664781553889 0.045548980437160935 0.099343762716954553 0.19064963876735408 0.22423188667744387 0.40721319391377608 0.14587080894852977 0.24213336679531483 0.2308548715809593 0.28483549380757689 0.10775866167932691 0.038752444824012855 0.056854333400679025 0.092194552533328533 0.17412869032341405 0.15357387086169183 0.39079044911250094 0.27014948702708352 0.050486654473390069 0.8578857664761006 0.056476341322195367 0.33714682424761022 10.201731158537767 0.39642975025344629 0.21719178078637924
leaf_count=96 48 57 90 7 147 70 8 161 18 23 38 15 25 23 211 56 89 76 7 55 43 69 45 16 138 34 98 1056 46 35
internal_value=0.000238957 0.000476511 -0.0276594 -0.0420126 -0.061227 -0.00165861 0.0253382 0.00105198 0.00956111 0.00555564 0.00953838 0.00266994 0.00759296 0.0382873 -0.00108062 -0.0201257 -0.0598533 0.0250271 0.0202364 0.0097963 0.0354833 0.05012 0.0278232 -0.0387447 -0.00112651 -0.0542212 -0.000437674 -0.00276426 0.0162252 -0.000635742
internal_weight=15.6413 15.5935 0.312546 0.27585 0.214621 0.0853958 0.0612291 15.281 3.11478 2.92413 2.6999 2.29268 2.14681 0.472988 1.67382 0.967819 0.415782 0.706004 0.130947 0.552037 0.651705 0.544364 0.444278 0.107341 12.1662 0.15582 12.0104 10.5389 1.47151 1.07508
internal_count=2900 2804 370 322 224 77 98 2434 866 848 825 787 772 48 724 463 307 261 96 156 204 112 100 92 1568 195 1373 1154 219 173
is_linear=0
shrinkage=0.1


Tree=996
num_leaves=31
num_cat=0
split_feature=8 22 8 0 22 22 4 13 3 21 21 0 23 23 13 18 3 9 22 23 9 22 20 15 20 6 15 21 4 15
split_gain=0.0527379 0.194284 0.185606 0.13501 0.0877058 0.146428 0.183015 0.150408 0.201035 0.203871 0.254523 0.210087 0.179497 0.242808 0.190481 0.132434 0.181059 0.130618 0.125217 0.121824 0.211787 0.153293 0.13639 0.172124 0.120519 0.0988473 0.223805 0.210857 0.257465 0.200349
threshold=8.8430989333000021 -0.011399999999999999 9.3427090425500019 88.576630023850015 -0.065399999999999986 -0.054494999999999995 202.07185322905005 117.69263157665002 93.249170254600017 16.027392061700002 5.3801611018500006 85.872041144650012 0.11467000000000002 0.084795000000000023 112.82921081865001 15.731168606150002 92.671151756550017 187.70546222865002 0.098830000000000015 0.076080000000000023 203.64522440670001 0.072320000000000023 36.514114975300011 28.129673635100001 37.737818700150008 15.785368822600002 28.566186095050004 4.0344380320500006 248.34582299520005 28.321365561200004
decision_type=2 2 2 2 2 2 2 2 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 25 6 -6 8 12 10 11 -10 13 14 19 16 17 -15 -19 20 22 -21 -7 -24 -17 26 29 28 -28 -1
right_child=1 -3 -4 -5 5 7 -8 -9 9 -11 -12 -13 -14 15 -16 24 -18 18 -20 21 -22 -23 23 -25 -26 -27 27 -29 -30 -31
leaf_value=-4.8729390984828925e-05 -0.0016551497859190046 -0.0015254161203134312 0.00086199337166439351 0.000340034756813579 -0.00045944714738947181 0.0015229427084854548 0.0013033738613412564 0.0012633311320029783 -0.0014916526186249885 0.0015348716979416014 -0.0019458042424475434 0.0015842131542004752 0.0011250024012003108 0.00055338492524143368 0.0018562729384825865 -0.0019808656855824476 0.00063510363290431645 -0.00065776395602321156 -0.0018812345251055904 0.0015899672650171056 -0.0019977715144392566 -0.0008749911320732449 0.0003166613578352987 -0.0020501686283852529 0.00097384961012968966 0.0001422451755016833 0.00045163242456865214 -0.0014571869755953552 -0.0013039289880675434 0.0017480388856852714
leaf_weight=4.0957908676294359 0.28616475478338521 0.38092345702534558 0.58095498845796101 0.23954683426200063 0.30299662577453979 0.25417286803212957 0.89600761387191596 0.41106785077135999 0.15409286634167052 0.12952643276366871 0.5358306823231942 0.19143851945409551 0.68970746536285776 0.21832304497729715 0.35290948720648874 0.061135338764756741 0.38429383514448989 0.94351828553044448 0.48793538525205804 0.43192374106001796 0.18579269439942425 0.12508968216263838 0.61921560556584154 0.14598146663047373 0.40251232786590663 6.1718854982145785 0.83523145364597462 0.87665134257258603 0.52184852073992261 0.25335473648738105
leaf_count=964 39 49 53 17 21 42 52 26 58 12 106 12 56 43 31 40 16 66 48 43 32 54 114 11 97 544 35 131 78 10
internal_value=3.89726e-05 -0.000317614 9.81218e-05 -0.00074602 6.46253e-05 0.000226644 0.000857897 0.000114089 3.92613e-05 -0.000762091 -0.00109966 0.000212503 0.000192034 5.2536e-05 0.000541398 -0.000361436 -0.000576996 -0.000859338 -0.0010748 0.000278069 -7.24264e-05 0.00103641 0.000278491 -0.000134874 0.000584249 -3.60235e-05 -0.000203162 -0.000707641 -0.000223447 5.59394e-05
internal_weight=22.1658 1.48759 1.10667 0.525712 20.6782 7.92347 1.199 6.72447 6.3134 1.01089 0.881362 0.345531 5.30251 4.6128 2.11509 2.49772 2.03407 1.64978 1.43145 1.76218 1.20516 0.557013 1.01937 0.765197 0.463648 12.7548 6.58288 2.23373 1.35708 4.34915
internal_count=2900 158 109 56 2742 980 73 907 881 188 176 70 693 637 327 310 173 157 114 296 199 97 167 125 137 1762 1218 244 113 974
is_linear=0
shrinkage=0.00196078


Tree=997
num_leaves=31
num_cat=0
split_feature=8 15 21 7 9 0 23 6 21 8 9 17 9 22 15 21 4 15 12 22 22 5 20 15 19 10 7 2 3 13
split_gain=0.0531957 0.0715907 0.0770851 0.0692305 0.0670287 0.0542499 0.141153 0.128921 0.17773 0.222699 0.201178 0.178296 0.208718 0.139455 0.219725 0.223882 0.250696 0.205169 0.191075 0.260411 0.137134 0.168744 0.22915 0.127356 0.22297 0.123881 0.119047 0.115476 0.178832 0.199889
threshold=1.5487913386000003 21.073645951400003 21.991168361800003 23.875242364300004 38.559541491950007 86.530713386650021 0.12064000000000002 15.785368822600002 4.7627705569500014 8.4434108459500017 208.74040644455002 196.15688609640003 205.20707599510004 -0.060760000000000002 28.566186095050004 4.0344380320500006 248.34582299520005 28.321365561200004 207.71672397260002 -0.58350999999999986 0.072320000000000023 18.310380701750002 37.360990606650006 26.135540888150004 12.651020723000002 63.431481129800005 26.113553071150005 100.60547560250002 93.883646373400012 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=1 2 3 -1 -5 6 27 13 9 -9 -11 -10 -13 14 17 16 -16 18 19 -7 23 -22 -23 24 -15 -18 -20 28 -2 -30
right_child=5 -3 -4 4 -6 7 -8 8 11 10 -12 12 -14 20 15 -17 25 -19 26 -21 21 22 -24 -25 -26 -27 -28 -29 29 -31
leaf_value=0.0012026729213645796 0.00078906337411587511 -0.0019835710783308582 0.0015880302653436926 -0.0014536152832101922 0.00079661199331361584 0.00080588068982872542 -0.0010363365035213014 0.00094302866101612394 0.0014868881825596987 -0.00099487036613837409 0.0006397761803017193 -0.00021490761408834839 0.0011356241766185436 0.00064479427325548049 0.00050773990989312211 -0.0013932913847573543 0.00041086707329846737 0.0017368826700246899 0.00094202891665776437 -0.00081810237667327007 0.0003381948185310003 0.00030757062700930197 -0.0019331931446165756 0.00087438637751491516 -0.0016041757988289496 -0.0017954421151251451 -0.00030887128210746988 -0.00017860181134574186 -0.0016703467366132126 0.00028332601566864572
leaf_weight=0.068863519058370737 1.4402257637120812 0.10781361244744403 0.076534642139449716 0.23916484097611601 0.064652077283881226 0.50971487399920379 0.540467545042702 0.61041399172972788 0.8384595820680264 0.92711202695500083 0.42086399393156171 0.98204139550216474 0.79702706437092274 0.52391433848901714 0.84472994797397427 0.94118154450552527 0.13157589582260698 0.27739510510582466 0.93229690770567664 1.487451735476043 1.1445006618491786 0.33064620476216067 0.37385825002274942 1.7248536817351121 0.25053729469073005 0.38164265420346055 0.42623523713973555 4.5836850480222893 0.28797440407970487 0.66933023197634611
leaf_count=30 54 82 8 272 38 64 58 38 30 40 32 41 40 96 34 129 9 10 115 307 221 11 45 110 53 68 134 616 66 49
internal_value=4.98258e-05 -0.00054871 -0.000204337 -0.000572423 -0.000974768 6.47244e-05 -7.09562e-05 0.000133418 0.000407199 -3.95527e-05 -0.000484502 0.000741452 0.000390134 1.15568e-05 -0.000183963 -0.000658333 -0.000148941 0.000116232 -1.77369e-05 -0.000403631 0.000278297 -0.000126543 -0.000881532 0.0005778 -8.27539e-05 -0.0012298 0.000549563 3.78108e-06 0.000352467 -0.000304374
internal_weight=22.9352 0.557029 0.449215 0.37268 0.303817 22.3781 7.52168 14.8565 4.57592 1.95839 1.34798 2.61753 1.77907 10.2805 5.93222 2.29913 1.35795 3.63309 3.3557 1.99717 4.34831 1.84901 0.704504 2.49931 0.774452 0.513219 1.35853 6.98122 2.39753 0.957305
internal_count=2900 430 348 340 310 2470 843 1627 221 110 72 111 81 1406 870 240 111 630 620 371 536 277 56 259 149 77 249 785 169 115
is_linear=0
shrinkage=0.00196078


Tree=998
num_leaves=31
num_cat=0
split_feature=20 21 23 20 21 22 6 10 16 19 20 10 10 3 20 21 3 3 13 3 13 18 17 20 20 18 9 5 19 23
split_gain=0.0199721 0.0456459 0.0550539 0.0440916 0.0404162 0.0241923 0.0270602 0.0875753 0.115013 0.0981106 0.0920577 0.0938329 0.138904 0.113348 0.0915844 0.0908844 0.169737 0.0769541 0.129076 0.19538 0.148355 0.132914 0.164888 0.145532 0.115077 0.154508 0.116291 0.106966 0.088359 0.114265
threshold=49.110028829250005 20.770927814650005 -0.17732499999999998 48.852845034800005 3.3208308644500009 0.68694500000000025 14.835346625500001 71.52105164435001 18.714956236300004 12.751028791950002 35.461062230100005 69.873026810350026 69.563854125350005 87.963661570150023 39.995120105550008 3.2025200283000004 84.807411725000023 86.302194445500007 112.82921081865001 89.227236891450005 113.85351336640001 13.583580954200002 173.06150329755005 37.797539186950011 38.441102963850007 13.373311100250001 192.79514127745003 18.613387752550004 14.251149826300002 0.10371000000000001
decision_type=2 2 2 2 2 2 2 2 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 -4 6 7 10 9 -9 -1 12 13 -12 -11 16 -13 27 21 -20 -21 22 -19 -23 25 26 28 -8 29 -22
right_child=1 -3 4 -5 -6 -7 17 8 -10 14 11 15 -14 -15 -16 -17 -18 18 19 20 24 23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=0.047177320002378655 0.020097363229100839 0.054397389508381189 0.038937081461762564 0.046949289265366442 -0.094110251983277812 0.037245989211606594 0.054982501604694471 0.0083561940702567249 0.075920127324238654 -0.091027631595237635 -0.090871482751308644 0.026369135020756437 0.088703352137475919 0.0045437663956287089 -0.011534440407566338 -0.096545892047724902 -0.10202610303042287 -0.064623796717396695 0.060460347405442788 -0.087223741384480025 -0.072503149443790146 -0.0002009814849761389 0.088998671748723501 -0.10290145426385858 -0.0030419756874724836 0.082929196141575123 -0.038562088620729379 -0.021481670125037822 0.089733250056771977 0.10071137636454496
leaf_weight=0.15687405905964169 0.095210749921534443 0.060929687359021045 0.026881074147241502 0.20441373267021923 0.15157483760475543 0.17418044740270566 0.59204957509064016 2.261342076125346 0.20329781505279232 0.20293061741358531 0.18886437332912442 0.24823502062645275 0.1250612302828813 0.36533984219022386 0.50708909983950434 0.33538910818606382 0.17593727839266649 0.12730320565719822 0.56787466723471691 0.19145608236362921 0.10561866640955464 0.22260329063328754 0.1548617271605508 0.36295305030398595 6.6132271847895936 0.38557275617495179 0.33343847852665931 0.26476203586207703 0.19181660865433514 0.059560803696513176
leaf_count=24 33 18 4 33 176 37 45 825 23 89 59 26 10 67 161 113 39 71 40 31 52 17 38 50 722 22 26 29 17 3
internal_value=0.000289045 -0.02388 -0.0413079 0.000816839 -0.0740691 0.000193057 -0.000238831 -0.00645311 0.00315288 -0.00182579 -0.0255643 -0.0334953 -0.00649086 -0.0279723 -0.0342544 -0.057645 -0.0268864 0.00267517 3.75568e-05 0.0038098 -0.00027238 -0.0366909 0.0196894 -0.0638592 0.00189264 0.0322212 0.00390335 0.0313544 0.0435666 -0.010045
internal_weight=15.6566 0.334596 0.273667 15.3221 0.178456 15.1176 14.9435 4.77036 3.17466 2.97136 1.5957 1.43883 0.679265 0.554204 0.71002 0.759561 0.424172 10.1731 9.31629 8.44857 7.88069 0.867721 0.282165 0.585556 7.68923 1.07601 0.690435 0.856812 0.356996 0.165179
internal_count=2900 231 213 2669 180 2636 2599 1436 1098 1075 338 314 136 126 250 178 65 1163 1089 913 873 176 109 67 842 120 98 74 72 55
is_linear=0
shrinkage=0.1


Tree=999
num_leaves=31
num_cat=0
split_feature=5 21 5 23 13 3 8 8 16 22 20 19 5 7 10 22 0 22 10 15 5 15 19 8 20 10 2 21 6 12
split_gain=0.0538895 0.0947457 0.0725474 0.0834777 0.083316 0.0451774 0.0659668 0.0692923 0.0484723 0.106551 0.148417 0.105059 0.0824775 0.0945662 0.0659795 0.0629962 0.0577646 0.188856 0.136175 0.155938 0.134017 0.104169 0.0844563 0.0787657 0.0747607 0.0729986 0.143623 0.0671662 0.0632913 0.162889
threshold=7.7286379265000011 8.8712712239000009 5.2595069053500012 0.074640000000000026 92.138837046750012 68.827216597650008 2.4480895352000007 2.6479335789000005 13.534968349350001 -0.13324 45.673096293200011 11.850956171350001 13.264960807550002 25.823591744850003 80.468240302450013 -0.18126999999999999 98.615332683000005 -0.094344999999999998 76.42211081615001 21.595769066000003 13.697488545350001 23.304416445750004 12.551012654050002 6.0452823216500002 41.261521012900012 75.403185184700007 169.65174180905004 12.151864830850002 14.835346625500001 212.86469446750002
decision_type=2 2 2 2 2 2 2 2 2 2 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 9 10 -7 14 13 -11 15 -10 18 23 19 27 24 -22 -23 -18 -19 28 -27 -13 29 -21
right_child=5 2 -4 4 -6 8 7 -9 11 12 -12 16 -14 -15 -16 -17 17 20 -20 25 21 22 -24 -25 -26 26 -28 -29 -30 -31
leaf_value=-0.0019759280155874381 0.0018478171218326528 0.0012705962165422218 -0.0019709240223559845 -0.0019707907243912016 0.001115442768365209 0.00070180520349556134 0.0019796102014070175 -0.0019737230204667057 0.001048138019789005 0.00058513734159180454 -0.0019777436883847959 -0.0018330812938734235 -0.0019824328446459748 -0.0019882646737600521 0.0017631052265365452 -0.00051016036173269529 0.0003781303494158088 0.0013498899621157158 0.0011854691085388049 4.2519205602477423e-05 -0.0019936332382733553 0.00078945049773527891 -0.0013942979436419416 -0.001983675792179472 -0.00011894994796631558 -0.00016518691633271587 0.001750734734327585 0.00019461723111441895 0.00010283882235679618 -0.00099639355772572318
leaf_weight=0.1380019966742364 0.12570764958218461 0.16516318608773872 0.064067891779359343 0.087156891949007331 0.054759880131314276 0.43773324262792812 0.027207508683204651 0.045639471966296696 0.24300386855611578 0.15928916828125039 0.097102536839884124 0.23921783519791517 0.20863473957797396 0.083775218276969099 0.20802290108986199 0.16918101454575918 0.066365770311676897 0.32295451033860334 0.41280446344171551 2.4877329198498113 0.15609377104556188 0.18579212194890715 0.10748093399888603 0.29832179981531226 0.22677189332898706 0.31790344556793471 0.28554378473199904 0.085166772602860874 14.673537772458074 0.75670925193844585
leaf_count=312 13 28 70 90 17 115 1 49 20 27 65 79 92 76 16 32 18 31 30 237 30 23 27 93 32 21 20 15 1082 139
internal_value=4.19932e-05 -0.000588797 -7.30267e-05 0.000322943 -0.000779939 5.63133e-05 0.000987463 -0.000497199 4.79961e-05 -0.000376881 0.000215318 6.77279e-05 -0.00107808 -0.000301818 0.00086287 0.000408535 4.38144e-05 -0.000346156 7.14298e-05 4.70276e-05 9.46839e-05 -0.000699608 -1.08662e-05 -0.00155387 0.000743967 7.06319e-05 0.000741404 -0.00130071 4.80414e-05 -0.000199789
internal_weight=22.9368 0.50915 0.371148 0.30708 0.141917 22.4277 0.198555 0.072847 22.2291 0.986535 0.534836 21.2426 0.451699 0.243064 0.620208 0.412185 20.6224 1.36378 19.2586 18.8458 0.999093 0.449367 0.293273 0.364688 0.549726 18.5214 0.603447 0.324385 17.918 3.24444
internal_count=2900 517 205 135 107 2383 63 50 2320 375 180 1945 195 103 68 52 1877 254 1623 1593 143 80 50 111 63 1499 41 94 1458 376
is_linear=0
shrinkage=0.00196078


end of trees

feature_importances:
lst_pka_pred_nshell3=2480
atom_area_sasa_Hs_min=2313
cm5_Cs=2276
cm5_Hs_min=1999
atom_area_sasa_Cs=1857
lst_pka_pred_diff_nshell3=1810
atom_volumes_sasa_Cs=1597
atom_p_int_times_area_Cs=1501
atom_v_free_3_5_Hs_min=1441
atom_volumes_sasa_Hs_min=1429
atom_v_bur_3_5_Hs_min=1386
atom_v_bur_3_5_Cs=1368
atom_p_int_Hs_min=1353
atom_p_int_times_area_Hs_min=1321
atom_p_int_Cs=1249
atom_v_free_3_5_Cs=1050
atom_v_distal_3_5_Cs=925
atom_areas_Hs_min=779
atom_areas_Cs=737
atom_v_distal_3_5_Hs_min=575
atom_v_molecular_3_5_Cs=395
atom_v_molecular_3_5_Hs_min=159

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:[]
