tree
version=v4
num_class=1
num_tree_per_iteration=1
label_index=0
max_feature_idx=19
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
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]
tree_sizes=3388 3394 3402 3409 3422 3410 3405 3415 3417 3418 3428 3416 3423 3434 3407 3433 3427 3430 3432 3431 3424 3423 3420 3436 3435 3436 3427 3431 3430 3432 3427 3427 3426 3422 3430 3433 3428 3439 3425 3419 3444 3422 3433 3423 3445 3436 3437 3453 3440 3414 3443 3432 3448 3436 3415 3414 3413 3412 3448 3430 3462 3419 3450 3443 3447 3421 3443 3446 3426 3449 3450 3401 3416 3462 3407 3437 3435 3426 3443 3461 3416 3430 3441 3412 3455 3449 3431 3451 3453 3456 3454 3417 3428 3433 3406 3405 3425 3455 3478 3468 3436 3414 3458 3452 3451 3458 3458 3460 3451 3439 3467 3451 3414 3475 3457 3418 3446 3463 3442 3411 3447 3458 3436 3454 3425 3466 3458 3432 3416 3456 3421 3452 3419 3460 3429 3468 3447 3453 3450 3407 3432 3415 3428 3428 3454 3420 3454 3460 3425 3427 3462 3464 3445 3462 3461 3461 3455 3443 3475 3433 3470 3409 3469 3412 3449 3461 3417 3416 3412 3468 3466 3413 3404 3460 3429 3431 3455 3412 3422 3469 3463 3459 3422 3472 3418 3473 3456 3426 3461 3387 3455 3440 3473 3417 3466 3416 3461 3471 3455 3470 3463 3457 3469 3464 3416 3467 3450 3468 3413 3404 3419 3419 3416 3449 3428 3409 3464 3464 3413 3462 3460 3422 3392 3427 3427 3413 3456 3410 3424 3411 3448 3417 3420 3469 3454 3463 3479 3463 3464 3417 3453 3469 3469 3416 3405 3405 3410 3457 3416 3457 3418 3398 3450 3408 3472 3467 3405 3460 3454 3418 3461 3465 3481 3454 3396 3464 3410 3412 3410 3422 3471 3459 3470 3425 3400 3468 3424 3417 3455 3428 3464 3446 3414 3465 3415 3443 3409 3469 3463 3430 3419 3474 3418 3460 3459 3466 3429 3470 3409 3420 3423 3421 3443 3410 3409 3473 3423 3453 3421 3422 3417 3464 3453 3417 3423 3407 3468 3421 3474 3476 3482 3458 3463 3462 3413 3409 3473 3425 3478 3459 3445 3410 3480 3463 3411 3475 3477 3423 3471 3398 3469 3450 3466 3395 3404 3464 3401 3420 3477 3475 3468 3480 3469 3420 3438 3467 3473 3457 3476 3426 3476 3420 3466 3437 3452 3407 3469 3470 3418 3468 3428 3473 3412 3414 3469 3452 3434 3413 3413 3393 3476 3474 3477 3410 3414 3455 3473 3413 3429 3482 3467 3459 3462 3465 3475 3412 3484 3414 3455 3408 3467 3400 3433 3461 3403 3472 3430 3429 3423 3472 3471 3456 3460 3474 3465 3428 3407 3420 3413 3472 3464 3416 3455 3476 3471 3466 3414 3454 3470 3468 3423 3480 3402 3447 3414 3412 3456 3413 3473 3444 3483 3469 3466 3462 3402 3470 3473 3417 3445 3452 3479 3400 3401 3428 3467 3413 3461 3414 3413 3461 3461 3396 3420 3448 3411 3423 3452 3415 3420 3424 3451 3411 3433 3455 3442 3417 3476 3454 3416 3428 3473 3393 3480 3441 3461 3424 3441 3416 3438 3414 3481 3415 3454 3481 3466 3462 3427 3445 3479 3460 3427 3482 3398 3483 3458 3445 3420 3399 3429 3472 3414 3472 3445 3480 3461 3464 3465 3475 3483 3482 3475 3396 3477 3479 3467 3466 3423 3395 3439 3480 3462 3428 3481 3435 3415 3427 3417 3462 3441 3485 3462 3422 3431 3423 3408 3416 3462 3436 3470 3465 3401 3457 3458 3480 3467 3436 3424 3440 3467 3398 3482 3486 3411 3463 3449 3491 3480 3430 3476 3479 3469 3472 3474 3402 3482 3449 3481 3412 3418 3480 3419 3464 3463 3431 3465 3409 3425 3402 3468 3432 3486 3422 3467 3475 3438 3483 3455 3430 3437 3437 3418 3457 3468 3431 3424 3419 3426 3422 3488 3444 3435 3448 3443 3472 3431 3487 3412 3433 3476 3491 3483 3484 3479 3433 3417 3442 3478 3467 3485 3441 3473 3415 3479 3426 3461 3438 3423 3449 3431 3424 3479 3468 3432 3443 3467 3448 3449 3413 3465 3481 3478 3424 3489 3446 3461 3417 3434 3435 3421 3483 3416 3413 3506 3493 3488 3450 3488 3443 3503 3436 3430 3497 3474 3496 3457 3481 3430 3427 3433 3491 3470 3492 3500 3428 3426 3459 3422 3481 3443 3419 3438 3446 3444 3465 3431 3502 3455 3492 3424 3508 3484 3421 3471 3501 3446 3425 3505 3422 3425 3433 3477 3410 3448 3433 3486 3426 3429 3431 3453 3423 3435 3484 3422 3440 3504 3421 3419 3428 3442 3511 3506 3508 3507 3485 3500 3505 3441 3496 3449 3407 3496 3426 3428 3511 3472 3434 3479 3445 3434 3453 3509 3438 3502 3502 3430 3424 3439 3424 3500 3482 3479 3500 3465 3433 3419 3423 3442 3440 3486 3499 3424 3516 3436 3493 3446 3504 3508 3423 3448 3492 3532 3498 3506 3430 3430 3482 3442 3490 3449 3504 3446 3430 3406 3413 3430 3516 3519 3432 3526 3443 3517 3426 3433 3449 3433 3431 3435 3446 3422 3512 3436 3429 3417 3496 3507 3421 3522 3443 3439 3527 3411 3419 3449 3437 3436 3502 3436 3508 3441 3529 3436 3524 3450 3428 3528 3500 3439 3513 3444 3413 3434 3443 3506 3415 3433 3530 3513 3420 3508 3509 3438 3502 3452 3511 3500 3432 3451 3514 3524 3434 3525 3450 3516 3502 3432 3523 3452 3440 3441 3523 3444 3519 3436 3501 3431 3444 3439 3432 3531 3451 3454 3532 3515 3518 3511 3524 3498 3445 3452 3453 3534 3439 3437 3506 3525 3442 3442 3495 3416 3524 3438 3429 3513 3541 3498 3424 3536 3500 3515 3528 3506 3425 3516 3514 3523 3451 3426 3530 3485 3513 3529 3503 3531 3438 3428 3511 3498 3496 3522 3512 3517 3426 3502 3455 3434 3436 3437 3433 3454 3503 3452 3431 3532 3504 3495 3426 3517 3499 3447 3517 3422 3459 3446 3510 3518 3449 3508 3544 3513 3506 3422 3432 3435 3521 3430 3449 3430 3432 3521 3521 3522 3452 3457 3456 3538 3451 3517 3442 3455 3439 3520 3456 3437 3511 3426 3429 3516 3456 3421 3433 3522 3529 3503 3446 3509 3460 3517 3526 3446 3505

Tree=0
num_leaves=31
num_cat=0
split_feature=16 5 5 10 0 13 5 15 0 9 13 9 16 6 2 8 2 5 0 0 18 4 10 5 17 16 6 2 9 15
split_gain=893.067 216.915 117.928 183.154 89.4235 84.9199 69.3292 52.5271 49.3874 48.5191 47.3257 45.8166 38.1898 37.3995 47.9747 35.1568 34.0157 37.1 26.7969 23.6105 23.3157 32.5847 22.4044 51.3785 22.1299 21.9018 21.8055 18.7527 17.8987 17.6519
threshold=18.594956516900002 23.605484525250002 11.783123780850001 74.757955233350017 98.51854819030001 112.67059178900001 13.812766882300002 29.326787846200002 102.75018128760001 67.711288258750002 113.62230596715001 186.70853236170004 22.704946905950003 16.455384477450004 199.01127796720002 5.5456722124000004 90.828344481500011 20.769304081650002 86.09518316945001 86.162394622750014 17.108018746400003 196.82258699960002 90.937096262400004 1.6209823962500003 200.17087924040001 11.864972254500001 16.405383309150004 178.46521675150004 66.544071737050004 43.153128509050006
decision_type=2 2 2 2 2 2 2 2 2 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 22 9 -5 7 8 24 20 25 -3 -8 19 18 -15 -10 -9 -18 -7 28 21 -6 23 -1 -2 -4 -21 -27 -12 -14
right_child=1 10 3 4 6 13 11 16 15 -11 12 -13 29 14 -16 -17 17 -19 -20 26 -22 -23 -24 -25 -26 27 -28 -29 -30 -31
leaf_value=0.018226216540054803 0.019396542791641196 0.023084086755951933 -0.018966857981165174 0.014913840982887561 0.016083495797823831 0.0067112545824679279 0.011510619381975293 -0.026191343225064709 0.01989471232759871 -0.020991735578069645 -0.00060734791256526082 -0.018646996514940645 -0.0060857207245072669 0.014524110907496269 -0.015019818227415254 -0.019502526351025142 0.0058658637927667245 -0.026191343225064709 0.02213506147946373 -0.012887785844717909 0.021918779428525409 -0.020496124107622311 -0.025258092257780508 -0.01852354598985112 -0.0026976508892731107 -0.012157333872011764 0.015354696712687846 0.012460849882099835 -0.01736432862484218 0.014718367487617446
leaf_weight=6.9337655603885642 37.156695604324341 10.156563580036162 10.657539457082747 58.066941648721695 10.927810251712801 21.060863733291626 10.211038261651991 9.7901497781276685 5.0120520591735866 133.27104195952415 13.542785644531248 56.131275147199631 11.488612681627275 106.8447093963623 10.338145852088926 17.266559541225433 38.428918153047562 7.3802667558193198 233.40867632627487 8.6813512742519396 24.005936473608017 6.7596377730369559 82.502177059650421 110.455138027668 9.8318181037902814 8.2294982075691241 10.192880034446715 14.940013170242308 56.697429448366165 17.879734039306641
leaf_count=15 76 17 63 145 26 70 29 65 10 815 55 330 53 271 57 103 131 49 413 46 43 41 540 648 42 43 25 41 326 45
internal_value=-6.44937e-10 0.0110368 -0.011981 -0.00745583 0.00139728 0.015128 -0.00462559 0.00458038 0.00510166 -0.0174365 -0.00404553 -0.0140053 -0.00637113 0.0180395 0.0119177 -0.0106393 -0.00403418 0.000701163 0.0208585 -0.0106393 0.0135127 0.00210381 -0.0200284 -0.0163529 0.0147736 -0.0034299 0.00236434 0.0037168 -0.0141335 0.00658001
internal_weight=1158.25 602.88 555.37 355.479 188.381 474.24 130.314 102.588 63.972 167.098 128.639 66.3423 118.483 371.652 117.183 22.2786 55.5993 45.8092 254.47 89.1144 41.6934 17.6874 199.891 117.389 46.9885 33.8271 18.8742 23.1695 70.2402 29.3683
internal_count=4633 1741 2892 1689 727 1174 582 363 223 962 567 359 550 811 328 113 245 180 483 452 110 67 1203 663 118 147 71 84 381 98
is_linear=0
shrinkage=0.130957


Tree=1
num_leaves=31
num_cat=0
split_feature=16 5 5 10 0 3 0 5 10 9 13 9 16 0 13 6 6 2 13 16 0 18 10 5 6 7 2 17 2 5
split_gain=727.562 176.779 96.4612 149.333 72.7112 71.4837 59.0399 56.4406 42.3485 40.4942 38.5889 37.3203 31.3432 24.1852 24.0229 23.1655 22.026 39.4552 28.2219 53.2302 22.9017 21.325 18.663 41.84 17.7864 20.6758 17.7552 17.7445 16.7021 16.5154
threshold=18.594956516900002 23.605484525250002 11.783123780850001 74.757955233350017 98.51854819030001 85.589753040950015 96.082805124100005 13.812766882300002 81.573196594050017 58.084576609100004 113.62230596715001 186.70853236170004 22.694946929300002 85.769879735700016 116.60111757565001 13.185308072600002 16.455384477450004 199.01127796720002 112.67059178900001 19.934953383400003 85.990333302400003 14.122113655700002 90.937096262400004 1.6209823962500003 14.865347326450001 24.176603375500004 302.29361977965004 168.62011096010002 186.79363985910004 29.741930202000002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 5 22 9 28 6 21 8 -6 27 -3 -9 13 14 26 -10 18 -18 19 24 -20 -2 23 -1 25 -7 -12 -4 -5 -14
right_child=1 10 3 4 7 16 -8 11 15 -11 12 -13 29 -15 -16 -17 17 -19 20 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=0.014853556520041403 0.01387357572081193 0.018869537257188769 -0.013402210280423758 0.0060530497741715381 0.010807203645728635 0.012922295893754446 0.013275124118084267 0.0093523997444994109 -0.016335072350305128 -0.016315011259927261 0.010408092726317755 -0.015200030389136022 -0.00093997099986826722 -0.0011921208989888101 -0.018670212491438212 0.014216550477913384 0.011664012387103406 -0.012352588398666835 0.0047972530730030077 -0.016505866478561768 0.018228412437910853 -0.017313720933281138 -0.020679355329051772 -0.015098354496830724 0.018766317423548184 -0.015983839591587959 -0.016871153133200194 0.010458049908332052 0.018740313529423586 0.017489599713164574
leaf_weight=6.900296449661254 3.5220926105976131 10.078074336051939 6.7205180078744915 30.137911006808281 43.078153863549232 10.147059291601179 21.232104539871216 10.19134186208248 16.122575864195827 147.17318314313889 8.2781520485877973 55.847718998789787 20.932784661650661 34.869085431098938 38.483849942684174 4.3973991423845282 106.96553158760071 10.453343480825422 19.126589238643646 10.160356462001799 232.62310191988945 22.877743273973465 81.739635795354843 109.90449059009552 29.488273501396179 5.2152960002422324 5.5474144220352164 12.244789674878119 27.741159588098526 10.004471778869627
leaf_count=15 8 17 37 96 117 25 52 29 96 890 24 330 85 147 241 10 274 58 65 60 411 137 540 648 53 31 33 35 49 20
internal_value=-2.20844e-07 0.00899435 -0.00977349 -0.00607855 0.00113823 0.0123327 -0.00137252 -0.00377104 0.00416218 -0.0142239 -0.00329216 -0.011411 -0.00518308 -0.00880379 -0.0138777 -0.00978791 0.0138716 0.00952591 0.0155351 0.00787922 0.017208 -0.0131529 -0.0163551 -0.0133289 0.0134034 0.00310908 -0.000537519 0.00200296 0.012134 0.00501977
internal_weight=1152.2 600.005 552.199 353.655 187.516 471.811 47.6319 129.637 63.5981 166.138 128.194 66.0391 118.116 87.1785 52.3094 20.52 424.18 117.419 306.761 55.011 251.75 26.3998 198.544 116.805 44.8506 15.3624 13.8256 18.9653 57.8791 30.9373
internal_count=4633 1741 2892 1689 727 1174 197 582 223 962 567 359 550 445 298 106 977 332 645 169 476 145 1203 663 109 56 57 72 145 105
is_linear=0
shrinkage=0.0117989


Tree=2
num_leaves=31
num_cat=0
split_feature=16 5 5 10 16 3 0 9 9 0 5 14 19 19 15 13 18 19 6 12 13 16 0 18 16 18 9 8 9 6
split_gain=597.992 145.659 80.4681 122.934 61.2184 59.0942 48.1931 35.2493 32.3105 31.2594 56.7927 25.5109 27.2329 25.0015 55.0914 23.0164 23.8764 19.6525 18.8408 36.7493 23.202 43.6041 19.7814 18.441 17.8662 17.4163 16.9561 16.8222 43.7553 18.4015
threshold=18.594956516900002 23.605484525250002 11.783123780850001 74.757955233350017 13.534968349350001 85.589753040950015 96.082805124100005 67.711288258750002 226.58992707320002 98.51854819030001 14.050239455300002 258.81881833755006 10.650859343850001 12.050972309250001 23.884857921950005 113.62230596715001 13.278511569200001 11.850956171350001 16.465384711100004 219.88098848225005 112.67059178900001 19.934953383400003 86.09518316945001 11.890615410500002 11.864972254500001 14.122113655700002 201.65416293750005 5.1459841250500009 192.57902085675002 14.745344522600002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 5 -1 7 11 6 25 24 15 -6 13 -5 -13 -11 -15 -3 23 -12 20 -20 21 -7 -22 -17 -4 -2 -18 -9 -29 -30
right_child=1 8 3 4 9 18 -8 27 -10 10 17 12 -14 14 -16 16 26 -19 19 -21 22 -23 -24 -25 -26 -27 -28 28 29 -31
leaf_value=-0.018454264640609213 0.015564171144026804 0.019906041261451651 -0.01838347395663514 -0.023297543572037688 0.01489019673893887 0.015028671536175941 0.014798820761783037 -0.02410232444212922 0.024094964201839687 0.02363004142856142 0.016365244741816581 0.010553175623926747 -0.019640982766910165 -0.021566978368438683 0.019363610420382451 -0.0023705771585706154 0.0081326566497020008 -0.017620854554083326 0.012988560657486653 -0.017121363556401908 0.0061255169396329896 -0.018413550403499117 0.020523660053224927 -0.018883487003786309 0.0044498672272172213 -0.019320047752665374 -0.0089959260500280525 0.022821092110275814 -0.024062030883985449 -0.0058177619622202829
leaf_weight=195.057044506073 3.4791322052478817 7.0166940093040457 10.52398708462715 23.976838275790215 53.968120872974396 44.325628250837326 21.099417865276337 71.851879149675369 8.2586150318384153 19.342252716422081 4.0693682432174674 14.598820194602014 11.072890311479567 11.917484343051912 16.570950776338577 21.873929649591446 26.903497532010078 30.236836329102516 100.57166028022766 9.3382734507322294 22.025160863995552 10.089723438024519 231.93104740977287 40.93835386633873 23.036369815468788 22.712629780173302 22.266221046447754 6.2100239992141715 34.747457638382912 17.535153150558472
leaf_count=1203 8 13 63 154 130 109 52 480 13 33 12 44 67 72 34 96 91 181 260 55 73 60 420 244 84 137 110 15 232 88
internal_value=-8.03149e-07 0.0100899 -0.0109828 -0.00681484 0.00127201 0.0138525 -0.00153121 -0.0159797 -0.00367567 0.00630617 0.00066602 -0.0125285 -0.00247037 0.0108907 0.00224124 -0.00560297 -0.00720135 -0.0135895 0.0155918 0.0104303 0.0174314 0.0088278 0.0192749 -0.013133 -0.0027103 -0.0146863 0.000376078 -0.0193962 -0.0136152 -0.0179431
internal_weight=1137.55 592.83 544.715 349.658 185.754 465.573 47.2912 163.905 127.257 136.105 82.1369 49.6485 25.6717 47.8307 28.4884 118.999 111.982 34.3062 418.281 109.91 308.372 54.4154 253.956 62.8123 33.5604 26.1918 49.1697 130.345 58.4926 52.2826
internal_count=4633 1741 2892 1689 727 1174 197 962 567 462 332 265 111 139 106 554 541 193 977 315 662 169 493 340 147 145 201 815 335 320
is_linear=0
shrinkage=0.014519


Tree=3
num_leaves=31
num_cat=0
split_feature=16 5 10 0 13 3 16 18 0 5 0 7 4 10 6 9 9 3 15 10 10 2 12 17 8 9 6 18 10 6
split_gain=494.53 121.007 67.6064 77.6079 55.9912 49.1597 48.4049 51.5875 39.629 34.4066 30.7057 26.9122 37.4832 36.7789 27.5836 26.7433 23.8535 21.3612 25.3076 20.7717 25.8446 20.9612 20.403 18.9797 24.2269 19.5271 30.6779 17.7955 28.5735 17.3026
threshold=18.594956516900002 23.605484525250002 89.89935142405001 95.217121606100008 98.255079293500017 85.589753040950015 15.614963485400002 17.549283450150003 96.082805124100005 1.6209823962500003 102.75018128760001 24.103872582350004 323.22981966960009 74.927328095600004 13.185308072600002 226.58992707320002 191.61296531520003 108.48197402175002 46.055224235250002 60.87206898960001 57.772276765200012 302.29361977965004 154.32008656120004 191.75825325995004 5.1459841250500009 66.544071737050004 13.400313096150002 15.288668002700001 75.629015667650023 16.495385412050002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 5 3 22 9 8 10 16 -2 -5 27 12 -11 -14 -13 17 -8 18 19 20 21 -3 -1 24 25 26 -24 28 -6 -21
right_child=1 15 -4 4 6 -7 7 -9 -10 11 -12 14 13 -15 -16 -17 -18 -19 -20 29 -22 -23 23 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.016713800548105087 -0.010504954533022056 0.011090556579233793 -0.016903841159439305 0.017979600910154561 0.009329675909405144 0.011201321261264966 0.0035019271308928961 0.013729638619929796 0.01053261562739973 -0.016591656474737908 -0.015380942358980803 -0.013918029331529578 -0.019245030892861149 0.015863120184435909 0.0096107122442604855 0.017401284019593562 -0.015006861269703926 -0.017194568250714137 -0.0086323532809355324 -0.0040185118909136126 -0.020680267751020623 -0.01473399846607637 -0.0094203777873462478 -0.018936330060742624 0.015063775360767915 -0.015712075282215104 0.016394782588531557 0.012869101310700274 -0.016775570263413912 0.014311672023364379
leaf_weight=77.74806746840477 25.778991430997849 12.832700759172445 89.221221745014191 6.3012627214193335 18.013439953327183 410.06305950880051 11.626485273241995 14.143384143710135 20.866780161857605 12.18662868440151 7.0170588791370383 89.87347599864006 4.9267323166132 17.47051727771759 6.9105536937713614 8.0546261221170408 39.215294167399406 13.884227573871611 44.964379012584686 9.4156291186809558 8.7463934272527677 5.9132660627365103 19.598621293902401 17.03925284743309 6.6534951627254477 23.001936629414558 8.5000823736190778 57.189497262239456 7.7118378877639762 22.436117872595787
leaf_count=521 145 35 612 11 48 977 44 31 52 80 44 566 34 37 20 13 247 91 238 44 59 36 106 118 18 153 18 135 49 51
internal_value=-1.40195e-06 0.0072271 -0.00788745 -0.0060802 -0.00265867 0.00994555 0.00202133 -0.00544124 -0.00109389 -0.00792499 0.00741381 -0.00916754 -0.000574677 0.00814037 -0.012238 -0.00260712 -0.0107743 -0.00397065 -0.00221045 0.00265535 -0.00457153 0.00294441 -0.012643 -0.00841133 -0.00530613 -0.00795837 -0.00161109 0.00934292 0.00150393 0.00889312
internal_weight=1117.31 582.956 534.349 445.128 292.586 456.709 154.917 64.9852 46.6458 137.669 89.9318 131.368 34.5839 22.3972 96.784 126.247 50.8418 118.193 104.308 59.3441 27.4924 18.746 152.541 74.7934 57.7541 51.1006 28.0987 82.9148 25.7253 31.8517
internal_count=4633 1741 2892 2280 1346 1174 598 322 197 748 276 737 151 71 586 567 291 554 463 225 130 71 934 413 295 277 124 232 97 95
is_linear=0
shrinkage=0.0113486


Tree=4
num_leaves=31
num_cat=0
split_feature=16 5 10 0 13 13 16 18 15 5 0 6 2 13 7 4 10 6 16 2 5 6 7 13 0 0 9 2 10 5
split_gain=410.685 100.281 58.5155 65.4019 46.6072 43.7651 39.8942 43.365 34.0495 28.5454 25.3409 24.0598 26.6744 22.8886 22.4473 31.2484 30.4627 23.0521 22.2993 22.1752 26.9933 18.2947 49.7539 30.1391 17.4936 17.3979 19.9932 18.5622 17.3135 17.1025
threshold=18.594956516900002 23.605484525250002 89.89935142405001 95.217121606100008 98.255079293500017 112.67059178900001 15.614963485400002 18.037292123150003 29.326787846200002 1.6209823962500003 102.75018128760001 16.455384477450004 199.01127796720002 113.62230596715001 24.103872582350004 323.22981966960009 74.927328095600004 13.185308072600002 22.694946929300002 90.828344481500011 20.769304081650002 15.635365317800002 19.506002767000002 109.64607639220002 86.09518316945001 85.769879735700016 71.932467616300016 305.67240907785003 71.104340634100012 2.7155367820000005
decision_type=2 2 2 2 2 2 2 2 2 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 21 9 8 10 28 -2 -5 -6 24 -13 -3 15 -11 -17 29 25 -10 -21 22 -1 -24 -7 26 27 -15 -8 -16
right_child=1 13 -4 4 6 11 7 -9 19 14 -12 12 -14 18 17 16 -18 -19 -20 20 -22 -23 23 -25 -26 -27 -28 -29 -30 -31
leaf_value=0.017261716278825653 0.010222691788878729 0.015458967009394321 -0.016648965732964281 0.017284487172250056 0.0089509162748496098 0.0032700280633366978 0.010920591379044112 0.01870885798084904 -0.020548169650004212 -0.01618701340510624 -0.014874297691079133 0.0088572118827884346 -0.011322479239255173 0.0055923958555539463 0.00054839704968830366 -0.018911272524203611 0.015152485746889465 0.0091198631352533907 0.0047957905540056611 0.0037443549019340436 -0.021473625671217685 -0.018001769107559247 -0.013624985551356425 0.018125254905866583 0.014716273685022423 -0.00057376076260240482 -0.017434664233306033 -0.020093908896103581 -0.011484850241521646 -0.015487938147906865
leaf_weight=9.0970777273178083 44.984948635101318 9.3114653527736646 85.714873567223549 6.1942563205957404 81.771765172481537 20.747287690639496 5.4282472729682913 9.1785451173782331 9.2879279851913434 11.813675895333288 6.8594225347042075 102.69161681830883 10.208990067243574 13.522290453314783 10.747989431023596 4.7433303743600872 17.278884291648865 6.8779275864362708 30.43732251226902 37.319102853536606 7.1738225966691962 51.947032615542412 82.75493223965168 4.4670810252428046 215.87011711299419 34.526336342096329 31.159303531050682 5.6565626114606848 49.228018283843994 76.747445628046989
leaf_count=19 118 17 612 11 232 70 18 14 65 80 44 271 57 49 53 34 37 20 105 131 49 371 533 11 413 147 210 39 290 513
internal_value=-5.63417e-06 0.00695088 -0.00765728 -0.00588606 -0.00256758 0.00957724 0.00193831 -0.00523816 0.00257888 -0.00767902 0.00710701 0.0115548 0.00703247 -0.00249721 -0.0088851 -0.000564859 0.00781555 -0.0118682 -0.0039473 -0.00381478 -0.000321669 -0.0123068 -0.00923531 -0.0119989 0.0137126 -0.00708308 -0.0115477 -0.00198346 -0.00925963 -0.013518
internal_weight=1093.75 572.897 520.851 435.136 286.87 448.284 152.466 63.8348 98.7658 134.404 88.6312 349.518 112.901 124.613 128.209 33.8359 22.0222 94.3734 115.302 53.7809 44.4929 148.266 96.3191 87.222 236.617 84.8645 50.3382 19.1789 54.6563 87.4954
internal_count=4633 1741 2892 2280 1346 1174 598 322 363 748 276 811 328 567 737 151 71 586 550 245 180 934 563 544 483 445 298 88 308 566
is_linear=0
shrinkage=0.0119063


Tree=5
num_leaves=31
num_cat=0
split_feature=16 5 10 0 13 13 16 17 15 12 5 6 2 9 3 6 9 7 10 16 3 15 13 7 16 6 7 13 5 13
split_gain=342.698 83.9265 51.8625 53.1297 42.3228 37.3951 32.7716 37.6031 28.1933 24.8545 30.268 21.3545 21.9682 21.0676 20.9139 20.4606 20.4448 19.8763 31.9293 27.0587 16.8515 19.2076 16.8907 16.7478 17.1698 16.472 41.287 24.9406 16.2759 31.5411
threshold=18.594956516900002 23.605484525250002 90.937096262400004 95.217121606100008 98.255079293500017 112.67059178900001 15.614963485400002 236.15709471040003 30.054399297400007 216.20511703005005 2.7155367820000005 16.455384477450004 199.01127796720002 191.61296531520003 76.927540944650019 13.245309474550002 226.58992707320002 24.103872582350004 74.927328095600004 9.7049773055000017 108.48197402175002 46.055224235250002 117.97223122220002 23.209106085000005 22.694946929300002 15.635365317800002 19.506002767000002 109.64607639220002 16.043149448600001 103.191088421
decision_type=2 2 2 2 2 2 2 2 2 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 25 9 8 14 13 -2 10 -5 -7 -13 -8 -6 -12 20 18 -11 -19 21 22 -3 -23 -25 26 -1 -28 -16 -30
right_child=1 16 -4 4 6 11 7 -9 -10 17 15 12 -14 -15 28 -17 -18 19 -20 -21 -22 23 -24 24 -26 -27 27 -29 29 -31
leaf_value=0.019870015184930579 0.010620024966712705 0.0080061457289951846 -0.020764353762215325 0.013005849810343554 -0.017466223332742909 0.016201796273951942 0.0058347858369613053 0.016192365116053476 -0.0056224579543470328 -0.02269688574231488 -0.020956024863309473 0.010264038384387334 -0.013066813538178238 -0.017584574564717705 0.015203966813396265 0.011785555317029697 0.021020478694619222 0.0082616999307473429 0.018612911173043048 -0.017162792462710741 -0.020532130346763048 -0.020744354541530053 -0.010722609249163384 -0.0079422237331746876 0.023673774222589893 -0.021555465555717915 -0.016009862783556594 0.020327253393971505 -0.027934133043961983 0.009886408055182476
leaf_weight=9.0092781633138639 51.59450751543045 43.437491938471794 72.904787495732307 7.674114301800727 6.6663321107625952 228.64262816309929 11.341426625847815 13.521256744861601 45.878609210252762 5.603407651185992 61.078245580196381 101.06367653608322 10.086388796567915 37.890659391880035 53.113939628005028 4.6687025129795066 7.6197334229946128 14.280819147825239 17.626414686441422 28.488284230232239 13.157101556658743 18.680876240134239 14.627310439944265 20.544982507824901 4.8188991397619239 49.55692745745182 80.375567778944969 4.5344926118850699 6.5568012744188335 21.251808360219002
leaf_count=19 145 148 554 27 44 483 42 31 218 42 438 271 57 249 128 13 13 56 38 192 91 123 77 106 9 371 533 11 45 59
internal_value=-1.09668e-05 0.00811256 -0.00900133 -0.00702186 -0.00330721 0.0112058 0.00224074 -0.00607418 0.00297502 -0.00928978 -0.0153243 0.0135669 0.00814686 -0.0121895 0.00819799 -0.018631 -0.00289424 -0.00257664 0.00864832 -0.00867343 -0.00447513 -0.00240614 0.00328812 -0.00991296 -0.00193548 -0.0145239 -0.0108137 -0.0140693 0.0103122 0.000968962
internal_weight=1066.3 560.152 506.143 433.238 289.762 437.266 150.342 62.7533 97.4731 139.42 73.4211 339.793 111.15 49.2321 87.5889 65.7469 122.886 65.9989 23.2298 42.7691 115.267 102.11 58.0648 44.0448 25.3639 143.476 93.9193 84.9101 80.9225 27.8086
internal_count=4633 1741 2892 2338 1404 1174 598 322 363 806 478 811 328 291 276 451 567 328 80 248 554 463 225 238 115 934 563 544 232 104
is_linear=0
shrinkage=0.0150745


Tree=6
num_leaves=31
num_cat=0
split_feature=16 5 5 6 16 3 16 18 0 0 19 14 9 5 10 13 7 16 8 18 8 0 9 9 2 15 6 7 15 8
split_gain=358.259 87.7106 53.4487 72.8713 56.6217 40.9288 40.1981 42.524 38.2738 26.5476 44.488 24.9307 22.9593 21.6932 41.1838 21.3685 18.2387 17.4662 17.3434 17.0928 16.8423 14.7535 16.0231 14.3686 14.0774 13.1546 13.0349 16.9749 12.2321 16.1213
threshold=18.594956516900002 23.605484525250002 10.726864994700001 14.375335877400001 13.534968349350001 85.589753040950015 16.024962526700005 17.549283450150003 96.082805124100005 98.51854819030001 11.850956171350001 312.77868840275005 191.61296531520003 18.678742451450002 71.053259929650025 113.62230596715001 21.034091097450002 22.694946929300002 5.1459841250500009 14.390586827150001 8.8430989333000021 85.769879735700016 66.544071737050004 66.136595672450014 94.087390192850009 28.826925781250004 16.405383309150004 23.131311951800004 43.376643616500012 10.441851282850001
decision_type=2 2 2 2 2 2 2 2 2 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 16 8 9 12 25 -6 -11 -12 18 14 -5 -3 19 21 -8 -4 -7 22 -17 -15 -22 -2 -23 -28 29 -19
right_child=1 15 3 13 6 20 7 -9 -10 10 11 -13 -14 23 -16 17 -18 28 -20 -21 24 26 -24 -25 -26 -27 27 -29 -30 -31
leaf_value=-0.013205604059448645 0.0016538384792879285 0.015580288523535636 -0.0097392989280063492 0.020643043650761653 0.01318486112858035 0.0111888379549617 -0.010102519050389067 0.013336629928793043 0.010792165377624681 0.015908323251531419 -0.015869181493148178 0.0058031511191745534 -0.018322307136058601 0.0063075586890305952 -0.016889190204306442 0.00044796983588611216 -0.012687134939565135 -0.015484751813106691 0.017141422300449745 0.020550402606554791 0.0078498382240538532 -0.011835372640994324 -0.015376832674426135 -0.016801148609604438 -0.011809076553625191 -0.017449019436980823 -0.011985635985128232 0.010982232542370591 0.010555520812350139 0.013790216588124987
leaf_weight=165.04273144900799 7.7817611545324352 9.1574234515428525 6.0377717912197095 7.6554550230503109 56.46837455034256 371.45867916941643 8.8331193625926954 13.602356553077696 20.627326264977455 19.33882537484169 20.499719634652138 13.058205500245093 27.041797176003456 4.2493987530469886 10.312210217118261 13.157666534185408 60.455983474850655 8.0982448309659976 5.8289035111665717 5.2209416478872299 14.540027573704721 10.761427238583563 35.721215814352036 83.532275915145874 8.7795321345329267 17.830653250217438 6.7654974311590221 16.955740034580231 17.927009209990501 4.3430434465408316
leaf_count=1120 29 17 35 19 132 894 50 31 52 41 134 46 190 14 71 55 380 47 12 9 40 61 243 608 43 116 38 48 48 10
internal_value=2.37841e-07 0.00672413 -0.00747572 -0.00471168 -0.000927564 0.00927628 0.00303187 -0.00548546 -0.00163591 0.00733909 0.00109862 -0.00743595 -0.0116246 -0.0131705 -0.00089789 -0.002435 -0.0100192 -0.00388558 0.00072834 0.00430678 0.0105544 -0.00678523 -0.011117 -0.0156825 0.000448495 -0.011645 -0.000645032 0.0044316 0.00407402 -0.00526536
internal_weight=1071.08 563.905 507.178 342.135 236.386 441.018 164.671 55.3062 46.2397 109.365 52.8968 33.5579 41.7038 105.749 17.9677 122.887 71.7147 113.73 14.662 11.2587 394.778 83.3615 48.8789 87.7817 23.3196 25.6124 34.4827 23.7212 30.3683 12.4413
internal_count=4633 1741 2892 1772 1060 1174 636 283 197 353 221 180 252 712 90 567 424 550 62 44 977 445 298 622 83 145 147 86 105 57
is_linear=0
shrinkage=0.0122591


Tree=7
num_leaves=31
num_cat=0
split_feature=16 5 10 0 13 13 16 18 5 13 13 0 7 12 5 0 6 6 2 6 9 9 0 9 17 10 12 17 6 3
split_gain=292.798 71.5682 46.0871 46.2492 36.3938 34.041 27.5609 34.6272 26.1709 23.8406 21.2371 30.8176 27.0832 21.1126 25.5933 20.5484 42.5174 20.4419 20.4694 18.9111 18.5115 18.1591 17.8816 17.4143 17.8489 16.9561 14.8231 22.2569 16.7114 13.9533
threshold=18.594956516900002 23.605484525250002 90.937096262400004 95.217121606100008 98.255079293500017 112.67059178900001 15.774963111300002 17.549283450150003 20.769304081650002 111.98772342380001 109.40142670235001 96.082805124100005 23.109894804950002 216.20511703005005 2.7155367820000005 98.51854819030001 12.410289964450003 16.455384477450004 199.01127796720002 13.245309474550002 191.61296531520003 226.58992707320002 86.09518316945001 31.257715529350005 201.39543491635001 78.290589216800015 194.34319615655002 177.73379099395004 15.635365317800002 108.48197402175002
decision_type=2 2 2 2 2 2 2 2 2 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 26 13 8 15 20 9 10 11 12 -2 14 -5 -6 -17 22 -19 -16 -8 29 -7 -15 25 -25 -1 28 -28 -3
right_child=1 21 -4 4 6 17 7 -9 -10 -11 -12 -13 -14 23 19 16 -18 18 -20 -21 -22 -23 -24 24 -26 -27 27 -29 -30 -31
leaf_value=-0.015408271625511862 0.015297191075127595 -0.0020483903030588621 -0.017522578717296025 0.010068761503113293 0.012565300140053267 0.0016224124051040173 0.0037875044961668521 0.013769082600769171 -0.02233707358003232 -0.020043509270975764 0.012869848994091713 0.012120071172978803 -0.018822288599610614 -0.015177012385359213 -0.017564254233411489 0.010085776006444664 -0.017440024792905545 0.0083548525260870726 -0.011511006774672643 0.01019219542716617 -0.015747531296322861 0.017829628640941949 0.014731899734903121 -0.0095735636188912544 -0.010329707078384284 0.012057057013626625 0.0085046425993131197 -0.014771694690231874 -0.018990538194499806 -0.016899492796352819
leaf_weight=88.038488872349262 5.3627808988094356 100.97758017480373 69.268343597650528 7.7641509026288977 46.72503849864006 20.232077434659004 11.496388405561445 13.093917250633238 7.0823212563991538 6.6358970999717704 41.540205061435699 18.685892328619957 17.636076748371124 14.265728220343588 58.575567588210106 26.488677695393562 15.857277765870093 99.505260676145554 10.098612189292906 4.6860155165195456 33.735433489084244 7.3796641975641242 202.21232278645039 8.4747759476304036 15.63932755589485 26.239945143461227 19.131343692541126 26.535977199673653 4.9103314727544776 12.575481444597242
leaf_count=642 11 463 554 27 109 70 43 30 50 41 100 45 116 98 438 75 105 271 57 13 236 13 413 48 101 81 68 185 39 91
internal_value=-8.77228e-06 0.00665381 -0.00747203 -0.00582097 -0.00273956 0.00920035 0.00183387 -0.00527067 0.00226906 0.00420837 0.00614208 -0.000562352 -0.0108664 -0.0077092 -0.0127123 0.00648608 -0.000221803 0.011224 0.00652446 -0.0155082 -0.0107824 -0.0023797 0.0135395 -0.00221013 0.0014635 0.00677645 -0.0121129 -0.00637685 0.00288896 -0.00369308
internal_weight=1040.85 549.924 490.927 421.658 283.042 428.991 147.397 58.3257 96.9432 89.8609 83.225 41.6847 22.9989 135.646 71.0257 89.071 42.346 332.048 109.604 63.2616 45.2318 120.933 222.444 64.6198 50.354 34.7147 138.616 50.5777 24.0417 113.553
internal_count=4633 1741 2892 2338 1404 1174 598 309 363 313 272 172 127 806 478 289 180 811 328 451 279 567 483 328 230 129 934 292 107 554
is_linear=0
shrinkage=0.0132952


Tree=8
num_leaves=31
num_cat=0
split_feature=16 5 10 6 15 5 16 2 3 13 19 5 0 17 13 4 2 13 8 8 16 0 0 8 6 18 0 9 2 15
split_gain=245.766 60.4288 41.1816 41.0229 31.6082 35.5723 43.826 33.8575 29.6301 28.6244 31.087 27.5117 26.4906 21.2189 25.9554 20.4244 17.9449 16.8099 16.1488 15.8888 14.3495 13.8911 24.304 13.1457 16.4681 12.7953 12.6299 15.5882 17.0446 12.3203
threshold=18.594956516900002 23.605484525250002 90.937096262400004 15.635365317800002 30.054399297400007 10.36813655115 13.534968349350001 185.00267682035005 85.589753040950015 108.49810477050001 11.850956171350001 2.7155367820000005 96.082805124100005 192.64609805285002 79.003030621350021 323.22981966960009 321.41743964065006 113.62230596715001 2.9476996444500005 8.8430989333000021 22.694946929300002 95.988709089550014 98.230883170350012 9.4426310644000022 16.645388916850006 17.370891598500005 85.769879735700016 71.932467616300016 305.67240907785003 26.384523135650003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 8 3 4 5 11 15 9 12 10 -8 13 -2 -1 -15 25 29 -3 -17 -10 26 -12 -23 24 -21 -7 27 28 -19 -9
right_child=1 17 -4 -5 -6 6 7 16 19 -11 21 -13 -14 14 -16 18 -18 20 -20 23 -22 22 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=0.024168286910490916 -0.010895776310847692 0.015571239812690499 -0.016648138510971532 -0.017286972349668087 -0.01708093041108559 -0.017252284486577833 0.013968272960746212 0.013254341770242971 0.010382474052260275 0.022383735835807352 -0.017300588296227382 -0.01380004035542213 0.0096017656116831884 0.020438902905708385 -0.021487685463385923 0.0088951830900486934 -0.010274909332966348 0.0066579136258359591 -0.014983434779664562 0.0018753658005218677 0.004287275237310032 0.0043578016668787429 -0.012548194205688973 0.012723107906462991 -0.027365973768830567 0.0010281800434015925 -0.00028789084785553996 -0.016940118473241735 -0.021033852050469544 -0.0053193223862770134
leaf_weight=6.2632281929254559 24.454487189650536 8.6373330503702146 65.260875076055527 44.721417404711246 29.126173071563244 38.72613700479269 14.136619463562964 66.272366560995579 349.42310047149658 7.7445073500275603 18.364709369838238 68.85604440420866 19.844484224915504 4.0391857624053937 7.0313444137573242 15.219066709280016 7.2143883109092704 13.200649827718737 7.2721515595912924 9.5224943310022372 29.921280384063721 29.269586719572544 29.833808846771717 7.8587635159492484 5.1593473553657523 8.032491169869898 34.186782315373421 28.509597733616829 5.4589479565620413 6.8460155874490729
leaf_count=13 145 17 554 371 222 288 35 175 894 20 142 499 52 6 51 52 41 49 51 32 105 101 199 18 33 36 147 210 39 36
internal_value=-1.19593e-05 0.00610184 -0.00692438 -0.00537272 -0.00390992 -0.0027652 -0.000238226 0.0031953 0.00847691 -0.00194983 -0.00400706 -0.0100636 -0.00171355 0.00477915 -0.00619038 -0.00914718 0.00955841 -0.00214284 0.00117444 0.00969055 -0.0035178 -0.00728725 -0.00417589 -0.00103566 -0.00840034 -0.014112 -0.00638837 -0.0108098 -0.00144344 0.0115153
internal_weight=1010.41 536.177 474.23 408.969 364.248 335.122 248.932 179.682 416.263 99.3492 91.6047 86.1898 44.299 17.3338 11.0705 69.2498 80.3328 119.915 22.4912 371.964 111.277 77.4681 59.1034 22.5406 14.6818 46.7586 81.356 47.1692 18.6596 73.1184
internal_count=4633 1741 2892 2338 1967 1745 1176 749 1174 497 477 569 197 70 57 427 252 567 103 977 550 442 300 83 65 324 445 298 88 211
is_linear=0
shrinkage=0.0131813


Tree=9
num_leaves=31
num_cat=0
split_feature=16 5 10 0 13 13 5 13 16 17 6 2 0 6 9 0 13 0 7 13 12 5 6 7 10 16 16 3 13 12
split_gain=269.587 66.1238 41.9671 42.09 33.4581 32.4725 24.5763 24.5738 23.0976 31.2585 20.9044 22.257 19.9804 37.234 18.9086 18.7039 18.6878 27.5718 25.6822 17.9157 17.84 18.7711 17.2028 16.019 22.3565 21.3176 15.3841 14.7358 13.6362 12.8707
threshold=18.594956516900002 23.605484525250002 90.937096262400004 95.217121606100008 112.67059178900001 98.255079293500017 20.769304081650002 111.98772342380001 15.774963111300002 236.15709471040003 16.455384477450004 199.01127796720002 98.51854819030001 12.410289964450003 191.61296531520003 85.990333302400003 109.40142670235001 96.082805124100005 23.109894804950002 113.62230596715001 216.20511703005005 2.7155367820000005 13.245309474550002 24.103872582350004 78.290589216800015 9.7049773055000017 22.704946905950003 83.511574906150017 117.61735474900001 228.97256901260002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 4 3 -1 6 20 7 16 12 14 15 -12 -7 -14 -10 -6 17 18 -2 -3 21 -5 -23 24 27 -25 -21 -22 -13 -27
right_child=1 19 -4 5 10 8 -8 -9 9 -11 11 28 13 -15 -16 -17 -18 -19 -20 26 23 22 -24 25 -26 29 -28 -29 -30 -31
leaf_value=-0.0089108840614771055 0.011539169496480265 0.012099825912652708 -0.012877510166559546 0.0053484602979770651 0.00027038630989105185 0.0090344414374714781 -0.016582947013470888 -0.015653437368997689 0.0035232792480644269 0.010103516483449603 0.0060863047342160359 -0.018161241182056254 0.0067819090302479968 -0.012849490934334641 -0.011530701784701346 0.010888596885504139 0.0091933373315083548 0.0087406554530178732 -0.013682596938150455 -0.0049797426471496192 -0.01625652160834621 -0.012652363113367307 0.0073238462909322802 0.0044227337155694673 0.013537874009319197 0.0052920086391933206 0.0035665104148930702 0.0098458221604955203 0.0060517533906866922 -0.013657659756875638
leaf_weight=134.21237494051456 5.315140604972842 8.7701698541641218 66.74850956350565 7.9059078991413108 18.244060575962067 45.96304190158844 7.0337041914463034 6.6504621505737296 11.27321135997772 12.787777185440062 98.644024804234505 6.5513938963413221 26.008243516087532 15.57909197360277 33.177478402853012 201.52742266654968 41.22856579720974 18.471510142087936 17.397998481988907 83.460147015750408 6.0023270621895808 56.009529016911983 4.7132058441638938 14.297917440533636 13.005483835935591 4.2830606997013119 28.492443531751633 3.425956591963768 3.6537146419286728 23.158333003520966
leaf_count=934 11 17 554 27 65 109 50 41 41 30 271 44 75 105 238 418 100 45 116 452 46 438 13 56 25 20 98 9 13 172
internal_value=9.99147e-06 0.00483634 -0.00549096 -0.00429369 0.00670048 -0.00206132 0.0014883 0.00291545 0.00122809 -0.00373244 0.00822466 0.00462574 0.00447117 -0.000572238 -0.00771284 0.0100071 0.0044139 -0.000370633 -0.00778041 -0.00172191 -0.00564763 -0.00920679 -0.0111018 -0.00184136 0.00500233 -0.00551966 -0.00280468 -0.00677171 -0.00949231 -0.0107
internal_weight=1023.99 545.441 478.551 411.803 424.718 277.591 96.0974 89.0637 144.789 57.2385 328.621 108.849 87.5504 41.5873 44.4507 219.771 82.4132 41.1846 22.7131 120.723 132.802 68.6286 60.7227 64.1731 22.4338 41.7393 111.953 9.42828 10.2051 27.4414
internal_count=4633 1741 2892 2338 1174 1404 363 313 598 309 811 328 289 180 279 483 272 172 127 567 806 478 451 328 80 248 550 55 57 192
is_linear=0
shrinkage=0.0100422


Tree=10
num_leaves=31
num_cat=0
split_feature=16 0 6 10 6 15 5 17 5 16 14 2 13 19 0 2 17 13 0 0 13 19 18 16 3 19 9 4 0 19
split_gain=216.112 53.6617 37.9721 37.3627 36.8756 27.5174 31.8152 37.7654 23.3287 22.6447 21.3309 21.3075 22.863 23.7426 17.7704 16.0118 15.8485 22.8569 14.6485 27.7321 13.0807 12.7049 12.6665 21.6618 23.2093 23.9401 14.286 12.612 12.3111 14.3072
threshold=18.594956516900002 86.09518316945001 14.825346391850003 90.937096262400004 15.635365317800002 30.054399297400007 10.36813655115 166.68115439205005 2.7155367820000005 13.534968349350001 245.99173885435002 185.00267682035005 108.49810477050001 11.950964240300001 71.096275259750016 321.41743964065006 192.64609805285002 79.003030621350021 96.082805124100005 93.047535894850014 117.15225149240001 10.550851274900003 13.829007611650001 22.624947093000003 90.988176966900014 14.551174033150001 197.89372115420002 323.22981966960009 98.230883170350012 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=3 10 18 4 5 6 8 -8 16 21 14 12 13 -11 -2 -13 -1 -18 19 -3 -16 -9 -4 24 26 -26 -24 -23 29 -15
right_child=1 2 22 -5 -6 -7 7 9 -10 11 -12 15 -14 28 20 -17 17 -19 -20 -21 -22 27 23 -25 25 -27 -28 -29 -30 -31
leaf_value=0.017855063303848399 -0.012657295998349681 0.0059066675293105875 0.011036644125225066 -0.014046356970931628 -0.014570654142787574 -0.014191154405312892 -0.011546088146807319 0.0026711900473046645 -0.011505976861366432 0.010002898462643637 -0.0054644879664635156 0.0096839474969456323 0.018849916419023446 0.0022277054145517414 0.014837613584880796 -0.0083352043098055915 0.017118364441982784 -0.017798323890522265 0.0078212541956774913 -0.012094435449249936 0.0026284035020591717 -0.016703299136471443 -0.0029768280882973715 0.015125649008855841 -0.017655776115389737 0.010687755795694502 0.009214286512982308 -0.0015730590836685119 -0.01128785973197617 -0.016265118089687232
leaf_weight=6.3825113773345974 8.6869215145707113 20.370933473110199 184.48271857947111 61.992532663047314 42.50159577280283 27.942794762551785 33.513313464820385 15.875230014324186 66.518618069589138 16.994035512208939 66.782347775995731 69.223228350281715 7.5316417068243018 31.03181966394186 13.743482664227484 7.1718869954347602 3.8962508440017682 6.751915730535984 19.528481937944889 25.266002126038074 72.916359290480614 16.550854399800304 16.504980608820915 27.364937782287598 11.891497671604158 5.8633335232734671 54.471363887190819 12.933137722313402 26.309760823845863 6.7041603028774253
leaf_count=13 66 60 427 554 371 222 242 72 499 47 351 199 17 118 27 41 6 51 52 159 250 133 70 51 72 15 141 65 187 55
internal_value=-3.55609e-06 0.00500811 0.00744499 -0.00575689 -0.00446518 -0.00325645 -0.00232316 -0.00022843 -0.00843666 0.00157493 -0.000489179 0.00355006 -0.00028152 -0.00205955 0.0029956 0.00799233 0.00355152 -0.00502202 -0.000498984 -0.00405929 0.00456468 -0.0056084 0.00916724 0.00619665 0.00344292 -0.00829564 0.00637934 -0.0100664 -0.00526023 -0.00105772
internal_weight=987.699 527.873 365.744 459.825 397.833 355.331 327.388 243.839 83.5493 210.326 162.129 164.967 88.5714 81.0398 95.3468 76.3951 17.0307 10.6482 65.1654 45.6369 86.6598 45.3592 300.579 116.096 88.7312 17.7548 70.9763 29.484 64.0457 37.736
internal_count=4633 1741 1047 2892 2338 1967 1745 1176 569 934 694 664 424 407 343 240 70 57 271 219 277 270 776 349 298 87 211 198 360 173
is_linear=0
shrinkage=0.0114795


Tree=11
num_leaves=31
num_cat=0
split_feature=16 5 5 6 16 3 16 18 0 0 19 14 9 9 7 5 10 7 18 9 8 3 15 10 17 6 16 2 7 10
split_gain=253.366 66.4104 41.2219 55.2219 38.2866 31.568 31.5198 34.4538 27.5313 21.0193 31.292 20.3492 20.2162 18.6349 17.3689 16.8242 31.047 16.8013 15.3187 15.0006 14.7525 13.3151 18.3247 18.1039 25.0998 16.4662 16.0058 14.5795 13.9567 15.001
threshold=18.594956516900002 23.605484525250002 10.726864994700001 14.375335877400001 13.534968349350001 85.589753040950015 16.024962526700005 17.549283450150003 96.082805124100005 98.51854819030001 11.850956171350001 312.77868840275005 191.61296531520003 226.58992707320002 22.375171215700004 18.678742451450002 71.053259929650025 21.034091097450002 14.390586827150001 66.136595672450014 8.8430989333000021 108.48197402175002 46.055224235250002 60.87206898960001 174.47088669260003 16.495385412050002 22.634947069650003 302.29361977965004 23.209106085000005 61.982402197500001
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 5 -1 4 17 8 9 12 -2 -6 -11 -12 14 21 -8 16 -5 18 -4 -17 -7 22 23 24 27 26 -25 -3 -24 -30
right_child=1 13 3 15 6 20 7 -9 -10 10 11 -13 -14 -15 -16 19 -18 -19 -20 -21 -22 -23 28 25 -26 -27 -28 -29 29 -31
leaf_value=-0.011275152336865775 -0.0099679964105321168 0.0098595551263799888 -0.0079992507900878279 0.01627772904940316 0.011281139746994365 0.0094937440890357199 -0.011797389110066503 0.011780610607620966 0.0086644684113784242 0.012936932298497874 -0.013774252483278931 0.0053658527613248226 -0.016558019230949975 0.015990190437254012 0.01396932684127467 0.0081719269863524558 -0.015125091725771159 -0.010605618813302449 0.019828297833967213 -0.014742399253945312 -0.00027879043697562241 -0.014784076068483434 -0.015482963709864822 -0.021400981088857286 -0.021146495633582146 0.014153429227393688 0.009640880148333331 -0.013090153244714652 0.0084826560610370538 -0.0098733229326141963
leaf_weight=151.27215830981731 24.37031003087759 13.067999169230466 5.7191625386476499 7.9787514805793789 54.627922005951405 350.39177820831537 7.3703982308506948 12.936755418777464 19.878826856613159 18.521292120218277 19.479158036410809 12.647997468709944 25.558792322874069 7.3846176713705054 7.0822471678256989 4.1616064161062232 9.5478326305747014 56.930106908082962 5.2271961122751236 75.482171379029751 22.708248734474182 12.361581005156038 18.211971640586853 4.2289157211780566 8.6069514751434308 21.767793104052544 5.0099117308855057 5.4011423736810675 10.796370491385462 14.271242454648016
leaf_count=1120 145 37 35 19 132 894 45 31 52 41 134 46 190 13 17 14 71 380 9 608 83 91 123 29 59 51 15 34 35 80
internal_value=4.67572e-05 0.00556323 -0.00621271 -0.00384378 -0.000660185 0.00778608 0.00250665 -0.00488812 -0.0015974 0.00622581 0.000773275 -0.00623907 -0.0102776 -0.00209687 0.000829106 -0.0112515 -0.000829362 -0.00804228 0.00528919 -0.0135451 0.00889895 -0.00327135 -0.00186732 0.00244517 -0.00457466 0.00857513 -0.004568 0.00314811 -0.00765483 -0.00196759
internal_weight=1013 538.458 474.544 323.271 226.101 417.349 158.225 52.9482 44.2491 105.276 50.6484 32.1272 40.0114 121.108 14.4526 97.1704 17.5266 67.8765 10.9464 79.6438 373.1 113.724 101.362 58.0827 27.0761 31.0066 9.23883 18.4691 43.2796 25.0676
internal_count=4633 1741 2892 1772 1060 1174 636 283 197 353 221 180 252 567 62 712 90 424 44 622 977 554 463 225 130 95 44 71 238 115
is_linear=0
shrinkage=0.0117498


Tree=12
num_leaves=31
num_cat=0
split_feature=16 5 10 6 13 15 12 13 9 16 5 16 19 2 3 6 2 0 9 13 0 7 15 6 2 13 15 3 18 6
split_gain=191.36 49.5711 34.8768 33.7331 24.7473 24.5086 28.1247 28.2157 27.8025 22.4753 19.3401 19.045 31.9102 18.4202 18.6836 17.2961 16.4028 15.5498 14.9803 14.3193 21.6186 20.0615 13.606 12.1361 11.6986 11.535 11.4433 12.9287 11.275 11.1821
threshold=18.594956516900002 23.605484525250002 90.937096262400004 15.635365317800002 112.67059178900001 30.054399297400007 206.14208420540004 108.49810477050001 31.257715529350005 20.034953149600003 20.769304081650002 13.854967601050001 11.950964240300001 325.13486840910008 70.561272091750013 16.455384477450004 199.01127796720002 85.990333302400003 226.58992707320002 109.40142670235001 96.082805124100005 23.109894804950002 18.581945927850004 13.400313096150002 131.42729508740004 117.61735474900001 52.561095883800007 108.48197402175002 17.479796446900004 16.375382608200002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 4 3 5 9 6 7 11 -8 10 19 -1 -13 23 -15 17 -17 29 26 20 21 -2 -14 -10 -19 -18 27 -3 -24 -6
right_child=1 18 -4 -5 15 -7 8 -9 13 -11 -12 12 22 14 -16 16 25 24 -20 -21 -22 -23 28 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.013382411475597987 0.013828660439491254 -0.00057130712703783908 -0.015637640890727299 -0.016176755775796456 -0.014728022091771301 -0.015565480523251331 -0.014175108689327465 0.016884245448199092 0.0031371439164743003 -0.016679977879315366 -0.020304414993445347 0.0096680907438473403 0.0092263090409432022 0.011279204949226004 -0.016823538212045533 0.0067615442071852919 -0.021674351177902961 0.016126503046027328 0.016652587039432707 0.011051526668326407 0.011470956031943539 -0.01598376118843868 -0.010217704988547766 0.012824525092099191 0.0095409289546027412 0.0076181466935621375 -0.020546814168441174 -0.015278703470204028 0.016153570878054354 0.0072180427184809623
leaf_weight=57.207564406096935 5.1003861874341991 93.156259924173355 59.196208350360394 40.410056099295616 5.9265699833631542 26.820570752024651 16.710699617862701 8.7683758586645109 79.235182128846645 10.206931501626967 5.288296438753604 23.030736841261387 7.4823947027325621 5.8920458853244808 13.127599783241747 95.418788373470306 6.2997464388608915 90.903824143111706 6.9302855283021918 39.992183282971382 15.569122955203055 16.219606459140778 77.007945783436298 30.900095045566559 94.650271937251091 3.6498440802097321 6.1848667562007895 11.548479706048964 2.8916810974478713 12.221371248364447
leaf_count=438 11 416 554 371 30 222 129 21 337 60 40 74 26 24 93 271 44 174 13 101 37 114 509 84 244 13 47 91 10 35
internal_value=1.03441e-05 0.00542931 -0.00626113 -0.00483603 0.00762393 -0.00352319 -0.00252094 -0.00604326 0.00173845 0.00166949 0.00394882 -0.00724262 -0.00406145 0.00379742 -0.00811766 0.00940362 0.0050911 0.0116343 -0.00204837 0.00561708 -0.000274501 -0.00885173 -0.00768005 0.00585508 0.0127672 -0.0109289 -0.00321713 -0.00219347 -0.00926329 5.11202e-05
internal_weight=967.948 519.267 448.681 389.485 401.447 349.075 322.254 176.389 145.866 92.3765 82.1696 167.62 110.413 129.155 19.0196 309.07 105.368 203.702 117.82 76.8813 36.8891 21.32 87.382 110.135 185.554 9.94959 110.89 104.705 79.8996 18.1479
internal_count=4633 1741 2892 2338 1174 1967 1745 1078 667 363 303 1057 619 538 117 811 328 483 567 263 162 125 545 421 418 57 554 507 519 65
is_linear=0
shrinkage=0.0131112


Tree=13
num_leaves=31
num_cat=0
split_feature=16 5 10 0 6 13 0 17 16 18 0 19 2 2 13 16 5 12 18 16 5 7 0 16 0 18 0 3 12 17
split_gain=160.53 42.0587 31.7833 31.4293 22.8921 22.3479 18.8324 17.6904 19.4056 30.5879 17.4753 24.4143 17.4873 16.7636 21.4149 16.7829 15.2614 20.9901 14.2126 20.3463 14.0277 13.5965 13.4992 14.4285 13.3785 11.7208 14.9057 11.6574 11.4654 13.109
threshold=18.594956516900002 24.082771358500001 90.937096262400004 95.217121606100008 14.825346391850003 95.937628385050019 86.692020874450009 168.88575108035005 16.094962363000004 18.281462078100002 98.51854819030001 11.950964240300001 219.56639384385002 319.32263744460005 116.67639440335002 23.024946157700004 2.7155367820000005 216.20511703005005 16.435318745950003 6.2449853965000015 14.252017113900001 21.698399695800003 85.732241321850012 22.604947139800004 86.09518316945001 15.125532671900002 93.047535894850014 73.913779380400015 154.32008656120004 174.47088669260003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 4 3 28 25 16 13 -7 10 -10 -9 20 -13 14 -3 22 18 -18 -5 -20 -12 -19 -16 -24 -6 26 -2 -23 -1 -30
right_child=1 6 -4 5 24 7 -8 8 9 -11 11 12 -14 -15 15 -17 17 21 19 -21 -22 27 23 -25 -26 -27 -28 -29 29 -31
leaf_value=-0.01436505621770464 0.0042988609503938537 0.011988225053151941 -0.015257280891304551 0.020171082709616053 0.0034802173199223194 -0.01344179152679602 0.014864884758522164 0.011595727067649574 -0.0081964006004535041 0.020545324134494034 0.014521041855707439 -0.015348130559436707 0.0077671861918463311 -0.020636532223476944 -0.014951433650802499 0.0062663303439866392 -0.017695290881381626 0.015351739068109434 0.01907949562408931 -0.019860953660424126 -0.0075895125135661788 -0.0011216241366425236 0.014772511307986484 -0.0097610981055882961 0.0097165395121797237 0.0073036741858893799 -0.011785017635886862 -0.017095831695240957 0.00028763891912707507 -0.011868894179105496
leaf_weight=57.764212556183338 18.270788505673409 14.484845228493212 55.316163942217827 6.1806048825383213 77.90162368118763 13.821960300207136 9.6438400000333768 46.274549260735512 46.710666887462139 7.5302504897117606 21.202906817197803 18.960792578756813 8.2154238224029523 10.122976981103418 30.749073378741741 15.273834154009817 32.794259890913963 5.7564698383212081 3.7483570575714094 6.2989040389657021 6.5863278880715361 23.459362357854843 6.7511647939682033 11.102511063218115 265.81756192445755 22.549578152596951 22.541008725762367 12.141852274537085 29.185319773852825 33.217270858585835
leaf_count=521 59 39 554 12 258 112 23 112 301 13 49 147 27 75 229 49 295 15 6 51 37 131 19 61 715 73 141 96 157 256
internal_value=6.33004e-06 0.00508099 -0.00588513 -0.0045203 0.00695571 -0.00193078 -0.00269621 0.000905753 0.00218122 -0.0042062 0.00560338 0.00055852 -0.00836032 -0.00461017 -0.00253984 -0.00583426 -0.00724427 -0.00978828 0.00438037 -0.00533334 0.00928062 -0.00351847 -0.00963698 -0.000483992 0.00830312 -0.000353651 -0.00458452 -0.00656965 -0.0101163 -0.00618336
internal_weight=940.374 505.209 435.166 379.849 407.081 259.683 98.1282 169.303 155.481 54.2409 101.24 54.9655 27.1762 88.4844 78.3614 63.8766 90.3798 74.1519 16.2279 10.0473 27.7892 41.3577 48.6027 17.8537 343.719 63.3614 40.8118 35.6012 120.167 62.4026
internal_count=4633 1741 2892 2338 1246 1404 495 798 686 314 372 260 174 472 397 358 606 537 69 57 86 242 309 80 973 273 200 227 934 413
is_linear=0
shrinkage=0.0132339


Tree=14
num_leaves=31
num_cat=0
split_feature=16 5 17 5 15 6 13 6 13 16 15 6 2 0 2 13 19 5 17 0 9 2 7 9 4 18 6 18 13 16
split_gain=134.864 35.632 29.3405 33.2772 27.785 27.9078 23.7291 19.9013 19.552 19.3627 16.0453 15.7276 14.1181 13.395 13.3707 16.0966 15.3381 15.9569 13.2006 12.6302 11.6101 10.2759 10.0523 9.8973 18.5029 11.073 22.3833 9.68662 9.59433 9.30779
threshold=18.594956516900002 23.605484525250002 166.68115439205005 10.36813655115 29.171703351550004 15.470361462550001 95.811270852950017 6.5151522255000005 112.67059178900001 19.934953383400003 30.054399297400007 16.455384477450004 199.01127796720002 86.09518316945001 185.00267682035005 108.49810477050001 12.651020723000002 12.182232021550002 200.37850214585004 103.37390357390002 226.58992707320002 131.42729508740004 21.034091097450002 199.89081775665002 371.16724128940001 17.448621627850002 13.665319288000001 14.032563378150002 117.61735474900001 22.614947116400003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 8 -1 -4 5 6 7 -5 9 10 -2 13 -13 -10 15 16 19 -18 -12 -8 -3 -15 -9 -16 25 26 -25 -6 -14 -23
right_child=1 20 3 4 27 -7 14 22 11 -11 18 12 28 21 23 -17 17 -19 -20 -21 -22 29 -24 24 -26 -27 -28 -29 -30 -31
leaf_value=-0.014596203711512266 0.0096827470515392991 -0.0029283484702444192 -0.010517355033478826 0.021218380886680443 0.0041880112383834052 -0.015347310633381805 0.0051465461005666619 0.0050282773514629311 0.00024019232050356425 -0.013946482439771646 -0.01198489420837167 0.0059242774051646253 -0.021856175296156685 0.015714993584682039 0.012758987778960359 0.021227360566822822 0.017003410255550043 -0.013118236084666505 0.0051786637800413701 -0.018269837693658298 0.016178147367202255 0.0042960323204122661 -0.015938205848689095 -0.018388822480379239 -0.018835823686063128 0.017785836260626488 0.014215362977021105 -0.017347639179880112 0.0061646059500893554 0.01322557554473015
leaf_weight=60.20527670532465 41.343800932168961 107.73985444754362 110.20070370286703 3.7393717840313903 4.6728700920939472 19.699045494198799 49.386057257652283 5.1995350420475033 19.72305916249752 13.424575433135031 16.239371806383133 92.117359668016434 6.1549629271030408 81.152453862130642 40.959553085267544 6.4686754941940299 3.8048335239291218 25.611794456839561 17.575545243918896 4.7565969228744498 6.3432335257530204 42.224925354123116 25.100996181368828 6.963445916771895 6.1357397288084021 11.52398047596216 9.2143304347991926 24.884850591421127 3.6765524297952652 45.877287603914738
leaf_count=555 117 554 940 9 27 200 187 23 70 74 105 271 44 172 117 13 13 194 67 44 13 134 208 46 42 23 22 229 13 107
internal_value=9.26646e-08 0.00485963 -0.00573103 -0.0042415 -0.00145415 0.000234794 0.00177832 -0.00865386 0.00688139 0.00123597 0.00394781 0.00860035 0.00425575 0.0109442 0.00393279 0.000369795 -0.00124488 -0.00922221 -0.00306401 0.00308935 -0.00186599 0.0121915 -0.0123404 0.00822131 0.00272855 0.00750491 0.000181451 -0.013943 -0.0113776 0.0089459
internal_weight=912.121 493.593 418.528 358.322 248.122 218.564 198.865 34.0399 379.51 88.5833 75.1587 290.927 101.949 188.978 164.825 90.028 83.5593 29.4166 33.8149 54.1427 114.083 169.255 30.3005 74.797 33.8375 27.7018 16.1778 29.5577 9.83152 88.1022
internal_count=4633 1741 2892 2337 1397 1141 941 240 1174 363 289 811 328 483 701 451 438 207 172 231 567 413 231 250 133 91 68 256 57 241
is_linear=0
shrinkage=0.0137245


Tree=15
num_leaves=31
num_cat=0
split_feature=16 0 10 6 6 15 12 13 9 2 13 16 15 16 10 0 8 5 9 2 3 19 0 4 16 9 5 17 12 0
split_gain=113.289 30.5381 27.2951 26.3831 23.9105 17.9859 18.5901 21.4548 19.4432 15.8794 19.699 13.9356 24.4485 13.632 13.361 23.7866 18.1848 20.1391 13.4405 12.9481 14.8734 10.6047 9.95958 10.7575 10.5521 9.86647 12.2163 12.5012 9.27273 9.09898
threshold=18.594956516900002 86.09518316945001 90.937096262400004 15.635365317800002 14.865347326450001 30.054399297400007 206.14208420540004 108.49810477050001 31.257715529350005 314.93386866815007 116.60111757565001 14.184966829400002 21.086216674150005 21.074950717600004 61.917879202350001 85.619326080400015 8.543332867800002 30.133297129900004 208.17787845895003 325.13486840910008 70.561272091750013 11.950964240300001 95.988709089550014 180.98021180325003 18.044957803000003 194.45262321395003 19.897785533950003 187.81654873955003 235.88806624395002 96.082805124100005
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 9 3 5 29 6 7 11 28 10 -2 -1 21 -12 16 -16 -15 18 -18 -10 -21 -13 -14 -24 -25 26 27 -6 -8 -3
right_child=1 4 -4 -5 25 -7 8 -9 19 -11 13 12 22 14 15 -17 17 -19 -20 20 -22 -23 23 24 -26 -27 -28 -29 -30 -31
leaf_value=-0.0094239042568247181 0.011279566941595001 -0.0029042548734394087 -0.011950437299713953 -0.012449645176942139 0.010508690092973304 -0.01159908511898039 0.0087674710260963132 0.012685294869296156 0.0043428726590616674 -0.015724352353848326 -0.012606104132618423 0.012365260459032577 -0.012855470926805498 0.01112476945018126 -0.015778985535408525 0.00016041750037612039 -0.001409306089443767 0.01407235768035979 -0.020621444705514799 0.0085992434716647588 -0.0126590610503024 -0.00042306825293708265 0.0041665831222139531 -0.0090369497745957164 0.012863628815662179 0.0052782391217270838 0.010972967050405931 -0.012901813650260517 -0.014315066374572463 0.0061536204873655501
leaf_weight=54.844196885824203 17.546431981027126 47.827699013054371 48.833389341831207 33.615114711225033 5.4296239688992483 22.935971073806286 2.510700434446334 8.6835148036479932 104.23603842407465 7.7108673453330985 11.2303105071187 14.375895589590074 19.507218711078167 24.189382679760456 14.202673144638537 53.437568336725235 13.858606263995176 7.010331153869628 6.3698851019144049 5.8538549616932896 12.092077374458311 16.915297135710716 14.829120531678198 29.596631497144699 2.8944798782467833 158.90595842152834 90.354469642043114 5.5057548955082893 12.323186196386812 18.406145922839642
leaf_count=469 42 240 554 371 13 222 12 21 421 62 96 34 184 62 108 212 54 14 44 24 93 99 61 199 11 495 215 32 117 52
internal_value=-9.57481e-07 0.00358313 -0.0042764 -0.0032214 0.00548536 -0.00225682 -0.00153937 -0.00405395 0.00142723 -0.000408652 0.000390139 -0.00500421 -0.00253379 -0.00107626 1.12077e-05 -0.00318644 0.00421687 -0.00191768 -0.00745915 0.00286416 -0.00572473 0.00545218 -0.00627313 -0.00355964 -0.00708593 0.00698022 0.00965033 -0.00127805 -0.0104082 -0.000387104
internal_weight=886.032 481.986 404.047 355.213 326.43 321.598 298.662 161.646 137.016 155.556 147.845 152.963 98.1186 130.299 119.068 67.6402 51.4282 27.2388 20.2285 122.182 17.9459 31.2912 66.8275 47.3202 32.4911 260.196 101.29 10.9354 14.8339 66.2338
internal_count=4633 1741 2892 2338 1047 1967 1745 1078 667 694 632 1057 588 590 494 320 174 112 98 538 117 133 455 271 210 755 260 45 129 292
is_linear=0
shrinkage=0.0109474


Tree=16
num_leaves=31
num_cat=0
split_feature=16 5 10 0 13 13 5 0 18 0 6 8 13 0 7 2 16 0 17 9 16 16 16 19 7 10 2 16 2 6
split_gain=140.848 37.5253 30.5213 31.0734 20.5177 20.6828 19.6501 18.953 22.4401 16.1232 15.6656 15.5207 14.7072 21.6936 16.6334 14.6682 14.3708 13.5108 11.9564 11.889 11.4215 11.4114 21.2239 14.7428 14.4977 12.467 20.6274 11.317 12.0636 11.2985
threshold=18.594956516900002 23.605484525250002 90.937096262400004 95.217121606100008 112.67059178900001 111.98772342380001 20.769304081650002 97.886760529650019 17.327266398450003 102.75018128760001 16.455384477450004 2.4480895352000007 109.34496908160001 95.550490414250007 23.109894804950002 199.01127796720002 16.684960983300005 86.09518316945001 240.41195881570002 226.58992707320002 15.054964794950001 16.224962059000003 14.184966829400002 11.950964240300001 24.407759398400003 78.290589216800015 219.56639384385002 15.184964490950003 217.42844949650001 3.6650856341500009
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 4 3 -1 5 6 12 16 21 -10 17 29 13 14 -2 -12 20 -6 -13 -3 -5 22 24 -24 25 -9 -27 -25 -29 -11
right_child=1 19 -4 7 10 -7 -8 8 9 11 15 18 -14 -15 -16 -17 -18 -19 -20 -21 -22 -23 23 27 -26 26 -28 28 -30 -31
leaf_value=-0.0072428289597542429 0.0084912798486705774 -0.0021081250492427971 -0.010963519060736573 -0.0024716699116061253 0.00027039271666301387 -0.014585442678457456 -0.0149187943821353 -0.014352130242415342 0.0093924152739626732 -0.00080647196774787631 0.0043442981037717715 -0.013941698776725259 0.0076752378985886736 0.006470490379602364 -0.013465867483769076 -0.0081771024403225756 -0.0043991346399597318 0.0087329466351184857 0.0021590908188550838 0.011496644670905503 0.0090681030852943247 -0.011444297269838397 0.0073315369133810822 -0.0098786717277876933 -0.01002669706032961 -0.0083646429337408193 0.01555797042621926 -0.0046842235213090102 0.010692673275006826 0.017452995696016188
leaf_weight=116.59845855087042 4.2237277626991299 108.23923991620541 53.065366558730602 10.545901603996752 19.773538783192635 7.4075778275728217 5.7808283343911162 4.2278980091214207 20.691341146826744 8.2108101621270198 92.777003303170204 10.819143816828729 40.13189585506916 18.924963541328907 13.937457486987112 9.7096536010503751 15.837040327489374 171.08014729619026 7.2282939702272406 6.3912552297115317 34.159130573272705 20.177825532853603 20.807178847491741 13.581003487110136 48.130620144307613 6.2032585740089399 7.4573385715484619 11.716788701713087 8.1122359335422498 5.2003652155399314
leaf_count=934 10 554 554 51 70 47 44 37 54 44 271 90 106 53 103 57 107 413 36 13 84 159 67 97 401 53 12 76 20 16
internal_value=2.59233e-05 0.00351682 -0.00408928 -0.00310259 0.00497049 0.000933282 0.00231832 -0.00119531 -0.00268255 0.00274691 0.00621474 -0.00162406 0.00360875 -0.000791705 -0.00835932 0.00315801 0.00353512 0.00785618 -0.00749307 -0.00134959 0.00634587 -0.00469906 -0.00356709 0.000926712 -0.00725756 0.000193066 0.00469474 -0.0030621 0.00160661 0.00627388
internal_weight=921.147 498.377 422.77 369.705 383.747 90.4065 82.9989 253.106 192.564 52.15 293.34 31.4586 77.218 37.0861 18.1612 102.487 60.5421 190.854 18.0474 114.63 44.705 140.414 120.236 54.2172 66.0191 17.8885 13.6606 33.41 19.829 13.4112
internal_count=4633 1741 2892 2338 1174 363 316 1404 1162 240 811 186 272 166 113 328 242 483 126 567 135 922 763 260 503 102 65 193 96 60
is_linear=0
shrinkage=0.00969289


Tree=17
num_leaves=31
num_cat=0
split_feature=16 5 10 6 15 6 2 13 2 2 10 8 9 17 17 19 19 16 19 17 7 10 7 18 10 18 7 13 14 16
split_gain=102.295 28.1109 25.8398 25.0926 16.9425 18.8793 16.9987 16.6507 28.4222 16.1601 15.8726 15.2613 14.6835 14.5951 14.3379 14.8652 14.1716 13.8886 21.5225 17.4753 14.5105 12.8884 16.0435 15.6332 12.5695 12.433 11.9619 13.7652 25.1117 11.7807
threshold=18.594956516900002 23.605484525250002 90.937096262400004 15.635365317800002 29.171703351550004 13.115306437050002 203.29256851545003 115.13321943645001 216.39684782960003 166.72194812590001 62.111448187750007 8.8430989333000021 31.257715529350005 204.55825889135002 171.90167533095004 13.051052998800001 14.451165964200003 12.604970524100002 11.950964240300001 236.15709471040003 24.355397875400005 73.007768990450018 24.227986230350002 17.108018746400003 70.348883899450016 14.032563378150002 26.296311413900003 83.272302132500002 366.02505068985005 14.544965987550002
decision_type=2 2 2 2 2 2 2 2 2 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 6 17 8 16 14 11 13 -8 -9 -7 -16 -2 -1 20 24 -19 -14 -23 -24 -20 -6 -25 -28 -29 -11
right_child=1 -3 -4 -5 25 9 12 10 -10 29 -12 -13 21 -15 15 -17 -18 18 19 -21 -22 22 23 26 -26 -27 27 28 -30 -31
leaf_value=-0.013469342491541058 0.004416947005071321 -0.0014749911402358107 -0.012661075748339161 -0.013226310159413824 0.0093828630129986698 -0.015349701890784426 -0.010911655007335958 0.0062396850233963274 -0.017696251962789421 -0.0010395105570960479 0.010301061614479686 -0.013237019206152181 -0.010947864120786334 -0.011183577640134943 0.0038931585466855019 -0.015209368621545673 -0.013774686549911831 -0.016504266880907781 0.0078184976281075978 0.013879814043864732 0.0074521570925228193 0.012310230179073066 -0.011926566695148683 0.01983553388012059 -0.013766156748161196 -0.014316841513089025 0.01547815397833667 0.0084539203504570299 -0.017511797329922009 0.012518387077435493
leaf_weight=31.011524699628353 109.65064800530672 111.93861340731382 46.736201375722885 32.318794764578342 3.5475977361202267 8.6722912937402707 14.067492626607416 110.6420002579689 9.6119055896997434 12.940912954509256 114.08358174562454 6.6185868903994551 9.1063813045620901 7.1311978399753562 39.977689519524574 6.6158416718244544 6.3105362430214873 4.1197882890701321 4.1943919733166686 4.1602173224091521 24.326225273311138 21.865108765661716 11.447958551347254 5.57950136065483 36.248008027672768 23.62601999938488 6.7909389659762409 10.928986608982088 9.8833931460976583 28.816635802388191
leaf_count=313 390 567 554 371 16 87 126 323 64 68 288 34 66 41 156 66 34 37 18 12 93 55 86 10 318 237 17 37 80 69
internal_value=8.10541e-06 0.00369838 -0.00441659 -0.00331646 -0.00230908 -0.00147601 -0.00360471 0.00528911 0.00181011 0.00277444 0.00712103 0.00420453 0.000162095 0.0051847 -0.00141318 0.00118078 0.00342697 -0.0068506 -0.00404073 -0.00915773 0.00398259 0.00222261 0.00402627 -3.21404e-05 -0.0115276 -0.0112228 0.0040714 0.000884966 -0.00387669 0.00831671
internal_weight=872.969 475.987 396.982 350.246 317.927 290.753 193.73 364.048 125.573 97.0234 238.475 124.392 89.6698 117.773 55.2658 46.5935 115.961 104.06 73.0486 44.6026 28.446 75.6023 66.4959 44.6308 40.4424 27.1736 33.1828 27.6033 20.8124 41.7575
internal_count=4633 1741 2892 2338 1967 1714 1268 1174 488 446 686 398 477 364 309 222 424 791 478 348 130 351 285 230 336 253 144 134 117 137
is_linear=0
shrinkage=0.0118044


Tree=18
num_leaves=31
num_cat=0
split_feature=8 10 15 0 0 16 3 9 5 19 7 16 16 16 2 6 13 17 2 7 18 2 13 0 18 7 18 8 12 16
split_gain=106.199 31.5255 36.1434 27.6676 24.0496 21.2827 19.2691 25.5852 21.7156 17.997 17.3689 17.0608 16.1833 14.9867 14.7277 14.5853 15.8924 21.071 19.4855 16.1701 13.0416 13.7157 12.1554 11.9001 11.8477 11.488 10.788 10.5179 9.37788 12.743
threshold=7.8438787148500007 70.182199495350019 46.055224235250002 95.988709089550014 97.886760529650019 11.864972254500001 93.883646373400012 190.36745536595001 30.133297129900004 11.950964240300001 26.709562027450005 23.044946110900003 18.044957803000003 9.7049773055000017 285.01633004880006 5.1351199812500008 116.67639440335002 164.30394926590003 331.06298260205006 20.090200465600002 16.012058908900006 206.22726210890002 73.265860971000009 95.550490414250007 13.956123578150001 24.872345000050004 13.164254432300002 2.8477776226000002 133.01805689090003 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=5 2 6 24 -5 14 28 -8 -9 10 20 26 13 -6 -1 -11 17 -17 19 -19 21 -7 -16 -21 -3 -25 -4 -24 -2 -30
right_child=1 3 11 4 12 9 7 8 -10 15 -12 -13 -14 -15 22 16 -18 18 -20 23 -22 -23 27 25 -26 -27 -28 -29 29 -31
leaf_value=-0.014919953992084626 0.010605351244951889 0.011202576873154086 -0.019652506567836556 0.0080368050960560877 0.011414530774653247 -0.0066368371915729073 0.0085488496909587874 -0.014417970858146782 0.017669833480484343 -0.015818028550245774 -0.011495831631789351 0.016743320687094533 0.012271437970226904 -0.0096268382384775211 -0.017043834988321224 -0.015564388878929199 -0.015155572596029803 0.010212788018977365 -0.018369286843802738 -0.012852405765674226 0.013759837346677068 0.010609612986202777 0.005421364513738528 0.009931913947683604 -0.01331336852289431 -0.0044622877990753602 -0.0044719034823821596 -0.016472969742744134 0.0034754986552701849 0.010534142106221611
leaf_weight=63.121276125311852 125.66223737597466 3.7132982537150374 11.390346251428126 53.101166754961014 6.6504194661974898 19.734240181744099 26.515726312994957 23.242226555943493 4.2639237791299811 23.37160724401474 13.232575334608553 4.9718725681304923 8.8446212187409383 44.313740998506546 8.8633334711194056 17.729541338980198 20.378753513097763 27.430833399295807 8.8395252078771573 13.301036804914473 19.414847701787949 13.110972367227076 18.396912567317489 16.090681880712509 36.157358877360821 23.026564292609692 26.843887656927109 4.7073824182152739 121.99670623987913 68.069510616362095
leaf_count=658 329 13 90 172 23 151 72 144 8 220 107 10 25 313 97 184 202 107 76 94 65 44 103 59 323 146 143 50 425 180
internal_value=3.05173e-05 0.00340237 0.00527904 -0.00167016 0.00163502 -0.00610812 0.00660084 -0.000612418 -0.00944381 -0.00383685 0.00188044 -0.00603263 -0.0040488 -0.00688111 -0.0112594 -0.00633032 -0.00458151 -0.00255661 4.37407e-05 0.00208212 0.0052674 0.000247506 -0.00403137 -0.00217272 -0.0110301 0.00145869 -0.00899435 0.000960505 0.00783504 0.00600345
internal_weight=876.487 565.737 412.956 152.781 112.91 310.75 369.75 54.0219 27.5062 215.661 65.4926 43.2061 59.8088 50.9642 95.0889 150.169 126.797 106.418 88.6886 79.8491 52.2601 32.8452 31.9676 52.4183 39.8707 39.1172 38.2342 23.1043 315.728 190.066
internal_count=4633 2270 1401 869 533 2363 1158 224 152 1455 367 243 361 336 908 1088 868 666 482 406 260 195 250 299 336 205 233 153 934 605
is_linear=0
shrinkage=0.0130702


Tree=19
num_leaves=31
num_cat=0
split_feature=16 0 10 6 0 2 13 16 13 5 12 10 0 8 5 18 0 16 18 16 9 7 14 10 7 18 0 8 5 5
split_gain=108.912 32.7106 26.4981 26.1734 25.9764 17.2063 21.6851 17.2015 15.8603 15.7682 19.3591 14.781 23.6038 15.895 18.8754 13.9399 21.2978 22.4334 13.8847 18.208 13.1191 12.8471 12.8323 12.0431 20.6357 11.8736 11.7498 11.3408 15.3637 11.8027
threshold=18.594956516900002 86.09518316945001 90.937096262400004 14.825346391850003 95.217121606100008 314.93386866815007 116.67639440335002 21.074950717600004 95.937628385050019 2.7155367820000005 216.20511703005005 61.917879202350001 85.619326080400015 8.543332867800002 30.133297129900004 17.327266398450003 98.51854819030001 16.024962526700005 16.435318745950003 6.2449853965000015 208.17787845895003 25.139463727750002 341.84746549465007 78.290589216800015 24.103872582350004 15.125532671900002 93.047535894850014 7.5441126493500006 13.252098438300001 12.306951632950001
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 5 4 25 -1 6 -2 -8 9 18 -11 13 -13 -9 20 16 17 -10 -6 -20 -15 -19 -17 -12 -25 26 -3 29 -29 -18
right_child=1 3 -4 -5 8 -7 7 11 15 10 23 12 -14 14 -16 22 27 21 19 -21 -22 -23 -24 24 -26 -27 -28 28 -30 -31
leaf_value=-0.0086688802990663727 0.012805539149115207 0.0027515487729812011 -0.013484383661403336 0.007949670858497104 0.019991150823422312 -0.018457720713262987 -0.016892197952693987 0.012257351669125768 0.0094627374013254353 -0.015945855641958124 -0.018824225465852697 -0.018183022775158847 -0.00017578588417052913 -0.00095645818422102221 0.015984931100755606 0.015369120784205416 -0.010767889250525095 0.0021922064290078006 0.017732206523024371 -0.017644313553984152 -0.022531088808109511 -0.017411039169102728 -0.0045785369958147868 0.016019693822702748 -0.0058116704544724116 0.0061914175251596756 -0.011202342849701763 0.0055393142012359646 -0.01174072874433647 0.010990085279718596
leaf_weight=108.38839594274759 18.745564296841621 16.194045312702656 47.805760882794857 265.23882759362459 6.2278398498892775 8.0116913914680463 10.403689101338385 23.955887883901596 44.71742520481348 29.321707874536514 5.9734104275703421 14.374788977205752 52.743005149066448 13.940933838486677 7.0077528059482566 17.417288497090343 5.9633477777242687 12.297031760215761 3.6861741542816144 5.8262064680457115 6.3733409792184821 8.9736490026116353 7.0222025737166396 9.3893754780292493 23.623453363776207 21.813291437923908 22.204416804015636 9.8978828117251378 41.302240677177906 11.015428014099596
leaf_count=934 46 56 554 776 12 62 92 62 117 295 51 108 212 54 14 39 50 66 6 51 44 80 38 20 171 73 142 45 330 33
internal_value=2.95996e-05 0.0040206 -0.0047835 0.00626649 -0.00359859 -0.000678199 0.000287229 -0.0015347 -0.00133381 -0.00570881 -0.00829891 -0.000185198 -0.00403244 0.00485047 -0.00164387 0.000984577 -0.000591627 0.00445332 0.00553145 -0.00393544 -0.00772522 -0.00607799 0.00963756 -0.00254761 0.000397518 -0.00114807 -0.00531747 -0.00547447 -0.00840019 0.00334817
internal_weight=879.856 481.007 398.849 325.451 351.043 155.557 147.545 128.799 242.655 84.0482 68.3079 118.396 67.1178 51.2779 27.322 158.606 134.167 65.9881 15.7402 9.51238 20.3143 21.2707 24.4395 38.9862 33.0128 60.2118 38.3985 68.1789 51.2001 16.9788
internal_count=4633 1741 2892 1047 2338 694 632 586 1404 606 537 494 320 174 112 798 721 263 69 57 98 146 77 242 191 271 198 458 375 83
is_linear=0
shrinkage=0.0124572


Tree=20
num_leaves=31
num_cat=0
split_feature=16 5 10 6 13 5 7 0 13 13 5 12 6 2 0 13 18 16 0 5 13 7 15 13 16 16 19 6 18 16
split_gain=140.613 37.8496 29.3377 29.2295 21.5752 20.6931 20.499 19.9513 18.9461 18.8942 17.4221 17.9436 17.2971 17.059 15.4558 14.7459 14.032 22.8204 21.9288 20.3959 13.7843 18.3168 18.7304 13.2413 12.9146 12.7682 13.2701 11.7202 11.6976 18.292
threshold=18.594956516900002 23.605484525250002 90.937096262400004 15.635365317800002 112.67059178900001 20.769304081650002 19.506002767000002 95.217121606100008 111.98772342380001 95.937628385050019 2.7155367820000005 216.20511703005005 16.455384477450004 199.01127796720002 85.990333302400003 109.64607639220002 17.959397566400003 16.094962363000004 98.51854819030001 13.713273242250002 109.40142670235001 25.334697901700004 27.756828593300003 113.62230596715001 22.694946929300002 14.464966174600002 11.850956171350001 16.375382608200002 16.435318745950003 6.2449853965000015
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 4 3 6 5 8 -1 15 20 10 28 -12 14 -14 27 -8 17 18 -11 -20 21 22 -2 -3 -25 -21 -27 -6 -9 -30
right_child=1 23 -4 -5 12 -7 7 9 -10 16 11 -13 13 -15 -16 -17 -18 -19 19 25 -22 -23 -24 24 -26 26 -28 -29 29 -31
leaf_value=0.016531798659263939 0.0078690546042506811 0.014807548271245249 -0.015077525356604877 -0.015753231164179791 -0.01654990640327917 -0.021390796311292391 -0.011495857481292799 0.020116840365315265 -0.018790015809512423 0.010191349008477008 -0.017454897279485147 -0.0038090582336084752 0.006010724526753209 -0.012536431715494869 0.01226105150672324 0.014015843652335628 0.015287644252252167 -0.0083805468951645753 0.0077690107420094528 -0.015523905388379873 0.010543814208290436 0.010236530291774086 -0.017589916861133127 -0.0059088889114969631 0.0045559676808952067 0.01756065439945052 -0.0075024325279101425 0.0066929600657822915 0.019444891737685793 -0.018662844440855818
leaf_weight=9.3712689802050573 8.091746851801874 8.0233912020921689 52.151478357613087 36.255365818738937 5.7980600893497494 6.7720783054828635 66.248631879687309 6.2619044855236998 6.6222000122070304 45.549357883632183 30.782964825630188 39.925535522401333 92.349828407168388 9.9042842239141446 175.01401252299547 4.3553583472967139 11.324141778051851 43.804669484496117 23.430796660482883 20.07888488471508 38.723251678049564 15.966259710490702 14.648915126919745 78.595738910138607 29.164481356739998 5.4453594833612469 12.692172169685362 12.037604838609694 3.7681939601898176 5.7223004698753357
leaf_count=21 25 17 554 371 30 50 533 12 41 119 295 241 271 57 418 11 28 297 90 172 100 42 105 445 105 10 81 35 6 51
internal_value=0.00010669 0.00489742 -0.00565494 -0.00430869 0.00691795 0.00119395 -0.0030466 -0.00362106 0.0030136 -0.00183286 -0.00690422 -0.00974978 0.00867963 0.00421426 0.0110473 -0.00992211 0.000868349 -0.000213007 0.00312457 -0.00209688 0.00487834 -0.000789515 -0.00853092 -0.00183734 -0.00307666 -0.00814573 2.21591e-05 -0.000862886 0.00586879 -0.0035322
internal_weight=918.88 501.712 417.168 365.017 385.928 90.8245 328.762 319.39 84.0524 248.786 86.4609 70.7085 295.104 102.254 192.85 70.604 162.325 151.001 107.197 61.6472 77.4302 38.7069 22.7407 115.784 107.76 38.2164 18.1375 17.8357 15.7524 9.49049
internal_count=4633 1741 2892 2338 1174 363 1967 1946 313 1402 605 536 811 328 483 544 797 769 472 353 272 172 130 567 550 263 91 65 69 57
is_linear=0
shrinkage=0.0134304


Tree=21
num_leaves=31
num_cat=0
split_feature=16 5 5 6 3 16 16 18 0 0 6 13 9 0 19 8 16 15 8 5 10 9 0 6 8 7 18 2 7 9
split_gain=229.042 59.5942 39.5754 56.4507 27.2194 26.4239 26.7408 27.5107 23.2264 20.0106 27.4195 17.5727 16.6313 17.4807 15.7105 15.6467 14.1144 14.1709 13.9834 12.5728 23.0504 14.4924 12.0216 16.8032 11.9344 11.6808 13.7798 11.1484 10.819 10.731
threshold=18.594956516900002 23.605484525250002 11.783123780850001 14.375335877400001 85.589753040950015 13.534968349350001 16.024962526700005 18.037292123150003 96.082805124100005 98.51854819030001 12.410289964450003 113.62230596715001 191.61296531520003 95.746747857800017 12.050972309250001 7.0445025401000008 22.704946905950003 43.153128509050006 10.242007239150002 18.678742451450002 71.053259929650025 66.136595672450014 86.162394622750014 16.475384944750001 8.8430989333000021 21.034091097450002 14.390586827150001 94.087390192850009 23.960918281000001 66.544071737050004
decision_type=2 2 2 2 2 2 2 2 2 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 8 25 9 12 28 -7 14 -3 13 -8 -11 -16 22 18 -18 20 -5 -21 29 -24 -6 26 -4 -26 -2 -13
right_child=1 11 3 19 24 6 7 -9 -10 10 -12 16 -14 -15 15 -17 17 -19 -20 21 -22 -23 23 -25 27 -27 -28 -29 -30 -31
leaf_value=-0.0079637287438249823 0.0069133461432046659 0.010618644305373069 -0.0061326919208758738 0.0096642436646449462 0.0068200358129151539 0.0082138593269682671 -0.0081950951828269735 0.011728577960183706 0.0061552625472918203 0.0093434828072438084 -0.0089996158098858484 0.0011791818808535521 -0.0100692515675057 0.011951728216944896 0.0092180191322807047 -0.014392583792603301 -0.015469663665367256 0.0080128436241289121 0.0045907526572455193 0.0061054883589517607 -0.010829784804677403 -0.010717998808650502 -0.0058472236236827438 0.010906133368646948 0.0051035912179505129 -0.0068454468935317302 0.013696836429966688 -0.0075075302927966846 -0.009357942593050542 -0.0078311536246394049
leaf_weight=160.50737935304642 3.7638408988714245 8.6992789059877378 5.7487094402313215 7.8585640937089947 345.6365404650569 54.019995003938675 6.6892072185873968 7.8869441449642173 19.555544033646584 21.405021145939831 16.013541713356972 12.824002370238302 28.074404306709766 6.6757882237434387 3.7344524413347226 5.2232222557067871 5.0989656299352664 17.12864151597023 5.7201018631458282 4.2050220668315879 9.2925512567162496 71.85830682516098 9.9030477255582827 8.7470997720956785 14.183178573846819 48.346626460552216 5.1585217267274857 8.8204639703035337 20.105717048048973 51.182635381817818
leaf_count=1203 11 17 35 19 894 132 41 14 52 48 109 55 203 14 9 38 35 45 18 14 71 608 51 20 40 325 9 43 134 326
internal_value=0.000101705 0.00404702 -0.00442915 -0.00255177 0.00563421 -9.22606e-06 0.00196113 -0.00334947 -0.000961607 0.00457032 0.000326251 -0.00143501 -0.0062192 0.0018682 0.00524479 -0.00454933 -0.00238305 0.00302813 -0.00486361 -0.00825186 -0.00143951 -0.00978794 -0.00421267 0.00201026 0.00641118 -0.00498793 0.00324559 0.000268012 -0.00679223 -0.00602589
internal_weight=994.067 531.369 462.698 302.191 412.065 208.976 149.723 49.3263 43.4251 100.396 46.3762 119.304 41.4394 13.365 30.3627 8.95767 110.604 27.9477 10.8191 93.2144 17.1511 76.0633 82.6568 18.6501 368.64 59.2539 10.9072 23.0036 23.8696 64.0066
internal_count=4633 1741 2892 1689 1174 977 608 272 197 336 204 567 258 55 95 47 550 98 53 712 90 622 452 71 977 369 44 83 145 381
is_linear=0
shrinkage=0.00880808


Tree=22
num_leaves=31
num_cat=0
split_feature=16 0 10 6 6 15 5 17 5 2 13 16 13 6 10 0 8 5 9 17 13 2 2 13 19 5 2 15 9 18
split_gain=113.421 31.7279 26.6616 25.5604 24.4459 17.4194 18.2905 20.1723 19.7388 15.9622 19.1196 16.8675 13.8354 14.5286 12.9517 21.3579 13.6764 15.9932 11.8994 9.86277 17.2411 9.84466 11.3799 11.2425 14.8773 10.3487 9.20165 24.7559 9.15653 12.2164
threshold=18.594956516900002 86.09518316945001 90.937096262400004 15.635365317800002 14.865347326450001 30.054399297400007 10.36813655115 166.68115439205005 2.7155367820000005 314.93386866815007 116.67639440335002 21.074950717600004 95.811270852950017 6.5151522255000005 61.917879202350001 85.619326080400015 8.543332867800002 30.133297129900004 208.17787845895003 192.64609805285002 79.003030621350021 185.00267682035005 323.30468295165002 108.49810477050001 11.950964240300001 14.050239455300002 344.91334945730006 38.567335632300008 194.45262321395003 13.679220276500002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 9 3 5 26 6 8 -8 19 10 -2 -12 13 -9 16 -16 -13 18 -18 -1 -21 23 -23 24 25 -14 27 -3 29 -6
right_child=1 4 -4 -5 28 -7 7 12 -10 -11 11 14 21 -15 15 -17 17 -19 -20 20 -22 22 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=0.016807398468936103 0.01191114944776472 0.0010666324032473074 -0.013227481506575494 -0.013762084081443379 0.012221259017275134 -0.012829786294412391 -0.0095647253680086145 0.016680311894406864 -0.010292260605056017 -0.017530670396253396 -0.016295591153028519 0.011375804436833899 0.013682017078893096 -0.0095947161830338829 -0.016725434511201665 5.6742632541973112e-05 -0.00049565106397216269 0.014816531956399667 -0.020717096289793301 0.017433063574122894 -0.016477395747202733 0.0074401506999668549 -0.010005236983434548 0.014363746828133345 -0.0044373195194026679 -0.0027086178621122709 0.012328164568925165 -0.02213541279090955 0.0060419408409031717 -0.0011551377878890995
leaf_weight=6.368496134877204 18.665443398058414 51.487222537398338 48.185584776103497 33.064469024538994 89.990739539265633 22.560498617589474 28.506644427776337 3.5603067874908474 57.725944630801678 7.7636189684271804 10.219683364033697 23.858173340559006 13.964298874139788 25.39347717911005 14.259968765079973 53.341970823705196 14.087708234786993 6.8611881285905829 6.2261133193969718 3.7129819393157941 5.5499173030257225 68.830652981996536 6.034468561410903 7.4944799691438666 59.941266931593418 9.6758992522954923 7.4800276756286612 7.865646965801715 160.90032347291708 11.415609337389467
leaf_count=13 46 217 554 371 214 222 242 8 499 62 92 62 31 191 108 212 54 14 44 6 51 229 40 17 366 52 18 57 495 46
internal_value=6.6405e-05 0.00403179 -0.00472909 -0.003567 0.00617303 -0.00251133 -0.00172689 6.00471e-06 -0.00700424 -0.000506765 0.00038916 -0.00127987 0.00140588 -0.0063638 1.3638e-05 -0.00348329 0.00464591 -0.00126258 -0.00669345 0.00513827 -0.00288458 0.00276156 0.00603397 7.16075e-05 -0.00120992 0.00697335 -0.000403639 -0.00200818 0.00784869 0.0107154
internal_weight=884.993 484.423 400.569 352.384 329.14 319.319 296.759 223.401 73.3573 155.284 147.52 128.855 194.895 28.9538 118.635 67.6019 51.0332 27.175 20.3138 15.6314 9.2629 165.941 74.8651 91.0759 83.5815 23.6402 66.8329 59.3529 262.307 101.406
internal_count=4633 1741 2892 2338 1047 1967 1745 1176 569 694 632 586 934 199 494 320 174 112 98 70 57 735 269 466 449 83 292 274 755 260
is_linear=0
shrinkage=0.012181


Tree=23
num_leaves=31
num_cat=0
split_feature=16 5 10 0 13 13 5 13 16 17 9 6 2 5 13 7 6 0 6 10 2 0 13 0 7 16 15 8 5 0
split_gain=192.22 49.7026 34.0081 35.3035 26.3568 23.6483 22.4379 19.776 18.5391 25.2246 18.3336 18.0199 19.8588 17.8294 17.0759 16.9327 19.035 16.9303 31.5704 16.3019 20.8822 16.0623 14.4654 20.229 21.2578 14.2658 13.4594 12.2563 11.21 11.1318
threshold=18.594956516900002 23.605484525250002 90.937096262400004 95.217121606100008 112.67059178900001 98.255079293500017 20.769304081650002 111.98772342380001 15.774963111300002 236.15709471040003 191.61296531520003 16.455384477450004 199.01127796720002 1.6209823962500003 113.62230596715001 24.407759398400003 13.185308072600002 98.51854819030001 12.410289964450003 74.927328095600004 219.56639384385002 86.09518316945001 109.40142670235001 96.082805124100005 23.109894804950002 22.704946905950003 43.153128509050006 10.242007239150002 16.222050829800004 86.162394622750014
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 4 3 -1 6 13 7 22 17 10 -10 21 -13 -5 -3 19 -17 28 -19 -15 -21 -6 23 24 -2 29 27 -27 -7 -16
right_child=1 14 -4 5 11 8 -8 -9 9 -11 -12 12 -14 15 25 16 -18 18 -20 20 -22 -23 -24 -25 -26 26 -28 -29 -30 -31
leaf_value=-0.0055109601965661788 0.007420507744106521 0.0082004937738330685 -0.0080626681207608183 0.0077794680859398085 0.00031720557871911699 0.0090143025245074462 -0.010961705296251397 -0.0094993263613462695 0.0028898762547229983 0.0064850104804390482 -0.0073667343840694314 0.0036347594373002398 -0.0064212227244412135 -0.0073249145944137423 -0.0045363690746012021 -0.0063875517114232883 0.0054268447191550004 0.0043392049976363695 -0.0082441090891244313 -0.006426445904659457 0.0074237512222662411 0.006760089747706817 0.0056278722888214857 0.0052145253012093398 -0.0083324189642791716 -0.011358099416138058 0.0062300621250873465 0.0033059639320081775 0.0021455623882558231 0.0014647357043177322
leaf_weight=122.09160120785236 5.2154804319143322 8.6419034600257856 58.367614522576332 6.4726217091083518 19.855177253484726 23.306393653154373 6.9244338274002066 6.6498253196477881 10.892995506525038 11.963420458137987 31.260384224355221 95.785850554704666 10.058644562959669 9.379116974771021 63.074528478085995 78.346270516514778 6.8759745806455603 24.712686814367771 14.762682281434534 7.2145368978381184 16.785869419574738 185.51956971734762 39.698678329586983 17.732213526964188 16.636443749070168 4.9520750045776385 17.053746476769447 5.6632580310106277 20.880335196852684 18.538647323846817
leaf_count=934 11 17 554 15 70 42 50 41 41 30 238 271 57 75 381 598 20 75 105 60 38 413 100 45 116 35 45 18 67 71
internal_value=7.66941e-05 0.00287644 -0.00322001 -0.00248573 0.00401134 -0.00108056 0.000828062 0.00177808 0.000865115 -0.00224006 -0.00471629 0.00496112 0.00267912 -0.00322387 -0.00101239 -0.00382437 -0.00543433 0.00287369 -0.000366602 0.000286075 0.00326037 0.00613721 0.00272397 -0.000188339 -0.00457261 -0.00174093 0.00248372 -0.00353485 0.0057685 -0.0031732
internal_weight=965.313 522 443.313 384.945 404.076 262.853 92.8571 85.9326 137.779 54.1168 42.1534 311.219 105.844 125.074 117.924 118.602 85.2222 83.6621 39.4754 33.3795 24.0004 205.375 79.2828 39.5841 21.8519 109.282 27.6691 10.6153 44.1867 81.6132
internal_count=4633 1741 2892 2338 1174 1404 363 313 598 309 279 811 328 806 567 791 618 289 180 173 98 483 272 172 127 550 98 53 109 452
is_linear=0
shrinkage=0.00680823


Tree=24
num_leaves=31
num_cat=0
split_feature=16 5 10 0 6 6 6 18 0 0 7 2 13 9 9 5 8 12 8 10 3 19 17 8 2 0 0 15 12 17
split_gain=124.128 34.7057 27.1865 26.8564 18.7675 17.3801 21.0201 19.637 17.0722 16.4983 15.3179 14.745 17.9892 15.4395 14.0757 13.4117 15.8936 13.3562 12.8499 12.7524 16.664 11.5023 11.0066 10.8819 12.985 10.4978 19.9264 10.4281 10.3895 13.3322
threshold=18.594956516900002 24.082771358500001 90.937096262400004 95.217121606100008 14.825346391850003 13.665319288000001 13.775321858200002 17.327266398450003 86.692020874450009 102.75018128760001 24.103872582350004 319.32263744460005 116.67639440335002 189.34276022045003 206.39860865795001 29.741930202000002 8.4434108459500017 202.20743612260003 2.4480895352000007 79.328334055150009 83.613736315050019 12.651020723000002 240.41195881570002 8.8430989333000021 73.795394389500018 96.082805124100005 93.047535894850014 29.326787846200002 154.32008656120004 172.68891404560003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 4 3 28 25 7 -7 10 11 -9 17 12 -3 -14 -8 16 -15 21 -11 20 -19 -5 -20 -6 -25 26 -2 -28 -1 -30
right_child=1 8 -4 5 23 6 14 9 -10 18 -12 -13 13 15 -16 -17 -18 19 22 -21 -22 -23 -24 24 -26 -27 27 -29 29 -31
leaf_value=-0.010043686113778493 0.0042875190142665177 0.007908227922335585 -0.010604539066402888 -0.01311947324896269 0.0060594701374963944 0.012160300658604373 0.0044265659460586172 0.0095521071517237991 0.010373798088826644 0.0053103945266473832 -0.0063422929813626598 -0.014535580198982457 -0.011187448234747059 0.0045141787862911786 -0.0074760191363070624 0.0099436651325365208 -0.0090895974803991298 -0.0098324452861701852 -0.013639594574758659 0.013010343397602799 0.012614764585143956 0.0071251133771220989 0.0019651677568192317 0.007067160597203641 -0.0073194046309129944 0.0058680232148178336 0.00042003534906382892 -0.013214174456896528 0.0013610970897470682 -0.0079596260091174525
leaf_weight=51.858264245092869 20.282669000327587 14.47638303041458 49.199186712503433 8.8577240854501706 307.36764756590128 18.131124153733253 22.559898242354393 19.657769724726677 9.6166808158159238 13.51521895080805 102.70970437675714 9.6076493784785253 19.587275557219982 13.554715007543562 15.867642678320406 8.679055839776991 19.836400933563709 8.067054435610773 10.357073932886125 10.790221750736235 5.0368300154805175 3.7434591799974433 7.1731306388974181 10.826880201697351 12.880088135600088 18.790336757898331 7.8115469664335277 16.100840128958225 24.508046485483646 34.847712829709053
leaf_count=521 63 39 554 82 883 38 86 51 23 60 750 75 158 54 101 20 126 59 90 22 11 18 36 28 62 52 32 126 135 278
internal_value=9.62407e-05 0.00338181 -0.00385582 -0.00292753 0.00465024 -0.00114521 0.00356649 -0.00254846 -0.00185989 0.00261077 -0.00442762 -0.003232 -0.00180556 -0.00408623 -0.000488294 -0.000780003 -0.00356731 0.00096089 -0.00178444 0.00521484 -0.00120426 -0.00710537 -0.00725433 0.00557193 -0.000749116 -0.000194549 -0.00277216 -0.00876024 -0.00687742 -0.00411109
internal_weight=896.298 489.418 406.88 357.681 394.06 246.467 56.5587 189.908 95.3582 50.7032 139.205 85.7415 76.1338 61.6574 38.4275 42.0702 33.3911 36.4953 31.0454 23.8941 13.1039 12.6012 17.5302 331.075 23.707 62.9854 44.1951 23.9124 111.214 59.3558
internal_count=4633 1741 2892 2338 1246 1404 225 1179 495 237 942 472 397 358 187 200 180 192 186 92 70 100 126 973 90 273 221 158 934 413
is_linear=0
shrinkage=0.00968298


Tree=25
num_leaves=31
num_cat=0
split_feature=16 5 10 6 7 0 13 16 13 6 5 12 2 0 15 2 18 0 16 14 5 16 16 6 16 13 13 17 18 18
split_gain=105.252 29.2198 25.1535 24.2646 17.1532 17.6956 16.8811 16.645 15.8424 14.8851 14.7705 16.6777 14.0925 12.6957 12.6391 12.4726 12.4315 22.4264 15.2864 13.4404 11.8336 11.7086 14.6588 13.8849 13.5634 10.9027 10.7886 11.9722 15.7701 10.4733
threshold=18.594956516900002 23.605484525250002 90.937096262400004 15.635365317800002 19.506002767000002 95.217121606100008 112.67059178900001 20.034953149600003 95.937628385050019 16.455384477450004 2.7155367820000005 216.20511703005005 199.01127796720002 86.09518316945001 30.054399297400007 90.828344481500011 17.108018746400003 97.886760529650019 16.684960983300005 354.56833066625006 20.769304081650002 16.224962059000003 12.604970524100002 12.325287978400002 14.969964993700001 113.62230596715001 109.64607639220002 180.67147619190004 13.900697602550002 16.435318745950003
decision_type=2 2 2 2 2 2 2 2 2 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 26 7 14 10 13 29 -12 -11 -8 -2 -16 17 18 -10 -18 -17 22 -19 -24 -25 -3 27 28 -6 -7
right_child=1 25 -4 -5 5 8 9 -9 16 12 11 -13 -14 -15 15 20 19 21 -20 -21 -22 -23 23 24 -26 -27 -28 -29 -30 -31
leaf_value=0.016646934099525869 0.0087766076935666907 0.01509575255154713 -0.015549603031006928 -0.016225159334626277 -0.010883384588602843 0.020800560698454609 -0.00015353050529716511 -0.016360231951275308 0.010876909729360068 0.0057139585574052937 -0.018304069499451889 -0.0035752068917514327 -0.012689734649086196 0.012268330782667236 -0.023462633235206084 0.0046059872274483611 0.015062234483525751 -0.018717556108817306 -0.0062303131791042613 -0.0086624549333505045 -0.020690943568517712 -0.017306185252676434 0.0074987604273187439 -0.02206400696399121 0.0013290126636631946 -0.0030511287722936428 0.012495012730251158 -0.017642778868896977 0.01388984290574408 -0.0038263428893549525
leaf_weight=9.236717112362383 42.150324903428555 7.5237194597721091 46.224755167961121 31.878607042133808 22.608099788427356 6.1408966928720465 19.560182571411133 10.224565409123896 39.940732330083847 89.894380547106266 28.136428222060204 38.703106239438057 9.7768769189715368 160.62832649797201 5.3738139495253554 25.007290691137317 22.343088768422607 10.468374662101267 15.313748717308043 6.5423221737146369 4.6471882984042159 15.651273831725119 25.929386548697948 8.9168496429920214 12.782402992248533 104.06158984452486 4.1976661235094062 33.048703700304031 7.1736319959163657 9.0578588694334012
leaf_count=21 124 17 554 371 177 12 70 60 108 271 295 241 57 413 46 94 58 109 107 39 39 136 102 75 63 550 11 332 24 57
internal_value=0.000110036 0.00469648 -0.00545994 -0.00412 -0.00289955 -0.00348773 0.00667868 0.00109384 -0.00164026 0.00842288 -0.00682982 -0.00977539 0.00390872 0.0109199 0.00340615 -0.00305625 0.00105622 -0.000876719 0.00613565 0.00968878 0.000641675 -0.0061306 -0.00311991 0.000308319 -0.00828385 -0.00182756 -0.0101007 -0.0116103 -0.00491617 0.0061239
internal_weight=873.143 478.848 394.295 348.07 316.191 306.955 367.263 87.4032 239.926 279.86 82.0383 66.8395 99.6713 180.189 77.1786 35.0283 157.888 129.003 55.2545 28.8854 29.6545 73.7483 58.097 47.6286 21.6993 111.585 67.0281 62.8304 29.7817 15.1988
internal_count=4633 1741 2892 2338 1967 1946 1174 363 1402 811 605 536 328 483 303 179 797 700 215 97 133 485 349 240 138 567 544 533 201 69
is_linear=0
shrinkage=0.0145577


Tree=26
num_leaves=31
num_cat=0
split_feature=16 15 10 10 6 3 3 15 5 17 5 16 18 16 19 6 19 5 9 19 7 17 3 7 9 16 9 12 4 16
split_gain=88.7339 26.1704 28.3113 22.7645 21.8135 17.183 18.5774 14.7117 15.2657 16.6045 15.9163 13.7709 12.1266 11.0863 12.9467 14.3639 20.168 16.8936 13.8173 11.63 9.63925 11.3467 10.279 9.10605 8.82621 8.74246 10.5221 8.52072 20.6747 18.9823
threshold=18.594956516900002 46.055224235250002 60.87206898960001 90.937096262400004 15.635365317800002 85.589753040950015 84.812788641250009 30.054399297400007 10.36813655115 166.68115439205005 2.7155367820000005 23.044946110900003 11.890615410500002 13.534968349350001 11.850956171350001 13.665319288000001 13.051052998800001 13.252098438300001 187.55294863440002 10.650859343850001 23.209106085000005 192.44445991605002 93.292185584700022 24.176603375500004 57.312778687900007 17.874958200600002 211.92060661890002 343.58463701550005 310.44950696480004 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=3 2 12 4 7 6 -4 8 10 -10 -1 20 -2 19 -15 17 -17 25 -19 -11 -3 -22 -23 -8 -21 26 -16 28 -7 -30
right_child=1 11 5 -5 -6 27 23 -9 9 13 -12 -13 -14 14 15 16 -18 18 -20 24 21 22 -24 -25 -26 -27 -28 -29 29 -31
leaf_value=0.0045945481497659734 0.0016280917057814853 -0.015799168042107688 0.0043393912701346644 -0.012843512694664194 -0.013423978662982139 0.0070077347992412191 0.00058518324635060883 -0.012372222415811237 -0.009035698005278309 0.0031873150091032755 -0.0097465868516063928 0.014251601887083217 -0.011663009837946979 0.011698701154569641 0.0042560502783531998 0.0082707868535182843 -0.01275678062276543 0.0035439546166934417 -0.013393300250570422 0.0015404833885830208 0.013387738143160133 0.00051555859323946097 -0.018816373795286962 -0.020068121251584931 -0.015138145627680472 0.015571573627754751 -0.019026345974501535 0.013477078020566812 -0.011003926411508005 0.01022220302755498
leaf_weight=15.133117392659186 20.933469988405704 15.037793323397635 25.820707395672798 42.951970227062702 29.574341520667076 288.98489919304848 4.9230125322937957 20.687539853155613 26.93692784011364 17.656474359333515 54.259616017341614 4.7261621952056876 21.051944941282272 21.856604680418968 16.869386963546283 54.750317744910717 7.9924394711852065 10.42679814994335 25.077265240252018 6.9269951805472401 5.0148658603429821 9.8320767581462878 7.3487799465656272 9.6869236975908262 16.191294364631176 7.7616684734821311 3.6016816198825827 25.20982263982296 19.361767157912258 9.6542182266712171
leaf_count=70 100 119 95 554 371 860 22 222 242 91 499 10 147 55 76 169 73 44 201 33 15 41 58 80 146 17 29 58 109 27
internal_value=8.2245e-05 0.00368552 0.00460403 -0.0043673 -0.0032828 0.00565905 -0.00196562 -0.00230308 -0.00157332 4.73419e-05 -0.00661908 -0.00563159 -0.00503621 0.00134113 0.00291082 0.00139221 0.00559221 -0.00274227 -0.00841918 -0.00436933 -0.00815543 -0.00297673 -0.0077533 -0.0131087 -0.0101407 0.00439672 0.000159743 0.00655724 0.00600867 -0.00394155
internal_weight=846.241 467.586 425.627 378.654 335.702 383.641 40.4306 306.128 285.441 216.048 69.3927 41.9597 41.9854 189.111 148.336 126.48 62.7428 63.7368 35.5041 40.7748 37.2335 22.1957 17.1809 14.6099 23.1183 28.2327 20.4711 343.211 318.001 29.016
internal_count=4633 1741 1498 2892 2338 1251 197 1967 1745 1176 569 243 247 934 664 609 242 367 245 270 233 114 99 102 179 122 105 1054 996 136
is_linear=0
shrinkage=0.0123654


Tree=27
num_leaves=31
num_cat=0
split_feature=16 5 10 6 3 0 15 12 13 9 8 2 3 8 6 16 19 3 15 16 10 6 16 10 2 3 15 4 0 18
split_gain=111.63 30.4562 24.8447 23.6685 18.772 21.255 16.0491 19.658 20.7712 20.3998 14.4665 13.4466 12.3527 12.2553 13.9955 11.7318 21.6022 11.4611 13.7455 13.2982 10.3639 15.4306 15.2062 15.074 13.254 10.164 9.48029 8.49196 8.3649 14.7716
threshold=18.594956516900002 23.605484525250002 90.937096262400004 15.635365317800002 85.589753040950015 96.082805124100005 30.054399297400007 206.14208420540004 108.49810477050001 31.257715529350005 8.8430989333000021 325.13486840910008 70.561272091750013 9.4426310644000022 16.645388916850006 13.854967601050001 11.950964240300001 108.48197402175002 46.055224235250002 23.044946110900003 60.87206898960001 16.495385412050002 22.634947069650003 58.309968391300011 302.29361977965004 93.292185584700022 18.581945927850004 162.32075757215003 95.988709089550014 14.830595894550003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 4 3 6 5 27 7 8 15 -9 -6 -11 -13 14 -12 -1 -17 18 20 25 23 22 -22 24 -3 -20 -18 -2 -28 -30
right_child=1 17 -4 -5 10 -7 -8 9 -10 11 13 12 -14 -15 -16 16 26 -19 19 -21 21 -23 -24 -25 -26 -27 28 -29 29 -31
leaf_value=-0.0097889632431573722 0.0019903554836192554 0.0091381914348692035 -0.011999656573218517 -0.012489593937896329 0.006878036898390733 0.0070573252004674757 -0.011578169219433807 -0.010845533875879396 0.012713029132038881 0.0046044737543627767 -0.00045226295302259274 0.0073534117340575186 -0.012596067926327564 0.0091178401061058692 -0.024024282358431362 0.0069132496588403024 0.0065596472376346412 -0.012299657115677742 0.0017477395241633918 0.012686718749551037 -0.020582435441814966 0.012318921078298512 0.0084867376031586717 -0.014695727684273262 -0.011554059367681028 -0.011094677687056962 -0.013219601528059212 -0.013372932301087463 0.0032339061044790044 -0.0090404023231696398
leaf_weight=48.874410018324852 6.2805188372731235 14.372062861919408 46.294423691928387 31.741575010120869 305.00829759985209 18.783540815114975 21.971805706620216 14.973875135183333 8.5609216317534429 102.83700659871101 8.7789308354258555 5.8467674702405956 11.82788337767124 7.1814066916704169 4.9742611795663825 21.454584412276745 7.174350641667842 10.802286975085734 11.011751204729078 4.720389410853385 4.192311614751814 23.733837559819221 4.9432029277086258 8.0689178258180601 5.3565057367086402 26.377788014709949 19.712832495570183 16.322052240371704 19.186964400112629 34.734945610165596
leaf_count=438 33 41 554 371 894 52 222 129 21 421 32 24 93 18 33 74 26 91 44 10 29 56 15 58 36 187 190 112 83 246
internal_value=0.000149714 0.00378279 -0.00427136 -0.00324591 0.00535393 -0.00176899 -0.00232078 -0.00163172 -0.00430045 0.00151396 0.00625835 0.00304966 -0.00599679 -0.00277027 -0.0089778 -0.00526414 -0.00310162 -0.00129848 -0.000142206 -0.00507057 0.00327865 0.00754621 -0.00485318 -0.00176755 0.00352004 -0.0073124 -0.00576054 -0.00910397 -0.00696091 -0.00467285
internal_weight=876.1 480.908 395.192 348.898 367.329 41.3861 317.156 295.185 159.699 135.486 325.943 120.512 17.6747 20.9346 13.7532 151.138 102.264 113.579 102.777 42.1099 60.6668 32.8694 9.13551 27.7975 19.7286 37.3895 80.8091 22.6026 73.6347 53.9219
internal_count=4633 1741 2892 2338 1174 197 1967 1745 1078 667 977 538 117 83 65 1057 619 567 476 241 235 100 44 135 77 231 545 145 519 329
is_linear=0
shrinkage=0.0112276


Tree=28
num_leaves=31
num_cat=0
split_feature=16 5 10 0 13 13 15 6 2 16 17 9 5 7 10 2 6 3 15 16 0 0 7 0 0 6 5 16 10 5
split_gain=142.999 39.4592 27.4189 28.8991 21.4363 19.1323 19.0755 16.8086 18.1577 16.5029 19.5928 17.8694 15.2994 19.7198 19.0183 21.3193 18.4687 13.0168 15.3776 15.8396 12.4558 12.1696 10.8953 26.9447 10.2149 25.5219 11.3003 10.8188 9.85236 15.252
threshold=18.594956516900002 23.605484525250002 90.937096262400004 95.217121606100008 112.67059178900001 98.255079293500017 28.983869461100003 16.455384477450004 199.01127796720002 15.614963485400002 236.15709471040003 191.61296531520003 1.6209823962500003 24.407759398400003 74.927328095600004 219.56639384385002 13.185308072600002 108.48197402175002 46.055224235250002 22.724946859200003 91.886121982450007 85.990333302400003 19.506002767000002 76.535026057600007 98.51854819030001 12.410289964450003 16.222050829800004 15.404963976500001 60.87206898960001 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=2 4 3 22 6 12 -2 21 -9 24 11 -11 -5 14 -14 -16 -15 18 28 -20 -8 -6 23 -1 26 -26 -7 -28 29 -3
right_child=1 17 -4 5 7 9 20 8 -10 10 -12 -13 13 16 15 -17 -18 -19 19 -21 -22 -23 -24 -25 25 -27 27 -29 -30 -31
leaf_value=-0.010751369792587088 0.0067128808461199944 -0.011051870314903759 -0.011277698219170119 0.011180924439498707 0.00061741923580962358 0.012915987584960131 -0.017655667449830745 0.004805678528998953 -0.0097834505224679829 0.0054844137421621326 0.0090331970255168072 -0.0098733448467215792 -0.010928025093063233 -0.0092865615288270503 -0.0089056936583508002 0.012593255006926329 0.0085906620221386995 -0.01172424952644591 -0.0077384891344218906 0.0085502264787749565 -0.0012157861594963889 0.0093446318039664949 -0.0090777117375937036 0.012632389248624833 0.0068847623830767179 -0.010963987983693472 -0.0072805282742731889 0.00833125707865944 0.0068265892560034538 0.0045137165364020366
leaf_weight=12.192531131207945 36.428644008934498 10.555826283991339 50.460110701620579 6.2941645085811606 18.32848034799099 21.662679523229599 5.3231082856655112 92.939522966742516 9.7904486581683141 10.408643834292887 11.181079998612402 32.20211586356163 9.1144681051373464 74.168590933084488 6.7171050682663944 16.683553844690323 6.5279338359832755 11.367671318352221 35.538071103394032 7.5078256726264945 47.332066021859646 174.83339592069387 91.301574647426605 8.8152880668640119 22.982199110090733 13.035481251776217 7.5911504253745106 11.730506792664526 32.992460936307907 17.161939822137356
leaf_count=125 103 70 554 15 65 41 37 271 57 42 31 249 75 598 60 38 20 91 221 20 223 418 785 24 71 100 35 29 100 65
internal_value=0.000196376 0.00386097 -0.00424032 -0.00326101 0.00542615 -0.00133414 0.0010441 0.00674545 0.00341529 0.00135868 -0.00297176 -0.00612186 -0.0042813 -0.00514095 0.00155856 0.00642203 -0.00784039 -0.00137301 -0.000238915 -0.0048975 -0.00287776 0.00851654 -0.00755536 -0.000939091 0.00438382 0.000424961 0.00786294 0.00219765 0.0030642 -0.00141416
internal_weight=913.169 500.099 413.069 362.609 384.976 250.3 89.0838 295.892 102.73 130.794 53.7918 42.6108 119.506 113.212 32.5151 23.4007 80.6965 115.124 103.756 43.0459 52.6552 193.162 112.309 21.0078 77.002 36.0177 40.9843 19.3217 60.7102 27.7178
internal_count=4633 1741 2892 2338 1174 1404 363 811 328 598 322 291 806 791 173 98 618 567 476 241 260 483 934 149 276 171 105 64 235 135
is_linear=0
shrinkage=0.0101895


Tree=29
num_leaves=31
num_cat=0
split_feature=16 0 10 6 6 7 10 15 6 18 19 2 13 0 8 16 15 12 15 4 16 15 5 18 9 13 5 4 13 17
split_gain=88.3383 25.1618 22.0558 21.0762 20.7183 14.5589 15.9026 14.1152 24.3126 18.4532 15.5368 13.7699 16.535 13.0961 13.3648 12.4939 11.8641 12.8308 19.5866 11.9417 11.6557 10.7287 15.1073 10.6119 10.4097 10.384 12.1158 18.2385 22.2783 15.7887
threshold=18.594956516900002 86.09518316945001 90.937096262400004 15.635365317800002 15.205355270700002 19.506002767000002 65.571493801650021 29.171703351550004 13.665319288000001 17.327266398450003 13.051052998800001 314.93386866815007 116.60111757565001 102.75018128760001 2.4480895352000007 22.554947256700004 28.579157549250002 367.09662155515008 38.567335632300008 191.74731805145004 15.054964794950001 46.055224235250002 28.006145904900002 14.032563378150002 194.57718764590001 101.66942111915002 11.783123780850001 328.87382113970006 97.873318238950006 200.30016490490002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 11 3 5 16 -1 -7 8 9 25 20 12 -2 -11 -15 -14 -3 18 19 -18 -10 -17 -23 -9 -6 26 -8 28 -28 -30
right_child=1 4 -4 -5 24 6 7 23 10 13 -12 -13 15 14 -16 21 17 -19 -20 -21 -22 22 -24 -25 -26 -27 27 -29 29 -31
leaf_value=0.016879840654970744 0.015172768820672221 0.01037027180795356 -0.016342000309660199 -0.01708528558367298 0.01405158549483955 -0.020995876538883743 -0.011040135167803269 0.011281899492465539 -0.0045757650248079099 0.014848604110984142 -0.015141725940890529 -0.021819698596309816 -0.014990976011155116 0.0092564245940631572 -0.01243306464003917 0.0030130382927057654 -0.017075489553588528 0.015670765072998014 -0.027760611144341155 0.0023444683306328372 0.013583054073889267 -0.014636070044238203 0.017019759471005962 -0.018353380924400045 0.0070834043257472796 -0.018007942001768178 -0.020537618234165167 0.010289078215796429 0.0063372071156774156 -0.022722710227607312
leaf_weight=9.0053597539663297 17.049856811761856 24.995790868997574 42.187363430857658 29.020898222923279 91.0735242664814 12.570181302726267 56.60951579362154 3.5305571034550693 11.151180386543272 18.060979835689068 7.038835681974887 7.2664254158735266 15.045080646872519 13.29362539201975 15.364506207406519 86.909418694674969 9.8255382031202299 8.6206892505288106 8.1839110404252988 41.473420143127441 43.306044928729534 20.369720533490185 4.6444041579961768 21.434680610895157 131.35598526895046 19.149141117930412 18.426645837724209 23.318897984921932 26.844847023487091 5.6833771616220465
leaf_count=21 42 71 554 371 239 126 491 16 56 49 66 62 119 60 122 309 72 22 62 162 118 151 11 237 419 161 192 80 123 49
internal_value=0.0001624 0.00476448 -0.00555125 -0.0041875 0.00731073 -0.00295942 -0.00356344 -0.00278972 -0.0016903 -0.00440728 0.00700245 -0.00054614 0.000527213 0.00428527 -0.00237198 -0.00143945 0.00103731 -0.00238813 -0.00500536 -0.00137513 0.00986468 0.000382184 -0.00875849 -0.0141624 0.00993652 -0.00711408 -0.00552024 -0.00131311 -0.00662272 0.00125982
internal_weight=842.81 466.814 375.997 333.809 315.529 304.788 295.783 283.213 258.248 196.752 61.4961 151.285 144.018 46.7191 28.6581 126.969 93.0993 68.1036 59.4829 51.299 54.4572 111.924 25.0141 24.9652 222.43 150.032 130.883 74.2738 50.9549 32.5282
internal_count=4633 1741 2892 2338 1047 1967 1946 1820 1567 1327 240 694 632 231 182 590 389 318 296 234 174 471 162 253 658 1096 935 444 364 172
is_linear=0
shrinkage=0.0158389


Tree=30
num_leaves=31
num_cat=0
split_feature=16 0 10 6 6 7 0 2 13 16 13 5 7 7 2 17 18 0 16 10 2 0 0 5 9 5 14 7 9 10
split_gain=74.4319 21.1422 19.9672 18.9735 17.8318 12.2624 13.0004 12.0001 14.017 13.8244 11.4727 12.1317 11.2922 11.203 11.738 10.8982 9.76755 15.9763 15.9997 11.7469 9.95255 9.65436 14.4481 9.52377 9.49427 8.74442 8.47228 10.7962 12.2692 11.2957
threshold=18.594956516900002 86.09518316945001 90.937096262400004 15.635365317800002 14.825346391850003 19.250086031950001 95.217121606100008 314.93386866815007 116.67639440335002 21.074950717600004 95.937628385050019 1.6209823962500003 21.698399695800003 20.869210126600006 74.766480717350007 188.70679832985002 17.327266398450003 98.51854819030001 16.024962526700005 71.104340634100012 238.63425815445001 96.082805124100005 93.047535894850014 16.222050829800004 191.61296531520003 12.306951632950001 245.99173885435002 23.156313609200001 209.03603029655002 61.546871980350012
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 7 3 5 21 -1 -7 8 -2 -10 11 -8 -13 -11 15 -15 17 18 23 -20 -18 22 -3 -12 25 -19 -16 29 -29 -28
right_child=1 4 -4 -5 -6 6 10 -9 9 13 16 12 -14 14 26 -17 20 24 19 -21 -22 -23 -24 -25 -26 -27 27 28 -30 -31
leaf_value=0.013832071681254344 0.011032157766396265 0.0042634301189126787 -0.012868070457798208 -0.013483636137841499 0.0069724661404473396 -0.0078561193695506452 0.012437652810658433 -0.017038473342487662 -0.016315771455771424 0.013830580733194424 0.014909921273444036 0.010995076396884119 -0.0081206373765488789 -0.02220358077448013 0.0042114047740792046 0.0031567579195538853 0.014256204824827432 -0.01011563218328889 0.011515112025534398 -0.010976731836503301 -0.0044358851937677281 0.0068871891665889286 -0.011200558313426694 0.0026686295865942732 -0.0080222738151640091 0.0097086418325311574 0.0085448776321166812 0.0063215031153085492 -0.018774554713430824 -0.014606648227745106
leaf_weight=7.5944077521562567 17.767017811536789 17.724061653017998 39.165516376495361 26.884588778018951 248.8974240347743 62.078234396874905 5.9089517742395392 6.7993886694312087 9.1272096484899503 8.955269627273081 20.324079528450966 5.4932498037815085 66.474995352327824 7.6725695133209211 47.805236749351025 4.3651518523693085 15.661085657775404 5.4171867817640331 5.1067684963345554 15.044716849923132 6.6684989705681792 18.046883344650269 22.530373953282833 21.447341039776802 46.603071443736553 11.220047719776629 4.3129230588674572 20.448545932769779 3.7916794419288626 17.501555763185024
leaf_count=17 46 60 554 371 776 548 15 62 92 23 44 19 571 46 157 14 39 47 18 128 38 52 159 72 369 42 13 82 30 129
internal_value=0.000116175 0.00355916 -0.00422932 -0.00317833 0.00547832 -0.0022393 -0.00266391 -0.000409719 0.000387936 -0.00113744 -0.00123371 -0.0052124 -0.00666156 6.87643e-05 -0.00109501 -0.0130073 0.000867067 -0.00052572 0.00410072 -0.00527687 0.00867401 -0.000900411 -0.00439175 0.00862469 -0.00505579 0.00325374 0.000432772 -0.00348949 0.00239595 -0.0100294
internal_weight=816.838 455.745 361.093 321.927 307.199 295.043 287.448 148.547 141.747 123.98 225.37 77.8772 71.9682 114.853 105.898 12.0377 147.493 125.163 61.9229 20.1515 22.3296 58.3013 40.2544 41.7714 63.2403 16.6372 93.8599 46.0547 24.2402 21.8145
internal_count=4633 1741 2892 2338 1047 1967 1950 694 632 586 1402 605 590 494 471 60 797 720 262 146 77 271 219 116 458 89 411 254 112 142
is_linear=0
shrinkage=0.0128137


Tree=31
num_leaves=31
num_cat=0
split_feature=16 5 10 6 13 16 15 5 17 10 5 6 2 13 13 10 7 0 13 0 7 2 19 0 13 17 17 2 17 13
split_gain=103.454 28.7708 24.0499 23.0897 17.1932 18.1091 15.8691 17.7793 19.499 17.4182 15.798 15.2827 14.2352 13.7645 13.2496 21.7914 15.2552 13.2051 12.432 15.4481 16.9264 12.1288 13.0064 12.6921 10.8366 10.3316 10.8817 10.141 10.1246 9.81254
threshold=18.594956516900002 23.605484525250002 90.937096262400004 15.635365317800002 112.67059178900001 19.934953383400003 30.054399297400007 11.783123780850001 166.68115439205005 86.751166953300014 20.769304081650002 16.455384477450004 199.01127796720002 95.811270852950017 81.769454037550005 87.313054702550019 24.573979631000004 86.09518316945001 109.34496908160001 96.082805124100005 23.109894804950002 185.00267682035005 13.051052998800001 103.37390357390002 113.62230596715001 194.75204781875001 197.78839148195001 323.30468295165002 177.30738098725001 108.64328150955002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 4 3 6 5 10 7 9 -9 25 18 17 -13 28 -11 -16 -17 -6 19 20 -2 22 23 29 -3 -1 -27 -23 -10 -15
right_child=1 24 -4 -5 11 -7 -8 8 13 14 -12 12 -14 21 15 16 -18 -19 -20 -21 -22 27 -24 -25 -26 26 -28 -29 -30 -31
leaf_value=-0.016430694190802196 0.011747394647723373 0.01294437021847721 -0.013186630176699098 -0.013761872146228829 -0.00031083887232901861 -0.012460114462489008 -0.012765921821574549 -0.0094299248039003483 0.0022937675664027211 0.014881661011863993 -0.018426934766213075 0.0048549818757984428 -0.011064307266654418 0.0018410299221316294 0.014290041514815834 0.014243577780810937 -0.016412967521766377 0.010564536668913129 0.0099557256279053322 0.0089448935917009996 -0.015568859012766986 0.0082495846591093165 -0.012127869075276607 -0.016313366155623434 -0.0025665307130865594 0.011223047588667453 -0.0092724230620543011 -0.0093571870798494702 -0.015438492824664491 0.018377470842900388
leaf_weight=26.484990544617176 4.7948326617479351 7.5161413401365271 45.016256585717201 30.999232567846775 19.46513794362545 13.397872075438498 21.70989502966404 27.871656656265259 8.7660786285996455 7.7522760033607474 4.8534610494971266 89.667782992124557 9.6819989383220655 63.504790894687176 7.3690172508358982 3.0428678020834949 14.841468669474123 161.27518807351589 35.611407220363617 14.388792052865027 13.366049632430075 65.17014853656292 12.013988539576529 5.5444489121437064 103.45761600881815 4.9725471064448383 21.259467214345932 5.5201129615306845 11.688050225377081 6.1203125417232505
leaf_count=256 11 17 554 371 70 74 222 240 44 21 40 271 57 279 25 12 142 413 93 37 108 217 109 54 550 28 171 37 99 11
internal_value=0.00015619 0.004048 -0.00461286 -0.00349294 0.00573273 0.000869121 -0.00247796 -0.00171286 0.0002718 -0.00648682 0.00331498 0.00723324 0.00330359 0.00178813 0.000618655 -0.0037598 -0.011197 0.00939329 0.00486313 -0.000708491 -0.00835683 0.00303541 -7.75676e-05 0.00184837 -0.00151599 -0.0109355 -0.0053873 0.00687469 -0.00783893 0.00329465
internal_weight=867.124 477.476 389.648 344.631 366.503 86.4124 313.632 291.922 206.2 85.7226 73.0145 280.09 99.3498 178.328 33.0056 25.2534 17.8843 180.74 68.1611 32.5497 18.1609 157.874 87.1835 75.1696 110.974 52.717 26.232 70.6903 20.4541 69.6251
internal_count=4633 1741 2892 2338 1174 363 1967 1745 1090 655 289 811 328 850 200 179 154 483 249 156 119 707 453 344 567 455 199 254 143 290
is_linear=0
shrinkage=0.0124726


Tree=32
num_leaves=31
num_cat=0
split_feature=8 10 15 5 16 19 2 7 0 8 6 6 7 10 10 13 5 13 16 10 18 5 8 8 10 6 17 7 4 2
split_gain=67.9499 22.4493 25.7254 19.7266 16.1578 17.1386 16.0005 15.0956 15.0841 14.3643 12.0719 12.6207 11.8456 15.7577 14.8292 11.3025 11.0266 11.217 10.7321 10.2139 10.1084 9.68351 9.44326 8.88213 8.35296 7.91101 7.70921 7.61012 8.22935 12.0674
threshold=7.8438787148500007 70.182199495350019 46.055224235250002 18.678742451450002 11.949972055800002 11.950964240300001 285.01633004880006 26.709562027450005 102.75018128760001 8.8430989333000021 5.1351199812500008 17.435407375500002 19.052023743050004 66.52858489605002 55.887667615750004 73.265860971000009 30.133297129900004 117.15225149240001 22.724946859200003 87.143681840350013 15.329371696850002 11.783123780850001 2.8477776226000002 8.0437227585500022 73.007768990450018 16.505385645700006 181.57898176000003 24.040556609400003 371.16724128940001 205.16057895720004
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=4 2 9 8 6 7 -1 19 20 -2 -7 12 14 -14 25 -8 17 -11 -4 21 23 -6 -17 -3 -23 -12 -19 -15 29 -29
right_child=1 3 18 -5 5 10 15 -9 -10 16 11 -13 13 27 -16 22 -18 26 -20 -21 -22 24 -24 -25 -26 -27 -28 28 -30 -31
leaf_value=-0.0175478431657663 0.0081154405687372377 -0.020378544866836885 -0.010654168919566193 -0.017587111849277647 -0.01400396417716708 -0.018507686839140683 -0.020214950805735599 -0.01310783702644862 -0.017969401950300529 0.0019888881714100162 0.016844703456298602 -0.019796936956593011 -0.017037437270029886 0.0059279646534736276 0.02028443393320389 0.0080272854677749285 0.019913634782413505 -0.0042758812465976516 0.011582547899352789 0.024270372367905992 0.0065590839346643349 -0.0061771919103692898 -0.019548359824931808 -0.00051883084537718922 0.012430522186789346 -0.011729783797687778 -0.02934479139426887 -0.010056316554837427 -0.022830908676663209 0.015837344525716553
leaf_weight=54.386275462806225 313.03120183199644 6.967984363436698 32.975287638604641 18.669079296290874 6.5056547299027434 20.422745637595654 7.3237490504980114 11.678253673017023 10.782079502940176 18.132285527884964 3.3975019603967693 13.339065261185167 24.117361307144165 22.706834279000759 11.514928378164766 18.271392785012726 4.9176901131868354 6.021565265953539 6.9484259337186804 8.0072592198848707 61.394707381725311 8.5692465379834157 4.0032433941960326 40.957274809479713 24.958450086414814 10.418010286986826 7.0313725918531418 15.242681622505193 6.4586192518472663 6.919631101191043
leaf_count=670 992 63 223 210 62 220 97 103 112 80 11 172 277 100 33 105 10 27 20 25 264 75 51 220 89 77 49 118 58 20
internal_value=0.000150601 0.00357846 0.00558131 -0.00203671 -0.00635213 -0.00377554 -0.0123118 0.00347412 0.000380495 0.0069953 -0.00699355 -0.00493289 -0.00296543 -0.00619583 0.00665613 -0.00269057 -0.00271694 -0.00628562 -0.00678403 0.00750504 0.00219032 0.00415173 0.00307133 -0.00340629 0.00767463 -0.00470276 -0.01778 -0.00110169 -0.00667878 -0.00197166
internal_weight=806.07 527.829 389.058 138.771 278.241 194.256 83.9847 59.7189 120.102 349.134 134.537 114.115 100.776 75.4451 25.3304 29.5984 36.1029 31.1852 39.9237 48.0406 109.32 40.0334 22.2746 47.9253 33.5277 13.8155 13.0529 51.3278 28.6209 22.1623
internal_count=4633 2270 1401 869 2363 1440 923 354 659 1158 1086 866 694 573 121 253 166 156 243 251 547 226 156 283 164 88 76 296 196 138
is_linear=0
shrinkage=0.0162611


Tree=33
num_leaves=31
num_cat=0
split_feature=8 10 15 3 16 19 2 0 7 3 9 13 6 4 2 8 9 18 5 19 6 12 16 10 0 18 12 7 18 9
split_gain=57.244 18.6716 21.318 18.0644 14.2088 14.5404 14.5286 13.5548 12.5606 12.1864 20.2718 15.5411 10.8459 10.9819 13.775 10.6401 17.4668 10.5116 10.2433 10.2162 10.1675 9.48259 11.843 11.273 16.7751 10.5952 10.5248 14.679 10.2138 12.3195
threshold=7.8438787148500007 70.182199495350019 46.055224235250002 84.812788641250009 11.949972055800002 11.950964240300001 285.01633004880006 103.37390357390002 26.709562027450005 93.883646373400012 186.16747084260001 117.60122400020002 4.200098134650001 224.75522095420004 331.06298260205006 5.9453602998000008 186.70853236170004 14.170404054850001 19.426367441400004 8.9507221716000007 16.665389384150004 133.01805689090003 22.624947093000003 62.111448187750007 86.780739992750014 13.581061237400002 114.82338089645002 23.263685695600007 13.122774073950001 184.83999455315004
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=4 2 9 7 6 8 -1 18 -6 21 -11 -12 -7 15 20 -14 -17 -5 -3 -8 -15 25 23 24 -23 28 27 -27 29 -2
right_child=1 3 -4 17 5 12 19 -9 -10 10 11 -13 13 14 -16 16 -18 -19 -20 -21 -22 22 -24 -25 -26 26 -28 -29 -30 -31
leaf_value=-0.011158141179159945 -0.0095726727255742508 0.0020026572718239636 -0.0040992612018386967 0.010487731561667159 0.0045160400150942069 -0.013549240728776628 -0.013303074717551062 -0.013326609451550449 -0.0080379811784167896 0.0081650797237365937 -0.020317576603902196 -0.0019574596281965641 -0.010403472306186582 0.0022297804910937596 -0.01379789400741053 0.014526344954604652 -0.013389923379384022 -0.013908412810539741 -0.013768326985471202 0.0018216197541173909 -0.013385784996442327 -2.0498166200097934e-05 0.007294567715679932 0.0035117871441313129 -0.019585004065658621 -0.017783945517459394 0.0092294795697649683 0.0033123505247334281 0.012144239358981599 0.007871675171715423
leaf_weight=50.809094775468111 5.8633282035589245 104.71110198646784 39.147278010845184 2.2996113896369961 47.249995566904545 13.112535841763018 6.6319737061858204 7.7659593671560279 11.292360141873358 19.187039397656918 6.6203483194112769 25.893669046461582 33.725281074643135 58.610898867249489 8.1585793532431108 5.7064970806241018 4.6531387642025948 16.596988797187805 4.9315358474850646 22.214658040553331 5.1906797215342513 24.128719501197342 61.940503031015396 83.876831792294979 6.3258469253778449 5.5034353062510553 13.552735865116118 11.98814784735441 55.1649060100317 22.00582530349493
leaf_count=670 28 511 243 7 251 155 88 95 103 49 60 115 413 303 85 15 52 197 59 165 63 91 180 290 44 35 34 40 132 60
internal_value=8.55638e-05 0.0021614 0.00337605 -0.00123555 -0.0039325 -0.0023265 -0.00771688 0.000326275 0.00209447 0.00423159 -0.000551856 -0.00569586 -0.00433036 -0.00328867 -0.000713771 -0.00749169 0.00198746 -0.0109395 0.00129331 -0.00165562 0.000959351 0.00508335 0.00352864 0.0014884 -0.00408432 0.00748566 0.00215566 -0.00332525 0.00947841 0.0042016
internal_weight=784.86 517.504 381.199 136.305 267.356 187.7 79.6557 117.409 58.5424 342.051 51.7011 32.514 129.158 116.045 71.9602 44.0849 10.3596 18.8966 109.643 28.8466 63.8016 290.35 176.272 114.331 30.4546 114.078 31.0443 17.4916 83.0341 27.8692
internal_count=4633 2270 1401 869 2363 1440 923 665 354 1158 224 175 1086 931 451 480 67 204 570 253 366 934 605 425 135 329 109 75 220 88
is_linear=0
shrinkage=0.0106939


Tree=34
num_leaves=31
num_cat=0
split_feature=16 17 0 5 10 16 15 0 7 2 7 2 7 10 0 16 2 10 7 4 13 2 13 16 6 10 16 15 5 10
split_gain=48.6076 16.5983 15.6592 15.3802 15.0989 28.9863 12.6605 13.1962 12.7387 12.5592 12.0076 11.2524 10.6335 10.0138 17.9327 9.96879 10.1026 13.2351 19.5359 13.8068 11.1786 9.65137 11.508 10.1502 10.3823 12.5486 9.4032 13.2892 9.15106 14.971
threshold=18.594956516900002 166.68115439205005 86.09518316945001 7.754880527600001 64.369753017350021 21.004950881300005 30.054399297400007 81.446839061900008 20.253927392100007 124.11382646410001 24.581118242250003 216.39684782960003 24.374195395050005 62.025417527550012 87.028078140750011 11.949972055800002 205.16057895720004 73.007768990450018 25.554696898500001 371.16724128940001 108.49810477050001 314.93386866815007 116.67639440335002 21.074950717600004 16.375382608200002 62.186725015400008 9.7049773055000017 10.623212892000003 5.3654262215500008 90.679004281900021
decision_type=2 2 2 2 2 2 2 2 2 2 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 28 9 11 7 -5 -9 -4 12 -6 13 -11 -15 26 20 -18 -19 -20 -17 22 -2 -24 25 -25 27 -10 29 -3
right_child=2 3 4 6 5 -7 -8 8 15 10 -12 -13 -14 14 -16 16 17 18 19 -21 -22 -23 23 24 -26 -27 -28 -29 -30 -31
leaf_value=-0.012088186879674164 0.011074175213330132 0.0011963479488959884 0.013042854456716237 -0.013603958747901863 0.0042344748695626122 -0.027828390565478731 -0.012530680387260375 0.016455079747492406 -0.01787711321045515 0.010074314510133636 0.012819796486783453 -0.011819590387638504 -0.011962943191860878 -0.0092145983892127047 0.0090769677829539794 -0.0025656136485028291 -0.013634170133214921 0.01694023990567884 0.008074714150335378 -0.013827490189480094 0.01484014543004193 -0.017865232135674435 -0.016964246002495915 -0.02917499988325889 0.00095304815010127664 0.0053898639962154105 -0.013298883349699994 0.01086639508131107 -0.016738587279228861 -0.016032350736214684
leaf_weight=42.645729750394821 16.689347088336945 26.664391614496708 58.359113089740276 13.323258899152277 103.63413263484836 6.3785953968763343 17.422011479735374 9.7435994893312436 4.6602267846465102 31.366674140095711 28.755149856209755 9.3653014078736287 9.1484638303518278 21.850882157683372 20.377623431384563 90.986814673990011 5.8717358335852614 26.318545907735825 14.254657655954363 9.3937161378562433 7.888306997716426 6.1015422940254203 7.6752754151821128 5.082478500902651 102.50364796072245 3.4819703623652458 19.315901182591915 9.8587631024420244 19.913952104747295 15.803169902414082
leaf_count=555 46 191 163 192 400 41 232 29 60 90 77 59 50 107 60 565 48 67 54 79 19 62 92 38 445 11 224 57 262 258
internal_value=9.99355e-05 -0.00391531 0.00321378 -0.00271931 0.00508448 0.00126184 -0.00103767 -9.1467e-05 0.000816437 0.00777108 0.00501181 0.00290393 0.00229837 0.00407116 -0.000387891 8.28174e-06 0.0015165 0.00628591 0.00862677 -0.000625381 -0.00117697 -0.000609132 0.000168293 -0.00136453 -0.000286518 -0.0151223 -0.00688822 0.00164046 -0.00889356 -0.00521485
internal_weight=764.835 334.065 430.77 291.419 289.236 119.378 229.038 211.616 198.292 169.858 111.499 112.999 82.7436 73.5952 42.2285 188.549 154.714 55.8387 49.9669 23.6484 98.8751 141.534 135.433 118.743 111.068 8.56445 33.8349 14.519 62.3815 42.4676
internal_count=4633 2892 1741 2337 1047 500 1626 1394 1202 547 384 459 307 257 167 1173 832 248 200 133 584 694 632 586 494 49 341 117 711 449
is_linear=0
shrinkage=0.0140261


Tree=35
num_leaves=31
num_cat=0
split_feature=16 10 6 0 18 16 9 13 4 7 10 4 15 6 19 18 13 16 16 16 7 18 6 6 16 7 9 9 2 13
split_gain=40.7339 14.99 14.6301 13.1674 14.0334 21.0434 17.4146 12.9533 10.5009 9.8416 12.1062 9.14006 9.00429 14.1675 15.1218 14.9019 11.6391 9.70544 9.45449 15.2572 14.7105 9.36868 14.5407 15.5572 11.6566 10.1537 8.54126 9.04656 8.51086 9.58705
threshold=18.594956516900002 90.937096262400004 15.635365317800002 86.09518316945001 13.829007611650001 22.634947069650003 196.40176798710004 116.87802876315001 195.04069921150003 19.506002767000002 65.571493801650021 228.08113677860004 31.445204138150004 13.665319288000001 13.051052998800001 17.327266398450003 101.66942111915002 15.054964794950001 17.684958644900004 9.7049773055000017 26.296311413900003 16.435318745950003 2.7350639043000005 5.1351199812500008 11.949972055800002 20.714163848350005 205.22231928645002 202.38851837455002 314.93386866815007 116.67639440335002
decision_type=2 2 2 2 2 2 2 2 2 2 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 28 8 6 11 -8 -5 -1 -11 -6 13 15 17 16 21 -15 19 -17 -21 22 -12 -24 25 -25 27 -9 29 -2
right_child=3 -3 -4 4 5 -7 7 26 -10 10 12 -13 -14 14 -16 18 -18 -19 -20 20 -22 -23 23 24 -26 -27 -28 -29 -30 -31
leaf_value=0.016107859587019123 0.012425623548732671 -0.015721222573409945 -0.016769516260979368 0.014677215712098114 -0.0093646496786006696 0.017334878012040436 0.0048903997792695882 -0.0089084039817903474 0.0052860549172013592 -0.02111033000911898 0.020963222993066022 -0.037561875644276266 -0.016288932110597093 -0.0054103347865355712 -0.016240106555119798 0.016525491490353851 -0.018741222134911899 0.012638196566433418 0.022357889726010601 0.019899165208962111 -0.013867545321239589 -0.012732878063773974 -0.017720717868649812 0.014946760383831862 0.0045694198096297052 -0.018792512889133466 -0.00074789899703486904 -0.045197474061266986 -0.021110496548185195 -0.0015052522480116736
leaf_weight=8.254452779889105 16.252719402313232 30.761998377740383 21.428937580436468 63.129550196230412 14.935169547796251 21.867314115166664 83.508931245654821 4.8712408840656298 75.726176388561726 9.9884109571576101 7.5078801140189162 4.2755986899137488 12.179307673126457 10.794648379087446 7.8788511678576461 12.412872694432734 19.156135402619839 42.6665348559618 7.5228917300701132 4.6996544674038914 18.091662969440222 29.56300375983119 17.981805179268122 3.2119056209921863 46.378551915287971 13.092250652611254 10.888502724468706 3.3540460914373398 5.6568608805537215 117.93048289418221
leaf_count=21 46 554 371 186 81 59 326 26 262 126 23 34 183 58 84 39 179 132 17 13 166 284 228 15 237 162 48 25 62 586
internal_value=0.000110615 -0.00442938 -0.00324309 0.00358843 0.00570053 0.00197538 -0.000781419 0.00200013 0.00955566 -0.002175 -0.00274855 -0.0156403 -0.00202402 -0.001303 0.00575272 -0.00371254 -0.00644889 0.00899392 0.00505434 0.00135669 -0.00690472 -0.00444886 -0.00167135 -0.00377807 0.000221662 -0.0121459 -0.0106276 -0.0237061 -0.000679234 0.000182102
internal_weight=745.968 323.572 292.81 422.397 282.557 143.701 121.833 102.623 138.856 271.381 263.126 19.2108 253.138 240.959 61.34 179.619 136.892 53.4612 42.7271 35.2042 22.7913 117.735 88.1724 80.6645 62.6827 16.3042 19.1138 8.22529 139.84 134.183
internal_count=4633 2892 2338 1741 1047 599 540 425 448 1967 1946 115 1820 1637 274 1363 1128 190 235 218 179 949 665 642 414 177 99 51 694 632
is_linear=0
shrinkage=0.0170045


Tree=36
num_leaves=31
num_cat=0
split_feature=16 15 10 10 6 0 15 7 10 16 15 6 18 18 6 19 16 14 7 0 5 4 4 4 10 3 17 18 5 15
split_gain=51.8872 18.0898 18.5917 16.1879 15.6871 13.367 12.6802 10.256 11.717 10.2509 9.45712 15.588 12.506 11.9078 11.3316 9.4462 13.8644 15.1764 17.9137 8.94206 9.80247 8.76124 10.7648 14.568 8.71977 9.78204 8.62537 7.99809 11.7076 9.13632
threshold=18.594956516900002 46.055224235250002 60.87206898960001 90.937096262400004 15.635365317800002 91.109157582800023 28.983869461100003 19.506002767000002 65.571493801650021 22.724946859200003 28.444110612900001 13.665319288000001 14.032563378150002 17.327266398450003 13.775321858200002 12.050972309250001 14.184966829400002 301.50888169040007 24.142338514450003 102.75018128760001 11.452575093200002 404.75570863780007 310.53945085780003 312.24436677560004 58.309968391300011 108.48197402175002 199.89028782265004 14.881594619900001 16.222050829800004 23.949961253350004
decision_type=2 2 2 2 2 2 2 2 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 24 4 7 21 26 -1 -9 -3 11 13 -12 15 -13 16 17 -10 -19 -15 -21 22 -4 -24 25 -2 -7 -16 -29 -30
right_child=1 9 5 -5 -6 6 -8 8 10 -11 12 14 -14 19 27 -17 -18 18 -20 20 -22 -23 23 -25 -26 -27 -28 28 29 -31
leaf_value=0.012149847118967315 0.0044987024215648718 -0.0081579424624435987 0.0064172136168567087 -0.012095642527381642 -0.012829550655975871 0.01075156556557676 -0.0033747989700061297 -0.015744306125622116 -0.011056409893485358 0.008874989469797338 0.010437301597561923 0.01450103746333763 -0.01396129377163562 0.010637075875629945 0.0061531905972204417 -0.0089828522438488104 0.0063894268108829156 0.0095499707132158228 -0.010674124983459087 0.0031025758632422362 -0.014771893297073317 0.014590302346266992 -0.02409712588150453 0.0019680191620573191 -0.013823805268823507 -0.012266944100574632 -0.0048259828977859857 0.0062298315763870986 -0.028898691097919923 -0.0033270982861943409
leaf_weight=8.2949241250753385 18.817258283495907 32.643312126398087 230.6168809980154 33.038291279226542 22.932053595781326 23.304049007594589 53.872775316238403 10.130297280848024 33.48045476526022 6.9997529238462439 4.1851726472377804 14.764547266066073 18.917942326515913 16.01446009427309 24.408584393560886 51.186764940619469 23.184533901512623 17.89546183496714 11.892520427703856 19.567147895693783 6.7250658050179473 18.778041951358318 4.1981740742921856 20.970107644796371 11.549489609897135 8.1295661553740484 7.7189837470650664 7.8172403499484089 4.204846575856207 4.9768809229135513
leaf_count=21 79 223 722 554 371 60 277 126 362 20 18 37 248 49 103 452 102 65 112 116 66 45 31 80 86 82 36 27 33 30
internal_value=0.00018459 0.00307722 0.00389683 -0.00360961 -0.00267686 0.00480025 0.000370967 -0.0018383 -0.00226908 -0.00515045 -0.00174247 -0.000979379 -0.00954144 -0.00281288 0.00489422 -0.00463443 -0.00205984 -0.00515604 0.00147573 0.00311331 -0.00146939 0.0061698 0.00555163 -0.00237976 -0.00453887 -0.000559312 0.00687564 0.00146876 -0.00525756 -0.0150378
internal_weight=771.216 437.598 397.955 333.617 300.579 359.459 84.8958 277.647 269.352 39.6431 259.222 236.119 23.1031 179.946 56.1721 137.64 86.453 63.2684 29.788 42.3067 26.2922 274.563 255.785 25.1683 38.4963 26.9468 31.023 41.4076 16.999 9.18173
internal_count=4633 1741 1498 2892 2338 1251 373 1967 1946 243 1820 1554 266 1324 230 1093 641 539 177 231 182 878 833 111 247 161 96 193 90 63
is_linear=0
shrinkage=0.0127721


Tree=37
num_leaves=31
num_cat=0
split_feature=16 5 10 0 13 13 5 6 2 0 18 0 16 16 7 9 16 7 2 15 18 17 7 3 8 16 16 7 10 2
split_gain=86.5576 26.2799 20.525 19.682 14.76 16.8656 15.8787 14.1364 14.6395 10.7037 13.5651 10.4841 10.3703 18.005 14.197 9.58858 9.52474 9.46813 9.23275 8.67184 9.46218 11.8455 10.4118 10.1709 9.91879 8.52277 13.944 12.6253 11.2938 15.7424
threshold=18.594956516900002 23.605484525250002 89.89935142405001 95.44832900530001 112.67059178900001 111.98772342380001 20.769304081650002 16.455384477450004 199.01127796720002 97.886760529650019 17.327266398450003 85.990333302400003 17.684958644900004 9.7049773055000017 26.296311413900003 226.58992707320002 16.684960983300005 23.209106085000005 131.42729508740004 52.561095883800007 13.278511569200001 174.47088669260003 24.374195395050005 108.48197402175002 8.6432548896500023 16.224962059000003 14.184966829400002 24.407759398400003 78.290589216800015 219.56639384385002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 4 3 -1 5 6 -2 11 -9 16 25 -6 13 -12 -15 19 -5 -4 -13 20 21 23 24 -3 -22 26 27 28 -11 -30
right_child=1 15 17 9 7 -7 -8 8 -10 10 12 18 -14 14 -16 -17 -18 -19 -20 -21 22 -23 -24 -25 -26 -27 -28 -29 29 -31
leaf_value=-0.0052963315360483624 0.0028300075499005668 0.003288600279091199 0.0086459314401481236 0.0045852349263357604 7.8913750407899408e-06 -0.011693818074294277 -0.012417214528580594 0.0031821102403544032 -0.0078527213043019066 -0.011632654731031646 0.0089309446562960242 0.0090647582959488496 0.011036015280874494 0.010175332781551825 -0.007206684142020788 0.0094919096506213552 -0.0037625588913614678 -0.0089891150995287106 0.0049234664384118056 -0.012324133517225267 0.0054420859479871186 -0.0078747293043890994 -0.0080225874445928134 -0.0080931727992856195 -0.0065476081124217402 -0.0087616817816643152 0.00091816814284081635 -0.007686339692023085 -0.0062862173878048917 0.013111642021277283
leaf_weight=98.208560027182102 71.684066899120808 20.750869244337085 2.3030768185853949 40.650495000183582 18.034868136048317 7.3152640536427489 5.2765661701560012 88.656295724213123 9.5864904150366765 3.8036819919943836 11.602264940738676 72.094649612903595 8.0327191948890668 4.1306932494044331 18.634612828493118 5.8553178608417502 12.974248372018335 44.89911463111639 83.72340527176857 5.2166629433631888 31.428877606987953 24.253057114779949 6.583110347390174 7.7630690559744826 5.8964456021785727 17.076987117528915 50.88382526487112 41.064764209091663 5.1398811489343625 7.2666449248790741
leaf_count=949 272 80 18 134 65 47 44 271 57 37 29 174 17 10 146 13 93 594 244 47 108 170 41 71 37 156 259 389 49 12
internal_value=0.000173047 0.00260675 -0.00290744 -0.00213599 0.00371665 0.000614681 0.00178463 0.00467742 0.00210534 -0.000733248 -0.00178849 0.00613088 0.00235861 0.000330445 -0.00405277 -0.00106423 0.00256553 -0.00812867 0.00683958 -0.00167085 -0.00109599 -0.00351683 0.00181326 0.000189853 0.00354802 -0.00319254 -0.00231324 -0.00518407 0.00115485 0.00507533
internal_weight=830.791 464.119 366.672 319.469 356.372 84.2759 76.9606 272.096 98.2428 221.261 167.636 173.853 42.4003 34.3676 22.7653 107.747 53.6247 47.2022 155.818 101.892 96.6754 52.767 43.9084 28.5139 37.3253 125.236 108.159 57.275 16.2102 12.4065
internal_count=4633 1741 2892 2280 1174 363 316 811 328 1331 1104 483 202 185 156 567 227 612 418 554 507 321 186 151 145 902 746 487 98 61
is_linear=0
shrinkage=0.00848275


Tree=38
num_leaves=31
num_cat=0
split_feature=16 17 15 10 7 0 10 16 16 4 7 17 16 12 15 8 7 0 0 13 3 7 16 10 10 2 5 13 9 3
split_gain=41.9914 14.6911 13.9115 15.3213 13.7252 12.3076 11.4656 21.6238 12.7646 12.0948 10.0911 9.32002 9.14582 8.77042 17.0279 17.358 13.8028 13.4143 10.9859 13.2352 10.8973 11.9287 12.0144 9.99179 8.5609 8.52585 8.39313 9.14766 10.2057 8.0385
threshold=18.594956516900002 162.04221493815001 46.055224235250002 60.87206898960001 29.911984439950004 76.535026057600007 64.369753017350021 21.074950717600004 22.454947490600002 398.74932484100003 19.052023743050004 204.55825889135002 22.724946859200003 216.20511703005005 26.384523135650003 1.3489472949000001 29.808425272250002 104.22883325935001 95.746747857800017 108.49810477050001 66.754415379050016 26.826254787300005 17.874958200600002 66.52858489605002 58.309968391300011 216.39684782960003 20.201591378100002 117.69263157665002 181.33671263215004 108.48197402175002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 3 24 5 -3 8 25 -5 11 -7 26 -4 17 15 16 -15 18 19 -12 -17 23 -23 -22 29 -8 -10 28 -28 -2
right_child=2 4 12 6 -6 10 7 -9 9 -11 13 -13 -14 14 -16 20 -18 -19 -20 -21 21 22 -24 -25 -26 -27 27 -29 -30 -31
leaf_value=-0.016176454369340149 0.0051938931523891644 -0.017573557458920357 -0.0091285402407104334 0.015242142798178248 -0.01793381681269773 0.019871406552288692 0.0041470646025026214 -0.026846670733272637 0.015316962026042194 0.017299647000967509 -0.016285824738288282 -0.010634729396485423 0.010821790171657372 -0.014599796707050926 -0.015066310409520766 0.027308013381759751 0.020740752959274824 -0.014717928708907823 0.00042996692923493509 0.0056637780196015178 -0.013723154221175076 -0.013623654910993791 0.018240643739598088 0.010566368960112078 -0.016725230632494963 -0.012994687947128974 -0.019715621601595523 0.012539448541772387 0.0030476833321624866 -0.014049256247401061
leaf_weight=23.262870229780674 18.755631811916832 12.673828136175869 31.902963846921921 41.873544439673424 14.858855631202458 5.2641524486243716 103.68695304915309 6.3737103193998328 17.994603358209133 19.728618644177914 24.189157046377659 9.7793150022625905 6.9271823167800894 17.99731665104628 14.075404185801743 5.9366267323493949 3.2282710075378409 26.83943772688508 89.865166142582893 9.467127248644827 4.5631591416895381 13.0751034244895 3.7775832414627066 51.949563838541508 11.254599198698996 7.7217995449900618 5.1018729358911505 25.017837420105934 111.32623462378979 7.5375548452138892
leaf_count=346 79 228 223 118 256 18 404 39 49 50 299 53 20 218 161 28 6 361 540 60 40 122 11 198 86 51 27 64 396 82
internal_value=0.000164678 -0.00413142 0.00340987 0.0043128 -0.00319039 -0.00241602 0.00534163 0.00134605 0.00738046 0.00563821 -0.00170512 0.00427865 -0.00556946 -0.00213379 0.00114591 0.00341587 -0.00922473 -0.00463354 -0.00244234 -0.0101117 0.00679919 0.00513965 -0.00648117 0.00860509 -0.00523914 0.00295896 0.00519337 0.00390545 0.0020502 -0.000322604
internal_weight=746.006 321.024 424.982 386.152 297.761 282.902 348.604 117.782 230.822 188.948 270.228 169.22 38.8301 264.964 114.603 100.528 21.2256 150.361 123.521 33.6563 79.302 73.3654 16.8527 56.5127 37.5478 111.409 159.441 141.446 116.428 26.2932
internal_count=4633 2892 1741 1498 2546 2290 1251 494 757 639 2062 589 243 2044 784 623 224 1260 899 359 399 371 133 238 247 455 536 487 423 161
is_linear=0
shrinkage=0.0157379


Tree=39
num_leaves=31
num_cat=0
split_feature=16 10 6 3 10 10 9 9 12 18 7 9 2 17 16 18 9 4 5 0 6 10 0 7 10 15 3 17 16 16
split_gain=35.2741 13.373 12.9831 12.6292 16.1471 15.1156 14.0783 13.4704 12.0481 18.7517 14.3214 11.9309 17.4988 13.3047 9.34243 11.2922 12.4995 10.6784 15.7132 9.76226 15.2023 9.18826 8.4939 8.20373 10.1533 8.12314 7.98544 7.98227 12.8895 11.8518
threshold=18.594956516900002 90.937096262400004 15.635365317800002 93.883646373400012 61.917879202350001 60.87206898960001 181.33671263215004 187.45330412110005 133.01805689090003 13.581061237400002 23.109894804950002 194.82237869650001 200.24623605120004 190.37043331840002 22.624947093000003 13.480563334700001 196.40176798710004 310.44950696480004 21.363989181350004 89.057864029250013 16.425383776450001 58.309968391300011 85.619326080400015 19.506002767000002 65.571493801650021 28.298162031900002 108.48197402175002 246.55589432395001 16.094962363000004 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 2 23 6 5 21 25 22 9 -8 11 12 -10 -13 15 -12 -17 -18 -19 20 -20 26 -6 -1 -25 -2 -5 28 29 -26
right_child=3 -3 -4 4 7 -7 8 -9 10 -11 14 13 -14 -15 -16 16 17 18 19 -21 -22 -23 -24 24 27 -27 -28 -29 -30 -31
leaf_value=0.012772260983634593 0.0048885167801142031 -0.012965240440552554 -0.013881136285233697 0.0054091094642628509 -0.014903483712119038 0.010907388109299858 0.013231473333166205 -0.020394573489954413 0.0050974948624595449 0.0013484630600083811 0.012701070295309279 -0.00757223412708646 -0.024949092635950701 -0.044085745015032721 0.0097630819549162362 -0.015361417309016172 0.0058069629563482538 -0.02067461911279202 -0.024352882168050274 0.010568282404122 0.0099805859452037089 -0.01457971719192442 0.010163565717107512 -0.017299987285655478 -0.0044637728171303855 -0.019804646495901031 -0.012254724367925747 0.013383302102492018 -0.0076080966612137773 0.0031524526328229013
leaf_weight=7.8508249819278708 4.2887257039546949 28.432944901287556 19.695098333060741 20.826831765472892 4.6507070735096949 24.60613015294075 69.320182934403419 14.92964471131563 21.07630713284016 45.871672920882702 17.983976900577545 6.2966131865978223 4.9814241155982009 3.0935501381754875 48.30665897578001 9.5916702672839147 55.41392383351922 9.1047978997230512 5.7278335914015788 12.156742624938486 5.0394508093595505 11.153423450887201 7.0992580354213715 8.9220634475350362 73.384121622890234 7.8163565471768379 7.1454254761338225 7.1355678141117087 64.319230649620295 100.82548725605011
leaf_count=21 14 554 371 84 35 70 199 122 74 194 52 32 40 25 152 62 185 67 39 41 18 87 20 126 646 47 82 30 624 520
internal_value=0.000136707 -0.0035409 -0.00259113 0.00287906 -0.00188889 0.00205336 0.0042011 -0.0113061 0.00478934 0.00849942 0.0026393 -0.00566766 -0.000646474 -0.0196015 0.00444223 0.00220752 0.000262691 0.00197651 -0.00465065 0.00171363 -0.00828367 -0.00351494 0.000241876 -0.00174385 -0.00219149 -0.0110561 0.000896938 -0.00164278 -0.00209228 -5.58091e-05
internal_weight=727.047 310.565 282.132 416.481 90.4114 63.7318 326.07 26.6796 313.965 115.192 198.773 35.4479 26.0577 9.39016 163.325 115.018 97.0344 87.4427 32.0288 22.924 10.7673 39.1257 11.75 262.437 254.586 12.1051 27.9723 245.664 238.529 174.21
internal_count=4633 2892 2338 1741 500 323 1241 177 1180 393 787 171 114 57 616 464 412 350 165 98 57 253 55 1967 1946 61 166 1820 1790 1166
is_linear=0
shrinkage=0.0144177


Tree=40
num_leaves=31
num_cat=0
split_feature=16 0 17 5 6 15 0 6 5 15 13 6 2 2 12 15 4 2 13 16 0 2 9 18 13 10 19 16 0 2
split_gain=64.2755 19.1339 18.8838 19.0472 18.3152 15.7414 15.6123 12.4343 14.0532 12.4126 12.1523 13.4643 11.7758 10.9287 10.6838 16.6103 10.9227 10.4995 10.0783 10.0774 11.1976 9.96368 9.70442 11.4813 8.93199 16.7181 8.55397 8.43265 9.55918 8.60553
threshold=18.594956516900002 86.09518316945001 166.68115439205005 10.36813655115 15.205355270700002 30.054399297400007 81.446839061900008 16.455384477450004 22.825270530250005 28.579157549250002 95.811270852950017 6.5151522255000005 195.72231170465002 314.93386866815007 367.09662155515008 38.567335632300008 191.74731805145004 68.96170560420002 116.60111757565001 22.704946905950003 85.662341410450011 131.42729508740004 206.57490536735003 17.370891598500005 119.85415191350002 58.309968391300011 12.951044929850001 22.624947093000003 90.321439350550008 222.85070906495002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 13 -1 -4 9 6 -5 21 12 -3 11 -8 -9 18 15 16 -11 -12 -2 20 -20 -6 -19 26 -21 -26 -24 28 29 -23
right_child=1 4 3 5 7 -7 10 8 -10 14 17 -13 -14 -15 -16 -17 -18 22 19 24 -22 27 23 -25 25 -27 -28 -29 -30 -31
leaf_value=-0.0088350084190146182 0.0077345859309107664 0.0062180127462042279 -0.0058818749861297634 -0.0096417091314185913 0.0094817921508562157 -0.0090526869378853882 0.012953773138759983 0.00094997314040114135 0.0086736132504617695 -0.010329013520317816 -0.0061018305017217743 -0.0072831580489500511 -0.012982834385447957 -0.012654207983551569 0.0089243949865506489 -0.016272534690618803 0.0010431359900383665 0.0049149167177217814 -0.0072189486828121022 0.0071545387439815918 0.00018916231405195929 0.0021082808085238014 -0.0011260570045803263 0.0061224334227761744 0.0053385949915729968 -0.014977422961125751 -0.012995585336152872 0.0082306680134894214 0.0076479350126750821 -0.009504529046592056
leaf_weight=44.675558011978865 15.132581785321234 24.525989152491093 87.66682380437851 13.769933849573134 76.932580396533012 18.499863781034946 3.5258924216032055 34.257063508033752 19.2088657990098 9.8881685361266118 13.211698181927202 24.792321152985096 6.831342212855815 6.4242442399263373 7.6176291629672042 7.970090188086032 40.042673319578171 86.896220833063126 30.745998673141003 23.574299588799477 50.826534986495972 17.442881174385551 27.324697580188513 17.016197316348553 10.289485901594164 6.0328675508499137 7.2035191394388667 32.449103146791458 15.742879316210745 9.1260820031166059
leaf_count=555 42 71 940 192 201 227 9 119 49 72 99 229 46 62 22 62 162 365 240 64 208 60 145 62 31 47 69 90 43 50
internal_value=0.000184001 0.00261652 -0.00295783 -0.00208234 0.00399908 -0.00051292 0.000302524 0.00555418 0.00183198 0.000337911 0.00106338 -0.00476346 -0.00136649 -0.000303098 -0.00186323 -0.00328248 -0.00120897 0.00215143 0.000277762 -0.000651206 -0.00260307 0.00703374 0.00293906 -0.000391945 0.00333957 -0.00217036 -0.00360236 0.00451457 0.00166469 -0.00188056
internal_weight=789.644 445.061 344.583 299.907 302.035 212.24 193.74 211.991 60.2973 90.0446 179.971 28.3182 41.0884 143.026 65.5186 57.9009 49.9308 151.652 136.602 121.469 81.5725 151.694 138.441 51.5444 39.8967 16.3224 34.5282 74.7609 42.3118 26.569
internal_count=4633 1741 2892 2337 1047 1397 1170 658 214 389 978 238 165 694 318 296 234 740 632 590 448 444 641 276 142 78 214 243 153 110
is_linear=0
shrinkage=0.00968975


Tree=41
num_leaves=31
num_cat=0
split_feature=16 5 10 6 3 3 8 15 5 5 12 13 12 18 16 9 7 18 10 17 2 19 7 15 18 17 9 19 16 2
split_gain=60.3812 19.5037 16.9614 15.767 13.5669 18.0304 12.2546 10.6618 11.5058 19.123 12.6349 11.5524 11.3888 9.81151 13.1206 9.59143 9.38435 9.08982 13.8599 12.1733 8.87551 11.096 8.42853 8.15979 8.44475 10.5435 9.45431 9.7821 8.77019 7.99981
threshold=18.594956516900002 23.605484525250002 89.89935142405001 15.635365317800002 85.589753040950015 84.812788641250009 8.8430989333000021 30.054399297400007 10.36813655115 2.7155367820000005 206.14208420540004 108.49810477050001 358.96165787565002 16.435318745950003 6.2449853965000015 226.58992707320002 23.209106085000005 15.917243450850002 83.602982482550019 203.09927826650002 73.795394389500018 14.451165964200003 24.176603375500004 52.561095883800007 13.278511569200001 174.47088669260003 201.65416293750005 14.551174033150001 22.694946929300002 305.67240907785003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 4 3 7 5 -2 -6 8 9 13 11 17 -12 -1 -15 23 -4 -10 19 -19 -8 -22 -7 24 25 29 -26 28 -28 -3
right_child=1 15 16 -5 6 22 20 -9 10 -11 12 -13 -14 14 -16 -17 -18 18 -20 -21 21 -23 -24 -25 26 -27 27 -29 -30 -31
leaf_value=0.016260453553817663 0.0036095568220380946 0.0026315323834979255 0.011981356131605114 -0.010782904120297804 0.0054375497433028558 0.00033062338097450541 0.0050506407702108 -0.0096685077347392432 -0.0056194610901719715 -0.008554651253472767 0.0041684263926263822 0.010109276794123944 -0.011932676026409473 0.014247159818523737 -0.013896430159372855 0.012029336609188849 -0.010838180842935377 0.0081748973939993752 -0.013391924320524436 -0.0050975357557414775 0.00075178008675133871 -0.020484532252659504 -0.017158413424796261 -0.01539879178583526 0.0066425655706091515 -0.0095467593117567716 -0.014557913817268286 0.0097615171687376219 0.0031301535687020686 -0.014189629246288287
leaf_weight=5.9334030747413617 25.496685542166233 23.220121584832672 2.1853135004639617 23.109844207763672 279.0651827827096 4.7124035432934752 8.377151697874071 17.5185452029109 65.068060867488384 45.334059238433838 83.706082962453365 8.1553659662604314 5.3662699013948432 3.2892740964889526 4.5072959661483765 5.9069387912750235 38.786925181746483 22.556531012058258 6.6333898752927771 12.235948793590067 5.8511428982019407 5.4600115194916725 9.6226962581276876 4.9741255119442931 23.993257500231266 23.395202726125717 8.7825324088335055 4.7339839637279502 5.078632339835166 3.7728825360536566
leaf_count=11 95 115 18 371 894 22 26 222 506 457 352 21 44 6 46 13 594 80 78 86 22 35 80 47 84 170 64 14 24 36
internal_value=0.000213623 0.00283219 -0.00315053 -0.00227677 0.00407807 -0.00179556 0.00486118 -0.00157547 -0.00103595 -0.00519961 0.000171196 -0.00218067 0.0031984 0.00587818 -0.00202301 -0.00122947 -0.00962107 -0.00312184 0.000801197 0.0035072 -0.00330841 -0.00949921 -0.0114092 -0.00202904 -0.00131378 -0.00428234 0.00219847 -0.00353574 -0.00807713 0.000280395
internal_weight=786.829 442.443 344.386 303.414 338.585 39.8318 298.753 280.304 262.786 59.064 203.722 114.649 89.0724 13.73 7.79657 103.858 40.9722 106.494 41.4259 34.7925 19.6883 11.3112 14.3351 97.9507 92.9766 50.3882 42.5884 18.5951 13.8612 26.993
internal_count=4633 1741 2892 2280 1174 197 977 1909 1687 520 1167 771 396 63 52 567 612 750 244 166 83 57 102 554 507 321 186 102 88 151
is_linear=0
shrinkage=0.0107142


Tree=42
num_leaves=31
num_cat=0
split_feature=16 17 5 3 10 10 9 8 15 0 16 15 12 13 10 7 18 12 7 9 18 15 3 17 15 0 3 5 18 9
split_gain=35.9579 13.5322 13.2711 12.0274 13.657 13.565 11.9143 11.8093 11.1871 11.047 10.8943 10.328 10.9346 18.1821 10.5941 11.9534 10.3344 9.74055 13.2939 10.1436 9.72053 9.13462 18.4112 9.08553 8.88798 8.795 8.8239 8.53253 12.7663 8.19068
threshold=18.594956516900002 166.68115439205005 7.754880527600001 93.883646373400012 61.917879202350001 60.87206898960001 181.33671263215004 8.2435668022500028 46.674706678850008 91.109157582800023 18.974955628300005 28.444110612900001 217.08460102575 95.937628385050019 66.52858489605002 26.366329164100005 17.370891598500005 133.01805689090003 23.109894804950002 188.08209940425004 14.032563378150002 36.270131511550012 92.316275283350009 208.35751021765003 28.983869461100003 76.535026057600007 76.190903416900014 5.3654262215500008 16.435318745950003 227.40597858270002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 27 6 5 29 -2 -6 9 17 24 12 13 -4 -14 -16 23 -8 19 -19 -13 22 -20 25 -11 -15 -27 28 -3 -5
right_child=3 2 11 4 7 -7 8 -9 -10 10 -12 20 14 16 15 -17 -18 18 21 -21 -22 -23 -24 -25 -26 26 -28 -29 -30 -31
leaf_value=-0.012392987351194502 -0.010396670014032921 0.0081606617650581015 -0.018179628223246827 -0.0056743980767320857 0.0046555428340123205 0.011122110359327548 0.011898567824146639 -0.017967229073656023 -0.0073029502028742373 0.014524379776729126 -0.0049559071118669149 0.0082152234785284432 -0.016716990910971178 -0.017023957690284783 0.010452726137559534 -0.0030939948581859365 0.016842730011313513 0.011204148778230996 0.0073402539177341757 -0.0088312085763923992 -0.016452119429760669 0.0098393802941518938 -0.026805610531786674 -0.017764902426549635 -0.00026345354770642072 -0.019442364401616622 0.0024405181786423353 -0.018075227412540491 -0.011008900635083516 0.020464319708704552
leaf_weight=38.17353456094861 12.264503888785837 11.945703741163014 15.694637704640625 35.97931044921279 7.8751514330506351 24.311641573905945 80.272036463022232 18.455507077276707 16.37283480912447 18.147942580282688 38.947029490023851 4.9309258386492756 5.1265252120792857 6.9098974987864485 50.622384011745453 22.510419994592667 7.7713114395737639 8.1377463042736071 13.841253183782102 23.504618272185326 16.985418394207954 87.8425682336092 5.1952818930149069 7.7428957223892203 20.942487671971321 4.6815105676650992 75.452480647712946 17.840904533863068 27.310091111809015 3.1161318123340598
leaf_count=555 61 74 238 247 35 70 244 142 99 47 191 31 59 139 187 178 20 25 45 111 246 269 40 78 109 52 398 262 375 6
internal_value=0.000189399 -0.00376275 -0.00256704 0.00317535 -0.00183787 0.00205033 0.00455758 -0.0112011 0.00514317 0.00582968 0.000833604 -0.000831565 0.000291585 -0.00267643 0.00477636 0.00628302 -0.000303945 0.00761164 0.0051274 -0.00367854 -0.0109023 0.00773446 -0.00197853 -0.00170975 0.00660188 -0.000281585 0.0011621 -0.00920627 -0.00517552 -0.00359099
internal_weight=728.905 313.699 275.525 415.206 89.7377 63.4071 325.468 26.3307 313.204 296.831 78.0375 218.428 196.512 118.253 78.2593 73.1328 102.558 218.794 138.521 31.6424 21.9163 106.879 19.0365 94.7868 39.0904 87.0439 80.134 57.0967 39.2558 39.0954
internal_count=4633 2892 2337 1741 500 323 1241 177 1180 1081 347 1626 1349 925 424 365 687 734 490 136 277 354 85 667 156 589 450 711 449 253
is_linear=0
shrinkage=0.0154666


Tree=43
num_leaves=31
num_cat=0
split_feature=16 10 6 15 10 10 16 16 4 18 7 15 13 7 16 7 17 16 18 6 13 5 0 8 18 10 13 13 12 8
split_gain=30.2069 12.3055 11.7565 10.0763 10.6307 9.20247 17.5099 10.8636 10.4863 7.74667 7.53156 10.6538 7.41602 11.7611 10.0745 7.29751 9.289 7.68204 14.5744 11.1741 8.59834 12.1814 8.48477 8.71427 8.14135 11.6901 8.00579 12.5823 9.79177 9.91063
threshold=18.594956516900002 90.937096262400004 15.635365317800002 46.055224235250002 60.87206898960001 64.369753017350021 21.074950717600004 22.454947490600002 398.74932484100003 16.922055371600006 20.869210126600006 34.969820938750011 117.61735474900001 23.543468673550006 22.564947233300003 20.090200465600002 168.88575108035005 16.094962363000004 18.281462078100002 14.845346859150002 95.937628385050019 1.6209823962500003 102.65877371115 6.844658496400001 15.454705336800002 76.621056717750008 92.792132372400019 92.146902421150017 216.20511703005005 1.3489472949000001
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 15 4 10 7 -7 -6 -9 -3 11 -2 14 -14 -5 -1 -17 20 19 -19 21 -18 24 -24 25 -22 27 28 -23 -30
right_child=3 9 -4 12 5 6 -8 8 -10 -11 -12 -13 13 -15 -16 16 17 18 -20 -21 22 26 23 -25 -26 -27 -28 -29 29 -31
leaf_value=0.0089538813346178373 -0.004105424701442561 0.028967056210429588 -0.014068163988365521 0.0079671563134731185 0.013568824764231761 0.002425165279121756 -0.022894449376226658 0.0035198801498887732 0.015672926915491801 -0.014651365747675954 -0.015655761275104995 0.021847693250178508 -0.011337538947327022 0.013945165430405325 -0.016772539727427087 -0.011689036935387713 0.019098415875168528 -0.009939319782382024 0.018323566250494791 0.0099061779335082381 0.0032104764938402342 -0.017438920310415662 0.015823024390994943 -0.016225291210680864 0.0090263931023976812 -0.020788886967174909 -0.015208599666219957 0.01275596818891908 -0.013674720107442829 0.0064562075258873513
leaf_weight=13.734533622860907 22.860015850514177 0.94290985912084835 18.218054126948118 4.8544301763176945 37.307610534131527 109.2841888256371 6.4614887386560431 162.33321757614613 17.575679399073124 25.649972837418318 9.349287845194338 4.1788100302219382 7.3858582302927998 9.2653091549873334 15.153767637908457 21.232886396348476 4.8294794037938109 54.434124499559402 5.2448535338044158 7.1722973100841036 29.338663816452026 12.164027139544485 2.4433080703020087 8.4467078000307065 47.469615075737238 5.3620806448161593 14.579007171094416 9.5575908832252008 8.6235701777040976 14.90188183262944
leaf_count=52 175 10 371 20 118 455 39 589 50 544 65 7 54 31 138 264 10 587 16 31 130 181 7 83 172 50 163 46 95 80
internal_value=0.00016715 -0.00339251 -0.00246263 0.00283548 0.00357724 0.00441545 0.0010117 0.00622916 0.00470714 -0.0131048 -0.00409263 -9.44092e-05 -0.0046379 0.00273067 -0.0107701 -0.00164798 -0.00224037 -0.001347 -0.00559277 -0.00762888 0.00045266 -0.0037339 0.00336136 -0.00903486 0.00500422 -0.000497989 -0.00557705 -0.00247367 -0.00655215 -0.000923054
internal_weight=710.355 304.346 277.753 406.01 369.35 332.962 115.746 217.217 179.909 26.5929 36.3881 27.0388 36.6594 16.6512 20.0082 259.535 245.8 224.567 66.8513 61.6064 157.716 64.6556 93.0604 10.89 82.1704 34.7007 59.8261 45.2471 35.6895 23.5255
internal_count=4633 2892 2338 1741 1498 1251 494 757 639 554 247 182 243 85 158 1967 1915 1651 634 618 1017 575 442 90 352 180 565 402 356 175
is_linear=0
shrinkage=0.0149454


Tree=44
num_leaves=31
num_cat=0
split_feature=16 17 2 0 5 16 2 16 13 17 10 6 13 8 3 7 15 6 6 6 0 19 17 7 17 9 5 16 0 6
split_gain=25.4169 15.5798 12.8186 11.3291 11.8532 11.2289 12.6998 11.1254 9.10997 10.8081 9.10421 8.77653 13.2064 8.04528 7.61398 13.4029 7.59348 10.1575 12.5107 11.688 11.0947 10.0842 13.8293 10.8379 10.0544 8.85758 16.5016 8.40597 7.81104 7.87776
threshold=20.394952307700002 162.04221493815001 325.13486840910008 86.345209775600011 20.389142059250002 11.949972055800002 285.01633004880006 20.034953149600003 116.67639440335002 176.44238483465003 66.859265246100009 16.375382608200002 117.39690118230001 8.0437227585500022 70.561272091750013 27.902905420600003 30.054399297400007 13.665319288000001 13.775321858200002 12.410289964450003 94.165934477050016 12.050972309250001 236.15709471040003 27.528149546950004 200.37850214585004 194.29956510785004 11.926356180100003 18.369957043050004 93.501885318850015 14.995350363950001
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 5 4 -2 6 13 8 9 -7 -5 12 -6 -3 15 -4 17 19 -19 21 28 23 25 -11 -18 26 -23 -22 29 -20
right_child=3 2 14 10 11 7 -8 -9 -10 16 -12 -13 -14 -15 -16 -17 24 18 20 -21 27 22 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.011695975170525473 0.011483024976133755 -0.010819109960372917 0.015835046845970566 0.0053301666674936505 0.0057768075292300852 0.0057750662147848424 0.0046985847233849175 -0.016587469068466552 -0.013047036797046021 0.0067516714094049786 -0.010386274140769945 0.00013160194327436537 -0.021528735795963087 0.0046324730836343371 -0.013320504164383748 -0.013435961000705824 -0.0096341570644748187 0.012659174816316232 0.0096866514036426151 -0.011683819493762366 0.00099570125214958928 -0.010847384034740493 0.0083241446477963967 -0.01408170440012073 0.0020316834331281625 -0.015724198568467705 0.0069264821788421757 -0.011159577233503727 0.01280060952344211 -0.015616557613996392
leaf_weight=21.092734154313803 11.922762565314768 35.644661083817482 3.9991962276399153 155.233902387321 3.9540636688470823 50.85122237354517 12.596471954137085 5.3349630534648886 6.6503820829093447 33.248317182064056 5.2685709819197646 120.31515524536371 6.4323580265045166 5.3590466007590285 18.556716524064541 4.7093275599181652 24.344559147953987 17.694322541356087 3.5871198475360897 13.886909704655407 30.314129821956158 16.99220130965114 10.850637916475533 3.8521299660205832 17.596395283937454 10.829334761947392 12.558750234544275 10.621244773268698 15.401251040399073 3.2351996526122093
leaf_count=365 36 584 12 561 12 307 114 39 137 176 30 571 51 36 209 88 263 47 10 130 132 208 46 54 97 116 49 82 37 34
internal_value=0.000117866 -0.00186793 -0.00130571 0.00267151 0.000260155 -0.000686196 -0.00562745 0.000233911 0.000551564 0.000879393 0.00481427 -0.000763609 -0.0111336 -0.00879964 -0.00906398 6.09956e-06 -0.000226995 0.000806856 0.00392094 -0.00165634 0.00147287 -7.98827e-05 -0.00346067 0.00458855 -0.00473973 -0.00662738 -0.00329373 -0.00215815 0.00816115 -0.00231234
internal_weight=692.934 389.807 368.714 303.127 142.624 341.449 53.6002 287.849 282.514 275.864 160.502 130.702 10.3864 41.0037 27.2652 8.70852 225.013 183.072 80.8533 102.218 63.1589 88.3314 51.2309 37.1004 41.941 40.3803 29.551 40.9354 22.2236 6.82232
internal_count=4633 3372 3007 1261 670 2698 734 1964 1925 1788 591 634 63 620 309 100 1481 1121 342 779 295 649 419 230 360 373 257 214 81 44
is_linear=0
shrinkage=0.011758


Tree=45
num_leaves=31
num_cat=0
split_feature=16 10 15 10 6 3 3 16 15 5 5 16 19 2 6 5 13 12 18 7 17 3 5 3 8 17 13 7 13 18
split_gain=46.6189 15.0713 14.5261 15.6449 14.1829 12.5673 17.142 10.545 9.16456 9.16384 13.1934 12.3647 14.3596 10.6295 10.6401 12.3149 9.96877 9.6224 8.9729 8.6364 11.1761 9.90533 8.38435 13.9523 8.17204 7.80633 12.0464 7.55831 7.34569 9.29531
threshold=18.594956516900002 90.937096262400004 46.055224235250002 60.87206898960001 15.635365317800002 85.589753040950015 84.812788641250009 23.044946110900003 30.054399297400007 10.36813655115 2.7155367820000005 13.534968349350001 11.850956171350001 185.00267682035005 13.500315432750002 14.608687763150002 108.49810477050001 247.65401887280004 11.890615410500002 23.209106085000005 192.44445991605002 93.292185584700022 13.812766882300002 77.709882260600011 2.9476996444500005 192.64609805285002 79.003030621350021 24.176603375500004 88.504041654350019 18.324911823050005
decision_type=2 2 2 2 2 2 2 2 2 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 8 6 -5 19 9 10 25 17 -13 16 15 -15 -14 22 -2 -4 -21 -22 23 -11 -19 -1 -27 -8 29 -12
right_child=2 -3 7 5 -6 -7 27 -9 -10 11 28 12 13 14 -16 -17 -18 24 -20 20 21 -23 -24 -25 -26 26 -28 -29 -30 -31
leaf_value=0.010068674586297474 0.0013196108644368541 -0.0072719210139808501 -0.0091477319904275274 0.002493689306904189 -0.0076954593451198129 0.0033264025425538369 -0.00011355456403709892 0.0085053516313411907 -0.006799442948841555 -0.0094196405178194383 -0.0037397519181508968 0.0071081994310335447 -0.002795427952976878 0.0030420233541831251 0.0071268705899510867 -0.0079422492032538653 0.0068486975266505721 0.0045416333812104909 -0.006228879897041943 0.0092009041077357346 0.00092057249345470964 -0.011402818381223199 -0.0087872469088356286 0.0070558781659406144 -0.0069816912881127489 0.010091979210883839 -0.009940051698845041 -0.012358756960920274 -0.007622085104195717 0.012470338893122164
leaf_weight=5.9727731347084028 19.323531083762646 31.12708380445838 13.225931845605372 24.993142157793045 21.278222817927599 313.35537504404783 4.5977704823017111 4.5337898582220069 16.032761428505182 5.9291757717728597 12.748747315257786 22.024285107851028 61.742419078946114 22.278700299561027 21.492010571062565 8.6752818375825864 7.3356738090515128 13.480512328445913 19.210459016263485 4.9461717084050205 9.5829652249813098 6.8365382254123679 20.465905960649252 6.694823682308197 5.2236586436629286 3.0755835771560669 4.5580423027276993 9.3634796515107137 30.478448316454887 2.6064421311020842
leaf_count=13 100 554 119 95 371 1054 22 10 222 80 133 59 442 95 65 68 20 47 147 15 41 58 229 24 47 6 51 80 359 7
internal_value=0.000146086 -0.00209822 0.0018332 0.00228804 -0.00154688 0.00280557 -0.00138413 -0.00271053 -0.00106378 -0.00070285 -0.00339189 0.000115387 0.00129739 0.000244274 0.00289902 -3.6471e-05 -0.00177128 -0.00316056 -0.00244356 -0.00418055 -0.00110573 -0.00421048 -0.00569515 -0.00068226 0.00132343 0.00337117 -0.00186916 -0.00832612 -0.0053996 -0.000988196
internal_weight=753.19 323.221 429.969 390.844 292.093 352.31 38.9544 39.1254 270.815 254.782 59.44 195.342 143.548 121.524 52.446 30.954 69.0781 51.7941 38.534 34.5916 21.3657 16.4195 33.0899 12.624 18.7042 13.6064 7.63363 13.9613 45.8336 15.3552
internal_count=4633 2892 1741 1498 2338 1251 197 243 1967 1745 569 1176 749 690 228 163 462 427 247 233 114 99 333 104 94 70 57 102 499 140
is_linear=0
shrinkage=0.00782139


Tree=46
num_leaves=31
num_cat=0
split_feature=16 19 6 15 10 3 3 7 13 6 16 9 5 2 17 15 13 16 18 16 13 3 0 10 16 10 10 7 3 10
split_gain=24.1028 10.8715 10.3289 8.5369 8.58821 7.64099 14.2819 7.49886 8.21055 12.1666 7.7337 9.76212 9.5286 8.62832 9.52544 9.47273 8.12803 7.45628 7.63076 7.39785 21.1052 11.7764 8.1249 10.6194 6.95483 6.73877 8.10242 6.60409 10.0669 7.86223
threshold=18.594956516900002 9.4507625164000029 15.635365317800002 46.055224235250002 60.87206898960001 85.589753040950015 84.812788641250009 29.911984439950004 81.769454037550005 5.0851188130000002 11.949972055800002 204.20786774030003 13.039146929800001 181.47666917450002 162.43086425485004 26.384523135650003 109.64607639220002 23.044946110900003 13.164254432300002 19.224955043700003 112.67059178900001 87.684061924550022 90.321439350550008 65.571493801650021 10.604975200950003 85.549426169000014 82.299080289250014 25.566742778300004 78.965392207550011 71.658163008950012
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 7 4 -2 6 -6 8 -3 -10 24 13 -13 14 -12 27 -14 18 -5 -7 21 -21 23 -22 25 26 -11 29 -29 -15
right_child=3 2 -4 17 5 19 -8 -9 9 10 11 12 16 15 -16 -17 -18 -19 -20 20 22 -23 -24 -25 -26 -27 -28 28 -30 -31
leaf_value=-0.012426717723497424 -0.0030699929704381731 0.0095923905912171856 -0.011360301710200889 -0.015914493046805506 0.0036381559899925789 0.010275951485344334 -0.012407165835370536 -0.013771788745289438 -0.0082656597609881213 -0.0089374531608416123 -0.014453105261602657 0.0066943451070906636 -0.0063167669638326601 0.0022588687445983394 0.0014937977474059247 -0.010077015145045611 0.017132207572923858 0.011977083946733807 -0.0020972920260252776 -0.0023520080831493807 0.0041240586193306266 -0.022527727630446699 0.011168693105171152 -0.011436113548195624 -0.0118464377067785 -0.013879669413186659 0.012565091694391548 -0.016744065834450032 0.0095143701340708042 0.014600819290394234
leaf_weight=16.137485429644585 35.709521491080523 10.621388319879769 16.851149015128613 8.1918519884347933 24.230918623507023 25.920639894902706 12.973430465906857 7.233242865651845 34.579714946448803 4.2222349010407942 6.4582524597644797 12.439611248672007 51.456674594432116 11.431663349270819 48.93086739256978 4.6614309549331656 2.3545615673065177 4.1303201764821997 23.703812997788191 14.110799998044969 210.28645013272762 6.4073922559618941 24.200050726532936 6.8997424468398085 15.553009532392023 4.0386841297149649 7.2565112747251987 3.6864919848740083 5.6047985553741455 25.175083756446838
leaf_count=326 247 82 371 90 95 79 102 149 442 49 107 60 477 59 287 47 4 10 143 62 762 47 68 36 210 78 24 36 19 65
internal_value=0.000128896 -0.00258418 -0.00200142 0.00210298 0.00267507 0.00330625 -0.00195697 -0.00138466 -0.00102406 -0.00149815 -0.000346879 0.000675673 -0.00304035 0.00299935 -0.000365577 0.0066857 -0.00529073 -0.00362554 -0.005646 0.00398658 0.00336412 -0.00865245 0.00438555 0.00362973 -0.0060141 -0.000168385 0.0046558 0.00838813 -0.000904152 0.0107466
internal_weight=685.458 288.693 272.555 396.765 360.739 325.029 37.2043 255.704 248.471 237.85 203.27 172.199 66.2508 105.949 55.3891 50.5595 53.8112 36.026 31.8957 287.825 261.904 20.5182 241.386 217.186 31.0704 15.5174 11.4787 45.898 9.29129 36.6067
internal_count=4633 2892 2566 1741 1498 1251 197 2195 2046 1964 1522 1161 541 620 394 226 481 243 233 1054 975 109 866 798 361 151 73 179 55 124
is_linear=0
shrinkage=0.0123416


Tree=47
num_leaves=31
num_cat=0
split_feature=16 5 10 6 13 13 15 6 2 5 2 15 6 12 6 18 9 5 5 16 8 0 19 19 16 18 9 17 3 7
split_gain=56.0857 16.4492 15.9126 14.9497 11.5219 14.6823 13.4978 12.8403 12.8021 11.7247 10.9158 9.84347 12.2677 12.9991 12.9746 10.2163 9.46035 9.42557 14.9127 11.4093 13.3035 9.00719 8.84715 13.2058 8.53284 9.18709 10.604 8.22331 8.07366 17.9373
threshold=18.594956516900002 23.605484525250002 89.89935142405001 15.635365317800002 112.67059178900001 111.38282034450002 29.326787846200002 16.455384477450004 90.828344481500011 20.769304081650002 199.01127796720002 29.171703351550004 13.115306437050002 123.91241841185001 12.410289964450003 14.032563378150002 226.58992707320002 1.6209823962500003 10.36813655115 11.864972254500001 7.943800736700001 86.09518316945001 12.851036860900001 12.350996516100002 14.544965987550002 17.108018746400003 66.544071737050004 203.65799419860002 85.589753040950015 24.996614930650004
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 4 3 11 5 6 -2 21 -8 28 -9 12 14 22 17 -13 -3 -1 -19 -20 -21 -6 23 -14 25 26 -15 -26 29 -10
right_child=1 16 -4 -5 7 -7 8 10 9 -11 -12 15 13 24 -16 -17 -18 18 19 20 -22 -23 -24 -25 27 -27 -28 -29 -30 -31
leaf_value=0.0086405280099479953 0.0047079830260761792 -0.0012080736404943386 -0.0063172379771823496 -0.0070991516127180358 7.3158817468925606e-05 -0.0081090748584813944 -0.011264076371425923 0.0021187361223655873 -0.011549562654079411 -0.010018842760039793 -0.0060502543719815867 0.0057522417994597674 -0.0092282121663316181 0.0066055872383155821 -0.0087703725528024412 -0.0077961113075977802 0.0081619868877252869 -0.0045938724469104467 -0.0047568390381086713 0.002759269889689523 -0.0048729217551552332 0.0052798347069960448 -0.0090337950285413766 0.0036408549550105305 0.0064534050320202924 0.0064147477672708737 -0.0088949491643548796 -0.0022332541071399914 0.0064701491166985516 0.0038446189135002552
leaf_weight=4.8332292363047591 34.12788724899292 93.560406729578972 38.381567921489477 21.968497395515442 19.260429009795189 9.2843333408236486 5.7371699810028067 84.024896137416363 5.6945426985621515 4.8622146695852271 9.2453562617301923 3.3679052293300655 5.6583719588816228 3.1059043928980854 12.34326162189245 17.874449726194143 5.8282256871461859 51.415185004472733 19.298676665872335 63.892263606190681 14.216331809759138 139.07774230092764 7.6055834367871276 14.374527648091314 36.39912261813879 5.8550131469964972 8.1282705925405008 6.5470238626003256 11.935195438563822 11.924161560833452
leaf_count=10 99 554 612 371 70 57 51 271 46 43 57 16 79 13 113 236 13 508 188 286 106 413 68 48 107 17 75 39 29 38
internal_value=0.000199119 0.00189085 -0.00199366 -0.00143471 0.00264684 0.000351166 0.0014086 0.00340929 -0.00139567 0.000249392 0.00130899 -0.00098206 -0.000591333 0.00156789 -0.00173175 -0.00564806 -0.000658606 -0.00116633 -0.00148482 0.000156254 0.00137016 0.00464649 -0.00248163 5.9359e-06 0.00343217 -0.000832444 -0.00460953 0.00512915 0.00193872 -0.00113094
internal_weight=769.828 434.563 335.265 296.884 335.174 83.5655 74.2812 251.608 40.1533 34.4161 93.2703 274.915 253.673 87.6738 165.999 21.2424 99.3886 153.656 148.822 97.4073 78.1086 158.338 27.6385 20.0329 60.0353 17.0892 11.2342 42.9461 29.5539 17.6187
internal_count=4633 1741 2892 2280 1174 363 306 811 207 156 328 1909 1657 446 1211 252 567 1098 1088 580 392 483 195 127 251 105 88 146 113 84
is_linear=0
shrinkage=0.00713567


Tree=48
num_leaves=31
num_cat=0
split_feature=16 5 10 6 13 0 6 2 18 9 15 9 13 0 2 5 7 10 15 6 19 18 16 16 7 19 16 14 7 6
split_gain=47.3067 14.7965 13.7691 13.1936 11.0153 14.8706 13.9904 15.4905 11.0075 10.3054 9.94958 10.0785 10.927 9.64492 9.73926 8.49739 8.49495 10.1486 8.4012 13.134 12.3615 11.1955 9.8563 10.4151 11.4494 9.76068 13.7676 12.5378 15.143 8.39042
threshold=18.594956516900002 23.605484525250002 90.937096262400004 15.635365317800002 112.67059178900001 91.886121982450007 16.455384477450004 223.32247823975004 14.032563378150002 226.58992707320002 36.548474543700003 196.40176798710004 109.58961877145002 85.990333302400003 131.42729508740004 22.825270530250005 19.506002767000002 65.571493801650021 30.054399297400007 13.665319288000001 13.051052998800001 17.327266398450003 17.684958644900004 9.7049773055000017 26.296311413900003 12.050972309250001 14.184966829400002 301.50888169040007 24.142338514450003 16.375382608200002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 4 3 16 5 -2 13 15 -7 -3 11 12 -10 29 -15 -8 -1 -18 19 21 -21 25 23 -23 -25 26 27 -19 -29 -6
right_child=1 9 -4 -5 6 8 7 -9 10 -11 -12 -13 -14 14 -16 -17 17 18 -20 20 -22 22 -24 24 -26 -27 -28 28 -30 -31
leaf_value=0.0091348810689068256 -0.012253347697331178 -0.0018892279995404004 -0.0096812418080219429 -0.010266559109437943 -0.010988292928569902 0.011632268895217348 0.00047713915725009794 -0.017298094765449946 -0.016927117532771624 0.012338386479242394 -0.014195612833328024 0.0037653377196187857 0.0025954526161507648 0.010609393454885395 0.0049944264832537258 0.0078865457644986675 -0.012752664854815047 -0.0089175037971460144 -0.0088671523297369423 0.0051359722773404977 -0.0097417746533479399 0.0082629439222420536 0.013770737509670887 0.010917490934765364 -0.0080179159965100069 -0.0075019917649208883 0.0052992755364587585 0.0069913473521513187 -0.0087152962930929414 0.0044297836361287968
leaf_weight=8.0532410442829114 9.3685444146394712 94.166394852101803 29.710926685482264 20.607639402151108 5.8843087404966381 10.848363153636454 64.834644965827465 4.643665447831153 6.1776434928178769 6.0084731727838507 4.9491969272494307 43.990594550967216 6.5565870851278305 62.963495388627052 75.207465551793575 23.358691550791264 9.1374726183712465 31.171227596700191 15.859846357256172 51.807158246636391 7.0374524369835845 11.32989953458309 7.0562253296375266 4.4443820565938976 17.461641144007444 50.831656105816364 22.938579641282558 17.147114939987663 11.296286672353743 11.705529242753981
leaf_count=21 57 554 554 371 30 24 233 34 49 13 46 165 22 174 244 61 126 362 222 183 72 39 17 13 164 467 104 65 112 35
internal_value=0.000239512 0.00251032 -0.00285635 -0.0021478 0.00358521 0.000234766 0.00468888 0.00145231 0.001848 -0.00103586 0.000126961 0.00137659 -0.00687536 0.00661795 0.00755313 0.00243958 -0.0015178 -0.00185094 -0.00144989 -0.000943969 0.00335669 -0.0024011 0.00246458 6.42032e-05 -0.00417622 -0.0038709 -0.00163508 -0.00430328 0.00075346 -0.000728008
internal_weight=746.554 430.664 315.891 286.18 330.489 81.8909 248.598 92.837 72.5224 100.175 61.674 56.7248 12.7342 155.761 138.171 88.1933 265.572 257.519 248.381 232.522 58.8446 173.677 40.2921 33.2359 21.906 133.385 82.5532 59.6146 28.4434 17.5898
internal_count=4633 1741 2892 2338 1174 363 811 328 306 567 282 236 71 483 418 294 1967 1946 1820 1598 255 1343 233 216 177 1110 643 539 177 65
is_linear=0
shrinkage=0.010533


Tree=49
num_leaves=31
num_cat=0
split_feature=16 10 6 3 10 9 0 9 12 18 7 9 2 17 16 18 9 4 2 6 0 0 0 7 17 7 15 6 19 13
split_gain=26.0068 10.8671 10.3918 9.06896 12.7454 11.724 10.9868 10.5774 10.6921 15.6108 9.82601 9.33021 15.4706 11.074 8.55195 9.92833 10.0652 10.5582 13.1828 17.5952 7.39305 6.77944 6.75833 6.74083 7.60288 6.70693 6.63108 7.25054 11.4019 11.3652
threshold=18.594956516900002 90.937096262400004 15.635365317800002 93.883646373400012 61.917879202350001 187.45330412110005 85.121961326250016 181.33671263215004 133.01805689090003 13.581061237400002 23.109894804950002 194.82237869650001 200.24623605120004 190.37043331840002 22.624947093000003 13.480563334700001 196.40176798710004 310.44950696480004 253.84121610105004 15.945372561050002 85.619326080400015 82.250688042950017 86.09518316945001 19.250086031950001 162.04221493815001 23.225757870600003 31.445204138150004 13.665319288000001 13.051052998800001 101.66942111915002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 23 7 6 20 -5 -2 9 -9 11 12 22 -13 15 -12 -17 -18 -19 -20 -6 -4 -10 -1 -25 -11 27 29 -29 -26
right_child=3 -3 21 4 5 -7 -8 8 10 25 14 13 -14 -15 -16 16 17 18 19 -21 -22 -23 -24 24 26 -27 -28 28 -30 -31
leaf_value=0.013995693117294867 -0.010246635702192589 -0.01328292925839324 -0.016949319746200685 -0.0012878227079927151 -0.014956215873394168 -0.02038920164241647 0.014576236895854614 0.013445546606944234 -0.0073835066423928149 -0.012712482862362118 0.012647125578858312 -0.0062664014338364351 -0.025856157488697209 -0.041727108042666328 0.0097198294051077973 -0.015550780547006862 0.0056171712041189498 -0.021702473792669624 -0.020483122523315331 0.01009565281854421 0.010740265466632527 0.02264686328452483 0.011550172200474787 -0.01545490734981339 -0.001142890611704303 0.0040200090045996494 -0.013679179936399152 0.0061092667755420736 -0.014370410527258626 -0.0140530235989711
leaf_weight=6.5276122838258734 12.091306284070013 24.39703356102109 15.6284924633801 48.454508930444717 4.4236588254570979 14.112728662788866 13.547418959438799 63.966313377022743 6.7020543292164865 6.8621515706181517 17.051988177001476 6.3843061402440053 4.6471404656767836 3.2094073072075844 45.917916491627693 9.407358702272175 53.324646659195423 8.9939652532339114 6.5719078257679966 14.932442277669905 7.0310586094856262 1.1240686737000931 14.385961815714834 9.8316364102065545 140.91770590469241 37.874793030321598 10.313270330429075 54.317580364644527 7.5035966895520678 18.735732953995466
leaf_count=17 61 554 357 288 35 122 35 199 32 37 52 32 40 25 152 62 185 67 45 53 20 14 42 149 1118 157 183 225 89 186
internal_value=0.000219271 -0.00333741 -0.00242144 0.0027923 -0.00163668 -0.0108886 0.00217847 0.0040341 0.00460923 0.00851018 0.00239523 -0.0050216 -0.000135283 -0.0181292 0.00407274 0.00172148 -0.00027684 0.00143734 -0.00587087 0.000750525 0.000816628 -0.0142925 0.0055328 -0.00162001 -0.00204189 0.00145343 -0.00147296 -0.000904557 0.00362353 -0.00265793
internal_weight=689.19 289.297 264.9 399.893 87.5694 25.5674 62.0019 312.324 300.232 108.703 191.529 35.3289 25.7352 9.59371 156.2 110.282 93.2303 83.823 30.4983 21.5044 11.4547 16.7526 21.088 248.147 241.62 44.7369 231.788 221.475 61.8212 159.653
internal_count=4633 2892 2338 1741 500 177 323 1241 1180 393 787 171 114 57 616 464 412 350 165 98 55 371 74 1967 1950 194 1801 1618 314 1304
is_linear=0
shrinkage=0.0155729


Tree=50
num_leaves=31
num_cat=0
split_feature=16 5 10 6 13 13 5 6 2 0 15 5 5 12 13 12 9 18 10 17 18 16 13 0 7 2 16 15 7 7
split_gain=50.8832 15.3458 15.0225 13.9786 10.3101 14.1683 14.0118 12.5188 11.4782 9.83078 9.26179 10.3925 18.7116 13.357 11.9892 11.4646 9.01477 8.81851 12.5015 11.4667 8.59882 12.6792 8.26848 16.1596 17.5406 7.5126 7.33726 7.20289 8.31658 7.17217
threshold=18.594956516900002 23.605484525250002 89.89935142405001 15.635365317800002 112.67059178900001 111.98772342380001 20.769304081650002 16.455384477450004 199.01127796720002 86.09518316945001 30.054399297400007 10.36813655115 2.7155367820000005 206.14208420540004 108.49810477050001 358.96165787565002 226.58992707320002 15.917243450850002 83.602982482550019 203.09927826650002 16.435318745950003 6.2449853965000015 109.34496908160001 96.082805124100005 23.109894804950002 131.42729508740004 19.224955043700003 40.42701969085001 21.115414688150004 23.209106085000005
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 4 3 10 5 6 22 9 27 -6 11 12 20 14 17 -15 -3 -13 19 -19 -1 -22 23 24 -2 -11 -24 28 -9 -4
right_child=1 16 29 -5 7 -7 -8 8 -10 25 -12 13 -14 15 -16 -17 -18 18 -20 -21 21 -23 26 -25 -26 -27 -28 -29 -30 -31
leaf_value=0.010969609408524924 0.0069892757697219473 -0.001227594105927141 0.0063319426150842077 -0.0073015982430389174 -0.00032926701740442811 -0.0097117912566945207 -0.01063180447291992 0.0092405505932975744 -0.0065824436444468495 0.0073586225345764651 -0.0064067013033269841 -0.0039375388503097358 -0.005836944242192308 0.0030794444857507436 0.0072854584567083559 -0.0084627507535498525 0.0084112832003312519 0.005516163387296099 -0.0092053469745918132 -0.0035520630061471954 0.009932285212827437 -0.0094229044598607495 0.0075826299421313768 0.0049708361731192136 -0.0095584426050806526 0.0038536172397750541 0.00078689495116116687 0.0052974852240158434 -0.00033241121154000108 -0.0073014687752018196
leaf_weight=5.8767590969800931 4.8111158311367062 93.063844285905361 2.2764041833579531 20.785638898611069 18.822816304862499 7.0261963531374922 5.0560711100697509 5.5775355696678153 9.2974939197301847 60.726309932768345 16.288023069500923 62.75744841620326 42.903067249804735 80.569345012307167 7.9509342685341826 5.063311055302619 5.7003616839647284 21.850734710693359 6.1691890135407439 11.935907639563082 3.3150765895843506 4.308932900428772 20.652503430843353 16.351839676499367 13.486455343663691 76.497819446027279 15.318930134177206 26.940394565463066 50.604721687734127 34.660530660301447
leaf_count=11 11 554 18 371 70 47 44 11 57 172 222 506 457 352 21 44 13 80 78 86 6 46 50 45 110 241 56 71 189 594
internal_value=0.000220796 0.00190275 -0.00199256 -0.00142295 0.00267039 0.000394926 0.00133328 0.00342778 0.00125767 0.00471305 -0.000968683 -0.000618171 -0.00343298 0.000190636 -0.00151664 0.00239697 -0.000671268 -0.002198 0.00053423 0.0023126 0.00420638 -0.00100687 0.00218992 -0.000404075 -0.00520743 0.0054047 0.00468857 0.00213461 0.000617952 -0.00646125
internal_weight=756.646 429.934 326.711 289.774 331.17 82.7031 75.6769 248.467 92.4201 156.047 268.989 252.701 56.4038 196.297 110.664 85.6327 98.7642 102.713 39.9558 33.7866 13.5008 7.62401 70.6208 34.6494 18.2976 137.224 35.9714 83.1227 56.1823 36.9369
internal_count=4633 1741 2892 2280 1174 363 316 811 328 483 1909 1687 520 1167 771 396 567 750 244 166 63 52 272 166 121 413 106 271 200 612
is_linear=0
shrinkage=0.00744031


Tree=51
num_leaves=31
num_cat=0
split_feature=16 10 6 3 10 10 8 9 12 18 9 7 15 7 9 5 5 16 18 15 12 16 16 13 9 18 2 0 2 6
split_gain=33.3616 11.8753 11.022 10.9177 12.8145 11.8281 11.2247 10.4723 10.4032 15.137 9.47241 11.4511 10.1089 8.97366 8.75467 8.09774 12.6802 7.81112 8.75973 6.87419 9.2882 11.1837 13.2241 10.1108 10.0819 7.87975 7.63124 9.39898 6.79074 6.68459
threshold=18.594956516900002 90.937096262400004 15.635365317800002 93.883646373400012 61.917879202350001 60.87206898960001 8.2435668022500028 181.33671263215004 133.01805689090003 13.900697602550002 227.40597858270002 20.869210126600006 34.969820938750011 23.109894804950002 186.70853236170004 18.128874633450007 19.221712148250003 22.674946976100003 13.480563334700001 30.054399297400007 206.14208420540004 14.184966829400002 14.274966618900002 108.49810477050001 32.593970107800011 14.032563378150002 325.13486840910008 109.03310793845002 266.28898953815008 5.1351199812500008
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 19 7 5 10 -6 -2 9 -9 11 12 -5 14 -10 -11 -17 18 -15 20 21 -1 -23 29 28 -21 -26 -28 -22 -24
right_child=3 -3 -4 4 6 -7 -8 8 13 15 -12 -13 -14 17 -16 16 -18 -19 -20 25 24 22 23 -25 26 -27 27 -29 -30 -31
leaf_value=-0.0072956483274133075 -0.0064734593869518334 -0.0092277505321206217 -0.0098457734448257183 -0.002927291403572274 0.0032594814702031761 0.00728540082626158 -0.011920065681793136 0.0086936188870787388 0.0078950448338153626 0.005084890261425252 0.014765457961662549 -0.014040854046873531 0.014919089619327058 0.0073924309982233601 -0.005352800922010975 -0.016433508782588931 0.0023167049265657266 0.009412185416882277 0.00087541188943020504 0.0083989716780139296 0.0032946542368583699 0.011757283189237491 -0.012556347330018957 0.0095354447935595416 0.0038194601684782177 -0.011938401517073049 -0.010416834564147342 0.0071290017924945329 -0.012639593717819739 -0.0020926966035423791
leaf_weight=40.926118865609169 12.235510863363741 26.174382690340281 17.689424458891153 23.935591302812103 7.7324048206210163 24.081193290650845 17.978422097861767 75.961654283106327 6.8625780194997779 19.237345404922962 3.4059496819972983 8.8565366417169553 4.1308375746011725 28.771182432770729 28.654350399971008 6.5138552784919765 10.386120133101938 18.947826139628887 112.03002226725221 2.5733369439840308 4.4971226677298537 8.6140172630548459 7.5416556261479846 7.6899500489234915 83.190141651779413 11.860215276479719 9.7990764714777452 5.1799255460500708 8.7337739169597608 66.786032952368259
leaf_count=469 61 554 371 175 35 70 142 231 22 66 6 65 7 88 149 59 37 56 472 15 32 20 105 21 408 207 92 24 111 463
internal_value=0.000214718 -0.00244674 -0.00180152 0.0021716 -0.00106701 0.00144294 -0.00735489 0.00308483 0.00346532 0.00602341 -0.0020457 -0.00359645 -0.000300648 0.00199677 -0.00279305 0.000410541 -0.0049103 0.00306169 0.00220709 -0.00124867 -0.000829023 -0.00272456 -0.00066041 -0.0019646 0.0014095 -0.00831248 0.00257305 -0.00434927 -0.00722361 -0.00315439
internal_weight=710.977 301.255 275.081 409.721 90.1209 64.4101 25.7108 319.6 307.365 112.099 40.3289 36.923 28.0664 195.266 35.5169 36.1373 16.9 159.749 140.801 257.391 242.958 131.558 90.6317 82.0176 111.4 14.4336 98.1691 14.979 13.2309 74.3277
internal_count=4633 2892 2338 1741 500 323 177 1241 1180 393 253 247 182 787 171 162 96 616 560 1967 1745 1078 609 589 667 222 524 116 143 568
is_linear=0
shrinkage=0.0105353


Tree=52
num_leaves=31
num_cat=0
split_feature=16 10 0 6 6 6 5 15 2 9 2 13 16 7 2 7 5 8 6 9 15 12 16 19 13 9 2 3 16 0
split_gain=42.8535 13.6785 13.6275 14.5014 12.3007 11.2872 13.344 10.1296 10.0501 9.36299 9.35716 9.18029 10.8454 9.20471 8.77127 8.35949 10.6925 10.4167 8.4143 10.5901 8.05088 8.9179 11.069 14.5139 11.5036 10.6712 8.44002 9.87455 7.96124 8.92833
threshold=18.594956516900002 90.937096262400004 86.09518316945001 15.205355270700002 15.635365317800002 16.455384477450004 22.825270530250005 28.579157549250002 195.72231170465002 212.49340169810003 314.93386866815007 116.67639440335002 21.074950717600004 20.869210126600006 131.42729508740004 21.698399695800003 29.741930202000002 8.9430209551500024 16.375382608200002 194.03220695150003 30.054399297400007 206.14208420540004 13.854967601050001 11.950964240300001 108.49810477050001 32.593970107800011 325.13486840910008 70.561272091750013 22.624947093000003 90.321439350550008
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 4 10 7 20 14 8 -4 -7 -9 11 -2 -13 -14 -5 -15 17 18 19 -17 21 22 -1 -24 -25 -23 -27 -28 29 -16
right_child=2 -3 3 5 -6 6 -8 9 -10 -11 -12 12 13 15 28 16 -18 -19 -20 -21 -22 25 23 24 -26 26 27 -29 -30 -31
leaf_value=-0.0065138636515596499 0.0066943923958589138 -0.0082029068094609907 0.0051939968696011422 0.0082696146939849405 -0.0086341412877160868 0.00029804878894499405 0.0075494146731598299 -0.0037752303220787175 -0.011919218779469358 0.0040270636556575812 -0.011385109152492986 -0.010912326528877284 0.0090975136416030951 -0.012937496902844906 -0.0019867676776588617 -0.018359979001215554 0.01260893120116521 -0.014339878856172607 0.00079816297279418694 0.0019192734463438276 -0.0075082358306010717 -0.0064620628524816193 0.0059560096641164536 -0.0036976171415116525 0.0078980737041126226 0.003145892646368313 0.0058007352626846375 -0.009388063539470139 0.0072514669001226221 0.0067846238585918305
leaf_weight=37.840677618980408 15.883170008659361 28.978407960385084 23.755640856921673 68.244534388184547 19.401661496609449 32.930219791829586 18.480679959058762 46.988650299608707 6.5636357218027106 17.033080920577049 5.8527620881795874 7.755114570260047 8.5580845102667791 4.3021351993083945 26.304102219641209 4.3938084840774518 5.1018781363964072 4.3975507393479338 78.610464572906494 3.9972692131996155 15.486861426383255 13.58794069290161 20.585024043917656 70.443901617079973 7.7155499234795561 85.966430060565472 5.33060398697853 10.016042809933422 30.316998980939388 14.705717131495474
leaf_count=438 46 554 71 201 371 119 49 258 46 60 62 92 23 27 110 32 9 35 351 17 222 143 74 545 21 408 24 92 90 43
internal_value=0.000216732 -0.00230027 0.002088 0.00321529 -0.00170298 0.00457013 0.0012264 0.000166182 -0.00173239 -0.00169942 -0.000228441 0.000262518 -0.000609765 0.000120819 0.00595904 -0.000641294 -9.31134e-05 -0.000802139 -0.000117865 -0.00869952 -0.00119928 -0.000810763 -0.00236791 -0.000779102 -0.00255294 0.00104025 0.00204644 -0.00411229 0.00374831 0.00115857
internal_weight=739.529 315.353 424.175 285.323 286.375 197.546 57.9745 87.7774 39.4939 64.0217 138.852 132.999 117.116 109.361 139.571 100.803 96.501 91.3991 87.0015 8.39108 266.973 251.486 136.585 98.7445 78.1595 114.901 101.313 15.3466 71.3268 41.0098
internal_count=4633 2892 1741 1047 2338 658 214 389 165 318 694 632 586 494 444 471 444 435 400 49 1967 1745 1078 640 566 667 524 116 243 153
is_linear=0
shrinkage=0.00901559


Tree=53
num_leaves=31
num_cat=0
split_feature=16 10 6 0 18 16 0 6 10 10 15 2 13 0 3 3 16 7 17 17 9 17 16 13 13 7 17 15 6 19
split_gain=26.7819 10.7499 10.0353 9.08473 10.6713 13.4419 14.7211 9.65832 8.77103 16.0013 10.9914 8.10207 8.16179 7.61648 7.36949 21.5197 7.25566 8.44134 9.56079 6.55435 7.34635 7.39637 6.47629 6.45779 14.6135 6.32448 7.55666 6.50479 7.28865 11.4222
threshold=18.594956516900002 90.937096262400004 15.635365317800002 86.09518316945001 13.988302431200003 22.624947093000003 88.350799540950007 12.535292885100002 66.859265246100009 68.846035804500005 36.548474543700003 314.93386866815007 116.60111757565001 90.321439350550008 85.589753040950015 84.812788641250009 22.704946905950003 22.435297587800004 193.29780372785004 191.86029796145002 186.70853236170004 189.44392401325004 22.544947280100004 119.85415191350002 121.22795401815002 18.737592104000004 162.04221493815001 31.445204138150004 13.665319288000001 13.051052998800001
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 25 11 -5 6 22 -8 13 -10 14 12 -2 -9 15 -11 17 -14 19 20 -19 -22 -6 -18 -25 -1 -27 28 -28 -30
right_child=3 -3 -4 4 5 -7 7 8 9 10 -12 -13 16 -15 -16 -17 23 18 -20 -21 21 -23 -24 24 -26 26 27 -29 29 -31
leaf_value=0.01671575267483854 0.0095974588321683339 -0.011077507651985377 -0.011894546027209076 0.0060879820009196632 -0.0018351015905994795 0.01266127162000618 -0.017963501504549024 -0.0026640631460521009 -0.019373114681898278 0.0074127501149057681 -0.017425565317099101 -0.016043099839757137 -0.0096194195032003691 0.013180368155599564 0.009378935632890004 -0.016406189336380706 0.0084038758306922146 0.010361356708645138 -0.010884346034177017 0.011984800324506556 0.00036349548758009628 -0.016212654545503115 -0.022434370152957763 -0.019292222797071702 0.007030319476960231 -0.012828071189050662 -0.0021504679986114024 -0.011331765745615232 0.0050487671077621169 -0.011991981191238647
leaf_weight=3.2372230887413016 14.25954034924507 24.261427864432335 16.403487235307693 150.92287582159042 4.0719016566872579 14.257971920073031 4.3794941008090964 7.346542693674567 6.9587956592440596 18.548957109451297 4.6921284906566134 5.3614494279026976 23.654701113700867 17.222284711897373 20.607467196881771 9.8613582625985128 21.910107135772705 8.2764089703559858 11.339758358895777 9.7067042738199216 17.883440352976326 6.1372529193758956 7.121684655547142 5.6451255157589904 9.7862518653273565 9.7956497557461244 164.29908591881394 10.199885949492453 56.425133351236582 7.5727636218070975
leaf_count=7 42 554 371 533 16 43 28 30 46 60 46 62 190 46 57 85 64 25 80 28 86 39 57 47 31 149 1309 183 229 90
internal_value=0.000225371 -0.00277299 -0.00202101 0.00241589 0.00380938 0.000820776 -0.000853863 0.00090568 0.00187518 -0.000784407 0.00162399 -0.00035099 0.000303232 0.00844258 0.00344748 -0.000854919 -0.00085587 -0.00314141 -0.0002688 0.00259708 -0.000224348 -0.00387169 -0.014941 0.00385692 -0.00259903 -0.00137711 -0.001613 -0.00115237 -0.000697578 0.00303236
internal_weight=692.147 292.195 267.933 399.952 265.991 115.069 100.811 89.617 85.2375 60.6687 53.7099 133.961 128.599 24.5688 49.0178 28.4103 114.34 76.9983 53.3436 42.0038 32.2971 24.0207 11.1936 37.3415 15.4314 251.53 248.293 238.497 228.297 63.9979
internal_count=4633 2892 2338 1741 1047 514 471 398 370 294 248 694 632 76 202 145 590 448 258 178 150 125 73 142 78 1967 1960 1811 1628 319
is_linear=0
shrinkage=0.0130285


Tree=54
num_leaves=31
num_cat=0
split_feature=16 5 10 0 13 0 6 18 5 2 15 9 9 13 5 13 7 18 10 16 10 2 13 16 0 19 6 7 0 6
split_gain=38.2555 12.4637 12.3691 11.9381 9.47861 13.3328 10.0497 10.0407 9.00895 12.4463 8.59964 8.23805 8.08313 9.04569 7.99763 11.9178 9.70051 8.89532 12.6456 13.0325 15.225 9.57202 9.13371 19.0434 9.06606 11.9455 8.00578 7.82608 7.76559 8.46479
threshold=18.594956516900002 23.714185006400005 89.89935142405001 95.44832900530001 112.67059178900001 91.886121982450007 16.455384477450004 14.032563378150002 22.825270530250005 191.54391932205002 36.548474543700003 226.58992707320002 196.40176798710004 109.58961877145002 1.6209823962500003 95.937628385050019 20.558604996750002 17.108018746400003 81.573196594050017 16.354961755000005 70.348883899450016 263.5517324101001 98.577694269150015 14.464966174600002 98.51854819030001 11.850956171350001 13.825323026450002 23.209106085000005 86.09518316945001 14.705343588000002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 4 3 -1 5 -2 28 -7 9 -8 12 -3 13 -9 -5 16 -16 18 19 22 -21 -19 -17 -24 26 -26 -25 -4 -6 -30
right_child=1 11 27 14 6 7 8 10 -10 -11 -12 -13 -14 -15 15 17 -18 21 -20 20 -22 -23 23 24 25 -27 -28 -29 29 -31
leaf_value=-0.0063032625353275692 -0.013604784512985543 -0.0022018044460027186 0.013071448243608222 0.015064160620681827 -0.00023943298142589762 0.01338650049955249 0.0013881062055348331 -0.018649374929179882 0.0082749143140786324 -0.016268754148768685 -0.016191423781578222 0.013517516688144748 0.0040190452875620945 0.0028345177423732318 0.018487605950102574 0.011542519412183691 -0.0066915335892907789 0.011771507508253067 -0.01381894658559484 0.022725135908000176 -0.010419970314447267 -0.0075788052298158071 -0.01790533957220836 0.013518976020019302 0.011936027406835819 -0.010645575556155553 0.0018114343573643636 -0.011806098871200413 -0.0021335174784377418 0.0092699939560190996
leaf_weight=77.279390417039394 9.5179789885878545 86.287023164331913 2.0963467359542838 4.9737676680088034 18.994563892483711 10.433810994029043 60.215045571327209 5.8418095186352712 25.460626795887947 6.9078828766942015 4.6165927089750758 5.5053148865699759 43.458999395370483 6.3477698713541031 2.4798459410667411 16.720501929521561 56.214821044355631 19.656353563070301 9.9413147456943971 2.3890823423862484 21.605652362108231 4.9719019159674636 7.1831558793783179 16.821982957422733 5.22828480601311 11.942016139626501 19.665339849889278 30.830125544220209 11.050860308110712 117.95634319633245
leaf_count=949 57 532 18 11 72 24 214 49 73 51 47 13 165 22 4 57 532 59 121 5 217 38 68 43 12 95 69 594 51 371
internal_value=0.000304302 0.00278916 -0.00300292 -0.002145 0.00394748 0.000238645 0.00518409 0.00210234 0.00196457 -0.00042903 0.000148697 -0.00125903 0.00150427 -0.00746156 -0.000536604 -0.000934893 -0.00562772 0.00108856 -0.000408287 0.000904482 -0.00711981 0.00786511 0.00338692 0.00114556 0.00369591 -0.00376957 0.00720904 -0.0102222 0.00719809 0.00829316
internal_weight=722.595 412.595 310 277.073 320.802 80.217 240.585 70.699 92.5836 67.1229 60.2652 91.7923 55.6486 12.1896 199.794 194.82 58.6947 136.126 111.497 101.556 23.9947 24.6283 77.5613 60.8408 53.6576 17.1703 36.4873 32.9265 148.002 129.007
internal_count=4633 1741 2892 2280 1196 364 832 307 338 265 283 545 236 71 1331 1320 536 784 687 566 222 97 344 287 219 107 112 612 494 422
is_linear=0
shrinkage=0.012459


Tree=55
num_leaves=31
num_cat=0
split_feature=16 7 17 15 3 17 16 13 5 12 18 7 8 6 6 0 10 0 17 17 8 16 18 8 5 2 3 3 13 16
split_gain=24.5327 10.1913 10.8218 8.63924 8.97555 7.50689 10.0821 10.5269 9.15864 14.0662 10.829 10.9516 8.94732 9.20556 8.84596 8.26836 8.17832 14.7106 10.6478 7.92591 7.64134 6.58976 6.96803 6.29601 9.70832 8.69073 8.47188 14.2282 8.3166 5.64455
threshold=18.594956516900002 29.911984439950004 166.68115439205005 46.055224235250002 108.48197402175002 236.15709471040003 16.094962363000004 95.937628385050019 2.7155367820000005 216.20511703005005 16.435318745950003 29.808425272250002 1.3489472949000001 6.8351597024000013 14.355335410100002 102.65877371115 70.348883899450016 81.446839061900008 174.47088669260003 177.73379099395004 6.844658496400001 23.044946110900003 13.164254432300002 8.8430989333000021 30.133297129900004 73.795394389500018 85.589753040950015 84.812788641250009 113.62230596715001 19.224955043700003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 -1 4 23 6 7 8 10 -10 -4 -12 -11 -14 15 -9 17 -8 -18 -15 -17 22 -5 26 25 -25 27 -2 -27 -28
right_child=3 -3 5 21 -6 -7 16 14 9 12 11 -13 13 19 -16 20 18 -19 -20 -21 -22 -23 -24 24 -26 28 29 -29 -30 -31
leaf_value=-0.0096682492784201154 0.0035408028550197399 -0.014875718266698019 0.020474474156443816 -0.01712562683704482 -0.011482373006144993 0.0080234376687367132 -0.014881586777306768 0.0052116617422659304 -0.015543516375346388 -0.012234394436215171 -0.01597155912071236 0.016946082424828326 0.01222481674995054 0.0092432776307139891 -0.011550280823605416 0.013643281025246503 0.016940738652896477 0.011963582143620399 -0.010783672626676366 -0.012762328688164544 -0.013823318016825074 0.012509896748387686 -0.0023597147509737061 0.0039847463009650757 0.015651564530647741 0.005158453843582992 0.010916536562995596 -0.014826271714802374 -0.017118750752823781 0.0041391286276063286
leaf_weight=31.442231643944979 24.295534215867519 12.078325781971214 5.4102123752236357 7.7576280683279064 7.5649525113403788 14.898300919681786 5.9292078875005236 82.441577259451151 20.471864327788353 9.7376374267041665 5.160041254013775 2.8608952760696411 10.926862116903068 4.7245611250400534 7.4016902297735205 2.3924145400524131 2.672342248260974 9.9632831737399083 45.005869779735804 8.0740701965987665 8.0529480837285501 3.9244864284992209 23.295908741652966 10.771810121834283 4.6584316939115515 4.0527397915720966 24.497830383479595 11.230441946536301 12.353787720203398 258.53215096890926
leaf_count=524 95 280 9 90 91 88 139 345 342 136 80 6 53 17 99 7 7 45 555 77 83 10 143 39 10 15 79 98 80 991
internal_value=0.000238332 -0.00274141 -0.00221338 0.00243478 0.00306026 -0.00126102 -0.00185924 -0.000124108 -0.00424984 -0.0067328 0.0057209 -0.00423055 -0.00134263 0.00312766 0.00264724 0.00377857 -0.0064353 0.00194812 -0.00922973 -0.00463905 -0.00753235 -0.00396623 -0.00604846 0.00337424 -0.00234763 -0.00543273 0.00394609 -0.00226538 -0.0116158 0.00472575
internal_weight=682.58 289.644 277.566 392.936 357.958 246.124 231.225 167.655 67.3661 53.935 13.4311 8.02094 33.4631 23.7255 100.289 92.8869 63.5707 15.8925 47.6782 12.7986 10.4454 34.978 31.0535 350.393 31.8368 27.1783 318.556 35.526 16.4065 283.03
internal_count=4633 2892 2612 1741 1498 2088 2000 1254 720 625 95 86 283 147 534 435 746 184 562 94 90 243 233 1407 144 134 1263 193 95 1070
is_linear=0
shrinkage=0.0134944


Tree=56
num_leaves=31
num_cat=0
split_feature=5 3 9 6 5 0 6 9 5 15 2 6 15 0 7 0 0 13 10 5 5 18 18 3 17 13 15 10 8 19
split_gain=21.7775 13.3271 11.1506 9.09186 12.1427 10.8044 10.9893 11.8417 11.6825 10.6657 7.90192 7.28871 7.22491 13.0787 6.82981 10.7028 15.453 9.54929 8.51305 7.7846 7.09211 7.03811 10.0409 6.77945 6.67441 9.59419 6.47946 7.88865 10.2065 6.28464
threshold=12.306951632950001 103.28787291370001 71.932467616300016 14.825346391850003 13.252098438300001 86.538778761000017 16.375382608200002 201.65416293750005 30.133297129900004 34.139075990150012 305.67240907785003 16.285380505300001 36.270131511550012 87.380266155850009 20.714163848350005 95.44832900530001 98.51854819030001 109.47132661375001 73.007768990450018 16.316541761950003 14.47989612135 14.170404054850001 13.344136431100003 93.345954747300013 204.55825889135002 112.67059178900001 13.019805569300003 81.339300736700025 7.7439566930000003 9.4507625164000029
decision_type=2 2 2 2 2 2 2 2 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 3 10 4 -2 6 11 9 23 -8 -3 -5 13 -7 21 17 19 18 -16 -17 26 22 -6 -9 -15 -26 -18 28 -28 -1
right_child=1 2 -4 5 14 12 7 8 -10 -11 -12 -13 -14 24 15 16 20 -19 -20 -21 -22 -23 -24 -25 25 -27 27 -29 -30 -31
leaf_value=-0.016935084904376764 0.0096969355826262843 0.0065473479020331281 -0.016901344302259178 -0.0037214016715775046 0.0095104589766118915 -0.01838458406029201 0.015065842211312245 -0.031638469364778904 0.014497647428717611 0.0023148526276770042 -0.019429768889227754 -0.025159699892110542 0.0093763677143290265 0.0068702872697230747 -0.016403695445170167 0.012272510654538299 0.015493032033300137 0.0001938595983531151 0.006533207807026045 0.00095480242328119973 -0.012549803117827048 0.022680224053629301 -0.022858791174682636 -0.0076280387145442911 -0.024252390958803952 0.0047107470658511634 0.015239079766219694 -0.016536094369646571 -0.0081462664792977119 -0.0051021547587464314
leaf_weight=12.282259859144686 24.393570639193058 12.892576068639757 16.866588775068521 10.92264796420932 8.6061174906790274 6.2935412116348735 18.632746580988169 3.1857216209173265 5.3226610422134391 95.502089876681566 3.5491906926035872 5.7550382837653151 87.457072243094444 60.071179285645485 29.619498506188393 22.626303873956203 4.6229978427290943 19.10175907984376 4.4196375124156466 39.942087311297655 23.55525890365243 5.0759822055697432 3.0972995571792117 22.781496275216341 4.2758482098579389 7.4619025141000748 7.5079836547374788 8.508694399148224 10.839749075472353 81.14458953589201
leaf_count=306 112 81 350 78 42 45 74 21 13 409 41 44 313 215 407 76 13 90 27 200 214 9 30 165 39 26 24 125 83 961
internal_value=0.000243822 0.00136934 -0.00809454 0.00195354 -0.00053482 0.00356291 0.000733766 0.0020931 -0.00630886 0.00439648 0.000939815 -0.0111192 0.00633297 0.00292505 -0.0018658 -0.00278811 -0.000193537 -0.00853 -0.0134256 0.00504757 -0.0061521 0.00751946 0.000943964 -0.0105737 0.00479269 -0.00584 -0.00136486 -0.00426674 0.00142313 -0.00665776
internal_weight=666.314 572.887 33.3084 539.579 211.917 327.662 162.102 145.425 31.2899 114.135 16.4418 16.6777 165.56 78.1025 187.523 170.744 117.603 53.1409 34.0391 62.5684 55.0347 16.7794 11.7034 25.9672 71.8089 11.7378 31.4794 26.8564 18.3477 93.4268
internal_count=4633 3366 472 2894 1452 1442 804 682 199 483 122 122 638 325 1340 1259 735 524 434 276 459 81 72 186 280 65 245 232 107 1267
is_linear=0
shrinkage=0.0154165


Tree=57
num_leaves=31
num_cat=0
split_feature=5 3 9 16 7 3 13 8 19 6 0 16 9 0 6 6 16 6 5 6 9 12 18 7 7 2 9 18 10 2
split_gain=18.1615 11.2074 10.0574 9.31999 8.91953 9.2868 15.0815 8.58573 8.38752 12.375 11.7087 9.78689 9.18692 8.55383 9.99932 8.40553 12.8113 9.4823 7.99993 9.36521 7.18181 9.81827 10.8293 10.435 8.59039 7.39005 9.58664 6.85333 7.08011 6.81518
threshold=11.783123780850001 103.28787291370001 71.932467616300016 13.534968349350001 19.250086031950001 93.883646373400012 117.67650082785001 8.543332867800002 11.850956171350001 14.845346859150002 95.746747857800017 14.969964993700001 192.57902085675002 93.047535894850014 13.345311811050001 13.665319288000001 17.684958644900004 13.825323026450002 30.133297129900004 16.575387281250006 181.33671263215004 133.01805689090003 13.581061237400002 23.109894804950002 23.225757870600003 221.01224434660003 188.55070358395002 17.549283450150003 72.327589083450007 305.67240907785003
decision_type=2 2 2 2 2 2 2 2 2 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 -2 -5 8 -7 -8 -6 10 13 -12 -13 14 -10 16 -14 -17 19 -9 -11 22 -22 25 -24 26 -23 28 -18 -3
right_child=1 2 -4 4 5 6 7 18 9 20 11 12 15 -15 -16 17 27 -19 -20 -21 21 23 24 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.0054864631422630646 -0.004426154929154328 0.0050236595370393563 -0.014087385127083742 0.015864166016619639 0.011514147782753883 -0.0092884136717810636 0.010936242797312022 0.011485991841037388 -0.01040674346086351 -0.010257373643289538 -0.0079472425209729941 0.013863973480739842 -0.011890341970264144 -0.0099494095456534228 0.0083520004764940699 0.012498418233616249 0.0082406425497193164 -8.1986612167852933e-05 0.011674000906313391 -0.013620130987776372 0.010908895743506238 0.010686791320518014 -0.011508498774060894 0.0040843441353890604 0.0052611535056631062 -0.021503001329876693 -0.0063334373406998502 0.016465071649559179 -0.018449107298698014 -0.016224647789168305
leaf_weight=84.930752344429493 42.434108350425959 12.911520659923559 15.615360658615826 7.9153677746653548 17.15276937931776 32.043404761701822 14.574076950550078 3.3905406817793873 8.1906182691454905 6.0429082587361327 14.973132491111754 12.815896734595297 15.430389124900104 33.018391761928797 12.345428012311457 18.607036642730236 4.1620837822556478 23.484993971884251 5.091856747865676 10.697572343051432 60.372859813272953 7.6952307447791126 7.1014723926782635 121.09947016462684 20.785563606768847 3.7873314805328837 22.50266657024622 5.8207512199878693 2.9379415102303028 3.2800751365721217
leaf_count=1216 408 81 350 25 49 318 39 9 56 31 113 37 154 373 42 54 12 118 13 77 202 24 39 476 79 37 110 16 34 41
internal_value=0.000189888 0.00104123 -0.00654997 0.00149298 0.00200346 0.00177684 -0.00282022 0.00332018 0.0024999 0.00211448 -0.000848972 0.00185051 0.00361251 -0.00580049 0.000870243 0.00174744 -0.00379306 0.00547926 -0.00246696 -0.00757792 0.00391815 0.00427016 0.00777511 0.00227547 0.000990738 -0.00417007 -0.00199623 0.00587696 -0.00280339 0.000719202
internal_weight=651.212 566.281 31.807 534.474 492.04 484.124 65.7975 33.754 418.327 401.174 151.787 98.2322 83.2591 53.5544 20.536 70.4432 28.3512 42.092 19.18 14.0881 249.388 243.345 88.2599 155.085 27.887 33.9852 30.1979 12.9208 7.10003 16.1916
internal_count=4633 3417 472 2945 2537 2512 456 138 2056 2007 1009 538 425 471 98 388 216 172 99 86 998 967 320 647 118 171 134 62 46 122
is_linear=0
shrinkage=0.0131635


Tree=58
num_leaves=31
num_cat=0
split_feature=16 5 10 0 13 13 6 2 15 2 5 13 5 7 15 10 2 17 13 15 10 8 5 16 0 18 17 16 17 9
split_gain=41.3193 14.3712 12.5303 12.4583 9.43218 13.1074 11.4626 12.1926 9.63087 13.2442 10.9048 8.18708 8.60893 13.26 13.3303 11.4975 10.8139 9.3051 11.3366 8.95336 8.3184 9.34786 9.44078 12.7146 14.3369 8.06771 8.81809 10.0902 7.91937 7.71983
threshold=18.594956516900002 23.605484525250002 90.937096262400004 95.217121606100008 112.67059178900001 111.98772342380001 16.455384477450004 199.01127796720002 29.326787846200002 90.828344481500011 20.769304081650002 98.255079293500017 2.7155367820000005 24.407759398400003 13.699258176050002 74.927328095600004 219.56639384385002 192.64609805285002 79.003030621350021 10.623212892000003 70.348883899450016 3.0476216663000004 13.713273242250002 16.354961755000005 98.51854819030001 15.589604336850003 201.00900942685004 14.464966174600002 200.68261045605001 226.58992707320002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 4 3 -1 5 8 -6 -8 28 -10 -11 12 17 15 19 -14 -17 -5 -19 -15 -13 -22 -23 24 -24 -26 27 -27 -2 -3
right_child=1 29 -4 11 6 -7 7 -9 9 10 -12 20 13 14 -16 16 -18 18 -20 -21 21 22 23 -25 25 26 -28 -29 -30 -31
leaf_value=-0.0033683588416460559 0.0051770244646229743 -0.0010918580163940808 -0.0056473818656451822 0.008749110641590483 0.0038277544712242298 -0.0080086594647252526 0.001743095518779761 -0.0060422926156338532 -0.010104564455065645 0.0018152215845173676 -0.0087178790850789972 0.010380765589152447 -0.0056342306137612845 -0.0078522560185693493 -0.0065243368544294651 -0.0042714570708095659 0.0063783722862864531 0.0079910589148799779 -0.0079109970891319964 0.0027690724162145785 -0.0092285379819268126 0.0039497463070808838 0.0036130504626446613 -0.0050882756102920519 -0.0084878461356016274 -0.0063192253030189185 -0.0089175538292047725 0.0056535566911131031 -0.0021246172532334842 0.0067227121699109148
leaf_weight=75.652204226702452 26.050749182701111 91.256910394877195 27.437708046287298 6.0492096319794637 149.02164709568024 7.0139422118663779 82.197256840765476 8.9049100726842862 5.5831454917788497 29.269124493002892 4.5339057706296435 3.4934229105710974 7.4183519557118442 4.1754128485918072 36.312403082847595 5.1554935276508358 14.571968592703341 2.9172552824020386 4.6363631337881088 13.163652729243038 3.8272505179047576 28.262835532426834 35.529662095010281 17.317382276058197 6.884567558765414 4.0315381810069111 3.7703889757394782 9.2899096086621267 7.6826597675681105 5.3448957353830329
leaf_count=934 71 554 554 13 483 47 271 57 51 116 43 7 75 50 430 60 38 6 52 82 34 111 112 167 66 36 36 29 35 13
internal_value=0.000177804 0.0014771 -0.00156994 -0.00117387 0.00212157 0.00024408 0.00274812 0.000982102 0.00103572 -0.00108696 0.000402446 -0.0003711 -0.00174326 -0.00252635 -0.0043475 0.00107299 0.00359519 0.00290814 -0.00176952 0.000211355 0.000781245 0.000473339 0.000826682 -0.000322273 0.00106472 -0.00271154 -0.000384851 0.00203017 0.0035141 -0.000659484
internal_weight=726.756 416.859 309.897 282.459 320.257 80.1335 240.124 91.1022 73.1196 39.3862 33.803 206.807 94.4001 80.7973 53.6515 27.1458 19.7275 13.6028 7.55362 17.3391 112.407 108.914 105.086 76.8234 59.5061 23.9764 17.0918 13.3214 33.7334 96.6018
internal_count=4633 1741 2892 2338 1174 363 811 328 316 210 159 1404 806 735 562 173 98 71 58 132 598 591 557 446 279 167 101 65 106 567
is_linear=0
shrinkage=0.00631991


Tree=59
num_leaves=31
num_cat=0
split_feature=16 6 15 18 3 5 2 8 7 3 13 7 16 18 3 6 4 5 8 2 10 13 0 5 6 13 16 3 19 4
split_gain=16.6438 10.9063 11.4601 13.9478 10.7049 9.45422 8.67667 7.47199 7.43482 8.36023 13.9238 9.0658 12.1535 10.2035 8.59928 10.5299 9.34959 11.3164 7.45817 7.38743 7.25232 7.17428 7.42008 6.95527 7.38554 6.7908 11.5167 9.38237 6.63828 6.54961
threshold=11.949972055800002 5.0851188130000002 17.480288512750004 16.291971004950003 103.28787291370001 29.110986871100003 285.01633004880006 8.0437227585500022 19.250086031950001 93.883646373400012 117.67650082785001 24.068567769550004 22.644947046300004 15.220675120050002 90.730084986350008 15.885371159150003 371.16724128940001 19.973460566700002 8.543332867800002 205.16057895720004 64.369753017350021 73.265860971000009 118.55293817840001 30.133297129900004 16.585387514950003 109.34496908160001 19.224955043700003 84.812788641250009 13.251069136700002 195.04069921150003
decision_type=2 2 2 2 2 2 2 2 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 8 -6 7 -1 -3 11 -11 13 14 29 15 16 17 19 -12 25 -18 -8 -23 24 -20 27 -27 -13 -7 -10
right_child=1 4 -4 -5 5 28 21 -9 9 10 18 12 -14 -15 -16 -17 20 -19 23 -21 -22 22 -24 -25 -26 26 -28 -29 -30 -31
leaf_value=-0.011305972636792522 0.013951418285821152 0.013746407688375959 -0.013162818190810593 -0.014469412242760759 -0.014967332945663159 -0.014975637976638334 -0.014467793788383443 0.0048317634859999419 0.0057181951591388953 -0.0084329389202127143 0.0098433920236626806 -0.00059344016998757164 0.010603484132265735 0.017055744562935501 -0.0098622200595111058 0.010611686395013777 0.007664377077872972 -0.015773900769815274 0.0092243662142233347 0.0072943363447156816 -0.012780597516612101 0.0005669575003301794 0.023842519604164683 0.010608263301412176 -0.011818532979679035 0.012684017268595329 -0.0060000133286700974 -0.015329788142614296 0.0030867003858630715 0.0014353646151511344
leaf_weight=35.78699223138392 6.9723751284182089 7.7882541865110388 16.995942119508982 4.3590066097676754 11.313250076025726 3.9782355967909124 4.1501446496695307 5.0905509665608397 96.802932653576136 32.733001403510571 14.230089128017424 88.881234344094992 16.164190173149109 8.6506884172558767 14.541057907044886 13.682659305632113 3.2790493592619923 6.5253156758844844 3.4417735710740116 24.137193106114864 15.130468387156723 15.942698495462539 2.4550848864018908 4.9322578459978095 10.477706082165239 14.195677533745767 8.0191776379942876 7.2591017484664908 15.376754119992254 129.87746111676097
leaf_count=704 34 26 261 65 262 92 100 37 374 330 39 583 55 22 91 45 12 97 10 108 156 142 16 13 76 36 38 120 109 580
internal_value=0.000188752 0.000851891 -0.00669009 0.00301837 0.00123934 -0.0059163 -0.00587271 -0.00929631 0.00166075 0.00147725 -0.00266997 0.00208768 0.000217138 0.0037713 -0.000640956 9.94066e-05 -0.000759689 0.000275484 0.00303224 0.00101045 -0.009139 0.000333991 0.00367296 -0.0021091 -0.0066154 -0.000271075 0.00593941 -0.00170611 -0.000625843 0.00326433
internal_weight=643.17 579.745 28.3273 11.3314 551.418 30.6682 63.4255 40.8775 520.749 512.961 65.8148 447.146 211.815 235.331 195.651 181.11 167.427 149.018 33.0818 142.492 18.4095 22.5479 18.3978 18.8517 13.9195 118.355 22.2149 96.1403 19.355 226.68
internal_count=4633 3634 360 99 3274 463 999 741 2811 2785 468 2317 1341 976 1286 1195 1150 982 138 885 168 258 158 99 86 777 74 703 201 954
is_linear=0
shrinkage=0.0124631


Tree=60
num_leaves=31
num_cat=0
split_feature=16 15 10 10 6 10 16 16 4 15 12 9 16 16 13 18 2 7 15 12 17 19 16 6 12 15 15 6 2 16
split_gain=50.053 16.1855 16.5071 14.9895 14.0382 11.7861 21.9041 11.6181 11.1168 9.60366 12.2976 13.9638 12.1288 12.7532 10.3002 10.1983 8.51858 8.3668 12.0374 8.22247 8.13778 11.1196 8.10842 7.99612 6.98109 6.72917 6.48623 6.45026 8.72653 6.02773
threshold=18.594956516900002 46.055224235250002 60.87206898960001 90.937096262400004 15.635365317800002 64.369753017350021 21.074950717600004 22.454947490600002 398.74932484100003 28.444110612900001 206.14208420540004 31.257715529350005 14.184966829400002 14.274966618900002 108.49810477050001 14.032563378150002 216.39684782960003 20.869210126600006 34.969820938750011 358.96165787565002 204.55825889135002 14.551174033150001 22.724946859200003 5.1351199812500008 235.88806624395002 21.086216674150005 15.283107451400001 16.950396043250006 305.67240907785003 9.7049773055000017
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=3 2 17 4 9 7 16 -4 20 10 12 24 29 -14 23 -11 -7 18 27 -13 -9 -22 -3 -15 -12 -25 -21 28 -2 -1
right_child=1 22 5 -5 -6 6 -8 8 -10 15 11 19 13 14 -16 -17 -18 -19 -20 26 21 -23 -24 25 -26 -27 -28 -29 -30 -31
leaf_value=9.2751250271406623e-06 0.0028712229787021645 -0.0032112349150405554 0.0054201169983739469 -0.0050684328451467472 -0.0053894386807161595 0.0016622529726618685 -0.0091605354959002246 0.0020690737888001995 0.0060598128454793752 0.0034209351074064496 0.0035940972164948569 0.0019843387622929171 0.0059065846281312956 -0.0066447138467670306 0.0057613303884866424 -0.0060389344082930453 -0.0042869101807535542 -0.0061309516568073263 0.0083153751482812361 0.0015650824805276589 -0.0076477181189180884 0.0045897905012837678 0.003475919065767654 0.0017039380637971318 -0.00669429473251226 -0.0021123928544811051 -0.0075601258222592338 -0.00529636373106325 -0.0068859793218563684 -0.0049630689059338767
leaf_weight=9.1938011646270734 11.328666247427469 30.886555377393961 41.614486217498779 31.074695151299238 20.935134630650282 102.90687565878034 6.3799855932593337 160.27270829677582 20.241821080446243 4.2093802988529232 2.456953488290309 94.861422047019005 8.5833798199892026 8.4613173305988294 6.0562250241637221 17.668693497776985 7.718251258134841 9.5303758904337865 4.2025397717952719 4.2867308855056745 6.0005432218313199 3.510845772922039 6.5571813583374015 19.377013672143221 9.8727534860372526 47.735081873834133 5.0738405212759972 9.2058478817343694 3.6042077690362921 34.801004853099585
leaf_count=72 44 223 118 554 371 404 39 536 50 18 12 443 20 105 15 248 51 65 7 26 43 10 20 98 115 348 50 92 39 397
internal_value=0.000152643 0.00138847 0.00172062 -0.00146124 -0.00107942 0.00209262 0.000679677 0.00280632 0.00223391 -0.00074846 -0.000445679 0.000852213 -0.00157282 -0.000426221 -0.00109212 -0.00421884 0.00124718 -0.00170401 -0.000215347 0.00150244 0.00177779 -0.00313061 -0.00204017 -0.00164133 -0.00464412 -0.00101052 -0.00338118 -0.00170054 0.000516219 -0.00392397
internal_weight=748.608 423.961 386.517 324.647 293.573 348.646 117.005 231.64 190.026 272.638 250.76 116.552 134.208 90.213 81.6296 21.8781 110.625 37.8716 28.3413 104.222 169.784 9.51139 37.4437 75.5734 12.3297 67.1121 9.36057 24.1387 14.9329 43.9948
internal_count=4633 1741 1498 2892 2338 1251 494 757 639 1967 1701 646 1055 586 566 266 455 247 182 519 589 53 243 551 127 446 76 175 83 469
is_linear=0
shrinkage=0.00546169


Tree=61
num_leaves=31
num_cat=0
split_feature=16 7 17 15 0 3 7 17 16 16 7 19 12 2 10 3 18 3 6 9 18 10 2 7 17 4 4 14 16 9
split_gain=16.2852 8.85862 8.61928 7.41407 6.90561 6.82487 5.89901 6.24753 9.44971 8.0174 11.9122 11.4637 11.2484 9.19343 9.09901 7.7743 9.48525 6.71152 11.1322 6.39522 6.93037 6.31567 12.4776 10.371 8.64873 5.75735 5.59876 8.68544 7.10244 5.85928
threshold=18.594956516900002 29.911984439950004 162.04221493815001 46.055224235250002 76.535026057600007 108.48197402175002 19.052023743050004 236.15709471040003 16.094962363000004 11.949972055800002 26.709562027450005 10.650859343850001 175.541285848 203.29256851545003 90.937096262400004 75.357481396450012 15.917243450850002 73.733652685700008 11.135260173550002 204.20786774030003 14.741741751300003 71.053259929650025 199.01127796720002 22.375171215700004 171.90167533095004 160.20223982390002 433.65962021140007 329.73756363125005 22.564947233300003 204.99169312540002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 -1 5 -4 -2 -6 8 9 11 13 12 -8 15 -14 -11 19 -15 -19 -17 -21 22 23 -10 -23 -7 27 28 -5 -30
right_child=3 -3 4 26 6 25 7 -9 21 10 -12 -13 14 17 -16 16 -18 18 -20 20 -22 24 -24 -25 -26 -27 -28 -29 29 -31
leaf_value=-0.012132407146408472 0.0029621704533738446 -0.014931260965609974 -0.014602011168752042 0.014638967562430858 0.015137470297009315 0.016936761406013891 -0.015096486555791136 0.0076987107761270135 -0.010900673992833005 -0.015849525819168674 -0.0089411064518294201 -0.015552039165109253 0.0077753016003394657 0.01957929434496734 -0.014902988596829515 0.00071086882476042242 0.0090701981603112641 -0.011484920978472835 0.010389171864316014 0.0038931494464403073 -0.022709958088960709 0.019765478746797498 -0.017496160163261575 0.014544269441432674 -0.011803117079987839 -0.016692301133988327 -0.022501608194693382 0.0052078119203340682 -0.017084418350002052 0.0072861070937726433
leaf_weight=14.643877735361455 332.65030958503485 10.244636330753563 7.1298739053308955 2.0079148858785656 4.2917272150516501 1.1629882119595993 7.5965861640870562 14.186968442052601 4.4338862001895931 5.048570103943347 16.555864069610834 13.562922112643717 20.523417506366972 8.9600026942789537 4.0061478465795508 28.489705070853233 22.098292861133814 5.5761281847953823 21.040536548942327 2.8922278322279436 5.1745478734374046 1.7305418476462353 5.7896803654730311 9.6175937764346582 32.954797092825174 5.651519987732172 2.8715556263923636 14.689887948334215 11.400439277291296 2.2356014251708975
leaf_count=322 1407 280 228 7 18 11 168 88 57 78 181 198 109 28 102 162 87 55 81 13 46 5 89 36 461 80 26 75 127 8
internal_value=0.000217597 -0.00238019 -0.00187851 0.00207564 -0.00125716 0.00268283 -0.000851465 -0.0011495 -0.00173052 -5.80004e-05 0.00186792 -0.0049408 -0.000460982 0.00367043 0.0040715 0.00054027 0.00195098 0.00927526 0.0058066 -0.00235256 -0.0131718 -0.00668506 -0.000491335 0.00651522 -0.0102281 -0.010953 -0.00413185 -0.00239287 -0.00953002 -0.0130889
internal_weight=639.219 266.549 256.304 372.67 241.66 339.465 234.53 230.238 216.051 161.525 115.836 45.6891 32.1262 99.28 24.5296 63.7033 58.6548 35.5767 26.6167 36.5565 8.06678 54.5265 19.8412 14.0515 34.6853 6.81451 33.2054 30.3338 15.644 13.636
internal_count=4633 2892 2612 1741 2290 1498 2062 2044 1956 1308 731 577 379 550 211 386 308 164 136 221 59 648 182 93 466 91 243 217 142 135
is_linear=0
shrinkage=0.0137644


Tree=62
num_leaves=31
num_cat=0
split_feature=16 5 10 0 13 13 15 2 6 2 5 0 7 19 0 16 18 16 7 4 2 4 18 9 16 2 9 13 15 15
split_gain=42.5168 16.245 12.1097 11.1227 10.4621 14.6772 12.4377 12.8822 10.5026 11.4767 9.34498 8.26234 7.6599 7.52015 7.4371 7.35393 11.5615 10.6094 7.35255 16.4327 11.1404 10.7638 8.10628 7.94718 8.05693 7.31978 7.27251 7.21881 7.04843 6.92734
threshold=18.594956516900002 23.605484525250002 89.89935142405001 95.217121606100008 112.67059178900001 111.38282034450002 29.326787846200002 90.828344481500011 16.455384477450004 199.01127796720002 20.769304081650002 92.168410086200012 23.209106085000005 9.8507947922000021 86.09518316945001 9.7049773055000017 17.232128601400003 11.949972055800002 24.613673730750005 371.16724128940001 181.47666917450002 310.24664133230004 15.105469479800002 43.163935383200005 14.084967063200002 131.42729508740004 226.58992707320002 117.61735474900001 40.42701969085001 52.561095883800007
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 4 3 -1 5 6 -2 -8 14 28 -9 -7 -4 -5 -6 16 -15 -17 20 21 22 -20 -19 24 -22 -16 29 -11 -10 -3
right_child=1 26 12 13 8 11 7 10 9 27 -12 -13 -14 15 25 17 -18 18 19 -21 23 -23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.0034121385183387858 0.0042917874168721133 -0.00085264536332250486 0.0068151603737601832 -0.0085319913391893806 0.00017035297098652884 -0.012197297138106612 -0.011004609749750495 0.0016587414741130063 0.00064915359097633229 -0.010555781892444174 -0.0089570200092481157 0.00090898669692259567 -0.0063240520814777943 -0.0037354720972320463 0.0064182102941858204 -0.0055511042032786615 0.0082536058398584577 0.00060817119254681141 -0.0011633662386157278 -0.0072574744983285753 0.0062663589792649674 0.0041850174267183387 -0.010412636011567044 0.0081103044454963 -0.0089065840665051039 0.0032508387351808284 0.0069027377877945856 0.0017293517688405776 0.0048095929456756538 -0.0095337454032552432
leaf_weight=74.206850316375494 32.028217725455761 85.09153439104557 2.0959475599229327 4.8982284180819979 18.799434080719948 6.0861652344465238 5.2663592472672454 27.290090329945091 55.474338449537754 5.5963458567857725 4.2370516508817664 3.2706707417964935 30.804181151092052 5.4037146940827361 57.591459177434444 17.12272709608078 10.412827394902704 24.35684131458402 73.346959725022316 15.889345712959765 3.3429564461112049 21.527596667408943 3.3589993566274634 15.828265000134705 2.8826128207147121 73.398641787469387 5.0933727324008933 3.4012158885598183 26.668588563799858 4.269597999751567
leaf_count=934 99 507 18 58 70 44 51 113 200 44 43 13 594 52 172 203 23 127 502 166 14 91 40 39 31 241 13 13 71 47
internal_value=0.000205977 0.00159585 -0.00167567 -0.00121564 0.00231296 0.000199008 0.00126152 -0.00137629 0.00299891 0.00121883 0.000232049 -0.00761601 -0.005487 -0.000393975 0.00408202 -0.000187941 0.00415754 -0.000574815 -4.40373e-05 -0.000998092 0.00207924 5.02136e-05 -0.000727487 0.00560655 -0.000759138 0.00464341 -0.000826853 -0.00591181 0.00199989 -0.00126742
internal_weight=719.041 413.563 305.478 272.578 319.109 78.1786 68.8217 36.7935 240.93 91.1405 31.5271 9.35684 32.9001 198.371 149.79 193.473 15.8165 177.656 160.534 110.764 49.7697 94.8746 27.7158 22.0538 6.22557 130.99 94.4545 8.99756 82.1429 89.3611
internal_count=4633 1741 2892 2280 1174 363 306 207 811 328 156 57 612 1346 483 1288 75 1213 1010 759 251 593 167 84 45 413 567 57 271 554
is_linear=0
shrinkage=0.00665049


Tree=63
num_leaves=31
num_cat=0
split_feature=16 5 5 10 13 13 5 6 2 0 5 9 0 9 17 12 9 0 17 8 16 10 8 7 2 18 15 13 7 13
split_gain=45.8404 17.3056 14.4837 15.0047 11.5401 13.4411 11.4797 11.2223 13.2149 11.1936 15.2788 11.792 10.8342 10.2822 8.74054 7.90087 7.83811 7.54525 7.45203 8.97916 11.72 7.54356 7.89479 7.22719 7.18166 7.14765 7.01571 6.7669 6.62433 14.411
threshold=18.594956516900002 23.605484525250002 11.783123780850001 74.927328095600004 112.67059178900001 111.98772342380001 20.769304081650002 16.455384477450004 199.01127796720002 98.51854819030001 13.812766882300002 186.70853236170004 102.75018128760001 57.312778687900007 168.62011096010002 207.49943573995003 226.58992707320002 86.09518316945001 191.86029796145002 5.1459841250500009 18.369957043050004 71.053259929650025 8.2435668022500028 24.142338514450003 131.42729508740004 14.032563378150002 40.42701969085001 117.61735474900001 25.334697901700004 109.40142670235001
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 4 -1 13 5 6 25 17 26 15 12 -12 -11 14 -4 -5 -3 -6 19 -15 21 -21 -23 -14 -19 -2 -9 -10 29 -27
right_child=1 16 3 9 7 -7 -8 8 27 10 11 -13 23 18 -16 -17 -18 24 -20 20 -22 22 -24 -25 -26 28 -28 -29 -30 -31
leaf_value=-0.0036021008207220749 0.0056962657623015854 -0.0011989263613461875 -0.0053151236631160202 0.0010003087315974017 0.00026677085281948479 -0.0079295650753622663 -0.0085279242502512131 0.00073017276716649143 -0.010023908295524221 0.0041225581717806575 0.0036867095431429536 -0.0046961203659897383 0.0058849889734828289 -0.0045914827842120772 0.0057111390295754381 0.0065519792395057445 0.0065367434846852141 0.0060596257207146936 -0.0077319455380557289 0.007748901670789541 -0.0060833110806850959 0.0053364258977418094 -0.0068001963432607095 -0.0049297684877910395 0.0031779954541485637 -0.0056093641147462415 0.0045659922403155414 0.0010113569526575559 0.0039172717224979078 0.0022467655049504482
leaf_weight=94.195688612759113 13.299110010266302 89.222176570445299 3.9483677819371215 23.033813439309597 18.847268164157867 7.1087854951620093 4.5455698408186427 56.244396604597569 5.6751991584897024 29.576142109930515 7.8428686261177054 35.553239293396473 3.0401635915040961 35.805261734873056 9.0913733094930631 17.105007652193308 5.3142043054103842 59.199579358100891 13.561968345195053 7.6803381294012096 7.4088486991822711 4.0703513361513597 4.1394497565925121 10.671520885080097 75.163333170115948 14.592453829944132 27.033520378172398 3.4039690643548965 16.383590072393417 23.084595739841461
leaf_count=1203 33 554 32 89 70 47 44 200 44 110 28 325 9 537 31 47 13 172 176 27 122 17 35 104 241 117 71 13 47 75
internal_value=0.000235488 0.00156581 -0.00158231 -0.000687109 0.00224441 0.000187456 0.00098993 0.00290626 0.00120248 0.000664528 -0.000586445 -0.00318111 0.00201471 -0.00268718 0.00237244 0.00336613 -0.000764079 0.00393332 -0.00359512 -0.00264589 0.000344045 0.00334083 -0.00078296 -0.00253191 0.00444763 0.00163221 0.00197535 -0.00588656 0.000632443 -0.000795941
internal_weight=725.842 419.118 306.724 212.529 324.581 79.0141 71.9053 245.567 92.3571 126.823 86.6839 43.3961 43.2878 85.706 13.0397 40.1388 94.5364 153.21 72.6662 59.1042 23.299 15.8901 8.2098 13.7117 134.363 67.3597 83.2779 9.07917 54.0606 37.677
internal_count=4633 1741 2892 1689 1174 363 316 811 328 712 576 353 223 977 63 136 567 483 914 738 201 79 52 113 413 272 271 57 239 192
is_linear=0
shrinkage=0.00618797


Tree=64
num_leaves=31
num_cat=0
split_feature=16 5 5 6 13 5 15 16 19 2 13 0 6 2 3 7 4 19 17 16 13 13 0 6 5 8 15 7 0 16
split_gain=58.2082 19.5309 15.6621 18.0394 12.1591 13.1118 11.9813 15.2289 13.2756 14.1436 11.8314 11.8076 11.0019 10.7846 9.76011 15.8871 10.3875 9.13299 10.4233 8.34423 7.72222 7.70622 7.56822 7.53346 14.265 7.26528 7.08503 7.47874 9.14676 6.91868
threshold=18.594956516900002 23.605484525250002 11.783123780850001 15.635365317800002 112.67059178900001 20.769304081650002 30.054399297400007 13.534968349350001 11.850956171350001 185.00267682035005 111.38282034450002 98.230883170350012 16.455384477450004 199.01127796720002 85.589753040950015 24.872345000050004 158.18845385165005 13.051052998800001 171.90167533095004 19.224955043700003 113.62230596715001 117.66037007905001 92.168410086200012 13.500315432750002 14.608687763150002 2.0484014478500003 39.864684991950007 21.115414688150004 85.619326080400015 22.694946929300002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 4 -1 6 5 10 7 25 -9 11 14 17 21 26 15 16 -2 18 -10 -16 -3 -6 -12 24 -11 -4 27 -14 -29 -22
right_child=1 20 3 -5 12 -7 -8 8 9 23 22 -13 13 -15 19 -17 -18 -19 -20 -21 29 -23 -24 -25 -26 -27 -28 28 -30 -31
leaf_value=-0.0038398272053388654 0.0043361446283648542 0.0062046227716852113 0.0073009023723479742 -0.0064132794997503132 0.004554695272054903 -0.0090508129560820036 -0.0056874089398034084 0.0059448542930033666 -0.0075587517563600326 0.0038248350541723072 -0.011115729694493631 -0.0054311197684773268 0.007863912976199915 -0.005204759082174203 0.0070140122633998055 0.0030705048428147164 -0.0087099788940287887 -0.0079550136452787874 0.0025175162461773498 0.00024589161256697168 -0.0021940642876241388 -0.0024584364301681286 0.0015326501160571368 0.0058609296739182276 -0.006075516930036765 -0.0035027953783351331 0.0046705573177040598 -0.0075022613106559841 0.0010390903783485102 0.0016889840933958648
leaf_weight=104.02694210037589 3.2731524407863608 6.2879399806261054 2.7122791633009902 21.490005299448967 152.41338534653187 5.6354888156056395 15.30806916952133 21.339341759681702 4.7797859497368327 19.903474576771263 5.0043504089117032 21.255126185715199 5.579545557498931 8.9377724453806859 20.354268878698349 21.948443196713924 10.755604997277258 4.8632228747010222 36.126035541296005 11.851094722747801 69.042429588735104 6.7268201261758795 3.1820237189531326 21.747490398585796 8.5569500178098661 45.417092401534319 30.62094808369875 5.8428092747926703 43.808936052024364 25.962263509631157
leaf_count=1203 10 17 6 371 454 50 214 57 75 72 38 185 11 57 46 73 90 57 125 44 445 29 12 65 68 394 80 32 148 105
internal_value=0.000259518 0.00179067 -0.00178448 -0.000827823 0.00253487 0.000388124 -0.000233633 0.000213535 0.00129285 0.000446061 0.00108465 -0.00148167 0.00322814 0.0014987 0.00195921 -0.000336197 -0.00566609 0.000352458 0.00134012 0.00452344 -0.000677437 0.00425825 -0.00619934 0.00301945 0.000848182 -0.00289396 0.00219658 0.000824971 3.39799e-05 -0.00113293
internal_weight=764.753 437.227 327.526 223.499 335.935 82.0044 202.009 186.701 138.571 117.232 76.3689 67.0242 253.93 94.79 68.1826 35.9772 14.0288 45.769 40.9058 32.2054 101.293 159.14 8.18637 50.2079 28.4604 48.1294 85.8522 55.2313 49.6517 95.0047
internal_count=4633 1741 2892 1689 1174 363 1318 1104 704 647 313 442 811 328 263 173 100 257 200 90 567 483 50 205 140 400 271 191 180 550
is_linear=0
shrinkage=0.00641236


Tree=65
num_leaves=31
num_cat=0
split_feature=16 17 2 0 5 5 16 13 7 10 2 10 5 6 6 10 18 18 3 5 6 13 10 6 7 18 18 15 3 4
split_gain=20.5998 11.8448 10.5129 9.45113 9.28669 9.18536 8.50635 7.48189 6.72619 11.3708 6.58686 6.79981 8.55751 8.22696 13.729 10.3611 10.0527 8.91424 10.2397 6.81294 6.58243 10.4399 6.51359 6.43776 7.56132 6.20805 7.41979 5.94418 7.20923 6.4945
threshold=20.394952307700002 162.04221493815001 325.13486840910008 86.345209775600011 20.389142059250002 11.783123780850001 19.934953383400003 116.67639440335002 19.164717746300003 64.730006406800015 309.04644204820005 84.675677276600013 13.252098438300001 13.665319288000001 13.775321858200002 70.182199495350019 17.370891598500005 13.807773949150002 84.812788641250009 18.160071980500003 16.375382608200002 117.39690118230001 66.859265246100009 12.410289964450003 25.139463727750002 11.780626785300003 11.634276750250001 6.8054746905500005 68.609451489050016 433.65962021140007
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 5 4 -2 27 7 8 25 -10 11 12 -11 16 -15 19 23 -17 -19 -16 21 -6 -5 24 -14 26 -7 28 -3 -29
right_child=3 2 -4 22 20 6 -8 -9 9 10 -12 -13 13 14 15 17 -18 18 -20 -21 -22 -23 -24 -25 -26 -27 -28 29 -30 -31
leaf_value=-0.013751570236382243 0.013507782638943873 -0.015965200058183249 -0.010625535529808905 0.0062224095221428835 0.0068009349965080321 -0.022489442658045224 -0.0143455730519144 -0.016065420616202208 -0.017916980424588547 0.0089565306644227988 0.014939874292405488 -0.018170062539637599 0.0044736775333896603 0.014316018499096516 0.013864647108627941 0.020037763142632569 0.01207848063772585 -0.0015903252907666671 -0.016380242882467717 0.0013427645699865449 0.0002708805350685481 -0.024146654126284434 -0.01065223457244676 -0.013425387227294265 -0.009710377725048543 0.016770609178369401 0.011118643321464708 -0.0077712844019067638 0.018274695048587548 0.01883441380165082
leaf_weight=17.519613809883595 10.678102806210516 1.8756125904619683 24.648963775485754 150.24418865889311 3.8006836846470815 2.2778446450829533 7.917002346366643 5.3380962852388611 6.7592313159257165 26.680602811276913 7.3686440028250209 3.9376846440136424 15.920847248286007 17.314382784068584 14.896514035761355 3.2480929046869269 6.942278377711772 45.289904449135065 12.8579667173326 24.723578210920095 117.01415051519871 6.0347090512514114 5.0584463551640502 19.013382337987423 16.244300927966833 11.082587990909813 3.6690796613693237 59.230145674198866 4.4057428427040577 2.0300996974110594
leaf_count=365 36 52 309 561 12 40 52 137 129 115 25 61 86 51 39 6 23 281 199 136 571 51 30 185 163 40 16 826 13 23
internal_value=0.000317057 -0.00202025 -0.00142222 0.00320002 0.00040766 -0.000711135 0.000575074 0.00106006 0.00144381 0.000761871 0.00135064 0.000867063 0.0012361 6.87141e-05 0.00228215 0.00021952 -0.00443771 -0.00354352 -0.00486075 0.00605079 -0.000695099 -0.0121876 0.00567278 -0.0066781 -0.00268967 0.0103015 -0.00175423 -0.00550016 0.00805066 -0.0068896
internal_weight=654.022 361.192 343.673 292.83 137.528 319.024 251.482 243.565 238.227 221.197 214.438 207.07 203.132 176.451 118.33 101.016 58.1208 61.396 58.1479 39.6201 126.85 9.83539 155.303 51.1785 32.1651 17.0295 5.94692 67.5416 6.28136 61.2602
internal_count=4633 3372 3007 1261 670 2698 1784 1732 1595 1499 1370 1345 1284 1169 712 661 457 486 480 175 634 63 591 434 249 96 56 914 65 849
is_linear=0
shrinkage=0.0146266


Tree=66
num_leaves=31
num_cat=0
split_feature=16 17 2 0 5 5 16 13 10 7 10 15 12 7 13 2 18 5 0 5 6 10 16 6 13 18 18 6 9 6
split_gain=24.4612 12.6982 11.2346 10.5579 10.3473 9.45817 8.92158 8.07165 7.71475 7.08091 11.683 6.79925 8.92737 10.4877 8.9159 11.3921 8.40281 10.0826 8.32781 9.98156 10.8261 7.68807 7.11142 6.61202 11.3011 6.17432 7.8419 6.1527 8.11028 6.06513
threshold=20.394952307700002 162.04221493815001 325.13486840910008 86.345209775600011 11.783123780850001 20.389142059250002 19.934953383400003 116.67639440335002 66.859265246100009 19.164717746300003 64.730006406800015 30.054399297400007 114.82338089645002 23.960918281000001 109.40142670235001 206.22726210890002 14.780131328250002 19.841254985200006 102.75018128760001 13.812766882300002 13.665319288000001 78.196493182200015 14.224966735800002 16.375382608200002 117.39690118230001 11.780626785300003 11.634276750250001 13.775321858200002 206.39860865795001 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 4 5 -3 -2 7 9 29 25 -11 14 -13 -14 15 18 -15 -18 19 -12 21 -21 -23 24 -7 26 -6 -22 -29 -5
right_child=3 2 -4 8 6 23 -8 -9 -10 10 11 12 13 16 -16 -17 17 -19 -20 20 27 22 -24 -25 -26 -27 -28 28 -30 -31
leaf_value=-0.009974842450706619 0.009723761017919913 -0.0041681712871476729 -0.007806271293505797 0.0058847528662691303 -0.016003555521668742 0.0052885976801679028 -0.010489257010045629 -0.011562948611944448 -0.0082906180157938953 -0.012758593060107246 0.0063574538233390956 -0.016160784399180322 0.0085722247739783777 -0.012703543539866021 0.0082119481205455945 0.0054306615553404445 0.0044427718610999256 -0.012998612382978983 -0.01041093079205129 -0.012488774531366889 0.0091469336649869001 -0.0098654213898866552 0.0062103862697427273 0.0002706433254036 -0.017479782890464798 0.011949063331482285 0.0082865184522824663 0.002586066815444983 -0.0067959448336945604 0.0010212162384492952
leaf_weight=18.592236388474703 10.92084628343582 69.274483107030392 25.386201003566384 117.96428488194942 2.3621773980557945 3.9180401563644391 7.9954879395663729 5.7043069377541533 5.1484158039093009 7.0183285996317855 21.562273826450109 4.8770814202725878 9.194759074598549 8.8821239098906535 21.204072270542383 44.834982182830572 13.332206744700672 4.9841853976249686 9.094953637570141 13.962555885314943 8.5609070584177953 5.5281940028071386 6.6175901144742966 119.12742723897099 6.1031142137944698 11.471171945333479 3.7874370999634266 30.459953706711531 15.07754949852824 36.828295096755028
leaf_count=365 36 914 309 418 40 12 52 137 30 129 85 54 36 127 72 196 68 82 116 152 25 82 25 571 51 40 16 152 98 143
internal_value=0.000252188 -0.00154877 -0.00110266 0.00247188 -0.000580298 0.000374618 0.000388654 0.000738627 0.00430857 0.00102762 0.000527855 0.000955261 -0.00286859 -0.0010873 0.00184734 0.00098057 -0.00435281 -0.00030331 -0.00081911 3.80971e-05 -0.00166076 -0.00719369 -0.00110657 -0.000415948 -0.00857787 0.00741461 -0.00104374 0.00100948 -0.000520334 0.00472762
internal_weight=669.776 369.765 351.173 300.01 325.787 140.069 256.512 248.517 159.941 242.813 225.192 218.173 41.2704 36.3933 176.903 155.699 27.1985 18.3164 110.864 101.769 80.2068 26.1083 12.1458 129.149 10.0212 17.6208 6.14961 54.0984 45.5375 154.793
internal_count=4633 3372 3007 1261 2698 670 1784 1732 591 1595 1499 1370 367 313 1003 931 277 150 735 619 534 259 107 634 63 96 56 275 250 561
is_linear=0
shrinkage=0.0104622


Tree=67
num_leaves=31
num_cat=0
split_feature=16 17 7 15 2 3 13 6 16 7 10 2 17 16 9 2 18 16 7 7 17 17 3 10 5 5 15 17 18 0
split_gain=17.8851 10.6122 9.57603 8.68127 7.56756 9.86594 7.52785 7.46382 7.25071 6.25794 11.2799 5.83603 8.83245 8.77548 11.312 11.5515 9.08977 7.16455 7.42238 6.7496 5.83179 7.76954 7.37205 10.3801 5.41909 12.0769 6.15687 8.56311 8.45058 8.11795
threshold=20.394952307700002 162.04221493815001 29.911984439950004 46.055224235250002 325.13486840910008 70.561272091750013 118.84598011460001 19.835463452400003 20.034953149600003 19.052023743050004 64.730006406800015 340.55256999290003 201.39543491635001 22.624947093000003 200.95377551580003 222.85070906495002 15.064837217800003 22.454947490600002 23.032419884600003 22.626138143200006 236.15709471040003 205.96542837505004 78.965392207550011 76.279622535200005 11.783123780850001 2.7155367820000005 29.326787846200002 201.61829342215003 14.032563378150002 93.972365491700018
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 4 6 8 -6 11 -8 9 -3 -11 12 17 14 -14 -16 -17 18 19 -2 21 24 -23 -24 25 -12 -26 28 -28 -30
right_child=3 2 -4 -5 5 -7 7 -9 -10 10 20 -13 13 -15 15 16 -18 -19 -20 -21 -22 22 23 -25 26 -27 27 -29 29 -31
leaf_value=-0.013528086152769962 0.010333028557144729 0.0089809185571079718 -0.016117321138024283 -0.0041338019990466018 0.0077506798800399861 -0.015353520401559063 -0.014975754403024913 0.0048879653424919187 -0.018161400524150689 -0.014817576154597775 0.0096196220170489555 0.015005161251304565 -0.030268836320870379 0.01255403716734942 0.0059118585159182698 -0.02253877428827146 0.0071867548174753904 0.0037126587624381076 0.014608106643825567 -0.0083816405081595484 0.010269137336711634 -0.016012974054887129 -0.011127062301150778 0.0093190709529198008 0.0032937709549045206 -0.0081593430284952698 0.007989418300029796 0.0090359252161579598 -0.0017511355366256972 -0.018580485458965207
leaf_weight=16.649765886366367 10.227026194334032 16.053170267492533 9.455458225682376 33.030419480055571 5.4800379835069206 16.024842953309417 8.9141464978456515 7.8689393401145926 4.9635453671216956 11.750313449651001 11.083847414702175 11.419283434748648 3.7268290892243412 6.9026944041252127 15.032629936933519 7.9657542333006841 3.1803360357880592 142.75727542489767 31.528471171855927 7.2952007204294196 11.818961024284361 12.62536392919719 11.995157513767483 10.11001320555806 137.39794779568911 35.41230852343142 6.6661953032016745 9.6811005473136884 11.766774211078884 13.713094823062418
leaf_count=365 33 100 256 239 37 205 90 29 39 266 72 36 27 23 51 58 13 520 108 34 66 168 106 50 771 503 33 40 57 238
internal_value=0.000303752 -0.00194461 -0.00137062 0.00303925 -0.000943606 -0.00946593 0.0039618 -0.00566243 -0.000342789 -4.80508e-05 -0.000558378 0.00463472 0.00411672 -0.00255273 -0.00603962 -0.00259032 -0.0140571 0.0053966 0.0102975 0.00254137 5.70026e-05 -0.000406411 -0.00695136 -0.00177583 0.000600626 -0.00392116 0.00177371 -0.00321955 -0.0069104 -0.0108086
internal_weight=642.497 352.648 335.998 289.849 326.543 21.5049 256.819 16.7831 305.038 300.074 284.021 240.036 228.616 36.8082 29.9055 26.1787 11.1461 191.808 49.0507 17.5222 272.271 260.452 34.7305 22.1052 225.721 46.4962 179.225 41.8272 32.1461 25.4799
internal_count=4633 3372 3007 1261 2751 242 1022 119 2509 2470 2370 903 867 172 149 122 71 695 175 67 2104 2038 324 156 1714 575 1139 368 328 295
is_linear=0
shrinkage=0.0148642


Tree=68
num_leaves=31
num_cat=0
split_feature=16 7 17 15 10 10 16 16 4 0 19 7 16 9 16 9 9 6 3 18 7 10 6 15 0 13 6 4 13 18
split_gain=15.589 7.8488 6.89197 6.51103 6.46482 6.16981 13.9167 9.61724 8.35089 6.75457 6.33497 5.94737 7.99188 7.19281 5.51227 6.0196 5.53 11.9159 9.96702 8.69888 10.0409 7.41501 6.34176 5.83267 5.89362 6.89964 6.77365 6.05593 9.59083 8.12824
threshold=18.594956516900002 29.911984439950004 166.68115439205005 46.055224235250002 60.87206898960001 64.369753017350021 21.074950717600004 22.454947490600002 398.74932484100003 86.681267041950008 14.451165964200003 20.869210126600006 21.074950717600004 66.544071737050004 18.369957043050004 187.45330412110005 38.283670303850009 2.7350639043000005 63.211027563100011 16.435318745950003 29.808425272250002 88.512107028750009 4.200098134650001 31.445204138150004 81.446839061900008 108.34217419895002 14.605341251450001 309.31594811510007 95.811270852950017 17.370891598500005
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 -1 4 11 7 10 9 -9 -6 -7 12 13 -2 16 -16 17 19 -18 -4 -21 22 -20 24 -24 26 27 28 -26 -30
right_child=3 -3 14 -5 5 6 -8 8 -10 -11 -12 -13 -14 -15 15 -17 18 -19 21 20 -22 -23 23 -25 25 -27 -28 -29 29 -31
leaf_value=-0.0087811386022395611 0.00361822971973638 -0.015227098302365573 0.015484792185189909 -0.0038459349452913071 3.1323219902029479e-05 0.0026746970959974884 -0.019596423969904322 0.0025065322109626919 0.013800065981931143 0.015581531078430494 -0.014800799689721872 -0.013734396062693143 0.013122482110730908 -0.014848540220390033 0.011765731664487944 -0.016990628942069944 0.023952444420442448 -0.01281622328163743 -0.016022147486122636 -0.016154399177384975 0.01728339606026038 -0.015838275715219882 -0.011811272605478734 -0.01588168567498275 -0.016531958806380836 0.016010140812808875 -0.017234384699811027 0.0056125238955659594 -0.00056040310417432228 0.014592591023109643
leaf_weight=26.395736631006002 9.1213967651128822 9.2549393791705352 6.922589909285306 33.335511069744825 7.2982994616031673 93.599241591989994 6.4536168053746215 153.9287708029151 14.388825371861456 24.325120568275452 4.3633074238896361 8.2112137600779516 6.897644229233264 7.919252883642911 1.7994073275476674 7.8252373784780502 3.5333794150501481 20.454744046553969 4.5714193806052199 5.8979819137603027 2.6006805896759033 5.813947493210434 6.57120532169938 4.0554815027862778 6.8927969038486472 6.6612804904580107 3.8757398612797251 52.025341488420963 75.431684002280235 7.8553545325994483
leaf_count=524 52 280 24 243 32 429 39 589 50 86 26 65 21 109 20 170 25 319 83 111 6 125 169 88 119 18 55 259 474 23
internal_value=0.00026365 -0.00240771 -0.00193159 0.00213035 0.00272238 0.00336101 0.000567933 0.00481965 0.00347197 0.0119927 0.00189633 -0.00332347 0.000247644 -0.00496378 -0.00112006 -0.0116144 -0.000646224 -0.00572214 0.00038094 0.00368745 -0.00592208 -9.83983e-05 0.000446503 0.000907331 0.00133471 0.00190027 0.00125686 0.00176084 -0.00046123 0.000868777
internal_weight=628.281 258.439 249.184 369.842 336.507 304.357 104.416 199.941 168.318 31.6234 97.9625 32.1495 23.9383 17.0406 222.788 9.62464 213.164 35.876 177.288 15.4213 8.49866 173.754 167.94 163.369 159.313 152.742 146.081 142.205 90.1798 83.287
internal_count=4633 2892 2612 1741 1498 1251 494 757 639 118 455 247 182 161 2088 190 1898 460 1438 141 117 1413 1288 1205 1117 948 930 875 616 497
is_linear=0
shrinkage=0.0141766


Tree=69
num_leaves=31
num_cat=0
split_feature=16 5 10 0 0 10 16 10 7 16 17 3 17 16 16 16 13 13 5 13 6 2 0 0 9 15 15 7 5 7
split_gain=39.0103 13.1311 12.4848 11.4741 8.50443 13.8158 9.59572 11.6009 9.56255 10.0562 8.01265 10.6192 10.388 11.4182 10.904 14.0798 8.51418 7.77565 11.474 11.0336 10.5761 11.2604 7.91475 7.53795 7.29118 7.21209 7.07543 7.84685 7.02783 7.00378
threshold=18.594956516900002 23.605484525250002 90.937096262400004 95.44832900530001 98.51854819030001 78.196493182200015 16.024962526700005 70.348883899450016 21.306175688000003 17.874958200600002 201.39543491635001 79.086372823400012 180.19381692845005 12.604970524100002 9.7049773055000017 14.184966829400002 87.431346860350018 112.67059178900001 20.769304081650002 111.38282034450002 16.455384477450004 199.01127796720002 92.168410086200012 86.09518316945001 226.58992707320002 52.561095883800007 40.42701969085001 21.115414688150004 16.222050829800004 19.506002767000002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 17 3 29 6 -6 28 -8 -7 10 12 -12 13 -10 -14 16 -16 18 19 -2 23 26 -21 -19 25 -3 27 -22 -5 -1
right_child=1 24 -4 4 5 8 7 -9 9 -11 11 -13 14 -15 15 -17 -18 20 -20 22 21 -23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=0.00092435031556801952 0.0021357753225491423 -0.0006386827294938527 -0.0063211873898308662 0.0067877377204445593 -0.0060515031636965482 0.010550536382885023 0.011837971903441862 -0.0051404341426180833 -0.0076645600617508197 0.0084744910015003023 -0.005898102141116154 0.0048346144950651895 0.0077263424664844706 0.0042759799950554886 0.0038825302153609894 0.0034083459234192292 -0.0078197567296361924 6.9903874675338887e-06 -0.0097280692030833615 -0.012300794512048817 0.0085954732704865491 -0.0064497433318167485 0.0020627818587837694 0.0048122596783959515 0.0074932325011495791 -0.0098622070953535042 0.0049354910658618387 -0.00039039306127789118 0.0009868661175376867 -0.0046786175447966795
leaf_weight=13.738368429243563 64.337863720953465 85.68158970400691 26.518037542700768 19.675415601581335 25.120254602283239 3.9519379436969748 2.3537894934415844 13.94766181334853 14.023903898894789 5.7390424385666838 26.974645998328924 5.5651190355420104 11.927799277007578 5.6112070754170409 4.1217559427022961 25.189797379076481 12.691651094704865 18.753432974219322 5.1917488425970069 4.880963593721388 5.3911615908145896 8.8848435133695585 3.1644530147314072 126.76382828503847 5.2336670458316794 4.4633887633681288 26.556050628423691 49.655762039124966 22.293894343078136 59.592502899467945
leaf_count=149 263 507 554 60 231 7 5 127 196 16 269 20 41 24 32 118 158 70 50 38 11 57 12 413 13 47 71 189 85 800
internal_value=0.000254405 0.00167434 -0.00168748 -0.00123659 -0.000355853 -0.00129581 0.00191725 -0.0026889 -0.000264136 -0.000646262 -0.00113958 -0.00406254 0.000153296 -0.00425226 0.00175726 6.22039e-05 -0.00495098 0.00237343 0.000430466 0.00115909 0.00301209 0.00111304 -0.00665126 0.00419298 -0.000624093 -0.00109537 0.00193647 0.000489661 0.00370634 -0.00362891
internal_weight=707.996 408.959 299.037 272.519 199.188 140.917 58.2708 16.3015 115.797 111.845 106.106 32.5398 73.5661 19.6351 53.931 42.0032 16.8134 313.58 77.575 72.3833 236.005 90.4878 8.04542 145.517 95.3786 90.145 81.603 55.0469 41.9693 73.3309
internal_count=4633 1741 2892 2338 1389 1112 277 132 881 874 858 289 569 220 349 308 190 1174 363 313 811 328 50 483 567 554 271 200 145 949
is_linear=0
shrinkage=0.00707411


Tree=70
num_leaves=31
num_cat=0
split_feature=16 10 0 18 16 9 6 3 19 2 13 7 0 0 10 16 17 3 17 16 4 8 17 16 7 18 0 7 5 8
split_gain=29.0605 10.794 10.7014 11.3348 15.8095 12.3823 9.99571 9.31248 12.5837 8.17751 8.58611 7.45707 9.02937 7.64911 10.2239 8.29836 9.53281 10.279 9.18441 7.19411 7.15943 6.35328 12.2111 6.35076 8.54839 8.39349 7.19895 8.65173 7.29781 8.70926
threshold=18.594956516900002 90.937096262400004 86.09518316945001 13.829007611650001 22.644947046300004 196.40176798710004 15.635365317800002 90.988176966900014 14.551174033150001 314.93386866815007 116.60111757565001 19.506002767000002 95.217121606100008 97.886760529650019 78.196493182200015 17.874958200600002 201.39543491635001 79.086372823400012 199.45200027940004 14.969964993700001 195.04069921150003 7.1444245619500011 218.22336811130003 22.724946859200003 22.398098708400003 13.431207332600001 85.121961326250016 20.869210126600006 30.133297129900004 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 6 9 20 5 -5 11 -7 -9 10 -2 -1 -13 -14 19 16 18 21 -16 -15 -4 22 -18 24 -12 -26 27 -25 29 -29
right_child=2 -3 3 4 -6 7 -8 8 -10 -11 23 12 13 14 15 -17 17 -19 -20 -21 -22 -23 -24 26 25 -27 -28 28 -30 -31
leaf_value=0.0083874489145289305 0.0072407456762705567 -0.0081394067439327419 0.0076318952514265338 -0.0073697447363395875 0.0094562849385174067 0.0025590726341450697 -0.0088161672859977391 -0.010016561274152598 0.00759324880662337 -0.011702515614202824 -0.0068462871005844075 -0.0051058103744381772 0.0028286401072216368 -0.013642359519179029 -0.00015870184232100965 0.011250737129722547 -0.011375471377840174 0.0061104713243061142 0.0096693950229072238 -0.0034894003530665236 0.0031475872944395061 -0.012637852757371176 0.0063279515784485599 0.0088447815040455097 0.0014469019331947725 -0.0090372509285825686 0.010275761273543795 0.0023803812039715432 0.0071578777303502369 -0.014572323517610678
leaf_weight=7.3777071610093108 13.924408651888369 23.475446542724967 55.354452580213547 17.919648561626673 17.695550031960011 79.997976299375296 15.467015147209166 12.744222797453405 5.0750034973025313 5.3469055145978919 23.47956658154726 44.526425790041685 49.402620058506727 8.5459256991744059 64.006693765521049 5.4423300996422759 7.6163486950099486 6.0226130038499823 9.808303374797104 23.159336511045694 74.984474532306194 12.041848689317701 6.4247823059558868 6.9957689940929475 47.955063842236996 7.9646886363625518 8.7204064652323705 4.5380815118551237 3.9757570326328269 6.7310844585299492
leaf_count=21 42 554 186 115 53 334 371 83 14 62 195 544 241 90 535 16 105 23 42 186 262 131 33 17 207 63 21 15 11 61
internal_value=0.000311668 -0.00199779 0.00197487 0.00306839 0.00113072 -0.00014222 -0.00144293 0.00118183 -0.0050012 -0.000250185 0.00024251 -0.000976259 -0.00126775 -0.000379849 -0.00148777 -0.000138766 -0.000723972 -0.0050261 0.00114722 -0.00622606 0.00505206 -0.00759756 -0.00327494 -0.000640472 -0.0020572 -4.63631e-05 0.00299271 0.000137085 -0.00385881 -0.00774549
internal_weight=676.72 283.317 393.403 263.771 133.432 115.737 259.842 97.8172 17.8192 129.632 124.285 244.375 236.997 192.471 143.068 111.363 105.921 32.1056 73.815 31.7053 130.339 26.083 14.0411 110.36 79.3993 55.9198 30.9611 22.2407 15.2449 11.2692
internal_count=4633 2892 1741 1047 599 546 2338 431 97 694 632 1967 1946 1402 1161 885 869 292 577 276 448 269 138 590 465 270 125 104 87 76
is_linear=0
shrinkage=0.0094576


Tree=71
num_leaves=31
num_cat=0
split_feature=16 10 18 6 0 18 16 9 0 0 15 19 7 4 6 10 0 2 8 17 13 4 5 16 7 17 0 7 5 8
split_gain=16.0693 7.81937 7.54411 7.44252 6.35833 8.04527 12.9529 9.09173 7.2311 7.79837 12.4429 7.30961 15.4476 6.95551 7.16466 6.31546 11.2834 6.29309 6.03465 7.93828 6.02221 5.68857 6.09245 5.47574 7.65095 7.91661 7.24336 7.73525 6.6952 8.12947
threshold=18.594956516900002 90.937096262400004 16.728115295100004 15.635365317800002 86.09518316945001 13.829007611650001 22.644947046300004 196.40176798710004 90.321439350550008 91.109157582800023 36.136500007950012 14.551174033150001 24.775165158000004 195.04069921150003 16.455384477450004 62.025417527550012 86.393602021950016 314.93386866815007 8.4434108459500017 190.03457182425004 116.60111757565001 223.79242650755 19.768819263000005 22.724946859200003 22.398098708400003 193.29780372785004 85.121961326250016 20.869210126600006 30.133297129900004 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 3 -3 -1 17 13 7 21 11 -10 -11 12 -9 14 -6 -15 -17 20 -18 -20 -2 22 -7 24 -22 -26 27 -25 29 -29
right_child=4 2 -4 -5 5 6 -8 8 9 10 -12 -13 -14 15 -16 16 18 -19 19 -21 23 -23 -24 26 25 -27 -28 28 -30 -31
leaf_value=-0.0013083599734130388 0.01085659560687746 0.036128985935344096 -0.015117323167556734 -0.014323189053015427 0.015784402628944715 -0.013595844756903624 0.015289821016042883 -0.022018946934950701 0.015285548969644029 0.0046509249614271591 -0.018474916381380019 0.0070497766899944277 0.0084016076857322056 0.010011893025885538 0.0015471882538507923 -0.020608528084647013 0.007781448862804758 -0.01956671528040714 0.0085676844984298416 -0.019490225144273527 -0.011451214286765505 -0.029325313029254649 0.011160567057658737 0.014489393857389397 0.0030614891023762864 -0.012678137550865677 0.017794640350423156 0.0037671288120997544 0.011878802606979818 -0.025119612487373714
leaf_weight=226.4895639307797 12.986607134342192 0.81701970845461147 18.396307811141014 12.632585544139145 35.71370591968298 9.6849807314574736 15.560284316539763 12.783400960266595 13.806694537401198 43.913768082857132 7.4041248597204676 8.5516666471958143 7.054179184138774 27.569844648241997 13.176916763186453 6.2479291558265677 25.624603815376759 4.5319786593317977 5.015945337712763 6.0676884800195694 22.561091974377632 3.8947684019803992 3.7572104483842841 6.7523607313633027 44.169109296053648 10.837360285222529 8.5406215861439687 4.4703554809093458 3.8625908344984046 6.5261024683713913
leaf_count=1967 42 5 549 371 136 68 53 89 43 183 62 28 26 86 50 35 90 62 17 34 195 36 11 17 190 80 21 15 11 61
internal_value=0.000350408 -0.00280973 -0.0129381 -0.00199592 0.00255049 0.00409233 0.00119075 -0.000788352 0.00124654 0.0042763 0.00131434 -0.00570368 -0.0112015 0.00716385 0.0119472 0.00384789 -0.000108242 -0.000475947 0.00338101 -0.0067925 0.000240826 -0.0117644 -0.00667621 -0.001039 -0.0033587 -3.9528e-05 0.00492853 -0.000156038 -0.00681132 -0.0133764
internal_weight=629.401 258.335 19.2133 239.122 371.066 245.828 126.411 110.851 93.5138 65.1246 51.3179 28.3892 19.8376 119.417 48.8906 70.526 42.9562 125.238 36.7082 11.0836 120.706 17.337 13.4422 107.72 77.5676 55.0065 30.152 21.6114 14.859 10.9965
internal_count=4633 2892 554 2338 1741 1047 599 546 431 288 245 143 115 448 186 262 176 694 141 51 632 115 79 590 465 270 125 104 87 76
is_linear=0
shrinkage=0.0165021


Tree=72
num_leaves=31
num_cat=0
split_feature=16 6 15 18 3 9 2 7 3 13 7 13 13 15 16 8 0 9 3 6 2 5 12 3 16 2 3 16 5 13
split_gain=14.1445 9.22041 9.39648 10.9381 8.0861 8.6128 7.77821 6.4227 8.21817 13.5102 7.61247 9.89507 9.22854 9.18472 9.99426 7.29917 7.27563 12.1471 6.86961 8.62506 9.16005 7.31506 8.1481 7.38813 11.0127 7.26865 7.14867 7.01845 6.82375 7.4981
threshold=11.949972055800002 5.0851188130000002 17.480288512750004 16.291971004950003 103.28787291370001 71.932467616300016 285.01633004880006 19.627338137150002 93.883646373400012 117.67650082785001 24.068567769550004 98.050756475600011 98.050756475600011 19.846565044850003 22.624947093000003 8.543332867800002 85.619326080400015 188.08209940425004 90.730084986350008 15.885371159150003 243.75909071190003 19.973460566700002 228.97256901260002 85.589753040950015 19.224955043700003 222.85070906495002 84.812788641250009 18.714956236300004 30.133297129900004 117.82167756690002
decision_type=2 2 2 2 2 2 2 2 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 7 -6 -1 -3 10 16 12 -12 -9 -13 18 -11 -10 -18 19 20 21 22 23 26 -25 -20 27 -15 29 -17
right_child=1 4 -4 -5 5 -7 -8 8 9 15 11 13 -14 14 -16 28 17 -19 25 -21 -22 -23 -24 24 -26 -27 -28 -29 -30 -31
leaf_value=-0.011369603985845958 0.015131616761531824 0.01404449856233184 -0.016018673884291738 -0.017879052185477723 0.0013060075981818707 -0.016286823767119971 0.00054069862244756229 0.017002788215080507 -0.017717698152403673 0.011994533730961737 -0.012345801146491409 0.010930388704806539 0.0036460343498297943 -0.0041526386756529435 0.011075943631631087 0.0095729191419951145 0.011202996339078631 -0.019589649240241175 0.005175004950400618 0.012349703867458987 -0.013622186868895537 -0.017421068669068278 0.011458171188993012 0.018137649312864171 -0.0074478501130099562 -0.02005809787899886 -0.01633181001172862 0.0076937973845464108 0.012695058347591846 -0.017200998839051233
leaf_weight=37.065000398084521 6.809824403375389 10.583860129117964 15.128522366285322 3.8631491735577583 14.912114705890419 12.61317018046975 21.146449012681842 13.500317011028526 17.414934355765585 13.969400860369207 14.191607650369404 21.245645113289356 214.95454793795943 50.144379559904337 17.911933079361916 3.629577316343787 7.2499139308929426 5.5571994408965111 4.0778655111789694 12.122660052031277 13.630274578928946 5.6422320678830138 15.345311276614664 10.756044305860998 6.7071308791637412 8.9690247327089292 8.7340984605252725 16.263911001384258 4.7591153383254996 8.7864240854978544
leaf_count=741 34 39 261 65 120 343 258 48 261 39 159 80 923 368 69 11 21 41 13 43 137 92 64 28 33 73 128 54 13 74
internal_value=0.000308545 0.00107344 -0.00807568 0.0031832 0.00151578 -0.00675572 -0.00704295 0.0019656 0.00170763 -0.00366016 0.00246627 0.000279834 0.00443534 0.00121524 3.27253e-06 0.00358278 -0.0111242 -0.0021584 -0.00129819 -0.000280134 -0.00148359 -2.70505e-05 0.000882077 -0.000870447 0.00831095 -0.0121714 -0.00300421 -0.00125135 -0.00325892 -0.00937416
internal_weight=617.686 559.474 25.8015 10.673 533.673 27.5253 58.2114 506.147 495.564 61.3666 434.197 205.742 228.455 191.551 170.305 31.1445 30.222 12.8071 152.393 139.346 127.223 113.593 107.951 92.6056 17.4632 13.0469 75.1424 66.4083 17.1751 12.416
internal_count=4633 3634 360 99 3274 463 999 2811 2772 460 2312 1341 971 1182 1102 137 323 62 1033 947 904 767 675 611 61 86 550 422 98 85
is_linear=0
shrinkage=0.0156704


Tree=73
num_leaves=31
num_cat=0
split_feature=16 10 15 6 10 10 16 16 4 18 16 13 6 16 16 7 5 10 7 16 18 12 0 18 5 13 7 17 5 3
split_gain=29.7361 11.0388 10.6237 9.47145 8.84553 8.62783 15.757 9.97102 8.09792 7.46469 9.68658 14.5552 11.1881 7.86353 12.164 11.5449 7.85564 7.09539 9.00538 13.5057 14.8719 9.71626 7.03322 6.94361 6.73481 8.14581 6.59187 8.66107 7.9046 6.40658
threshold=18.594956516900002 90.937096262400004 46.055224235250002 15.635365317800002 60.87206898960001 64.369753017350021 21.074950717600004 22.454947490600002 398.74932484100003 17.327266398450003 16.094962363000004 104.04332964835001 14.815346158200002 17.684958644900004 9.7049773055000017 27.528149546950004 26.144057174750003 68.20618276945001 22.703933514050004 14.184966829400002 15.481271036150002 211.51213392550002 86.681267041950008 16.728115295100004 13.713273242250002 98.050756475600011 23.209106085000005 192.44445991605002 25.704065249550002 73.029276655500027
decision_type=2 2 2 2 2 2 2 2 2 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 9 -2 7 -7 22 -9 10 11 17 16 14 -11 -16 -12 -1 21 24 -21 -19 -6 -3 25 29 -4 -28 -29 -20
right_child=2 23 26 -5 5 6 -8 8 -10 13 12 -13 -14 -15 15 -17 -18 18 19 20 -22 -23 -24 -25 -26 -27 27 28 -30 -31
leaf_value=-0.0062024590983306357 -0.0013872858549275372 0.011182182511420179 -0.0050770246050637364 -0.0053907118959559885 0.00036098868427337914 0.0010475449114488351 -0.0085042315426161301 0.0015602051740226945 0.0059862499382201777 0.0052751074024583447 -0.0045584762886284038 0.0037299671776245703 0.0029699253139597679 0.0075951014371204344 0.0025353552127241521 -0.0062225696151351675 0.0089103812132040813 -0.0043696749496758081 -0.0012318428911333756 -0.0056851286149948842 0.0021275665659037839 0.0049823255987896361 0.0067418910130290759 -0.0057098676077229245 -0.0076218138751396906 0.0056359652901432581 0.0067108680020048217 -0.0050940503812724912 0.0036669014178989799 -0.0071890314796636432
leaf_weight=8.9469947740435583 32.787690624594688 0.88577435165643947 13.727774325758217 15.620787288993595 7.7100824788212767 101.99532340466976 6.438814401626586 162.06780854612589 15.920270912349222 12.100481264293192 49.993620119988918 26.241443544626236 9.1085321083664876 6.6371779143810263 9.8360061161220091 11.391486834734676 1.5661417245864857 5.1233750954270389 15.704471383243805 10.772942833602427 41.302787903696299 16.260636113584042 28.264543727040291 23.324031691998243 12.57508723810315 3.8056352809071532 5.3428795561194447 10.255669482052324 5.5746540725231162 10.606473717838524
leaf_count=94 247 5 126 371 32 455 39 589 50 40 618 89 44 17 58 126 3 54 175 81 202 52 86 549 159 13 16 81 20 142
internal_value=0.000167241 -0.00126257 0.00123681 -0.000916124 0.00154315 0.00184117 0.000480361 0.00253082 0.0019561 -0.000638727 -0.00108126 -0.000279825 -0.00308049 0.00170886 0.00053663 -0.00216448 -0.00414936 -0.00112095 -0.000729523 -0.00151279 0.000511349 0.00274169 0.00537434 -0.00509183 -0.00398186 -0.00246201 -0.00188081 0.000191476 -0.00200888 -0.00363331
internal_weight=681.889 291.804 390.086 267.594 355.185 322.397 108.434 213.963 177.988 251.973 212.008 151.34 60.6683 39.9652 33.328 21.2275 51.5598 125.098 116.151 94.7674 52.0757 21.384 35.9746 24.2098 42.6917 30.1166 34.901 21.1732 15.8303 26.3109
internal_count=4633 2892 1741 2338 1498 1251 494 757 639 1967 1726 1061 665 241 224 184 621 972 878 772 283 106 118 554 489 330 243 117 101 317
is_linear=0
shrinkage=0.00592185


Tree=74
num_leaves=31
num_cat=0
split_feature=6 3 10 10 7 6 7 5 2 10 5 15 6 17 18 7 2 17 17 6 17 8 16 9 5 0 7 7 16 10
split_gain=13.6481 9.40919 8.10447 7.56883 7.50094 7.28353 7.54485 7.28177 7.45711 7.51701 6.95823 9.48737 6.42661 10.3522 5.52084 9.6665 5.49977 5.21271 7.00481 9.12708 8.44843 6.69349 6.66073 7.2162 8.08184 7.32938 7.16553 5.51028 7.48712 5.95528
threshold=13.115306437050002 93.883646373400012 61.917879202350001 60.87206898960001 19.506002767000002 12.410289964450003 29.911984439950004 29.110986871100003 319.32263744460005 54.884872733100003 23.435546682850003 40.42701969085001 16.845393589950003 187.96055726210002 11.939817493900003 21.698399695800003 52.497771754550008 236.15709471040003 201.39543491635001 11.545269753400001 200.68261045605001 7.6440346712000009 11.864972254500001 36.083943265750008 2.7155367820000005 94.496614827150012 20.797746106000002 22.791048179400004 12.604970524100002 78.27445846800002
decision_type=2 2 2 2 2 2 2 2 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 7 -4 6 17 16 9 -9 11 -6 13 -5 -11 -16 -3 18 20 -20 22 -21 -1 24 -24 26 -25 -27 -29 -30
right_child=1 2 4 12 10 -7 -8 8 -10 14 -12 -13 -14 -15 15 -17 -18 -19 19 21 -22 -23 23 25 -26 27 -28 28 29 -31
leaf_value=-0.0069081783366371514 0.0024697108549483113 0.0029637494549348627 0.015517588166706406 -0.010424339741336115 -0.011211132979422915 -0.012882476794400365 -0.014013754941026012 -0.014631286612834839 -0.016367622516487053 0.013266059844652605 -0.015638224304458635 0.0088116221485143743 0.017419689333552091 0.010930542160948842 -0.014485354549093714 0.016256015424218024 -0.01419285589981492 0.0060719493167438387 -0.012373756353997836 0.01339517352197306 0.012620140781976015 -0.0098945604268140652 0.006697981726622098 0.0048597021638594178 -0.012746217862865727 0.012885331029834524 -0.016290078992594496 -0.015511429243644789 -0.008114741421756071 0.0077962419442640747
leaf_weight=29.260666726157069 343.33683810569346 4.33443056046963 2.2704943493008605 6.517037037760022 10.129046939313417 11.494478300213812 8.5933668371289951 2.9857802018523278 3.3468714319169512 11.320532416924836 14.3375689946115 6.6305039301514617 6.6355214565992346 9.3723693657666427 4.0638203322887412 3.0188280642032623 11.717131393030284 14.043216113001106 21.335518307983879 4.9346309527754766 7.5061475466936818 3.6245688162744045 5.1992587223649052 5.0133280456066114 11.91565036959946 11.873017638921736 5.9109599329531193 3.4896932579576996 4.9118898175656822 21.075151227414608
leaf_count=501 1731 18 8 44 116 120 282 78 50 34 281 19 17 28 49 7 230 87 305 18 32 37 30 24 185 39 73 55 39 96
internal_value=0.000249611 0.00145993 -0.00212607 0.000609132 -0.0073159 -0.00287976 -0.00215521 -0.00273448 0.00169475 0.00452108 -0.00898304 -0.00328962 0.00666364 0.00217184 0.00762841 -0.0013825 -0.00956003 -0.00147627 -0.0022554 -0.00781957 -0.00068847 0.00353266 -0.00170111 0.000494664 -0.00683935 0.00289588 -0.00658411 0.00540042 0.00238555 0.00478886
internal_weight=610.198 440.017 96.6799 63.3123 33.3676 170.182 158.687 40.7874 24.7358 21.389 31.0971 16.7596 22.5249 15.8894 18.4032 7.08265 16.0516 150.094 136.05 29.8947 106.156 8.5592 98.6496 69.3889 17.1149 52.274 10.9243 41.3498 29.4767 25.987
internal_count=4633 2710 979 555 424 1923 1803 466 218 168 416 135 89 72 90 56 248 1521 1434 360 1074 55 1042 541 215 326 97 229 190 135
is_linear=0
shrinkage=0.013013


Tree=75
num_leaves=31
num_cat=0
split_feature=16 10 5 0 6 0 0 9 6 5 2 0 10 3 16 0 10 16 7 16 10 9 5 15 17 7 10 9 15 9
split_gain=28.4467 10.2795 9.9513 8.96128 7.82996 8.04229 11.3617 8.01082 7.68891 9.00103 12.7914 6.65423 6.93403 17.5987 6.91006 6.49155 11.4557 8.31049 8.80676 7.76919 9.64453 7.47207 7.10797 6.98069 19.2687 6.15769 9.49442 6.15608 6.4059 5.7401
threshold=18.594956516900002 90.937096262400004 23.714185006400005 95.217121606100008 14.825346391850003 96.082805124100005 93.047535894850014 198.44478460200003 16.455384477450004 22.825270530250005 191.54391932205002 86.09518316945001 66.859265246100009 87.684061924550022 19.224955043700003 98.51854819030001 78.196493182200015 17.874958200600002 21.306175688000003 16.024962526700005 71.104340634100012 219.87257840710004 16.222050829800004 23.949961253350004 184.89106522365003 19.506002767000002 55.976386734050003 226.58992707320002 52.561095883800007 196.40176798710004
decision_type=2 2 2 2 2 2 2 2 2 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 25 5 6 -2 29 11 10 -10 -6 -13 14 -14 19 -17 18 -18 22 -21 -20 -5 24 -24 26 -1 28 -4 -8
right_child=2 -3 27 15 8 -7 7 -9 9 -11 -12 12 13 -15 -16 16 17 -19 21 20 -22 -23 23 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.0099932731505546057 0.0028098195299679934 -0.0078987762533815377 -0.000874345229123344 0.0086471095158515004 -0.0006953831035197217 0.0048296446173665027 -0.0068465457921463423 -0.012715190584342869 0.00086480456553390112 0.0060246570170332412 -0.012409883628977016 0.0064383500280524386 0.0079876123315245871 -0.014763799480125834 -0.0010779362186841203 -0.0073816938484116751 0.013136641623419633 0.010951320102025772 -0.00059228950007054614 0.0082518291476105926 -0.0071575396323391906 -0.0097813749769774146 0.0032655150105226757 0.0074576919897117507 -0.022133657958786881 -0.0056846179855796954 0.0071562214407834661 0.009376452303813676 -0.012836799490267519 0.0085946805973607168
leaf_weight=4.155212612822651 16.34207034856081 22.92696743644774 76.478534959256649 18.727036572992802 18.112398892641068 16.669664122164249 5.4282827228307742 11.488743737339972 60.150971561670303 24.890126734972 7.0008238032460204 108.96563876420259 17.974006012082103 4.8428096920251837 12.189969375729559 23.637023828923702 3.7583615556359282 5.4404893368482581 92.098130080848932 4.8304138742387321 12.826360594481228 8.3367130719125253 9.9580597653985041 8.4696007594466192 3.4828128367662421 54.461427766829729 8.4814566224813444 4.7807192951440802 4.0732396952807894 3.3715960681438446
leaf_count=110 62 554 485 60 70 52 45 104 217 73 52 368 52 39 53 231 7 16 778 18 128 80 38 23 25 785 39 13 47 9
internal_value=0.000320698 -0.00193386 0.00193711 -0.00140515 0.00271657 -0.000522359 -0.00295792 -0.00760371 0.0033959 0.00125045 -0.000519131 0.00461422 0.00528219 0.00168342 0.00432401 -0.00038127 -0.00151287 -0.000247556 -0.00083231 0.00220577 -0.00294195 -0.00135504 0.00444243 0.000848657 -0.00331595 -0.00432831 0.00151709 -0.000871061 -0.00147925 -0.000930376
internal_weight=674.35 281.59 392.76 258.663 307.427 53.3004 36.6307 20.2886 254.127 92.0419 67.1518 162.085 143.972 35.0068 30.164 191.565 133.271 109.634 104.193 58.2943 17.6568 100.435 40.6375 21.9105 13.4409 67.0981 12.6367 85.3325 80.5518 8.79988
internal_count=4633 2892 1741 2338 1196 272 220 158 924 342 269 582 512 144 105 1404 1112 881 865 292 146 858 146 86 63 934 149 545 532 54
is_linear=0
shrinkage=0.00929464


Tree=76
num_leaves=31
num_cat=0
split_feature=16 17 7 0 5 6 13 2 3 16 15 10 16 12 19 5 7 10 2 16 16 10 7 17 17 13 6 5 15 17
split_gain=12.6289 8.58933 7.27283 6.79931 8.13987 6.29118 8.55622 6.01366 8.09238 5.99076 5.51937 7.50234 17.2261 7.22363 5.27058 5.11342 5.09805 10.6558 5.88745 5.72151 10.5907 6.7118 7.00735 5.51827 5.68441 5.43536 6.83092 7.97449 6.60356 7.25829
threshold=20.394952307700002 162.04221493815001 29.911984439950004 86.345209775600011 20.389142059250002 16.375382608200002 117.39690118230001 325.13486840910008 70.561272091750013 20.034953149600003 32.99104187950001 64.630533455950015 20.804951349000003 133.59172866980003 14.551174033150001 19.480650800750002 19.164717746300003 64.730006406800015 312.25197865035005 11.864972254500001 9.7049773055000017 90.679004281900021 25.860263408900003 243.29790314680005 205.96542837505004 87.431346860350018 5.0851188130000002 2.7155367820000005 29.326787846200002 201.61829342215003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 7 4 -2 6 -6 9 -9 16 11 -5 -13 -12 -15 -14 -3 -18 19 20 21 22 -19 24 25 -21 27 -27 -28 -30
right_child=3 2 -4 10 5 -7 -8 8 -10 -11 13 12 15 14 -16 -17 17 18 -20 23 -22 -23 -24 -25 -26 26 28 -29 29 -31
leaf_value=-0.011358721520122982 0.01167594386589363 0.0071023760039534683 -0.013939171911867982 0.009044792615483915 0.0046504518455194096 0.00011724461013867185 -0.021029411581482981 0.0059685560170341196 -0.012871934604590411 -0.01481174039794606 0.011529207425665147 0.0058317724180862434 -0.011918121519969479 0.0023627052668441927 0.010618262966661966 -0.036040178073916941 -0.014836445507417546 -0.0095395266527651366 0.011974843161683933 0.016641727436436965 -0.013465392660857499 -0.013966227170189475 0.01112446961884698 0.013317468847594783 -0.0049029641502798572 0.0048779397785115508 0.0029727878201899842 -0.01485825422219539 -0.0063320280624866105 0.0069112131992412453
leaf_weight=14.409464150667189 9.7878464907407743 16.404946971684694 7.3054227139800778 6.9194259494543102 3.6437856033444387 111.22985199093819 5.7402557991445065 5.3918891139328506 14.31201585754752 4.7637825571000567 25.813170477747917 7.2524966001510602 2.980826660990715 80.607257954776287 15.906649515032766 3.0588442161679268 8.5328913927078229 3.8640721142292049 6.9213123396039 3.7606522738933554 15.080099781975148 3.8475936558097592 10.425468385219572 5.6105940714478484 32.474599411711097 5.525065552443265 124.88021134398878 9.6769030056893808 29.955444809049368 9.3220503740012628
leaf_count=365 36 112 256 23 12 571 51 37 205 39 105 29 19 344 48 23 255 49 43 21 288 119 49 22 279 35 645 187 326 40
internal_value=0.000254173 -0.00146105 -0.00101264 0.00234346 0.00018063 -0.000752217 -0.011058 -0.000708747 -0.00771632 -0.000234331 0.00432213 -0.00202297 -0.00778445 0.0053705 0.00372332 -0.0241349 8.23928e-06 -0.00042299 4.76094e-05 -0.000276859 -0.00534901 0.00139934 0.00553666 0.000484799 0.000150845 0.00104709 0.000720114 -0.00768525 0.0014985 -0.0031889
internal_weight=605.405 332.464 318.055 272.94 130.402 120.614 9.38404 310.75 19.7039 291.046 142.539 20.2116 13.2922 122.327 96.5139 6.03967 286.282 269.877 261.344 254.423 33.2172 18.1371 14.2895 221.206 215.595 183.12 179.36 15.202 164.158 39.2775
internal_count=4633 3372 3007 1261 670 634 63 2751 242 2509 591 94 71 497 392 42 2470 2358 2103 2060 505 217 98 1555 1533 1254 1233 222 1011 366
is_linear=0
shrinkage=0.0131069


Tree=77
num_leaves=31
num_cat=0
split_feature=16 19 15 13 7 6 3 8 8 2 19 3 3 16 13 3 17 18 18 12 17 5 2 9 4 7 9 4 16 2
split_gain=12.608 6.97406 6.8527 8.60002 10.0428 5.92601 4.99459 5.34323 9.22285 7.16552 6.29992 5.47474 12.7021 5.87113 13.4317 8.06155 7.63632 9.85052 12.4478 7.19829 7.2782 6.49925 11.9577 6.36824 5.26699 5.09077 9.74949 8.66739 4.84935 4.8229
threshold=18.594956516900002 9.4507625164000029 46.674706678850008 117.61735474900001 23.543468673550006 15.635365317800002 108.48197402175002 8.8430989333000021 9.5425530862500008 73.795394389500018 14.351157895250003 85.589753040950015 84.812788641250009 19.224955043700003 112.67059178900001 87.684061924550022 188.27285108100003 13.075178189100003 13.193283301750002 158.10685693470003 212.38791228795003 21.869642762900003 223.32247823975004 201.40496258350001 160.20223982390002 23.109894804950002 186.70853236170004 274.12249728105002 22.534947303500005 130.18547167755003
decision_type=2 2 2 2 2 2 2 2 2 2 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 28 -5 -3 7 11 9 -9 -11 12 -2 29 15 -15 17 -16 -19 -18 21 22 23 -21 -8 26 -23 -28 -4 -13
right_child=2 5 3 4 -6 -7 24 8 -10 10 -12 13 -14 14 16 -17 19 18 -20 20 -22 25 -24 -25 -26 -27 27 -29 -30 -31
leaf_value=-0.009762945100419685 0.0028013536023135176 -0.00084832128686238462 0.0026739876882487341 -0.0088427886765812588 0.0094127149676687775 -0.0088351743754937432 0.012473752833494851 0.0022556080606616299 0.0046193591663069829 -0.0023353537832851538 -0.018858742031957875 0.011608441005418545 -0.011486881142906467 -0.001658529120165818 0.0014911753038242639 -0.017044221820283645 0.0071609510324365105 -0.026270813869527999 0.0028306687539146574 -0.0036597769304270809 0.012140684409505184 0.0097437500059805986 -0.016185745510119611 0.0073885981971128882 -0.012620406627446887 0.0053641513021320851 -0.018239661205874586 0.00062999397310413354 -0.014262908364942296 0.00048984169467565649
leaf_weight=11.228994011878966 22.945202011615038 228.23973057232797 2.4131748303771046 5.8257295340299597 8.0925135314464551 10.942881446331738 1.1694432161748398 5.6539527326822343 12.532554589211939 4.2379763200879079 6.6850170232355595 15.059384368360044 10.059738736599682 13.360968291759493 45.877470184117556 5.3650648444890967 64.571157947182655 3.4519604220986357 3.16867396235466 13.986966542899614 8.3964792490005475 5.898588418960574 5.6334394812583914 10.097696803510187 4.7951296400278807 50.513923391699791 4.6200162917375547 6.7102818489074707 8.9390286803245527 6.1867668181657782
leaf_count=326 95 2195 10 50 29 371 11 23 49 19 54 43 98 63 203 45 243 28 14 61 28 16 49 33 80 197 32 28 104 36
internal_value=0.000225921 -0.00159709 0.00150734 -0.00381422 0.00177155 -0.00121373 0.00191365 0.00209008 -0.00224403 -0.00743292 -0.0124479 0.00251645 -0.00155363 0.00302742 0.00255763 -0.00606658 0.00328207 -0.000253438 -0.0123427 0.00437113 0.00266939 0.00185342 -0.00228018 0.000972347 -0.00770032 0.00366679 -0.00130976 -0.00706425 -0.0106626 0.00837076
internal_weight=606.66 250.412 356.248 25.2704 13.9182 239.183 330.978 325.013 29.1095 16.5769 10.923 295.904 33.0049 262.899 241.653 18.726 222.927 52.4981 6.62063 170.429 105.857 97.4609 29.7181 24.0847 5.96457 67.7428 17.2289 11.3303 11.3522 21.2462
internal_count=4633 2892 1741 193 79 2566 1548 1457 145 96 73 1312 193 1119 1040 108 932 245 42 687 444 416 143 94 91 273 76 60 114 79
is_linear=0
shrinkage=0.0106021


Tree=78
num_leaves=31
num_cat=0
split_feature=16 5 5 10 0 5 9 0 7 17 14 19 13 13 15 2 6 2 13 5 12 0 9 0 3 2 5 2 15 3
split_gain=44.7977 15.8833 12.107 13.5588 12.8544 12.8706 11.2737 9.87295 10.1284 9.67609 9.57862 9.28315 9.15173 10.2565 10.7738 11.6022 10.0416 10.3139 11.0177 8.65902 8.43255 8.33097 8.19579 7.66769 7.65783 6.51053 6.50286 9.49734 8.6967 6.46771
threshold=18.594956516900002 23.605484525250002 11.783123780850001 74.927328095600004 98.51854819030001 13.812766882300002 186.70853236170004 102.75018128760001 24.123805364200006 193.50449793755004 195.37489133290003 12.751028791950002 112.67059178900001 111.38282034450002 29.326787846200002 90.828344481500011 16.455384477450004 199.01127796720002 117.62810858150002 20.769304081650002 207.49943573995003 82.250688042950017 226.58992707320002 86.09518316945001 87.130239549750016 131.42729508740004 16.222050829800004 85.298498744850022 23.672254530550003 85.589753040950015
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 12 -1 9 20 7 -7 -6 -9 10 -4 -12 13 14 -2 -16 23 -18 -19 29 26 -13 -3 -14 -15 -25 -5 -28 -29 -17
right_child=1 22 3 4 5 6 -8 8 -10 -11 11 21 16 24 15 19 17 18 -20 -21 -22 -23 -24 25 -26 -27 27 28 -30 -31
leaf_value=-0.0027106114503334215 0.0030842336408705992 -0.00085298156446958582 -0.0040951838079623659 0.0040423894920631458 0.0029708286103623674 0.0028902771908504098 -0.0036915457237798547 0.0064110139448948595 -0.0042313208910948769 -0.0061879292568010856 -0.0018398102349302206 -0.0034378952620892334 0.0001433416816838526 0.0018633079901096846 -0.0077477151372650965 -0.00069802154109859578 0.0015539969986407423 -0.0080290178886257869 0.0038256799503126131 -0.0064729425881159099 0.0053003662451110243 0.0044770218039630865 0.0053927697318203512 0.004788638772425126 -0.0080470884717196364 0.0025570041566341877 0.0026396770583621233 -0.010506308167062536 0.00063572920088067247 0.0041750977729525076
leaf_weight=91.412270773202181 32.095640420913696 88.231933996081352 22.317286770790815 9.1080802157521266 28.653356462717056 7.7613556236028662 35.734580758959055 2.7318004667758933 11.071284454315899 12.146412532776592 30.734948318451643 4.2548853345215347 18.806760028004646 2.8645749688148481 5.1257600709795943 16.560438483953483 83.17136462777853 5.8176328688859922 2.8678771480917931 4.0615408755838862 17.844959743320942 13.9132371135056 5.466791719198226 56.531463921070099 5.7354028150439262 73.908170074224472 7.2582741715013963 3.791932187974453 3.1359362974762917 11.177381016314028
leaf_count=1203 99 554 386 25 110 28 325 6 107 159 285 78 70 10 51 84 271 48 9 43 47 69 13 172 47 241 23 29 12 29
internal_value=0.000242479 0.00130303 -0.00120647 -0.000553143 0.000464432 -0.000624668 -0.00251709 0.00131409 -0.00212507 -0.00210442 -0.00140799 -0.000181675 0.00182972 0.000351437 0.00098658 -0.000836719 0.00230564 0.00101799 -0.0041147 0.00027727 0.0027399 0.00262339 -0.000488577 0.00309815 -0.00474602 0.00352418 0.000778404 -0.00131721 -0.00546281 0.00126568
internal_weight=714.293 412.423 301.871 210.458 127.092 85.9524 43.4959 42.4564 13.8031 83.3668 71.2204 48.9031 318.724 77.6207 69.0208 36.9251 241.103 91.8569 8.68551 31.7994 41.1392 18.1681 93.6987 149.246 8.59998 130.44 23.2942 14.1861 6.92787 27.7378
internal_count=4633 1741 2892 1689 712 576 353 223 113 977 818 432 1174 363 306 207 811 328 57 156 136 147 567 483 57 413 89 64 41 113
is_linear=0
shrinkage=0.00494996


Tree=79
num_leaves=31
num_cat=0
split_feature=16 15 10 10 4 7 6 2 0 17 17 19 15 15 10 17 5 7 14 19 10 16 16 4 18 13 16 18 2 17
split_gain=22.343 10.1461 8.90634 7.92302 9.37656 10.5588 13.0272 9.53051 9.31586 8.88924 9.2958 8.66183 8.95412 7.96468 7.76538 7.62376 7.70057 7.56888 7.05908 8.83817 7.05106 13.5743 9.09105 8.01536 6.3487 6.13414 6.0275 7.07246 5.9678 5.61965
threshold=18.594956516900002 46.055224235250002 90.937096262400004 74.927328095600004 309.31594811510007 26.296311413900003 4.200098134650001 296.32908460740003 104.22883325935001 195.59800312745003 194.75204781875001 12.651020723000002 24.089489904150003 8.0321742805500005 60.87206898960001 179.88087463185005 13.713273242250002 28.961691114250005 195.37489133290003 12.751028791950002 64.369753017350021 21.074950717600004 22.454947490600002 398.74932484100003 16.728115295100004 82.420060905150009 23.044946110900003 13.164254432300002 216.39684782960003 172.68891404560003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 14 3 9 8 6 -6 17 11 10 18 15 -13 -10 -2 16 -5 -7 -1 29 22 28 -16 -24 -4 -9 27 -3 -22 -20
right_child=1 26 24 4 5 7 -8 25 13 -11 -12 12 -14 -15 20 -17 -18 -19 19 -21 21 -23 23 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.0061169847669747595 -0.0017749346557991016 -0.0096211602010815699 0.013402816056395379 0.0037065029128222991 -0.0058463393371877516 -0.0031976239588235008 0.0064271207601605349 0.0037775517857838925 0.010396917386113388 -0.0091095801789584409 0.015614356526218209 -0.0088857701838164996 0.0014527835935985668 -0.0076365115708182801 0.0065731743022757021 0.002235087205234511 -0.0082390912044629106 0.0063337002613159223 -0.00045503005689917405 0.003339963524983911 0.0017515018739681402 -0.0099131480696171021 0.0017779138051437233 0.0074358564703874532 -0.0069484933433089733 -0.0090714476438224848 0.0066065044277606915 -0.0014183208395354651 -0.0056358790199650755 -0.0067814413877001472
leaf_weight=19.739474184811115 30.707302819937468 7.9189090095460442 0.88939464464783924 4.572768833488225 5.6254585310816756 8.2815815359354072 32.842103328555822 2.6256530657410613 1.4746884182095552 11.082567758858202 1.6379132717847813 11.752188056707384 7.7011929899454108 17.513628929853439 32.545213811099529 49.730924643576145 8.6969995908439142 10.485358219593762 17.903976250439886 17.892742197960615 93.217481464147568 6.4155204296112052 157.10633004829288 15.255694791674612 19.870427031069994 9.6368648335337621 3.6172809153795233 22.207978378981352 6.4963475689291945 13.814506152644752
leaf_count=392 247 90 5 23 81 61 114 15 4 162 6 130 58 271 118 233 124 44 170 166 404 39 589 50 549 126 10 143 51 158
internal_value=0.00023492 0.00141537 -0.00138411 -0.000999089 -8.53141e-05 0.00202339 0.00463226 -0.00121085 -0.00152997 -0.00290232 -0.00193326 -0.000446218 -0.00479295 -0.00623598 0.0018003 0.000895967 -0.00412263 0.00212766 -0.00234769 -0.000847953 0.00215327 0.00059418 0.00296078 0.0022787 -0.0060766 -0.00632022 -0.00248308 -0.00357445 0.00127021 -0.0032104
internal_weight=649.258 375.488 273.77 253.011 170.939 69.497 38.4676 31.0295 101.442 82.0712 70.9886 82.4541 19.4534 18.9883 341.744 63.0007 13.2698 18.7669 69.3507 49.6112 311.037 106.129 204.907 172.362 20.7598 12.2625 33.7442 30.1269 99.7138 31.7185
internal_count=4633 1741 2892 2338 1284 441 195 246 843 1054 892 568 188 275 1498 380 147 105 886 494 1251 494 757 639 554 141 243 233 455 328
is_linear=0
shrinkage=0.00745228


Tree=80
num_leaves=31
num_cat=0
split_feature=5 17 0 7 18 9 15 5 15 13 7 0 10 4 13 5 13 19 16 2 7 15 17 3 18 13 19 2 8 8
split_gain=12.9446 7.56948 6.25046 7.62757 6.33996 6.0291 6.98027 6.33295 5.52708 8.18584 9.24977 6.31778 10.0005 7.00503 6.53947 9.97663 5.50676 5.46706 8.55364 5.1124 5.01408 9.2429 5.21858 5.00041 8.81374 5.2312 5.21406 4.76957 5.27746 7.81513
threshold=12.306951632950001 168.62011096010002 102.75018128760001 24.123805364200006 17.108018746400003 44.621685408200008 26.912781836550003 13.713273242250002 46.674706678850008 117.61735474900001 23.543468673550006 98.51854819030001 78.196493182200015 196.82258699960002 118.84598011460001 30.133297129900004 103.39541123890002 9.4507625164000029 8.6249798310500019 178.46521675150004 22.791048179400004 23.457191196800004 193.82504409230003 75.790323155500019 16.115468395400004 96.789869612400011 11.450923895500003 45.979371440700014 8.8430989333000021 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=17 5 4 -4 8 -2 7 -7 11 -10 -11 14 16 -14 27 -16 -13 -1 -19 -9 21 22 -20 24 26 -26 -22 -3 -29 -30
right_child=1 2 3 -5 -6 6 -8 19 9 10 -12 12 13 -15 15 -17 -18 18 20 -21 23 -23 -24 -25 25 -27 -28 28 29 -31
leaf_value=-0.015590787780768429 0.016536842074522884 0.016277928739364792 0.012348121860176562 -0.012561915680834335 0.010942229914301931 0.012477565732952415 0.0045587623404388863 -0.017188248876974729 -0.014213998746868557 -0.011583569935806127 0.012373728128040601 -0.019666285119665512 0.01626648377771038 -0.0032846446449737027 -0.018583171817824932 0.011705460477234883 -0.0030698908418103662 0.0092342482858383881 0.00056786884361114656 -0.0039281308955993648 -0.0099296179029909493 -0.013540284120699327 0.023413548139156311 -0.016086391751030937 -0.011439409446843589 0.012477660140626474 0.012266592433809599 0.0029990470569840623 -0.010963655426227395 0.010656203847412895
leaf_weight=9.1017941161990148 2.5520677119493476 5.4042419195175162 3.2335393875837317 12.281238509342073 15.740329306572674 2.3924656510353115 9.1332254130393249 15.698272386565806 11.09234080836177 5.7373787425458422 8.0841958969831449 8.8932060562074202 6.0697696208953884 10.276807501912115 7.0122928582131845 3.3444552235305309 7.8267938569188109 9.2468177359551174 4.3610703609883767 9.8552126567810756 3.0996577441692335 4.8710827678441992 3.9839893542230129 11.498339064419268 24.93314405344427 2.0617059394717208 7.6241296045482159 364.09265062771738 12.818763978779318 4.7796393148601046
leaf_count=306 6 13 10 147 61 14 68 370 114 50 29 93 17 60 90 13 61 104 39 95 52 61 14 176 464 10 41 1965 67 23
internal_value=0.000322345 0.00114784 0.00164166 -0.00737025 0.00193841 -0.0049165 -0.00639308 -0.00997233 0.00162722 -0.00498092 0.00242898 0.00200964 -0.00405078 0.00397503 0.00251384 -0.00880221 -0.0118974 -0.00505603 -0.00371835 -0.0120742 -0.00563672 0.00225482 0.0114746 -0.00775583 -0.00521629 -0.00961277 0.00585089 0.0028166 0.00262601 -0.00509181
internal_weight=607.101 526.319 486.688 15.5148 471.173 39.6312 37.0792 27.946 455.433 24.9139 13.8216 430.519 33.0666 16.3466 397.452 10.3567 16.72 80.7817 71.6799 25.5535 62.4331 13.2161 8.34506 49.217 37.7186 26.9948 10.7238 387.095 381.691 17.5984
internal_count=4633 3366 2813 157 2656 553 547 479 2595 193 79 2402 231 77 2171 103 154 1267 961 465 857 114 53 743 567 474 93 2068 2055 90
is_linear=0
shrinkage=0.0144301


Tree=81
num_leaves=31
num_cat=0
split_feature=16 17 7 15 8 17 18 2 17 16 3 9 7 17 8 6 15 15 16 18 10 17 4 5 13 3 10 7 6 6
split_gain=11.2879 7.34728 6.81241 6.30283 5.68402 6.60967 8.20496 7.46166 7.59626 7.23258 8.71733 6.70342 5.5268 5.7307 5.34135 7.92469 5.18892 6.41047 4.88426 5.7891 11.6618 9.82833 5.13256 6.23508 6.06536 7.24237 4.79676 5.92425 9.25191 5.6056
threshold=20.394952307700002 162.04221493815001 29.911984439950004 46.055224235250002 8.8430989333000021 188.27285108100003 13.075178189100003 106.99702195580001 199.59317753375004 22.624947093000003 93.469623821300004 185.00606802455005 22.532843451200005 186.34046889365004 9.3427090425500019 16.645388916850006 28.579157549250002 28.298162031900002 20.034953149600003 14.032563378150002 67.031326566450005 196.21449749970003 179.89634997090005 20.556063402800003 109.34496908160001 83.511574906150017 55.782817748650011 19.052023743050004 16.345381907250005 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 -1 16 4 5 6 12 8 11 10 -9 -7 13 -2 15 -6 17 26 19 20 -18 -21 -23 24 25 -24 -3 -28 29 -29
right_child=3 2 -4 -5 14 7 -8 9 -10 -11 -12 -13 -14 -15 -16 -17 18 -19 -20 21 -22 22 23 -25 -26 -27 27 28 -30 -31
leaf_value=-0.016226229700297884 0.0015760264416390295 -0.0238161418582125 -0.020607961411215799 -0.0049294250569391213 -0.0027804493771348957 -0.004652753369972033 -0.021625266687089209 0.0025720045957362725 -0.0059529462052295484 0.010332083210967812 -0.023143125411914194 0.019463283396865823 0.011459291773114753 -0.021080171337344428 0.0035912225260299052 -0.037801874409803295 -0.020248257674508836 0.016801976772952254 -0.029210996570842005 -0.021286927448124288 0.020547583880162305 -0.028581983924030132 0.0046136555798712078 -0.023293313811541386 0.014083733273008036 -0.024232718602220069 0.013720348149981847 -0.0020895812381054599 -0.02303106277070131 0.0047210416816025787
leaf_weight=13.248892545700071 18.541509818285707 3.2458575516939154 6.8619795050472012 30.846217151731253 7.2911139428615588 4.9395039975643149 6.3615043237805358 64.390267319977283 6.4938902258872977 48.973940327763557 5.4086629822850218 37.348652139306068 15.01763544231653 5.4728718325495711 14.039810806512831 3.6797263436019421 3.9295662213116875 8.5676176957786065 3.2538810595870009 14.281296757981179 8.1580722890794259 2.5338263586163512 10.324447453022009 3.7414315994828931 11.634618043899534 4.8378406986594191 11.329282958060501 148.75907833687961 6.8082802798598996 66.049941688776016
leaf_count=365 98 79 256 239 32 20 37 273 31 182 33 140 49 30 63 34 54 31 32 199 24 33 55 61 35 75 61 1468 215 329
internal_value=0.000390141 -0.00203448 -0.00143628 0.00334479 0.00441736 0.00544782 -0.00113728 0.00723183 0.013638 0.00460073 0.00057936 0.0166464 0.00220189 -0.00358732 -0.00435627 -0.014527 -0.0010084 0.000270752 -0.00600217 -0.00473169 0.00728528 -0.00779919 -0.00197489 0.000232754 0.00351751 -0.00459037 -0.0003289 -1.63074e-06 -0.000703111 4.56382e-06
internal_weight=596.371 327.566 314.317 268.805 237.959 212.948 45.3935 167.555 48.782 118.773 69.7989 42.2882 39.032 24.0144 25.0107 10.9708 307.455 244.76 62.695 59.4411 12.0876 47.3535 33.0722 30.5383 26.7969 15.1623 236.192 232.947 221.617 214.809
internal_count=4633 3372 3007 1261 1022 893 214 679 191 488 306 160 177 128 129 66 2751 2183 568 536 78 458 259 226 165 130 2152 2073 2012 1797
is_linear=0
shrinkage=0.0194548


Tree=82
num_leaves=31
num_cat=0
split_feature=16 10 5 0 0 18 16 16 7 16 16 7 19 2 13 13 15 2 5 6 10 15 12 9 6 9 0 16 5 15
split_gain=28.5039 10.054 9.99346 9.12885 7.51259 9.5949 8.07611 10.2119 11.7214 7.38871 8.19511 9.3449 9.33955 7.16317 6.36676 10.6007 9.25218 10.5596 8.20193 7.59391 8.68372 8.35066 11.7525 6.36646 6.13632 8.39396 6.06069 6.04592 6.05238 7.88977
threshold=18.594956516900002 90.937096262400004 23.714185006400005 95.44832900530001 97.886760529650019 17.327266398450003 17.684958644900004 9.7049773055000017 26.296311413900003 16.224962059000003 14.184966829400002 20.558604996750002 11.950964240300001 217.42844949650001 112.67059178900001 111.38282034450002 29.326787846200002 90.828344481500011 20.769304081650002 16.455384477450004 61.917879202350001 41.54912092575001 216.20511703005005 226.58992707320002 11.135260173550002 66.544071737050004 92.168410086200012 16.684960983300005 16.222050829800004 23.949961253350004
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 3 14 24 27 9 7 -7 -9 10 11 -6 -12 -14 15 16 -2 -18 -19 20 -16 22 -21 -4 -1 -26 -17 28 -5 -30
right_child=2 -3 23 4 5 6 -8 8 -10 -11 12 -13 13 -15 19 26 17 18 -20 21 -22 -23 -24 -25 25 -27 -28 -29 29 -31
leaf_value=-0.0081906865500749049 0.0039333367143252812 -0.0056838842574626442 -0.0010321340847906277 0.0068592118471225106 0.009683925419514525 0.0056188149924544916 0.0086473604028317573 0.0075112363633800866 -0.0048645515823864342 -0.0064868504259876902 0.0044707467280014242 -0.0040123940998686471 -0.0040462135706164255 0.003445894727371519 -0.0054779035388778938 -0.011214775347213241 -0.010289888912860907 0.0017032244522094512 -0.0087573313929600466 0.0008264262730776704 0.0039184251103716976 0.0046692068172529307 -0.0086319578032249978 0.0068884944017580376 0.0014980847444047455 -0.0039706383516886559 0.00063798644138477747 -0.0022614925298473482 -0.0019569273211541413 0.0059497064666375228
leaf_weight=9.2210408858954889 30.649343013763428 22.305288573727012 80.158868875354528 13.947586789727209 2.3752327859401694 11.349874924868343 6.5837597846984854 4.3701146245002773 16.693476300686598 14.6238567084074 17.947299398481846 44.33693141117692 19.051906898617748 8.2874797135591489 4.6072949692606917 5.2539695575833303 4.8952397257089606 26.398063793778423 3.892373375594615 61.07745847851038 131.26533774286509 22.093440249562263 6.586403001099824 4.8716600537300101 18.314857911318541 41.446135079488158 3.1068349480628967 11.329260125756262 13.98861473798752 9.652846232056616
leaf_count=135 99 554 532 43 4 39 17 13 171 159 67 499 150 43 24 44 51 113 44 224 470 61 53 13 106 708 13 93 64 27
internal_value=0.000262089 -0.00134718 0.00145727 -0.00098011 -0.000234514 -0.00100074 0.00185459 0.00047485 -0.00229692 -0.00204507 -0.00133902 -0.00331596 0.000700151 -0.00177511 0.00203456 0.000325056 0.00123123 -0.00112251 0.000359025 0.00259671 0.00359981 0.00107826 -9.42532e-05 -0.000578337 -0.00308279 -0.00229465 -0.00681035 0.00204638 0.00334476 0.00127136
internal_weight=670.682 285.826 384.856 263.52 194.538 145.62 38.9972 32.4135 21.0636 106.623 91.9989 46.7122 45.2867 27.3394 299.826 74.1958 65.835 35.1857 30.2904 225.63 135.873 89.7573 67.6639 85.0305 68.982 59.761 8.3608 48.9183 37.589 23.6415
internal_count=4633 2892 1741 2338 1389 1162 240 223 184 922 763 503 260 193 1196 364 307 208 157 832 494 338 277 545 949 814 57 227 134 91
is_linear=0
shrinkage=0.00672725


Tree=83
num_leaves=31
num_cat=0
split_feature=5 17 5 10 17 13 2 8 13 17 8 6 10 5 3 7 18 15 13 7 13 0 9 0 5 5 12 17 16 19
split_gain=10.9083 7.35548 6.82335 8.83696 8.83661 5.54592 6.57445 6.59778 4.61713 5.59144 4.26763 10.1915 9.94269 6.63291 4.29114 8.86644 5.38218 4.57069 6.53958 9.32539 5.9008 17.9203 8.83951 5.95816 10.425 8.14285 6.24897 5.67987 5.67664 10.6242
threshold=7.754880527600001 168.62011096010002 5.3654262215500008 90.679004281900021 201.39543491635001 120.78166996855002 167.53567362910005 3.6471537973500001 86.968932061850012 190.92966541395 1.6487133604500002 5.4301268740500008 87.447477609100005 8.3129063967000025 101.29303698090001 20.714163848350005 11.890615410500002 46.674706678850008 117.61735474900001 23.543468673550006 109.34496908160001 95.44832900530001 179.11733629770001 97.886760529650019 14.608687763150002 16.222050829800004 97.388883832800005 172.18378740490002 19.224955043700003 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=2 5 3 4 8 6 -2 -8 -1 -10 13 -12 14 -3 15 -13 -16 20 -19 -20 21 27 -22 25 26 -23 -25 -17 -24 -30
right_child=1 10 -4 -5 -6 -7 7 -9 9 -11 11 12 -14 -15 16 17 -18 18 19 -21 22 23 28 24 -26 -27 -28 -29 29 -31
leaf_value=0.016825127876472567 -0.014773060929027582 0.013716345543884085 -0.018972363108662484 -0.018427425946629949 -0.019932571579454324 0.013594108464838163 0.004896534999623667 -0.023674012386759955 0.0099225215360397839 -0.019693820160093002 0.02914303133749296 0.014909084595556015 -0.019018554014693562 -0.022136228985079338 0.0059840467671460826 0.0093869948286415851 -0.015057203922553572 -0.015696382471207918 -0.016268179640961264 0.013779804540199302 -0.026507812221323344 0.017850690971890671 0.012599231905703839 -0.020586792610906037 -0.0096951296491920649 0.0027612057733715956 0.0048643493773598539 -0.014063992359654385 -0.020457317003092636 0.0037701212966252569
leaf_weight=8.5095942430198281 19.90283065661788 2.1586119197309008 12.118489155545829 8.4488033149391395 4.1610715910792342 3.8155317455530158 13.554422110319139 2.8837792742997399 4.926672711968421 3.0280121229588985 3.9597556348890057 15.358716234564779 6.840986004099249 5.115828163921833 5.72761889360845 3.3798542488366357 9.521994620561598 10.591487523168327 4.8709824606776229 8.0769675970077497 2.8313847929239264 14.254102334380148 20.635165251791477 2.997421119362115 25.556180011481047 40.171675357967615 53.380679704248905 30.074637332931161 5.4457211531698695 239.98744098469615
leaf_count=45 486 17 279 312 69 13 86 53 32 51 14 65 177 73 47 18 220 114 48 29 18 46 75 46 220 192 315 398 37 1038
internal_value=0.000354207 0.000990597 -0.00815971 -0.00365285 0.00239928 -0.00607766 -0.00814304 -0.000115641 0.00804329 -0.00135117 0.00154612 0.00173451 0.00151732 -0.0114974 0.00180236 0.00208833 -0.0071543 0.00166235 -0.00570069 0.00247584 0.00205742 -0.000445724 0.0036382 0.00231411 -0.000607993 0.00671314 0.0035112 -0.0116948 0.003959 0.00323256
internal_weight=592.286 551.094 41.1926 29.0742 20.6254 40.1566 36.341 16.4382 16.4643 7.95468 510.937 503.663 499.703 7.27444 492.862 477.612 15.2496 462.254 23.5394 12.948 438.714 169.815 268.9 136.36 81.9343 54.4258 56.3781 33.4545 266.068 245.433
internal_count=4633 3845 788 509 197 638 625 139 128 83 3207 3117 3103 90 2926 2659 267 2594 191 77 2403 1235 1168 819 581 238 361 416 1150 1075
is_linear=0
shrinkage=0.017152


Tree=84
num_leaves=31
num_cat=0
split_feature=16 5 10 10 17 5 15 14 4 7 14 19 13 18 19 13 13 13 15 6 10 5 2 2 5 0 6 2 9 5
split_gain=26.6083 9.75784 8.81409 8.32742 9.2509 9.05617 10.8649 8.53187 8.32133 10.7145 10.1479 7.61495 7.3491 10.7368 10.891 13.1378 6.46955 11.0717 10.3291 9.12503 8.81376 8.65691 12.7668 8.24649 8.45921 6.69362 7.5355 6.54884 6.4538 6.10025
threshold=18.594956516900002 23.714185006400005 90.937096262400004 74.927328095600004 195.59800312745003 10.36813655115 18.019770707250004 195.37489133290003 309.31594811510007 25.606038725250006 366.02505068985005 12.751028791950002 95.811270852950017 17.370891598500005 12.851036860900001 98.050756475600011 112.67059178900001 111.38282034450002 30.054399297400007 16.455384477450004 61.917879202350001 22.825270530250005 191.54391932205002 90.828344481500011 20.769304081650002 86.09518316945001 14.705343588000002 326.27519084675004 226.58992707320002 1.6209823962500003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 16 3 4 7 6 29 -1 12 -10 -11 -9 -7 14 15 -14 17 18 -2 20 -18 22 -21 -20 -25 -22 27 -27 -3 -5
right_child=1 28 -4 5 -6 8 -8 11 9 10 -12 -13 13 -15 -16 -17 19 -19 23 21 25 -23 -24 24 -26 26 -28 -29 -30 -31
leaf_value=-0.0056028902777464674 0.003676686771208634 -0.0011314850185462084 -0.0056229867947699286 0.0079598268206082061 -0.0083937331478945113 -0.0080446075212417065 -0.0072944167107123394 -0.0023725265139850965 0.006484056021195961 0.0037326514545530758 -0.0054034580421868095 0.0029982848546130161 -0.0081275913176323336 0.0072786618558731324 -0.0076337644517427044 0.0015107090118834233 -0.00548191308703724 -0.0069836147832120863 -0.01045377626619784 0.00061917268644376465 6.246400765510984e-05 0.0043292017948022444 -0.0091717693955430373 0.001450400817033999 -0.0090811614506631812 -0.005145998431778021 0.0051305801077145049 0.0057074295862870007 0.0069834685811885318 -0.0014728312133079446
leaf_weight=20.158601136878133 35.987927094101906 76.610005505383015 20.534410551190376 3.664932698011401 11.561327408999203 5.5829991772770873 15.849770620465277 33.204660115763545 22.434287637472153 13.36221492663026 9.753428887575863 19.391879776492715 7.5446631833910933 8.4660173505544645 9.4556730762124044 50.167776897549629 4.7171072140336028 8.6393743157386762 4.3045466095209148 58.050892241299152 17.506908997893333 24.481029331684113 6.9112709537148467 21.609647512435917 4.2290365211665621 6.5080903470516187 105.85013448446989 4.2694329395890236 4.8314559906721106 24.002464048564434
leaf_count=392 121 532 554 9 162 90 253 330 67 55 88 170 121 23 92 230 24 57 46 214 67 73 51 96 44 37 352 14 13 256
internal_value=0.000285687 0.00144263 -0.00133117 -0.000985015 -0.00273524 -0.00011839 -0.00279876 -0.00183606 0.00080174 0.0031315 -0.000122244 -0.000392356 -0.000504883 5.16681e-05 -0.000859238 0.000250708 0.00200499 0.000266436 0.00121358 0.0025744 0.00366711 0.00087808 -0.000422478 -0.00172711 -0.000273308 0.00398885 0.00457824 -0.000846496 -0.000650071 -0.000223344
internal_weight=659.642 384.507 275.135 254.601 84.3165 170.284 43.5172 72.7551 126.767 45.5499 23.1156 52.5965 81.2171 75.6341 67.1681 57.7124 303.065 74.7705 66.1312 228.295 138.852 89.4432 64.9622 30.1432 25.8387 134.135 116.628 10.7775 81.4415 27.6674
internal_count=4633 1741 2892 2338 1054 1284 518 892 766 210 143 500 556 466 443 351 1196 364 307 832 494 338 265 186 140 470 403 51 545 265
is_linear=0
shrinkage=0.00680984


Tree=85
num_leaves=31
num_cat=0
split_feature=16 5 10 10 17 5 15 4 7 14 17 5 13 18 19 13 13 2 6 16 13 14 19 18 18 6 9 0 5 0
split_gain=27.8623 10.3606 9.7014 8.56451 8.68524 8.47196 12.1845 8.53728 10.9876 9.55972 8.19441 7.75863 7.67256 10.4756 10.6387 13.6428 6.64235 14.115 13.4651 9.04643 8.41782 6.63052 8.71672 6.15195 8.99956 8.18585 6.0448 6.04338 6.92034 10.7178
threshold=18.594956516900002 23.605484525250002 90.937096262400004 74.927328095600004 195.59800312745003 10.36813655115 18.019770707250004 309.31594811510007 25.606038725250006 366.02505068985005 194.75204781875001 1.6209823962500003 95.811270852950017 17.370891598500005 12.851036860900001 98.050756475600011 115.13321943645001 216.39684782960003 16.425383776450001 22.454947490600002 116.86189801435002 195.37489133290003 12.751028791950002 16.161386252450004 18.324911823050005 2.7350639043000005 40.734022239000005 102.65877371115 15.332427622700001 98.230883170350012
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 16 3 4 10 6 11 12 -9 -10 21 -5 -7 14 15 -14 17 18 -2 -18 -21 -1 -23 25 -25 -13 -27 28 -17 -30
right_child=1 -3 -4 5 -6 7 -8 8 9 -11 -12 23 13 -15 -16 27 19 -19 -20 20 -22 22 -24 24 -26 26 -28 -29 29 -31
leaf_value=-0.0055067296256779957 0.0019792378004119069 -0.00058482670235568315 -0.0056440121097834171 0.0085011303656552656 -0.0082505705449252929 -0.00794418230038379 -0.007193091987458114 0.0064948197939088221 0.0035459443289558492 -0.0051869795564981986 0.012736703286722398 0.0093470055521853203 -0.0080424327208598826 0.0071509087973928376 -0.0075047305678661181 0.0050594932435815091 0.0061923265943659937 -0.0076836663038948282 -0.009677415365899519 0.0066636698842483426 0.0016450493172232425 -0.0030154456825301421 0.0027710714602210361 -0.0069251959068718626 0.0059007520032615165 -0.007938116616854363 0.0065867270315391408 -0.0058613036947595346 0.0020506228158547446 -0.0091365470407139288
leaf_weight=20.163940953090787 93.911663308739662 87.430095005780458 21.886265313252807 4.2002780809998539 11.218244273215531 5.8716656751930705 16.6650730073452 22.318424988538027 13.574431508779528 9.7992069460451585 1.6998969502747048 4.55523379892111 7.8102959357202044 8.3898767754435521 9.3462184295058233 21.422635622322559 30.126669004559517 8.3883791267871839 4.7254414707422248 16.949708133935928 144.81316062062979 33.088264878839254 18.386509632691741 11.601597163826225 3.1602901443839064 3.6618147678673267 2.0175400711596012 4.5646745637059203 19.339169379323724 4.8663063421845427
leaf_count=392 397 567 554 9 162 90 253 67 55 88 6 9 121 23 92 74 103 64 27 51 532 328 166 164 16 54 13 44 67 45
internal_value=0.000282919 0.00145539 -0.00133714 -0.000971387 -0.00272915 -0.000113064 -0.00259612 0.000781474 0.00311345 -0.000115263 -0.00188457 2.7768e-05 -0.000524148 5.10892e-05 -0.000833354 0.000241626 0.00205214 0.000707214 0.0014208 0.00280227 0.00217091 -0.00223152 -0.000948533 -0.00139605 -0.00417936 0.00261846 -0.0027783 0.00153067 0.00227017 -0.000198463
internal_weight=665.953 386.345 279.608 257.722 84.5569 173.165 45.8618 127.303 45.6921 23.3736 73.3386 29.1968 81.6108 75.7392 67.3493 58.0031 298.915 107.025 98.6371 191.89 161.763 71.6387 51.4748 24.9965 14.7619 10.2346 5.67935 50.1928 45.6281 24.2055
internal_count=4633 1741 2892 2338 1054 1284 518 766 210 143 892 265 556 466 443 351 1174 488 424 686 583 886 494 256 180 76 67 230 186 112
is_linear=0
shrinkage=0.00673799


Tree=86
num_leaves=31
num_cat=0
split_feature=16 19 12 15 16 16 8 7 10 16 16 15 17 0 17 18 4 12 16 17 14 6 15 5 12 18 15 6 5 12
split_gain=11.1103 6.12506 5.78386 9.75923 8.63645 9.04245 8.28324 6.56256 9.63708 8.00216 8.02583 6.31518 6.24954 6.99737 5.88348 7.98323 5.29007 14.1614 9.51777 8.23811 9.84017 7.28722 5.86439 5.32478 5.22389 4.91538 4.86425 6.40503 11.3126 4.83944
threshold=18.594956516900002 8.9507221716000007 216.20511703005005 26.384523135650003 14.184966829400002 14.274966618900002 1.3489472949000001 26.296311413900003 71.658163008950012 9.7049773055000017 17.874958200600002 5.1773271655500013 236.15709471040003 102.21786657775002 207.48293496715004 15.917243450850002 309.25865594525004 254.38400358715003 22.674946976100003 203.09927826650002 385.54727331575003 14.995350363950001 46.723315192750007 23.967536448650005 371.73724940330004 16.622853636350005 6.8054746905500005 11.755274660100001 13.713273242250002 235.88806624395002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 4 6 26 -6 11 8 -8 -9 -11 -4 13 14 15 -7 22 -18 19 20 23 24 -2 -19 -21 -5 -3 -28 -29 -13
right_child=16 2 3 25 5 12 7 9 -10 10 -12 29 -14 -15 -16 -17 17 18 -20 21 -22 -23 -24 -25 -26 -27 27 28 -30 -31
leaf_value=-0.018821403006046449 0.0037580998431111655 0.019895675422025947 0.016557571249062288 -0.021378158435707621 0.016827900932380138 -0.0033384026018165166 -0.0039820557389875751 0.014288252556802253 0.01337620231571301 -0.014449502916285734 0.018908892277576059 0.0074769063434089664 0.020302841889688818 -0.019847626070138888 -0.018232175253823767 0.012662725389370614 -0.018889791816928347 -0.015335745124470741 0.015312334045971789 -0.020248993316595892 -0.023254892954244488 0.012740965225001852 -0.013975892611350332 0.0075826449781672247 0.0093218779165335029 0.0061871403666199825 -0.018503172401002157 0.014066427015509394 -0.015049041084405402 -0.019172497333498385
leaf_weight=6.5794563330709925 275.59231395460665 1.453517947345971 2.4628098383545867 7.7709170840680581 7.3727058768272391 64.446901580318809 12.699362762272356 6.1308459565043476 37.419808741658926 12.957804558798669 2.5605985820293418 2.548245631158351 3.2939193435013285 7.4272765275090924 6.405899826437234 10.790906079113482 12.037186175584791 4.4975682422518757 11.964781668037174 4.3969250619411495 8.9876177590340358 14.313811399042605 5.6409927308559409 9.0571871437132341 2.9653395190834999 2.5459756907075644 21.221276791766286 6.2645376250147846 10.735430808737872 9.746031651273368
leaf_count=245 1236 7 17 147 22 810 118 63 146 150 11 26 9 95 81 36 121 27 49 36 103 56 57 43 13 22 493 26 148 220
internal_value=0.00039328 -0.00243556 -0.00197923 0.00125305 -0.00422453 -0.00152171 0.00314039 0.00555605 0.00897791 -0.00236575 -0.00894523 -0.0086077 -0.0029864 -0.00384766 -0.00239211 -0.00104346 0.00235903 -0.00194212 0.00168889 -0.00199738 -0.00928483 0.00558131 0.00340239 -2.18466e-05 -0.00833857 -0.0145757 -0.0110191 -0.0121948 -0.00431991 -0.0136489
internal_weight=592.288 242.834 236.255 96.8424 139.412 99.7376 86.5255 71.7684 50.1192 21.6492 15.5184 14.7571 92.3649 89.071 81.6437 75.2378 349.454 68.2204 56.1832 44.2184 22.5424 21.6761 281.233 13.5548 7.36226 10.3169 39.6748 38.2212 17 12.2943
internal_count=4633 2892 2647 920 1727 1053 751 488 264 224 161 263 1031 1022 927 846 1741 448 327 278 173 105 1293 70 49 169 674 667 174 246
is_linear=0
shrinkage=0.0172176


Tree=87
num_leaves=31
num_cat=0
split_feature=16 0 10 16 16 10 18 16 16 14 7 19 13 17 2 16 16 7 10 7 18 17 7 10 18 16 18 10 10 16
split_gain=17.3904 7.08275 7.88497 16.4573 7.98943 7.05975 7.4058 9.26061 10.9816 11.0995 10.405 6.99603 7.21228 8.31989 7.91325 6.72378 9.42711 10.1529 6.53213 11.8763 9.57394 6.55657 6.25715 7.2849 6.2169 7.60062 5.86891 6.86654 5.83886 11.7737
threshold=18.594956516900002 86.09518316945001 64.369753017350021 21.004950881300005 22.454947490600002 90.937096262400004 17.327266398450003 16.094962363000004 14.184966829400002 301.50888169040007 24.142338514450003 14.551174033150001 116.86189801435002 201.39543491635001 231.02502004595001 17.684958644900004 9.7049773055000017 27.528149546950004 71.053259929650025 22.375171215700004 14.804191144800003 171.90167533095004 19.506002767000002 55.976386734050003 14.693728290050002 11.864972254500001 15.454705336800002 75.629015667650023 62.041548276350007 22.644947046300004
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=5 -2 4 -4 -3 6 7 8 9 -1 24 12 -6 28 -15 16 -8 -18 19 22 -21 -20 23 -9 25 -11 27 -10 -14 -30
right_child=1 2 3 -5 11 -7 15 18 26 10 -12 -13 13 14 -16 -17 17 -19 21 20 -22 -23 -24 -25 -26 -27 -28 -29 29 -31
leaf_value=-0.0067977129341106161 -0.0002343865113683457 0.0080549673840010841 0.0014589700920216539 -0.012978277022064987 0.0081228683479369866 -0.0068182991774722538 0.0075253662888680488 -0.0093515629878282245 0.0011151814170719714 -0.0092250353984164417 -0.0066439756279690499 0.0069915971443707875 0.0043898683518566531 -0.015988925742559834 -0.0010224176657395233 0.011061652763570981 0.0039616608288520283 -0.0088156129398573296 0.0090296771611043328 0.010126203084027577 -0.0074795789596147477 -0.0081221772494794019 -0.010219458682343105 0.0094453659099701989 0.0092256295713799164 0.0065401511793617972 0.0038563043779958478 -0.0084927365921256322 0.0014729252342060902 -0.013446233392718035
leaf_weight=32.515284910798073 120.34362286143005 27.21746750921011 98.315163727849722 6.5763105154037467 11.457444265484808 17.981093069538474 10.76456166803837 3.0001768060028615 25.697691118344665 4.4120097458362633 10.065582916140555 23.628217548131943 34.181165620684624 4.1408148482441893 8.2583884671330434 6.0954951345920554 9.2047719135880488 10.273819278925655 1.8400263637304295 8.7066239193081838 3.3349257204681626 31.979108467698097 10.978451799601315 3.4728148207068443 10.127087945118545 5.2025733143091202 44.354139257222414 7.5023431330919257 25.735003694891933 4.9188065230846396
leaf_count=469 694 99 459 41 40 554 40 103 176 50 122 80 118 38 45 17 58 126 6 26 65 448 265 18 32 21 229 67 96 31
internal_value=0.000279234 0.00152027 0.00238416 0.000553808 0.00376006 -0.00147874 -0.00107791 -0.00173493 -0.000465885 -0.00322759 0.000666883 0.00271931 0.00158114 0.000610694 -0.0060206 0.00259585 0.000889571 -0.0027776 -0.00453866 -0.00149958 0.00525025 -0.00718898 -0.00615698 0.000733149 0.00439443 -0.000694292 0.00175342 -0.00105596 0.00187888 -0.00092105
internal_weight=622.281 364.772 244.429 104.891 139.537 257.509 239.527 203.189 139.877 62.3225 29.8073 112.32 88.6916 77.2342 12.3992 36.3386 30.2432 19.4786 63.3121 29.493 12.0415 33.8191 17.4514 6.47299 19.7417 9.61458 77.5542 33.2 64.835 30.6538
internal_count=4633 1741 1047 500 547 2892 2338 2097 1166 694 225 448 368 328 83 241 224 184 931 477 91 454 386 121 103 71 472 243 245 127
is_linear=0
shrinkage=0.00883561


Tree=88
num_leaves=31
num_cat=0
split_feature=16 5 10 10 6 6 18 19 17 6 16 7 3 0 8 14 19 18 2 14 19 16 7 19 9 5 4 9 2 15
split_gain=34.6333 13.1349 10.4424 9.74277 9.54321 9.30487 8.7269 11.2721 8.69896 8.69516 12.0614 13.1346 8.12301 14.5393 8.7289 8.10037 7.88077 7.81757 7.66487 7.40756 7.30958 7.14453 9.87419 8.33123 7.04592 6.96184 6.81071 6.58539 5.77534 5.38397
threshold=18.594956516900002 23.714185006400005 89.89935142405001 74.927328095600004 13.665319288000001 13.775321858200002 17.327266398450003 12.050972309250001 195.59800312745003 12.325287978400002 14.184966829400002 24.407759398400003 85.589753040950015 96.082805124100005 8.8430989333000021 195.37489133290003 12.751028791950002 14.122113655700002 73.795394389500018 327.64162573700008 14.451165964200003 17.684958644900004 26.826254787300005 10.450843205950003 226.58992707320002 12.679739965100001 330.20885572415006 206.50942114985003 203.29256851545003 52.561095883800007
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 12 3 8 6 -6 7 9 15 10 11 26 13 17 -14 -1 -17 -2 -16 -9 -20 22 -8 -24 29 -21 -5 -7 -18 -3
right_child=1 24 -4 4 5 27 21 19 -10 -11 -12 -13 14 -15 18 16 28 -19 20 25 -22 -23 23 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.005436419042642221 0.0057027832971206366 -0.00076835950071965924 -0.005297307689204004 -0.002845487755811046 0.0074613161087784168 0.0034010563937202339 0.0057957868165111779 -0.0067553038346195599 -0.0081761045798671387 -0.0089873185832612217 0.0049410865994724482 -0.0043377745569168321 0.0029666172374451447 0.003794708274308444 0.003313401842539118 -0.0025480131173523162 0.0045374425133977948 -0.006302383291311056 0.00012620128938604043 -0.0076152345734878755 -0.010711264051982396 0.0083230564174247429 0.0050306927038009392 -0.0052114666539143026 0.0068821609431532291 0.0046084666212463767 0.0070280392747582871 -0.0036801837746424223 -0.0043324526864304711 -0.0088331847755589339
leaf_weight=21.335305502638221 2.7835760936141041 76.90321958810091 27.47960458137095 4.6516121290624133 12.909809544682501 13.951565891504289 10.021500300616028 25.703217599540949 11.491679951548575 4.6216971017420283 18.191584508866072 26.116684649139643 256.71818998083472 17.051083758473396 7.7721781656146076 33.887518409639597 15.747593279927971 16.728837046772242 5.4694555625319463 3.1840630620717985 5.4832204356789589 6.3711740076541892 4.7886991575360325 12.926087502390144 5.1087389290332785 5.7552320882678032 9.0616946965455991 9.8628593608736974 4.0629929788410655 3.8230132721364489
leaf_count=392 8 485 612 50 34 42 33 287 162 50 68 331 915 52 26 330 103 137 22 56 36 17 20 129 13 26 23 60 67 47
internal_value=0.000365022 0.00162563 -0.00141265 -0.000993441 -6.26511e-05 0.0029266 -0.000898142 -0.00191032 -0.00280196 -0.000231292 0.000466167 -0.00157767 0.00225778 -0.000679736 0.00264772 -0.00197888 -0.000605138 -0.00458977 -0.00172443 -0.00494646 -0.00529934 0.00198891 0.000533924 -0.00244278 -0.000672215 0.00025454 0.0036789 0.000468327 0.0027183 -0.00115029
internal_weight=679.964 397.842 282.122 254.643 168.117 36.7242 131.393 97.2858 86.5251 62.6433 58.0216 39.83 312.007 36.5635 275.443 75.0334 53.6981 19.5124 18.7249 34.6425 10.9527 34.1075 27.7363 17.7148 85.835 8.9393 13.7133 23.8144 19.8106 80.7262
internal_count=4633 1741 2892 2280 1226 136 1090 891 1054 522 472 404 1196 197 999 892 500 145 84 369 58 199 182 149 545 82 73 102 170 532
is_linear=0
shrinkage=0.00663302


Tree=89
num_leaves=31
num_cat=0
split_feature=16 5 5 10 0 5 0 9 13 13 7 6 17 14 0 19 0 15 2 17 9 14 13 15 5 2 15 3 6 19
split_gain=53.141 17.6543 14.7641 17.9843 15.1328 14.0397 11.7099 11.5421 11.3269 12.2588 10.9586 9.67003 9.60241 9.99901 9.58202 9.2413 9.60339 8.94418 11.364 9.13149 8.89424 7.85403 9.31099 7.10294 6.27855 6.1936 6.11423 6.04555 6.34351 6.07788
threshold=18.594956516900002 23.714185006400005 10.726864994700001 74.927328095600004 98.51854819030001 13.812766882300002 102.75018128760001 186.70853236170004 112.67059178900001 111.98772342380001 24.123805364200006 16.455384477450004 193.50449793755004 195.37489133290003 86.09518316945001 12.751028791950002 82.250688042950017 29.326787846200002 90.828344481500011 200.68261045605001 226.58992707320002 279.85995519795006 117.64961624655002 26.243701454300005 20.743195000100005 131.42729508740004 52.561095883800007 93.292185584700022 16.415383542800004 14.451165964200003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 8 -1 12 -5 6 -6 -7 9 17 -8 14 13 -4 -10 -15 -17 19 -19 -2 26 -13 -23 -12 -20 -16 27 29 -29 -3
right_child=1 20 3 4 5 7 10 -9 11 -11 23 21 -14 15 25 16 -18 18 24 -21 -22 22 -24 -25 -26 -27 -28 28 -30 -31
leaf_value=-0.0031038558127056064 0.0043209635301468905 -0.00087852243189843657 -0.0044259578887375813 0.0031487847139124174 0.0033280295186475291 0.0029178115525663705 0.0068831522084030787 -0.0039411202050593291 -0.00012328629459375625 -0.0064223836412752736 -0.004430556597824804 0.0017861065620032757 -0.0066039551725185401 -0.0021269242257455708 0.0051201270283743631 -0.0038691254775376624 0.0044565021688470711 -0.0078713736813159629 0.0012473924236827676 -0.0021012410663939062 0.0057676149856589485 -0.0060813187433266585 0.0044524714784439142 0.0053808660058307974 -0.0053048073345603906 0.0028775277441732781 -0.0071575391498085528 -0.0073411498453480831 -0.00089580268438139282 0.0060490140347872635
leaf_weight=93.298050235956907 26.47950154542923 7.1325553953647596 25.82248455658555 42.061482042074203 30.65076058357954 8.1310860216617566 3.4561467468738583 37.353572733700275 18.906707189977169 6.7610683888196936 16.400440171360973 84.770269826054573 12.913625225424765 34.150174058973789 58.672082029283047 5.0524961948394802 14.864679638296364 5.3352365344762793 28.511662252247334 7.8010881692171088 5.6454956531524649 7.6163469776511175 3.2620225474238396 2.2884750366210929 4.626270066946744 78.183034785091877 4.1659070849418631 4.4473187178373328 63.456005480140448 6.6707835048437119
leaf_count=1120 71 31 386 136 114 28 7 325 72 47 170 275 161 291 172 78 69 51 115 35 13 54 9 7 45 250 47 40 399 15
internal_value=0.00023093 0.00145258 -0.00134998 -0.000648136 0.000530129 -0.000590588 0.00123962 -0.00271498 0.00201344 0.000297189 -0.00165093 0.00255625 -0.00242997 -0.00175527 0.00335802 -0.000479755 0.0023445 0.000921645 -0.000805025 0.00285949 -0.000575444 0.00125057 -0.00292262 -0.00322914 0.000332663 0.00383897 -0.000992454 -0.00067812 -0.00131794 0.00246937
internal_weight=748.887 422.443 326.443 233.145 140.342 98.2805 52.7958 45.4847 330.925 79.5148 22.1451 251.41 92.8035 79.8898 155.762 54.0673 19.9172 72.7538 38.4732 34.2806 91.5181 95.6486 10.8784 18.6889 33.1379 136.855 85.8726 81.7067 67.9033 13.8033
internal_count=4633 1741 2892 1772 787 651 298 353 1196 364 184 832 985 824 494 438 147 317 211 106 545 338 63 177 160 422 532 485 439 46
is_linear=0
shrinkage=0.00521701


Tree=90
num_leaves=31
num_cat=0
split_feature=16 5 10 6 10 0 6 2 13 18 0 15 12 16 9 19 18 13 17 0 16 18 12 15 9 13 12 10 9 2
split_gain=42.9662 15.3072 12.668 10.6056 8.25993 10.6326 9.5842 10.619 9.80004 8.36839 8.14024 7.99159 10.3967 15.477 11.8533 11.5566 8.75315 8.56747 8.19069 11.532 12.0032 7.83083 7.58642 7.50497 7.01206 7.93977 6.78212 12.1326 6.74842 6.67347
threshold=18.594956516900002 23.605484525250002 90.937096262400004 15.635365317800002 66.859265246100009 91.886121982450007 16.455384477450004 199.01127796720002 117.62810858150002 14.032563378150002 86.09518316945001 28.444110612900001 216.20511703005005 14.184966829400002 31.257715529350005 11.950964240300001 14.032563378150002 108.64328150955002 236.15709471040003 98.230883170350012 16.024962526700005 16.728115295100004 358.96165787565002 36.548474543700003 196.40176798710004 109.58961877145002 130.71263173160003 71.830224329350003 226.58992707320002 131.42729508740004
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 4 3 11 6 -6 10 -8 -9 -7 -2 12 13 -1 -14 -15 -13 18 19 20 -17 -4 -16 24 25 -11 -22 -28 -3 -12
right_child=1 28 21 -5 5 9 7 8 -10 23 29 16 14 15 22 17 -18 -19 -20 -21 26 -23 -24 -25 -26 -27 27 -29 -30 -31
leaf_value=-0.0040656846736839445 -3.7202012815222977e-05 -0.0009327778498926288 0.011935268763936939 -0.0053890030751515307 -0.0057693191798110239 0.0059319263484490792 0.001751322155105823 -0.0090180957571767972 0.0039200795249883626 -0.0081278810126348949 0.0054542789561489672 0.0031833848795278954 -0.0045764899101415537 0.0040912123893164804 0.0022413916661992417 0.0020627788284532243 -0.0061011698876271055 0.0063999987366173995 0.0070181351481401217 -0.0052670806426664551 -0.007166374515971706 -0.0056424092695442733 -0.0033877014776241706 -0.0070938646400643263 0.0019728843060224793 0.001318178003204972 0.0047612797313034702 -0.007300726360865247 0.0058249025263579553 0.0028484527003598782
leaf_weight=47.681977260857821 18.799232587218285 88.430495485663414 0.84830173477530735 16.796450424939394 8.0517286807298643 10.10003390163183 82.520551778376102 5.906916178762911 2.7962513789534569 5.3443818315863592 55.982446312904358 4.1515376493334797 11.023268733173607 17.455276623368263 78.970741160213947 28.167865004390478 15.893229722976683 4.7383030056953421 3.4929037466645232 22.656454876065254 9.5622246414423007 26.106022860854864 8.6073020994663221 4.1176632344722739 41.730630151927471 6.2673426270484924 6.0784247368574125 4.8684379197657108 5.0649211704730979 73.9365249350667
leaf_count=512 71 554 5 371 53 24 271 48 9 49 173 18 125 57 373 102 248 12 9 221 135 549 76 46 165 22 23 56 13 243
internal_value=0.000248369 0.00145675 -0.00136116 -0.00100247 0.00205627 0.000415308 0.00257338 0.00112046 -0.00486117 0.00115239 0.0034646 -0.000722692 -0.000438006 -0.00140956 0.000987791 -0.000104162 -0.00417822 -0.00102456 -0.00149472 -0.00191156 -0.000349744 -0.00508921 0.00168816 0.000312261 0.000883963 -0.00302944 -0.00366318 -0.0006031 -0.000566694 0.00397131
internal_weight=716.148 409.049 307.099 280.144 315.554 75.6118 239.942 91.2237 8.70317 67.5601 148.718 263.348 243.303 144.702 98.6013 97.0199 20.0448 79.5646 74.8263 71.3334 48.677 26.9543 87.578 57.46 53.3424 11.6117 20.5091 10.9469 93.4954 129.919
internal_count=4633 1741 2892 2338 1174 359 815 328 57 306 487 1967 1701 1127 574 615 266 558 546 537 316 554 449 282 236 71 214 79 567 416
is_linear=0
shrinkage=0.00569363


Tree=91
num_leaves=31
num_cat=0
split_feature=16 10 6 0 7 13 16 16 13 5 6 4 0 13 16 5 15 6 2 6 10 18 13 16 0 2 15 18 15 12
split_gain=13.3241 6.28674 6.24071 5.80831 6.7099 6.43232 18.723 10.2758 9.08821 9.82044 6.53656 8.42591 6.07106 10.7115 8.79067 5.57815 12.0893 5.146 5.06373 5.19078 6.25343 5.06025 4.92573 5.80061 6.4462 5.44638 4.78766 7.64301 7.37801 6.62171
threshold=18.594956516900002 90.937096262400004 15.635365317800002 86.09518316945001 22.721067571950005 115.13321943645001 20.834951278800002 22.454947490600002 116.86189801435002 21.836296031200003 16.245379570700006 327.2007166575001 96.631250582750013 109.34496908160001 19.224955043700003 17.687678651600006 35.293770423450006 15.695366719750002 314.93386866815007 16.375382608200002 62.186725015400008 16.728115295100004 117.51519334005 21.074950717600004 85.931187223550012 156.09660346185004 28.444110612900001 14.032563378150002 28.298162031900002 211.51213392550002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 26 18 -5 6 10 -7 -9 -10 11 12 13 -6 -15 -16 -17 -8 19 20 -2 -3 -21 -24 -25 -26 28 -28 29 -1
right_child=3 21 -4 4 5 7 17 8 9 -11 -12 -13 -14 14 15 16 -18 -19 -20 22 -22 -23 23 24 25 -27 27 -29 -30 -31
leaf_value=-0.0031403934672823621 -0.023236492774856284 0.023195255662048636 -0.012628149485570403 0.010044170948181773 -0.013205071883883339 0.013830496015504007 -0.0072394390933199102 0.013756272674342516 -0.006553684992215523 0.0045359209898075967 0.011527732783324031 -0.022502610695706127 0.010592231013067711 0.011636897643451855 0.010427181515448703 -0.017863479637612575 0.0079881496414710342 -0.029753939211591911 -0.017306217398962837 0.0078788920752647165 0.0030991485742558 -0.013209852690976444 -0.016881197698677637 0.0018578397486354572 0.0020010864219982966 -0.021710878797515255 0.0093725381170044197 -0.014965636814996299 0.024299228058996331 0.0023453423632784237
leaf_weight=114.41055771522224 4.4879378713667375 0.90689817070961254 10.985587030649183 31.733933407813311 12.258508272469042 23.376604914665222 3.893759682774542 14.245272397994993 27.14411336556077 52.738213934004307 13.34089035540819 3.5255536176264277 12.594285711646078 15.344455890357493 5.1989698037505176 9.9609411954879779 6.8520719818770877 5.4909946843981743 3.8553405422717324 19.287832893431187 3.6846272647380829 15.522971950471399 4.5867647379636756 74.656750954687595 3.7806448414921743 5.114748403429985 3.8297153860330573 11.871627511456607 2.6689190082252017 86.876301143318415
leaf_count=1092 40 5 371 113 112 94 22 51 136 205 44 36 35 53 14 66 29 37 62 76 13 549 85 363 13 42 18 248 6 603
internal_value=0.000427465 -0.00224714 -0.00160936 0.00227771 0.003632 0.00264405 -0.000407113 0.00494105 0.00273336 0.000767659 0.00196715 2.68307e-05 0.00130363 -0.00105419 0.00293312 -0.00313425 -0.00732776 -0.0204126 -0.000417141 0.000146125 -0.011363 -0.0112004 0.00102169 -0.000478904 0.000421533 -0.011633 -0.00105828 -0.00902931 -0.00044464 -0.000772726
internal_weight=604.226 247.073 230.643 357.153 237.699 205.965 88.4604 117.504 94.1276 79.8823 79.0757 65.7348 62.2092 49.6149 37.3564 22.012 16.813 9.38475 119.455 115.599 8.17257 16.4299 107.427 88.1389 83.5521 8.89539 219.657 15.7013 203.956 201.287
internal_count=4633 2892 2338 1741 1047 934 448 486 392 341 389 345 309 274 162 109 95 59 694 632 53 554 579 503 418 55 1967 266 1701 1695
is_linear=0
shrinkage=0.0149805


Tree=92
num_leaves=31
num_cat=0
split_feature=6 3 10 9 3 7 0 6 7 10 18 2 6 6 17 17 6 8 17 16 16 4 6 10 2 16 15 8 0 9
split_gain=12.2696 8.65756 7.7574 7.26419 7.50243 10.1683 6.90696 6.58237 6.26237 4.74269 5.78793 7.41876 5.29437 5.07135 4.59943 5.78999 8.16332 6.21921 6.17307 5.46362 6.34644 5.60368 5.44285 5.20584 5.71405 5.17709 11.1005 4.8878 4.88747 4.72896
threshold=13.115306437050002 93.883646373400012 61.917879202350001 187.45330412110005 94.109476856350014 19.506002767000002 85.121961326250016 12.410289964450003 29.911984439950004 54.884872733100003 12.351257465600002 305.67240907785003 19.835463452400003 17.435407375500002 236.15709471040003 201.39543491635001 11.545269753400001 7.6440346712000009 200.68261045605001 11.864972254500001 15.184964490950003 402.75382129015003 11.085259005300001 72.327589083450007 155.18475231920004 13.534968349350001 18.019770707250004 3.2474657100000006 95.746747857800017 34.606214986650009
decision_type=2 2 2 2 2 2 2 2 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 9 8 14 -3 11 13 -12 -11 15 18 -17 -18 19 21 22 29 27 24 -22 26 -24 -21 -26 -1
right_child=1 2 3 -5 5 -7 -8 -9 -10 10 12 -13 -14 -15 -16 16 17 -19 -20 20 23 -23 25 -25 28 -27 -28 -29 -30 -31
leaf_value=-0.00086044386403483187 0.0030356760332611236 -0.017629159453504881 0.0092091007953029515 -0.018002213499532561 0.018783661842838261 -0.01998237084446474 0.011735306374010539 -0.015349339303966482 -0.017188935812285682 0.011659867105940138 -0.011966844504247629 -0.020903929857796103 0.017654051783862406 -0.0027584419207459902 0.0070726877642499787 -0.014668431092051983 0.015758113201505351 -0.01209001856888353 0.013570140386447362 0.0010961783524693646 0.0084889802782528168 0.002788496906375104 0.017050465785547326 -0.015606497535333889 -0.026352538252920783 0.016100014718099208 -0.01740740331413804 -0.02251516642652325 0.0038094649923850026 -0.018185518316552751
leaf_weight=5.8855376057326856 337.80679471418262 4.4651126544922581 8.0506688356399589 13.309644754976032 2.2349331043660632 8.0065136533230525 12.050360817462204 10.993447747081516 7.1145990137010804 17.225550346076496 13.129035800695418 2.8412256129086009 1.7680171728134144 9.9311545975506288 13.811808817088602 20.055704301223162 4.9524999335408193 3.5589608587324619 7.0963215976953498 18.601013908162717 8.2035332582891005 8.6018657982349378 5.0608810745179671 9.2978578396141511 3.0374839939177027 13.146201595664023 4.6161809638142586 2.5777215398848048 2.5535299405455589 13.176406489685176
leaf_count=103 1731 137 27 154 8 235 37 120 282 99 161 42 5 74 87 305 18 37 32 167 39 76 20 144 33 34 54 33 17 322
internal_value=0.00042163 0.00184035 -0.0025009 -0.00897015 -0.00239827 -0.0115227 0.000828171 -0.00334334 -0.00247126 -0.00183461 -0.000263729 0.00380227 -0.00845137 0.00638712 -0.00174529 -0.00267912 -0.00907236 0.00411377 -0.000886008 -0.00196861 0.000509069 -0.00797785 0.00408938 -0.00631312 -4.91642e-05 0.00953364 0.00061327 -0.00177762 -0.0125769 -0.0128363
internal_weight=593.161 430.819 93.0122 31.6018 18.2921 10.2414 61.4105 162.342 151.348 49.3601 44.895 29.9979 14.8971 27.1567 144.234 130.422 28.5672 8.51146 101.855 94.7582 67.0944 27.6638 44.002 23.0924 13.7945 22.8233 9.67706 21.1787 5.59101 19.0619
internal_count=4633 2710 979 424 270 243 555 1923 1803 518 381 215 166 173 1521 1434 360 55 1074 1042 541 501 308 233 89 108 74 200 50 425
is_linear=0
shrinkage=0.0160694


Tree=93
num_leaves=31
num_cat=0
split_feature=5 3 5 4 9 7 13 6 0 5 6 13 6 5 6 19 16 13 18 16 9 9 9 19 16 5 9 6 18 16
split_gain=10.4759 5.97151 7.57622 6.19036 7.55262 5.38461 5.20084 11.3625 6.19663 7.73885 5.68879 6.1377 5.36248 9.50231 8.14929 7.21057 5.60275 7.32674 7.62245 5.5441 5.11546 5.16215 4.89685 4.6862 7.07661 4.53147 4.51806 5.15821 4.35331 7.87388
threshold=12.306951632950001 103.28787291370001 29.110986871100003 160.20223982390002 66.544071737050004 19.250086031950001 109.34496908160001 14.375335877400001 86.345209775600011 20.389142059250002 16.375382608200002 117.39690118230001 13.665319288000001 13.252098438300001 13.775321858200002 11.850956171350001 13.534968349350001 96.607054459550014 14.693728290050002 17.204959767300004 204.09084027260005 202.86134752310002 206.50942114985003 9.4507625164000029 8.6249798310500019 26.144057174750003 213.03443802080002 14.135330269750002 13.581061237400002 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=23 5 -3 -4 -5 -2 7 12 9 -8 11 -11 13 -7 -14 16 17 18 -15 -17 21 25 -16 -1 -25 -9 27 -24 -10 -30
right_child=1 2 3 4 -6 6 8 20 28 10 -12 -13 14 15 22 19 -18 -19 -20 -21 -22 -23 26 24 -26 -27 -28 -29 29 -31
leaf_value=-0.016966095359903084 0.014198596594943528 -0.018935310344548848 0.032570090732827559 0.0070614485021196988 -0.015522925810898739 0.0079194646482107396 0.013893567494818569 -0.011236118353933018 0.0078692750839172293 0.0021679092219536737 -0.00018003920560511158 -0.024032687529277747 0.014218094369754257 -0.015693249934019254 0.005104229845845105 -0.014140547313485408 0.010623717637547474 -0.013467601272127643 0.0096098496146445923 -0.00080669722198456288 -0.017602617020462733 0.014515226564747755 -0.030432213968437719 0.0095074783727358333 -0.0058172144366009457 0.016767003616474825 0.0019887372952904271 -0.0016830108267729352 0.00060905455065737304 0.010978515837435716
leaf_weight=7.5457288045436135 8.2748530320823175 8.0943891704082507 1.3189177513122583 8.1868478171527368 6.7315857484936705 21.400496380403638 9.1255757510662061 13.082372577860957 62.245493162423372 3.8170909080654365 105.19228348508477 5.3665435686707497 16.492415033280849 3.9108607582747998 23.972194960340858 21.700131436809897 10.303074091672896 10.369550634175537 12.34771206974983 12.126919569447635 12.114880824461578 3.0221480540931216 3.2432623319327814 8.6350747719407064 58.082145072519779 1.6201728489249934 6.7903351709246635 2.9944865927100182 91.539844945073128 22.823511436581612
leaf_count=306 30 266 2 47 157 112 36 198 253 22 557 51 54 50 116 240 31 153 67 88 218 10 29 104 857 10 37 20 425 87
internal_value=0.000373116 0.00118284 -0.00645229 -0.000229448 -0.00312921 0.00156677 0.001347 -0.00081295 0.00261004 -0.000104042 -0.00122085 -0.0131427 0.00100617 -0.0013028 0.00498414 -0.00409203 0.000733513 -0.00309325 0.00352341 -0.00936039 -0.00969237 -0.00428569 0.00086822 -0.00516812 -0.00383377 -0.00815027 -0.00692621 -0.0166309 0.00450797 0.00267849
internal_weight=582.471 508.208 24.3317 16.2374 14.9184 483.876 475.601 175.491 300.11 123.501 114.376 9.18363 145.651 92.1587 53.4927 70.7582 36.9312 26.6281 16.2586 33.8271 29.8396 17.7247 37.0003 74.2629 66.7172 14.7025 13.0281 6.23775 176.609 114.363
internal_count=4633 3366 472 206 204 2894 2864 1433 1431 666 630 73 997 741 256 629 301 270 117 328 436 218 202 1267 961 208 86 49 765 512
is_linear=0
shrinkage=0.0157948


Tree=94
num_leaves=31
num_cat=0
split_feature=5 5 10 17 17 13 2 8 15 8 9 8 5 13 2 15 16 15 13 0 2 15 8 6 10 5 8 9 9 2
split_gain=9.02231 6.31357 7.48744 7.41341 6.02615 4.5257 5.2445 5.57079 4.08858 4.03952 7.51533 3.9506 8.07887 8.29492 5.76871 6.67016 4.94066 7.22288 6.12343 4.91328 6.35778 4.87162 4.21096 7.7251 7.96909 5.88789 3.9209 3.93344 8.68669 7.23698
threshold=7.754880527600001 5.3654262215500008 90.679004281900021 201.39543491635001 168.62011096010002 120.78166996855002 167.53567362910005 3.6471537973500001 8.9474656819000007 7.6440346712000009 195.46053662500003 8.8430989333000021 30.133297129900004 117.15225149240001 71.708303056200009 32.355961258350007 22.724946859200003 51.19990836680001 117.76521994615001 85.121961326250016 101.75236940730001 42.076928760450009 1.6487133604500002 5.4301268740500008 87.447477609100005 8.3129063967000025 8.7431769115000026 186.70853236170004 185.98753508445003 111.53582144370002
decision_type=2 2 2 2 2 2 2 2 2 2 2 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 9 -8 -6 -2 -11 16 13 14 -13 -16 17 18 22 20 -18 -20 25 -24 26 -10 27 28 29 -25
right_child=4 -3 -4 -5 8 -7 7 -9 11 10 -12 12 -14 -15 15 -17 19 -19 21 -21 -22 -23 23 24 -26 -27 -28 -29 -30 -31
leaf_value=0.0068038293379445317 -0.018316251676212356 -0.017390525667844849 -0.016869070802547442 -0.018220654428215778 -0.01961878232808794 0.011060157475364566 0.0038417051295992649 -0.021600275237218088 0.011075446566953735 0.016243023689556473 -0.019747714836299703 0.012034320000413793 0.01377860643403345 -0.020245104807736662 -0.0250277766880437 0.0022276916052213817 0.015549354236780947 -0.020494995403944737 -0.027279347502571671 0.016577319276936762 -0.01219898957390091 0.0061823258193672978 0.023876566631625476 -0.0058920408244648821 -0.017486062842049298 -0.020310234147489753 0.0099565504821086687 0.00094492859102947194 0.018451249926423014 0.0055885892483421382
leaf_weight=15.871309600770479 12.02799963206053 10.890546881593762 7.2212333800271145 3.6914348863065234 2.3437853176146737 3.8440521359443656 12.992161348462103 2.6155492179095736 2.2099408060312262 2.8602834157645693 3.0148451402783394 5.5162193030119004 5.180587336421012 8.9543802291154844 3.7223431728780252 5.8280689045786858 3.8426820337772387 3.76160555332899 3.2644604276865712 11.100179567933081 4.5770432576537132 1.6606188490986822 4.058960646390914 18.082271398976445 5.3358471300452939 4.7887740097939968 15.382503390312193 315.73302217572927 10.325812473893164 59.919318655505776
leaf_count=128 364 279 312 69 43 13 86 53 17 14 108 17 15 78 35 24 11 55 63 29 29 6 14 107 153 73 55 1891 36 456
internal_value=0.000342801 -0.00717945 -0.00302756 0.00208178 0.00087456 -0.00528587 -0.00716094 -0.000421877 0.0013389 -0.013036 -0.00222576 0.00143849 -0.00423593 -0.00812111 -0.000915592 -0.00839533 0.00179557 0.00145166 0.00163896 0.00962746 0.000465089 -0.0159969 0.00183825 0.00203797 0.0018293 -0.0103998 0.00207501 0.00177496 0.00474198 0.00292716
internal_weight=570.618 37.6745 26.784 19.5627 532.943 37.3549 33.5108 15.6077 495.588 17.9031 5.87513 493.245 29.2016 24.021 15.0666 9.55041 464.043 444.523 440.762 19.5199 8.41973 4.92508 435.836 428.838 424.779 6.99871 419.443 404.06 88.3274 78.0016
internal_count=4633 788 509 197 3845 638 625 139 3207 486 122 3164 169 154 76 59 2995 2926 2871 69 40 69 2802 2712 2698 90 2545 2490 599 563
is_linear=0
shrinkage=0.0159054


Tree=95
num_leaves=31
num_cat=0
split_feature=6 6 0 3 10 3 19 10 5 2 16 10 0 13 2 9 9 7 8 14 15 10 6 17 16 3 15 17 7 7
split_gain=8.11181 10.4337 6.55188 5.63393 8.06145 7.1517 9.17833 5.80463 6.04134 5.8389 5.74892 9.60445 9.37865 8.61778 7.5804 8.40289 7.15236 6.35898 6.32181 5.28496 6.69254 5.16842 5.13118 6.54967 4.85561 5.16844 13.5438 10.432 6.33285 4.70377
threshold=13.665319288000001 13.775321858200002 98.230883170350012 93.883646373400012 61.917879202350001 85.589753040950015 12.651020723000002 60.87206898960001 29.110986871100003 319.32263744460005 19.224955043700003 66.859265246100009 90.321439350550008 113.98793627290001 108.63443756215001 185.62570708695003 203.42345995920002 23.822419043000004 8.8430989333000021 245.99173885435002 40.42701969085001 54.884872733100003 16.845393589950003 187.96055726210002 22.724946859200003 93.292185584700022 41.29990759910001 189.5403704096 23.050081659550006 29.911984439950004
decision_type=2 2 2 2 2 2 2 2 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 5 7 6 -3 8 -5 21 -7 12 13 -12 15 -15 17 -13 24 20 -6 -10 23 -9 25 -16 27 -27 -28 -1
right_child=1 2 -4 4 19 10 -8 22 9 -11 11 16 -14 14 18 -17 -18 -19 -20 -21 -22 -23 -24 -25 -26 26 28 -29 -30 -31
leaf_value=-0.0021370938348366357 0.013970519530477683 0.0063794826693015687 -0.021739663930737275 -0.011328427252968766 -0.011898637083983676 0.011296648026112585 -0.0071893484068648855 -0.0092452863380376692 -0.01755792094081764 -0.019753198382305871 -0.015781921763896693 -0.014457928139393995 0.015053885019764847 -0.0077819785390000696 0.0035849609420212105 0.010870111466278079 -0.027094737455730024 0.0073822579518610151 -0.017469512929224738 -0.019993661484781398 0.008064488174812286 0.0084816449663374857 0.020457158054284955 0.012042577099808089 0.017953090564628658 -0.0051586021314459713 -0.009491104170751179 -0.041212931943974809 0.0070494905570593173 -0.01696039116254134
leaf_weight=162.42543894331902 16.715014174580574 19.063302986323833 3.2269531078636637 13.595728469081221 12.192283867858356 22.203125186264515 39.214840011671185 6.5867710206657675 2.2206089133396807 2.7033064886927596 6.2938611730933181 6.5305957421660441 17.223289683461189 7.1867076084017745 70.961429096758366 45.963081225752831 4.113046668469905 7.2259794995188713 4.5668331459164611 8.5998606691136938 6.6933675464242688 16.799065919592977 5.8572004735469809 8.5415821224451047 4.5839463323354712 4.4637920260429365 8.8893101662397402 3.842569887638092 18.050288815051317 5.7016971418634048
leaf_count=1774 58 65 36 246 252 100 411 42 78 50 35 42 57 34 297 191 33 30 28 140 26 90 17 27 12 19 66 29 66 282
internal_value=0.000310194 0.00156867 0.00101938 0.00121566 -0.00244864 0.00227302 -0.00275086 0.00102772 -0.00294243 0.00230611 0.00353448 0.00271338 0.00376013 0.00264736 0.0033357 0.00834805 -0.00853497 -0.00298583 0.00102633 -0.00956998 -0.0048234 0.00544144 0.00770948 0.002774 0.00178873 0.00109107 -0.00392994 -0.0218375 0.00159156 -0.0026398
internal_weight=562.235 394.108 377.393 374.166 83.7898 290.376 58.2781 56.3043 35.3187 21.723 232.098 209.895 192.025 174.802 168.508 53.1498 17.8696 13.7566 115.358 27.4855 18.8857 19.0197 20.9856 15.1284 110.791 106.207 35.246 8.30636 26.9396 168.127
internal_count=4633 2577 2519 2483 968 1515 476 550 464 218 1039 939 834 777 742 225 105 72 517 418 278 168 86 69 489 477 180 48 132 2056
is_linear=0
shrinkage=0.016041


Tree=96
num_leaves=31
num_cat=0
split_feature=5 5 10 17 16 10 3 10 6 8 9 17 15 18 17 15 13 5 13 19 0 8 6 17 18 2 15 0 18 16
split_gain=6.99856 6.0689 6.6648 6.36913 4.76933 4.03654 3.69504 5.72896 5.15351 3.694 4.39359 5.2843 4.23715 4.09071 4.84056 3.79578 5.10091 6.53093 4.82156 8.28816 6.01804 5.23664 6.70462 5.0696 10.1813 8.17556 6.21846 9.87257 9.80108 8.38
threshold=7.754880527600001 5.3654262215500008 90.679004281900021 201.39543491635001 7.1549832685000014 54.884872733100003 67.821733256800016 87.447477609100005 5.9851398418500006 1.6487133604500002 43.730860148300003 158.19986339130003 21.406744877250002 11.207537862500002 168.62011096010002 46.055224235250002 118.84598011460001 30.133297129900004 115.13321943645001 14.451165964200003 88.350799540950007 8.8430989333000021 18.055421862050004 188.27285108100003 13.075178189100003 108.01392853780001 41.54912092575001 86.345209775600011 13.988302431200003 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 -1 -2 -6 8 9 -7 12 -11 -12 -8 -13 -15 16 18 -18 19 -16 21 23 -23 24 -20 -25 27 29 -29 -27
right_child=4 -3 -4 -5 5 6 7 -9 -10 10 11 13 -14 14 15 -17 17 -19 20 -21 -22 22 -24 25 -26 26 -28 28 -30 -31
leaf_value=0.0063448740898231692 -0.018490513929155648 -0.017244885580921489 -0.016781969183507446 -0.017936041717848919 -0.017082815235914119 0.026183414357905447 0.011667690740713962 -0.018031490251255236 -0.0044030166479739306 0.013400627258293777 -0.019161807046990539 0.018078404570750904 -0.019624443454180098 -0.00633449016493278 0.00096444299108551144 -0.0042692075864062817 -0.019963633015502066 0.010357656687876741 0.0017839731533836178 -0.016316084249051534 0.011606739001232953 -0.022217591206577049 0.0058210572863688463 0.011972622601038025 -0.021585286192684121 -0.035796265699607414 0.0076933712552866816 0.0058071009628893619 -0.015291019841094674 -0.002509487262256401
leaf_weight=15.89436954632402 3.2444369727745643 9.7759972680360061 6.2391318427398792 3.3092344626784316 3.1537742475047699 3.4086801912635556 1.4716925490647543 4.0450636185705653 2.3660973999649286 7.3033750243484965 3.2871555779129258 3.5692488029599181 4.310089098289609 21.957206047140062 229.45165044628084 28.882577707991004 5.8158340826630575 2.6089392341673374 36.623900420963764 7.2595555223524562 22.383466131985188 4.6649363636970502 4.0302394330501556 32.542003992944956 5.427007855847477 3.5355588123202315 33.545833058655262 31.015759319067001 6.8077554553747168 4.1899233460426331
leaf_count=128 109 279 312 69 134 11 19 127 49 26 98 11 66 336 1599 243 87 12 180 45 87 29 15 144 90 26 118 118 49 17
internal_value=0.000286237 -0.00658166 -0.00248447 0.0021607 0.000754177 0.000875733 0.000986677 0.000841777 0.0136512 0.000994255 0.00114208 0.000958472 -0.0116594 0.00109503 0.000968942 0.00131848 0.00169388 -0.0105739 0.0019391 0.000434477 0.00386673 0.00279982 -0.0092216 0.00347995 -0.00123202 0.00525484 0.00249094 -0.00134054 0.00200971 -0.0177431
internal_weight=552.12 35.2187 25.4427 19.2036 516.902 513.657 510.504 504.729 5.77478 500.684 494.902 487.599 5.78178 484.311 480.742 458.785 429.902 8.42477 421.478 236.711 184.766 162.383 8.69518 153.688 42.0509 111.637 79.0948 45.549 37.8235 7.72548
internal_count=4633 788 509 197 3845 3736 3602 3542 60 3415 3330 3304 85 3206 3195 2859 2616 99 2517 1644 873 786 44 742 270 472 328 210 167 43
is_linear=0
shrinkage=0.0159228


Tree=97
num_leaves=31
num_cat=0
split_feature=16 15 5 10 17 0 16 9 19 10 6 12 6 13 12 16 10 16 6 5 15 0 17 3 0 4 5 18 4 17
split_gain=20.1403 8.76264 7.12846 8.65788 9.74885 8.21611 8.367 10.0257 9.59045 10.522 12.1306 6.90498 6.39237 8.5672 7.48196 6.50704 6.05259 5.66843 6.03538 6.11576 7.49381 6.48747 7.98574 5.59825 11.5886 6.88642 5.55303 8.55154 5.13316 4.64533
threshold=18.594956516900002 46.055224235250002 10.726864994700001 74.927328095600004 193.50449793755004 98.51854819030001 18.044957803000003 187.55294863440002 11.950964240300001 81.339300736700025 13.185308072600002 207.49943573995003 15.635365317800002 108.49810477050001 138.67909474840002 11.864972254500001 60.87206898960001 23.044946110900003 16.495385412050002 24.367802910700004 51.19990836680001 86.264556031700025 192.44445991605002 85.589753040950015 96.082805124100005 162.32075757215003 16.222050829800004 14.937945183950001 402.75382129015003 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=2 16 29 4 12 11 7 -7 9 -9 -11 26 13 14 -4 28 -2 18 19 -3 21 22 -21 24 25 -18 -5 -28 -16 -1
right_child=1 17 3 5 -6 6 -8 8 -10 10 -12 -13 -14 -15 15 -17 23 -19 -20 20 -22 -23 -24 -25 -26 -27 27 -29 -30 -31
leaf_value=-0.0064435261365204492 -0.0011097332427678192 -0.0067722451513594932 -0.0052877391242054867 0.0043249104550112027 -0.0069480644113764176 0.0029099491974596461 0.0063985289513447631 0.0032755731556146782 -0.0043091882327744276 -0.006785197006179325 0.004303710242536507 0.0056943217795837608 -0.0049896619614508576 0.0049078794598281985 -0.0070317301977462811 0.0016136464311138033 0.0020057454623897508 0.0050989050091849427 -0.0078931184184911178 0.0033689692315163216 -0.0072951291955175111 0.0071030211362444447 -0.0075426217020027738 0.0019191192362072421 0.0030123890322435614 -0.0057917605671082414 0.0020561417436637565 -0.0072198828268978891 0.0030248478193913089 -0.0019806894974678719
leaf_weight=8.8406582158058864 28.713891737163067 5.1607027985155645 11.348567411303518 8.6004439517855662 10.896275371313093 17.474871819838881 5.4706582054495803 16.987471520900726 30.311770530417562 10.313246823847292 4.7183903381228438 15.474918458610771 11.33595936745405 8.8089122213423234 6.0307774357497674 24.252067636698484 5.1497744172811535 3.5682750493288031 5.6009870618581763 5.7517453469336051 3.4546524100005618 5.3609381914138785 3.565300740301609 270.54092068225145 16.206601284444332 13.35636519640684 8.4002620130777341 5.331165336072444 2.3010808154940605 57.007640855386853
leaf_count=251 247 44 195 25 161 87 19 63 279 188 15 47 363 42 79 131 33 10 60 32 46 11 40 1054 52 112 30 34 14 869
internal_value=0.000259536 0.00112853 -0.00094705 -0.000404187 -0.00193879 0.000530584 -0.000454887 -0.000924686 -0.00199975 0.000186541 -0.00330442 0.0027534 -0.00108697 -0.000248141 -0.00128198 0.000113181 0.00140471 -0.0017128 -0.00255401 -0.0012702 0.000295735 0.00208234 -0.000806507 0.00164124 -0.000524509 -0.00362192 0.000715475 -0.00154523 -0.00425432 -0.00257986
internal_weight=630.335 366.43 263.905 198.057 74.9736 123.083 85.2764 79.8058 62.3309 32.0191 15.0316 37.8068 64.0774 52.7414 43.9325 32.5839 333.968 32.4626 28.8943 23.2933 18.1326 14.678 9.31705 305.254 34.7127 18.5061 22.3319 13.7314 8.33186 65.8483
internal_count=4633 1741 2892 1772 985 787 651 632 545 266 203 136 824 461 419 224 1498 243 233 173 129 83 72 1251 197 145 89 64 93 1120
is_linear=0
shrinkage=0.00572848


Tree=98
num_leaves=31
num_cat=0
split_feature=16 5 17 2 3 7 16 5 6 5 2 10 0 9 13 13 18 16 9 19 16 15 13 15 3 10 16 15 18 18
split_gain=15.0562 8.35286 8.16082 7.22284 6.81586 9.88785 6.54366 7.07948 6.39104 8.10729 10.1915 5.39552 5.27313 5.02274 8.70598 7.95642 8.3479 9.76838 7.53976 6.34807 7.35079 6.15372 6.36642 6.01595 5.72808 5.26242 5.99511 6.60994 5.14307 6.25075
threshold=20.394952307700002 23.714185006400005 162.04221493815001 325.13486840910008 70.561272091750013 27.902905420600003 20.034953149600003 11.783123780850001 16.455384477450004 22.825270530250005 191.54391932205002 61.928633034850002 91.625341543800019 66.544071737050004 112.56574192190001 95.811270852950017 17.327266398450003 12.604970524100002 204.09084027260005 13.551093343600002 18.684956306450005 30.054399297400007 109.58961877145002 29.171703351550004 83.866451379300017 70.311245485600026 15.954962690350003 28.298162031900002 15.502113896900001 14.741741751300003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 8 -1 6 5 -5 7 -4 11 10 -10 -2 -13 -9 15 -15 17 -17 21 20 23 -19 24 25 -23 -20 28 -28 29 -27
right_child=1 -3 3 4 -6 -7 -8 13 9 -11 -12 12 -14 14 -16 16 -18 18 19 -21 -22 22 -24 -25 -26 26 27 -29 -30 -31
leaf_value=-0.0051263404997141044 -0.0028747007981923304 -0.00071566660973563297 -0.0019257152087720911 0.0074523134347143846 -0.0060014428249221142 -0.0065838612371181297 -0.0069103414909741688 0.0026088197257753483 0.00022745119672486431 0.0034590404490600145 -0.0074628383929572313 0.0031089529336623179 -0.0025360351186228193 -0.0056115729475802534 -0.0059283740777632344 -0.0070449186418334638 0.0046388311070347677 0.0021701801870590703 0.0072357650662095777 -0.0081028847854798559 0.0028419113771283601 0.0033361675351960048 0.0027671027503713185 -0.0058140616009578266 -0.0065724773536498578 0.0023028907102279486 -0.0072701873391355165 0.0042086235211406912 0.0016864085227192968 -0.0090303980673921529
leaf_weight=13.251511326059697 5.9234465509653083 59.60316202417016 57.927808202803135 3.7627415321767357 14.498315103352068 3.1534524578601122 4.8968889378011218 29.582076337188482 55.266619317233562 23.224731467664242 6.5935615226626387 117.64245149120688 5.9424094483256331 7.5474069844931355 8.0489627048373205 6.2283017542213193 15.379291601479052 79.207763485610485 2.6599062681198111 4.1067774072289458 15.976782161742447 2.5856567882001427 7.0688226409256449 9.8268507570028287 8.7206863947212678 2.9012068044394281 8.5680751018226129 2.1439274027943602 20.098131254315376 3.8996150717139244
leaf_count=365 29 401 913 12 209 88 39 139 214 73 52 459 33 112 221 113 56 418 6 34 62 12 24 184 104 13 103 9 103 33
internal_value=0.000206684 0.00122062 -0.000630615 -0.000443736 -0.00372325 0.00105249 -0.000207572 -9.53495e-05 0.00175842 0.000513594 -0.000592242 0.00257626 0.00283752 0.000356703 3.16661e-05 0.000275279 0.0005099 0.000144941 0.000411867 -0.00104969 -0.000611305 0.00146301 -0.0015853 -0.00171258 -0.00430646 -0.000711739 -0.0012738 -0.00497279 0.000199255 -0.00419566
internal_weight=606.237 274.196 332.041 318.789 21.4145 6.91619 297.375 292.478 214.593 85.0849 61.8602 129.508 123.585 234.55 204.968 196.919 189.372 173.993 167.764 70.1813 66.0745 97.5829 18.3752 50.0977 11.3063 40.2709 37.611 10.712 26.899 6.80082
internal_count=4633 1261 3372 3007 309 100 2698 2659 860 339 266 521 492 1746 1607 1386 1274 1218 1105 547 513 558 140 451 116 267 261 112 149 46
is_linear=0
shrinkage=0.00584668


Tree=99
num_leaves=31
num_cat=0
split_feature=16 4 2 16 6 2 7 10 6 15 12 13 0 5 0 9 0 10 15 3 15 12 18 19 15 4 16 8 13 12
split_gain=17.8249 7.45439 14.4658 9.47223 7.33256 12.6826 12.0695 7.03174 6.66041 6.07314 6.24631 9.3093 6.91136 10.1624 8.25734 6.57119 5.88075 8.36076 5.66666 5.68617 5.55176 5.01489 4.89849 4.86083 6.27947 6.01137 7.40783 5.60932 6.70333 4.65685
threshold=18.594956516900002 309.25865594525004 226.19683278270003 22.674946976100003 15.745367888000002 346.74082678410008 23.131311951800004 90.937096262400004 15.635365317800002 30.054399297400007 211.51213392550002 108.49810477050001 95.988709089550014 23.286780469550006 104.22883325935001 31.257715529350005 88.350799540950007 62.041548276350007 46.723315192750007 108.48197402175002 8.0321742805500005 358.96165787565002 14.032563378150002 10.350835137000002 21.086216674150005 180.98021180325003 17.614958808600004 8.2435668022500028 104.04332964835001 235.88806624395002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=7 18 -3 4 5 -4 -6 8 9 10 11 12 13 -1 23 29 17 -8 19 -2 -16 -17 -11 -14 -25 -26 27 28 -27 -12
right_child=1 2 3 -5 6 -7 16 -9 -10 22 15 -13 14 -15 20 21 -18 -19 -20 -21 -22 -23 -24 24 25 26 -28 -29 -30 -31
leaf_value=-0.0056763613332625083 0.0014477837305486518 -0.0062570881471787085 -0.0081244010396495196 0.0041971229286573361 -0.0051487077450395134 0.0030058116623746878 0.0024172402435304234 -0.0040008671057064514 -0.0043734400416805749 0.0023197324261330704 0.0028808409042336181 0.0046495414713073674 -0.0060531516946596827 0.0034189022095766123 0.006061415697596181 0.0016165138748779025 0.0053084554004956905 -0.0049195390828472522 -0.0036982232882698993 -0.0037660917437886371 -0.005008409462599406 -0.0027735556063155494 -0.0056812311367068821 0.0019088859975756993 0.0016667486463186585 -0.0046270087519117266 0.0026909344840043894 -0.0093618393381365902 0.002219581411118516 -0.0057859377923934092
leaf_weight=17.189274748787287 288.64880295470357 10.053343787789343 7.590411610901354 13.106207832694052 7.986511079594492 4.1123683005571365 14.622632585465913 17.310518773272634 11.764369048178194 2.5320575274527064 2.1849839650094491 7.1674925535917273 3.3674805350601664 3.9329095445573321 1.2848527058958996 74.785414781421423 9.2053307741880399 5.5951091423630706 5.9110956080257884 5.5544714350253335 14.514298016205428 7.4551129117608061 9.3754248917102796 32.177351418882608 13.693361420184372 12.693536121398219 5.7412213161587706 3.9124879315495482 5.2735536135733119 6.1948464028537273
leaf_count=270 1154 104 63 53 84 17 61 554 371 15 12 21 78 21 4 420 29 37 57 82 268 76 207 183 61 125 32 34 23 117
internal_value=0.000185624 0.000895538 -0.000576101 0.000341839 -0.000686988 -0.00421323 0.000416122 -0.000861145 -0.000630104 -0.000433044 -0.000233422 -0.000992583 -0.001348 -0.00398284 -0.00074737 0.000779804 0.00192662 0.000386841 0.00124993 0.00134935 -0.00410817 0.00121855 -0.00397987 -5.65248e-05 0.000218249 -0.0010985 -0.0024694 -0.00382348 -0.00261745 -0.00352613
internal_weight=624.937 372.386 72.2719 62.2186 49.1124 11.7028 37.4096 252.551 235.24 223.476 211.568 120.948 113.78 21.1222 92.6581 90.6204 29.4231 20.2177 300.114 294.203 15.7992 82.2405 11.9075 76.859 73.4915 41.3142 27.6208 21.8796 17.9671 8.37983
internal_count=4633 1741 448 344 291 80 211 2892 2338 1967 1745 1120 1099 291 808 625 127 98 1293 1236 272 496 222 536 458 275 214 182 148 129
is_linear=0
shrinkage=0.00510427


Tree=100
num_leaves=31
num_cat=0
split_feature=6 6 16 3 0 2 19 5 9 3 7 16 13 3 6 17 4 19 10 7 16 19 10 10 13 16 5 10 9 19
split_gain=7.74657 9.52701 6.28991 5.95676 7.61923 8.91328 6.97979 5.41189 5.72397 5.87942 6.32638 5.2023 4.78071 6.47784 4.71697 7.34579 4.54834 4.41744 4.27104 5.58605 5.55273 5.92022 7.27517 6.3823 8.06417 8.3459 7.47827 6.57911 6.13801 6.02149
threshold=13.665319288000001 13.775321858200002 13.854967601050001 85.589753040950015 86.538778761000017 319.32263744460005 12.651020723000002 20.315138807500002 66.544071737050004 103.28787291370001 19.627338137150002 21.979948601300006 115.29990384055002 93.794927255050013 16.375382608200002 192.19686994285004 147.36370056065002 8.9507221716000007 78.196493182200015 22.958251375150002 17.874958200600002 12.651020723000002 78.537927364800012 80.13218303615001 98.050756475600011 9.7049773055000017 13.713273242250002 90.679004281900021 192.57902085675002 11.250907757600002
decision_type=2 2 2 2 2 2 2 2 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 6 5 7 -4 -5 -9 10 -10 12 13 -12 15 -13 -6 -1 -19 -20 21 22 -21 -24 25 27 -26 -25 -23 -27
right_child=1 2 3 4 16 -7 -8 8 9 -11 11 14 -14 -15 -16 -17 -18 18 19 20 -22 28 23 24 26 29 -28 -29 -30 -31
leaf_value=-0.018082491191780119 0.014098838696270091 -0.020343753807991041 0.0046124260652566978 0.013963400144625045 -0.013992358974629056 -0.02238616268513257 -0.0073812111829227103 0.011567271496787306 0.0190420006965209 -0.012311538109271134 0.023493075714723338 -0.028240886044637117 -0.039768020895835955 -0.018614840378467171 0.00099981888785025098 0.0018807561369374567 0.005562188317292974 -0.0055741410608401588 0.014301011052651299 0.017538042282790437 0.016558963806858843 0.00099835293498650823 -0.022574677758737904 0.011563722692336381 0.018392449053849954 -0.018650174930800623 -0.0052051661882037041 -0.009903510843208705 -0.021901379334032189 -0.003562041347708181
leaf_weight=4.9668183373287311 16.321435794234276 3.7491987571120253 20.037923747673631 7.8898222669959059 3.375773210078477 4.8483051676303139 40.847557175904512 10.71192482486367 4.6445764768868676 11.781471805647014 1.3963875174522389 4.0288892649114114 1.6335416436195371 3.6790318619459867 111.36397475749254 5.0605565011501312 138.59542394801974 62.419009547680616 7.0053899567574254 5.8846405819058409 4.6860875636339179 5.5959186647087318 3.8461971823126069 13.024021457880737 10.172637268900873 11.410447077825667 5.8664570376276961 5.6803998984396449 7.7121423240751028 20.483434000983834
leaf_count=243 58 68 76 35 19 80 427 46 18 374 3 37 12 131 550 26 617 555 31 34 20 69 51 76 28 294 48 210 89 308
internal_value=0.0003616 0.0016509 0.00110715 0.00132457 0.00226218 -0.000147417 -0.003434 0.00051736 -0.000170175 -0.00104581 -3.88277e-05 -0.000735751 -0.0150011 -0.00702979 5.87951e-05 -0.0114706 0.00509722 -0.00261779 -0.00214882 -3.96191e-05 -0.00110426 -0.00202726 -0.000241948 -0.00172639 -0.000523063 -0.00378312 0.00976139 0.00504428 -0.0122723 -0.00896002
internal_weight=558.719 389.966 373.644 369.895 309.01 167.038 60.8855 162.19 154.3 143.588 131.807 127.162 6.70896 5.07542 120.453 9.08945 141.971 168.754 163.787 101.368 94.3624 89.6763 76.3682 70.4836 66.6374 50.5983 16.0391 18.7044 13.3081 31.8939
internal_count=4633 2577 2519 2451 1948 1312 503 1232 1197 1151 777 759 146 134 613 63 636 2056 1813 1258 1227 1207 1049 1015 964 888 76 286 158 602
is_linear=0
shrinkage=0.0166449


Tree=101
num_leaves=31
num_cat=0
split_feature=5 5 10 17 17 12 12 8 12 4 8 6 15 18 19 10 16 5 2 17 15 16 13 16 9 6 15 4 12 15
split_gain=6.73483 5.62454 5.94244 5.88195 4.18091 3.65935 4.27148 6.05305 4.86911 11.2557 5.25949 11.7441 4.28314 6.09965 6.09272 6.7963 6.52681 5.56755 5.29856 10.2453 5.00902 4.76947 6.85005 3.92789 3.5814 3.57725 3.54679 6.22821 4.52147 4.04898
threshold=7.754880527600001 5.3654262215500008 90.679004281900021 201.39543491635001 168.62011096010002 66.834523482800009 91.208648993800026 8.2435668022500028 96.720516239650024 160.20223982390002 8.9430209551500024 18.055421862050004 46.055224235250002 13.164254432300002 14.351157895250003 64.953148431650007 22.454947490600002 24.367802910700004 258.06114663960005 204.04920942250001 43.79812286300001 22.564947233300003 117.56896250265002 22.694946929300002 226.58992707320002 14.375335877400001 26.912781836550003 319.84476747495006 256.19386559905007 22.853312863800003
decision_type=2 2 2 2 2 2 2 2 2 2 2 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 26 -6 7 -7 -8 -10 12 -12 14 -14 20 16 -16 -15 19 -18 23 -19 -23 -11 -13 -9 27 -2 -29 -30
right_child=4 -3 -4 -5 5 6 8 25 9 10 11 24 13 17 15 -17 18 21 -20 -21 -22 22 -24 -25 -26 -27 -28 28 29 -31
leaf_value=0.0060906663315983094 -0.013274745558154534 -0.018489804132359091 -0.018031154161378151 -0.019349522113142746 0.013659345455562279 -0.018228136145991444 0.010295971235361584 0.010424199777465341 -0.030971904597140401 0.00088719510362327198 -0.02546335057516216 -0.0042213674812468082 -0.020946220466793581 -0.019384193899232474 0.017258834901038845 -0.010985985196499962 0.0052686311016611111 0.021957331847842369 0.016659577364602586 -0.016825596969186368 -0.013050181067269124 -0.024229480945594229 0.00540728446286426 0.016667473712167057 0.017334806453578631 -0.00533147185564113 0.0048616459834398447 0.02329052963423273 -0.025692332398363472 0.0082749396245866743
leaf_weight=15.923348996788269 18.767428183928136 9.2331900671124441 5.7986545078456393 3.2216572761535636 6.8977194540202609 7.86495387926698 17.69178038649261 6.1708039119839695 3.2014180570840827 255.38501011021435 6.7959159426391151 5.9425744991749507 5.5579119157046106 3.8323398530483272 14.580989852547644 6.9117268044501534 75.656867235898972 3.3287555910646942 10.063877075910566 6.7390981316566458 7.5093328636139622 2.9300234243273726 10.682952936738728 4.7368363365530959 3.6793925426900387 13.639825090765951 8.1745412973687035 2.6675593191757789 1.7088718228042123 2.622536638751626
leaf_count=128 514 279 312 69 24 102 85 22 20 1965 55 45 87 36 72 43 293 11 42 50 46 33 62 17 13 84 68 7 28 21
internal_value=0.000340014 -0.00704073 -0.00280272 0.00180968 0.000831021 0.00124301 0.0010619 -0.00548347 0.00146877 0.00110349 0.00134549 -0.00818321 0.001729 -0.00496889 0.0021912 0.00551631 0.00658188 -0.000694299 0.00489811 0.00346156 0.00077543 0.00353349 -0.00097166 0.00117456 0.00402161 -0.000423745 -0.00499296 -0.00811939 0.00570446 -0.00512618
internal_weight=547.918 34.1769 24.9437 19.145 513.741 479.8 472.902 27.6756 445.227 427.535 424.334 16.4179 407.916 26.332 381.584 113.953 107.041 20.7741 92.4598 82.396 267.631 16.9417 13.613 260.122 9.62197 19.8106 33.9409 25.7664 6.99897 4.33141
internal_count=4633 788 509 197 3845 3207 3183 208 2975 2890 2870 113 2757 229 2528 500 457 142 385 343 2028 106 95 1982 58 106 638 570 56 49
is_linear=0
shrinkage=0.0171707


Tree=102
num_leaves=31
num_cat=0
split_feature=16 4 12 16 17 14 6 15 7 6 5 12 15 18 15 12 9 0 18 17 13 15 16 9 3 0 2 7 18 2
split_gain=11.2234 6.57325 13.5835 9.88753 8.56463 9.34356 7.65523 6.23051 5.52231 5.15584 5.04622 4.77252 4.70527 6.76313 6.13938 7.05781 8.17542 7.54429 7.01011 10.0371 7.63619 5.54304 5.99947 5.22909 7.534 7.16143 6.36052 5.3106 4.32727 4.15482
threshold=18.594956516900002 309.25865594525004 254.38400358715003 22.674946976100003 203.09927826650002 385.54727331575003 14.995350363950001 46.723315192750007 29.911984439950004 15.635365317800002 23.967536448650005 371.73724940330004 28.444110612900001 14.032563378150002 28.298162031900002 206.14208420540004 32.593970107800011 104.22883325935001 15.917243450850002 203.09927826650002 108.64328150955002 6.8054746905500005 16.499961415900003 203.42345995920002 82.912048743050008 85.769879735700016 145.83272221200002 25.024903008400003 14.780131328250002 325.13486840910008
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=8 7 -3 4 5 10 11 -2 9 12 -4 -6 14 -14 15 17 -17 18 20 -20 23 -19 -23 24 27 26 -26 -1 -25 -18
right_child=1 2 3 -5 6 -7 -8 -9 -10 -11 -12 -13 13 -15 -16 16 29 21 19 -21 -22 22 -24 28 25 -27 -28 -29 -30 -31
leaf_value=0.0022346513138559406 0.0020291393075723614 -0.0094342931449761021 -0.0078569673597288191 0.0077325371163941628 -0.010086016649148375 -0.01176889853545731 0.006446457892534267 -0.0070747773053410085 -0.0091193635129023752 -0.0071299819484455648 0.0033775604253584472 0.0043796732729744423 0.0046057400733868084 -0.0086102727898799674 0.013066915973529922 -0.0057047904786351831 0.0029366030117117794 0.0087446203868696854 0.0055380952567719065 -0.0049256240440875279 0.0092620501094023318 -0.0096221434900643187 0.013611727395648802 -0.0026701475385541486 -0.0099904266269655855 -0.011104501888915513 0.0097585668892968738 -0.0071099933937327853 -0.013570684957434447 -0.0024522025729566154
leaf_weight=23.219931513071064 274.33996241167188 12.225264221429823 4.5133204609155682 11.695768408477305 4.4558140113949802 9.0480506122112256 14.016274549067019 5.7622684743255368 6.4004854457452884 9.7491458998993021 8.9616327155381423 2.7808734551072121 3.8780492432415477 11.609692469239233 2.5290062539279452 11.337531503289936 71.860169027000666 1.536442488431933 22.088029835373163 9.9973701760172826 3.7250589318573466 16.302728157490495 0.87939780205488105 4.8143320865929109 2.1129991617053738 10.610331377014516 2.9111555106937885 5.6833310257643452 6.3277115039527416 12.629357947036622
leaf_count=137 1236 121 27 49 36 103 56 57 280 371 43 13 18 245 6 201 433 14 96 94 11 414 3 40 73 158 11 101 65 121
internal_value=0.000261425 0.00125625 -0.00116672 0.000655344 -0.00123549 -0.0049584 0.00270989 0.00184185 -0.00117903 -0.000961655 -0.000385349 -0.00452722 -0.000693255 -0.00530105 -0.000351086 -0.000515786 0.00120401 -0.00201116 -0.000985743 0.00227774 -0.0027484 -0.00702305 -0.00843301 -0.00355191 -0.00222381 -0.00706921 0.00145277 0.000397187 -0.0088607 0.00213109
internal_weight=588.001 347.799 67.697 55.4717 43.776 22.523 21.253 280.102 240.202 233.802 13.475 7.23669 224.053 15.4877 208.565 206.036 95.8271 110.209 91.4903 32.0854 59.4049 18.7186 17.1821 55.6798 44.5377 15.6345 5.02415 28.9033 11.142 84.4895
internal_count=4633 1741 448 327 278 173 105 1293 2892 2612 70 49 2241 263 1978 1972 755 1217 786 190 596 431 417 585 480 242 84 238 105 554
is_linear=0
shrinkage=0.00866462


Tree=103
num_leaves=31
num_cat=0
split_feature=16 4 4 16 7 6 2 0 10 15 6 16 2 15 18 15 2 7 4 9 8 13 17 0 19 10 4 15 2 13
split_gain=14.4556 5.925 12.7451 8.89062 7.1678 10.1032 10.025 6.01438 6.60538 5.53449 5.34026 5.74759 7.88775 6.98005 8.18774 6.53387 7.23279 10.8833 11.0955 7.51095 5.99618 5.63583 5.3387 6.97547 7.58341 7.53896 6.39829 5.46152 6.20359 5.77427
threshold=18.594956516900002 309.25865594525004 312.24436677560004 22.674946976100003 23.131311951800004 15.885371159150003 358.71993462570009 88.729872137350014 62.041548276350007 46.723315192750007 15.635365317800002 11.949972055800002 285.01633004880006 28.444110612900001 14.032563378150002 28.298162031900002 185.72519583365002 26.296311413900003 371.16724128940001 36.083943265750008 8.0437227585500022 88.823968171900006 236.15709471040003 104.22883325935001 12.751028791950002 70.816675614150014 269.33704784675007 21.086216674150005 83.777728670400009 104.04332964835001
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=10 9 -3 4 -4 6 -6 8 -7 -2 11 12 20 15 -15 16 22 19 -19 21 -1 -18 23 24 26 -26 27 -13 -29 -30
right_child=1 2 3 -5 5 7 -8 -9 -10 -11 -12 13 -14 14 -16 -17 17 18 -20 -21 -22 -23 -24 -25 25 -27 -28 28 29 -31
leaf_value=-0.0066078294537182123 0.0018369665902463002 -0.00976387053093449 -0.0076596848141252212 0.0061745952969889835 -0.0092381826507186016 0.0035067754504600917 0.0063199042032996916 0.0085015532667881734 -0.0054566344747499201 -0.0056993773341378349 -0.0063637419932126172 0.0033092816110667877 0.00076952660874677248 0.0048018680335314692 -0.0077562154701246687 0.011947966758640521 0.0076486887630354185 0.0020851854475891617 -0.009286788695055722 0.0045449948649387215 0.0026106818718445797 -0.0089638318196669144 0.0091751482713269966 -0.0085789417423144994 0.0034326078071363979 -0.0072492493161261133 -0.010412440630835285 0.0033280218127495179 -0.0080885194564857925 0.00065655140055480841
leaf_weight=28.270618112757802 282.74917221069336 7.7925528399646273 7.6682959757745257 11.977859474718569 9.3916258215904218 14.444426521658903 3.0780392438173285 7.3586686402559272 6.7535430192947379 5.5616334937512866 10.514449972659348 27.006204880774021 18.671099905855954 3.7594353891909149 12.802172195166348 2.6042777709662905 1.5653239414095867 10.704769715666773 8.7099256999790651 46.481202248483896 4.5908256955444804 4.237445080652833 2.5785901919007292 7.6289837937802067 4.7538810074329403 16.65593090839684 2.9327159896492949 9.6733338758349436 9.4311716780066508 7.6578861139714709
leaf_count=696 1236 96 87 52 75 61 11 24 42 57 371 150 255 18 248 6 6 66 127 200 37 84 7 142 23 203 35 40 90 88
internal_value=0.000265273 0.00122175 -0.000756745 0.000400098 -0.00102031 0.000220669 -0.00539779 0.00267405 0.000651088 0.00169159 -0.00114935 -0.000911711 -0.00311365 -0.00027844 -0.00490557 0.000192793 1.47829e-06 0.00176684 -0.00301657 0.00354307 -0.00531998 -0.00448253 -0.00143167 -0.00175067 -0.00108376 -0.00487743 0.000348688 0.000935635 -0.00145964 -0.00416971
internal_weight=598.006 356.776 68.465 60.6725 48.6946 41.0263 12.4697 28.5566 21.198 288.311 241.23 230.716 51.5325 179.183 16.5616 162.622 160.017 71.6987 19.4147 52.284 32.8614 5.80277 88.3187 85.7401 78.1111 21.4098 56.7013 53.7686 26.7624 17.0891
internal_count=4633 1741 448 352 300 213 86 127 103 1293 2892 2521 988 1533 266 1267 1261 483 193 290 733 90 778 771 629 226 403 368 218 178
is_linear=0
shrinkage=0.00748158


Tree=104
num_leaves=31
num_cat=0
split_feature=16 4 4 16 7 6 2 6 5 15 16 19 2 13 19 12 6 5 15 12 15 18 13 2 9 17 10 7 17 15
split_gain=15.3299 6.48897 12.6581 9.0166 7.2178 8.47061 11.0169 5.8282 7.24355 6.75647 6.95209 10.7765 7.91847 7.93737 7.23293 7.22771 6.97097 10.7445 5.79894 5.68986 5.98891 5.50135 5.35821 7.56084 5.70658 4.74526 5.08157 6.11691 8.21059 7.44986
threshold=18.594956516900002 309.25865594525004 312.24436677560004 22.674946976100003 23.131311951800004 15.745367888000002 346.74082678410008 15.635365317800002 10.726864994700001 30.054399297400007 13.534968349350001 11.850956171350001 185.00267682035005 108.49810477050001 10.650859343850001 183.01001782225003 13.500315432750002 14.608687763150002 46.723315192750007 158.10685693470003 19.314972497650004 17.108018746400003 117.97223122220002 98.91243606750001 187.55294863440002 180.19381692845005 82.299080289250014 27.973342028250006 238.05090660085003 6.8054746905500005
decision_type=2 2 2 2 2 2 2 2 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 18 -3 4 -4 6 -6 8 25 10 14 -12 13 19 15 -10 17 -14 22 20 -13 -21 -2 24 -24 -1 -27 28 -28 -29
right_child=1 2 3 -5 5 -7 -8 -9 9 -11 11 12 16 -15 -16 -17 -18 -19 -20 21 -22 -23 23 -25 -26 26 27 29 -30 -31
leaf_value=-0.0086247162708581911 0.0022918301118318388 -0.0099167576525346548 -0.0079085079166453069 0.0062533583493843813 -0.010716877806430271 0.0024696874462470319 0.004908813945775802 -0.0065569325762552142 -0.005358737553517544 -0.0059982065257038883 0.0063709425458966708 0.006039402471645674 0.0032963446599136121 0.0065144690883927395 -0.0057481452682876678 0.0038237972751718708 0.006372247039144855 -0.0074182432144664174 -0.0057258232933098605 -0.0097097766282456758 -0.0023504913896087412 0.0022742426489815513 0.0084090122486862717 -0.0066966063304157841 -0.0026895482377135775 -0.0057375072823889553 0.00041616697270765985 0.0043768774837261723 0.016263828321713355 -0.0073005761575667683
leaf_weight=8.0908844582736474 260.14908070862293 7.9306873045861712 7.7143272608518592 12.330820020288227 7.6517568677663785 28.347841218113899 4.0745597705245018 11.210556879639624 7.7744509484618929 10.768931942060588 19.8606260381639 5.8396390341222277 18.954344511032108 6.3534113653004161 20.118689697235823 14.41854236088693 17.865490380674601 7.7779057286679736 5.8547371849417678 9.9923536926507932 35.434460137039423 2.9158201143145552 5.2218043096363562 9.7193433102220279 5.7204018980264664 17.486853118985891 18.470547802746299 4.3825737517327097 2.1506933271884909 12.127475803717969
leaf_count=251 1074 96 87 52 65 131 17 371 151 215 58 21 88 20 223 81 65 68 57 98 299 14 24 107 31 273 211 68 4 313
internal_value=0.000301051 0.0013295 -0.000801438 0.000401017 -0.00110906 0.000199845 -0.0052874 -0.00114663 -0.000894735 -0.000104646 0.000274703 0.00118511 0.000205466 -0.00160275 -0.00241477 0.000607054 0.00265989 0.000178872 0.00183535 -0.00255458 -0.00116345 -0.00700271 0.001993 -0.00176955 0.00260687 -0.00313835 -0.00232562 -0.000718807 0.002069 -0.00420081
internal_weight=606.71 354.715 68.05 60.1193 47.7885 40.0742 11.7263 251.994 240.784 178.075 167.306 124.994 105.133 60.5357 42.3117 22.193 44.5977 26.7323 286.665 54.1823 41.2741 12.9082 280.811 20.6615 10.9422 62.709 54.6181 37.1313 20.6212 16.51
internal_count=4633 1741 448 352 300 213 82 2892 2521 1401 1186 731 673 452 455 232 221 156 1293 432 320 112 1236 162 55 1120 869 596 215 381
is_linear=0
shrinkage=0.00767626


Tree=105
num_leaves=31
num_cat=0
split_feature=16 5 10 10 17 14 6 18 19 16 18 14 5 16 16 7 5 19 13 5 13 6 2 10 18 0 15 2 13 10
split_gain=28.0907 10.8085 7.55233 8.1661 8.43958 9.57079 7.90314 9.37006 9.78989 8.62976 8.41203 7.65517 7.64018 7.18229 10.2802 10.6742 6.9321 6.80577 6.75384 10.547 10.0967 9.23019 10.1763 8.12666 6.78602 6.16212 6.08761 5.78896 5.34812 5.34482
threshold=18.594956516900002 23.605484525250002 90.937096262400004 74.757955233350017 195.59800312745003 195.37489133290003 13.665319288000001 17.327266398450003 12.050972309250001 15.054964794950001 16.435318745950003 327.64162573700008 2.7155367820000005 17.684958644900004 9.7049773055000017 26.296311413900003 12.679739965100001 12.751028791950002 112.67059178900001 20.769304081650002 111.38282034450002 16.455384477450004 199.01127796720002 61.917879202350001 14.032563378150002 92.168410086200012 40.42701969085001 203.29256851545003 117.61735474900001 82.49264927465002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 18 3 4 5 -1 7 8 10 -8 12 -10 -5 14 -9 -16 -13 -7 19 20 24 23 26 -20 -2 -22 -23 -19 -24 -14
right_child=1 -3 -4 6 -6 17 9 13 11 -11 -12 16 29 -15 15 -17 -18 27 21 -21 25 22 28 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.0061864156714003622 0.0064358827300266454 -0.00059507266235244555 -0.0055172377847457618 0.0091334937456770335 -0.0082936180119644026 -0.0023194137534220342 -0.0036171870552944331 0.0059841378820574553 -0.0068822992410727084 0.0042680829079553961 -0.0043682498292592709 -0.0078011219106765197 0.0014499741606023267 0.0084320795938447393 0.0072806753388643406 -0.0049314768864398787 0.0047832802478242637 0.0046341606134889957 -0.0048399648232430436 -0.0091518523262213297 -0.010991598124624562 0.00045671529034399771 -0.010395415964865219 0.0041547888209151852 0.00085731723429711428 0.0012905376560576043 0.0044873452423429766 -0.0045843009797543726 0.000723147996207433 -0.00499807442264847
leaf_weight=17.757314881309867 12.521180495619772 83.507181815803051 18.181288789957762 4.925702601671218 10.93871972709894 32.480394983664155 8.0792619585990888 10.445816583931448 25.091214973479509 29.572794206440449 17.423087447881699 3.058759178966282 29.556463573127985 6.4594642817974082 4.1590903028845814 15.348751097917555 5.7887506354600191 15.300635013729336 4.7583231553435317 4.9416238591074935 4.7479132488369933 52.38135938346386 5.1041553989052755 131.72924472391605 48.924099463969469 3.0786486566066742 25.458796739578247 3.9105555545538655 3.2293813228607178 7.3362494371831408
leaf_count=387 31 567 554 9 156 327 46 39 293 101 214 57 194 17 13 168 27 101 24 50 38 200 44 459 232 12 71 67 13 122
internal_value=0.000375494 0.001554 -0.00131096 -0.00100213 -0.00277322 -0.00190372 -0.000150847 -0.00094313 -0.00207972 0.00257609 -0.000420829 -0.00497537 0.00122381 0.00196536 0.000570821 -0.00232783 0.000432603 -0.000432508 0.00215851 0.000391968 0.00107279 0.0027473 0.00101471 0.00384121 0.0019941 -0.00616031 0.00177499 0.00275769 -0.00608679 0.000167756
internal_weight=646.196 380.382 265.814 247.633 80.3876 69.4489 167.245 129.593 93.1802 37.6521 59.2415 33.9387 41.8184 36.4131 29.9537 19.5078 8.84751 51.6916 296.875 74.2135 69.2718 222.661 86.1737 136.488 61.4453 7.82656 77.8402 19.2112 8.33354 36.8927
internal_count=4633 1741 2892 2338 1038 882 1300 1153 916 147 539 377 325 237 220 181 84 495 1174 363 313 811 328 483 263 50 271 168 57 316
is_linear=0
shrinkage=0.00676168


Tree=106
num_leaves=31
num_cat=0
split_feature=16 5 5 10 0 5 9 17 10 8 14 19 3 0 0 8 6 9 12 4 15 8 6 9 0 5 18 15 17 7
split_gain=36.7463 12.9706 11.6716 12.3223 11.6879 11.2429 10.2842 9.98345 9.37754 9.90872 8.973 8.8945 8.13614 15.148 7.96705 7.30422 7.30227 7.28769 6.74966 6.57048 6.06513 5.67994 6.72214 5.54744 7.31587 5.47928 14.666 7.93678 5.95443 10.8023
threshold=18.594956516900002 23.605484525250002 10.726864994700001 74.927328095600004 98.51854819030001 13.812766882300002 186.70853236170004 193.50449793755004 81.573196594050017 5.5456722124000004 195.37489133290003 12.751028791950002 85.589753040950015 96.082805124100005 82.250688042950017 8.8430989333000021 13.185308072600002 226.58992707320002 207.49943573995003 162.32075757215003 52.561095883800007 9.4426310644000022 16.645388916850006 66.544071737050004 94.770837556450019 2.7155367820000005 16.435318745950003 5.1773271655500013 193.82504409230003 22.703933514050004
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 12 25 7 18 8 -7 10 -6 -10 -4 23 13 19 -13 -14 -11 20 -5 -2 -3 22 -17 24 -12 26 -1 -28 -27 -30
right_child=1 17 3 4 5 6 -8 -9 9 16 11 14 15 -15 -16 21 -18 -19 -20 -21 -22 -23 -24 -25 -26 28 27 -29 29 -31
leaf_value=0.0050085131473437423 0.00090128647514551956 -0.00035645401977050405 -0.0031964782579401102 0.00082775623674486147 0.0023179749047782298 0.0022665317293583619 -0.0029409733888005412 -0.0050336868291231095 0.0055308326084883477 -0.0041216708965013272 0.0014607523442464979 -0.0028086670551046352 0.0018538757488383878 0.0024172888216703885 0.0035775864198219131 -4.6181624362330856e-05 0.0027581860205440527 0.0043481629424307871 0.004226316668605009 -0.0043123713516213368 -0.0054452934690578658 0.002510042910071252 -0.0061489403181520606 -0.0032630217533526928 -0.0052113694463108758 -0.0041564674943592389 0.0021908496448776911 -0.0046320928677686807 0.0044057487020433819 -0.0025173355370557444
leaf_weight=5.981746360659602 5.6355077847838428 83.628854274749756 21.94397197291255 23.28250627964735 30.330029435455799 7.7623558118939391 33.658645961433649 12.007765918970106 2.9083424881100681 12.201809305697678 14.021715246140962 4.1812204569578197 251.30820157006383 17.26010312885046 14.574564497917889 8.1224336773157138 3.2493272721767417 5.2614044398069373 16.685078017413616 14.028281122446058 4.0857954435050479 5.9712828546762458 4.762054279446601 14.371529117226599 3.3952123373746863 28.520344376564026 4.0025192741304627 9.7271796483546478 4.3130152747035018 28.647801861166954
leaf_count=14 33 507 386 89 122 28 325 161 6 160 71 78 894 52 69 32 10 13 47 112 47 18 33 181 39 453 41 206 19 387
internal_value=0.000214885 0.00102072 -0.000875109 -0.000376753 0.000410932 -0.000403231 -0.00196508 -0.00158936 0.00092546 -0.00137499 -0.00101881 -7.33606e-05 0.00142478 -0.000370852 0.0021539 0.00167019 -0.00267486 -0.000313852 0.00224654 -0.00281817 -0.000593495 -0.000777933 -0.00230174 -0.00138749 0.000160106 -0.00219215 -0.000321064 -0.00264305 -0.00279204 -0.00161143
internal_weight=695.831 400.064 295.767 214.574 130.078 90.1105 41.421 84.496 48.6895 18.3595 72.4882 50.5442 307.088 36.9239 18.7558 270.164 15.4511 92.9761 39.9676 19.6638 87.7146 18.8558 12.8845 31.7885 17.4169 81.1926 19.7114 13.7297 61.4812 32.9608
internal_count=4633 1741 2892 1772 787 651 353 985 298 176 824 438 1174 197 147 977 170 567 136 145 554 83 65 291 110 1120 261 247 859 406
is_linear=0
shrinkage=0.0040783


Tree=107
num_leaves=31
num_cat=0
split_feature=16 5 10 6 15 5 5 12 13 12 17 7 15 0 10 5 0 7 13 13 15 2 5 6 15 12 10 0 7 18
split_gain=25.4937 9.97025 8.00137 8.45574 6.5785 6.84365 11.5757 7.45651 9.6333 7.08421 6.98928 10.1756 7.40219 6.77568 7.36793 7.28566 7.97551 7.03601 6.31073 10.9367 9.5946 10.4458 9.2886 8.61289 8.09023 11.7156 7.79595 6.18603 5.97792 5.95286
threshold=18.594956516900002 23.714185006400005 89.89935142405001 15.635365317800002 30.054399297400007 10.36813655115 2.7155367820000005 206.14208420540004 108.49810477050001 358.96165787565002 193.82504409230003 22.703933514050004 12.38011581135 95.988709089550014 83.602982482550019 13.713273242250002 98.230883170350012 19.506002767000002 112.67059178900001 111.38282034450002 29.326787846200002 90.828344481500011 20.769304081650002 16.455384477450004 41.54912092575001 216.20511703005005 61.917879202350001 92.168410086200012 23.209106085000005 16.435318745950003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 18 3 4 5 6 29 8 13 -9 -8 -12 -13 17 15 -15 -17 -7 19 20 -2 -22 -23 26 25 -25 -20 -21 -4 -1
right_child=1 -3 28 -5 -6 7 10 9 -10 -11 11 12 -14 14 -16 16 -18 -19 23 27 21 22 -24 24 -26 -27 -28 -29 -30 -31
leaf_value=0.0068544384019016509 0.0032083685688725394 -0.00053502689241125402 0.0052035609445536622 -0.0048404217432186517 -0.0042582342264792534 0.0039314316490368607 -0.0063912954002427278 0.0018655345970895346 0.0051151889929552507 -0.0052025350620155753 0.0071493497374324564 0.0036932737505010484 -0.005289597924631107 0.0028477882406200182 -0.006652936941912665 0.00094300287573764404 -0.0033783019933946983 -0.0057287752926193595 -0.0039718945496736852 -0.0089712791443681515 -0.0082419592812217925 0.0014127024819493999 -0.0072527509911477174 0.00055102535329515649 0.0035996802884233157 -0.0070311277562377312 0.0031416967385528385 0.00050253120680334438 -0.0047392192522729077 -0.0010578952811185947
leaf_weight=5.2402168214321119 30.550232350826263 83.283101044595242 1.9269453044980789 13.993341721594332 12.953948013484476 2.6024912893772152 15.600757729262112 73.019917890429497 7.5226831361651412 4.4214157760143271 3.3073185980320003 3.4572672210633746 12.263063494116066 18.407544657588005 5.3923065029084674 26.060500118881464 24.232045959681273 14.950448982417582 4.6908214017748824 5.5092338845133764 4.9447549059987059 26.914984762668613 4.2048552110791197 61.248347945511341 21.894944101572037 6.6409204825758925 131.53970420360565 3.2051526308059692 22.963281337171793 5.9920278266072273
leaf_count=11 99 545 18 371 222 8 243 352 21 44 14 21 179 88 82 102 260 210 24 44 51 113 44 224 61 53 470 13 594 52
internal_value=0.000224871 0.00112554 -0.00103802 -0.000745483 -0.000502084 -0.000283372 -0.0021496 0.000201237 -0.000783299 0.00146199 -0.00370106 -0.00149534 -0.00331406 -0.00126748 -0.00054988 -7.08478e-05 -0.0011391 -0.0042965 0.00158447 0.000225329 0.000972577 -0.000921357 0.000241842 0.00203747 0.000733659 -0.00019066 0.00289675 -0.00548681 -0.00396947 0.00263347
internal_weight=658.935 384.627 274.308 249.417 235.424 222.47 45.8607 176.609 99.168 77.4413 34.6284 19.0276 15.7203 91.6453 74.0924 68.7001 50.2925 17.5529 301.344 75.3292 66.6148 36.0646 31.1198 226.015 89.7842 67.8893 136.231 8.71439 24.8902 11.2322
internal_count=4633 1741 2892 2280 1909 1687 520 1167 771 396 457 214 200 750 532 450 362 218 1196 364 307 208 157 832 338 277 494 57 612 63
is_linear=0
shrinkage=0.00542213


Tree=108
num_leaves=31
num_cat=0
split_feature=16 5 10 6 15 13 13 5 6 2 13 10 5 5 12 13 12 10 10 3 7 4 16 17 7 15 7 15 5 0
split_gain=29.8846 11.6267 8.87904 8.90654 8.3238 8.2618 10.6823 10.3794 9.35258 10.21 9.05298 8.58206 7.50802 14.4468 8.30468 10.8791 8.26854 6.81189 7.00103 6.5795 12.3638 9.03989 7.01734 6.56176 8.96444 7.33127 6.54103 6.35925 6.27798 6.69563
threshold=18.594956516900002 23.605484525250002 89.89935142405001 15.635365317800002 30.054399297400007 112.67059178900001 111.38282034450002 20.769304081650002 16.455384477450004 199.01127796720002 117.62810858150002 61.917879202350001 10.36813655115 2.7155367820000005 206.14208420540004 108.49810477050001 358.96165787565002 74.757955233350017 83.602982482550019 85.589753040950015 24.872345000050004 158.18845385165005 19.224955043700003 193.82504409230003 22.703933514050004 12.38011581135 19.506002767000002 40.42701969085001 13.713273242250002 98.230883170350012
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 5 3 4 12 6 7 19 11 27 -11 -7 13 -1 15 17 -16 26 28 20 21 -2 -21 -15 -25 -26 -14 -10 -19 -30
right_child=1 -3 -4 -5 -6 8 -8 -9 9 10 -12 -13 14 23 16 -17 -18 18 -20 22 -22 -23 -24 24 25 -27 -28 -29 29 -31
leaf_value=0.0031054399487914683 0.0036653733647177326 -0.00050927454097341655 -0.0041771280382460309 -0.0050296303645925196 -0.0046891286167791719 -0.0040211445118013833 -0.0054798581055144112 -0.0073713727216372042 0.00042320436728602098 -0.0085660991017523572 0.0034490876301206909 0.0034172061954680037 0.0041563035306360699 -0.0065198250819249685 0.0020402760361531028 0.0054876288407789816 -0.0055741820213342074 0.0028544064844356161 -0.0066038282263151714 0.0055473520985193578 0.0024637430834263891 -0.007051236957349819 2.0756996847682564e-05 0.0062887650292611057 0.0034815434741704014 -0.0054792572200924048 -0.0049732576185240506 0.0037223918567881528 0.001059406337710329 -0.0030900053509311741
leaf_weight=11.492364466190336 3.1220585629343978 86.375577345490456 25.322901446372271 13.920096542686222 13.555600721389053 4.7990490868687621 8.7638084813952428 4.2032156884670249 53.409177541732788 5.9035706445574743 2.7445882633328438 134.92428327351809 2.6530461460351971 16.13377421349287 72.201438561081886 7.5836012363433829 4.5279846228659144 17.164188928902149 5.1376343816518775 17.738260000944141 20.506186604499817 9.5312183573842031 11.197422645986078 3.3795424737036255 3.4948436208069316 12.429950341582297 20.172815982252359 25.929915517568588 23.253078360110521 23.221593849360943
leaf_count=63 10 567 612 371 222 24 57 43 200 48 9 459 8 243 352 21 44 79 82 46 73 90 44 14 21 179 250 71 84 247
internal_value=0.000284261 0.00125963 -0.00109273 -0.000780713 -0.000530523 0.00176426 0.000191621 0.000941319 0.00228266 0.00088672 -0.00475295 0.00316172 -0.000277557 -0.00222003 0.000240652 -0.00080391 0.00159093 -0.00132478 -0.000466073 0.001504 -0.000158066 -0.00440703 0.00340869 -0.00394704 -0.00179681 -0.00351273 -0.00391213 0.00150146 2.94346e-05 -0.00101389
internal_weight=664.793 389.148 275.644 250.322 236.401 302.773 75.0622 66.2984 227.711 87.9873 8.64816 139.723 222.846 46.9305 175.915 99.186 76.7294 91.6024 68.7765 62.0951 33.1595 12.6533 28.9357 35.4381 19.3043 15.9248 22.8259 79.3391 63.6389 46.4747
internal_count=4633 1741 2892 2280 1909 1174 363 306 811 328 57 483 1687 520 1167 771 396 750 492 263 173 100 90 457 214 200 258 271 410 331
is_linear=0
shrinkage=0.00546599


Tree=109
num_leaves=31
num_cat=0
split_feature=16 4 12 16 17 2 6 15 19 6 5 7 15 12 16 16 9 13 0 7 16 16 10 10 17 16 6 7 3 5
split_gain=10.1183 5.28202 11.5447 8.03534 6.97572 8.11482 6.03478 4.98481 4.92432 4.88865 4.79889 4.76524 4.3847 5.84299 8.29582 7.27296 7.14079 5.98258 8.56924 4.75192 7.3974 11.1343 6.66527 4.75109 5.53905 8.863 8.30685 4.73368 4.52971 9.0025
threshold=18.594956516900002 309.25865594525004 254.38400358715003 22.674946976100003 203.09927826650002 305.67240907785003 14.995350363950001 46.723315192750007 8.9507221716000007 15.635365317800002 23.714185006400005 18.737592104000004 30.054399297400007 216.20511703005005 14.184966829400002 14.274966618900002 32.593970107800011 108.49810477050001 95.746747857800017 26.296311413900003 9.7049773055000017 17.874958200600002 71.658163008950012 71.658163008950012 236.15709471040003 15.954962690350003 11.085259005300001 20.631538035450003 78.322850714350025 14.050239455300002
decision_type=2 2 2 2 2 2 2 2 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 7 -3 4 5 10 -6 -2 -1 11 -4 -10 13 14 28 -16 -15 18 -17 22 -21 -22 27 -20 25 26 -25 -18 -13 -30
right_child=1 2 3 -5 6 -7 -8 -9 9 -11 -12 12 -14 16 15 17 19 -19 23 20 21 -23 -24 24 -26 -27 -28 -29 29 -31
leaf_value=-0.018127702817403314 0.003669282580644498 -0.017068941980851134 -0.017630871447106299 0.013967611262031053 -0.0075774282013052622 -0.021905516989833614 0.011498089501611875 -0.012520529643254277 0.020507845693285887 -0.013644378152182959 0.0050756413098075517 -0.015242652995203694 -0.012208920331364026 -0.010640690819442924 0.015632034329428411 -0.017271007999663898 0.0079411169182211569 0.013668548227712166 0.013583687527251091 0.010653391142281013 -0.014373206292300156 0.018317397354914691 0.010525436858070407 -0.021975092162999803 0.018638896686442405 -0.01688678376550775 0.0027940635224109151 -0.013036808278262419 0.0098094064693100176 -0.015701531609036562
leaf_weight=5.2916985712945452 272.47886983305216 11.612161155790089 3.5060715861618545 11.169216506183146 7.0573985055089024 8.0754521079361421 13.591937862336634 5.4331384338438502 2.7731262929737559 9.3568587023764831 10.167274991050361 20.765926411375403 10.334726646542547 10.620394008234141 7.1302652209997168 10.661784963682292 5.4294080100953561 6.2129997871816149 5.6860235333442679 9.1479569952934998 14.514841210097076 3.6526912525296202 37.852978400886059 4.2785682547837487 3.2484068498015395 11.357717318460343 33.382564384490252 6.7693824283778667 7.5465776696801168 7.9627857208251953
leaf_count=245 1236 121 23 49 49 101 56 57 8 371 49 501 222 208 20 202 25 20 29 106 180 14 166 55 9 140 157 67 41 106
internal_value=0.000516998 0.00234711 -0.00194083 0.0013386 -0.00198835 -0.00860308 0.00497858 0.00335277 -0.00216657 -0.00179724 -0.000746683 -0.00129183 -0.00157098 -0.00103787 -0.00346809 -0.000518762 0.00222776 -0.00205775 -0.00348174 0.00399424 -0.00162034 -0.00780056 0.00705836 -0.000944905 -0.00252543 -0.00392796 -1.98859e-05 -0.0037 -0.0101316 -0.00328837
internal_weight=577.069 343.092 65.1795 53.5674 42.3981 21.7488 20.6493 277.912 233.978 228.686 13.6733 219.329 216.556 206.221 118.234 81.9583 87.9877 74.8281 68.6151 77.3673 27.3155 18.1675 50.0518 57.9533 52.2673 49.0188 37.6611 12.1988 36.2753 15.5094
internal_count=4633 1741 448 327 278 173 105 1293 2892 2647 72 2276 2268 2046 1280 632 766 612 592 558 300 194 258 390 361 352 212 92 648 147
is_linear=0
shrinkage=0.0167361


Tree=110
num_leaves=31
num_cat=0
split_feature=16 5 10 10 5 5 4 3 0 7 14 17 13 18 19 13 13 12 17 13 14 6 2 13 10 13 16 16 16 7
split_gain=40.2783 15.6459 11.5345 10.3494 10.7216 14.7867 9.97404 9.6806 14.9177 9.64556 10.9597 8.92657 8.62001 10.7285 10.9547 14.7943 7.94959 8.34419 7.78554 10.2383 7.66778 7.03182 10.2677 8.50713 7.19498 6.9086 19.8158 7.41755 6.84783 6.75959
threshold=18.594956516900002 23.605484525250002 90.937096262400004 74.927328095600004 10.36813655115 2.7155367820000005 309.31594811510007 85.589753040950015 96.082805124100005 25.606038725250006 366.02505068985005 195.59800312745003 95.811270852950017 17.370891598500005 12.751028791950002 98.050756475600011 88.504041654350019 216.20511703005005 192.64609805285002 79.003030621350021 195.37489133290003 16.455384477450004 199.01127796720002 117.62810858150002 61.923256118600001 112.67059178900001 20.034953149600003 19.224955043700003 11.864972254500001 23.960918281000001
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 7 3 11 5 18 12 8 29 -8 -11 20 -6 14 15 -14 17 -7 -5 -20 -1 24 -23 -24 -9 26 27 -26 -22 -2
right_child=1 -3 -4 4 6 16 9 21 -10 10 -12 -13 13 -15 -16 -17 -18 -19 19 -21 28 22 23 -25 25 -27 -28 -29 -30 -31
leaf_value=-0.0032858445559379697 0.0025655920061698621 -0.00042878828474614733 -0.0035743167270365379 0.0054991499159662898 -0.0049076125710350374 -0.0047136241225594309 0.0038216664101448829 -0.0024214746466951114 0.0023059381912649683 0.0024420029121351634 -0.0031001168579370729 -0.0050006105052354775 -0.0048970742934679422 0.0042885529469146059 -0.0040076418673292659 0.0010631610284091947 -0.0044918592264579817 0.0017307132185840188 0.0050904644681526133 -0.0049360110983901612 -0.003408030042273883 0.0012478149069835391 -0.0061650494739101842 0.0024772148062829269 0.0035235633400426485 0.0027480821838390115 -0.0061727803565412818 -0.00027024186124114926 0.00019439619583564715 -0.0038615132390783262
leaf_weight=22.782524611800909 3.2160782665014294 92.680435925722122 24.865187749266624 5.8550086021423322 6.3611785210669032 5.2449872568249694 23.535159356892109 5.4470054209232321 17.269456744194031 14.407012425363066 9.9835582859814149 12.425172254443167 8.0019885301589948 8.6304597780108434 12.242541544139383 49.206074476242065 23.069461923092604 9.0505863502621633 2.8367342948913574 4.1389852724969387 10.774425376206635 82.592777207493782 5.8944288492202741 2.7656769976019859 21.045240245759487 140.83834835886955 5.7116975262761107 14.307929359376429 45.752969894558191 17.00071244686842
leaf_count=392 11 567 554 13 90 77 67 26 52 55 88 162 121 23 110 212 317 53 6 52 119 274 49 9 62 450 46 61 381 134
internal_value=0.000210466 0.00104003 -0.00092303 -0.000682691 -0.000122931 -0.00172277 0.000483752 0.0014707 -0.000468839 0.00196503 0.0001735 -0.00179668 -0.000356955 1.3782e-05 -0.000517434 0.000229472 -0.00301575 -0.000633688 0.00204258 -0.000858662 -0.00129473 0.00173167 0.000806246 -0.00340507 0.00218242 0.00232028 0.000853055 0.00198816 -0.000492246 -0.00283909
internal_weight=707.934 408.77 299.164 274.299 182.564 50.1958 132.368 316.089 37.4862 47.9257 24.3906 91.7351 84.4422 78.0811 69.4506 57.2081 37.365 14.2956 12.8307 6.97572 79.3099 278.603 91.2529 8.66011 187.35 181.903 41.0649 35.3532 56.5274 20.2168
internal_count=4633 1741 2892 2338 1284 518 766 1174 197 210 143 1054 556 466 443 333 447 130 71 58 892 977 332 58 645 619 169 123 500 145
is_linear=0
shrinkage=0.00406533


Tree=111
num_leaves=31
num_cat=0
split_feature=16 5 5 10 0 5 17 6 0 6 13 13 6 2 15 2 5 10 7 7 10 6 13 16 9 15 17 17 7 12
split_gain=35.5563 13.9055 10.3281 12.6091 10.916 10.8261 9.63389 9.51782 8.75083 8.14618 8.03513 11.1322 9.44112 11.3931 8.79311 11.8276 9.67177 8.00959 7.47536 7.42997 8.3772 8.61936 9.92308 7.17287 6.80741 6.41362 6.30686 6.11641 5.8652 5.77559
threshold=18.594956516900002 23.605484525250002 11.783123780850001 74.927328095600004 98.51854819030001 13.812766882300002 193.50449793755004 11.215262042800001 102.75018128760001 15.635365317800002 112.67059178900001 111.98772342380001 16.455384477450004 199.01127796720002 29.326787846200002 90.828344481500011 20.769304081650002 61.923256118600001 24.142338514450003 19.506002767000002 65.571493801650021 14.745344522600002 106.71565703005002 12.054971810200001 226.58992707320002 40.42701969085001 200.68261045605001 189.31980273685002 21.115414688150004 207.49943573995003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 10 27 6 29 8 9 -7 -6 19 11 14 17 25 26 -16 -17 -12 -10 -4 -21 22 23 -22 -3 28 -2 -1 -14 -5
right_child=1 24 3 4 5 7 -8 -9 18 -11 12 -13 13 -15 15 16 -18 -19 -20 20 21 -23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.0050774648832703859 0.0046064518560395857 -0.00093390043324816953 0.0050820470941995051 0.0013255307979295246 0.0033335614539870446 0.0021276551484885383 -0.0070672868510329766 -0.0042561781711082979 0.0055882096093094018 -0.0052774496657402824 -0.0033888350446647543 -0.0066792466538225593 0.0065831994002867079 -0.0052009610666527021 -0.0087720065262295501 0.0016749768848743928 -0.0076349156680278083 0.003694677548262945 -0.0046965661475973025 -0.0069096207295799876 -0.0038143096952042758 0.0054444177865890465 -0.005780661017496587 0.0030388739486250319 0.005900331859906455 0.0040452410277210535 -0.0013580736253902587 -0.0018124715848401723 2.344416948102483e-05 0.0058016634775902758
leaf_weight=27.975808169692755 25.109135389328003 85.300516802817583 6.9317402243614188 23.134869318455458 28.024067617952824 10.220525130629538 11.626038294285534 30.045717727392912 2.996228225529193 14.391214732080696 5.4163128286600104 6.641243487596511 4.8887737393379203 8.5691205635666829 5.25752019137144 28.143696703016758 4.1857548393309107 138.58073333650827 10.042594611644743 7.2450012303888789 7.4757098183035877 7.176072545349597 11.442372914403675 14.981125757098196 5.0405301153659812 26.320216335356236 7.5235411003231993 56.725932033732533 49.693087361752987 15.870354093611239
leaf_count=494 71 554 19 89 110 50 159 303 9 363 26 47 11 57 51 116 43 457 104 119 76 21 156 64 13 71 35 709 189 47
internal_value=0.000321514 0.00142047 -0.00121642 -0.000512918 0.000661524 -0.000530393 -0.0022519 -0.00263581 0.00153418 -0.00144803 0.00199485 0.000392282 0.00252244 0.00106462 0.00106109 -0.000823074 0.000469608 0.00342824 -0.0023332 -0.000450601 -0.00124428 -0.00024501 -0.0014494 0.000757501 -0.000552588 0.00172827 0.00323132 -0.00289085 0.000610987 0.00314677
internal_weight=686.976 400.67 286.305 201.604 120.334 81.3291 81.2693 40.2662 41.0629 69.6432 310.329 76.8609 233.468 89.4712 70.2196 37.587 32.3295 143.997 13.0388 55.252 48.3203 41.0753 33.8992 22.4568 90.341 80.9021 32.6327 84.7017 54.5819 39.0052
internal_count=4633 1741 2892 1689 712 576 977 353 223 818 1174 363 811 328 316 210 159 483 113 455 436 317 296 140 567 271 106 1203 200 136
is_linear=0
shrinkage=0.00571439


Tree=112
num_leaves=31
num_cat=0
split_feature=16 7 15 13 16 6 6 18 6 16 15 18 15 12 9 19 13 3 5 0 15 15 4 13 9 17 2 17 2 0
split_gain=10.1 5.00323 4.94027 5.22124 5.14035 5.49613 5.42524 4.83462 4.70254 4.6475 4.2905 7.34724 6.09021 5.78782 6.81982 6.6584 4.98479 8.27134 7.64076 6.00652 6.46293 6.00773 5.41473 7.79449 9.44402 4.48403 4.37348 5.98275 3.97686 5.11295
threshold=18.594956516900002 29.911984439950004 46.055224235250002 118.84598011460001 23.044946110900003 16.495385412050002 16.475384944750001 11.939817493900003 15.635365317800002 22.584947186600004 28.444110612900001 14.032563378150002 28.298162031900002 206.14208420540004 32.593970107800011 10.350835137000002 108.64328150955002 82.912048743050008 23.286780469550006 104.22883325935001 8.3658317396500017 18.581945927850004 180.98021180325003 101.66942111915002 202.38851837455002 243.29790314680005 68.96170560420002 183.32030055335002 325.13486840910008 109.03310793845002
decision_type=2 2 2 2 2 2 2 2 2 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 -2 5 6 9 -5 10 -4 12 -12 13 15 -15 -1 17 19 -19 21 -21 -17 26 -24 -25 -22 27 -23 -16 -30
right_child=2 -3 4 7 -6 -7 -8 -9 -10 -11 11 -13 -14 14 28 16 -18 18 -20 20 25 22 23 24 -26 -27 -28 -29 29 -31
leaf_value=-0.02341073245776679 0.0043190791955806281 -0.022003176722176162 0.0065989528538061039 0.0042810179688263748 0.019165271246555621 -0.028118425872395259 0.013038942820048466 -0.019676782630439323 -0.016882880387661375 -0.018321352904449913 0.013075131971287643 -0.020861358725492395 0.031594772082140364 -0.0130973437009123 0.0065847878994675516 0.012959015166546097 0.021137891568296062 -0.023574199457647181 0.014546305189730243 0.030632545756180539 -0.023376549246787018 0.01318065515532171 0.0014312781981976927 -0.00031120102928570113 -0.035537753932279093 0.023945969201012451 0.018854543379342267 -0.023604277308322829 -0.017139653438122855 0.010649586004047511
leaf_weight=7.6747113466262809 300.45968025363982 5.7885145964100948 4.8366315737366774 7.0120974797755462 3.3746782839298239 5.0270037464797488 6.0941766686737529 7.9012685138732195 9.2633771095424873 10.394394822418688 3.745757468044757 11.309040296822785 2.528347957879304 10.790749160572885 70.258107031695545 15.319982964545487 3.6055007278919211 14.14732479862869 2.7737935446202746 1.2673416137695301 10.416568329557773 4.3980461061000815 20.015398513525724 6.2539364285767061 7.2458805777132511 0.96495902724564153 8.0643462836742383 3.5036615580320358 7.5285059250891191 4.7707878053188324
leaf_count=268 1359 280 29 44 10 60 34 95 371 110 18 245 6 201 433 80 11 256 17 2 237 13 149 39 76 8 29 32 88 33
internal_value=0.000668639 -0.00272366 0.00294558 0.00371705 -0.00523889 -0.0083641 -0.0037074 -0.00841209 -0.00222952 -0.0104079 -0.00160278 -0.0124177 -0.000794876 -0.0012064 0.00260397 -0.00457303 -0.00309744 -0.00402336 -0.0173253 -0.00111719 -0.014355 0.00146677 -0.00209137 -0.00688645 -0.0192187 -0.0193644 0.00797425 -0.00312999 0.00465622 -0.00636045
internal_weight=576.735 231.635 345.1 315.373 29.7269 26.3522 21.3252 14.9134 225.846 15.231 216.583 15.0548 201.528 199 93.3481 105.651 97.9767 94.3712 16.9211 77.4501 12.6489 64.8013 49.4813 33.5152 13.4998 11.3815 15.9661 7.90171 82.5574 12.2993
internal_count=4633 2892 1741 1498 243 233 173 139 2612 139 2241 263 1978 1972 755 1217 949 938 273 665 247 418 338 264 115 245 74 45 554 121
is_linear=0
shrinkage=0.0210015


Tree=113
num_leaves=31
num_cat=0
split_feature=16 15 10 10 6 3 0 16 15 6 18 16 12 19 2 9 16 16 7 4 18 5 14 13 19 10 6 18 18 6
split_gain=32.9698 13.4749 10.0376 9.37872 9.46727 8.59512 13.5819 7.76044 7.56274 8.69992 10.512 9.88575 10.5401 7.65537 8.99653 7.59266 7.46841 9.74338 10.8447 6.83196 6.49807 6.06061 11.9972 10.9885 12.9141 11.3491 8.36972 9.78189 6.87924 5.68984
threshold=18.594956516900002 46.055224235250002 60.87206898960001 90.937096262400004 15.635365317800002 85.589753040950015 96.082805124100005 23.044946110900003 30.054399297400007 13.665319288000001 17.327266398450003 13.854967601050001 123.91241841185001 12.951044929850001 85.298498744850022 210.61272793875003 17.684958644900004 9.7049773055000017 27.528149546950004 162.32075757215003 13.164254432300002 10.726864994700001 327.64162573700008 97.873318238950006 11.950964240300001 70.077349628250019 2.7350639043000005 16.435318745950003 14.693728290050002 16.495385412050002
decision_type=2 2 2 2 2 2 2 2 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 19 20 9 10 15 -11 13 14 -13 21 17 -12 -19 -4 -3 26 23 -23 -25 -26 27 -1 -24 -22
right_child=1 7 5 -5 -6 -7 -8 -9 -10 11 16 12 -14 -15 -16 -17 -18 18 -20 -21 29 22 28 24 25 -27 -28 -29 -30 -31
leaf_value=0.0044950229960110909 -0.0012216751920995116 -0.0065100463502072714 0.0013315024226091959 -0.0042660910256775465 -0.0046558677509048931 0.0020212364346267665 0.0027800137422704639 0.0049459535138556563 -0.0041832954851388892 -0.0063952456249420078 0.004236448227931385 0.0028563325650129779 0.0032953441128049554 -0.0063818669524929273 -0.0047516548698095205 -0.00595319162210807 0.0063083054422999546 0.002134790149424796 -0.0052580830643379536 -0.005204787760464253 -0.0002966927665325399 -0.0056548600563645973 -0.001775567371957055 0.002827286581997727 0.0044114705265747237 -0.0048208168100919409 -0.0043534239254664452 -0.0058945593365675453 0.0040996696860180221 -0.0076969892270768222
leaf_weight=6.7499447762966138 31.876440603286028 8.0776161216199416 5.6449575126171139 21.403734443709254 15.177837256342171 295.42236232757568 16.786402322351933 3.8566664382815352 13.757451020181177 4.0890664495527735 10.676032055169346 12.969530440866953 38.945887036621571 5.1619146317243567 5.656210556626319 9.6617567948997003 6.4417777657508841 9.6633433960378188 10.481731336563824 14.360722873359917 20.104269336909059 14.096420653164385 7.0957070067524937 16.959779005497694 4.1812577471137073 17.475326545536518 28.25193440541625 3.4802548922598362 17.516181796789169 3.0294194296002379
leaf_count=23 247 90 33 554 371 1054 52 10 222 49 39 42 141 59 79 98 17 58 119 112 117 200 47 77 14 157 415 52 59 26
internal_value=0.000260737 0.00118955 0.00147659 -0.00106386 -0.000798705 0.0017355 -0.000558865 -0.00179061 -0.000558094 -0.000340832 -0.000968806 0.00118846 0.00168277 -0.000957376 0.000545961 -0.00166604 0.00137887 0.000348588 -0.00171181 -0.00336046 -0.00262302 -0.00130836 -0.000495978 -0.00185084 -0.000462231 -0.00303833 -0.00294074 0.000960547 0.00240582 -0.00126578
internal_weight=679.052 399.159 364.091 279.893 258.489 332.214 36.7921 35.068 243.312 229.554 162.731 66.8226 62.7335 23.7877 18.6257 125.469 37.2629 30.8211 20.1451 20.0057 31.2113 115.807 77.3247 52.7128 38.6164 21.6566 38.4821 10.2302 24.6119 23.1337
internal_count=4633 1741 1498 2892 2338 1251 197 243 1967 1745 1375 370 321 180 121 1142 233 216 177 145 233 1044 554 448 248 171 490 75 106 143
is_linear=0
shrinkage=0.00503385


Tree=114
num_leaves=31
num_cat=0
split_feature=16 0 18 16 9 10 6 13 15 18 6 16 4 18 19 8 2 9 2 0 5 5 14 13 17 6 18 13 2 4
split_gain=21.2734 8.92629 8.89538 11.2497 9.33857 7.29139 7.40849 7.29029 6.152 8.56451 6.95336 8.53626 11.5911 7.54673 7.28621 7.02499 6.15189 7.46873 6.06416 5.95032 7.59497 5.89974 9.43978 10.4878 10.6137 8.10827 9.96828 7.25454 5.89326 5.87655
threshold=18.594956516900002 86.09518316945001 13.829007611650001 22.634947069650003 196.40176798710004 90.937096262400004 15.635365317800002 116.87802876315001 28.444110612900001 14.032563378150002 13.665319288000001 13.854967601050001 198.95919911430005 17.327266398450003 12.851036860900001 8.1436447804000007 100.92170827030002 194.29956510785004 85.298498744850022 102.75018128760001 11.452575093200002 11.783123780850001 327.64162573700008 97.873318238950006 200.30016490490002 2.7350639043000005 16.435318745950003 101.51349054760001 103.92649527695001 248.32992249220004
decision_type=2 2 2 2 2 2 2 2 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 29 28 4 16 6 8 -6 10 -10 13 -12 14 15 18 21 17 -4 -13 -15 -21 25 23 -23 27 26 -1 -25 -3 -2
right_child=1 2 3 -5 7 -7 -8 -9 9 -11 11 12 -14 19 -16 -17 -18 -19 -20 20 -22 22 -24 24 -26 -27 -28 -29 -30 -31
leaf_value=0.0075784671900942851 0.0011836544262688571 0.006074007738200193 0.0052662796558496077 0.0068890371979059995 0.0020885469350529276 -0.0062397516633881326 -0.0069095021997504728 -0.003506604678916427 0.005128988174381662 -0.0082007844642321519 -0.0097119311456221533 0.004491785724938956 0.0055653639322697443 0.0060731719985116809 -0.0088327287545507775 -0.010183411578815915 -0.010597133143695706 -0.0086029214612120923 -0.0064337770435753039 0.0021658314890089219 -0.0088372946503143188 -0.0087080937275473506 0.0038749203664226826 0.0042443012221223325 -0.0080250521051535122 -0.0061637351853119958 -0.0091939919492240781 -0.0052535542498447132 0.0025494888306640969 -0.0023378366575686734
leaf_weight=6.6923697069287282 76.573385961353779 48.049548953771591 5.2462381944060343 17.168242380023003 75.293052893131971 17.931393465027213 12.627623906359075 17.987364277243614 3.869923252612355 13.4485015720129 3.6664202734827986 10.484900861978533 34.424478404223919 13.696857780218123 6.4669920355081549 6.4448804631829253 7.6422270089387885 4.4948306083679199 4.5382761731743804 15.315105993300678 5.2525331377983084 11.998469579964874 22.605454549193382 22.042450539767746 8.3763779550790769 30.219805901870131 3.2978696562349796 6.4900717958807936 76.939367860555649 48.105491960421205
leaf_count=23 347 177 17 59 326 554 371 99 18 248 49 34 121 49 67 70 67 31 74 116 66 188 101 113 82 448 51 49 271 347
internal_value=0.000357029 0.00155393 0.00240658 0.000942057 1.94489e-05 -0.00138151 -0.00102147 0.00100963 -0.000697256 -0.00522215 -0.000327638 0.00195957 0.00272489 -0.00122164 -0.00182518 -0.0021677 -0.00529395 -0.0011334 0.00119134 0.00204104 -0.000644131 -0.0017053 -0.000344714 -0.00229507 -0.000210302 -0.00412508 0.00204172 0.0020839 0.00390442 -0.000175061
internal_weight=637.391 377.5 252.821 127.832 110.664 259.891 241.959 93.2804 229.332 17.3184 212.013 59.5811 55.9146 152.432 21.4902 118.168 17.3833 9.74107 15.0232 34.2645 20.5676 111.723 71.5128 48.9074 36.9089 40.21 9.99024 28.5325 124.989 124.679
internal_count=4633 1741 1047 599 540 2892 2338 425 1967 266 1701 345 296 1356 175 1125 115 48 108 231 182 1055 533 432 244 522 74 162 448 694
is_linear=0
shrinkage=0.00789597


Tree=115
num_leaves=31
num_cat=0
split_feature=6 3 10 9 10 5 0 7 6 2 10 6 0 7 3 0 15 15 15 5 17 2 4 9 5 15 19 9 6 9
split_gain=10.4867 7.83416 7.09928 7.78315 6.56373 6.42151 6.24906 8.79569 6.08213 5.37288 5.46454 5.26205 6.99331 5.23438 5.1678 11.1774 6.47979 5.60788 5.33538 5.03742 4.62579 4.59935 6.92027 7.46955 13.7679 7.42299 8.22435 6.06543 5.30364 5.28983
threshold=13.115306437050002 93.883646373400012 61.917879202350001 187.45330412110005 60.87206898960001 29.110986871100003 85.619326080400015 19.506002767000002 12.410289964450003 319.32263744460005 54.884872733100003 16.845393589950003 85.121961326250016 29.911984439950004 85.589753040950015 96.324766355850002 29.171703351550004 28.298162031900002 46.674706678850008 25.361845021250002 207.48293496715004 309.04644204820005 310.44950696480004 181.33671263215004 22.573811927200005 41.195083317300011 14.451165964200003 186.70853236170004 16.325381439950004 192.39832633775004
decision_type=2 2 2 2 2 2 2 2 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 14 4 6 5 -3 7 -4 13 10 -7 12 -6 -1 15 16 17 -2 21 -20 -10 22 23 24 -16 28 -27 -25 -24 -29
right_child=1 2 3 -5 11 9 -8 -9 20 -11 -12 -13 -14 -15 18 -17 -18 -19 19 -21 -22 -23 25 27 -26 26 -28 29 -30 -31
leaf_value=-0.0014392246310047905 -0.0065735131196369622 -0.010532213019120554 0.016913786462924216 -0.01664823158487011 -0.010853407078013114 -0.016151266702265736 0.0094669456365718881 -0.015766551689919184 -0.018859547355418383 -0.017439769191266569 0.0073138164903668156 0.01870467384319674 0.0097597609794982353 -0.015542461070104242 -0.022023808847252177 0.0035043497473231881 -0.013510557930228486 0.012501301999825756 -0.015513827626075153 0.0025882138549167778 0.0040756011945217788 0.011902252166765499 -0.0031388942764380531 0.013233393669564579 0.013544339374621035 -0.007894947902623713 0.016762293746729068 -0.0019747587615289871 -0.023129636829581413 0.0054980739823166742
leaf_weight=136.78940636012703 10.007105354219677 14.682498454116283 2.2571024931967321 12.818546233698724 5.3917577546089914 2.4200191684067311 6.7092622332274905 8.1327486652880889 8.1210464425384981 2.7198866941034785 17.709692761301994 6.0807451456785193 10.229966089129446 5.8886386295780531 5.8577580861747247 57.987603668123484 16.896298820152879 4.9379950128495684 5.7782046943902952 7.6828129291534424 2.4573943242430678 15.912686094641684 6.2979025393724459 18.643014147877693 3.8818250633776188 5.8061278536915761 5.8018143773078918 23.755251690745354 5.1960194259881973 140.583227455616
leaf_count=1521 75 248 8 154 41 78 21 241 106 50 90 17 31 282 54 286 275 17 56 44 14 66 39 62 11 32 14 103 47 550
internal_value=0.000467991 0.00165443 -0.00220423 -0.00801998 0.000733138 -0.00297437 -0.00155172 -0.00866704 -0.00281579 0.00188208 0.00449281 0.00714488 0.00264523 -0.0020213 0.00268124 -0.000324172 -0.00729644 -0.000271023 0.00378229 -0.00518217 -0.0135317 0.00430302 0.00374272 0.00465078 -0.00784771 -0.0038325 0.00442909 0.00531604 -0.012176 0.00441787
internal_weight=577.434 424.178 89.1522 29.9177 59.2346 37.5321 17.0991 10.3899 153.256 22.8496 20.1297 21.7025 15.6217 142.678 335.026 89.829 31.8414 14.9451 245.197 13.461 10.5784 231.736 215.823 192.721 9.73958 23.1019 11.6079 182.981 11.4939 164.338
internal_count=4633 2710 979 424 555 466 270 249 1923 218 168 89 72 1803 1731 653 367 92 1078 100 120 978 912 780 65 132 46 715 86 653
is_linear=0
shrinkage=0.0146468


Tree=116
num_leaves=31
num_cat=0
split_feature=16 0 18 16 9 5 6 15 16 19 2 0 19 19 12 0 19 7 0 15 6 5 4 2 6 2 9 16 7 18
split_gain=16.2642 6.99959 7.80453 10.8934 8.59438 6.39706 7.46132 6.51064 8.51726 10.1875 8.44696 7.69628 6.74811 6.44007 7.15815 6.16129 7.38523 9.64748 7.19839 9.75088 5.6186 9.9373 5.30706 5.28902 5.67444 5.13443 7.19467 4.84373 4.74516 8.35337
threshold=18.594956516900002 86.09518316945001 13.829007611650001 22.634947069650003 196.40176798710004 10.726864994700001 15.635365317800002 30.054399297400007 13.534968349350001 11.850956171350001 185.00267682035005 98.230883170350012 13.051052998800001 10.650859343850001 183.01001782225003 90.321439350550008 14.551174033150001 24.775165158000004 91.109157582800023 36.136500007950012 13.500315432750002 14.608687763150002 248.32992249220004 103.92649527695001 16.455384477450004 100.92170827030002 194.29956510785004 22.724946859200003 23.164713644150002 13.471502260950002
decision_type=2 2 2 2 2 2 2 2 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 22 23 4 25 -1 7 8 13 -10 11 12 -11 14 -7 16 17 -6 -17 -20 21 -12 -2 24 -3 26 -4 28 -24 -30
right_child=1 2 3 -5 15 6 -8 -9 9 10 20 -13 -14 -15 -16 18 -18 -19 19 -21 -22 -23 27 -25 -26 -27 -28 -29 29 -31
leaf_value=-0.0036177588477867254 0.001253371652795477 0.0080660023795685737 0.0054403316458661102 0.0073715400429465727 -0.0099805459458459644 -0.006321800168843629 -0.0072752137029754426 -0.0065237439808303139 0.00717176594304851 0.001638030287762186 0.0040659527118528677 -0.0061745719458978967 -0.010065675749257593 -0.0064505149084741449 0.0038421664680129163 0.0079189975613331506 0.0041493683948800866 0.0034215155769180641 0.0023946442733122691 -0.0084418412220459791 0.0070024685761828622 -0.0076560265449528934 -0.0067690469063769639 0.0025484852292866093 0.001124840020178256 -0.011010945850175199 -0.0094214850934197167 0.0027907768257095789 0.0056229716513195045 -0.0071610460471253617
leaf_weight=63.943849727511406 74.092101991176605 33.26014706492424 5.0770457983016986 16.42593814432621 12.133219942450529 7.8584116436541107 11.125363642349837 10.675327669829128 19.589703496545553 35.673152271658182 18.765254560858015 18.940568871796131 4.0124825648963443 20.072860775515437 14.311907410621641 13.495778165757654 8.2358026653528196 5.8180158734321585 43.7518175765872 7.0603228434920302 17.691106606274843 7.3760870881378642 19.58821333758533 74.471351571381092 11.640565834939478 7.4546581469476214 4.4972895681858063 9.9074466936290246 7.9730951003730279 7.0517211258411407
leaf_count=1120 347 133 17 59 89 151 371 215 58 202 88 193 57 223 81 43 27 22 183 61 65 68 204 271 44 67 31 52 26 65
internal_value=0.000395282 0.00155468 0.00238546 0.000881613 -0.000109823 -0.00128298 -0.000480711 -4.8679e-05 0.000372057 0.00151822 0.000437288 -0.00168704 0.000454707 -0.00293943 0.000239483 0.000939551 -0.00255914 -0.00563692 0.00236426 0.00088892 0.00327859 0.000758458 -0.000149599 0.00394698 0.0062665 -0.00568637 -0.00154061 -0.00248446 -0.00399441 -0.000377057
internal_weight=611.971 361.935 243.322 123.95 107.524 250.036 186.092 174.967 164.292 122.048 102.459 58.6262 39.6856 42.2432 22.1703 90.495 26.187 17.9512 64.3079 50.8121 43.8324 26.1413 118.613 119.372 44.9007 17.029 9.57434 44.5205 34.613 15.0248
internal_count=4633 1741 1047 599 540 2892 1772 1401 1186 731 673 452 259 455 232 425 138 111 287 244 221 156 694 448 177 115 48 347 295 91
is_linear=0
shrinkage=0.00855644


Tree=117
num_leaves=31
num_cat=0
split_feature=16 0 17 5 15 16 2 9 15 13 5 10 17 4 17 16 0 8 18 10 17 5 13 3 7 9 17 2 9 5
split_gain=22.2385 10.6637 9.60919 9.32532 7.58129 8.09415 9.06352 7.76217 8.85004 7.84446 6.79841 8.20193 7.38268 6.77983 8.81371 6.18624 6.08199 6.07351 5.84965 10.9452 9.26227 5.86248 6.67637 10.2128 5.8167 5.58358 5.17366 5.00432 7.3729 4.93715
threshold=20.394952307700002 86.09518316945001 162.04221493815001 7.754880527600001 28.579157549250002 11.949972055800002 309.88494104580008 210.61272793875003 23.949961253350004 116.67639440335002 5.3654262215500008 90.679004281900021 201.39543491635001 195.04069921150003 199.59317753375004 20.034953149600003 98.230883170350012 8.0437227585500022 14.032563378150002 67.031326566450005 196.21449749970003 20.556063402800003 109.34496908160001 83.511574906150017 19.773504439000003 210.09631269260004 236.15709471040003 163.12111328040001 189.34276022045003 23.374630421750002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 27 -1 10 5 6 17 9 16 25 11 12 -4 14 -3 18 -9 24 19 -6 -20 22 23 -22 -5 -7 -10 -2 -29 -30
right_child=1 13 3 4 15 7 -8 8 26 -11 -12 -13 -14 -15 -16 -17 -18 -19 20 -21 21 -23 -24 -25 -26 -27 -28 28 29 -31
leaf_value=-0.0055855353877506224 0.00098334747921097762 0.005202586533152133 0.0020998778971395974 0.0039147332103710939 -0.0057771056358333151 0.0014415633806336733 0.0032549409816637694 0.00015618272175854864 -0.0012243929021885681 -0.0066721310992221396 -0.0067845715891589669 -0.006535418601758919 -0.0070010545081368543 0.0016376639509801027 -0.0015349397540066862 -0.0095667113402160883 -0.0076319645344287788 0.0020700046334466361 -0.00633657103682127 0.0061828667725383766 0.0016627256013700869 -0.0074367573887887438 0.0036750228905420889 -0.0075494518255190806 -0.0065840856351662902 0.0077321410382600233 0.0057054569226366756 -0.0082187650474031693 -0.0069848840316582474 0.00018345264414355337
leaf_weight=14.514480708166955 68.670529700815678 46.764840811491013 17.713674556463964 2.163056116551167 4.2262048460543147 146.82499950192869 8.0848359763622266 5.6057924479246166 11.05776906758547 4.2678408641368142 13.240125937387345 8.7574490588158351 4.0221850946545592 130.2028022184968 8.4268151670694333 3.7020777165889731 10.775681067258118 4.776818558573722 15.444081924855707 8.4207648038864118 10.842384483665233 4.1736848317086688 12.325499035418032 7.4778991378843775 18.874276189133525 5.3790990188717833 6.1739352941513053 5.5328927226364604 4.0090305730700484 29.781443744897842
leaf_count=365 279 161 126 11 54 889 50 29 82 127 264 270 65 508 36 32 109 36 199 24 56 61 38 105 344 16 20 68 23 186
internal_value=0.000279819 0.00151031 -0.000755056 -0.000545347 -0.000152448 0.000381712 -0.0023481 0.000868537 -0.00177544 0.00143651 -0.00315606 -0.00158056 0.000415765 0.00239269 0.00417388 -0.00194856 -0.00496684 -0.00410294 -0.00150025 0.00218623 -0.00242782 -0.000694104 0.000224186 -0.00209746 -0.0055046 0.00166388 0.0012585 -4.49731e-06 -0.00172957 -0.000667026
internal_weight=642.233 293.388 348.845 334.33 290.597 223.984 33.899 190.085 33.6132 156.472 43.7334 30.4933 21.7359 185.394 55.1917 66.6126 16.3815 25.8142 62.9105 12.647 50.2635 34.8195 30.6458 18.3203 21.0373 152.204 17.2317 107.994 39.3234 33.7905
internal_count=4633 1261 3372 3007 2282 1713 441 1272 240 1032 725 461 191 705 197 569 138 391 537 78 459 260 199 161 355 905 102 556 277 209
is_linear=0
shrinkage=0.00606423


Tree=118
num_leaves=31
num_cat=0
split_feature=16 5 17 2 5 15 6 15 12 13 16 13 9 5 9 0 6 0 7 16 18 17 2 15 7 0 0 0 3 7
split_gain=18.205 8.92115 8.04446 8.02941 7.82386 7.18447 6.52428 7.29298 9.73604 6.63251 6.26213 6.94837 6.50846 7.14774 6.27696 6.24043 6.05653 5.94636 6.27921 5.45377 6.74057 9.26566 5.37164 6.50608 5.21396 5.20939 11.49 5.03573 4.99163 8.14535
threshold=20.394952307700002 23.714185006400005 162.04221493815001 325.13486840910008 11.783123780850001 28.579157549250002 16.455384477450004 41.54912092575001 216.20511703005005 117.67112391160002 13.534968349350001 116.67639440335002 57.312778687900007 14.47989612135 204.09084027260005 91.625341543800019 11.755274660100001 102.75018128760001 24.673428656250003 20.034953149600003 14.032563378150002 196.21449749970003 90.828344481500011 37.050691080100002 23.156313609200001 97.722764583650005 101.61296349840002 86.09518316945001 70.561272091750013 27.902905420600003
decision_type=2 2 2 2 2 2 2 2 2 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 -4 10 9 8 -8 15 12 14 -6 16 -12 27 -14 18 -16 20 24 -22 -23 -24 -7 -20 -27 -2 29 -5
right_child=1 -3 3 28 5 19 7 -9 -10 -11 11 -13 13 -15 17 -17 -18 -19 25 -21 21 22 23 -25 -26 26 -28 -29 -30 -31
leaf_value=-0.0085280778798392694 0.0005801867614307082 -0.00099536061223681901 -0.0035458494367432811 0.010470121325558988 0.0045600723100312681 -0.0032257684309166148 0.0007424340859462662 0.0060345802483653321 -0.011745708862374579 -0.0062432841305282427 0.0040769289662916869 -0.010494149421722956 -0.0084281515238859885 -0.012169181656826627 -0.0073543221205287241 -0.0045937525251779849 0.0041104040826341146 -0.010103518112796323 0.0070368707989355251 -0.014568530318540739 -0.0098544865447008894 -0.010606283756747829 0.0026936634993014077 -0.011783884104485684 0.010221216650003593 -0.0062319389128902289 0.0064945519015452442 0.0061872650132881284 -0.0096127142200366812 -0.010818762308418044
leaf_weight=12.919527614489196 17.341415122151375 61.335045291110873 57.835037756711245 3.5417903587222126 8.830256734043358 4.4194494187831861 59.389711305499077 21.117011077702045 6.4340151548385611 5.1433880701661101 91.509332856163383 3.9023564532399169 6.1238393858075169 8.5624476131051761 7.2028810884803525 6.1036122366785994 8.6311263144016248 4.9949646927416316 14.573237955570219 3.2718033157289019 14.286649391055105 4.2679506354033938 24.76528832316399 3.2671647146344176 6.8173847869038582 13.789698496460916 12.64643347263336 105.53638482838869 14.716805044561623 3.1642614752054214
leaf_count=365 67 401 914 12 43 43 224 61 54 26 490 126 122 121 68 33 42 61 53 31 184 46 134 47 18 106 49 395 209 88
internal_value=0.000456175 0.00225848 -0.00106751 -0.000767352 -0.000359674 0.000402217 0.00316126 0.00110366 -0.000478234 0.00449501 0.00136843 0.00220317 -0.00249059 -0.00516066 0.00254556 0.00492322 -0.00109355 -8.81961e-05 0.000949428 -0.00245655 -0.00177123 -0.00338818 -0.000528093 0.00100631 0.00493251 0.0024079 -0.00014388 0.00539595 -0.00647061 0.000424927
internal_weight=616.44 282.401 334.04 321.12 299.697 241.862 221.066 86.9407 65.8237 134.125 180.767 148.619 32.1477 23.3174 144.717 128.981 14.755 53.2072 48.2123 61.0957 57.8239 46.5871 32.3004 28.0325 11.2368 41.0094 26.4361 122.878 21.4229 6.70605
internal_count=4633 1261 3372 3007 2698 1784 860 339 278 521 1281 953 328 285 827 495 164 337 276 503 472 411 227 181 61 208 155 462 309 100
is_linear=0
shrinkage=0.009643


Tree=119
num_leaves=31
num_cat=0
split_feature=5 3 5 6 0 5 6 9 4 9 5 15 0 3 8 17 13 7 0 0 13 10 5 18 18 5 6 9 0 10
split_gain=10.4767 6.24136 6.8685 5.74009 6.97066 6.44353 6.34753 7.01099 5.02823 6.83187 4.97047 4.85472 10.9541 5.05302 4.83205 4.72012 7.46244 4.68527 8.00445 11.4881 6.48681 6.93833 5.38074 5.27303 7.47694 5.24392 4.66755 5.97039 4.59343 10.4425
threshold=12.306951632950001 103.28787291370001 29.110986871100003 14.825346391850003 86.538778761000017 13.252098438300001 16.375382608200002 186.70853236170004 160.20223982390002 66.544071737050004 25.704065249550002 36.270131511550012 87.380266155850009 92.695347879750017 8.4434108459500017 204.55825889135002 112.67059178900001 20.714163848350005 95.44832900530001 98.51854819030001 109.47132661375001 73.007768990450018 14.47989612135 14.170404054850001 13.344136431100003 16.316541761950003 17.130400249100003 180.48474949425002 85.732241321850012 61.928633034850002
decision_type=2 2 2 2 2 2 2 2 2 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 6 -2 10 26 -4 -10 14 12 13 -6 -5 -14 -17 23 20 25 21 -19 -21 24 -7 -20 27 -8 29 -9
right_child=1 2 8 4 11 17 7 28 9 -11 -12 -13 15 -15 -16 16 -18 18 19 22 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.0070541409835979405 0.010691232910161557 -0.025805997405135096 0.040172472283421329 -0.033130138692397622 -0.046750110059043511 0.012042564715277147 -0.011506024139479589 0.001691167055399039 0.009046028200292603 -0.020689779831035905 0.010303202199365421 0.011551754279454401 0.0086958461311674139 -0.0049987515961997988 -0.0034949845099337623 -0.031836001050601005 0.0062528100046251311 -0.02193593735781927 0.015603791548082674 -0.0015171290695960439 -0.00041625726527452881 0.010056706768227177 -0.016398291424413316 0.029607529154187757 -0.031284079126420367 0.0018220142554924248 0.028186411419128001 0.012190856604961005 0.0029606439715151194 -0.023509600853263746
leaf_weight=72.608607389964163 21.605809766799212 7.9036203576251891 1.3215329051017786 6.1208899021148664 2.8005929328501216 7.5548229496926051 6.5236121155321625 22.903783041983843 8.1782015636563283 6.83497729897499 3.3529857695102683 76.067982573062181 55.075713988393545 2.7868692129850388 4.6772984489798546 3.8212394677102548 7.0552466958761215 23.876981854438785 20.259979650378227 27.173748530447483 17.282576825469732 3.7843382358551017 20.573590876534581 4.49340946227312 2.5730604082345963 38.750688627362251 6.0718369316309682 23.871051117777824 60.570192500948906 12.11462766304612
leaf_count=1267 112 266 2 74 27 42 44 120 47 157 21 313 215 18 27 39 26 407 76 245 90 27 214 9 30 200 20 102 252 144
internal_value=0.000743643 0.00186263 -0.00900662 0.0024095 0.00432589 -0.000586636 0.000928519 0.00242582 -0.000878172 -0.00449165 -0.0130439 0.00769101 0.00358589 -0.0259257 -0.0202935 0.00608611 -0.00712894 -0.00205166 -0.00319548 7.62377e-05 -0.010967 -0.017559 -0.00792919 0.00981598 0.00103512 0.00655368 0.010615 0.00710479 -0.000698296 -0.00702704
internal_weight=578.59 505.981 24.2383 481.743 293.814 187.929 146.206 132.055 16.3347 15.0132 14.1512 147.608 71.5397 5.58746 10.7982 65.9522 10.8765 166.323 151.702 106.758 44.9439 27.6613 47.7473 14.6213 10.1279 59.0107 36.4665 30.3947 95.5886 35.0184
internal_count=4633 3366 472 2894 1442 1452 804 682 206 204 122 638 325 45 101 280 65 1340 1259 735 524 434 459 81 72 276 166 146 516 264
is_linear=0
shrinkage=0.0219518


Tree=120
num_leaves=31
num_cat=0
split_feature=16 5 10 16 18 16 14 6 13 0 6 2 18 7 15 3 7 10 15 19 6 0 6 8 6 16 15 9 5 5
split_gain=23.2445 9.2536 8.2194 7.84038 13.4408 8.8672 9.91235 8.14115 7.01907 10.395 8.31396 9.17616 7.78898 8.335 8.29045 7.56032 17.1967 7.48032 6.91217 7.50231 6.64222 15.2348 7.11904 6.60565 6.4755 6.10469 5.83793 5.69769 5.38164 5.44371
threshold=18.594956516900002 23.605484525250002 90.937096262400004 16.094962363000004 17.549283450150003 13.534968349350001 327.64162573700008 11.085259005300001 112.67059178900001 91.886121982450007 16.455384477450004 199.01127796720002 14.032563378150002 23.822419043000004 36.548474543700003 85.589753040950015 24.872345000050004 61.917879202350001 13.019805569300003 10.350835137000002 12.325287978400002 98.752444047600008 14.355335410100002 2.9476996444500005 9.1452136764500018 19.364954716300002 40.42701969085001 226.58992707320002 11.188452238700002 2.7155367820000005
decision_type=2 2 2 2 2 2 2 2 2 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 5 -5 6 18 24 9 25 17 26 -11 -14 15 16 -15 -10 19 -1 -9 22 -22 -8 28 -2 -12 -3 29 -7
right_child=1 27 -4 4 -6 7 23 20 10 12 11 -13 13 14 -16 -17 -18 -19 -20 -21 21 -23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.007947194545297992 0.00085838271622540969 -0.00089679099793061429 -0.0050495083771271787 -0.0034979525197034976 0.0045418654968569722 0.0027918515816496934 0.0021767055765439152 0.0053297861168601522 -0.0043976385224084955 0.0062317284183043501 0.00033783962221139996 -0.0055046710735998181 -0.0090793260458442333 -0.0078111080577928779 -0.0077955221370742452 0.0045819840780813789 0.002659419172673508 0.0036162286476798919 -0.0055814622209339384 0.0036831966458355137 0.0038578082785669502 -0.0053645737871742512 -0.0030507238750084992 -0.0056653941154606435 -0.0090015591369762855 -0.01001559782106873 0.0039681560854622541 0.0062021324286072868 0.0044890703474755366 -0.0047381001636428765
leaf_weight=3.0116457119584066 3.0794927775859815 81.167776934802532 19.178579237312078 65.039347022771835 9.2012505605816823 5.4805940650403597 24.895778097212318 19.141647785902023 4.6786069571971884 9.4398922994732839 53.337944447994232 7.9694087728857985 3.5776140689849845 8.7277722656726855 4.0542068406939498 18.542155787348747 20.049751713871956 129.35371416807175 27.340528544038534 7.515816617757082 36.192648064345121 11.313680071383713 6.881752159446477 5.000211711972951 4.1172342970967284 5.716957688331604 25.325392730534077 4.633103296160697 6.1051886305212966 11.598170131444929
leaf_count=52 11 554 554 946 37 39 137 56 24 24 200 57 23 84 46 57 72 459 418 48 119 112 109 58 41 46 71 13 27 139
internal_value=0.000300973 0.00128543 -0.00112549 -0.000815583 -0.00250151 -7.31862e-05 -0.00181497 0.00109739 0.00181069 0.000139798 0.00236487 0.000861635 0.00100707 0.000109551 0.000749453 0.00148156 -0.000516128 0.00333649 -0.00393081 0.00035603 0.00217542 0.00106525 0.00275407 0.000865086 -0.00180605 -0.0062088 0.00150661 -0.000513461 -0.000528196 -0.00232173
internal_weight=641.668 379.654 262.014 242.835 74.2406 168.595 67.764 100.831 293.853 73.1878 220.665 86.6327 64.3914 54.9515 51.3739 47.3197 28.7775 134.032 37.868 10.5275 73.5297 54.3881 43.0744 29.896 27.3012 8.79645 78.6633 85.8009 23.184 17.0788
internal_count=4633 1741 2892 2338 983 1355 713 642 1174 363 811 328 306 282 259 213 156 483 518 100 396 340 228 195 246 57 271 567 205 178
is_linear=0
shrinkage=0.00622623


Tree=121
num_leaves=31
num_cat=0
split_feature=16 0 6 10 16 18 16 7 5 15 12 15 4 2 13 6 5 2 2 16 0 2 18 16 0 18 14 0 18 7
split_gain=31.5575 10.9396 10.2332 10.1157 9.21778 14.3384 10.5986 11.0467 9.33457 8.30192 7.76131 14.106 9.43259 7.0676 8.6006 6.77874 8.764 7.59626 7.04226 7.207 7.93747 8.31708 7.49153 6.54393 7.17727 6.8736 5.78579 11.3287 17.9452 8.83784
threshold=18.594956516900002 86.09518316945001 15.205355270700002 90.937096262400004 16.094962363000004 17.549283450150003 15.124964631250002 26.093307009050005 1.6209823962500003 28.579157549250002 367.09662155515008 38.567335632300008 191.74731805145004 314.93386866815007 116.60111757565001 16.455384477450004 22.825270530250005 195.72231170465002 131.42729508740004 22.624947093000003 90.321439350550008 222.85070906495002 14.122113655700002 22.704946905950003 85.662341410450011 13.391483899700001 300.29716420680006 104.22883325935001 16.012058908900006 22.398098708400003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=3 13 9 4 6 -6 8 -8 -1 -3 11 12 -11 14 -2 18 17 -17 -4 20 21 -20 -23 24 -16 -26 27 28 -10 -28
right_child=1 2 15 -5 5 -7 7 -9 26 10 -12 -13 -14 -15 23 16 -18 -19 19 -21 -22 22 -24 -25 25 -27 29 -29 -30 -31
leaf_value=0.0063546315890926422 0.0038929752108264435 0.0028518991762126345 0.0042790212178688341 -0.0042206186765408518 -0.0028821077523879472 0.003521597463193425 0.0027337313400884332 -0.0053872048827125155 -0.0035185593715967379 -0.0049346459924984581 0.0044588745689053974 -0.0077910390333997201 0.00077708780712856731 -0.005956922192685456 -0.0031736785745530038 0.00054202592292555316 0.0038789813523772594 -0.0057465956460311619 0.00093034995110464385 0.003838838191201331 0.0036432887400118679 -0.010139028715333419 -0.00080513521949909751 0.0015083959802943885 0.00063980998939567181 -0.0058907669465956001 0.0030829469792648255 -0.0057124546533924275 0.0019906403720986831 -0.0011518360795569945
leaf_weight=4.3313762992620459 13.808400228619574 22.723957479000092 59.285269364714622 22.087842902168632 71.656270248815417 9.7697614803910238 41.933182395994663 4.567235901951789 31.261956067755818 8.747154198586939 6.4873597845435134 7.1067345887422553 37.969896696507931 4.7529444471001616 26.317557983100414 33.216139294207096 17.46679550409317 5.5059732124209395 17.101438820362095 28.352153979241848 13.422096207737921 3.8902148678898794 4.6317906901240349 34.986876420676708 43.708902351558208 4.358065389096736 17.446706391870975 15.603916253894566 27.176006764173508 39.672031044960022
leaf_count=9 42 71 201 554 946 37 175 42 366 72 22 62 162 62 240 119 49 46 60 90 43 29 21 142 179 29 76 248 126 313
internal_value=0.000257952 0.00116791 0.00174115 -0.000997285 -0.000727006 -0.00211377 -0.000106547 0.0019361 -0.000807577 0.000297534 -0.000664897 -0.00128246 -0.000292359 -2.35555e-05 0.000205386 0.00239664 0.000963122 -0.000352166 0.00303246 0.00193594 0.000554191 -0.00106394 -0.00506597 -0.000260181 -0.00109203 4.77052e-05 -0.0010441 -0.00195884 -0.00095656 0.000141663
internal_weight=679.346 393.84 265.907 285.506 263.418 81.426 181.992 46.5004 135.492 83.0351 60.3111 53.8238 46.7171 127.933 123.18 182.872 56.1889 38.7221 126.683 67.3977 39.0455 25.6234 8.52201 109.371 74.3845 48.067 131.161 74.0419 58.438 57.1187
internal_count=4633 1741 1047 2892 2338 983 1355 217 1138 389 318 296 234 694 632 658 214 165 444 243 153 110 50 590 448 208 1129 740 492 389
is_linear=0
shrinkage=0.0049587


Tree=122
num_leaves=31
num_cat=0
split_feature=16 5 5 10 0 5 9 13 5 13 9 6 2 13 0 7 3 7 4 16 0 17 8 16 10 9 12 8 0 5
split_gain=39.6193 15.2222 10.2769 13.1117 10.9946 10.5972 10.3143 9.56676 11.2099 10.0723 9.54111 9.35196 10.7499 8.48739 8.18362 9.40358 8.16859 13.0913 9.29303 7.61798 7.02092 6.78699 7.85299 10.866 6.73342 6.24847 6.14241 6.12569 6.06087 5.65828
threshold=18.594956516900002 23.605484525250002 11.783123780850001 74.927328095600004 98.51854819030001 13.812766882300002 58.084576609100004 112.67059178900001 20.769304081650002 111.38282034450002 186.70853236170004 16.455384477450004 199.01127796720002 117.62810858150002 102.75018128760001 24.123805364200006 85.589753040950015 24.872345000050004 158.18845385165005 19.224955043700003 86.09518316945001 191.86029796145002 5.1459841250500009 18.369957043050004 71.053259929650025 226.58992707320002 207.49943573995003 8.2435668022500028 92.168410086200012 16.222050829800004
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 7 -1 6 26 14 -4 8 9 16 -7 20 -13 -14 -6 -16 17 18 -2 -18 -9 22 -8 24 -24 -3 29 -26 -11 -5
right_child=1 25 3 4 5 10 21 11 -10 28 -12 12 13 -15 15 -17 19 -19 -20 -21 -22 -23 23 -25 27 -27 -28 -29 -30 -31
leaf_value=-0.0026718712228229061 0.0034707773193678 -0.00083424423546743075 0.0018483747317703603 0.0042951253647025792 0.0029583388016157382 0.0028627236828362109 -0.0039045266347979596 0.00023180035257406464 -0.0070999478722917645 -0.0084556037183813899 -0.0036741864462402863 0.0016766388137023629 -0.0080138819138515227 0.0031110315433201278 0.0066240153899589172 -0.004351591654523642 0.005473922990719372 0.0023047792103537113 -0.0067669495019989012 0.00012283173391237006 0.0036557703406257381 -0.0064037135998436358 0.0059805698193429136 -0.0051346584294868049 0.0037518153845120718 0.0052187507567363813 0.0052700561629890801 -0.005298877830712952 0.000910288979823119 -0.00097664562731695419
leaf_weight=85.954081851989031 3.1436587646603575 86.536691278219223 14.41104171797633 9.046461760997774 27.188012111932039 7.4092685654759398 30.835337191820145 18.469161741435528 5.1360055059194556 4.696832299232482 32.014684963971376 82.321155324578285 5.7791072651743871 2.7166447564959526 2.6538027226924887 10.144474405795334 19.033327728509907 20.964766800403595 9.9560520574450475 11.501153230667112 127.84587855637074 12.731996621936558 7.7332656979560879 7.3098216839134684 4.0070411674678308 4.8533626794815055 16.218446187674999 4.0537342056632042 3.0846338421106339 13.941028296947477
leaf_count=1203 10 554 73 25 110 28 527 70 50 38 325 271 48 9 6 107 46 73 90 44 413 176 27 122 17 13 47 35 12 64
internal_value=0.000310136 0.00135218 -0.00117108 -0.000525104 0.000574632 -0.000535846 -0.00213392 0.00189387 0.000310717 0.000836566 -0.00244565 0.00241139 0.00110289 -0.00445652 0.0013471 -0.00207573 0.00150866 -0.000239017 -0.00431011 0.00345837 0.00322357 -0.0029947 -0.00219002 9.82232e-05 0.00252011 -0.000512794 0.00282387 -0.000799745 -0.00474289 0.001098
internal_weight=691.691 406.038 285.652 199.698 118.616 79.4102 81.0822 314.648 77.5164 72.3804 39.424 237.132 90.8169 8.49575 39.9863 12.7983 64.599 34.0645 13.0997 30.5345 146.315 66.6712 53.9392 23.1039 15.794 91.3901 39.2059 8.06078 7.78147 22.9875
internal_count=4633 1741 2892 1689 712 576 977 1174 363 313 353 811 328 57 223 113 263 173 100 90 483 904 728 201 79 567 136 52 50 89
is_linear=0
shrinkage=0.00519105


Tree=123
num_leaves=31
num_cat=0
split_feature=16 0 6 15 10 6 5 4 10 17 6 6 18 19 16 7 14 5 16 16 7 2 2 2 16 0 2 18 5 2
split_gain=26.1666 9.51305 10.9257 8.59884 8.04772 7.85351 10.0201 7.6475 7.59296 8.73218 7.95755 9.53475 8.18885 8.4171 8.17407 12.5623 7.92091 7.88719 7.59801 9.48339 10.5339 7.58971 7.29415 7.19254 6.83721 6.82497 6.9165 7.60766 6.81469 6.36759
threshold=18.594956516900002 86.09518316945001 15.205355270700002 28.579157549250002 90.937096262400004 16.455384477450004 22.825270530250005 191.74731805145004 74.927328095600004 195.59800312745003 13.665319288000001 13.775321858200002 17.327266398450003 12.050972309250001 14.184966829400002 24.407759398400003 327.64162573700008 12.679739965100001 17.684958644900004 9.7049773055000017 26.296311413900003 131.42729508740004 219.56639384385002 195.72231170465002 22.624947093000003 90.321439350550008 222.85070906495002 14.122113655700002 1.6209823962500003 314.93386866815007
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=4 29 3 -3 8 21 23 -5 9 -1 12 -12 13 14 15 22 -15 -18 19 -14 -21 -4 -10 -7 25 26 -23 -28 -17 -2
right_child=1 2 5 7 -6 6 -8 -9 10 -11 11 -13 18 16 -16 28 17 -19 -20 20 -22 24 -24 -25 -26 -27 27 -29 -30 -31
leaf_value=-0.0013713480746317538 0.00018005068839752506 0.0029109715949133101 0.004511512004668353 -0.0053882083980503689 -0.0042613769687453668 0.00020389442162467529 0.0040656796195569908 -0.00012855962442733919 -0.0033720252075159197 -0.0063799276735327379 0.0058152568221446219 9.3842496257652431e-05 0.0042957089999236505 -0.0051894358184213949 0.0024240086704317943 0.0079080283696247797 -0.00605621976285822 0.0042023747604893486 0.0065761842355228986 0.0055322483424058346 -0.0037699464585381885 0.00085555354181183997 0.0049732422472274305 -0.0062979525462731794 0.0039140973451645585 0.0036165404966097287 -0.010350034861643461 -0.00038263579528383579 -0.0043219214515089841 -0.0061956001004465529
leaf_weight=68.761650025844574 120.33324029296637 22.069030322134495 59.504248574376106 8.9356947317719442 19.212830582633615 32.141101233661175 17.426025852560997 50.458259172737598 4.135668020695447 11.10221943631768 12.382846891880034 22.591317359358072 10.685953568667175 24.306925650686026 19.640476077795029 1.3143084049224878 3.1879360862076265 5.8068309836089611 6.4116424322128287 4.233767922967675 15.888019815087317 16.845340922474865 9.4435778707265836 5.4668948128819457 27.576328836381435 12.734196312725542 3.8809588998556119 4.5895466133952141 26.035497410222888 4.4611621536314479
leaf_count=892 632 71 201 72 554 119 49 246 53 162 34 102 39 290 97 2 57 26 17 13 168 60 25 46 90 43 29 21 361 62
internal_value=0.000272752 0.00114263 0.00171049 0.000117944 -0.000995028 0.00243058 0.000780822 -0.000919863 -0.000739849 -0.00206761 -0.000101301 0.00211955 -0.00069381 -0.00151852 -0.000354988 -0.00168854 -0.00363476 0.000566511 0.00138619 0.00030606 -0.0018127 0.00315616 0.00243162 -0.000741248 0.00192724 0.000487296 -0.00108675 -0.00494943 -0.00373421 -4.78667e-05
internal_weight=651.563 386.422 261.628 81.463 265.141 180.165 55.034 59.394 245.929 79.8639 166.065 34.9742 131.091 93.8712 60.5695 40.9291 33.3017 8.99477 37.2194 30.8077 20.1218 125.131 13.5792 37.608 65.6264 38.05 25.3158 8.47051 27.3498 124.794
internal_count=4633 1741 1047 389 2892 658 214 318 2338 1054 1284 136 1148 911 538 441 373 83 237 220 181 444 78 165 243 153 110 50 363 694
is_linear=0
shrinkage=0.0052403


Tree=124
num_leaves=31
num_cat=0
split_feature=6 6 16 16 0 5 6 2 9 8 18 10 3 5 13 7 6 15 2 19 6 3 16 0 2 18 4 17 19 10
split_gain=11.6991 9.84523 7.63579 8.09863 8.08478 6.86909 5.7633 5.70081 7.7231 10.9925 10.3007 5.38773 9.15622 7.42339 5.11671 5.0996 4.838 9.53158 6.91968 6.33814 6.59239 7.27903 5.51231 5.94026 6.13739 4.94056 4.6948 4.65377 5.01846 8.13015
threshold=13.665319288000001 13.775321858200002 20.394952307700002 20.034953149600003 86.345209775600011 20.389142059250002 16.375382608200002 323.30468295165002 66.544071737050004 5.9453602998000008 13.921859755900002 70.182199495350019 84.812788641250009 18.160071980500003 117.39690118230001 29.911984439950004 16.455384477450004 37.882159664350006 131.42729508740004 14.351157895250003 16.605387982250004 92.695347879750017 22.624947093000003 90.321439350550008 222.85070906495002 14.122113655700002 395.41070928875007 236.15709471040003 12.050972309250001 72.327589083450007
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=15 -2 3 7 5 -4 14 8 -3 26 -11 13 -13 -12 -7 27 18 19 -6 -18 21 -21 23 24 -20 -26 -10 28 -1 -30
right_child=1 2 4 -5 16 6 -8 -9 9 10 11 12 -14 -15 -16 -17 17 -19 22 20 -22 -23 -24 -25 25 -27 -28 -29 29 -31
leaf_value=-0.00078317627350479239 0.016329930144004714 0.015157313046598475 0.01631968148114395 -0.028289633109421869 0.015446653330035526 0.0035438068513723568 0.00026712518660405578 -0.021961190255545267 -0.017402697489575198 0.015528694830504647 0.015227635448646321 -0.0012977905057648903 -0.020212896136089526 -0.0039424725418147032 -0.027113789342194588 -0.019755034405671338 -0.028426005008602907 0.012737699731713641 0.001725989711499804 -0.038783741101649068 0.0090812600719977262 -0.00082495747646642759 0.011816838577397973 0.010877357701997804 -0.035523679493165095 -0.0056902235821057233 0.031453251396946914 0.0076424136455500724 6.8317032017046786e-05 -0.013124293737588017
leaf_weight=91.516686048358679 16.881745271384716 10.290638379752634 8.6565440669655782 3.8817315921187392 36.235640130937099 2.9630131050944311 109.91327694058418 4.3456123927608123 16.483325719833378 13.988008599728344 12.966986425220968 43.815844675526023 11.105463217943905 15.180211897939442 5.1788480170071125 6.28994739614427 3.9742825925350216 13.744629234075544 15.947868481278421 2.7759736254811278 8.4711653888225538 4.7272941395640373 25.689931765198708 12.63118591159582 3.3399103358387938 4.5259211137890816 0.71028596162795921 13.853737331926821 28.153666343539953 38.000140093266964
leaf_count=1048 58 37 35 38 147 11 571 80 489 70 37 281 198 76 51 282 24 40 60 27 29 24 97 49 25 22 1 87 174 465
internal_value=0.000683204 0.00241753 0.00181768 -0.00180989 0.00367885 0.000321318 -0.000851782 -0.00101239 -0.000281418 -0.001672 0.000757158 -0.00173024 -0.00512255 0.0048889 -0.0159568 -0.0033004 0.00690032 0.000815246 0.00898454 -0.0073993 -0.00216806 -0.0148685 0.00521598 0.000563052 -0.00490783 -0.0183578 -0.0153844 -0.00269699 -0.00360546 -0.0075098
internal_weight=586.24 408.425 391.544 132.768 258.775 126.712 118.055 128.886 124.541 114.25 97.0565 83.0685 54.9213 28.1472 8.14186 177.814 132.064 33.6933 98.3705 19.9487 15.9744 7.50327 62.1348 36.4449 23.8137 7.86583 17.1936 171.524 157.67 66.1538
internal_count=4633 2577 2519 1307 1212 668 633 1269 1189 1152 662 592 479 113 62 2056 544 144 400 104 80 51 253 156 107 47 490 1774 1687 639
is_linear=0
shrinkage=0.0186065


Tree=125
num_leaves=31
num_cat=0
split_feature=16 5 10 10 17 5 5 4 7 14 13 18 19 13 13 13 5 13 6 2 13 12 0 14 16 0 17 13 3 7
split_gain=26.2323 10.6703 8.48864 8.60788 8.70268 8.33382 12.8407 8.01589 8.97646 10.2692 8.24289 9.31493 10.3873 13.962 7.52006 7.43021 10.0354 9.72978 7.54619 8.45291 7.70513 7.34878 6.78698 6.75597 7.06307 5.9308 5.82566 9.16894 5.74883 11.2943
threshold=18.594956516900002 23.605484525250002 90.937096262400004 74.927328095600004 195.59800312745003 10.36813655115 2.7155367820000005 309.31594811510007 25.606038725250006 366.02505068985005 95.811270852950017 17.370891598500005 12.751028791950002 98.050756475600011 88.504041654350019 112.67059178900001 20.769304081650002 111.38282034450002 16.455384477450004 199.01127796720002 117.62810858150002 216.20511703005005 86.09518316945001 195.37489133290003 11.864972254500001 92.168410086200012 192.64609805285002 79.003030621350021 85.589753040950015 24.872345000050004
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 15 3 4 23 6 26 10 -9 -10 -7 12 13 -12 21 16 17 28 22 -20 -21 -8 -17 -1 -25 -19 -5 -28 29 -2
right_child=1 -3 -4 5 -6 7 14 8 9 -11 11 -13 -14 -15 -16 18 -18 25 19 20 -22 -23 -24 24 -26 -27 27 -29 -30 -31
leaf_value=-0.0040958048928770628 -0.0041887739907416847 -0.00047440240709433965 -0.0043316535179635761 0.0066989590048165109 -0.0064609138887291237 -0.0063650714880693826 -0.0060233103096855485 0.0048366812679084496 0.0030400127936149493 -0.0041040209170960492 -0.0063524067842462397 0.0054248582233670595 -0.0051279214195809964 0.0014883478407410184 -0.0057239824835338881 -0.00012340544969957132 -0.0071886304623077386 -0.0086640269174500673 0.001436175273370267 -0.0080630292434615853 0.0030831726521222376 0.0023377938770599597 0.0033831447842604906 -0.004415875893727537 0.00048556437131031763 0.00083566382085349558 0.006571010210266022 -0.0062655287992099233 0.0031540696105628123 0.0022985906284531937
leaf_weight=19.638430844992399 12.000107754021881 85.694787174463272 19.670679181814194 5.547335244715212 11.185812186449764 5.9220352061092845 4.5181941203773013 22.360708206892014 13.941251181066038 9.514151602983473 7.3791790977120391 8.3066639304161054 11.428089033812283 47.272337816655636 20.096070267260075 17.882005617022514 4.8411595337092868 4.6588810607790938 79.210863634943962 5.2142530903220168 2.6182880327105522 8.5359691493213159 117.10045901685953 10.230854239314793 42.953522009775043 3.0603107213973999 2.7495058178901672 3.6267023123800755 28.53961505740881 20.303411699831486
leaf_count=392 100 567 554 13 162 90 77 67 55 88 121 23 110 212 317 70 50 38 271 48 9 53 413 119 381 12 6 52 90 73
internal_value=0.000272296 0.00117261 -0.000976007 -0.000717362 -0.00210725 -3.53304e-05 -0.00199192 0.000663908 0.00243336 0.000142198 -0.000345567 0.000133657 -0.000531483 0.00042967 -0.00368892 0.00165035 0.00018815 0.000709021 0.00213377 0.000916676 -0.00433704 -0.000556079 0.00291861 -0.00143851 -0.000457305 -0.00489783 0.00272614 -0.000730242 0.00142036 -0.000111335
internal_weight=656.002 381.124 274.877 255.207 84.0086 171.198 45.0738 126.124 45.8161 23.4554 80.3083 74.3863 66.0796 54.6515 33.1502 295.429 73.4035 68.5623 222.026 87.0434 7.83254 13.0542 134.982 72.8228 53.1844 7.71919 11.9235 6.37621 60.8431 32.3035
internal_count=4633 1741 2892 2338 1054 1284 518 766 210 143 556 466 443 333 447 1174 363 313 811 328 57 130 483 892 500 50 71 58 263 173
is_linear=0
shrinkage=0.0053014


Tree=126
num_leaves=31
num_cat=0
split_feature=16 5 5 10 17 0 5 9 0 7 13 13 15 2 5 6 2 13 3 6 10 15 7 10 6 13 16 17 9 12
split_gain=23.2529 10.2103 8.18345 9.31441 8.79106 7.67136 8.85341 8.83318 7.73029 9.28007 6.92729 9.80617 9.02497 10.2847 8.64787 7.47556 8.46888 7.38748 7.20782 6.5227 6.48077 6.19099 6.16963 7.19292 6.61399 7.79735 6.84225 6.0408 6.04077 5.39819
threshold=18.594956516900002 23.605484525250002 11.783123780850001 74.927328095600004 193.50449793755004 98.51854819030001 13.812766882300002 186.70853236170004 102.75018128760001 24.123805364200006 112.67059178900001 111.38282034450002 29.326787846200002 90.828344481500011 20.769304081650002 16.455384477450004 199.01127796720002 117.62810858150002 87.130239549750016 15.635365317800002 61.923256118600001 40.42701969085001 19.506002767000002 65.571493801650021 14.745344522600002 106.71565703005002 12.054971810200001 189.31980273685002 226.58992707320002 207.49943573995003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 10 27 4 19 29 8 -8 -7 -10 11 12 -2 -14 -15 20 21 -18 -13 22 -12 -17 -4 -24 25 26 -25 -1 -3 -5
right_child=1 28 3 5 -6 6 7 -9 9 -11 15 18 13 14 -16 16 17 -19 -20 -21 -22 -23 23 24 -26 -27 -28 -29 -30 -31
leaf_value=-0.0049923257201713953 0.0034150089539300797 -0.00090306748434458204 0.0051399586653443187 0.0010883342985706437 -0.0071424256640874664 0.0033890717919006488 0.0033450493710605765 -0.0037898299282745061 0.0075344539608176112 -0.0048286540129430207 -0.0033030384395731317 0.0019968424575622073 -0.0090841878896698747 0.0014737163071272242 -0.0078844348130834765 0.00040066493126868783 -0.0089587469912369311 0.0032177824391184475 -0.0095346674646744605 -0.0051461800361525187 0.0034649254695249261 0.0039328843051217345 -0.0069802839914020112 -0.0040687496886712944 0.0052454302635369177 -0.0056799125969396449 0.0030860991802709541 -0.0014928424063909214 0.0059587161417940524 0.0057010792186921429
leaf_weight=25.277420734986663 29.366893149912357 81.34525758959353 6.4430250823497763 22.388629648834467 10.024133335798977 26.937604002654552 7.5331930704414836 30.667113866657019 2.6862500905990592 9.9700657092034799 5.1312027722597113 2.819618031382559 4.7654981687664977 26.263657677918676 3.9607007391750804 53.194520123302937 5.2043767943978301 2.6061767414212227 5.7249871604144573 11.715090952813624 126.50586196780205 25.625805228948593 6.1250982526689759 6.9097577519714894 6.6797841973602763 9.5046547614037973 14.297607708722351 53.74776423163712 4.7316652983427039 14.614380635321139
leaf_count=494 99 554 19 89 159 110 28 325 6 107 26 10 51 113 43 200 48 9 47 363 457 71 119 76 21 156 64 709 13 47
internal_value=0.0003184 0.00126044 -0.00102003 -0.000345366 -0.00201481 0.000697323 -0.000355211 -0.00238281 0.00160103 -0.00220464 0.00178852 0.000212881 0.00100183 -0.00102354 0.000247393 0.00231478 0.000967991 -0.00489576 -0.00572941 -0.00118141 0.00320111 0.00154905 -0.000251713 -0.00104999 -7.85601e-05 -0.00123651 0.000754915 -0.00261221 -0.000525874 0.00291014
internal_weight=642.768 377.246 265.522 186.496 71.6992 114.797 77.7942 38.2003 39.5939 12.6563 291.169 72.9014 64.3567 34.9899 30.2244 218.268 86.6309 7.81055 8.54461 61.675 131.637 78.8203 49.9599 43.5169 37.3918 30.712 21.2074 79.0252 86.0769 37.003
internal_count=4633 1741 2892 1689 977 712 576 353 223 113 1174 363 306 207 156 811 328 57 57 818 483 271 455 436 317 296 140 1203 567 136
is_linear=0
shrinkage=0.00590365


Tree=127
num_leaves=31
num_cat=0
split_feature=5 3 16 19 12 19 16 15 16 18 10 16 0 16 2 16 6 0 15 5 19 17 17 9 6 19 16 9 8 7
split_gain=11.2755 6.38242 5.98742 6.2008 5.61496 5.54685 6.52693 4.84913 5.07145 5.22857 5.01436 10.3911 7.79779 7.4371 6.24164 5.98546 6.14519 7.98436 7.63473 6.5068 5.58823 5.068 8.72291 7.17897 6.29089 4.60765 6.58332 4.51788 6.51795 11.0868
threshold=12.306951632950001 108.48197402175002 13.534968349350001 10.650859343850001 183.01001782225003 11.850956171350001 14.969964993700001 46.055224235250002 23.044946110900003 13.164254432300002 64.369753017350021 21.074950717600004 86.538778761000017 22.494947397000004 316.46407472665004 15.564963602350003 14.825346391850003 95.746747857800017 23.884857921950005 26.144057174750003 12.951044929850001 186.51219468755002 188.27285108100003 200.52256857420005 14.055328400500002 9.4507625164000029 8.6249798310500019 201.65416293750005 9.5425530862500008 23.299327580650004
decision_type=2 2 2 2 2 2 2 2 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 3 4 -2 -4 -7 10 9 -9 12 15 27 -14 -15 -12 17 19 20 21 -19 -17 -23 24 -24 -1 -27 -8 29 -29
right_child=1 -3 5 -5 -6 6 7 8 -10 -11 11 -13 13 14 -16 16 -18 18 -20 -21 -22 22 23 -25 -26 26 -28 28 -30 -31
leaf_value=-0.022251538903868589 -0.013414522017324326 -0.016977528024666261 0.013924412373372342 -0.015311282362287872 0.010294303211390491 -0.010879019835741516 0.0041531013114775037 -0.025129896712962639 0.018501857936964888 -0.00327368324010262 0.010358732024680626 -0.025562083234320441 0.020193041232075631 0.0031795578527982265 0.020869703034647098 -0.027608022633692907 0.0048824347558774836 0.00034974395598786273 0.0068870230579845416 0.024071050362023599 -0.027882947200946674 0.019993769620414457 -0.02714648900101866 -0.025984399983881613 0.0070190404578681365 0.011415538689432467 -0.0075415641689195768 -0.039646650755085944 0.008137473405108675 -0.00052673804868519597
leaf_weight=7.3849039934575549 6.572024010121825 7.5978485066443673 18.420450991019607 16.550456581637263 12.339344870299099 15.517716683447359 113.97293674293905 6.1134924888610902 3.4143200963735572 20.303061051294208 29.324017908424139 6.1628599986433974 24.403892643749714 45.675501085817814 10.537306331098078 7.9571054205298415 65.260808395221829 6.8084341138601285 35.215092044323683 2.1451798379421225 5.3939928039908409 3.8686485700309303 3.1963304989039925 10.658887865021823 8.3767126612365228 9.0687095057219249 59.196846980601549 4.9783751964569118 8.3744437918066961 8.2862306647002679
leaf_count=306 125 189 92 201 63 154 608 90 10 143 115 37 101 198 42 143 314 45 201 6 59 15 39 208 49 104 857 41 33 45
internal_value=0.000756988 0.00186948 0.00215597 -0.00605001 0.00205508 0.00278263 0.0023224 0.00279833 -0.00526052 -0.00833179 0.00339845 0.000888071 0.00553893 0.0106421 0.00649564 0.00180279 0.000117596 -0.00360108 0.0019931 -0.0109282 -0.0121303 -0.0131327 -0.00871968 -0.0137162 -0.00241705 -0.00670502 -0.00502322 0.00250529 -0.00617374 -0.0152089
internal_weight=583.076 507.425 499.828 35.4618 18.9114 464.366 445.945 430.428 29.8309 26.4166 400.597 184.368 216.229 80.6167 56.2128 178.205 148.881 83.6204 47.4175 36.2029 12.2024 34.0577 26.1006 22.2319 11.573 75.6505 68.2656 135.612 21.639 13.2646
internal_count=4633 3366 3177 389 188 2788 2696 2542 243 233 2299 1231 1068 341 240 1194 1079 765 305 460 104 454 311 296 88 1267 961 727 119 86
is_linear=0
shrinkage=0.0207191


Tree=128
num_leaves=31
num_cat=0
split_feature=16 2 6 15 18 3 9 8 9 13 0 10 13 19 2 7 2 15 6 9 2 2 9 4 3 5 13 13 13 9
split_gain=10.2096 7.19625 6.37751 7.74945 9.47631 6.09837 6.65201 5.92489 5.42561 7.65371 7.77178 10.4402 6.03919 10.4311 9.15351 10.3108 7.24503 6.34882 5.40599 5.75805 8.60906 5.72691 5.39785 7.01834 5.39617 11.2289 5.26379 7.13297 6.14909 5.93686
threshold=11.949972055800002 285.01633004880006 5.0851188130000002 17.480288512750004 16.291971004950003 103.28787291370001 71.932467616300016 8.0437227585500022 186.70853236170004 98.050756475600011 85.732241321850012 61.928633034850002 115.13321943645001 14.451165964200003 108.01392853780001 23.109894804950002 289.38090566025011 19.527500348350003 17.130400249100003 185.98753508445003 118.20523333310003 102.91212950120001 182.80199813410005 158.33173836080002 95.002044955650021 30.133297129900004 116.86189801435002 117.54207792135001 117.49368567500001 197.61184394335004
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 7 3 4 -2 8 -7 -1 18 -10 11 24 13 16 -14 -16 17 -12 19 20 21 22 23 -4 -11 -26 -17 28 -28 -30
right_child=2 -3 5 -5 -6 6 -8 -9 9 10 12 -13 14 -15 15 26 -18 -19 -20 -21 -22 -23 -24 -25 25 -27 27 -29 29 -31
leaf_value=-0.015014764309538209 0.015504850863137109 0.0015360615282441752 0.005630471486464673 -0.01697808738795251 -0.019631282126599821 0.0011987781603573398 -0.017480715974138718 0.0066876499835561952 -0.015548822262030609 0.0093926185645184356 0.012419783053905351 -0.018317447535273874 0.01270990256860193 -0.020595484935141777 -0.0080815748228401443 0.01448703056035033 -0.015100499092715646 0.00081599554800356193 0.021956848830877857 0.016811057339998638 0.0068943214715823879 -0.022819129566446904 0.0058749747211689855 -0.028505020184195935 -0.020479156286028838 0.014144684851407675 0.0011055286138927098 0.0080858078287568916 0.0041355987946455454 -0.029490301783738446
leaf_weight=27.083651110529903 6.7462516389787215 19.136030562222004 3.3172915019095006 12.366944735869764 3.5289810299873352 13.201932357624175 10.201063805259762 4.4162658471614114 8.0570114627480489 11.588643938302996 15.673897657543419 13.288157548755406 35.525436170399189 6.931598797440528 21.974844720214605 15.267313249409197 7.9347318690270177 154.76958062499762 5.8834503907710305 10.588270753622053 56.142142461612821 4.668559491634368 11.872932869940994 4.022811658680439 7.3936520516872388 4.5779206603765488 26.579237245023251 41.767270945012569 2.4819225780665866 4.3850589990615845
leaf_count=704 34 258 15 261 65 120 343 37 116 42 57 156 142 43 124 59 95 1001 19 43 313 96 43 42 68 13 113 157 10 44
internal_value=0.000580449 -0.00686718 0.00130465 -0.0077133 0.00343751 0.00171458 -0.00694337 -0.0119721 0.00214143 0.00120321 0.00156786 -0.00600352 0.00240494 0.000315038 0.00502203 0.00259338 0.0011276 0.00188307 0.00581864 0.00477078 0.00317769 -0.00555958 -0.0013657 -0.0130778 0.000941638 -0.00723902 0.00518598 0.003298 -0.00268097 -0.0173369
internal_weight=571.373 50.6359 520.737 22.6422 10.2752 498.095 23.403 31.4999 474.692 378.196 370.139 36.8484 333.291 185.31 147.981 112.456 178.378 170.443 96.4955 90.612 80.0237 23.8816 19.213 7.3401 23.5602 11.9716 90.4808 75.2135 33.4462 6.86698
internal_count=4633 999 3634 360 99 3274 463 741 2811 2240 2124 279 1845 1196 649 507 1153 1058 571 552 509 196 100 57 123 81 383 324 167 54
is_linear=0
shrinkage=0.0173738


Tree=129
num_leaves=31
num_cat=0
split_feature=16 5 10 6 13 13 5 6 2 13 15 18 5 10 17 17 16 2 0 0 18 3 7 18 16 2 13 10 7 19
split_gain=29.562 11.6873 8.60903 8.14148 7.31006 12.06 10.3626 7.56929 10.1219 7.84614 6.96155 6.94376 6.7451 9.18911 8.3028 8.67602 7.90695 9.68414 6.62754 6.48661 6.27622 6.2199 11.4237 9.76834 8.91788 6.07261 6.03655 11.5325 8.88514 5.98424
threshold=18.594956516900002 23.605484525250002 90.937096262400004 15.635365317800002 112.67059178900001 111.38282034450002 20.769304081650002 16.455384477450004 199.01127796720002 117.62810858150002 28.444110612900001 14.032563378150002 11.783123780850001 86.751166953300014 194.75204781875001 197.78839148195001 13.534968349350001 185.00267682035005 92.168410086200012 86.09518316945001 16.728115295100004 85.589753040950015 24.872345000050004 14.243842826850001 19.224955043700003 131.42729508740004 81.769454037550005 87.313054702550019 24.573979631000004 11.850956171350001
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 4 3 10 5 6 21 19 -9 -10 12 -12 13 14 -1 -16 -14 29 -7 -6 -4 22 23 -2 -23 -21 -15 -28 -29 -18
right_child=1 -3 20 -5 7 18 -8 8 9 -11 11 -13 16 26 15 -17 17 -19 -20 25 -22 24 -24 -25 -26 -27 27 28 -30 -31
leaf_value=-0.005369800765092957 0.0044899758163044192 -0.00040413116000469576 0.0080035755445364877 -0.004081717604231783 1.0056646648643654e-05 -0.0075786702328607489 -0.006020750428206911 0.0013270891962256447 -0.0070356910282450315 0.0024694158099823203 0.0021741043374775273 -0.0047453935962559184 -0.0014819680517820847 0.0044503228051680386 0.0046669532329993184 -0.0026101478783019717 0.0027797956674117698 0.0023647619462842276 0.00051329211326808441 0.0041155912432083771 -0.004257061360240154 0.0047585815292980624 0.0020581664126538141 -0.0055967956027935268 -0.0003498613257145193 0.0020518151791456556 0.0044324088775474814 0.0044031509420630072 -0.0052967091578594748 -0.00088924428405730857
leaf_weight=16.293738765642047 2.464226394891738 87.855807770043612 0.88850916549563663 13.496163999661801 17.987997971475124 5.7301961705088598 4.1150656938552848 80.211608067154884 5.4780651926994306 2.6099691614508629 3.7784132584929493 13.497622506693004 40.15958883613348 6.2009314447641399 4.2838889732956913 15.053983666002749 10.83026649802923 48.907990504056215 3.2168681994080544 49.953211009502411 19.539983989670873 18.703584492206577 20.267401814460754 9.4444360285997373 11.074904061853884 69.262257933616638 5.8854443728923824 2.4196919985115519 9.3504191711544973 55.00415601208806
leaf_count=254 7 567 5 371 70 44 43 271 48 9 18 248 386 21 28 170 35 210 13 172 549 46 73 93 44 241 25 12 141 419
internal_value=0.00025013 0.00104338 -0.000909842 -0.000675365 0.00146655 0.000246551 0.000912242 0.0018724 0.000842032 -0.00396844 -0.000476921 -0.00323204 -0.000254907 -0.00154626 -0.00299719 -0.000998063 0.000241019 0.000844061 -0.00466925 0.00253551 -0.0037238 0.00137274 -2.5042e-06 -0.00350957 0.0028587 0.00291657 0.000620823 -0.000724162 -0.00330262 -0.000285659
internal_weight=653.966 388.376 265.591 245.162 300.52 75.0167 66.0696 225.503 88.2996 8.08803 231.666 17.276 214.39 59.4881 35.6316 19.3379 154.902 114.742 8.94706 137.203 20.4285 61.9546 32.1761 11.9087 29.7785 119.215 23.8565 17.6556 11.7701 65.8344
internal_count=4633 1741 2892 2338 1174 363 306 811 328 57 1967 266 1701 651 452 198 1050 664 57 483 554 263 173 100 90 413 199 178 153 454
is_linear=0
shrinkage=0.00451168


Tree=130
num_leaves=31
num_cat=0
split_feature=16 10 18 16 16 14 7 5 16 19 18 10 10 7 18 7 9 8 18 13 10 18 4 4 16 7 6 2 0 10
split_gain=9.09874 4.99375 5.65938 7.32513 7.64303 8.26523 9.59417 6.1234 5.67208 7.24721 5.48774 6.53945 5.07169 8.75616 6.79519 6.23342 5.95892 10.8169 5.06549 6.52669 4.83261 4.58021 4.57342 9.63502 7.14743 6.17385 8.73344 8.20211 5.35139 5.17676
threshold=18.594956516900002 90.937096262400004 17.327266398450003 16.094962363000004 14.184966829400002 301.50888169040007 24.142338514450003 1.6209823962500003 17.684958644900004 12.751028791950002 15.454705336800002 75.629015667650023 71.053259929650025 22.375171215700004 14.804191144800003 19.506002767000002 191.61296531520003 3.0476216663000004 14.693728290050002 96.357027853400012 55.976386734050003 16.728115295100004 309.25865594525004 312.24436677560004 22.674946976100003 23.131311951800004 15.885371159150003 358.71993462570009 88.729872137350014 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 5 7 18 -1 9 -4 11 -6 13 15 -15 20 17 -14 19 -7 -5 -3 -2 -24 25 -25 27 -27 29 -28
right_child=22 21 8 12 10 6 -8 -9 -10 -11 -12 -13 16 14 -16 -17 -18 -19 -20 -21 -22 -23 23 24 -26 26 28 -29 -30 -31
leaf_value=0.028360305262187881 0.0037530890706961042 0.029055204106176746 0.0071174209733161553 -0.020218009899943726 0.0024536869352907932 -0.019894088479586614 -0.014594079379522605 -0.015623355681874354 0.023731086702630789 -0.017852059061979703 0.0084247728242672053 -0.018756490498422186 -0.021743275076107026 0.019719145307857431 -0.016066045286869394 -0.022684275607224112 -0.021029716703951772 0.018651687813601416 0.019273921018068883 0.013647871140936711 0.019122888593766225 -0.016613226384841456 -0.024256029659368256 -0.019397982952597492 0.014849739103666089 -0.023165928122846034 0.0082143020685292844 0.015672633870557763 0.021892130035466171 -0.012860230668291841
leaf_weight=1.2626950740814233 273.65482092648745 0.89250479824840923 22.187637133523825 1.8943382045254136 23.966520257294182 3.922573093324905 9.3875041827559453 25.922800381667912 5.5573011636734 5.5221379604190579 40.902891097590327 7.1878765393048516 5.2883371021598595 8.0176714621484262 2.6976479664444915 8.8042025575414282 18.924201834946871 4.8199046179652214 9.7740934845060092 5.0447873584926128 3.1843461636453867 13.053180159069596 6.6629512086510649 7.2029064092785111 10.751266244798897 8.7403511516749841 13.879328839480882 2.7096190527081481 6.4264223836362353 6.5150422230362883
leaf_count=2 1293 5 170 103 176 44 122 467 17 54 229 67 123 26 65 265 308 23 32 27 18 549 96 87 52 75 61 11 24 42
internal_value=0.000624575 -0.00238167 -0.00164563 -0.00300453 -0.000458567 -0.00591153 0.00150015 -0.0135804 0.00574797 0.00214138 0.00372738 -0.00243988 -0.00905114 -0.00253521 0.01071 -0.0127584 -0.0145719 -0.00248178 0.00956168 -0.00102432 0.00444882 -0.0136905 0.00266316 -0.00207964 0.000548374 -0.00283287 0.00028483 -0.0139748 0.00637237 0.00148198
internal_weight=564.758 228.215 214.269 181.002 127.372 55.3145 28.129 27.1855 33.2671 27.7098 72.0573 31.1544 53.6306 24.5982 10.7153 13.8829 29.0324 10.1082 18.7415 8.96736 5.07868 13.9457 336.543 62.8879 56.2249 45.4737 38.2708 11.45 26.8208 20.3944
internal_count=4633 2892 2338 2097 1166 694 225 469 241 224 472 243 931 477 91 386 454 146 103 71 121 554 1741 448 352 300 213 86 127 103
is_linear=0
shrinkage=0.0195037


Tree=131
num_leaves=31
num_cat=0
split_feature=16 5 10 18 16 16 14 7 16 16 7 15 10 3 9 15 10 7 18 7 9 8 10 18 10 18 13 5 13 13
split_gain=18.2953 8.33039 7.94197 7.2213 9.74514 10.6055 10.3797 11.6014 6.51114 9.12228 10.9409 6.30969 6.12649 9.85648 5.89873 5.85888 5.74322 11.6916 9.72041 6.13359 6.07074 12.6619 5.60682 5.37365 6.01538 5.0239 4.95864 8.70256 4.80173 9.37572
threshold=18.594956516900002 23.605484525250002 90.937096262400004 17.327266398450003 16.094962363000004 14.184966829400002 301.50888169040007 24.142338514450003 17.684958644900004 9.7049773055000017 27.528149546950004 26.384523135650003 78.290589216800015 83.613736315050019 57.312778687900007 8.3658317396500017 71.053259929650025 22.375171215700004 14.863842190850002 19.506002767000002 191.61296531520003 3.0476216663000004 55.976386734050003 15.454705336800002 75.629015667650023 16.728115295100004 98.050756475600011 13.713273242250002 112.67059178900001 111.38282034450002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 28 3 4 5 6 15 12 9 -5 -11 23 13 -8 -15 -1 17 19 -19 22 21 -18 -6 24 -7 -4 -17 -28 29 -2
right_child=1 -3 25 8 16 11 7 -9 -10 10 -12 -13 -14 14 -16 26 20 18 -20 -21 -22 -23 -24 -25 -26 -27 27 -29 -30 -31
leaf_value=0.0083835349191527173 0.0014416780617988228 -0.00067015568995457749 0.011397661752211604 0.0066731771716715439 -0.0081700099386471676 0.0014013450369791426 -0.011178675723398014 -0.0061120894732036657 0.0096272572448389774 0.0037569141091263161 -0.0077967903540851072 -0.008438650761382548 0.01025017988162571 0.0093269795008817345 -0.002677839329438843 -0.0088861624587397471 -0.0088468292591374603 0.0082658154154094683 -0.0091453037811116637 -0.0091714470875891626 -0.0086815538437176355 0.0075836827293994371 0.0072233577057460949 0.0039045819726233389 -0.0069854948387193432 -0.0071214938399464366 0.0073682916711771372 -0.0075202603388668191 0.0027591019938356231 -0.0074118168418616332
leaf_weight=1.6791222356259847 61.02444252371788 81.984518216922879 0.93984866514802234 10.713721785694363 2.4883853364735904 25.366783054545525 3.0981330424547258 10.427122727036474 6.2045353055000296 9.5963633880019206 10.388230893760918 3.6201911047101012 6.5128130167722693 6.4072883129119855 4.0756960771977901 19.762661034241322 6.5407805889844877 9.1706490609794837 2.4790829550474873 10.662414126098154 21.429645825177431 5.0651502758264542 3.4184723719954491 43.058213599026203 6.5485324449837199 17.34657890163362 3.7027322798967344 6.7364089451730251 206.34556622058153 8.2658534571528417
leaf_count=8 306 567 5 40 103 171 32 122 17 58 126 36 13 14 44 367 123 31 60 265 308 23 18 211 54 549 12 82 811 57
internal_value=0.000371466 0.00151305 -0.00121436 -0.000835461 -0.00141453 -0.000285801 -0.002687 0.000564842 0.00233817 0.000864947 -0.00224884 0.00162071 0.00402963 0.00104657 0.00465961 -0.00580014 -0.00401262 -0.00142798 0.0045607 -0.00563857 -0.00622042 -0.0016761 0.000738585 0.00210644 -0.000319506 -0.00616968 -0.00658871 -0.00223934 0.00216242 0.000385517
internal_weight=615.06 357.62 257.44 239.153 202.25 140.996 62.402 30.5211 36.9029 30.6983 19.9846 78.5937 20.0939 13.5811 10.483 31.8809 61.2546 28.219 11.6497 16.5693 33.0356 11.6059 5.90686 74.9735 31.9153 18.2864 30.2018 10.4391 275.636 69.2903
internal_count=4633 1741 2892 2338 2097 1166 694 225 241 224 184 472 103 90 58 469 931 477 91 386 454 146 121 436 225 554 461 94 1174 363
is_linear=0
shrinkage=0.00780139


Tree=132
num_leaves=31
num_cat=0
split_feature=16 2 6 15 12 3 8 8 13 15 16 15 9 15 9 0 16 8 17 12 18 17 16 17 10 16 6 5 15 0
split_gain=8.60777 6.18213 5.4674 8.08741 8.47588 5.45264 5.14634 4.60087 5.34252 3.89197 4.19678 7.29442 6.8692 6.76704 5.4403 4.93329 4.48664 4.4143 4.52207 6.32985 5.2402 4.46118 4.39643 4.96569 6.98512 4.00592 5.06418 4.89158 6.34934 4.38242
threshold=11.949972055800002 285.01633004880006 4.9151148409000003 17.480288512750004 236.8986526866 108.48197402175002 8.0437227585500022 2.8477776226000002 73.265860971000009 46.055224235250002 20.394952307700002 28.579157549250002 210.61272793875003 23.949961253350004 210.09631269260004 98.230883170350012 20.034953149600003 8.8430989333000021 188.27285108100003 158.10685693470003 13.075178189100003 199.45200027940004 22.624947093000003 200.17087924040001 62.095317438950012 23.044946110900003 16.495385412050002 24.367802910700004 51.19990836680001 86.264556031700025
decision_type=2 2 2 2 2 2 2 2 2 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 9 -1 8 -3 10 11 12 14 15 -4 -14 -13 18 20 21 -12 -20 -21 24 -24 26 27 -11 29 -29
right_child=2 7 5 -5 -6 -7 -8 -9 -10 25 17 16 13 -15 -16 -17 -18 -19 19 22 -22 -23 23 -25 -26 -27 -28 28 -30 -31
leaf_value=-0.015236540422751993 0.015331340642038397 -0.021044377088924898 0.0034368889455249742 -0.020251756229101196 -0.020872019991134645 -0.014390301565308964 0.0063084701562119835 -0.020593170041259917 0.0093026227056925686 -0.020198434687213142 0.0024711310134822649 -0.0039368328508452297 -0.00012080687776593946 0.0030806600805083563 0.02343975906371373 -0.022236054422340341 -0.027314016861930163 -0.0032253488091497622 0.013160371041457565 0.00015304505054535182 -0.015154280666644909 -0.0010736455186389035 0.0078663309852719503 0.017503691858030229 -0.015973492803493233 0.01486099077996164 -0.024095650457248367 -0.0011591368455244656 -0.022717155419603469 0.02067577979351989
leaf_weight=25.172303181141618 6.5914808288216609 2.2635420225560727 138.23553177062422 9.5780320707708579 3.2374209649860859 7.0159164546057573 4.3680519238114348 2.7425958653911939 13.95451896637678 4.4384289905428984 35.046530745923519 54.180548483505845 5.2540244664996889 15.046123115345834 4.7207625433802596 9.5269327051937562 2.9040345028042784 24.734617497771978 51.107144080102444 55.693243995308876 6.7546529769897452 8.6424726843833906 24.446677654981617 12.829576916992663 4.9641514569520941 3.1338329538702956 4.7767825387418261 8.3085457794368285 2.9650450740009537 4.9096147119998923
leaf_count=704 40 77 1083 240 59 189 37 76 105 44 136 517 31 103 16 109 27 129 209 256 37 39 94 50 27 10 60 72 46 11
internal_value=0.000565869 -0.00680982 0.00126862 -0.00826958 0.00340676 0.00164667 -0.0120507 0.00135544 0.00506712 0.0018798 0.00229225 0.00055253 0.00242865 -0.00556957 0.00409743 -0.014375 -0.00512609 0.00407581 0.0049811 0.0064015 -0.000376959 0.0111015 0.00353402 0.00799177 0.00384249 -0.00468435 -0.00709599 -0.0031582 0.00151527 0.006951
internal_weight=557.543 48.501 509.042 19.4069 9.8289 489.635 29.5404 18.9607 16.2181 482.619 454.087 229.868 172.783 29.8271 142.956 14.781 57.0846 224.219 199.484 157.683 41.8012 59.7496 97.9337 42.2404 29.4108 28.5323 25.3984 20.6216 16.1832 13.2182
internal_count=4633 999 3634 339 99 3295 741 258 182 3106 2863 1886 1342 243 1099 140 544 977 848 675 173 248 427 171 121 243 233 173 129 83
is_linear=0
shrinkage=0.0183229


Tree=133
num_leaves=31
num_cat=0
split_feature=16 5 10 6 15 5 5 16 19 12 2 13 8 13 0 6 2 13 18 10 6 5 13 8 0 0 17 9 7 15
split_gain=31.0293 13.1473 9.24773 9.14366 7.38278 7.5193 10.5636 7.58721 9.22977 8.10022 7.69857 7.96126 7.37632 7.08436 9.56421 7.92652 9.15121 8.44666 7.42054 7.05905 6.90013 10.884 6.35506 6.20287 6.19277 9.84329 8.22776 5.75618 5.73247 5.63563
threshold=18.594956516900002 23.605484525250002 90.937096262400004 15.635365317800002 30.054399297400007 10.36813655115 2.7155367820000005 13.534968349350001 11.850956171350001 247.65401887280004 185.00267682035005 108.49810477050001 2.9476996444500005 112.67059178900001 91.886121982450007 16.455384477450004 199.01127796720002 117.62810858150002 14.032563378150002 61.923256118600001 13.500315432750002 14.608687763150002 110.07622969305001 7.6440346712000009 95.988709089550014 98.230883170350012 233.73537723675003 226.58992707320002 23.853977146050003 40.42701969085001
decision_type=2 2 2 2 2 2 2 2 2 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 3 4 5 6 -1 9 -9 23 11 24 -11 14 22 19 29 -18 -16 -15 21 -12 -2 -7 -10 -26 -27 -3 -20 -17
right_child=1 27 -4 -5 -6 7 -8 8 10 12 20 -13 -14 15 18 16 17 -19 28 -21 -22 -23 -24 -25 25 26 -28 -29 -30 -31
leaf_value=0.0016783447299905298 0.00089949682242593525 -0.00065463749080512247 -0.0033322449331366316 -0.0036457667082643017 -0.0033598077765363762 -0.0043577254201599518 -0.002593956264158375 0.0030804965503711608 -0.0041379489979058541 0.0024189404241213518 0.0016874257019449063 0.0034073241094828249 -0.0033958224648986042 -0.0021714715226152548 0.0039932056344328601 0.00042603267128019096 -0.0060618826327980529 0.0024551965299558546 -0.0042200980025384003 0.002443119694967156 0.0032505559100335915 -0.0038454756199350791 -0.0061934659204357628 -0.00064846502345415928 0.00099685729454834456 -0.0034114616228513189 0.004833920877976434 0.0039006727943308793 0.00058338490152422902 0.0026722115352039622
leaf_weight=11.891593076288698 3.0940991193056089 84.076964020729065 21.190254075452685 14.671856032684444 12.732513125985859 14.683867920190098 39.092217206954956 20.282507374882698 9.4225111305713636 12.863973021507265 20.016729172319177 6.6002024710178366 4.6902009993791571 5.4361069723963729 9.619312532246111 54.530536353588104 5.5240784063935262 2.7466016337275505 4.2366223037242881 132.99882475286722 18.841089814901352 7.7778972201049319 5.5775027684867382 13.757445588707922 26.613315843045712 19.543255340307955 2.1127704605460158 4.609894558787345 51.428030081093311 25.983334600925446
leaf_count=70 11 554 554 371 222 217 499 59 142 47 95 20 47 26 24 200 48 9 25 457 65 68 46 116 101 194 5 13 257 71
internal_value=0.000203831 0.000925368 -0.000812484 -0.000603581 -0.000418316 -0.000254187 -0.00159747 0.00013229 0.000618564 -0.00125489 0.000168414 -0.000722162 0.000865327 0.00132091 0.00025386 0.00166821 0.000742493 -0.00323345 0.000774084 0.00226191 0.00139616 0.000139129 -0.00366264 -0.00256351 -0.00119459 -0.00062003 -0.00260704 -0.000417855 0.000217793 0.00115092
internal_weight=666.646 389.862 276.784 255.594 240.922 228.19 50.9838 177.206 131.21 45.9955 110.928 64.2921 17.5542 301.175 73.9556 227.219 88.7846 8.27068 65.284 138.435 46.6357 27.7946 8.6716 28.4413 57.6919 48.2693 21.656 88.6869 55.6647 80.5139
internal_count=4633 1741 2892 2338 1967 1745 569 1176 749 427 690 462 94 1174 363 811 328 57 306 483 228 163 57 333 442 300 199 567 282 271
is_linear=0
shrinkage=0.00396922


Tree=134
num_leaves=31
num_cat=0
split_feature=16 19 6 0 7 6 7 10 19 16 19 2 0 13 16 19 16 15 18 15 12 0 15 9 12 18 17 7 18 16
split_gain=7.85674 4.73356 4.78358 4.42131 5.59018 4.60138 4.27247 4.62364 7.4978 5.84878 6.61376 5.82531 4.48762 9.78278 7.13083 6.99701 7.79128 4.2718 5.81161 4.98427 5.27765 6.54076 6.54777 5.88948 4.99839 4.95642 7.23434 5.36343 4.96659 4.85798
threshold=18.594956516900002 9.4507625164000029 15.635365317800002 86.09518316945001 22.721067571950005 11.685273024550002 23.109894804950002 66.859265246100009 14.051133688400002 22.454947490600002 14.451165964200003 145.83272221200002 96.082805124100005 109.34496908160001 19.224955043700003 13.751109481500002 19.934953383400003 28.444110612900001 14.032563378150002 28.298162031900002 216.20511703005005 104.22883325935001 6.8054746905500005 31.257715529350005 235.88806624395002 15.917243450850002 203.09927826650002 18.737592104000004 17.108018746400003 16.499961415900003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 17 -2 -5 -6 -7 9 12 10 -8 -11 13 -9 -15 -16 -17 19 -19 20 21 25 -23 24 -22 27 -27 -3 -28 -24
right_child=3 2 -4 4 5 6 7 8 -10 11 -12 -13 -14 14 15 16 -18 18 -20 -21 23 22 29 -25 -26 26 28 -29 -30 -31
leaf_value=-0.019282023176272381 -0.00078191049759522753 0.026487527467480051 -0.017916417785258081 0.01359057887037959 -0.017894839924406047 -0.0052574522080977883 0.020048317053277778 -0.022045800332532856 -0.026566060546064297 -0.015971102954921913 -0.0049911157346980142 0.0061266718017862374 0.014610085373457574 0.015509123757867239 -0.025098538203626661 0.020124910994998933 -0.017195539957328282 0.011207136168909388 -0.021530326893158654 0.030941163141072425 0.014219518048589383 0.031621137374716779 -0.024110865440871862 0.0054784259466008267 -0.024237633343721809 0.012851691834608252 -0.021467148541920351 -0.0068631692498057175 0.0080488248050458872 0.029111431383940831
leaf_weight=7.9129856135696164 111.40785264410079 2.4368557631969443 8.7144862236455065 29.087225306779146 4.8689407631754866 22.301723286509514 27.146774187684059 8.5179021544754487 4.7464782893657675 6.3198163770139208 6.2983734607696524 67.866562806069851 11.299574784934519 15.081640515476463 5.7276444584131267 6.6075033098459226 4.5971747264266014 3.5378326401114455 10.218393813818691 2.4265070520341387 2.2314304234459978 1.2435494065284753 14.030276292003688 72.206289848312736 6.1579786390066147 21.026873003691435 6.5290317684411985 56.994499802589417 4.7896770797669888 0.88349447026848871
leaf_count=326 694 7 371 113 32 102 119 101 36 31 28 305 34 57 39 19 31 18 248 6 17 2 388 517 159 100 79 622 28 4
internal_value=0.000650028 -0.00256244 -0.00194255 0.00279254 0.00459881 0.00323218 0.00378371 0.00501161 -8.34143e-05 0.00768987 0.0153329 0.0042442 0.00234174 -0.00107846 0.00450029 -0.0053053 0.00481268 -0.00126255 -0.0131109 -0.000409011 -0.000812508 -0.00399534 -0.0169112 0.00344996 -0.0140087 -0.0017215 0.00521315 -0.0054957 -0.00897703 -0.020958
internal_weight=553.215 221.34 213.427 331.875 220.467 191.38 186.511 164.209 56.5779 107.632 33.4451 74.1864 51.8314 40.5319 32.014 16.9323 11.2047 204.713 13.7562 190.956 188.53 107.934 16.1573 80.5957 8.38941 91.7769 32.3456 59.4314 11.3187 14.9138
internal_count=4633 2892 2566 1741 1047 934 902 800 317 483 147 336 281 247 146 89 50 2195 266 1929 1923 1230 394 693 176 836 207 629 107 392
is_linear=0
shrinkage=0.0220144


Tree=135
num_leaves=31
num_cat=0
split_feature=16 0 18 16 9 10 6 3 19 7 2 13 15 6 18 6 3 8 16 16 7 2 9 16 7 7 5 10 16 18
split_gain=21.2404 8.34917 8.2911 10.659 8.77213 6.94819 7.56535 6.62791 8.32115 6.29481 6.12948 6.9948 6.11938 6.14752 9.53619 9.0354 7.07325 6.9027 6.66891 7.64034 9.38502 5.41728 7.39598 5.11832 5.58542 5.79261 5.70759 5.35826 5.98597 5.39166
threshold=18.594956516900002 86.09518316945001 13.829007611650001 22.644947046300004 196.40176798710004 90.937096262400004 15.635365317800002 90.988176966900014 14.551174033150001 24.775165158000004 314.93386866815007 116.60111757565001 30.054399297400007 13.665319288000001 17.327266398450003 13.775321858200002 81.355431485500006 8.1436447804000007 17.684958644900004 9.7049773055000017 27.528149546950004 100.92170827030002 194.29956510785004 21.074950717600004 20.869210126600006 21.698399695800003 28.006145904900002 60.87206898960001 22.704946905950003 13.431207332600001
decision_type=2 2 2 2 2 2 2 2 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 10 -3 4 21 6 12 -6 9 -9 11 -2 13 14 17 -15 -17 -1 19 -16 -21 22 -4 -13 -25 -26 27 -27 29 -29
right_child=1 2 3 -5 7 -7 -8 8 -10 -11 -12 23 -14 15 18 16 -18 -19 -20 20 -22 -23 -24 24 25 26 -28 28 -30 -31
leaf_value=-0.001251258521917958 0.0037955368146036597 0.0025954932058004053 0.0034955426353862522 0.0048601693220144265 0.0013928731103293624 -0.0041586303588988923 -0.0047001899906941851 -0.0067054778940388833 0.003660785581390423 0.0022601879760530312 -0.0062398762760058043 -0.0048786500048955024 -0.0042043339553994282 0.0050904478417500903 0.0042335846441237598 -0.0072408239424407578 0.00065377999093878844 -0.0067847902744153166 0.0065584136686717993 0.0023038045892249184 -0.0051755000803954286 -0.0067276390914265023 -0.0057353543420597258 0.0043914415554500976 -0.0065784573789773688 -0.0066415071523356958 0.005702429463591948 -0.00023894771695638926 0.0030021615095831796 -0.0050367871401183527
leaf_weight=108.4792677089572 13.063702866435049 122.57057508826256 5.2582712471485156 14.934223674237726 77.609979923814535 17.246329741552472 12.411989182233809 9.2492585927248019 4.7557905241847029 2.8624519854784003 4.3427904378622761 6.4135080203413954 11.571513609960673 12.806329824030398 10.017352741211655 3.4007319360971442 46.283468218520284 6.6801912114024153 6.1801674365997306 9.2508049421012419 9.4845621399581415 7.511410165578126 4.4932267516851425 7.4460459202527991 4.0084138065576544 3.6682012118399134 4.5133607834577552 55.706796396523714 14.130907908082007 7.4075110256671897
leaf_count=1067 42 448 17 53 334 554 371 73 14 10 62 96 222 41 39 34 295 75 17 58 119 67 31 23 27 41 14 280 46 63
internal_value=0.000255987 0.00106354 0.00161588 0.000668001 0.000107714 -0.000921067 -0.00068504 0.000740491 -0.00226122 -0.00458655 -7.70277e-05 0.000152985 -0.000462711 -0.000259043 -0.000838772 0.00113337 0.000113418 -0.00157225 0.0015792 0.000508961 -0.00148251 -0.00335539 -0.000757805 -0.000307689 -5.0925e-06 -0.000371132 -7.98703e-05 -0.000402408 -0.000106127 -0.000802054
internal_weight=623.759 369.946 249.245 126.675 111.74 253.813 236.566 94.4775 16.8675 12.1117 120.701 116.358 224.154 212.583 150.092 62.4905 49.6842 115.159 34.9329 28.7527 18.7354 17.2629 9.7515 103.295 96.8812 89.4352 85.4268 80.9134 77.2452 63.1143
internal_count=4633 1741 1047 599 546 2892 2338 431 97 83 694 632 1967 1745 1375 370 329 1142 233 216 177 115 48 590 494 471 444 430 389 343
is_linear=0
shrinkage=0.00528337


Tree=136
num_leaves=31
num_cat=0
split_feature=16 5 10 10 6 18 19 6 17 16 16 7 16 7 13 0 18 6 2 13 10 2 14 5 0 4 9 5 7 0
split_gain=29.3624 11.4173 9.35377 8.68713 10.1498 10.3994 9.824 9.75082 9.10474 8.46058 9.95865 11.6737 7.93625 13.6397 7.4086 9.09738 8.07292 7.45809 8.40647 8.0217 7.72445 7.36957 7.08593 6.96643 6.60275 6.5641 6.30247 7.88368 7.01853 6.28077
threshold=18.594956516900002 23.605484525250002 90.937096262400004 74.927328095600004 13.665319288000001 17.327266398450003 12.050972309250001 13.775321858200002 195.59800312745003 17.684958644900004 9.7049773055000017 26.296311413900003 14.184966829400002 24.407759398400003 112.67059178900001 91.886121982450007 14.032563378150002 16.455384477450004 199.01127796720002 117.62810858150002 61.917879202350001 219.56639384385002 327.64162573700008 12.679739965100001 97.886760529650019 195.04069921150003 196.40176798710004 19.841254985200006 23.960918281000001 86.09518316945001
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 14 3 8 5 6 12 -6 25 10 -7 -12 13 21 15 -2 -17 20 -19 -20 -16 -5 -8 -24 -9 -1 28 -28 -18 -22
right_child=1 -3 -4 4 7 9 22 24 -10 -11 11 -13 -14 -15 17 16 26 18 19 -21 29 -23 23 -25 -26 -27 27 -29 -30 -31
leaf_value=-0.0038395463711921964 -0.0046324398952894384 -0.00043000881072437452 -0.0042275589055418257 -0.0031794243737480218 0.0057091212889317918 0.0042913214489398357 -0.00513774158663622 0.0017525460261486549 -0.0061989178291028402 0.0064772642651011424 0.0055129290854892135 -0.0036602812644691163 0.002216798931907806 -0.0036820927080848747 -0.0033793176042867519 0.0051032224185652677 0.00058979544591530224 0.0014273640037679675 -0.0075471211547880083 0.0030577364473156994 0.00021989590249273339 0.0048428088611502272 -0.0058137405710011365 0.0033869919249638314 -0.0046327303371716351 -0.000474201756597743 0.0017953966276554512 -0.0049183969175614324 -0.0071468010687761492 0.0034667116700188385
leaf_weight=20.157137233763933 8.5745721831917745 88.972252577543259 20.912956124171615 4.1415561884641638 13.304158017039297 10.80432987585664 25.174111783504486 18.294435780495409 11.51497086510062 7.0428753197193137 4.4859449379146126 16.187224466353655 19.843296118080616 27.784193847328424 4.9220957681536666 9.750344552099703 6.2131470292806608 79.644616819918156 5.342186860740183 2.7282836064696312 17.364969708025455 9.666851654648779 3.2643616460263711 5.7605383843183517 5.2848175838589659 53.954070970416069 38.579366937279701 5.0026314221322528 5.6859241351485252 114.90360839664936
leaf_count=390 57 567 554 53 34 39 290 63 162 17 13 168 97 363 24 24 25 271 48 9 65 25 57 26 39 502 157 46 54 394
internal_value=0.000257717 0.00115222 -0.0009916 -0.000727935 -7.29407e-05 -0.000715659 -0.00160479 0.00226481 -0.00203629 0.00149179 0.000376325 -0.00166975 -0.000401531 -0.0016507 0.00162349 0.000240165 0.000880662 0.00207744 0.000931494 -0.00396207 0.00281012 0.0024367 -0.00376635 5.90306e-05 0.000321414 -0.00138953 0.000138582 0.00102474 -0.00310711 0.00304045
internal_weight=665.262 387.684 277.578 256.665 171.039 134.155 95.6349 36.8834 85.6262 38.5204 31.4775 20.6732 61.4359 41.5926 298.712 73.806 65.2314 224.906 87.7151 8.07047 137.191 13.8084 34.199 9.0249 23.5793 74.1112 55.4811 43.582 11.8991 132.269
internal_count=4633 1741 2892 2338 1284 1148 911 136 1054 237 220 181 538 441 1174 363 306 811 328 57 483 78 373 83 102 892 282 203 79 459
is_linear=0
shrinkage=0.00503184


Tree=137
num_leaves=31
num_cat=0
split_feature=16 5 5 10 0 5 9 17 0 7 6 7 17 9 9 13 17 17 17 7 17 12 13 5 13 6 2 13 0 10
split_gain=27.0031 11.5486 8.67274 11.0075 10.1497 10.8514 9.62402 8.44006 8.14615 9.74664 7.02035 6.0167 7.40157 5.95892 5.65113 7.75446 5.4366 5.60902 7.04238 11.0877 5.99002 5.29407 5.2655 10.4119 8.62889 6.55399 9.05178 7.58929 6.43567 6.23369
threshold=18.594956516900002 23.605484525250002 11.783123780850001 74.927328095600004 98.51854819030001 13.812766882300002 186.70853236170004 193.50449793755004 102.75018128760001 24.123805364200006 15.635365317800002 19.250086031950001 166.68115439205005 226.58992707320002 57.312778687900007 108.49810477050001 189.31980273685002 201.39543491635001 218.22336811130003 28.043300357450004 201.00900942685004 207.49943573995003 112.67059178900001 20.769304081650002 111.38282034450002 16.455384477450004 199.01127796720002 117.62810858150002 92.168410086200012 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=2 22 16 7 21 8 -7 10 -6 -10 11 -4 -13 -3 -14 -16 -1 20 -19 -20 -18 -5 23 24 -2 29 -27 -28 -26 -24
right_child=1 13 3 4 5 6 -8 -9 9 -11 -12 12 14 -15 15 -17 17 18 19 -21 -22 -23 25 -25 28 26 27 -29 -30 -31
leaf_value=-0.0047404219163147748 0.0017646352411987277 -0.0008502427593853882 0.005176881050708247 0.001314365199281729 0.0033199375584827416 0.0030828817134825512 -0.0038955669324916091 -0.0068122979047823022 0.0072060281085787594 -0.0046054688099266446 -0.0050236225594026337 -0.0066001206343189083 0.0039122835658409027 0.0056229056463171813 -0.0028434652044886737 0.0037444536815976052 -0.00097612650885344214 -0.0064012068938054658 0.0053900931569720667 -0.0049815469767005615 0.0061084577743341978 0.0055337133993033629 -0.0032262078420374394 -0.0075127450077774683 -0.0089282190553968653 0.0016203921091753756 -0.0083920448125653462 0.0031542536164360629 0.0015903164279852079 0.0032524646144589096
leaf_weight=25.033276984468102 59.829908456653357 82.919838670641184 5.3916206434369078 22.948505945503712 27.027578011155128 7.6310526356101027 31.889702115207911 10.14690933562815 2.771838277578353 10.139766551554201 12.80100831761956 6.4465172849595538 8.3978592529892904 4.6812073141336432 23.149465054273609 7.3297437857836476 23.461279427632693 12.826376534998419 5.5715776309370977 7.5819978564977646 4.4188977926969519 15.539701037108896 4.8013677522540084 4.7265673093497744 4.3984598889946929 80.028037093579769 5.3926287889480573 2.6430783346295357 3.0825933218002319 127.76729123294353
leaf_count=494 263 554 15 89 110 28 325 159 6 107 363 118 33 13 251 38 280 244 27 145 13 47 24 50 38 271 48 9 12 459
internal_value=0.000314692 0.00127369 -0.00103345 -0.000392115 0.000665187 -0.00047442 -0.0025481 -0.00208505 0.00157753 -0.0020698 -0.00132986 -0.000397514 -0.00106064 -0.000504332 -0.000142089 -0.00125918 -0.00259109 -0.00159212 -0.00345817 -0.000588339 0.000146752 0.00301794 0.00180588 0.00049558 0.00105792 0.0022337 0.00105331 -0.00459427 -0.00459402 0.00301782
internal_weight=650.776 380.271 270.505 191.611 117.948 79.4599 39.5208 73.6631 39.9392 12.9116 63.5162 50.7152 45.3236 87.601 38.8771 30.4792 78.8934 53.8601 25.98 13.1536 27.8802 38.4882 292.67 72.0375 67.311 220.632 88.0637 8.03571 7.48105 132.569
internal_count=4633 1741 2892 1689 712 576 353 977 223 113 818 455 440 567 322 289 1203 709 416 172 293 136 1174 363 313 811 328 57 50 483
is_linear=0
shrinkage=0.00558194


Tree=138
num_leaves=31
num_cat=0
split_feature=16 5 10 6 18 9 15 15 6 18 9 3 5 16 16 7 7 9 5 9 0 13 19 2 16 14 13 2 6 0
split_gain=16.1614 7.83904 6.95945 6.63399 5.09418 4.95343 4.77357 4.66788 4.76524 7.97145 6.61494 6.53808 7.57764 5.74458 7.47877 9.63 4.5939 7.55224 9.48516 5.81188 8.21752 5.39037 9.24505 7.28868 5.95289 6.97002 6.66063 5.47072 5.64534 5.52013
threshold=18.594956516900002 23.714185006400005 90.937096262400004 15.635365317800002 16.728115295100004 226.58992707320002 52.561095883800007 30.054399297400007 13.665319288000001 17.327266398450003 210.61272793875003 80.785478361850011 16.043149448600001 17.684958644900004 9.7049773055000017 27.528149546950004 20.869210126600006 181.33671263215004 21.950234501100002 186.70853236170004 85.732241321850012 115.13321943645001 14.451165964200003 108.01392853780001 22.654947022900004 244.85040433755003 117.39690118230001 222.85070906495002 16.325381439950004 86.103248543850015
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 16 3 7 -4 6 -3 8 9 10 -1 -10 -13 14 -11 -16 -2 18 -18 -19 -21 22 -22 -23 26 -26 -25 29 -29 -28
right_child=1 5 4 -5 -6 -7 -8 -9 11 13 -12 12 -14 -15 15 -17 17 19 -20 20 21 23 -24 24 25 -27 27 28 -30 -31
leaf_value=-0.0012010541466218507 0.0069490837236988109 -0.00063392198628416628 0.0093586976392841179 -0.0053102870219755675 -0.0055737024396123229 0.0058824138364635438 -0.0082024966884580251 -0.0045412800035680712 -0.0064052286379373373 0.0049361037799484008 -0.007004819910281867 0.0058793278613366324 0.00052025717993565393 0.0075308981748978179 0.0028322930218114975 -0.006036780762727398 -0.0074416842169310526 0.0043551995966702884 0.0040567684300686071 -0.0030458640923802303 0.0011012882033225376 0.0048173077019865104 -0.0063434664802850538 0.0032910857998427107 -0.0033074694511680239 0.005729598101915377 -0.0052489630600704657 0.0011395187461476837 -0.0098644479031697076 0.0012705409576361385
leaf_weight=105.01920721307397 6.050779089331626 72.305146109312773 0.9303081594407584 11.25403882935643 16.214339129626751 4.2932913005352011 3.3582593239843836 10.11228629760444 4.001886721700429 10.260084606707098 8.1498095355927926 13.371053442358969 42.324758373200893 5.6085384786128989 9.3344141505658644 9.5262610055506212 7.7205976843833906 28.376223914325237 4.3023958951234818 15.103977769613264 84.375137064605951 37.298631370067596 6.9531549438834181 23.330992661416531 3.9408883303403881 19.799879133701324 5.995774880051612 2.9265598952770224 4.645455002784729 30.161836020648479
leaf_count=1044 14 485 5 371 549 13 47 222 35 39 98 40 295 17 58 119 50 93 12 77 401 141 42 88 18 65 30 15 44 106
internal_value=0.000276397 0.00111251 -0.000949841 -0.00066428 -0.00476344 -0.000601914 -0.000969847 -0.000424113 -0.00022356 -0.0008209 -0.00161901 0.00125632 0.00180682 0.00177982 0.00067219 -0.00164735 0.00160037 0.00148265 -0.00332699 0.0017026 0.00138166 0.00168642 0.000534492 0.00250769 0.00155896 0.00422947 0.000613543 -0.000815002 -0.00561145 0.000189455
internal_weight=607.046 360.939 246.107 228.962 17.1446 79.9567 75.6634 217.708 207.596 147.898 113.169 59.6977 55.6958 34.7293 29.1208 18.8607 280.982 274.932 12.023 262.909 234.532 219.428 91.3283 128.1 90.8014 23.7408 67.0606 43.7296 7.57201 36.1576
internal_count=4633 1741 2892 2338 554 545 532 1967 1745 1375 1142 370 335 233 216 177 1196 1182 62 1120 1027 950 443 507 366 83 283 195 59 136
is_linear=0
shrinkage=0.00620571


Tree=139
num_leaves=31
num_cat=0
split_feature=6 3 10 6 3 10 5 19 9 16 10 0 3 3 2 9 8 3 15 4 2 6 7 8 16 3 15 18 7 4
split_gain=9.10896 9.0416 8.43188 7.24995 9.20392 6.44665 6.16245 5.89771 6.20601 5.74191 9.73973 7.71202 7.95228 6.0006 5.89371 7.0815 6.38093 5.57871 6.11716 6.0173 5.46863 4.97549 7.87885 5.88715 4.8952 4.92257 10.3926 12.8745 5.44512 5.10258
threshold=13.665319288000001 93.883646373400012 61.917879202350001 13.775321858200002 85.589753040950015 60.87206898960001 29.110986871100003 12.851036860900001 206.39860865795001 19.224955043700003 66.859265246100009 90.321439350550008 89.732667019950014 87.684061924550022 108.63443756215001 185.62570708695003 8.8430989333000021 84.812788641250009 26.564181852100003 158.18845385165005 319.32263744460005 16.950396043250006 21.698399695800003 10.641695326550002 22.724946859200003 93.292185584700022 41.29990759910001 13.141419083100002 23.050081659550006 234.32920076730002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=-1 3 5 -2 7 6 -3 8 -5 -6 11 12 -11 -12 15 -14 24 18 -9 -19 21 -8 23 -23 25 -16 27 -27 29 -28
right_child=1 2 -4 4 9 -7 20 17 -10 10 13 -13 14 -15 16 -17 -18 19 -20 -21 -22 22 -24 -25 -26 26 28 -29 -30 -31
leaf_value=-0.0026211825915718411 0.014063276373355884 -0.011514892440620386 -0.010208270704564707 0.0085122951666967289 0.011954104591412794 0.0079428183234025035 0.013279610624379094 -0.017905612806663983 -0.0086322586826036215 -0.019415171420751946 -0.0026650712527065009 0.014991266763033986 -0.0067321713178283967 -0.024350359137148191 0.0043293180589855946 0.010701744898482114 -0.016617957536430177 0.0088386795317246768 0.0021224796608011105 -0.021581296906802445 -0.019564492848098067 -0.018002798755802248 0.020351035679676766 0.022252199687974247 0.018844486942253248 0.0038417787021952248 0.0083354721221418262 -0.036603118526706835 0.0069723117237325783 -0.018021740446662056
leaf_weight=169.35289156530052 15.562395974993704 14.795348313637076 27.528912163339555 17.161566272377971 22.457224011421204 21.112890643998981 9.7893510535359436 5.3146084100008038 8.3477906361222249 3.9939064830541602 12.919392500072719 16.525039970874786 7.1587791442871085 4.6036204174160948 72.024950452148914 46.143847778439522 4.7904016003012648 2.0893324166536322 17.133807493373752 10.046514319255946 2.7479024408385149 6.2668291768059117 2.7922335863113403 1.1425274610519407 4.7280436903238288 3.7361083179712278 3.0050936937332171 4.7616470381617546 18.071273569017649 5.584130946546793
leaf_count=2056 56 248 418 63 100 86 33 61 52 25 63 57 34 42 301 195 30 8 136 192 50 126 7 2 12 13 9 35 66 57
internal_value=0.000540028 0.00190458 -0.00276211 0.00321813 0.00263734 0.000733107 -0.00332234 -0.00304726 0.00290184 0.00411934 0.00327363 0.00434382 0.0033326 -0.0083622 0.00386702 0.00836029 0.00181474 -0.00743532 -0.00261912 -0.0163441 0.00200826 0.0049736 -0.00299677 -0.0117955 0.00260376 0.00188736 -0.00311523 -0.0188212 0.00189087 -0.0088002
internal_weight=561.688 392.335 86.176 306.159 290.597 58.6471 37.5342 60.0936 25.5094 230.503 208.046 190.523 173.998 17.523 170.004 53.3026 116.702 34.5843 22.4484 12.1358 22.7388 19.9909 10.2016 7.40936 111.911 107.183 35.1583 8.49776 26.6605 8.58922
internal_count=4633 2577 970 1607 1551 552 466 512 115 1039 939 834 777 105 752 229 523 397 197 200 218 168 135 128 493 481 180 48 132 66
is_linear=0
shrinkage=0.0163093


Tree=140
num_leaves=31
num_cat=0
split_feature=16 2 6 13 18 3 5 7 3 16 7 13 18 15 16 15 9 9 16 16 7 16 4 9 8 14 12 4 3 13
split_gain=8.1623 5.69987 5.11986 7.36694 5.80634 5.25436 6.52965 4.89175 5.5863 9.17534 5.35838 7.11415 7.10503 6.90795 7.31817 5.07722 4.83058 7.13104 4.84248 9.7549 6.41102 6.23316 4.67832 5.65076 4.66114 4.49061 12.0733 6.00914 6.18912 5.92756
threshold=11.949972055800002 285.01633004880006 5.0851188130000002 92.563613431350021 16.115468395400004 103.28787291370001 29.110986871100003 19.627338137150002 93.883646373400012 22.624947093000003 24.068567769550004 98.050756475600011 15.220675120050002 19.846565044850003 22.654947022900004 45.102215827400009 196.40176798710004 197.47612518640003 17.809958352600002 15.954962690350003 26.614251743050001 15.404963976500001 160.20223982390002 70.238863950400017 8.0437227585500022 300.29716420680006 273.50675757095007 191.03149642590003 83.17551763980002 115.53111123975002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 24 3 4 -2 7 -7 -4 10 -10 12 -12 -9 -13 15 16 -15 -18 19 21 25 -19 -8 -24 -1 27 -27 28 -20 -28
right_child=2 -3 5 -5 -6 6 22 8 9 -11 11 13 -14 14 -16 -17 17 18 20 -21 -22 -23 23 -25 -26 26 29 -29 -30 -31
leaf_value=-0.015278253477921574 0.012843792729721689 0.0011868369657178262 0.015487387827084181 -0.021306754587003734 -0.013615287245507117 -0.021909905588631842 0.034046364988966508 0.0039756527898405841 -0.01800893858899905 0.00041736057863775959 -0.013493040101401741 0.011789342172391722 0.022114903886136308 -0.013652186991673088 0.015641612961690737 -0.018798156483983971 0.020657861166018983 -0.0078472331294396954 0.01148083386139971 -0.02127453012688298 0.018217849564356493 0.0090725584503198401 0.0044360151629409686 -0.021677532656336845 0.0057694376201830062 -0.026009899855858165 -0.016313286888854153 0.006813331469844185 -0.017233557212651629 0.013137978595473263
leaf_weight=24.700018114410344 6.926785225048663 19.018199751153588 9.5316784959286434 8.5526148565113527 5.1386286839842796 7.2750612404197481 1.2976037263870228 203.29782023839653 12.519945870153604 41.390143541619182 12.468248378485439 19.636475183069706 7.9824673682451239 9.2106670141220075 9.8360908105969411 5.5886064395308486 5.9458714202046385 17.565594706684355 3.8951680622994891 10.649033360183237 8.0249335840344411 13.851965989917515 9.8460538852959854 4.2069246824830762 4.4108796473592511 7.5190839171409634 3.4272649511694899 40.434860086068511 8.4888414070010167 8.360712952911852
leaf_count=704 52 258 39 196 112 262 2 949 226 234 159 80 22 86 43 45 26 115 15 149 35 63 67 132 37 109 40 191 149 36
internal_value=0.000576752 -0.00684312 0.0012869 -0.00791667 0.00157494 0.00168039 -0.00719253 0.00211717 0.00183403 -0.00386192 0.00260909 0.000264501 0.00466098 0.00125927 -9.39759e-05 -0.00117661 -0.000459739 0.000488358 -0.000492887 -0.00567485 0.00222683 -0.000387317 -0.000217569 -0.00338138 -0.0120891 0.000447623 -0.00733606 0.00329282 -0.00820196 0.00457525
internal_weight=550.998 48.1291 502.869 20.618 12.0654 482.251 22.6256 459.625 450.094 53.9101 396.184 184.903 211.28 172.435 152.799 142.963 137.374 128.163 122.217 42.0666 80.1509 31.4176 15.3506 14.053 29.1109 72.1259 19.3071 52.8189 12.384 11.788
internal_count=4633 999 3634 360 164 3274 463 2811 2772 460 2312 1341 971 1182 1102 1059 1014 928 902 327 575 178 201 199 741 540 185 355 164 76
is_linear=0
shrinkage=0.01886


Tree=141
num_leaves=31
num_cat=0
split_feature=16 12 19 10 13 6 15 18 3 19 19 15 4 7 5 17 18 4 13 16 0 16 2 6 17 9 8 7 19 18
split_gain=6.81701 5.63914 4.88048 10.2079 5.64818 4.44213 7.16598 7.12626 4.54053 4.2411 3.93899 3.61116 3.76355 4.87945 4.90333 4.72336 5.89894 3.58457 3.38117 6.79395 5.98145 6.90353 5.55096 4.87708 5.89176 4.09639 5.60734 9.49389 4.64102 8.61263
threshold=11.949972055800002 175.541285848 10.650859343850001 90.679004281900021 76.215099540100013 4.9151148409000003 17.480288512750004 16.291971004950003 108.48197402175002 12.350996516100002 9.4507625164000029 46.055224235250002 433.65962021140007 23.209106085000005 32.896841258100004 193.29780372785004 13.679220276500002 160.20223982390002 115.13321943645001 21.074950717600004 86.538778761000017 22.454947490600002 316.46407472665004 16.375382608200002 192.19686994285004 201.65416293750005 9.5425530862500008 23.299327580650004 14.351157895250003 13.037923179150001
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 3 10 -4 6 7 -2 11 -6 -3 18 13 14 -13 -15 -17 -10 19 -7 23 -22 -23 24 -20 28 27 -27 29 -25
right_child=5 2 4 -5 9 8 -8 -9 17 -11 -12 12 -14 15 -16 16 -18 -19 20 -21 21 22 -24 25 -26 26 -28 -29 -30 -31
leaf_value=-0.015796545813112312 0.011466628516144379 -0.0087678454578746217 0.023616450743569894 -0.015620862597440621 -0.017505627100931856 0.00092426134753197 -0.016186056557492993 -0.016439984325726884 0.01219718315480923 0.0060059514980474252 0.0092008055867925584 -0.015126141466751314 -0.022116447704999556 0.015204217906127632 0.013505138412981933 -0.02005854820421888 0.0043004374178159648 -0.01650725659519043 -0.025703424617123896 -0.015031384884325871 0.014626801222417571 0.0018316452479433297 0.014406165441871807 0.0039388330515714113 0.0020197132533948058 -0.027155826484979551 0.005560566239992841 -0.0003456946090091418 0.0055166766100694618 -0.012108719212376298
leaf_weight=8.6537958392873389 6.3612064756453055 3.1986551061272683 0.99554253742098708 6.1180741721764198 9.2375623229891044 239.13267752341926 8.4964947989210469 2.9401154033839703 1.1713020941242565 2.0622496875002971 16.558998171240091 8.095413247123366 2.2708413749933234 4.7773811295628539 1.5691523551940907 3.0269785486161691 7.8498231656849384 5.200464210473001 3.1951399073004714 6.0115766376256934 17.510098576545715 45.920581243932247 9.2719340696930868 22.395592642016709 3.5628901124000549 4.6493156142532843 7.9099025204777709 7.7246316187083721 62.783785615116358 10.938456742092965
leaf_count=338 34 44 11 289 198 1828 240 65 14 26 93 115 26 14 5 39 44 175 25 36 88 207 45 147 17 41 33 43 234 119
internal_value=0.000412628 -0.00499246 -0.00254305 0.00111074 -0.0102325 0.000926245 -0.00634452 0.00264545 0.00119869 -0.0132147 0.00629178 0.0013677 -0.00383501 -0.00219535 -0.0104775 0.00291789 -0.00247859 -0.0112306 0.00169318 0.000532987 0.0031453 0.00651696 0.00394407 0.00115498 -0.0110876 0.00186575 -0.00418771 -0.0104192 0.00314322 -0.00132712
internal_weight=539.591 46.8249 38.1711 25.8757 12.2954 492.766 17.7978 9.30132 474.968 11.2998 19.7577 468.596 27.5896 25.3187 9.66457 15.6542 10.8768 6.37177 441.007 245.144 195.862 72.7026 55.1925 123.16 6.75803 116.402 20.2838 12.3739 96.1178 33.334
internal_count=4633 999 661 426 235 3634 339 99 3295 224 137 3106 243 217 120 97 83 189 2863 1864 999 340 252 659 42 617 117 84 500 266
is_linear=0
shrinkage=0.0148237


Tree=142
num_leaves=31
num_cat=0
split_feature=16 12 19 10 10 6 13 19 7 3 5 7 3 5 9 13 16 15 4 9 3 3 7 13 15 16 18 15 9 9
split_gain=5.85166 5.02818 4.75983 8.92433 6.08514 3.89336 6.33172 4.47975 5.4633 4.14907 5.86541 4.86869 5.02684 6.6677 6.01244 7.61475 4.46685 5.48119 3.68117 4.82798 3.65664 7.70162 4.18636 6.09229 5.79465 6.18789 5.7577 4.81366 4.39183 6.16994
threshold=11.864972254500001 175.541285848 10.650859343850001 90.679004281900021 102.52435080465001 5.0851188130000002 92.563613431350021 11.450923895500003 26.709562027450005 103.28787291370001 29.110986871100003 19.627338137150002 95.002044955650021 30.133297129900004 186.70853236170004 118.06363879865002 22.724946859200003 51.19990836680001 160.20223982390002 66.544071737050004 93.915907870950022 94.227769014100019 24.068567769550004 98.050756475600011 19.846565044850003 22.644947046300004 15.220675120050002 45.102215827400009 196.40176798710004 197.47612518640003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 3 -3 -4 6 7 -2 -9 11 -11 -7 16 14 15 -14 17 20 -12 -20 22 -22 26 -24 -25 27 -13 28 -26 -30
right_child=5 2 4 -5 -6 9 -8 8 -10 10 18 12 13 -15 -16 -17 -18 -19 19 -21 21 -23 23 24 25 -27 -28 -29 29 -31
leaf_value=-0.019232911097769818 -0.020866925229198981 0.0070383165431824541 -0.017626783103375468 -0.019040443149737619 0.030912838531173194 0.014393778941297283 -0.020237633262959742 0.01845108748893427 -0.010462139924864595 -0.020917428984916341 0.029806474834514991 0.0032594361318416228 -0.017886705688190098 0.012529388690007829 -0.025345890447388855 0.019196355023511219 0.012681323384010713 -0.02198948049810806 0.0062843125394179003 -0.015893547054660506 -0.014071501204046176 0.010195446477073213 -0.012342744785896446 0.010337169006767207 -0.013081688637819658 0.014011652804709243 0.019293938904369513 -0.021377476879562724 0.01871348303148045 -0.00068350792731374996
leaf_weight=7.7121848342940202 2.3678187048062709 19.478481857106093 9.5795471295714343 5.5617590593174091 0.93461880646646101 9.7765732351690513 7.3441383261233559 5.5289807431399804 3.5306514361873269 6.4697108175605562 1.2382672429084767 199.86090297438204 4.2847838168963808 4.166440960019826 7.1951759550720453 3.1811877489089966 12.188717626035212 3.2421373147517434 7.7954167388379556 5.5336982561275363 12.927717082202436 6.4700708836317053 12.179631924256681 19.215448193252087 8.7829537317156774 9.3547799289226514 7.6667873784899703 3.8100582733750334 5.6671317294239989 117.69536410178989
leaf_count=332 59 137 217 289 9 40 196 32 78 262 2 953 116 16 98 8 42 58 47 152 108 29 162 80 85 46 23 34 26 897
internal_value=0.000457607 -0.00594212 -0.00305919 0.00124589 -0.013312 0.00102563 -0.00708302 0.00137112 0.00718324 0.00135038 -0.00653049 0.00172072 0.00143778 -0.0077407 -0.0135011 -0.00208593 0.00185015 0.00152568 -0.000140923 -0.00292302 0.00171456 -0.00597734 0.00210288 4.88946e-05 0.000966232 -0.000272956 0.00385181 -0.00125585 -0.000675693 0.000207568
internal_weight=530.741 43.2666 35.5544 25.0402 10.5142 487.475 18.7716 11.4275 9.05963 468.703 21.0371 447.666 437.889 18.8276 14.6611 7.46597 419.062 406.873 14.5674 13.3291 403.631 19.3978 384.233 176.705 164.526 145.31 207.528 135.956 132.145 123.362
internal_count=4633 984 652 426 226 3649 365 169 110 3284 463 2821 2781 238 222 124 2543 2501 201 199 2443 137 2306 1330 1168 1088 976 1042 1008 923
is_linear=0
shrinkage=0.0181578


Tree=143
num_leaves=31
num_cat=0
split_feature=6 6 0 3 10 14 15 3 19 16 10 0 13 5 8 2 9 2 3 3 7 10 7 10 19 4 0 15 7 14
split_gain=5.34478 6.89353 5.51675 4.42681 5.13042 5.27171 6.10818 4.67328 6.82313 5.48835 7.75795 7.28688 6.33833 5.73468 6.97841 5.25769 6.32458 4.55122 4.20768 4.07081 5.86011 4.21425 3.97122 4.4714 5.28296 5.14182 5.75344 5.83781 5.50868 6.60306
threshold=13.665319288000001 13.775321858200002 98.230883170350012 93.883646373400012 61.917879202350001 245.99173885435002 40.42701969085001 85.589753040950015 12.651020723000002 19.224955043700003 66.859265246100009 90.321439350550008 113.98793627290001 17.687678651600006 8.1436447804000007 108.63443756215001 185.98753508445003 319.32263744460005 108.48197402175002 84.812788641250009 24.040556609400003 71.053259929650025 29.911984439950004 78.196493182200015 9.4507625164000029 310.24664133230004 104.22883325935001 7.6399172126500003 24.545313225450005 316.16904661820007
decision_type=2 2 2 2 2 2 2 2 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 7 17 6 -6 8 -3 -9 11 12 -11 -12 -15 16 -14 18 -5 21 -21 -10 23 -1 -25 26 -26 -28 -27 -30
right_child=1 2 -4 4 5 -7 -8 9 19 10 13 -13 15 14 -16 -17 -18 -19 -20 20 -22 -23 -24 24 25 28 27 -29 29 -31
leaf_value=-0.0057006051133287015 0.013992957301754748 0.0066688981479437782 -0.023888720223331956 0.0038662190292338091 -0.012127482321892487 -0.022036983148486268 0.0096016929946577279 0.012350584626935954 0.0089171181208273931 -0.014618582735183303 0.0091603709457801254 0.015809369771510273 -0.0067519202732329395 0.002359261416674396 -0.025175339412335185 0.0011904898465892363 0.011192485177359749 -0.021594853121883254 -0.01298759211334624 0.0060456589388712895 -0.023154350102429347 -0.0074738011764424938 -0.018822496692805533 -0.019878834434134452 0.0013917333283706018 0.016727794071741745 0.025242285165276688 -0.016419992266764386 0.021616838154200315 -0.0016339295029468017
leaf_weight=59.967565240338445 14.028081499040125 18.271449817344546 2.8421154096722594 43.77882097940892 11.069363511167472 7.3259859196841708 6.7673230189830056 20.979515299201012 7.1966385412961271 6.6118522584438315 4.2595673874020603 14.938410066068171 7.5722508281469336 4.747252717614173 8.063893109560011 108.14817197993398 40.374938245862722 2.8015938326716414 5.4023253610357633 3.0083957090973845 8.636690663173793 17.415091810747981 4.6227570809423915 3.9084426136687389 33.87411180511117 11.555659998208283 1.2011213302612294 12.001967281103132 4.7148858904838589 24.939869914203882
leaf_count=565 58 65 36 315 252 140 26 100 45 35 14 57 36 24 67 517 189 55 180 16 188 162 282 177 314 72 2 338 25 281
internal_value=0.000410755 0.00160804 0.00111195 0.0013165 -0.00249027 -0.00916868 -0.00388333 0.00240328 -0.00230931 0.00359463 0.00265123 0.00376609 0.00266037 -0.00895054 -0.0149722 0.00339227 0.00835854 0.000742464 0.0020149 -0.00683383 -0.0156108 -0.00268098 -0.00237072 -0.00187091 0.000620058 0.00152753 -0.00254071 -0.0126299 0.00617493 0.00206277
internal_weight=521.026 364.24 350.212 347.37 77.1454 25.1627 17.8367 270.224 54.5283 215.696 194.716 177.646 162.707 17.0707 12.8111 156.095 47.9472 51.9827 49.1811 36.2568 11.6451 24.6117 156.786 152.164 92.1961 88.2876 47.0772 13.2031 41.2104 29.6548
internal_count=4633 2577 2519 2483 968 418 278 1515 476 1039 939 834 777 105 91 742 225 550 495 411 204 207 2056 1774 1209 1032 654 340 378 306
is_linear=0
shrinkage=0.0180177


Tree=144
num_leaves=31
num_cat=0
split_feature=16 0 18 16 9 17 8 5 7 15 18 6 10 4 13 16 15 12 9 7 0 15 10 16 8 4 3 3 17 5
split_gain=17.1048 6.62313 7.25543 9.04636 8.15276 6.53511 6.00795 6.01454 5.90567 5.89099 6.0829 5.60631 6.11699 5.60118 5.45426 5.40993 5.20324 5.94199 8.2425 7.96054 5.23524 6.55463 5.887 5.61953 5.00476 10.2307 6.0524 13.7058 5.92886 5.04224
threshold=18.594956516900002 86.09518316945001 13.829007611650001 22.634947069650003 196.40176798710004 166.68115439205005 8.543332867800002 20.971847224900007 29.911984439950004 28.444110612900001 14.032563378150002 16.375382608200002 62.186725015400008 248.32992249220004 116.87802876315001 22.554947256700004 28.298162031900002 206.14208420540004 38.283670303850009 29.808425272250002 104.22883325935001 7.6399172126500003 80.538140213850014 16.499961415900003 3.1475436881500003 371.16724128940001 73.913779380400015 83.613736315050019 184.58362717140002 20.389142059250002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=5 11 6 4 -4 -1 15 -8 9 16 -11 12 -2 -13 -6 -3 17 20 19 -19 22 -22 -7 -23 26 28 -20 -28 -26 -27
right_child=1 2 3 -5 14 8 7 -9 -10 10 -12 13 -14 -15 -16 -17 -18 18 24 -21 21 23 -24 -25 25 29 27 -29 -30 -31
leaf_value=-0.0034079571236726343 -0.0080338512124467614 0.0041824629834948989 -0.0032673670221289738 0.0041764885194785226 0.0012312948518920883 -0.0012710524173476093 0.0034268079659023035 -0.0011798093048613035 -0.0053537802394105233 0.0019235237447593869 -0.005119958080034348 0.0011786708631173939 0.00081120605692283686 -0.0012113044017949077 -0.0019669480419426664 0.0016587464065501093 0.0070545243600867525 -0.0037196533496659874 0.0055952497960927751 0.0060941434877699934 0.0064481717050817429 -0.0056088330879180562 0.0020260988289620007 0.0077306904497613993 -0.0048550835020770783 -0.0063365343748357983 -0.007282110538946643 0.0035129154862728789 0.0023574558876334364 0.0016304621722121788
leaf_weight=22.502019162289798 4.5398709550499898 46.392399914562702 16.447377651929855 15.391785584390162 71.851879112422466 68.095337375998497 11.204499699175356 20.887529581785202 6.3615243360400191 4.2494965065270689 12.247555153444408 64.974131379276514 3.6127043142914772 41.249421486631036 16.958273500204086 41.321575082838535 2.546021604910492 15.648456232622268 13.218414880335333 2.4612325429916373 1.466530693694948 13.540628690272566 17.518002092838287 0.86445159837603647 3.2397110611200324 7.347122844308613 3.9340559169650104 13.114184550940989 30.925682017579675 2.8318089600652456
leaf_count=555 41 165 115 59 326 651 37 92 249 31 245 311 15 327 99 154 7 256 48 6 7 323 96 3 37 95 43 54 160 26
internal_value=0.000235017 0.000944288 0.00142225 0.000544212 1.3065e-05 -0.000804467 0.00230647 0.000428529 -0.000537705 -0.000394034 -0.00330562 -6.05414e-05 -0.00411428 0.00025058 0.000620591 0.00299355 -0.000149906 -0.000244356 0.000683905 -0.00238589 -0.00109245 -0.00376823 -0.000596397 -0.00480833 0.00142901 0.000343645 0.0030192 0.00102185 0.00167353 -0.00412009
internal_weight=596.944 354.831 240.455 120.649 105.258 242.112 119.806 32.092 219.61 213.249 16.4971 114.376 8.15258 106.224 88.8102 87.714 196.752 194.206 92.7207 18.1097 101.485 15.8716 85.6133 14.4051 74.611 44.3443 30.2667 17.0482 34.1654 10.1789
internal_count=4633 1741 1047 599 540 2892 448 129 2337 2088 276 694 56 638 425 319 1812 1805 725 262 1080 333 747 326 463 318 145 97 197 121
is_linear=0
shrinkage=0.0050725


Tree=145
num_leaves=31
num_cat=0
split_feature=16 17 16 6 4 4 16 6 0 2 4 9 15 7 15 16 15 15 9 12 9 16 19 19 16 9 10 5 6 12
split_gain=4.98786 4.14948 4.13328 4.37018 4.08224 7.6365 5.21994 5.34333 7.27379 6.94678 4.32126 4.93338 4.28297 3.9806 3.96489 3.55106 8.56353 4.70525 4.07208 4.7472 5.83787 5.40446 5.15032 4.76846 5.23198 8.95909 4.25734 4.13502 3.916 3.75481
threshold=18.594956516900002 162.04221493815001 18.369957043050004 7.0651650764500014 309.25865594525004 312.24436677560004 22.674946976100003 15.885371159150003 88.729872137350014 358.71993462570009 389.25159675045006 206.57490536735003 46.723315192750007 29.911984439950004 31.445204138150004 17.974957966700003 26.135540888150004 26.384523135650003 219.87257840710004 211.51213392550002 31.257715529350005 12.604970524100002 13.151061067750001 11.950964240300001 15.054964794950001 214.94003843055003 78.27445846800002 1.6209823962500003 13.855323727400002 235.88806624395002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 13 -4 12 -6 7 9 10 -7 -9 -12 -2 14 15 17 -17 18 19 21 29 27 -22 26 25 -25 28 -3 -23 -21
right_child=4 2 3 -5 5 6 -8 8 -10 -11 11 -13 -14 -15 -16 16 -18 -19 -20 20 22 23 -24 24 -26 -27 -28 -29 -30 -31
leaf_value=-0.017474931399027109 0.0037994046582944378 0.021188256180138896 0.035033832883665086 -0.022673113830297041 -0.026840045159304021 -0.026256541909539008 0.014763431163281377 0.0019271633375407035 0.024157854533157944 0.016951239198197843 -0.028659044243696655 0.011448265765091744 -0.01733683590863979 -0.022639519288879941 -0.024220798964657987 -0.019142524715440024 0.023652050180173665 -0.016159719760775376 -0.014704624104979979 0.010697471246060401 0.0088016669255145778 -0.030803016013893483 -0.018703408588871061 -0.025388909798204115 0.00012731812104378401 0.024164481813823475 0.013448924853001792 -0.018987347638568196 0.0084411458079299059 -0.023809174238966353
leaf_weight=8.1077543180435878 250.03568493761122 1.3559511154890049 0.68988335132598777 6.8484156411141157 5.8031074628233901 8.3243622928857786 8.95372576266527 17.832586884498603 5.3389662764966479 2.259433962404727 5.4527456471696487 2.0026331692934036 4.6640749257057896 3.935718677006661 3.2861726693809024 3.0775457825511685 8.1395692089572531 9.0024542901664955 8.4420705242082459 2.1462654322385779 58.694372734054923 2.256718963384631 3.4419735437259069 9.778735024854539 36.509776004590094 2.1202910728752604 17.078647999092937 12.525081661529837 2.6290385518223047 5.0486005572602153
leaf_count=346 1236 15 1 221 96 78 52 89 24 11 88 10 57 256 91 90 29 107 95 17 400 24 46 148 335 6 96 372 47 150
internal_value=0.00049183 -0.002153 -0.00152243 -0.0173919 0.00223805 -0.00310602 -0.000360426 -0.00364634 0.000979546 -0.0170325 -0.00391402 -0.0178856 0.00341236 -0.000891041 -0.000429691 -7.0341e-07 0.0119109 -0.000781931 7.24781e-05 0.000884725 0.00512018 -0.00260055 0.00727805 -0.000142377 -0.00397422 -0.016559 0.00830288 -0.0150628 -0.00968563 -0.0135157
internal_weight=515.782 205.115 197.007 7.5383 310.667 55.9676 50.1645 41.2107 30.6269 10.5838 25.288 7.45538 254.7 189.469 185.533 182.247 11.2171 171.03 162.028 153.585 69.3312 84.2542 62.1363 70.3732 48.4088 11.899 21.9644 13.881 4.88576 7.19487
internal_count=4633 2892 2546 222 1741 448 352 300 211 89 187 98 1293 2324 2068 1977 119 1858 1751 1656 613 1043 446 656 489 154 167 387 71 167
is_linear=0
shrinkage=0.0218537


Tree=146
num_leaves=31
num_cat=0
split_feature=16 5 17 5 15 0 18 13 8 18 0 8 13 13 15 2 6 2 13 5 15 16 6 0 0 0 5 18 15 2
split_gain=22.6181 8.97271 7.24426 7.01015 7.60838 6.47142 6.39982 6.30447 7.7384 5.99752 9.44583 7.98697 5.87327 9.49477 8.51807 10.3053 7.84978 7.97258 7.15138 6.27827 5.78888 5.71909 6.19971 6.71336 5.66721 5.61729 5.44117 8.53554 7.12536 5.39224
threshold=18.594956516900002 23.605484525250002 166.68115439205005 10.36813655115 28.444110612900001 81.446839061900008 14.032563378150002 95.811270852950017 3.0476216663000004 17.327266398450003 97.886760529650019 7.7439566930000003 112.67059178900001 111.38282034450002 29.326787846200002 90.828344481500011 16.455384477450004 199.01127796720002 117.62810858150002 20.743195000100005 40.42701969085001 15.954962690350003 11.355265313950001 98.752444047600008 86.09518316945001 92.168410086200012 2.7155367820000005 16.435318745950003 5.1773271655500013 131.42729508740004
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 12 -1 26 5 -5 -6 8 -7 10 -9 -12 13 14 -2 -16 24 20 -19 -17 -18 22 -13 -24 -14 -15 27 -4 -29 -26
right_child=1 -3 3 4 6 7 -8 9 -10 -11 11 21 16 25 15 19 17 18 -20 -21 -22 -23 23 -25 29 -27 -28 28 -30 -31
leaf_value=-0.0025042623525012614 0.0021092377726690237 -0.00026748404106775192 0.0041436409463632608 -0.0030754455296037233 0.0014497041036054556 0.00069169961312723111 -0.0036844488288318412 0.0013273325420965487 -0.0035478554822150573 0.0026313560058742217 0.0012724849738386167 0.0019907328204842954 3.3559884650271544e-05 -0.0057248846536611941 -0.0055252192963468442 0.00092133189230906968 0.00019697712309259483 -0.0055614403245378011 0.0018554466162326324 -0.0038268728564695223 0.002318539421281309 -0.0045308887981681291 0.0014173260686856694 -0.00338524729286506 0.0032158987358429322 0.00041510112745217508 -0.0021479367180098951 0.0025838011562265102 -0.0039885027913226286 0.0015958359473053939
leaf_weight=23.916092485189438 29.344324089586735 81.200280155986547 5.1619293615221968 7.5299288220703593 4.264725016430023 11.394763462245466 12.42394821718335 59.70862372033298 11.128442060202358 17.612132228910923 16.267958801239729 6.7223065197467831 17.264904454350471 5.2107703424990159 4.6884774081408969 25.49376776069403 51.584946364164352 4.9421085864305487 2.5913631916046143 4.248316064476966 24.9540875852108 7.7874794900417319 5.2707038000226047 13.698253646492956 45.563163071870804 3.112193800508976 43.267475798726082 3.353303596377371 6.0469783488661051 65.470216885209084
leaf_count=555 99 567 14 190 30 61 239 289 177 74 82 27 70 44 51 112 200 48 9 44 71 90 18 120 172 13 717 38 171 241
internal_value=0.000215925 0.000792759 -0.000609457 -0.000413823 -5.09575e-05 0.00019562 -0.00237244 0.000360275 -0.00140301 0.000672825 0.000357684 -0.00080614 0.0010954 0.00020362 0.000677692 -0.000542379 0.00139815 0.000539308 -0.00301018 0.000243105 0.000888672 -0.00181618 -0.000993309 -0.00205081 0.00196094 -0.00342897 -0.00150443 0.000407566 -0.00164401 0.00226064
internal_weight=621.224 365.669 255.555 231.639 173.809 157.121 16.6887 149.591 22.5232 127.067 109.455 49.7467 284.469 72.0978 63.7749 34.4306 212.371 84.0725 7.53347 29.7421 76.539 33.4787 25.6913 18.969 128.298 8.32296 57.8297 14.5622 9.40028 111.033
internal_count=4633 1741 2892 2337 1397 1128 269 938 238 700 626 337 1174 363 306 207 811 328 57 156 271 255 165 138 483 57 940 223 209 413
is_linear=0
shrinkage=0.00361617


Tree=147
num_leaves=31
num_cat=0
split_feature=13 6 8 5 13 6 16 13 17 17 9 9 12 13 0 18 13 3 13 15 5 10 7 13 3 5 19 5 18 17
split_gain=12.4347 9.23095 8.50611 6.97839 7.29668 8.62489 7.2603 6.67952 6.25175 6.00181 6.27765 7.16075 9.61595 8.47438 6.6987 6.44653 5.53863 5.15328 5.07663 5.62378 5.91158 8.44865 6.14571 5.04666 11.1007 5.40748 4.96822 4.82763 4.64768 10.247
threshold=95.937628385050019 5.1351199812500008 2.9476996444500005 23.605484525250002 115.13321943645001 16.425383776450001 22.454947490600002 96.357027853400012 238.05090660085003 162.43086425485004 38.283670303850009 188.55070358395002 289.5226792078501 98.255079293500017 97.32487278035002 17.448621627850002 116.86189801435002 92.913112988300014 75.758061657900015 6.8054746905500005 9.5091965402000032 78.290589216800015 21.034091097450002 98.577694269150015 80.785478361850011 16.043149448600001 14.051133688400002 22.825270530250005 13.317304170000002 188.13858192940003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 -2 8 4 5 7 17 -3 18 -9 -11 14 13 -13 26 23 -8 -6 -1 -20 -21 22 -22 -15 -25 -26 -12 28 29 -18
right_child=1 3 -4 -5 6 -7 16 9 -10 10 11 12 -14 15 -16 -17 27 -19 19 20 21 -23 -24 24 25 -27 -28 -29 -30 -31
leaf_value=-0.0064204572438177291 -0.0064341545924990204 0.0062755227068724082 -0.005363679183845331 -0.00074927966909518122 0.0060832440271498759 -0.0069713986822757812 0.005071445547526825 -0.0066243418236985241 0.010643805891170088 -0.008396017629711712 0.00028235953014708399 -0.0069196911426817991 -0.0051855517324303612 0.005303468921007767 0.0070586418166073183 0.005870110752831564 -0.0013885944477305249 -0.00083728200309015222 0.0061328397357758883 -0.002661532631842072 0.0037518186933511995 0.0058975273196223664 -0.0075376084303213995 -0.0034349121265394868 0.0040791469773483651 0.00041820213329424977 0.0060422189110775461 0.0031214948569907807 -0.0010359552428228331 0.0033728202183996771
leaf_weight=5.4234004309400907 6.1195935513824216 6.4558890834450713 18.243537969887257 92.882600104436278 19.727929458022121 5.2124518807977429 12.573701113462446 4.0156329888850442 1.5287427958101023 2.6093861460685721 23.893388021737341 5.038472853600978 10.758831363171337 6.6411236450076094 9.3012337386608106 7.4709599241614333 24.887912303209305 4.3409413322806349 3.8308046348392955 28.417242081835866 2.6925886534154397 7.8307047337293625 3.9100095108151436 23.59937609732151 15.217871215194462 108.21967757120728 6.2466596588492385 29.643543973565102 40.262621238827705 37.415740258991718
leaf_count=196 137 24 449 962 84 37 51 115 8 26 155 97 123 18 27 26 110 19 11 459 12 30 48 216 65 688 18 96 194 132
internal_value=0.000265326 0.000585304 -0.00197183 0.000671836 0.000998939 0.000343036 0.00191055 0.000509186 -0.000818089 0.000342259 0.000470001 0.000576915 8.30368e-05 0.000424121 0.00279261 0.000653732 0.00142438 0.00483509 -0.00115438 -0.000542571 -0.00113935 0.00185763 -0.0029337 0.000400141 0.000178675 0.000869538 0.00147612 0.00107752 0.000486779 0.00147082
internal_weight=574.413 502.536 71.877 496.416 403.533 234.681 168.852 229.469 53.6335 223.013 218.997 216.388 176.946 166.187 39.4413 161.149 144.784 24.0689 52.1048 46.6813 42.8505 14.4333 6.6026 153.678 147.037 123.438 30.14 132.21 102.566 62.3037
internal_count=4633 3420 1213 3283 2321 1635 686 1598 764 1574 1459 1433 1233 1110 200 1013 583 103 756 560 549 90 60 987 969 753 173 532 436 242
is_linear=0
shrinkage=0.00575046


Tree=148
num_leaves=31
num_cat=0
split_feature=13 8 6 13 17 16 7 0 13 5 15 17 10 17 10 9 9 13 0 8 9 15 12 9 0 6 10 2 10 0
split_gain=5.23763 7.76187 6.17185 5.61788 4.95213 4.41704 4.37155 9.03539 5.16016 4.77152 5.24931 5.06819 4.48949 4.3398 4.41262 5.74191 4.11586 3.59927 6.43512 5.78862 8.32626 8.12277 8.28512 8.08638 5.6955 7.77311 5.28482 4.69866 4.48134 5.0539
threshold=95.937628385050019 2.9476996444500005 5.1351199812500008 96.357027853400012 238.05090660085003 11.864972254500001 21.034091097450002 104.03526427400001 75.758061657900015 9.5091965402000032 18.019770707250004 201.39543491635001 90.937096262400004 246.55589432395001 81.573196594050017 38.283670303850009 43.730860148300003 98.577694269150015 102.21786657775002 5.1459841250500009 186.70853236170004 34.139075990150012 102.11013250220002 74.737174262250008 85.732241321850012 16.465384711100004 70.348883899450016 310.93569142660004 61.993156030000002 85.121961326250016
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 4 -2 -4 6 -5 -1 -8 -9 10 11 12 -10 14 15 -7 -17 -18 19 23 21 -21 -23 26 25 -22 27 -19 29 -27
right_child=2 -3 3 5 -6 13 7 8 9 -11 -12 -13 -14 -15 -16 16 17 18 -20 20 24 22 -24 -25 -26 28 -28 -29 -30 -31
leaf_value=0.014937308033039368 -0.020365367694866798 -0.016507263104941296 0.019147941558283196 -0.020664416787021307 0.032052048284368355 -0.026898400084156417 -0.022939792640942147 -0.020433638068694797 0.010569156288270423 0.018435516105473906 -0.020865685345135693 -0.020472419258680669 -0.019570723263544303 0.021808280431991841 -0.018867762396813152 0.023201794706528382 0.010656949512977904 0.0040514369074983007 -0.015676416163998036 0.019818353337634001 -0.027968689230274745 -0.013979600844840734 0.0089306773400014104 -0.020570042983070701 0.0017986675962587157 -0.0073012374723539159 -0.023316455429302965 -0.022259752897288487 -0.019971737803266946 0.0095062581434734068
leaf_weight=4.6131283706054083 4.5227358918637028 14.440582496579735 5.9675060622394076 3.1643214290961614 1.503250085748731 2.4598885402083388 7.099851729348301 3.6831650501117137 14.218697082251323 5.4060252960771313 3.7499176599085322 2.6764197731390587 1.9157810304313887 3.4803920518606892 3.753058908507227 2.9434015527367583 13.516592144966124 25.71809219382704 7.7888653203845015 16.32861091196537 4.816938627511262 7.00346561521292 23.439648766070604 9.2043622601777297 286.43961551971734 13.27040303125978 3.2185987047851077 2.5483738128095856 4.3198919566348186 11.329305635765193
leaf_count=31 137 449 27 102 8 26 113 183 137 24 107 81 80 15 57 7 63 244 92 64 60 36 102 371 1707 92 38 48 79 53
internal_value=0.000445186 -0.00472125 0.00111826 0.00133384 -0.000927819 0.00109481 -0.00207112 -0.00409596 0.000131167 0.0028395 -0.000897617 0.00308298 0.0069904 0.00125074 0.00108742 0.00125985 0.00142023 0.00127076 0.000965368 0.00128335 0.00201678 0.00930118 0.00366015 -0.0053309 0.000952661 -0.00623034 -0.000875884 0.00167934 -0.00260954 0.000439393
internal_weight=514.541 59.3068 455.234 450.711 44.8662 444.744 43.363 38.7499 31.65 27.9668 22.5608 18.8109 16.1345 441.58 438.099 434.346 431.886 428.943 415.426 407.637 366.948 46.7717 30.4431 40.6894 320.176 33.7365 31.4851 28.2665 28.9196 24.5997
internal_count=4633 1213 3420 3283 764 3256 756 725 612 429 405 298 217 3154 3139 3082 3056 3049 2986 2894 2193 202 138 701 1991 284 330 292 224 145
is_linear=0
shrinkage=0.0184828


Tree=149
num_leaves=31
num_cat=0
split_feature=13 8 6 13 17 9 7 0 13 17 10 15 9 0 2 10 7 6 5 0 8 5 7 15 15 12 10 10 6 15
split_gain=4.47334 6.76419 5.48364 4.70139 4.21003 4.0987 3.83392 7.3243 4.36437 3.81067 5.11717 3.61872 4.3919 6.54407 3.06701 3.1772 3.05556 2.96314 4.28549 4.35964 7.48972 4.81486 4.46991 5.13951 3.96638 3.64873 3.15705 5.50798 4.84075 7.34785
threshold=95.937628385050019 2.9476996444500005 5.1351199812500008 96.357027853400012 158.19986339130003 66.544071737050004 21.034091097450002 104.03526427400001 75.758061657900015 246.55589432395001 81.573196594050017 6.8054746905500005 40.734022239000005 104.22883325935001 224.74008820395002 81.339300736700025 21.946499523750003 10.715250360100002 13.252098438300001 98.51854819030001 7.7439566930000003 16.222050829800004 25.959674155500004 23.241064975550003 21.761438576950002 213.01251010555004 70.182199495350019 70.74946416085001 16.455384477450004 44.024213102900006
decision_type=2 2 2 2 2 2 2 2 2 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 6 -1 -8 -9 10 17 -10 13 -13 15 -14 -15 24 -19 21 -21 -20 -22 -24 -6 -26 28 -28 29 -23
right_child=2 -3 3 4 9 -7 7 8 11 -11 -12 12 14 16 -16 -17 -18 18 19 20 22 26 23 -25 25 -27 27 -29 -30 -31
leaf_value=0.014718333732682536 -0.021662202933846939 -0.01704086019106698 0.019027701940195433 -0.02353784887747639 -0.027256648546528268 0.023897151484814794 -0.024285194749705693 -0.021698557034457163 0.022115480311135347 0.022595760478408545 -0.019722598940702652 0.017954012760125173 0.023481956254852828 0.024092031328264176 0.019826557315356565 -0.02258366340793987 -0.016296154729728091 0.014508538789915416 0.013468415175350244 0.011643260271554165 -0.022885824213592355 0.0060590945514249319 -0.018005953274512269 0.0083075486175433894 0.0037229031159285294 -0.015390419541461189 -0.019829642075901818 -0.00058130765275769217 -0.00051665006756494356 -0.0074213497470761733
leaf_weight=4.5250267563387743 4.1255550254136315 13.552347776014356 5.806715825572609 2.7166767944581798 2.9620148092508343 2.4561076667159787 6.1827167347073546 3.4038417483679977 3.1459066160023239 3.2549536265432826 4.6076641902327529 3.2914762198925045 0.90670188516378258 0.78856584429740806 5.4172259755432606 1.6779945399612186 11.140696990303693 9.9536127559840661 13.627891935408114 6.8653830699622658 8.8739180117845553 145.63091524969786 5.5719329826533777 6.1273639015853405 12.086699519306423 5.8162091877311459 6.5484960628673425 54.381103617139161 132.05365023156628 17.844550430774689
leaf_count=31 137 449 27 123 35 13 105 187 10 15 112 20 5 2 22 52 317 42 60 34 110 735 62 40 64 62 104 463 1043 152
internal_value=0.000430419 -0.00482821 0.00109222 0.0013033 0.00106882 -0.000973425 -0.00248243 -0.00464718 -0.000569036 0.00122207 0.00106138 0.00215851 -0.000545 -0.00679712 0.0113474 -0.00642402 -0.0136264 0.00128495 0.00165813 0.00133637 -0.00628954 0.00190176 -0.0122738 -0.00422458 -0.00600294 -0.00248654 0.00145955 -0.00265005 0.00230683 0.0045876
internal_weight=505.344 56.4886 448.855 444.73 438.923 42.9363 40.4802 35.9551 29.7724 436.206 432.951 26.3686 23.2227 15.2207 8.00192 2.5847 11.9293 428.344 407.479 397.525 27.4386 370.087 20.5732 11.6993 20.8649 17.9029 356.459 60.9296 295.529 163.475
internal_count=4633 1213 3420 3283 3256 764 751 720 615 3133 3118 428 418 339 79 57 319 3006 2845 2803 246 2557 212 102 161 126 2497 567 1930 887
is_linear=0
shrinkage=0.0198279


Tree=150
num_leaves=31
num_cat=0
split_feature=16 15 10 17 5 15 5 17 10 0 7 13 8 12 3 10 2 9 18 17 0 18 7 5 18 16 6 6 13 18
split_gain=23.2411 9.73667 7.92036 7.78992 7.78956 8.3334 6.8432 7.35484 7.44941 6.37226 7.31357 6.7631 13.0325 14.0332 8.84295 5.69644 6.3158 7.907 6.68822 7.94299 7.19015 6.06739 5.40547 6.4181 5.39457 5.23386 5.44575 5.03848 5.0336 4.93697
threshold=18.594956516900002 46.055224235250002 60.87206898960001 166.68115439205005 7.754880527600001 28.444110612900001 5.3654262215500008 201.39543491635001 90.679004281900021 76.535026057600007 19.052023743050004 95.937628385050019 3.0476216663000004 245.75615448465001 70.561272091750013 66.52858489605002 206.22726210890002 207.52229237540004 17.370891598500005 208.35751021765003 102.65877371115 17.959397566400003 21.833224794850004 13.252098438300001 14.032563378150002 23.044946110900003 16.495385412050002 16.475384944750001 108.64328150955002 13.934548574650002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=3 2 -2 -1 6 9 7 8 -5 -6 -11 12 13 -12 -15 -13 18 -18 19 20 22 -19 -17 -24 -7 26 27 -3 -25 -4
right_child=1 25 29 4 5 24 -8 -9 -10 10 11 15 -14 14 -16 16 17 21 -20 -21 -22 -23 23 28 -26 -27 -28 -29 -30 -31
leaf_value=-0.0028656613575677461 -0.00091036960681368444 -0.002207253112942661 0.0016590023539925459 0.0014138223563140407 -0.0043772061811583815 0.001041341122137489 -0.0045840459530228084 -0.0045883323570537482 -0.0044257758302897569 0.0053988566792730975 -0.0049953857869248271 -0.0030699937463441874 -0.003974617063774665 0.0062972577033763785 -0.00023292661212544471 -0.0037112765052339769 0.0035644245161833765 -0.0029034691025749486 0.0040282792497245432 -0.0040438762327719233 -0.0040269864681892129 0.0030575761808435253 0.0041085276234092399 3.37376638664559e-05 -0.0041855772277540528 0.003486610568895617 -0.0055685342012452921 0.0020708273153953469 0.004761623954833415 0.00056045940132619398
leaf_weight=25.650094509124756 30.424685284495354 16.373433288186799 202.97673258185387 17.489618998020894 5.1203670985996714 4.4811732359230545 12.817276459187267 7.2167747393250457 4.6649645939469329 4.5641068369150153 4.9668954312801388 6.8581879474222651 17.588403154164553 7.005932964384554 6.9776065461337566 4.4356446377933016 24.216549422591925 7.1787237152457219 6.9647480249404898 8.0135115310549718 6.0160187296569338 4.8053248524665833 9.3718030750751478 47.233193431049585 12.943034788593648 3.4457838833332053 5.4313627928495398 6.4768262766301623 4.1280180290341368 104.45804617926478
leaf_count=555 247 139 737 126 159 31 262 176 147 11 70 73 297 16 38 45 86 55 20 86 67 20 35 262 246 10 60 34 9 514
internal_value=0.000221578 0.000883763 0.00108798 -0.000717155 -0.000482704 -0.00013313 -0.00208082 -0.00098844 0.000184211 0.000135832 0.000271505 0.000130326 -0.00142932 0.000933031 0.00303878 0.000571334 0.000775422 0.00221454 0.000170791 -0.000168439 0.000267833 -0.000513229 0.000664307 0.000983879 -0.00284131 -0.00129095 -0.00187304 -0.000994646 0.000413729 0.00128575
internal_weight=630.295 369.587 337.859 260.708 235.058 192.869 42.1886 29.3714 22.1546 175.445 170.325 165.761 36.5388 18.9504 13.9835 129.222 122.364 36.2006 86.1629 79.1982 71.1847 11.984 65.1687 60.733 17.4242 31.7274 28.2816 22.8503 51.3612 307.435
internal_count=4633 1741 1498 2892 2337 1626 711 449 273 1349 1190 1179 421 124 54 758 685 161 524 504 418 75 351 306 277 243 233 173 271 1251
is_linear=0
shrinkage=0.00410586


Tree=151
num_leaves=31
num_cat=0
split_feature=16 0 18 16 9 10 6 4 2 13 6 0 0 15 19 7 15 6 18 19 16 8 16 16 7 18 16 7 17 8
split_gain=16.818 6.54745 7.67379 10.0876 9.16043 6.30321 6.57311 5.90638 5.83261 6.53329 5.57097 5.49548 6.71094 10.0876 6.04323 11.9832 5.01311 5.39363 8.80894 7.40436 6.82288 6.29566 5.67729 7.61728 7.67626 5.16258 4.99611 5.77886 7.33174 4.97808
threshold=18.594956516900002 86.09518316945001 13.829007611650001 22.644947046300004 196.40176798710004 90.937096262400004 15.635365317800002 195.04069921150003 314.93386866815007 116.60111757565001 16.455384477450004 90.321439350550008 91.109157582800023 36.136500007950012 14.551174033150001 24.775165158000004 31.445204138150004 13.665319288000001 17.327266398450003 13.051052998800001 14.504966081100003 8.1436447804000007 17.684958644900004 9.7049773055000017 26.296311413900003 13.921859755900002 22.704946905950003 22.398098708400003 193.29780372785004 8.3434888241000014
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=5 8 7 4 -4 6 16 10 9 -2 -3 14 -13 -14 15 -6 17 18 21 20 -19 -1 23 -20 -25 -21 27 -11 29 -29
right_child=1 2 3 -5 11 -7 -8 -9 -10 26 -12 12 13 -15 -16 -17 -18 19 22 25 -22 -23 -24 24 -26 -27 -28 28 -30 -31
leaf_value=-0.0011190990442541471 0.0035495665774777103 0.0047173734484834608 -0.0033874057753630073 0.0044774689034485357 -0.0057721205889179426 -0.0038082588402183542 -0.0042740472756258733 0.001395045161805741 -0.0058248701233727905 -0.0032458742287477952 0.00097040969125477931 0.0045817948752359802 0.001490893619962832 -0.005065425627885204 0.0022632116164054065 0.0025153463934718149 -0.0043560648759671224 -0.0028511070833032843 0.0040704655902955933 0.0042537313533547363 0.0023626616240363454 -0.0062515006186717771 0.0060759871740659393 0.0049297560497079474 -0.0031025908010618663 -0.0059180111056047922 0.0013944816784846282 0.0029431309361177549 -0.0038410499300089696 -0.00058084821473724027
leaf_weight=104.71856820210814 12.820826545357702 34.50162298977375 16.74109897762537 14.130291275680063 12.111134052276617 15.81229684781283 11.198153922334312 72.030789382755756 4.1402660738676778 19.821756757795811 13.7909529954195 13.30033306032419 42.56702745705843 6.7512328140437594 8.4511344209313375 6.7449493855237952 7.5094037204980841 7.1929107066243878 9.9425055682659167 1.5853240154683579 46.66420423053205 6.290974684059619 5.6306264102458945 3.7568632401526001 13.828075358644126 5.6708060167729855 32.625657878816128 16.846486097201705 10.292215123772619 24.326518870890141
leaf_count=1083 42 136 115 53 89 554 371 262 62 184 50 43 183 62 28 26 183 68 39 6 230 77 17 13 166 85 142 60 80 124
internal_value=0.000255837 0.000933834 0.00140832 0.000521114 -2.98867e-06 -0.000767643 -0.000552993 0.00229902 -1.26801e-05 0.000193465 0.00364735 0.000627074 0.00144054 0.000593392 -0.00123829 -0.00280764 -0.000357171 -0.000210887 -0.000736772 0.00102969 0.00166633 -0.00140996 0.00151697 0.000584442 -0.00138655 -0.00369568 -0.000220614 -0.000959789 -7.93062e-05 0.000861035
internal_weight=601.795 361.994 241.121 120.797 106.667 239.801 223.988 120.323 120.874 116.733 48.2926 89.9258 62.6186 49.3183 27.3072 18.8561 212.79 205.281 144.168 61.1132 53.8571 111.01 33.1581 27.5274 17.5849 7.25613 103.913 71.287 51.4652 41.173
internal_count=4633 1741 1047 599 546 2892 2338 448 694 632 186 431 288 245 143 115 1967 1784 1395 389 298 1160 235 218 179 91 590 448 264 184
is_linear=0
shrinkage=0.004983


Tree=152
num_leaves=31
num_cat=0
split_feature=16 5 10 10 17 17 5 5 13 0 5 6 12 16 19 8 13 13 5 13 6 2 13 15 0 0 2 3 7 18
split_gain=17.5454 6.78223 6.41269 6.65144 8.02043 6.15527 5.58673 9.59993 6.96755 6.2577 9.70002 7.16056 5.22262 5.0683 6.53269 12.4195 5.55783 5.05601 9.13417 8.06921 5.84753 7.13568 6.95439 5.96458 5.41083 5.38175 5.68794 5.28436 9.65837 8.02277
threshold=18.594956516900002 23.605484525250002 90.937096262400004 74.927328095600004 195.59800312745003 194.75204781875001 10.36813655115 2.7155367820000005 88.504041654350019 98.51854819030001 13.812766882300002 11.215262042800001 216.20511703005005 17.684958644900004 12.050972309250001 7.5441126493500006 98.050756475600011 112.67059178900001 20.769304081650002 111.38282034450002 16.455384477450004 199.01127796720002 117.62810858150002 39.864684991950007 92.168410086200012 86.09518316945001 131.42729508740004 85.589753040950015 24.872345000050004 14.243842826850001
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 17 3 4 5 -1 7 -5 12 -8 13 -12 -9 14 16 -16 -11 18 19 27 25 23 -23 -22 -21 -19 -27 28 29 -2
right_child=1 -3 -4 6 -6 -7 9 8 -10 10 11 -13 -14 -15 15 -17 -18 20 -20 24 21 22 -24 -25 -26 26 -28 -29 -30 -31
leaf_value=-0.0011807863492379978 0.0038073202761466727 -0.00024699493804657488 -0.0033140011786879473 0.0021539083171353544 -0.0050957554640441794 0.0069105390566296691 0.0020049154895010117 -0.0046793218314878761 -0.0045180753581782092 -7.6338662840310837e-05 0.0014298998269802719 -0.0029118431748850313 0.0017396959226562043 0.0048652011866193662 0.0024321436405963007 -0.0056733649055274145 0.0041058228119857107 -9.8332317302984268e-05 -0.0057433539837238243 -0.0066652743416317183 0.00012707988730084244 -0.0063649494432470588 0.002232546071064843 0.0026189007420362597 0.00073989545871553503 0.0036608659955459028 0.0016366862003633707 0.0024893023948297662 0.001728921235228517 -0.0050916030288174294
leaf_weight=62.933523743413389 2.3315601944923428 79.981035191565752 15.361208111047743 10.185308896005152 9.8607513997703773 1.7634951286017884 35.603590428829193 3.2606700733304042 15.990606566891072 11.601988751441242 9.359575077891348 26.708567071706057 7.9545718431472778 5.9867574051022521 6.7689884901046735 7.0324849784374237 11.58945646882057 17.45829801261425 4.459892399609088 4.3691659644246092 48.686618037521839 4.8736152127385131 2.650081105530262 27.386022858321667 3.062129482626915 42.806496858596802 62.037746392190456 27.086955137550831 19.349403455853462 8.9214784167706949
leaf_count=886 7 567 554 71 162 6 137 77 317 111 50 303 53 19 37 77 32 70 50 38 191 48 9 80 12 172 241 90 73 93
internal_value=0.00024408 0.000848029 -0.000643169 -0.000462114 -0.00150718 -0.000960235 5.03623e-05 -0.00138342 -0.00270772 0.000517961 -0.000151772 -0.00178517 -0.000126541 0.00121896 0.000628874 -0.00169799 0.00201361 0.00116595 0.00017049 0.000575509 0.00150235 0.00063166 -0.00333664 0.00102413 -0.00361391 0.00209749 0.00246313 0.00111517 -0.000101104 -0.0032478
internal_weight=597.422 355.46 241.962 226.6 74.5578 64.697 152.043 37.3912 27.2058 114.651 79.0478 36.0681 11.2152 42.9797 36.9929 13.8015 23.1914 275.479 69.5806 65.1207 205.899 83.5963 7.5237 76.0726 7.4313 122.303 104.844 57.6894 30.6024 11.253
internal_count=4633 1741 2892 2338 1054 892 1284 518 447 766 629 353 130 276 257 114 143 1174 363 313 811 328 57 271 50 483 413 263 173 100
is_linear=0
shrinkage=0.00427152


Tree=153
num_leaves=31
num_cat=0
split_feature=16 3 9 17 15 18 16 0 16 5 16 3 8 10 10 12 7 9 0 7 10 15 0 5 0 9 16 19 16 3
split_gain=20.2054 8.24568 8.12908 7.3838 7.33172 7.77282 9.50962 7.99147 8.94181 7.2172 7.2334 7.20021 12.0019 9.34693 7.01728 6.68484 10.2882 8.31998 6.56358 6.72558 6.50997 6.42798 7.16211 11.2917 5.66311 10.1269 8.06738 6.45979 6.41508 5.5806
threshold=18.594956516900002 93.883646373400012 181.33671263215004 166.68115439205005 46.674706678850008 13.934548574650002 22.624947093000003 88.350799540950007 22.544947280100004 10.36813655115 18.369957043050004 94.227769014100019 8.2435668022500028 60.87206898960001 58.309968391300011 133.01805689090003 23.109894804950002 188.55070358395002 76.535026057600007 19.052023743050004 64.730006406800015 31.445204138150004 97.886760529650019 14.608687763150002 102.75018128760001 184.36538191430003 17.874958200600002 12.050972309250001 17.684958644900004 108.48197402175002
decision_type=2 2 2 2 2 2 2 2 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 15 7 8 -7 -5 18 12 -3 14 29 -4 17 -17 -11 -20 -21 22 -22 24 27 -26 -27 -24 -29 -13
right_child=1 11 4 9 -6 6 -8 -9 -10 10 -12 13 -14 -15 -16 16 -18 -19 19 20 21 -23 23 -25 25 26 -28 28 -30 -31
leaf_value=-0.0029252321348404347 -0.0023075457781338536 0.0021836807254663158 0.0030546721381168535 -0.0017760843043010868 -0.0016696913228219552 0.00091999063203717366 0.0038230590644486944 0.000507665693939991 -0.007162482957185517 -0.0045304290070033552 -0.0035210737038505018 0.0014203006070039204 -0.0044110070451467767 0.002557372818886774 -0.004000558942048294 0.002907860915910508 0.0023128408616813856 -0.0019467926560524994 0.0055765882581611526 -0.0053323378895057854 0.0015767617681651531 -0.0047419720304254804 0.0033901121277394304 -0.0027926329699080469 0.0030035713743823797 -0.0038924906326155972 0.0059446908613491707 -0.0020758417795857433 0.0038397699103647049 -0.0032425092656873144
leaf_weight=24.095158111304045 11.469559043645857 7.1682695783674744 68.708196043968201 56.370715701952577 13.901540145277975 4.4463356584310514 13.862919010221956 78.998513299971819 5.4317699074745178 5.1063279546797267 9.9936538841575366 18.390533544123176 15.782740864902733 22.669167093932629 9.6287744306027871 8.6498376056551951 63.150724835693836 23.269028015434742 4.2596595063805571 3.7169633843004695 61.329152289777994 4.3311789166182271 19.225499801337719 23.70064078643918 7.8488660566508797 14.236609118059276 1.6630497574806202 10.774996969848869 4.703905262053012 6.1073424648493519
leaf_count=555 61 32 247 940 99 15 48 384 48 148 190 84 134 82 86 27 202 110 11 50 292 90 60 204 36 209 3 83 21 82
internal_value=0.000224898 0.000850856 0.00117991 -0.000700594 0.00132255 0.00147863 0.000567349 5.95259e-05 -0.0035244 -0.000464729 -3.21588e-05 -0.000353551 -0.00235129 0.000453731 -0.000943647 0.00205029 0.0013244 -0.000631208 0.000184545 0.000339087 0.000191857 0.00033077 0.000483896 -0.000331949 0.000665773 -0.000924475 -0.00286356 0.00175399 -0.000278138 0.000257858
internal_weight=622.992 371.635 291.888 251.356 280.419 266.517 102.74 88.8766 9.87811 227.261 170.891 79.7468 22.951 56.7958 34.1267 163.778 95.0696 31.9189 160.897 155.791 151.531 147.814 143.483 82.1536 58.4529 23.7485 15.8997 34.7044 15.4789 24.4979
internal_count=4633 1741 1241 2892 1180 1081 495 447 63 2337 1397 500 166 334 252 586 339 137 1207 1059 1048 998 908 616 412 248 212 164 104 166
is_linear=0
shrinkage=0.00422636


Tree=154
num_leaves=31
num_cat=0
split_feature=16 5 17 5 16 15 0 13 8 7 9 8 2 3 3 17 0 6 5 18 15 7 17 15 15 4 9 16 5 19
split_gain=18.4303 7.6743 6.77213 6.72417 6.67055 5.87564 5.64773 6.06751 7.57302 5.29877 11.6841 5.20531 5.70959 4.89029 11.8328 4.88434 5.96273 9.90066 4.88234 8.64342 7.40609 5.84761 7.44987 6.42262 7.53502 5.41468 4.86128 4.82805 5.97271 4.80485
threshold=18.594956516900002 23.605484525250002 166.68115439205005 10.36813655115 18.369957043050004 31.445204138150004 76.535026057600007 95.811270852950017 3.0476216663000004 20.869210126600006 179.11733629770001 8.8430989333000021 73.795394389500018 85.589753040950015 84.812788641250009 246.55589432395001 102.75018128760001 8.4001962692500012 2.7155367820000005 16.435318745950003 5.1773271655500013 22.791048179400004 193.82504409230003 12.353077684850001 11.870705757150002 471.01614320050004 226.58992707320002 15.564963602350003 18.331716563250001 14.451165964200003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 9 -1 18 5 6 -5 8 -8 -2 -11 13 -13 14 -12 16 27 -18 19 -4 -21 22 -20 24 25 -23 -3 -9 -29 -14
right_child=1 26 3 4 -6 -7 7 15 -10 10 11 12 29 -15 -16 -17 17 -19 21 20 -22 23 -24 -25 -26 -27 -28 28 -30 -31
leaf_value=-0.0033029757835172525 0.0058861467777741022 -0.00063443429832653602 0.0056819024486497388 -0.0053157989196118277 -0.004193289106476197 -0.0056694510951848884 0.00098668005293175661 0.0019338949786208409 -0.0048620757207185989 -0.0058851178855094848 0.0018182500335926716 0.0023174732826795248 -0.00020899619081616243 0.0018915138814556123 -0.005093178526382902 0.0061482666593515797 0.004649811141288214 -0.0052892613406092309 -0.0034920954786410766 0.0036637274880235477 -0.0055738493657689911 -0.0055606507614865668 0.0057734258182398253 -0.0052840437851507296 0.0060574478826864774 0.0043443141778227003 0.0048308950900494071 -0.0014308073227280694 0.0027910734173657459 -0.0069976599755028025
leaf_weight=24.272363720461726 6.4518441259860984 78.402985643595457 5.2181470543146125 4.2558203507214776 9.0797178614884597 4.1427004635334006 11.387042291462423 71.124165149405599 10.90214307233691 5.5964103266596785 20.432919207960371 6.9550055563449886 5.3416074290871602 214.63330029696226 8.967177886515854 4.408553894609212 3.5011735633015624 9.0113664083182794 4.7194865979254228 3.3602186515927297 6.2354120146483183 5.9211829733103496 4.0625034645199776 23.20591683126986 3.0627222321927547 1.8138810954988001 4.3201482146978369 29.461314279586077 11.809698719531296 5.1537297740578651
leaf_count=555 14 554 14 147 190 91 61 316 178 38 83 26 24 856 98 15 11 103 66 38 171 152 19 433 29 18 13 227 58 35
internal_value=0.000256227 0.000989655 -0.000784945 -0.000515324 -1.11144e-05 0.000226211 0.000382914 0.000542886 -0.00187408 0.0013945 0.001286 0.00143948 -0.00120699 0.00162872 -0.000289771 0.000959479 0.000776343 -0.00250818 -0.00199544 0.00048635 -0.00233901 -0.00285471 0.000794087 -0.00379707 -0.000601353 -0.00323793 -0.000349012 0.001142 -0.000222716 -0.00354257
internal_weight=607.211 356.255 250.956 226.683 169.084 160.004 155.861 151.605 22.2892 273.532 267.08 261.484 17.4503 244.033 29.4001 129.316 124.908 12.5125 57.5995 14.8138 9.59563 42.7857 8.78199 34.0037 10.7978 7.73506 82.7231 112.395 41.271 10.4953
internal_count=4633 1741 2892 2337 1397 1207 1116 969 239 1174 1160 1122 85 1037 181 730 715 114 940 223 209 717 85 632 199 170 567 601 285 59
is_linear=0
shrinkage=0.00501583


Tree=155
num_leaves=31
num_cat=0
split_feature=16 6 10 0 18 16 9 15 18 4 6 2 13 15 12 16 19 2 0 13 0 0 17 2 9 0 13 0 19 7
split_gain=14.0863 5.44974 5.53051 5.35662 6.2073 8.90886 8.17753 5.2317 5.97476 5.15752 5.47936 4.96749 6.25487 4.78682 5.2425 5.45282 7.57087 5.25108 6.04343 5.15633 5.62861 8.17792 5.89835 4.76364 6.86362 4.5952 5.83682 5.55918 5.15409 11.1515
threshold=18.594956516900002 15.635365317800002 90.937096262400004 86.09518316945001 13.829007611650001 22.644947046300004 196.40176798710004 28.444110612900001 14.032563378150002 195.04069921150003 16.455384477450004 314.93386866815007 116.60111757565001 28.298162031900002 206.14208420540004 14.034967180100002 11.950964240300001 325.13486840910008 109.03310793845002 108.64328150955002 96.631250582750013 97.722764583650005 233.73537723675003 100.92170827030002 194.29956510785004 96.631250582750013 109.34496908160001 90.321439350550008 14.551174033150001 24.775165158000004
decision_type=2 2 2 2 2 2 2 2 2 2 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 11 9 6 23 13 -9 10 -5 12 -2 14 15 -1 -17 -16 -19 20 -18 -22 -23 24 -6 26 -8 28 29 -28
right_child=3 -3 -4 4 5 -7 25 8 -10 -11 -12 -13 -14 -15 17 16 19 18 -20 -21 21 22 -24 -25 -26 -27 27 -29 -30 -31
leaf_value=-0.0033115544415726126 0.004044853293441667 -0.0048900770823036028 -0.0041518283608672074 0.0052621357370508295 0.0034553415191685916 0.0049596129791238839 -0.0039720903417691852 0.0027000173309706197 -0.0057192512636951177 0.0014966395846922873 0.00091061933730774303 -0.0065294399857548533 -0.00023729664046445045 0.0077854301242784672 0.0013953917924731762 0.0032639660275925672 -0.0053765998977339515 -0.0051622589642211702 0.0029082997033843174 0.0055115081612433971 0.0020375857290029359 -0.003785175265000989 0.0062872314322348979 -0.0073183256462200971 -0.0063798846027472 0.0039676181970703609 -0.0061928906369083988 0.0021607278556481351 0.0025393640388072219 0.0029868484137078499
leaf_weight=26.911874299868941 12.469995379447935 10.120164544321595 13.447157795540987 31.647478051483631 5.0443312898278254 13.496287919580935 9.5474191494286043 3.6365638822317115 11.130193201825021 70.316451504826546 13.391769126057623 3.6434591170400372 100.42052740976214 2.4572794251143923 73.723414110019803 15.25865927711129 10.749770082533358 9.0302516371011716 4.5313062276691189 3.4472674615681163 19.027823865413666 22.546824350953106 2.0636488534510127 6.8208800330758086 4.2526574619114399 12.198201254010199 11.874547176063066 39.422744240611792 8.2892366722226125 6.7493967935442916
leaf_count=457 42 371 554 136 17 53 85 18 248 262 50 62 590 6 496 63 196 121 28 11 71 246 6 67 31 36 89 167 28 26
internal_value=0.000303166 -0.000799284 -0.000609345 0.00102244 0.0015216 0.000600233 3.559e-05 -0.000376422 -0.00364586 0.00246166 0.00396828 2.41998e-05 0.000235714 -0.000121984 -0.00022573 -0.00111706 -0.000309082 0.000795497 -0.00246565 -0.00125176 -0.00168043 -0.000769925 -0.00294058 -0.00369894 -0.00104352 0.000718964 0.000196745 0.000796746 -0.00120123 -0.00286611
internal_weight=577.668 228.082 217.962 349.585 233.051 117.696 104.199 204.515 14.7668 115.356 45.0392 116.534 112.891 189.748 187.291 100.006 73.094 87.285 13.5616 57.8353 54.3881 43.6383 24.6105 16.1179 9.29699 88.0815 75.8833 66.3359 26.9132 18.6239
internal_count=4633 2892 2521 1741 1047 599 546 1967 266 448 186 694 632 1701 1695 1050 593 645 149 530 519 323 252 115 48 431 395 310 143 115
is_linear=0
shrinkage=0.00570254


Tree=156
num_leaves=31
num_cat=0
split_feature=16 0 18 16 9 5 10 0 5 9 9 0 7 3 19 2 9 17 8 10 17 8 5 17 6 10 4 3 19 16
split_gain=26.0509 9.99357 9.0223 11.874 9.62574 8.45329 9.75863 9.05746 10.7685 8.92469 7.87468 7.01441 7.55222 6.52794 10.7793 5.96334 7.22772 5.77259 7.65986 9.51531 7.12332 5.76649 6.12206 5.65141 5.5111 7.45774 5.70845 5.3708 6.35871 6.17815
threshold=18.594956516900002 86.09518316945001 13.829007611650001 22.624947093000003 196.40176798710004 11.783123780850001 74.757955233350017 98.51854819030001 13.812766882300002 58.084576609100004 186.70853236170004 102.75018128760001 24.123805364200006 90.988176966900014 14.551174033150001 100.92170827030002 194.29956510785004 191.86029796145002 5.1459841250500009 71.053259929650025 174.47088669260003 8.543332867800002 20.971847224900007 168.62011096010002 16.375382608200002 62.186725015400008 248.32992249220004 75.790323155500019 9.4507625164000029 8.6249798310500019
decision_type=2 2 2 2 2 2 2 2 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 24 21 4 15 27 9 -8 11 23 -10 -9 -13 -6 -15 16 -4 18 -11 -20 -21 -3 -23 -7 25 -2 -26 28 -1 -30
right_child=1 2 3 -5 13 6 7 8 10 17 -12 12 -14 14 -16 -17 -18 -19 19 20 -22 22 -24 -25 26 -27 -28 -29 29 -31
leaf_value=-0.0042190594793947416 -0.0062713097666531568 0.0025517509422362293 0.0025383132669093947 0.0033179256652368866 0.0010730303317538217 -0.0021585329967663005 0.0019289964739325656 0.0022250768716403778 0.0018058351051991363 -0.0027712744994400056 -0.0026584790757495473 0.0047883968171783409 -0.0029313624634996279 -0.0038073372476612262 0.0030708099062561876 -0.005202376603583414 -0.0042825200834871379 -0.00469029900439629 0.0033782501867031011 0.0061718873820444109 -0.0035703270677393071 0.0028905629899793044 -0.00056247309759659863 0.0031384260458092428 0.00088384808995648758 0.0010185868540947475 -0.00090341668364000863 -0.0036538648751858224 0.0021349938270621453 -0.0013549479328727489
leaf_weight=9.1297586392611247 4.8094132207334024 94.106962382793427 5.201560743153097 20.345120266079903 73.246316812932491 4.5696881003677836 40.038543947041035 26.531146533787251 7.4406960234045973 28.40662301518023 31.481859497725964 2.4185117185115805 9.5614189561456424 11.146093584597113 5.0397761091589919 7.5756295956671229 4.3413130268454552 10.582585236057637 8.8493334874510783 1.3257954120635975 8.2997701577842218 12.196357466280459 21.798645012080669 9.3358246535062772 70.893097314983606 3.8475914597511292 44.185507576912642 18.266775600612164 9.6061401013284904 39.481677945703268
leaf_count=306 41 319 17 67 324 37 145 110 29 527 330 6 107 79 14 67 31 169 56 2 136 37 92 35 311 15 327 243 101 553
internal_value=0.000224831 0.000881802 0.00132342 0.000585823 6.41472e-05 -0.000712946 -0.000269609 0.000421918 -0.000357345 -0.00140784 -0.00180505 0.00110583 -0.0013729 0.000577362 -0.0016657 -0.00261704 -0.000564669 -0.00208675 -0.00149905 0.000457108 -0.00222846 0.00205407 0.00067637 0.00139772 -2.82975e-05 -0.00303133 0.000197611 -0.00180756 -0.00122825 -0.000671991
internal_weight=644.06 378.733 254.998 126.896 106.551 265.326 188.842 117.472 77.4336 71.3696 38.9226 38.5111 11.9799 89.4322 16.1859 17.1185 9.54287 57.4641 46.8815 18.4749 9.62557 128.102 33.995 13.9055 123.736 8.657 115.079 76.4844 58.2176 49.0878
internal_count=4633 1741 1047 599 532 2892 1689 727 582 962 359 223 113 417 93 115 48 890 721 194 138 448 129 72 694 56 638 1203 960 654
is_linear=0
shrinkage=0.00390278


Tree=157
num_leaves=31
num_cat=0
split_feature=16 5 5 10 0 5 9 17 3 0 13 12 14 19 7 16 2 8 2 19 9 19 15 4 15 9 0 5 18 3
split_gain=36.062 12.45 8.48461 12.9104 9.55069 10.3069 9.30317 8.74373 8.13156 15.5118 7.51222 7.28054 7.09377 7.4132 6.85184 7.19776 6.26719 6.06767 6.31075 6.43099 5.82542 5.4441 16.0346 5.39227 5.18111 5.08335 6.19306 5.05856 8.73041 4.51424
threshold=18.594956516900002 23.605484525250002 10.726864994700001 74.927328095600004 98.51854819030001 13.812766882300002 186.70853236170004 193.50449793755004 85.589753040950015 96.082805124100005 98.050756475600011 207.49943573995003 195.37489133290003 12.751028791950002 24.142338514450003 9.7049773055000017 203.29256851545003 8.8430989333000021 73.795394389500018 14.451165964200003 226.58992707320002 12.150980378200002 24.212507723600002 162.32075757215003 52.561095883800007 66.544071737050004 94.770837556450019 16.222050829800004 14.937945183950001 93.14163192940002
decision_type=2 2 2 2 2 2 2 2 2 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 -1 7 11 10 -7 12 9 23 14 27 -4 25 -6 -16 -15 -10 -19 -20 24 -12 -23 -2 29 26 -14 -5 -29 -3
right_child=1 20 3 4 5 6 -8 -9 17 -11 21 -13 13 16 15 -17 -18 18 19 -21 -22 22 -24 -25 -26 -27 -28 28 -30 -31
leaf_value=-0.001859527974406479 0.00053573465516063739 0.0016641740031602891 -0.0028545235553168141 0.0026806142944971194 0.0044109105962295515 0.0019894488839363638 -0.0025313997911277143 -0.0044474280299589899 0.0016663230916769652 0.0022312272426022262 0.0037875746791923718 0.0036912531765215697 0.0010810436102089054 0.0027219000125374942 0.001719316435191221 -0.0035932377094524716 -0.0025570111618127066 0.0020537808604966681 0.00045138906282909171 -0.0051530013627951411 0.003666548560935917 -0.0034329741378323806 0.0040958822207064448 -0.0037331595800456116 -0.0047995599998946273 -0.0029917338313541404 -0.0045579864221170652 0.0014567861452384249 -0.0044496299309929113 -0.00068518035706936688
leaf_weight=70.904072981327772 5.4552386254072216 12.99354802072048 20.181881096214056 8.662198059260847 2.6711380183696773 7.4130352325737467 32.61386776342988 11.70986409857869 248.254658523947 16.927271865308285 12.674530521035196 16.271356239914894 13.38467693701387 13.930181577801706 4.9631194751709691 10.637021655216811 3.7979127187281838 7.5749071389436748 5.580953583121298 5.2942779362201691 4.7267960608005515 7.0990297198295575 7.9654506072402 14.010494772344826 3.5454648323357096 13.943716971203683 3.2027478553354731 8.4477318674325925 5.4717205874621859 65.873861953616142
leaf_count=1120 33 48 386 25 7 28 325 161 894 52 32 47 71 87 37 141 60 26 22 35 13 57 24 112 47 181 39 30 34 459
internal_value=0.00023457 0.000947263 -0.00077331 -0.000397691 0.000334571 -0.000342368 -0.00169413 -0.00153869 0.00129613 -0.00031908 0.000833606 0.00183361 -0.00104103 -0.000282626 -0.000980009 -0.00190307 0.00159099 0.00151654 -0.000498914 -0.00227694 -0.000266212 0.00202821 0.000547962 -0.00253681 -0.000491775 -0.00137055 -7.75658e-06 0.000495067 -0.000865019 -0.00029812
internal_weight=666.183 390.237 275.945 205.041 124.89 86.0372 40.0269 80.151 303.098 36.393 46.0103 38.853 68.4411 48.2592 18.2713 15.6001 17.7281 266.705 18.4501 10.8752 87.1397 27.739 15.0645 19.4657 82.4129 30.5311 16.5874 22.5817 13.9195 78.8674
internal_count=4633 1741 2892 1772 787 651 353 985 1174 197 298 136 824 438 185 178 147 977 83 57 567 113 81 145 554 291 110 89 64 507
is_linear=0
shrinkage=0.00364274


Tree=158
num_leaves=31
num_cat=0
split_feature=16 5 10 6 6 0 0 9 15 6 18 16 12 9 16 16 7 19 2 5 14 13 19 10 6 18 18 9 13 6
split_gain=25.1685 10.2653 8.9993 8.8624 6.43425 6.81584 8.46225 6.78833 6.25393 6.15499 9.23546 8.90831 8.51599 6.92629 6.66149 9.13777 10.2411 6.41505 7.12671 5.65472 10.2595 9.78079 11.2174 10.9364 8.29101 9.96981 6.57868 5.60604 5.57964 5.52278
threshold=18.594956516900002 23.714185006400005 90.937096262400004 15.635365317800002 14.825346391850003 96.082805124100005 93.047535894850014 198.44478460200003 30.054399297400007 13.665319288000001 17.327266398450003 13.854967601050001 123.91241841185001 210.61272793875003 17.684958644900004 9.7049773055000017 26.296311413900003 12.951044929850001 85.298498744850022 10.726864994700001 327.64162573700008 97.873318238950006 11.950964240300001 70.077349628250019 2.7350639043000005 16.435318745950003 14.693728290050002 196.40176798710004 113.62230596715001 13.825323026450002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 4 3 8 5 6 -2 27 9 10 13 -11 17 19 15 -12 -17 18 -13 24 21 -21 -23 -24 25 -1 -22 -8 -3 -20
right_child=1 28 -4 -5 -6 -7 7 -9 -10 11 14 12 -14 -15 -16 16 -18 -19 29 20 26 22 23 -25 -26 -27 -28 -29 -30 -31
leaf_value=0.003309193125838258 0.0009575690183520842 0.0032737190329567329 -0.0028442054099674483 -0.0030942070692566216 0.0012837612585094773 0.0017707114375901346 -0.0024691314366839753 -0.0043540780463842592 -0.0027327571990266681 -0.0042882629590437534 0.0029007386559322316 0.0017537112354228275 0.0020896793877480642 -0.0038924358486908664 0.004236765773068257 0.0036278691280826141 -0.0023432073868224004 -0.0042272456062952685 0.002695994501062626 -0.003684735996882231 -0.0011677081975471392 0.0018859017379254492 0.0031018816671405948 -0.0031223244303675113 -0.0028394476453921813 -0.0039896797009088495 0.0027233256633452992 0.0032689173702359006 -0.00053159460712431125 -0.0052050764260884322
leaf_weight=6.5138167738914472 15.231387481093405 4.8106474056839934 19.772507909685373 13.948242163285611 246.34499276056886 16.108906984329224 5.0498623512685317 10.280150342732666 11.610086390748618 3.8667937964200965 10.622329562902452 12.402443140745168 37.041268453001976 8.8471887931227666 6.1910974085330954 4.3192722648382214 15.489726006984709 4.5501679256558409 1.4363800883293141 12.776892412453888 7.1855052933096912 16.670581880956888 4.1413957402110126 16.722861237823963 26.684683660045266 3.3231512680649757 17.682175062596798 3.3171846345067024 77.883181799203157 3.7718991078436375
leaf_count=23 62 16 554 371 924 52 45 104 222 49 39 42 141 98 17 13 164 59 4 200 47 77 14 157 415 52 59 9 529 75
internal_value=0.000190871 0.000758043 -0.000618605 -0.000439573 0.00105615 -6.55448e-05 -0.000938665 -0.00248755 -0.000279868 -0.000150563 -0.000513693 0.000754375 0.00108373 -0.000971847 0.000994389 0.000334744 -0.00104124 -0.000597671 0.00034012 -0.000740524 -0.000202778 -0.00109335 -0.000211244 -0.00188687 -0.00184747 0.000843468 0.00159901 -0.000194235 -0.000310224 -0.00302606
internal_weight=644.597 379.026 265.57 245.798 296.332 49.9875 33.8786 18.6472 231.85 220.24 157.171 63.069 59.2022 120.548 36.6224 30.4313 19.809 22.1609 17.6107 111.701 75.1794 50.3117 37.5348 20.8643 36.5217 9.83697 24.8677 8.36705 82.6938 5.20828
internal_count=4633 1741 2892 2338 1196 272 220 158 1967 1745 1375 370 321 1142 233 216 177 180 121 1044 554 448 248 171 490 75 106 54 545 79
is_linear=0
shrinkage=0.00342906


Tree=159
num_leaves=31
num_cat=0
split_feature=16 17 16 7 4 4 7 3 5 15 2 13 2 9 19 6 15 0 6 16 12 19 13 10 7 10 16 19 0 8
split_gain=7.51939 4.18301 4.33576 4.12439 4.08438 8.55004 5.67945 6.15089 4.95063 4.39295 4.30982 4.0771 6.83931 4.68125 4.41499 4.01795 3.99287 3.97781 4.60524 6.47596 5.93511 5.78513 5.25301 6.50305 5.1661 6.56639 4.8659 4.80311 6.38531 7.1613
threshold=18.594956516900002 162.04221493815001 18.369957043050004 29.911984439950004 309.25865594525004 312.24436677560004 23.131311951800004 87.130239549750016 31.373072367600006 46.723315192750007 325.13486840910008 117.97223122220002 98.91243606750001 187.55294863440002 14.651182102100002 7.0651650764500014 31.445204138150004 76.535026057600007 13.665319288000001 14.504966081100003 123.91241841185001 12.851036860900001 101.66942111915002 68.20618276945001 22.958251375150002 78.196493182200015 17.874958200600002 12.651020723000002 102.65877371115 7.1444245619500011
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 3 16 9 -6 8 -8 -7 11 -10 14 13 -13 -2 -4 17 -3 22 -20 21 -21 23 -19 -25 -26 27 28 -27 -30
right_child=4 2 15 -5 5 6 7 -9 10 -11 -12 12 -14 -15 -16 -17 -18 18 19 20 -22 -23 -24 24 25 26 -28 -29 29 -31
leaf_value=-0.015355032736023608 0.0039594299944546597 -0.020256732171801791 0.030000965105676191 -0.020173319862852583 -0.02389249157071071 -0.029267218928808653 -0.018833894231979315 0.0055453431897958157 0.01881650957700854 -0.01452320991161222 -0.021485820277633644 0.020177523998073751 -0.016912788784416873 -0.0060178953157174362 0.015351341121615691 -0.019759342606482714 -0.021477684677034658 -0.024336542287779737 -0.011958935242256276 0.0056600178976592393 0.013353807036070245 -0.020184138550815429 -0.012146699980497278 0.0088007021321942856 -0.022504464153141033 0.0083624843159347435 0.021790194276937288 -0.012878090709249605 0.00030500808051127365 -0.019284249981483675
leaf_weight=8.7258595833554846 229.53623538278043 3.6743421284481874 0.67011970281600763 4.1625419985502949 6.1024588122963896 4.1808812860399467 4.3393960110843173 40.248955380171537 2.2568759601563215 4.9853880517184725 1.8095303764566777 4.8270398713648337 9.1418523546308261 5.5520724356174469 13.641876421868799 7.3589738039299846 3.4038399122655383 4.1053241007030001 7.2444021794944993 12.115240365266802 27.918663272634149 4.4945300929248324 16.140442976728082 23.021908909082413 5.3195122350007287 25.791770229116082 3.6396879926323882 11.430374849587677 32.37211247254163 9.0348987383767945
leaf_count=346 1032 184 1 256 96 52 42 211 8 57 39 24 107 31 42 221 91 53 84 51 115 45 187 150 76 195 16 146 485 190
internal_value=0.000699338 -0.00216685 -0.00159687 -0.00101667 0.00254762 -0.00208883 0.000429465 0.00317272 -0.0144018 0.00356846 0.000882175 0.0039118 -0.00464261 0.00616487 0.0045985 -0.0156063 -0.00059634 -0.000214828 0.000188398 0.00509996 0.0078753 -0.0013333 -0.00175485 -0.000292718 0.000599674 -0.0015559 -0.000201366 -0.00121934 0.00076379 -0.00396932
internal_weight=537.247 210.625 201.899 193.87 326.623 58.9381 52.8356 44.5884 8.24729 267.684 4.06641 262.699 19.521 10.3791 243.178 8.02909 189.707 186.303 182.629 51.7728 44.5284 16.6098 130.856 114.716 110.61 87.5884 82.2688 78.6292 67.1988 41.407
internal_count=4633 2892 2546 2324 1741 448 352 253 99 1293 47 1236 162 55 1074 222 2068 1977 1793 295 211 96 1498 1311 1258 1108 1032 1016 870 675
is_linear=0
shrinkage=0.019455


Tree=160
num_leaves=31
num_cat=0
split_feature=16 15 10 18 16 16 14 7 3 16 16 7 15 9 18 10 10 10 7 18 7 9 8 10 3 0 4 6 15 12
split_gain=21.12 7.89673 7.16063 7.76968 10.1455 12.4979 9.89426 11.0146 6.78009 6.59747 8.40683 10.1975 6.00037 5.30524 5.23927 5.91464 5.05292 5.02856 9.75345 9.0297 7.01652 5.86244 11.2154 5.83591 4.84811 10.9328 5.71353 5.16742 7.07134 9.82102
threshold=18.594956516900002 46.055224235250002 90.937096262400004 17.327266398450003 16.094962363000004 14.184966829400002 301.50888169040007 24.142338514450003 108.48197402175002 17.684958644900004 9.7049773055000017 27.528149546950004 26.384523135650003 57.312778687900007 15.454705336800002 75.629015667650023 74.927328095600004 71.053259929650025 22.375171215700004 14.863842190850002 19.506002767000002 191.61296531520003 3.0476216663000004 55.976386734050003 85.589753040950015 96.082805124100005 162.32075757215003 16.455384477450004 41.54912092575001 216.20511703005005
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 8 3 4 5 6 -1 13 24 10 -5 -12 14 -8 15 -7 -15 18 20 -20 23 22 -19 -6 25 26 -2 -26 29 -29
right_child=1 -3 -4 9 17 12 7 -9 -10 -11 11 -13 -14 16 -16 -17 -18 21 19 -21 -22 -23 -24 -25 27 -27 -28 28 -30 -31
leaf_value=-0.0035365704507283415 0.0012590930496838742 -0.0012709745700853568 -0.0035802163074680256 0.0037649179614900993 -0.0047446320999906602 0.00084561528730766786 0.0038484961595261283 -0.0036601369912725489 -0.0035663849588747805 0.0056815014221339574 0.0020888418930059883 -0.0044799563259360345 -0.0048522806989145968 -0.0039337574121151055 0.0022883917347050935 -0.0039999094718441916 0.0043463862787150379 -0.0051164623988130273 0.0044094776830494384 -0.005351115056459496 -0.0053580646913494855 -0.0050752633913702504 0.0040441362921100395 0.004422111460408381 0.0019445144123802765 0.0023505390654683499 -0.0044245048872350893 0.00061050431341964136 0.0023465764655452351 -0.0038783087758708845
leaf_weight=31.343652129173279 5.0783626511693027 30.050610547885299 17.134142972528934 10.604497022926809 2.3824629131704631 25.557398835197091 12.718431126326328 10.388548433780668 6.1385359223932019 6.1229268014430991 9.5506529845297354 9.9015026912093145 3.469003625214099 4.4667442664504042 42.770339045673609 6.4997668825089923 2.2949533462524414 6.1251838337630016 8.7284767217934114 2.5104404687881461 11.033764343708752 21.093654464930296 4.9880210682749748 3.5684298779815435 170.26613252982497 15.946438014507292 12.830656446516512 74.146649301052094 38.345727723091841 11.593947291374205
leaf_count=469 33 243 554 40 103 171 42 122 91 17 58 126 36 55 211 54 6 123 31 60 265 308 23 18 675 52 112 299 127 109
internal_value=0.000256896 0.000956072 -0.000749125 -0.000543685 -0.000893662 -0.000221248 -0.00175654 0.000111387 0.00115624 0.0013904 0.000516244 -0.0012548 0.000979047 0.0021227 0.00124939 -0.000136842 -0.00112344 -0.00244599 -0.00104838 0.00222925 -0.00321723 -0.00367074 -0.00100484 0.00075217 0.00124456 -0.000380808 -0.00281284 0.00143151 0.000727583 3.52157e-06
internal_weight=617.65 364.397 253.253 236.119 199.939 139.509 61.2123 29.8687 334.346 36.1796 30.0567 19.4522 78.2965 19.4801 74.8275 32.0572 6.7617 60.4304 28.2236 11.2389 16.9847 32.2069 11.1132 5.95089 328.208 33.8555 17.909 294.352 124.086 85.7406
internal_count=4633 1741 2892 2338 2097 1166 694 225 1498 241 224 184 472 103 436 225 61 931 477 91 386 454 146 121 1407 197 145 1210 535 408
is_linear=0
shrinkage=0.00453546


Tree=161
num_leaves=31
num_cat=0
split_feature=16 12 8 6 5 17 13 3 7 10 8 0 19 16 10 8 13 18 5 3 15 13 7 16 6 0 0 9 6 16
split_gain=6.68163 7.22892 6.47601 6.33324 5.74063 6.74362 5.28838 4.52739 4.02686 7.89807 5.86748 4.21328 4.01571 4.74574 3.89292 3.45833 3.96811 4.34105 4.26109 3.21836 3.12896 5.42228 5.23882 4.30417 3.01866 10.3842 6.56334 5.05967 5.61632 10.0419
threshold=13.534968349350001 234.58875745590004 2.9476996444500005 5.1351199812500008 2.7155367820000005 193.09202135800004 73.265860971000009 108.48197402175002 21.034091097450002 82.299080289250014 1.7486353823000003 95.746747857800017 11.850956171350001 14.969964993700001 90.937096262400004 7.6440346712000009 95.811270852950017 17.370891598500005 13.713273242250002 112.7969493211 46.674706678850008 117.61735474900001 23.543468673550006 22.534947303500005 14.825346391850003 95.746747857800017 93.047535894850014 192.57902085675002 13.665319288000001 17.684958644900004
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 15 6 4 5 -2 -3 12 -8 11 14 -10 -5 -14 -11 -1 -17 18 -18 -9 24 23 -23 -22 25 26 -15 -27 29 -29
right_child=3 2 -4 7 -6 -7 8 19 9 10 -12 -13 13 20 -16 16 17 -19 -20 -21 21 22 -24 -25 -26 27 -28 28 -30 -31
leaf_value=-0.017119226649503001 0.023359857182313978 -0.021922434149988981 -0.017830015724766699 0.011197426156053883 -0.02201330063879595 -0.0223579149524742 0.023651590955557286 -0.021822460604774292 0.011452472191858153 0.0094658567923135428 0.028763163474551694 -0.026646436855592027 -0.0084620678422595141 0.00076825231303181561 -0.021088853627530817 -0.022939764701896348 0.0088780667501684243 0.024381694083761851 -0.023795345862098419 0.014834292332792265 0.0075956017618380714 -0.013221627577411537 0.013792329933352995 -0.024883834150906677 0.0037600614009457374 0.013977533144361145 -0.014326291882946308 -0.016685528789263063 0.0066810806286425545 0.0084307687034287961
leaf_weight=19.728382313624028 3.0564527064561835 2.5528946546837714 5.7907524621114126 18.351925145834684 8.3358945958316308 2.1531594153493643 5.1039195060730007 5.0025807935744515 1.5821151733398462 6.8998388461768609 5.1105856187641612 4.034763514995575 17.121059162542224 20.590450793504715 2.1386607149615884 3.1038663331419221 3.4612339492887241 2.6307027339935303 2.8492309544235468 1.1541040502488611 2.0992014072835463 4.5717454664409143 7.2970688939094543 6.6840377245098352 265.47804709430784 16.865168087184429 24.938740814104676 13.922216787934305 36.819604869931936 11.284240156412123
leaf_count=575 8 120 145 100 223 44 12 180 7 45 14 54 187 168 82 133 19 6 51 9 10 50 29 104 1417 74 366 166 172 63
internal_value=0.000672508 -0.00527105 0.00118372 0.00150187 -0.0118299 0.00446447 0.00519877 0.00190123 0.00798277 0.0039368 0.0118176 -0.0159151 0.00213385 0.00174492 0.0022361 -0.0120184 -0.00366378 0.00302775 -0.00587427 -0.014951 0.00217058 -0.00533517 0.00338683 -0.0171212 0.00256815 2.49352e-05 -0.00749983 0.00436758 0.00175459 -0.00544165
internal_weight=530.713 64.9869 33.2135 465.726 13.5455 5.20961 27.4228 452.18 24.8699 19.766 14.1491 5.61688 446.024 427.672 9.0385 31.7734 12.045 8.94117 6.31046 6.15668 410.551 20.6521 11.8688 8.78324 389.898 124.42 45.5292 78.8912 62.0261 25.2065
internal_count=4633 1263 479 3370 275 52 334 3095 214 202 141 61 2906 2806 127 784 209 76 70 189 2619 193 79 114 2426 1009 534 475 401 229
is_linear=0
shrinkage=0.0197871


Tree=162
num_leaves=31
num_cat=0
split_feature=16 5 10 10 6 17 18 19 6 16 7 6 13 5 13 6 2 13 14 10 2 2 5 9 6 7 10 6 15 16
split_gain=33.7881 12.0046 8.5351 9.95651 8.28703 7.93245 7.90858 7.84403 7.40488 10.4763 9.60094 6.92852 6.83283 10.3795 9.21457 7.46622 10.8629 7.57603 6.72912 6.58277 6.49801 6.44991 6.34581 6.30433 6.21854 6.89794 6.26358 7.04924 7.88765 6.56479
threshold=18.594956516900002 23.605484525250002 90.937096262400004 74.927328095600004 13.665319288000001 195.59800312745003 17.327266398450003 12.050972309250001 12.325287978400002 14.184966829400002 24.407759398400003 13.775321858200002 112.67059178900001 20.769304081650002 111.98772342380001 16.455384477450004 199.01127796720002 117.62810858150002 327.64162573700008 61.923256118600001 219.56639384385002 296.32908460740003 1.6209823962500003 226.58992707320002 15.635365317800002 19.506002767000002 65.571493801650021 14.745344522600002 23.457191196800004 12.054971810200001
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 12 3 5 6 24 7 8 9 10 20 -6 13 14 -2 19 -17 -18 -9 -14 -5 -8 -12 -3 25 -1 -27 28 29 -28
right_child=1 23 -4 4 11 -7 21 18 -10 -11 22 -13 15 -15 -16 16 17 -19 -20 -21 -22 -23 -24 -25 -26 26 27 -29 -30 -31
leaf_value=0.0028963746074385558 0.001057587560248913 -0.00046519501645946357 -0.0030440860616410192 -0.002254182325844299 0.0037815225965335607 -0.0043514649586106806 0.0018553691362508276 -0.0034376650125417336 -0.0047571977302471938 0.002445598007540635 0.0053414007128672527 0.00038897083526830915 -0.0017566687401849045 -0.0047711591989207927 -0.0037402617071116773 0.0011570672347820268 -0.0055356517820102525 0.0017493941762893811 0.00032148948031461756 0.0022367386574950964 0.0032779417923951243 -0.0017288129420989463 -0.0027164073564098835 0.0036488141871252938 -0.0032970835503123362 -0.0042559366236309838 -0.0025143644239384987 0.0027753538547584471 -0.0029037339133979384 0.0017828407511818916
leaf_weight=6.3186671808361998 62.419851467013359 82.794250205159187 18.734314845874906 3.890104752033948 11.418693587183951 11.099659407511352 26.167594250291586 23.061946371570233 4.2529256530106059 16.778703801333904 1.3080619573593164 22.864535018801689 5.4340927749872199 4.7479648701846591 5.5110761374235144 81.823369637131691 5.4934147149324399 2.6902473494410515 8.1539378687739354 133.74972046166658 8.6776934266090375 8.3874750323593599 22.571906378492713 4.996506839990615 13.437904676422475 6.6734690088778725 6.7409780547022846 6.7904445789754382 17.576912932097912 13.512431938201187
leaf_count=19 272 554 554 52 34 162 158 290 50 68 2 102 26 50 41 271 48 9 83 457 25 79 341 13 363 122 82 23 223 60
internal_value=0.000265219 0.000926584 -0.000732032 -0.000551315 -2.78269e-05 -0.00155517 -0.000458071 -0.00102043 -0.00024095 0.000119909 -0.000950721 0.00151893 0.00126325 0.000312997 0.000668349 0.00156459 0.000766294 -0.00314081 -0.00245573 0.00208083 0.00156559 0.000985389 -0.00227503 -0.000231051 -0.00111833 -0.000610144 -0.00104209 -0.000561433 -0.00116038 0.000352594
internal_weight=648.079 389.66 258.418 239.684 157.534 82.1505 123.25 88.6953 57.4794 53.2265 36.4478 34.2832 301.87 72.6789 67.9309 229.191 90.007 8.18366 31.2159 139.184 12.5678 34.5551 23.88 87.7908 71.0508 57.6129 51.2942 44.6208 37.8303 20.2534
internal_count=4633 1741 2892 2338 1284 1054 1148 911 538 488 420 136 1174 363 313 811 328 57 373 483 77 237 343 567 892 529 510 388 365 142
is_linear=0
shrinkage=0.00355676


Tree=163
num_leaves=31
num_cat=0
split_feature=16 6 19 7 0 6 18 16 9 10 5 0 19 7 10 6 5 16 2 4 5 0 4 8 15 18 15 12 7 7
split_gain=6.43309 3.90975 3.98277 3.80247 3.50684 6.03124 5.99342 8.46038 7.24931 5.54559 4.93105 4.46386 4.83913 9.97988 4.81287 10.9924 7.02869 4.42424 5.92172 4.24379 4.49614 3.54894 3.48309 3.44319 3.25646 5.17867 4.16845 4.45429 5.41412 5.00627
threshold=18.594956516900002 15.635365317800002 8.9507221716000007 18.737592104000004 86.345209775600011 16.375382608200002 13.829007611650001 22.644947046300004 196.40176798710004 62.186725015400008 20.389142059250002 90.321439350550008 14.551174033150001 24.775165158000004 66.859265246100009 15.105352934150002 19.841254985200006 22.574947209950004 136.64906039505004 223.79242650755 19.768819263000005 93.308316333500017 392.33277900210004 8.543332867800002 28.444110612900001 14.032563378150002 28.298162031900002 207.49943573995003 22.375171215700004 22.673598830200003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 -1 -4 5 9 17 8 19 -2 -7 12 13 -10 -13 16 -16 23 -19 20 21 -8 -12 -6 26 -26 27 28 -5 -30
right_child=4 -3 3 24 6 10 7 -9 11 -11 22 14 -14 -15 15 -17 -18 18 -20 -21 -22 -23 -24 -25 25 -27 -28 -29 29 -31
leaf_value=-0.023751912941035732 -0.032434512508855672 -0.017611917845029031 0.025526264753743422 -0.01934211926346727 0.015926950118268036 0.018370882739119257 -0.032859472512819399 0.019021814520843509 -0.025067221800558176 0.0036568906107944154 0.00077481985429863503 0.016711542692068402 0.0086340081435582923 0.0098592160303013592 0.008310882267997078 -0.034832056719830945 -0.02136514180926662 -0.018672833004076798 0.0070238517719991116 -0.037700591230693678 0.012795276432389901 -0.0044502248759933118 -0.01974590074107508 0.0028676942606573057 0.010852932647499577 -0.021423788816950045 0.028791075545930297 0.002449381537869358 0.027407079991247807 -0.0036862356659958032
leaf_weight=3.9463455416262141 5.1893575303256494 7.9147772686555973 2.5581450164318076 10.834170026704667 41.251995459198952 7.6605604067444792 3.9537701308727247 11.630999550223349 11.17946975678206 3.4896578639745712 112.63426152430475 13.386343240737913 7.5940536186099044 6.251919910311698 34.696298349648714 3.7255450263619414 4.4085515625774852 5.4904025420546558 22.033899955451488 3.1862341910600653 3.3557012230157843 4.7372107096016407 4.2051798552274695 13.017215408384798 3.3452004231512538 8.9663519700989109 2.2909599393606177 82.632770370692015 2.6241589691489926 77.159994288347661
leaf_count=245 52 371 8 201 173 35 32 51 87 15 634 56 27 26 155 31 46 29 82 36 11 36 72 55 18 248 6 833 23 939
internal_value=0.00073629 -0.0023598 -0.00173869 -0.00128246 0.00267469 -7.94835e-05 0.00460622 0.00118522 -0.000965148 -0.0179229 0.0011644 0.0016626 -0.00611506 -0.0125406 0.00512491 0.00150358 0.00496531 0.00912773 0.00189801 -0.0149798 -0.00897038 -0.0173744 3.62566e-05 0.0127945 -0.00164753 -0.0126538 -0.000875612 -0.00126791 -0.00465761 -0.00266355
internal_weight=525.352 202.273 194.358 190.412 323.079 133.179 189.9 108.106 96.4751 8.67902 124.5 81.2422 25.0254 17.4314 56.2167 42.8304 39.1048 81.7935 27.5243 15.2329 12.0467 8.69098 116.839 54.2692 187.854 12.3116 175.542 173.251 90.6183 79.7842
internal_count=4633 2892 2521 2276 1741 808 933 594 543 67 741 428 140 113 288 232 201 339 111 115 79 68 706 228 2268 266 2002 1996 1163 962
is_linear=0
shrinkage=0.0221382


Tree=164
num_leaves=31
num_cat=0
split_feature=16 5 10 10 17 4 5 5 0 5 9 13 3 0 4 19 6 2 13 15 7 2 16 19 8 13 9 7 0 6
split_gain=21.2379 8.76199 6.60954 8.21243 7.40536 8.19865 6.75732 10.7384 7.0479 10.7917 7.06761 5.76548 5.60822 9.83071 6.05304 5.56797 5.54537 8.24254 6.71143 5.63714 5.49 5.27696 5.03491 6.95712 11.6628 6.97768 5.00526 4.96945 5.78499 4.95237
threshold=18.594956516900002 23.605484525250002 90.937096262400004 74.757955233350017 195.59800312745003 195.04069921150003 10.36813655115 2.7155367820000005 98.51854819030001 13.812766882300002 186.70853236170004 88.504041654350019 85.589753040950015 96.082805124100005 162.32075757215003 12.751028791950002 16.455384477450004 199.01127796720002 117.62810858150002 40.42701969085001 21.115414688150004 203.29256851545003 17.684958644900004 12.050972309250001 7.5441126493500006 98.050756475600011 226.58992707320002 25.959674155500004 102.65877371115 6.5151522255000005
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 12 3 4 5 -1 7 -5 -8 22 -11 -9 13 14 -2 -7 -14 19 -19 20 -18 -17 23 25 -25 29 -3 -12 -29 -10
right_child=1 26 -4 6 -6 15 8 11 9 10 27 -13 16 -15 -16 21 17 18 -20 -21 -22 -23 -24 24 -26 -27 -28 28 -30 -31
leaf_value=-0.0042848087074809542 0.0015040911468294945 -0.00063685714309434465 -0.003683619201612242 0.0023672981533547277 -0.0056572188452724201 -0.0015705810003441188 0.0022130207743081783 -0.00065288872311681373 0.0055312095358520377 0.002204860334019532 -0.0053123556546577936 -0.0049590315764787641 0.0021233197171050466 0.0022941885882462108 -0.0045121577794166989 0.0030377615010167879 0.0051378538196486341 -0.0070914202979196605 0.0021941478680159361 0.0029477446862359986 -0.00022213517313808098 -0.0032914351625382677 0.0053167212265831185 0.002365954914124343 -0.0061730340848847078 0.0047289447162697645 0.0044951582039326138 0.00032701294271177345 -0.005590340674884002 -0.0019416743823598231
leaf_weight=15.268231704831122 5.1344961747527149 77.671398257836699 16.20805217884481 10.416931532323359 9.8798376731574518 30.075998742133379 38.357949642464519 11.538504771888258 2.4688179939985302 6.8070846088230601 12.607837390154602 16.613978879526258 163.18988245725632 15.601196162402628 12.774422910064457 14.053525960072877 4.5827502608299246 5.0914619266986838 2.5627279505133629 24.806375660002232 48.213710531592369 3.6301174638792864 6.0245914459228507 7.0035809315741044 7.0083934813737869 12.160435199737547 4.3976091742515555 12.07248578220606 5.1667338181287041 9.1042246855795366
leaf_count=385 33 554 554 71 156 329 146 130 6 29 182 318 645 52 112 101 11 49 9 71 192 67 19 37 77 32 13 75 73 105
internal_value=0.000265666 0.000983877 -0.000795115 -0.000591792 -0.00189017 -0.00129967 9.79998e-06 -0.00169208 0.000562413 -0.000224836 -0.00209811 -0.00319413 0.00137558 -0.000421526 -0.0027873 -0.000345351 0.00161797 0.000650688 -0.00398248 0.00110767 0.000243114 0.0017385 0.00134389 0.000709787 -0.00190501 0.00225353 -0.000361862 -0.00307947 -0.00144647 -0.000347522
internal_weight=610.493 364.026 246.467 230.259 72.9077 63.0279 157.352 38.5694 118.782 80.4242 36.6541 28.1525 281.957 33.5101 17.9089 47.7596 248.447 85.257 7.65419 77.6028 52.7965 17.6836 43.77 37.7455 14.012 23.7335 82.069 29.8471 17.2392 11.573
internal_count=4633 1741 2892 2338 1038 882 1300 519 781 635 359 448 1174 197 145 497 977 332 58 274 203 168 276 257 114 143 567 330 148 111
is_linear=0
shrinkage=0.00467976


Tree=165
num_leaves=31
num_cat=0
split_feature=16 5 16 16 7 18 3 0 8 2 2 9 4 0 0 2 4 19 8 15 3 18 10 17 8 4 9 6 13 10
split_gain=27.9208 10.7713 8.49679 10.4412 12.2846 11.1795 8.05692 13.2417 8.01747 7.93463 6.7465 6.74106 6.60137 7.598 7.42114 6.12599 6.0563 5.74577 5.59035 4.96731 5.04239 4.80771 7.39397 8.5622 4.6726 6.1765 7.79242 4.37208 6.15993 4.3482
threshold=18.594956516900002 23.605484525250002 11.949972055800002 16.094962363000004 26.709562027450005 17.549283450150003 85.589753040950015 96.082805124100005 8.8430989333000021 186.79363985910004 73.795394389500018 226.58992707320002 267.69992774740007 96.631250582750013 104.22883325935001 285.01633004880006 162.32075757215003 14.451165964200003 8.0437227585500022 52.561095883800007 108.48197402175002 15.917243450850002 75.629015667650023 183.44170283300005 2.8477776226000002 404.75570863780007 61.192192081150004 4.9151148409000003 88.823968171900006 71.053259929650025
decision_type=2 2 2 2 2 2 2 2 2 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 15 4 9 29 7 16 -8 12 -10 19 13 -4 21 18 -2 -12 -1 20 -3 22 -15 -24 25 -17 -27 28 -11 -5
right_child=1 11 3 5 -6 -7 8 -9 10 27 17 -13 -14 14 -16 24 -18 -19 -20 -21 -22 -23 23 -25 -26 26 -28 -29 -30 -31
leaf_value=-0.0033396867479224103 0.00078044110967687315 -2.5344038039585818e-05 -0.0029915593079688149 -0.00093863278468900399 -0.0023171418409100295 0.0024819798433741778 0.0016192536861486691 0.002024314729295618 0.0017371375702655682 0.0039905079856112184 -2.9112973740757445e-05 0.0038673852371616697 -0.0048687108847153731 0.0020488072987038691 -0.0042355865549502632 0.0040080414593056729 -0.0037910634931181885 -0.0054052616190099516 0.00082817689632701382 -0.0047935028022815032 -0.0032917227558178935 0.0027052141762910387 0.00054119078608982126 -0.0054769714486749737 -0.0042010914514264653 -0.0021976558013789794 0.0049766906060786723 0.0023875806953725367 -0.0043376452853271267 -0.0028840367649687745
leaf_weight=33.140601705759764 5.4952643886208561 72.449529707431793 8.3968968205153924 28.882787255570292 20.299994783475995 8.6332631558179838 241.73548754304647 16.216850973665714 7.6984376758337048 1.9262152574956406 5.2782581746578199 5.0794293135404578 3.6280271746218196 15.0536509975791 3.6874370798468581 4.7710617706179681 13.815426386892794 5.5146867036819458 5.0283801667392245 3.5071934796869746 7.0341445952653876 17.675325114279985 8.6624698527157289 5.0926970019936553 3.5725144296884528 11.048823522403834 2.5228446274995795 40.205377943813801 3.2174501977860928 33.858838422223926
leaf_count=704 33 416 135 477 229 37 894 52 26 9 22 13 47 49 57 13 112 35 37 47 91 66 58 50 76 160 9 164 46 469
internal_value=0.000248322 0.000879114 -0.000685382 -0.000319224 0.00031082 -0.00144775 0.00121582 -0.000429481 0.00144044 0.000806867 -0.000897107 -0.000251597 -4.74147e-05 0.000251241 0.000793967 -0.00189945 -0.00249015 -0.00277607 -0.00279061 -0.000503698 -0.000314412 0.00119295 0.000265111 -0.00168697 -0.000347335 0.00040324 -0.000864013 0.00197852 -0.00121889 -0.00198848
internal_weight=643.129 383.825 259.305 199.22 127.846 71.3749 295.754 35.5275 260.227 107.546 18.4914 88.0703 62.1965 58.5685 50.1716 60.0842 19.3107 10.7929 38.169 82.9909 79.4837 46.4841 28.8088 13.7552 21.9152 18.3427 13.5717 45.349 5.14367 62.7416
internal_count=4633 1741 2892 1893 910 983 1174 197 977 681 83 567 462 415 280 999 145 57 741 554 507 223 157 108 258 182 169 219 55 946
is_linear=0
shrinkage=0.00368326


Tree=166
num_leaves=31
num_cat=0
split_feature=6 6 8 9 9 16 19 7 4 6 9 9 0 10 5 3 16 16 8 16 18 3 7 10 19 16 0 0 17 15
split_gain=6.75018 6.59294 5.16197 10.86 6.43077 4.2664 6.2259 6.08067 6.00661 5.46881 4.00797 6.60993 6.65701 8.42141 4.41854 12.0992 3.96199 3.65089 3.57651 7.925 7.04328 3.7713 7.67398 3.54429 8.63286 7.77555 5.95176 5.00483 3.78763 3.95359
threshold=13.005303866850001 12.410289964450003 5.1459841250500009 66.544071737050004 177.59430306730005 11.864972254500001 12.050972309250001 27.528149546950004 398.10712430820007 5.1351199812500008 181.33671263215004 186.70853236170004 85.732241321850012 61.928633034850002 30.133297129900004 95.002044955650021 21.074950717600004 22.654947022900004 7.7439566930000003 17.684958644900004 17.549283450150003 84.049266532200008 20.797746106000002 64.369753017350021 14.451165964200003 22.454947490600002 89.474575039450016 86.681267041950008 214.22447330960003 28.579157549250002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 5 3 -2 -4 8 7 -7 -1 -8 -6 -12 13 14 15 -13 -5 -15 21 -20 -21 -11 -23 25 28 27 -27 -14 29 -25
right_child=2 -3 4 16 10 6 9 -9 -10 18 11 12 23 17 -16 -17 -18 -19 19 20 -22 22 -24 24 -26 26 -28 -29 -30 -31
leaf_value=-0.012488660453065025 0.0059192395755975078 -0.016091528566520959 0.018101052607148057 -0.01349496805518933 -0.0088710556428561321 0.0060266317079061783 -0.016692392291728357 -0.016896787267433974 0.00075364356773877084 0.0052153024655514409 0.0089105569453734566 0.0073496846354138739 -0.0029158664097649711 -0.021488469017822132 0.013331721959280231 -0.017790071662126709 0.020199063204098314 -0.0034646790913279431 -0.019119143039100742 -0.0094729670190981836 0.018106136842793174 0.006226053949509992 -0.023963360711501954 0.0043924852618619902 -0.017482006145600464 0.0013910502393938622 0.014422563009800963 0.016076296722817542 -0.014269471231896303 -0.0009782483621041671
leaf_weight=17.621868088841438 14.10747188143432 7.9031359869986764 5.8373159151524296 17.944051133468751 8.1214067526161653 39.426223963499069 6.5324050821363917 2.9453551275655618 15.03349661733955 20.334065834060315 30.467437736690044 11.033083159476524 4.0543588548898724 7.9007859472185356 4.9772803634405127 7.6973285526037207 0.86644893139600654 4.0140103735029697 7.4121745135635164 5.094641372561453 3.8509087562561035 4.4784349240362626 3.59499841183424 65.264765381813049 6.066472500562667 108.25739311054349 8.989923879504202 17.345057487487793 3.6056966967880717 64.58800448384136
leaf_count=623 91 105 19 569 43 281 196 79 264 136 132 42 18 124 14 72 3 32 106 40 15 23 40 322 38 497 43 86 52 528
internal_value=0.000522394 -0.00245542 0.0015443 -0.00428785 0.00208023 -0.00160232 6.75905e-05 0.00443317 -0.00639232 -0.00353835 0.00181484 0.00206693 0.00140246 -0.00486136 0.00044329 -0.00298159 -0.011943 -0.0154164 -0.00161884 -0.00735131 0.00239937 0.00168206 -0.00721691 0.0022046 0.000472933 0.00394724 0.00239024 0.012478 0.00128909 0.00172111
internal_weight=525.366 134.228 391.138 32.918 358.22 126.325 93.6692 42.3716 32.6554 51.2976 352.383 344.262 313.794 35.6225 23.7077 18.7304 18.8105 11.9148 44.7652 16.3577 8.94555 28.4075 8.07343 278.172 139.525 138.647 117.247 21.3994 133.458 129.853
internal_count=4633 1908 2725 663 2062 1803 916 360 887 556 2043 2000 1868 284 128 114 572 156 360 161 55 199 63 1584 940 644 540 104 902 850
is_linear=0
shrinkage=0.0153896


Tree=167
num_leaves=31
num_cat=0
split_feature=13 8 6 18 10 2 3 17 13 15 7 0 5 18 5 0 9 6 16 0 2 16 7 0 10 7 16 6 17 12
split_gain=5.78581 6.09563 5.45173 4.55434 5.62369 4.71785 3.9439 3.90267 3.6356 4.69185 4.32073 6.69154 5.40026 4.65847 5.53788 3.47892 3.52741 2.85844 6.77668 5.89256 7.28791 5.34494 8.28272 5.31604 6.64832 5.21738 10.3382 4.62685 6.11209 4.39967
threshold=95.937628385050019 2.9476996444500005 5.1351199812500008 17.108018746400003 81.573196594050017 263.5517324101001 108.48197402175002 238.05090660085003 75.758061657900015 6.8054746905500005 21.034091097450002 104.03526427400001 9.5091965402000032 16.222567477200005 5.3654262215500008 118.55293817840001 38.283670303850009 14.825346391850003 16.094962363000004 86.538778761000017 319.32263744460005 18.764956119400004 25.169498800150006 95.550490414250007 70.128430332750014 19.250086031950001 21.979948601300006 16.375382608200002 192.19686994285004 130.71263173160003
decision_type=2 2 2 2 2 2 2 2 2 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 6 -5 17 8 -1 -10 -11 -12 13 14 -13 -15 -17 18 -4 20 25 22 29 24 -23 -19 -27 28 -28 -20
right_child=2 -3 3 5 -6 -7 -8 -9 9 10 11 12 -14 15 -16 16 -18 19 21 -21 -22 23 -24 -25 -26 26 27 -29 -30 -31
leaf_value=-0.02725894861431746 -0.027264880352752752 -0.021381853351705365 0.0048116293336492475 0.021201659191412984 -0.025208342706190212 -0.011704505393659184 -0.018913468723141785 0.038063161794878675 0.026571830022096232 0.019596104975023024 -0.030101921848205659 0.02306975776409801 0.021757063556811774 -0.024684732155064164 -0.02021654936580549 -0.026489782484682797 0.034036657579213848 0.016301593071722076 -0.016875225881047128 0.007399493800095143 -0.032761263389123683 0.00050114904166819732 -0.030402850272169341 0.012747589273932229 -0.031479332338786289 -0.027300713944865468 -0.040421667733096883 0.0027014072312329033 0.0022637785837092811 0.0044985389122407342
leaf_weight=3.716664446052163 4.0453070122748604 13.607989820651708 68.977548144757748 13.75750655680895 4.9100159313529721 3.4224440176039925 5.7136740488931528 1.4656372480094422 3.4619376808404914 4.2827436067163935 6.4115980491042164 5.1233467813581282 5.0602537002414456 9.0870339032262546 2.9179634917527437 1.0395751316100352 1.4510501716285942 12.900145714171229 10.675346005707981 131.74956406839192 4.1182115003466597 17.848744325339798 11.651202599517999 14.010889083147047 5.303962741047143 8.4209916172549111 3.7463621925562602 117.39214111305773 4.8310380354523659 14.005628526210783
leaf_count=196 137 449 409 60 116 38 189 8 11 18 112 28 24 242 71 48 6 68 221 635 77 93 220 47 71 281 37 591 26 104
internal_value=0.000778172 -0.00671117 0.00172155 0.00198016 0.00148135 0.0146464 0.00178516 -0.00217577 -0.00356173 -0.00129384 -0.004021 -0.00727424 -0.00134367 -0.00730196 0.00736238 -0.0174871 0.00877321 0.00206302 -0.000834505 0.00352093 0.000145977 -0.00613354 -0.012974 0.000553895 -0.00682513 0.00106606 -0.000396404 0.00140213 -0.01638 -0.00474633
internal_weight=515.107 57.6258 457.481 453.435 436.255 17.18 431.345 44.0178 42.5522 38.8355 35.3736 31.0908 24.6792 19.619 8.04131 11.5777 2.49063 425.632 142.473 283.158 151.409 73.4958 36.3322 37.1636 23.1527 147.291 134.391 125.97 8.5774 24.681
internal_count=4633 1213 3420 3283 3185 98 3069 764 756 560 549 531 419 395 99 296 54 2880 1165 1715 1080 756 545 211 164 1003 935 654 63 325
is_linear=0
shrinkage=0.0250803


Tree=168
num_leaves=31
num_cat=0
split_feature=16 12 8 6 5 17 7 10 8 19 16 10 3 15 19 17 13 5 15 4 15 16 6 5 15 3 17 10 15 19
split_gain=5.11976 5.57501 5.26108 4.8264 4.73399 5.48162 4.25213 5.15347 5.5665 3.60505 3.65927 3.60279 3.51387 3.47213 6.36159 4.20111 3.10074 7.31563 2.9759 2.91073 2.82576 3.55324 4.62658 4.41816 4.89134 3.16867 5.77369 2.73739 2.56641 4.32293
threshold=13.534968349350001 234.58875745590004 2.9476996444500005 5.1351199812500008 2.7155367820000005 193.09202135800004 21.350715310200005 82.299080289250014 1.7486353823000003 11.850956171350001 14.969964993700001 90.679004281900021 108.48197402175002 13.019805569300003 10.350835137000002 198.14651800945003 98.050756475600011 13.713273242250002 23.116804452750003 160.20223982390002 46.055224235250002 23.044946110900003 16.495385412050002 24.367802910700004 51.19990836680001 93.292185584700022 192.44445991605002 89.052487112950018 42.80317728375001 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 13 6 4 5 -2 -3 -8 11 -5 18 27 20 14 -1 -16 -15 -18 -11 -14 28 22 23 -22 25 -25 -27 -9 -12 -30
right_child=3 2 -4 9 -6 -7 7 8 -10 10 12 -13 19 16 15 -17 17 -19 -20 -21 21 -23 -24 24 -26 26 -28 -29 29 -31
leaf_value=-0.021544782746935335 0.021014751112071784 0.018131935919032213 -0.016257692067967087 0.0098822090295884318 -0.020595025506989002 -0.020810792717956144 -0.017394664181388467 -0.010470241491912584 0.021297439041407188 -0.0039416627416360714 0.001628948127861978 -0.019696682497454328 0.01313162170952238 -0.020602780924309526 0.017134522426417199 -0.020025290030376251 0.020245262787527033 -0.02298899807880405 -0.025443455651106336 -0.020591052860824816 -0.020210105458833259 0.015068376088909046 -0.024176354444021705 0.019104314941682091 -0.022622963678681555 0.011024414024805267 -0.02371366056573438 0.014712180827774023 -0.0021731953806034396 0.011091014713059131
leaf_weight=3.6799286724999565 2.7180103026330453 6.0877949083224001 5.211751800030469 17.496211071498692 6.9174717497080564 1.8609502986073492 4.5242690909653929 2.4739312157034856 5.1288072895258656 13.973194846883418 329.31765636894852 3.0730910445563495 1.1436540922150005 12.78677659109235 5.1282069450244308 1.356166456826031 2.4765898436307898 3.1152020264416933 2.709086198359727 4.2755711283534765 3.9770228760317066 2.9716690778732291 4.3523312229663125 4.645252123475073 2.3614646149799219 5.0448355004191399 2.5338633675128222 3.9535876214504242 12.929753858596085 26.241066385060549
leaf_count=218 8 22 145 100 223 44 61 35 23 148 2205 174 14 403 37 70 6 50 39 175 44 10 60 11 46 32 40 19 70 101
internal_value=0.000526574 -0.00467103 0.00091676 0.00121492 -0.0107925 0.0040163 0.00446287 0.000118299 0.00553433 0.00153301 0.00118226 -0.00297523 0.00154177 -0.0106328 -0.00182713 0.00936278 -0.0155028 -0.00384066 -0.0074334 -0.0134743 0.00174811 -0.00424821 -0.00675326 -0.00266807 0.00211514 0.00689413 -0.000589919 0.00501955 0.00216936 0.00671268
internal_weight=504.465 58.9961 30.4532 445.469 11.4964 4.57896 25.2415 19.1537 14.6294 433.973 416.476 9.50061 399.794 28.5429 10.1643 6.48437 18.3786 5.59179 16.6823 5.41923 394.375 25.8864 22.9148 18.5624 14.5854 12.224 7.5787 6.42752 368.488 39.1708
internal_count=4633 1263 479 3370 275 52 334 312 251 3095 2995 228 2808 784 325 107 459 56 187 189 2619 243 233 173 129 83 72 54 2376 171
is_linear=0
shrinkage=0.0187757


Tree=169
num_leaves=31
num_cat=0
split_feature=16 15 10 6 13 2 15 3 0 4 12 13 2 0 5 13 18 17 7 0 7 16 6 5 13 6 6 16 16 9
split_gain=19.2216 7.69881 6.47345 7.21543 6.38 7.52466 5.85731 5.43087 10.8935 5.81792 5.05068 8.73765 6.77841 5.5264 5.10449 9.45445 6.14816 6.45292 5.56577 5.078 5.98656 4.63116 4.95982 4.41384 8.41846 4.33528 4.24269 4.05159 3.86801 8.03969
threshold=18.594956516900002 46.055224235250002 90.937096262400004 15.635365317800002 117.97223122220002 98.91243606750001 30.054399297400007 85.589753040950015 96.082805124100005 162.32075757215003 206.14208420540004 108.49810477050001 325.13486840910008 109.03310793845002 2.7155367820000005 95.937628385050019 15.917243450850002 203.09927826650002 25.139463727750002 95.988709089550014 19.506002767000002 23.044946110900003 16.495385412050002 11.188452238700002 89.208417684550014 16.475384944750001 9.4652211533500026 22.584947186600004 13.534968349350001 57.312778687900007
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 4 3 6 7 -6 10 8 9 -2 11 14 23 -14 -1 -16 18 -18 19 20 -17 22 25 24 -12 27 -19 -3 29 -25
right_child=1 21 -4 -5 5 -7 -8 -9 -10 -11 12 -13 13 -15 15 16 17 26 -20 -21 -22 -23 -24 28 -26 -27 -28 -29 -30 -31
leaf_value=0.0033529462663485082 0.0012626574334737893 0.0012019467396243721 -0.0036638105113024739 -0.0041503641938992874 0.0015138501616836053 -0.0038660454739424914 -0.0036901280826622494 0.0015362712487234356 0.0023866789230666853 -0.0044796251452609232 0.002065420661407412 0.0042178147218611987 -0.0043955447107338601 0.0018704594049997222 -0.0051304587828754373 0.0033882601052102443 0.0025532590095679523 0.0036662822020346541 -0.0052143474093695316 -6.4429971001508381e-05 -0.004621693924461173 0.0038898762095459886 -0.0060910069506233825 0.0033500172901726379 -0.0042886876905793023 0.0023459839770049421 -0.0036401444210617589 -0.0039293561335285842 0.0025279550481086717 -0.0033280378201356259
leaf_weight=5.0252318158745757 5.2800441980361965 4.8170269280672171 15.11948192771524 11.195362471975384 10.841515980660917 11.359578881412743 10.58585670031607 279.63167326338589 15.92285732924938 13.118425600230692 9.8174724020063895 6.8236085884273043 9.1942196674644929 4.4602605812251559 12.720941966399549 2.3679446205496779 18.055151637643579 2.1611577272415143 8.4072853028774244 31.082435680553317 12.504586946219204 3.2486417368054381 5.0083545595407477 7.2922559455037108 8.1359974797815067 5.9951915033161631 7.8750562183558941 10.311852848157285 42.427890922874212 8.1408421937376243
leaf_count=26 33 29 554 371 55 125 222 1121 52 112 68 21 124 28 291 8 85 11 135 183 237 10 60 25 132 34 81 110 201 89
internal_value=0.000294778 0.000956013 -0.000740833 -0.000538363 0.0011542 -0.00123887 -0.000343086 0.00132343 -0.000410707 -0.00283169 -0.000162767 -0.000839891 0.000647214 -0.00234874 -0.00118432 -0.00142389 -0.00085204 0.000902646 -0.00175876 -0.00112658 -0.00334638 -0.00131151 -0.00195812 0.0011868 -0.000814079 -0.000978245 -0.00206681 -0.00229555 0.00180764 -0.000172606
internal_weight=598.928 365.535 233.393 218.274 336.154 22.2011 207.078 313.953 34.3213 18.3985 196.492 107.023 89.4689 13.6545 100.2 95.1746 82.4536 28.0914 54.3623 45.955 14.8725 29.3811 26.1324 75.8145 17.9535 21.1241 10.0362 15.1289 57.861 15.4331
internal_count=4633 1741 2892 2338 1498 180 1967 1318 197 145 1745 1078 667 152 1057 1031 740 177 563 428 245 243 233 515 200 173 92 139 315 114
is_linear=0
shrinkage=0.00461923


Tree=170
num_leaves=31
num_cat=0
split_feature=16 15 13 6 10 10 17 16 5 5 4 7 14 3 0 4 0 19 17 15 13 18 12 17 18 15 5 2 16 12
split_gain=26.4824 10.8114 10.0418 8.92142 8.03058 7.81814 7.97721 7.57577 6.91469 9.30691 7.74511 7.68759 9.68024 6.86809 9.96176 6.35345 6.32967 7.8589 7.96961 6.71971 6.04736 5.97407 5.84239 5.68786 5.50367 8.53415 5.41909 5.10177 10.4016 6.39892
threshold=18.594956516900002 46.055224235250002 118.84598011460001 19.835463452400003 90.937096262400004 74.927328095600004 195.59800312745003 23.044946110900003 10.36813655115 2.7155367820000005 309.31594811510007 25.350214218950004 366.02505068985005 85.589753040950015 96.082805124100005 162.32075757215003 102.75018128760001 12.651020723000002 176.64562507980003 24.089489904150003 88.504041654350019 13.164254432300002 216.20511703005005 240.41195881570002 14.349689277800001 28.579157549250002 13.713273242250002 131.42729508740004 22.624947093000003 114.82338089645002
decision_type=2 2 2 2 2 2 2 2 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 13 -4 5 6 24 21 9 -7 16 -12 -13 14 15 -2 17 18 26 -19 22 -3 -11 -18 -1 -26 -10 29 -29 -15
right_child=1 7 3 -5 -6 8 -8 -9 10 20 11 12 -14 27 -16 -17 23 19 -20 -21 -22 -23 -24 -25 25 -27 -28 28 -30 -31
leaf_value=-0.0015503704792475981 0.0012168959237914227 -0.0046800488966646262 -0.0039654464076096033 0.0013195857912432659 -0.00303507627228806 0.0016197510546564671 -0.0044388747767015353 0.0036797788853747109 0.0014524400319322422 -0.004119118473489029 0.0033842561564978654 0.002182155667823447 -0.0028296644122812534 0.00095803190687306311 0.0017801138275217784 -0.0036043136261022829 -0.003801135137549547 -0.0043351875749650329 0.0015952282553230658 0.00077282696720118753 -0.0038658447605791138 -0.00082710898339933485 0.0013203066556382427 0.0037017123865975094 0.0023409416402651933 -0.004394553557108237 -0.004379902968395551 0.00012817399182707786 0.0021343635414779573 0.0025210744574634693
leaf_weight=52.59268656000495 5.2292188405990627 7.4142916239798096 9.9578161761164683 7.7613244429230681 18.215345397591591 10.586492769420145 10.493269070982931 3.8770969286561003 3.4740000404417497 4.0018688198179033 19.801168724894524 13.390843644738199 8.6702871918678266 61.086030349135399 15.83344668895006 13.042272310703991 10.060770362615584 8.4482507072389108 40.404422465711832 6.0251759961247435 16.819504933431745 21.234370874240994 8.2668123804032785 1.5991100221872319 12.405550807714461 3.2397116832435122 5.8203140906989574 91.342526063323021 57.513086721301079 86.293775767087936
leaf_count=777 33 90 110 29 554 71 162 10 18 77 62 60 88 238 52 112 147 78 154 40 317 143 53 5 62 53 114 442 191 291
internal_value=0.000252339 0.000869283 0.00105968 -0.0016505 -0.000670922 -0.000488525 -0.00143924 -0.00116817 -1.2887e-05 -0.00134704 0.000436856 0.00171274 0.000212451 0.00120505 -0.000365334 -0.00222451 -0.000267481 0.00018761 0.000885488 -0.00220876 -0.00242679 -0.00182425 -0.000453956 -0.00277215 -0.000977969 0.000946202 -0.00219991 0.00138585 0.000903302 0.00187322
internal_weight=634.901 380.585 348.059 17.7191 254.316 236.1 78.7312 32.5258 157.369 39.6747 117.694 41.8623 22.0611 330.34 34.1049 18.2715 75.832 64.1722 49.6987 14.4734 29.0882 28.6487 12.2687 11.6599 68.2379 15.6453 9.29431 296.235 148.856 147.38
internal_count=4633 1741 1498 139 2892 2338 1054 243 1284 518 766 210 148 1359 197 145 556 404 286 118 447 233 130 152 892 115 132 1162 633 529
is_linear=0
shrinkage=0.00369538


Tree=171
num_leaves=31
num_cat=0
split_feature=6 6 3 3 10 3 19 16 10 0 13 2 8 9 5 8 16 7 9 2 0 14 4 15 5 16 3 7 8 5
split_gain=5.18777 6.51199 4.4921 4.22821 5.40663 4.95098 6.14554 5.48994 7.61828 6.68163 5.99937 6.91962 5.92943 5.84868 5.71922 6.59532 4.85138 4.96142 6.32792 8.97552 5.18266 4.84847 5.32995 4.25613 4.18942 4.64747 4.07979 5.48859 4.1996 5.62578
threshold=13.665319288000001 13.775321858200002 81.355431485500006 93.883646373400012 61.917879202350001 85.589753040950015 12.651020723000002 19.224955043700003 66.859265246100009 90.321439350550008 113.89115178020002 108.63443756215001 8.8430989333000021 185.98753508445003 17.687678651600006 8.1436447804000007 22.724946859200003 23.109894804950002 194.82237869650001 200.24623605120004 85.968825637350008 245.99173885435002 242.83931210760002 42.968808980200009 21.869642762900003 22.454947490600002 84.812788641250009 24.040556609400003 7.943800736700001 17.352342178450005
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=-1 -2 -3 5 23 6 -4 -7 9 10 -9 13 16 -12 -10 -16 17 18 19 20 -13 22 -6 -5 25 -19 28 -28 -8 -30
right_child=1 2 3 4 21 7 26 8 14 -11 11 12 -14 -15 15 -17 -18 24 -20 -21 -22 -23 -24 -25 -26 -27 27 -29 29 -31
leaf_value=-0.0022190224477754315 0.012810808701175239 -0.021273713012869212 0.005658269693766726 -0.0018156382458138301 -0.0073440123709584233 0.011524800532043357 0.0133394371878418 -0.019655912440946728 0.0085548073906929131 0.014399192735042721 -0.0050729766892745973 -0.0097926422676301462 -0.017855441185728696 0.010567113410512603 0.0018231277034482531 -0.022988048711068972 0.018768435286908355 0.013541612793658564 -0.01936889859254411 -0.025249976242583426 0.0093137431587572896 -0.020547294579263051 0.021471198945209966 0.0094407502237406314 0.0059987733378834831 -0.0057256542626094985 0.0049602499500934717 -0.021440798787763483 -0.018333068053678785 0.00055465757248524038
leaf_weight=141.85195117117837 13.776163652539251 2.4846864342689505 17.939224686473608 39.691050422377884 15.519831976853316 20.800468735396862 3.936238186433914 3.3222689852118483 4.2784751057624844 14.46760457754135 7.9017688147723666 5.6113000884652235 4.6154785156249991 42.778642632067204 4.7606589645147315 8.0291880629956704 4.3437127918004981 4.2035142853856113 6.6581103689968577 3.5445914044976226 13.459925994276999 6.8976560663431874 2.0242035984992972 12.265922769904135 47.496399752795696 20.63988434523344 2.9700633659958831 8.4348268881440145 6.4852477051317718 13.674790235236285
leaf_count=2056 58 36 65 505 274 100 20 19 14 57 37 30 30 194 24 67 12 18 44 40 45 140 4 45 198 110 16 188 65 122
internal_value=0.000489374 0.00154772 0.00110343 0.00126377 -0.00220565 0.0022442 -0.00230939 0.00336606 0.0025007 0.00351709 0.00256046 0.00301818 0.00067585 0.00812861 -0.008161 -0.0137528 0.00148307 0.000744165 -0.00505734 -0.000844011 0.0036921 -0.00868368 -0.00401936 0.000841753 0.00309188 -0.00246562 -0.00633556 -0.0145654 -0.00244031 -0.0055213
internal_weight=504.864 363.012 349.236 346.751 76.3987 270.352 53.4404 216.912 196.112 179.043 164.576 161.253 110.573 50.6804 17.0683 12.7898 105.957 101.614 29.2739 22.6158 19.0712 24.4417 17.544 51.957 72.3398 24.8434 35.5012 11.4049 24.0963 20.16
internal_count=4633 2577 2519 2483 968 1515 476 1039 939 834 777 758 527 231 105 91 497 485 159 115 75 418 278 550 326 128 411 204 207 187
is_linear=0
shrinkage=0.0167019


Tree=172
num_leaves=31
num_cat=0
split_feature=16 12 19 10 0 19 8 15 2 13 6 3 18 16 9 7 0 17 6 5 5 13 17 0 16 3 6 6 14 13
split_gain=4.52962 4.06168 3.82253 6.82474 4.42293 3.23654 3.05623 4.9098 4.53162 3.18394 4.00469 3.16817 2.78785 2.72692 2.63079 2.48834 4.96323 3.03226 4.87343 3.7227 2.48339 5.25186 5.538 5.10386 4.0393 4.5689 4.92151 6.08888 4.54701 7.22882
threshold=11.949972055800002 175.541285848 10.650859343850001 90.679004281900021 121.52906132880001 12.350996516100002 1.5487913386000003 21.086216674150005 266.28898953815008 89.208417684550014 5.1351199812500008 108.48197402175002 16.222567477200005 21.074950717600004 43.730860148300003 19.052023743050004 75.381677519650012 171.19957438235002 16.455384477450004 30.475484469950004 30.133297129900004 118.84598011460001 162.43086425485004 78.099708689550013 22.834946602000002 93.915907870950022 16.715390552450003 16.525386113000007 206.58828306405002 117.66037007905001
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 3 -3 5 -4 7 8 12 -8 -11 14 -2 -13 -12 17 -17 18 -16 -20 21 22 -18 -23 25 -24 27 28 -27 -30
right_child=6 2 4 -5 -6 -7 9 -9 -10 10 11 13 -14 -15 15 16 20 -19 19 -21 -22 23 24 -25 -26 26 -28 -29 29 -31
leaf_value=-0.018958842699295715 0.014877661727636911 0.0065817209528773084 -0.020734439019103715 -0.018764128861603637 0.027783659288063575 0.0073844732421124489 0.020886081063273533 -0.021294013222046531 -0.019693774200783748 -0.019966695235525904 0.014649154082054758 -0.01945565334665339 -0.009842981869596085 0.012377830706435762 0.019142943032773734 -0.020352378812866008 -0.020403971260439538 0.020813364940789329 0.0086031563182627554 -0.021238873178938213 0.012649188391542884 0.0094295055803557699 0.0018811644479708393 -0.023293554755504937 0.016594729140397588 -0.025586396885013928 -0.030744081999116765 0.0064301305445166211 -0.015117076820965662 0.0155763886303774
leaf_weight=6.1306728734634808 5.1689257081598026 16.887070544064052 7.501038010232147 4.3345196465961626 0.82630137540400106 1.6151888901367781 2.6644430477172127 5.1420841217041007 2.6629629507660866 2.9022555453702799 4.8386952057480803 4.1087686186656347 2.0760071566328406 1.109616622328758 3.5921539440751058 3.4918995527550569 3.7698661731556049 4.5775684136897317 2.4610190019011497 3.0259836614131927 6.0818111486732951 2.1752285212278357 358.52867222577333 5.3626851104199886 5.7021859958767882 4.6794149205088678 2.3072800422087303 11.79431778565049 7.1116096116602403 3.8345491103827953
leaf_count=338 39 137 204 289 6 25 17 133 70 100 19 183 49 6 11 171 131 20 19 38 26 8 2228 62 16 40 60 51 121 16
internal_value=0.000487041 -0.00555206 -0.00291464 0.00140482 -0.0121342 -0.0157524 0.000977549 -0.00700811 0.000406104 0.00124816 0.00112963 0.00126925 0.00779406 -0.0126867 0.00143731 0.00128812 0.00103898 0.00885593 0.00282718 -0.00785419 0.00122057 0.00104906 0.00133145 -0.0138506 0.00153944 0.00131833 -0.00546987 -0.00334315 -0.0107201 -0.00436485
internal_weight=496.465 37.2948 31.1641 21.2216 9.94253 9.11623 459.17 15.05 9.9079 444.12 441.456 438.553 7.24493 5.21839 433.335 428.496 414.84 13.6567 9.07916 5.487 411.348 405.266 397.728 7.53791 393.958 388.256 29.7272 27.4199 15.6256 10.9462
internal_count=4633 999 661 426 235 229 3634 291 158 3343 3326 3226 88 189 3037 3018 2930 88 68 57 2759 2733 2663 70 2532 2516 288 228 177 137
is_linear=0
shrinkage=0.0180187


Tree=173
num_leaves=31
num_cat=0
split_feature=16 0 18 16 9 2 13 17 4 3 19 7 15 13 0 8 6 2 13 19 9 6 10 0 8 17 9 4 5 16
split_gain=19.9058 8.24835 8.48221 10.0202 9.03063 6.28993 8.32335 6.18121 6.16954 5.94429 7.66889 6.12495 5.78805 6.90697 6.44488 6.26267 6.18341 5.43804 5.61435 5.82825 5.32738 5.16692 4.99963 10.9373 5.47766 6.39194 4.96904 4.85879 6.09335 4.54871
threshold=18.594956516900002 86.09518316945001 13.829007611650001 22.644947046300004 196.40176798710004 314.93386866815007 116.60111757565001 166.68115439205005 195.04069921150003 90.988176966900014 14.551174033150001 24.717948180000004 30.054399297400007 95.937628385050019 81.446839061900008 2.9476996444500005 5.1351199812500008 185.00267682035005 108.34217419895002 11.950964240300001 66.544071737050004 16.455384477450004 62.025417527550012 86.393602021950016 8.4434108459500017 190.03457182425004 199.89081775665002 223.79242650755 19.768819263000005 22.724946859200003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=7 5 8 4 27 6 -2 -1 21 -6 11 -11 13 15 -15 20 -16 18 19 -18 -9 -3 -10 -24 -25 -26 -19 28 -4 -8
right_child=1 2 3 -5 9 -7 29 12 22 10 -12 -13 -14 14 16 -17 17 26 -20 -21 -22 -23 23 24 25 -27 -28 -29 -30 -31
leaf_value=-0.0026900969003490344 0.0031421432973754108 0.0038650387409491461 -0.0032242280810783359 0.0036186271645913324 0.0010537823232552057 -0.0047695407951154475 -0.00075393491121349306 -0.00097381654319679371 0.0025555110672711868 -0.0048685492593526693 0.0028176399670464831 0.0017381341096067494 -0.0032552108745234026 -0.0035731321625233586 -0.0043730684154831643 -0.0036062089888663955 0.0015249993744051549 0.0027970396683838681 0.0033210792852338927 -0.0011273269313349856 0.0054076320668107747 0.0010222219828030846 -0.0044653258481537825 0.0021837355092843612 0.0022237783376433343 -0.0038521457138214767 0.0002660868143572816 -0.0068038722767671794 0.0028281068158915418 0.0011429828739810302
leaf_weight=22.085448420606554 13.239995665848253 36.505512304604053 9.4639053270220774 14.688859343528746 76.056336730718613 4.3611749783158293 75.355841528624296 45.259664416313171 28.641459032893181 9.2347649112343806 4.6360553726553908 2.9993310123682013 11.300226936116813 6.938339313492178 4.240395536646246 15.649807277135549 17.937729585915804 26.189383186399937 6.9973447993397704 52.455426719039679 2.2139012329280368 14.377859503030775 6.3756497576832762 27.381916992366314 5.0461868494749051 6.2577235102653503 23.970686741173267 3.5450090020894995 3.7461803257465354 27.9641283005476
leaf_count=555 42 136 68 53 334 62 465 683 86 72 14 11 233 190 128 341 85 112 21 392 7 50 35 90 17 34 145 36 11 125
internal_value=0.000246192 0.000827179 0.00124522 0.000503153 8.59206e-05 -3.34906e-05 0.000143712 -0.000667325 0.00198599 0.000575325 -0.00158172 -0.00324884 -0.00045774 -0.00030113 0.000200068 -0.00140264 0.000398713 0.000557351 -0.000110358 -0.000451456 -0.000676222 0.00306176 0.0012433 0.000409251 0.00121261 -0.00113979 0.00158754 -0.00262839 -0.00150788 -0.000240523
internal_weight=605.116 369.878 248.957 124.37 109.682 120.921 116.56 235.238 124.586 92.9265 16.8702 12.2341 213.153 201.853 138.729 63.1234 131.791 127.551 77.3905 70.3932 47.4736 50.8834 73.7029 45.0615 38.6858 11.3039 50.1601 16.7551 13.2101 103.32
internal_count=4633 1741 1047 599 546 694 632 2892 448 431 97 83 2337 2104 1073 1031 883 755 498 477 690 186 262 176 141 51 257 115 79 590
is_linear=0
shrinkage=0.00401672


Tree=174
num_leaves=31
num_cat=0
split_feature=13 8 18 6 6 3 13 12 19 10 17 8 3 7 5 10 13 18 15 3 16 9 12 18 12 15 7 9 2 17
split_gain=4.35674 4.86409 4.0366 4.76271 6.0914 5.73873 3.97597 6.54462 6.23803 6.14955 4.25483 3.80892 3.83126 6.16419 3.61458 4.53667 6.55478 5.20409 8.17761 4.57235 4.19565 4.39223 5.77801 7.29079 6.51677 6.49581 5.40118 4.89238 8.51906 6.87163
threshold=95.937628385050019 2.9476996444500005 17.108018746400003 13.665319288000001 13.775321858200002 81.699554126200013 99.07774748140001 212.31925379130004 14.051133688400002 81.573196594050017 207.48293496715004 7.7439566930000003 84.049266532200008 20.797746106000002 15.839549529050002 71.053259929650025 108.06526301150002 14.830595894550003 23.949961253350004 93.883646373400012 18.124957616000003 181.33671263215004 133.01805689090003 13.581061237400002 114.82338089645002 30.247508226550003 23.109894804950002 194.82237869650001 200.24623605120004 190.37043331840002
decision_type=2 2 2 2 2 2 2 2 2 2 2 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 -6 9 8 11 -2 -9 12 -8 -14 -7 19 17 -17 -19 20 -16 -22 23 -23 25 -25 27 28 -24 -29
right_child=2 -3 -4 4 5 14 7 10 -10 -11 -12 -13 13 -15 15 16 -18 18 -20 -21 21 22 26 24 -26 -27 -28 29 -30 -31
leaf_value=-0.0015142456893368305 0.0060479546561146196 -0.015482737525584152 0.010404996020224922 0.014588526849566196 -0.023738901682743663 0.021820205286365177 0.0085357607838911186 -0.025026904252720725 0.019236092070218286 -0.018333508739186492 -0.0032278392534093071 -0.014950286913427211 0.0067299893260738862 -0.028086475071695191 0.019046761520856742 0.0092797532282725501 -0.018768979400518328 -0.032115030777281527 0.0019703192706316372 -0.0022007417869149156 -0.014022281601843697 0.012662224588079923 0.004099716346914156 0.0026975015893248725 0.011987784861334816 -0.021654053959217753 0.003070383328966037 -0.0056138976060397024 -0.028820356145819851 -0.041148231546268829
leaf_weight=39.137929196469486 23.315499140881006 12.101217831484972 16.698629893362522 13.065112084150313 3.3899441286921492 3.196349471807479 9.0037731453776448 9.8584259655326587 4.3497332334518424 4.5909912455826989 5.0056229531764975 10.104157254099844 3.9093041084706774 3.6421808982267976 6.1417109444737426 11.483572242781522 9.7551353909075242 3.8209907077252856 8.233587868511675 72.774111225735396 5.5368879176676264 44.081025563180447 18.29326996952296 9.7221078686416202 10.32035795599222 6.9760710448026648 112.45189145300537 5.7287011556327325 3.4671051744371644 3.115060206502676
leaf_count=764 174 449 98 57 40 8 47 151 13 125 41 121 24 80 19 48 193 29 62 955 31 200 74 44 40 50 599 32 40 25
internal_value=0.000502062 -0.0048132 0.00111819 0.000753593 0.00168706 0.00118908 -0.00369426 -0.00718075 -0.00214519 0.00203688 -0.0176858 -0.00563375 5.24067e-05 -0.0100625 0.00144126 0.001245 -0.00549713 3.24066e-06 -0.00883386 0.00199671 0.00334932 0.00291049 0.00334828 0.00783475 -4.13267e-05 -0.00747595 0.00111848 -0.00605361 -0.00114548 -0.0181302
internal_weight=493.27 51.2391 442.031 425.333 351.553 338.488 73.7797 45.8732 31.0091 27.9065 14.864 26.6594 16.5553 7.55149 335.098 331.902 33.2933 23.5382 12.0546 298.608 225.834 219.692 214.156 71.0996 27.0185 16.6982 143.056 30.6041 21.7604 8.84376
internal_count=4633 1213 3420 3322 2546 2489 776 477 285 299 192 272 151 104 2449 2441 332 139 91 2109 1154 1135 1104 334 134 94 770 171 114 57
is_linear=0
shrinkage=0.0192558


Tree=175
num_leaves=31
num_cat=0
split_feature=19 16 15 18 6 13 12 8 15 16 19 0 0 2 2 7 10 19 4 17 0 5 15 15 0 15 16 9 10 16
split_gain=3.78369 3.00426 4.89174 4.04794 3.71157 6.28544 4.44701 3.86788 4.71645 3.62899 3.1074 3.32866 4.63986 4.41597 3.47391 3.1758 4.70295 4.01257 4.26606 4.82356 4.62517 6.84743 5.50356 3.51576 2.83264 4.66397 2.79736 4.14327 3.54338 3.41512
threshold=8.9507221716000007 18.684956306450005 29.171703351550004 14.032563378150002 15.635365317800002 108.64328150955002 206.14208420540004 1.3489472949000001 5.1773271655500013 18.734956189500004 10.350835137000002 95.988709089550014 85.769879735700016 145.83272221200002 175.26802860955004 22.375171215700004 71.658163008950012 11.950964240300001 180.98021180325003 238.05090660085003 98.230883170350012 16.043149448600001 23.949961253350004 21.761438576950002 104.25302938255003 10.421341684100002 16.024962526700005 219.87257840710004 77.209829048350016 17.684958644900004
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=-1 2 4 -4 5 6 10 8 -8 -3 -2 12 13 -12 15 -13 -17 24 23 20 21 -20 -23 -19 -18 -26 27 -9 -28 -30
right_child=1 9 3 -5 -6 -7 7 26 -10 -11 11 14 -14 -15 -16 16 17 18 19 -21 -22 22 -24 -25 25 -27 28 -29 29 -31
leaf_value=-0.018425101953302932 -0.018950123208839247 0.014428174229725626 0.0050737099054144934 -0.015953138689104474 -0.013159297828290102 0.013876828995930993 0.016936753762924403 0.0068016516825246476 -0.012651193257643656 0.0013357715332113788 -0.019013500124673059 -0.021482106938336402 -0.017756292877692821 0.019310093282846955 -0.020826477539554144 0.020541176301120633 0.007709820327783762 -0.011978257207259813 0.0085313056537086041 0.018195824388770751 -0.020409389295271415 -0.033099968949323981 -0.00099515635213191138 0.0083906604818979619 0.022789682679029599 -0.018343158730797404 -0.016334557451958928 -0.013874129229106419 -0.0050322597612068257 0.019020243482863998
leaf_weight=3.1237063952721646 3.6233299118466666 6.3794064149260512 3.5873788706958285 10.893388574942945 6.4321419610641888 9.2630353122949582 1.9430339783430088 49.863989600911736 8.690675631631164 286.3076136149466 1.4137014048174017 2.0427802521735421 8.6867000553756935 2.3753833696246147 2.554463784210383 3.2014985010027877 18.640224745497111 3.3150580916553727 6.2008586516603881 1.8034300357103337 9.0136628914624435 3.1164317093789577 3.17964918166399 10.13083486817777 1.0924912095069874 3.1707920902408659 4.1774878501892072 3.0304414331912986 5.0151204206049442 2.6644143462181091
leaf_count=245 186 29 37 265 357 37 17 370 258 1658 73 28 185 10 68 9 120 37 27 15 178 23 17 50 2 137 52 77 52 14
internal_value=0.000409262 0.00053137 -0.00115515 -0.0107441 -0.000360069 0.000129359 -0.000671812 0.00235162 -0.00724477 0.00162113 -0.00339941 -0.00269455 -0.0108413 0.00501162 -0.00118796 -0.000415082 0.000269486 -0.000818279 -0.00433269 -0.00877433 -0.0110355 -0.00427438 -0.0168864 0.00336874 0.00482232 -0.00780263 0.00392757 0.00561709 -0.00360942 0.00331276
internal_weight=484.933 481.809 189.122 14.4808 174.642 168.209 158.946 75.3852 10.6337 292.687 83.5613 79.938 12.4758 3.78908 67.4622 64.9077 62.8649 59.6634 36.7599 23.314 21.5106 12.4969 6.29608 13.4459 22.9035 4.26328 64.7515 52.8944 11.857 7.67953
internal_count=4633 4388 2701 302 2399 2042 2005 840 275 1687 1165 979 268 83 711 643 615 606 347 260 245 67 40 87 259 139 565 447 118 66
is_linear=0
shrinkage=0.0171685


Tree=176
num_leaves=31
num_cat=0
split_feature=16 5 17 5 15 0 16 8 3 19 15 13 13 15 2 6 2 13 0 0 2 19 5 5 18 9 9 9 10 16
split_gain=19.8985 8.86975 6.67164 5.5852 7.19021 6.4596 5.79219 6.5804 7.34677 7.28627 9.79635 5.43736 9.43345 7.85071 8.98809 7.22473 7.64343 6.83201 6.02458 5.37601 5.47998 5.31864 5.30393 5.11355 4.96076 4.8332 4.66035 4.47598 5.27808 4.4165
threshold=18.594956516900002 23.605484525250002 166.68115439205005 10.36813655115 28.444110612900001 81.446839061900008 13.534968349350001 7.6440346712000009 76.822691077550004 12.851036860900001 26.135540888150004 112.67059178900001 111.38282034450002 29.326787846200002 90.828344481500011 16.455384477450004 199.01127796720002 117.62810858150002 92.464140480550014 86.09518316945001 131.42729508740004 10.650859343850001 20.743195000100005 21.836296031200003 14.032563378150002 226.58992707320002 57.312778687900007 186.70853236170004 62.079186690200011 22.674946976100003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 11 -1 -4 5 -5 21 -8 -9 -10 -11 12 13 -2 -15 19 23 -18 -14 27 -21 -7 -16 29 -6 -3 -23 -13 -29 -17
right_child=1 25 3 4 24 6 7 8 9 10 -12 15 18 14 22 16 17 -19 -20 20 -22 26 -24 -25 -26 -27 -28 28 -30 -31
leaf_value=-0.0027205158026809531 0.0022751044346578822 -0.00052308747488013661 -0.0015658910934519665 -0.0033942447937942003 0.0011553414541824528 0.00069602154170935468 0.0022715108105591905 -0.0039061355299269997 0.0014106422096496845 -0.0035475691424281084 0.0019311591359712625 0.0020998217176121711 -0.006157752213718554 -0.005935598344652418 0.00091378137092342935 0.00055032775680726603 -0.0057641756048029177 0.0020073129141583773 0.00097422594928883407 0.003441492222265515 0.0016619845687701259 0.00029190189321513078 -0.0039857381676556931 0.0019282140991365355 -0.0039554134791688908 0.0037280734505457983 -0.0042340546701057575 -0.0049646217891361677 0.001036387398932796 -0.0029581016744332266
leaf_weight=21.614982141181827 27.877206906676292 78.231668060645461 50.379821578040719 7.3090060111135235 3.9751914050430051 13.021045031026008 33.476833321154118 6.272823564708232 46.869970990344882 12.742056321352722 8.3821583427488786 8.4860691502690333 5.4446231946349126 4.2116439566016188 24.394228540360931 30.482805103063583 5.1522947251796714 2.6557889878749847 2.7676619589328766 45.234312929213047 65.819418124854565 5.3248048052191725 3.9816456176340571 40.709303647279739 11.323847690597175 4.3748330920934668 10.425200384110211 4.4102186262607557 4.6801323071122169 6.7982213273644438
leaf_count=555 99 554 940 190 30 111 156 77 203 141 49 28 47 51 112 110 48 9 10 172 241 33 44 127 239 13 168 25 17 34
internal_value=0.000265494 0.000836824 -0.000638558 -0.000423756 -6.21455e-05 0.000210737 0.000403748 0.000822703 0.000169634 0.000545645 -0.00137359 0.00116794 0.000204083 0.000741691 -0.000570078 0.00147664 0.000592018 -0.00312083 -0.00375417 0.00206669 0.00238681 -0.00116519 0.000226291 0.000963734 -0.00262747 -0.000297946 -0.00270391 4.40701e-05 -0.00187503 -8.94368e-05
internal_weight=596.83 365.712 231.118 209.503 159.123 143.824 136.515 107.744 74.267 67.9942 21.1242 283.106 68.677 60.4647 32.5875 214.429 85.7984 7.80808 8.21229 128.63 111.054 28.7711 28.3759 77.9903 15.299 82.6065 15.75 17.5764 9.09035 37.281
internal_count=4633 1741 2892 2337 1397 1128 938 626 470 393 190 1174 363 306 207 811 328 57 57 483 413 312 156 271 269 567 201 70 42 144
is_linear=0
shrinkage=0.003936


Tree=177
num_leaves=31
num_cat=0
split_feature=16 12 8 13 6 19 15 19 17 17 4 7 0 10 10 10 10 7 17 0 9 16 10 18 4 4 6 16 18 5
split_gain=3.77998 4.56796 4.55458 3.87877 3.44203 3.29921 3.19594 5.20802 3.37355 2.95641 2.92597 2.82091 5.89291 2.66082 2.65057 4.09284 3.0535 2.79927 2.63861 4.81128 4.56658 3.93365 3.82594 4.28844 3.34201 7.05795 6.08449 4.8293 4.68038 4.66947
threshold=13.534968349350001 234.58875745590004 2.9476996444500005 73.265860971000009 6.355148487000001 11.850956171350001 13.019805569300003 10.350835137000002 198.14651800945003 158.19986339130003 191.74731805145004 21.034091097450002 109.89341454020003 81.573196594050017 84.92839234085001 87.313054702550019 72.327589083450007 22.557405306150006 243.29790314680005 98.51854819030001 191.61296531520003 17.684958644900004 76.279622535200005 15.771515858900001 309.77412212245002 312.24436677560004 13.115306437050002 22.664946999500003 15.105469479800002 21.438877744300004
decision_type=2 2 2 2 2 2 2 2 2 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 14 -6 7 -1 -9 -7 13 -5 -13 -8 16 -16 17 -2 19 22 -21 -22 23 24 -11 -26 -27 28 29 -28
right_child=4 2 -4 11 5 9 10 8 -10 18 -12 12 -14 -15 15 -17 -18 -19 -20 20 21 -23 -24 -25 25 26 27 -29 -30 -31
leaf_value=-0.022161040434795071 -0.014367371182976403 -0.021443538371566338 -0.016520098433540565 0.020933204825243044 0.010220488399774257 -0.023590725424020961 0.014880421423531633 0.01682108305148473 -0.02085890347910941 0.002472923500369195 -0.020114566308076568 -0.011263275575730911 0.012422673685696798 -0.020831966206723486 0.01471185666925405 -0.021311566690994654 -0.02239503523232372 0.016217435301002274 0.016118215238544377 0.007952106061128757 -0.014561085402134343 0.0061657691543958084 0.015509346367893515 -0.018841139042330566 -0.024174274257232769 -0.023437095367542245 -0.024373943952303863 0.014602670004913967 0.014234594057557223 -0.001677656763401706
leaf_weight=3.0226691416464764 2.7409375831484812 2.0403641038574341 4.8077361816540352 4.4272697046399143 15.920649928972123 1.8697733348235477 2.0081603466533156 4.7817721394822001 1.1384296282194553 288.3209114940837 12.761442410759626 6.6005575116723803 10.58079072833061 1.3502115239389239 3.843760196119546 1.78841654676944 6.2216897858306766 2.005281426012516 4.5378197021782389 6.5354317091405418 18.844272455200556 4.3640112970024338 7.5561648160219184 4.0194783601909867 5.360736519098281 4.1408174447715274 3.951397859491407 8.8055514432489854 6.2605787841603151 31.256849621422589
leaf_count=218 40 120 145 12 94 105 12 37 70 1874 370 82 120 77 22 54 203 12 29 39 251 29 27 54 107 45 36 51 43 255
internal_value=0.000470268 -0.00445886 0.000934678 0.00448316 0.00108614 0.00144021 -0.0105828 -0.00115145 0.00957538 0.00108706 -0.0158151 0.00693125 0.00332324 0.000522489 -0.00769632 0.00327314 -0.0133293 -0.00144527 0.00120418 0.00103039 -0.00657333 -0.0106637 0.00165919 0.00136198 0.00159527 -0.002638 -0.000516341 0.00137151 -0.00143801 -0.00422485
internal_weight=481.864 53.5194 28.4567 23.649 428.345 411.744 25.0627 8.94287 5.9202 395.824 16.1198 21.6086 17.1813 3.35837 16.6001 5.63218 10.9679 4.74622 393.954 389.416 29.7437 23.2083 359.672 352.116 348.097 59.7759 54.4152 50.2744 41.4688 35.2082
internal_count=4633 1263 479 334 3370 3039 784 325 107 2945 459 214 202 89 331 76 255 52 2840 2811 319 280 2492 2465 2411 537 430 385 334 291
is_linear=0
shrinkage=0.0196719


Tree=178
num_leaves=31
num_cat=0
split_feature=7 17 15 16 2 16 7 7 0 0 2 2 16 6 7 6 6 12 5 12 15 18 17 2 7 2 9 13 17 10
split_gain=3.38174 3.26862 2.42552 2.67259 4.31726 4.33843 4.03532 3.95371 3.77514 3.26464 3.91258 7.65251 9.67124 6.74824 7.44015 4.0469 4.42998 4.01408 3.80985 4.08925 4.39563 5.21711 6.20965 4.09338 4.99946 3.19749 5.65915 4.40564 7.22365 3.23157
threshold=29.911984439950004 158.19986339130003 52.561095883800007 20.394952307700002 325.13486840910008 19.934953383400003 24.355397875400005 29.467962229850006 109.03310793845002 86.538778761000017 340.55256999290003 222.85070906495002 22.644947046300004 15.885371159150003 24.775165158000004 16.455384477450004 16.285380505300001 120.41084184385001 20.315138807500002 79.204428604100016 38.86986296220001 13.391483899700001 188.70679832985002 72.043920985000014 22.276766275150006 163.12111328040001 191.61296531520003 117.55820867010002 189.19102531915004 61.907125369850007
decision_type=2 2 2 2 2 2 2 2 2 2 2 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 -6 18 11 15 13 -13 -15 16 -11 -17 -5 -20 21 22 23 -21 -25 -22 29 28 -28 -27
right_child=-2 2 -4 9 8 6 -8 -9 -10 10 -12 12 -14 14 -16 17 -18 -19 19 20 25 -23 -24 24 -26 26 27 -29 -30 -31
leaf_value=-0.020026751804233661 -0.023292577372701437 0.00019290418054609086 -0.020761331318996507 0.016706971054626769 -0.020595020783818408 -0.029978807490078602 0.0065822995798921263 0.024743885221066186 0.0052658493282071034 0.004891218886700929 0.021004686143582842 -0.042500425543680928 0.015312479189900197 -0.02381394178773202 0.017908836949067086 -0.018761334104944166 0.017830008576608727 0.0048272395766230788 0.016318555706190955 -0.041284599990944561 0.0061584951985856366 -0.028539338689673194 0.0078398593301775583 0.0024554113690061245 -0.025897918859583664 0.00066124848240550792 0.014264282830780611 0.0033016739112803734 -0.038569130119893304 -0.036733448161779154
leaf_weight=3.8867950215935698 3.0431914185173801 212.78552379086614 2.6538592316210261 6.8158816285431376 9.8151710643433017 4.5785866677761069 2.3345632553100586 3.4135095113888374 4.0983356051146975 29.042210023850203 7.8901840373873702 4.2367250770330456 6.1954537257552138 5.7930594086647016 3.5186799354851246 4.9095196947455433 25.411963704973459 14.935096412897108 6.8255886733531943 2.3780836164951351 35.913138824515045 5.6160518750548354 11.742095939815043 7.861882917582987 5.3545865602791309 1.7500194460153569 2.1436526533216229 32.549835491925478 3.4725766964256763 3.6571483016014099
leaf_count=233 282 2534 49 36 206 44 11 28 39 126 38 41 29 52 16 26 128 57 24 19 143 32 48 62 32 8 16 191 33 50
internal_value=0.000487863 0.000641323 0.000813086 0.000936206 -0.000746525 1.62113e-05 -0.0176322 0.000580533 -0.0129775 0.00268545 0.00569717 0.00441287 -0.0081106 -0.0188215 -0.00804792 0.00774082 0.0109293 -0.00100853 0.000250542 -0.00068993 -0.00172243 -0.00867209 -0.00459055 -0.0139502 -0.0090318 0.0011587 -0.00296214 0.000107749 -0.0184032 -0.0246307
internal_weight=474.623 471.58 467.693 465.039 237.026 223.112 6.91315 216.199 13.9135 228.013 101.933 94.0427 19.7439 13.5485 9.31174 74.2988 54.4542 19.8446 126.081 119.265 112.439 32.9527 27.3366 15.5946 13.2165 79.4864 43.5732 38.1661 5.61623 5.40717
internal_count=4633 4351 4118 4069 2862 2617 55 2562 245 1207 513 475 138 109 68 337 254 83 694 658 634 193 161 113 94 441 298 240 49 58
is_linear=0
shrinkage=0.0226314


Tree=179
num_leaves=31
num_cat=0
split_feature=16 15 13 2 3 0 10 10 17 4 4 7 13 4 0 15 19 15 5 19 4 19 15 18 13 15 7 16 16 5
split_gain=16.9747 6.81412 6.0465 6.32266 5.89812 8.57763 5.65172 6.6619 7.94247 6.73365 7.89359 6.97433 11.2571 5.61857 5.39476 7.17094 6.45702 7.4661 4.5805 4.57793 4.46996 5.46031 4.48716 4.43994 9.34234 6.94697 4.62132 4.17255 3.90207 3.88025
threshold=18.594956516900002 46.055224235250002 117.97223122220002 98.91243606750001 85.589753040950015 96.082805124100005 90.937096262400004 74.927328095600004 195.59800312745003 309.31594811510007 371.16724128940001 24.545313225450005 83.654063187050014 162.32075757215003 104.22883325935001 8.0321742805500005 12.651020723000002 24.089489904150003 13.8160216159 10.350835137000002 195.04069921150003 12.751028791950002 29.171703351550004 15.711526640050002 104.04332964835001 18.019770707250004 26.756201080000004 16.499961415900003 22.724946859200003 24.367802910700004
decision_type=2 2 2 2 2 2 2 2 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 5 13 7 8 20 14 -11 -12 -13 -2 16 -16 19 -18 -19 -9 -1 -22 -23 24 25 -21 -25 -17 29 -3
right_child=1 28 3 -5 -6 -7 -8 9 -10 10 11 12 -14 -15 15 27 17 18 -20 23 21 22 -24 26 -26 -27 -28 -29 -30 -31
leaf_value=-0.0025615070716196622 0.0010815745103000859 -0.0051615757604962648 0.0010637023961809727 -0.0030259146060870258 0.0012085021499601374 0.0016045714202834944 -0.0028649769957488761 -0.0043692014181000959 -0.0044422309461020926 0.0024709924832634232 0.0020855185127413444 0.0022631204912531631 -0.0036865122735489902 -0.0035371866154678719 0.0052992947970977641 -0.0041662213639175171 -0.0042677830775580032 0.0039412804493002846 -0.0021454454514900721 0.0027129713567292275 -0.0012656298923855449 0.0023679806568891251 -0.0023407785100123418 0.0022366647006113191 0.002328850831684633 -0.0039847043447792949 -0.0017077853907707364 0.0040100890937636493 0.0019414308793428477 -0.001011432531565309
leaf_weight=15.617644309997557 5.1302153915166882 3.7647738792002263 10.20430836454034 10.800266040489076 271.14586052112281 15.115599967539309 13.858083602972327 2.6344561409205189 9.896707780659197 27.627956843003631 11.055870961397888 6.7635535076260593 12.704969910904763 12.716452337801455 1.4016773402690876 11.95323525369167 9.9963248539716023 3.2997094932943574 3.5753043740987778 2.7071058079600361 27.965162095613778 13.681099749170246 3.5345120830461374 25.260273437947038 8.9586768653243762 10.433123871684073 4.9265359602868548 0.93396341428160745 4.9552266970276824 18.452473346143961
leaf_count=390 33 43 55 125 1121 52 554 77 162 138 73 39 191 112 4 266 130 23 35 10 332 112 58 116 27 107 43 5 20 180
internal_value=0.000231142 0.000744286 0.000894079 -0.00103912 0.0010276 -0.000460457 -0.000558999 -0.000410314 -0.00134717 4.88842e-05 0.00102825 -0.000277583 -0.00161955 -0.00220947 -0.000612738 -0.00270327 -0.000196653 -0.00221249 0.00077592 0.000422607 -0.000843364 -0.000249453 0.00140123 0.000664046 -0.00060479 -0.00260487 0.00159292 -0.00357367 -0.00104795 -0.00171469
internal_weight=581.071 352.285 325.113 21.0046 304.108 32.9623 228.786 214.928 70.6951 144.233 58.1524 30.5244 19.4685 17.8467 86.0804 14.2889 71.7915 16.8713 6.87501 54.9202 60.7984 45.1808 17.2156 52.2857 22.0989 13.1402 30.1868 12.8872 27.1725 22.2172
internal_count=4633 1741 1498 180 1318 197 2892 2338 1054 1284 441 303 230 145 843 275 568 188 58 380 892 502 170 303 144 117 159 271 243 223
is_linear=0
shrinkage=0.0037255


Tree=180
num_leaves=31
num_cat=0
split_feature=16 0 2 16 16 9 17 6 4 8 13 0 16 3 10 13 2 10 3 17 19 12 6 13 18 16 19 7 4 16
split_gain=10.8449 7.22316 5.61059 5.58557 5.52344 4.96584 7.05316 5.12011 4.94546 4.82381 4.79898 4.68223 19.2408 5.86128 4.53877 4.20918 4.01233 6.56495 8.44206 7.1868 5.85407 5.2345 5.4396 5.11702 4.93201 4.72951 6.46223 4.4181 4.84787 4.11278
threshold=20.394952307700002 86.09518316945001 325.13486840910008 11.864972254500001 20.034953149600003 194.57718764590001 196.58703564235003 16.515385879350003 398.10712430820007 7.8438787148500007 116.67639440335002 90.321439350550008 21.374950016100005 88.396503329100014 83.602982482550019 117.15225149240001 201.25557642380002 70.182199495350019 84.812788641250009 168.62011096010002 13.451085274650001 174.01334043920002 13.955326063950002 98.255079293500017 14.170404054850001 15.954962690350003 13.351077205700003 26.296311413900003 371.16724128940001 14.034967180100002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 15 3 8 10 6 7 -3 9 -1 16 12 -7 -13 -11 -2 17 19 21 20 -5 29 23 -23 -20 27 -27 -18 -29 -19
right_child=1 5 -4 4 -6 11 -8 -9 -10 14 -12 13 -14 -15 -16 -17 25 18 24 -21 -22 22 -24 -25 -26 26 -28 28 -30 -31
leaf_value=-0.0053689936132629386 0.0067454747734006174 0.0050994721703271446 -0.0037928819393752895 -0.0057865994544909535 -0.0066078621231950444 -0.011526196747864648 -0.0015285308087728397 -0.0012485467038965631 0.0014520446131730707 0.006631776762174333 -0.0064805592631265972 -0.00044376099286554056 0.0012906611934685303 0.0061497807137926314 -0.0045012559455314214 -0.00031348650513751366 0.0041094225251728901 -0.0038313475063835112 0.00084408764560877975 0.0024708457788625723 0.0047731157028164124 -0.0069846479886932567 -0.0098734354473989372 -0.0001212418267988403 -0.0074312928909904038 -0.0036641791843635948 0.0028479382991238346 0.0028381657342150175 -0.0070579896301930468 0.00092924087827439225
leaf_weight=19.280343837104741 3.2028573006391516 41.980209708213806 17.517999169416726 7.6322307148948294 4.4633935429155818 4.5326855182647696 8.7315088808536512 5.2393470183014861 8.2841110918670875 2.7114016041159621 3.8866564668714991 7.7209976762533215 81.52508632093668 13.734851919114588 2.6590306293219328 93.516247220337391 28.675379119813442 7.4016528101637951 3.5095013435930005 48.046985510736704 2.5736491782590747 5.1186099713668289 3.376506980508565 17.938772523775697 10.659667151048778 11.561426650732757 10.809581236913798 4.5746607258915892 3.0079952031373978 65.766670551151037
leaf_count=637 8 171 326 231 41 30 43 22 146 8 148 42 348 49 63 548 138 120 28 245 20 105 40 115 213 173 66 27 55 427
internal_value=0.000334734 0.0012318 -0.000471613 -0.00025766 6.44643e-05 0.00200781 0.00347069 0.00439511 -0.00259526 -0.0039554 0.000191441 0.00124651 0.000615594 0.00377706 0.00111954 -7.97287e-05 0.000303869 -0.000162338 -0.00100871 0.00149068 -0.00312372 -0.000386634 -0.00269595 -0.00164488 -0.0053816 0.00167177 -0.00051755 0.00302257 -0.00108758 0.000447663
internal_weight=549.64 260.184 289.456 271.938 239.003 163.465 55.9511 47.2196 32.9349 24.6508 234.54 107.514 86.0578 21.4558 5.37043 96.7191 230.653 172.024 113.771 58.2529 10.2059 99.6022 26.4339 23.0574 14.1692 58.629 22.371 36.258 7.58266 73.1683
internal_count=4633 1261 3372 3046 2192 705 236 193 854 708 2151 469 378 91 71 556 2003 1544 1048 496 251 807 260 220 241 459 239 220 82 547
is_linear=0
shrinkage=0.00605478


Tree=181
num_leaves=31
num_cat=0
split_feature=16 5 10 5 17 4 19 0 5 2 3 5 12 2 15 13 10 8 19 13 0 18 6 2 13 18 10 5 7 16
split_gain=10.6144 6.47794 4.43638 6.03174 5.61858 6.21928 5.36491 5.17124 8.34963 5.21812 4.38949 4.20472 4.33833 7.88004 8.1214 4.04029 4.0393 4.62274 3.94151 3.92296 8.26364 6.22177 6.21251 7.84143 6.41784 5.88428 5.4352 5.25111 4.97907 4.1598
threshold=18.594956516900002 23.605484525250002 74.257902021100008 12.306951632950001 195.59800312745003 195.04069921150003 12.751028791950002 97.886760529650019 13.812766882300002 217.42844949650001 75.790323155500019 16.222050829800004 211.51213392550002 85.298498744850022 23.949961253350004 113.62230596715001 81.573196594050017 8.0437227585500022 9.4507625164000029 112.67059178900001 91.886121982450007 13.391483899700001 16.455384477450004 199.01127796720002 117.62810858150002 14.032563378150002 61.917879202350001 21.836296031200003 23.853977146050003 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 19 4 10 5 -1 -7 11 16 -10 18 -5 13 -13 -15 -3 -9 -18 -4 20 21 -2 26 27 -25 -22 -21 29 -27 -24
right_child=1 15 3 7 -6 6 -8 8 9 -11 -12 12 -14 14 -16 -17 17 -19 -20 22 25 -23 23 24 -26 28 -28 -29 -30 -31
leaf_value=-0.0054119963642012452 0.0016983516507005809 0.0055979664318090106 -0.0065840627840552824 0.0066845455499014933 -0.007376199937922566 -0.0021805932204681361 0.0025891238798219206 0.0035929570446902532 -0.0037612620827439437 0.0012797054077517374 -0.0064388267382731335 0.0035224732818844267 0.0052713730920206274 -0.010759684130072434 0.0034668850122599299 -0.00094688945288425345 -0.0075568022643449665 0.0038873696645336697 -0.00051031841050668339 -0.0039832761279609647 0.005817977152118594 -0.0097738039827659287 0.00047970320934973449 -0.0096295582451723059 0.0026856076683754128 -0.0064386672699105569 0.0031253641519807186 0.0028099694512237145 0.00076490935870636098 -0.0051098987494173371
leaf_weight=12.12000718899071 2.8439714759588224 3.8843999691307536 4.704104082658886 8.0807403475046176 7.2938504992052904 23.082264916971326 15.308788390830157 21.362160891294483 25.905568176880479 11.605527764186261 7.3480446981266132 8.463625445961954 7.6738840937614432 4.2622534055262795 2.4759981520473957 70.476520640775561 3.0480147367343298 2.5139204859733582 36.745954480022192 4.3628991693258277 8.4298888891935331 5.2538777776062489 28.762589871883392 4.9469515159726134 2.4794987738132477 4.0809714570641509 111.14995590597391 38.538186892867088 45.50484312698245 6.342566803097724
leaf_count=385 10 17 306 29 142 304 168 105 317 82 190 27 27 45 10 550 54 17 684 24 24 47 110 48 9 25 459 127 257 34
internal_value=0.000344227 0.00102289 -0.000788224 -0.000201998 -0.00225052 -0.00151036 -0.000278624 0.000711918 -0.000296319 -0.00220164 -0.00198854 0.00281054 0.00144206 -0.000490966 -0.00553207 -0.000605005 0.00235821 -0.00238419 -0.00119962 0.0014837 0.000167222 -0.00574477 0.00192645 0.000600726 -0.00551784 0.00099242 0.00285687 0.00121774 0.000172046 -0.000530189
internal_weight=539.052 337.057 201.995 144.19 57.8049 50.5111 38.3911 95.3917 64.4352 37.5111 48.7981 30.9565 22.8758 15.2019 6.73825 74.3609 26.9241 5.56194 41.4501 262.696 66.1136 8.09785 196.583 81.0698 7.42645 58.0157 115.513 73.6433 49.5858 35.1052
internal_count=4633 1741 2892 1893 999 857 472 713 575 399 1180 138 109 82 55 567 176 71 990 1174 363 57 811 328 57 306 483 271 282 144
is_linear=0
shrinkage=0.00624749


Tree=182
num_leaves=31
num_cat=0
split_feature=13 8 6 13 17 18 7 9 0 13 15 9 0 17 9 10 9 8 15 2 16 13 13 2 19 9 18 7 0 9
split_gain=3.85747 4.32298 3.52875 3.69938 3.40045 2.94715 5.07235 3.81156 2.95281 2.99911 3.26597 3.1666 5.69482 2.75942 4.94974 3.7642 2.70225 7.38405 2.58852 3.39688 2.75867 2.69848 2.66301 6.23261 5.10146 4.60282 3.45115 3.56099 7.07932 3.76246
threshold=95.937628385050019 2.9476996444500005 5.1351199812500008 96.357027853400012 158.19986339130003 14.693728290050002 21.698399695800003 66.544071737050004 104.03526427400001 75.758061657900015 6.8054746905500005 40.734022239000005 104.22883325935001 246.55589432395001 38.283670303850009 81.573196594050017 54.842324361600014 3.0476216663000004 46.723315192750007 247.02271001585004 23.044946110900003 117.56896250265002 117.97223122220002 98.91243606750001 14.651182102100002 227.40597858270002 11.634276750250001 19.164717746300003 83.479313408550013 186.70853236170004
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 5 -2 -4 -5 -1 -7 8 -8 -10 -11 12 -12 14 -6 16 -16 -18 22 20 -20 -21 24 -24 26 -25 -19 -28 -29 -30
right_child=2 -3 3 4 13 6 7 -9 9 10 11 -13 -14 -15 15 -17 17 18 19 21 -22 -23 23 25 -26 -27 27 28 29 -31
leaf_value=-0.016638388857584254 -0.018240154350953351 -0.013472937038867473 0.015389249721183993 -0.019994755956109819 -0.024068314487874748 0.018292988203207305 -0.019689989577458086 0.020583781664102668 -0.018596545818891894 0.018020172521075035 0.01442100624218088 0.0073078813354116069 -0.013476429756446431 0.018045455205377002 0.0093281384749450674 -0.01558312298608627 -0.024287798486115675 -0.017041270934362827 -0.02148483593555512 -0.014265303067093782 0.005807072678473915 0.0052883952690763909 0.0053836293920933986 -0.019308625353812541 0.012162583806774954 0.01241413325047573 0.0109152606631809 -0.019028761962370997 0.00617624763008018 0.00083101172732166339
leaf_weight=3.3685940355062476 2.8010873626917592 11.233676819130777 5.2782257273793212 2.2803159984759978 2.3249984830617896 4.0294674113392821 3.0992669425904813 2.0133491531014434 2.8144524195231524 2.6744442731142071 2.7693860158324268 6.6905474215745917 9.7830265518277866 2.7942754719406357 11.780245622619985 3.97007574699819 3.3820053320378056 2.9608658049255601 4.877279574051502 2.7717666039243332 1.4078103899955747 8.3631068728864175 9.2900394387543219 8.3413136256858689 13.551631480455397 1.609468214213847 11.647145655937491 4.9996599163860074 45.00625778362155 283.66082742251456
leaf_count=56 137 449 27 123 26 24 68 8 187 10 20 78 313 15 62 112 42 100 84 36 5 53 53 121 47 6 86 246 224 1815
internal_value=0.000460008 -0.00413448 0.000974264 0.00109934 0.00092188 -0.00131767 0.000205894 -0.00223614 -0.00388698 -0.00190662 0.000236558 -0.00223506 -0.00732154 0.00103471 0.000921519 0.00106064 0.00122039 0.000982718 0.00119719 -0.00527699 -0.0153717 0.000420959 0.00149315 -0.00473291 0.00182423 -0.0141777 0.00142196 0.00158027 0.00125442 0.00156297
internal_weight=481.575 48.4762 433.098 430.297 425.019 37.2425 33.8739 29.8445 27.8311 24.7319 21.9174 19.243 12.5524 422.739 419.944 417.619 413.649 401.869 398.487 17.42 6.28509 11.1349 381.067 19.2408 361.826 9.95078 348.275 345.314 333.667 328.667
internal_count=4633 1213 3420 3283 3256 764 708 684 676 608 421 411 333 3133 3118 3092 2980 2918 2876 178 89 89 2698 180 2518 127 2471 2371 2285 2039
is_linear=0
shrinkage=0.0171747


Tree=183
num_leaves=31
num_cat=0
split_feature=16 15 13 6 3 3 7 6 16 16 7 2 18 6 4 16 6 9 8 18 13 17 6 4 8 16 8 16 13 3
split_gain=13.2016 6.37799 7.30018 6.71488 5.92131 10.7983 5.72421 5.32014 6.21181 5.76458 8.36764 6.49319 5.75548 5.87358 5.26377 5.12436 4.87737 4.60707 9.41158 4.58944 5.42454 4.39781 4.36185 4.26701 4.7335 4.14877 3.97509 3.88587 12.9318 7.15376
threshold=18.594956516900002 46.055224235250002 118.84598011460001 19.835463452400003 85.589753040950015 84.812788641250009 24.176603375500004 15.635365317800002 11.864972254500001 16.094962363000004 26.709562027450005 186.79363985910004 18.281462078100002 14.815346158200002 267.69992774740007 23.044946110900003 16.495385412050002 191.61296531520003 5.1459841250500009 15.917243450850002 104.04332964835001 236.15709471040003 16.475384944750001 398.10712430820007 8.0437227585500022 22.584947186600004 7.7439566930000003 19.224955043700003 112.67059178900001 87.684061924550022
decision_type=2 2 2 2 2 2 2 2 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 5 -2 -7 8 23 10 11 14 13 17 19 16 22 18 -11 20 26 -19 25 24 -1 -3 -10 -6 29 -29
right_child=1 15 3 -5 27 6 -8 -9 9 12 -12 -13 -14 -15 -16 -17 -18 21 -20 -21 -22 -23 -24 -25 -26 -27 -28 28 -30 -31
leaf_value=-0.0040420761652593907 0.0012614560090441801 0.0012511885262590429 -0.0047507741831716247 0.0013042091070000774 0.0031928966806246827 0.00036968167165520559 -0.0066810178443031647 -0.0039672062348554216 -0.00039523628472136431 -0.0027261288445904501 -0.0024934273550011213 0.0025289283029859039 0.0047831312116818417 0.0020681562213669086 -0.0060869925161791249 0.0041257478918432337 -0.0061533143838025609 -0.0046336970992539245 0.0048607763048881293 0.0023493816286695758 0.0017097234027727026 0.0012031524984166184 0.0023951965269017293 -0.00019070671193780633 0.0015818164141469971 -0.0040483509959092657 -0.0046845108902858479 -0.00066958076372508949 0.0015463261440197505 -0.0070741464879614628
leaf_weight=22.730447530746464 21.863255862146616 4.81426265835763 9.0121826604008692 7.3432814404368392 24.768855042755604 3.7912672162055951 7.7317380756139755 10.101687861606477 11.238083295524122 13.202310945838692 16.783977297134697 40.418152907863259 3.1907941102981559 7.600295888260006 2.9404707103967658 3.4478197842836371 4.9828232489526263 20.07661005482078 4.9728703573346129 17.183672143146396 12.906279275193809 3.3240040130913249 6.0276915021240702 16.664120027795434 3.8691961802542201 10.131653947755693 8.2978735640645009 13.490317538380625 231.52547976002097 5.3934407010674468
leaf_count=664 95 29 110 29 107 22 80 371 105 259 234 214 16 44 47 10 60 365 15 102 49 18 34 273 37 110 79 62 946 47
internal_value=0.000280294 0.000838237 0.00102794 -0.00203221 0.00119015 -0.000679165 -0.00436122 -0.00063707 -0.000473292 -5.10555e-05 0.000561093 0.00111244 -0.00133421 -0.00173113 2.33109e-05 -0.00125803 -0.00197316 -0.00242566 -0.000650293 0.000385363 -0.000654918 -0.00380459 -0.000980062 -0.00205566 -0.00322402 -0.0023413 -0.0022171 0.00141694 0.00124128 -0.00249881
internal_weight=569.825 354.324 324.92 16.3555 308.564 33.3863 11.523 215.501 205.399 162.135 109.769 92.9845 52.3669 49.1761 52.5664 29.4043 25.9564 41.5758 18.1752 49.6259 32.4422 23.4006 20.9736 43.2638 26.5996 14.9459 19.536 275.178 250.409 18.8838
internal_count=4633 1741 1498 139 1359 197 102 2892 2521 1547 830 596 717 701 382 243 233 657 274 335 233 383 173 974 701 139 184 1162 1055 109
is_linear=0
shrinkage=0.00470027


Tree=184
num_leaves=31
num_cat=0
split_feature=16 16 10 18 9 0 10 7 16 0 6 2 5 0 8 5 4 18 2 10 10 7 4 15 2 10 10 6 15 12
split_gain=3.65251 3.17572 3.52539 4.44972 2.7754 2.91863 2.77342 2.572 6.17248 3.74816 3.75698 4.46489 4.29884 5.30421 5.19301 4.01419 3.58345 4.94623 3.403 2.66899 6.04682 3.16479 2.39599 2.35114 3.0474 2.74944 5.6017 4.36562 6.22634 5.40098
threshold=11.949972055800002 10.604975200950003 90.679004281900021 17.232128601400003 56.26909282270001 110.78598263955001 54.884872733100003 26.709562027450005 17.684958644900004 105.7585659356 10.715250360100002 197.03438354685002 13.252098438300001 98.51854819030001 7.7439566930000003 16.222050829800004 371.16724128940001 18.685514780050003 219.56639384385002 87.143681840350013 72.327589083450007 21.833224794850004 315.43554467000007 46.723315192750007 247.02271001585004 70.182199495350019 71.504920895500007 16.455384477450004 41.54912092575001 216.20511703005005
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 3 4 5 -1 -2 9 16 10 11 19 -12 15 -15 -14 17 22 -11 20 21 -8 -9 25 -25 27 -27 -17 29 -29
right_child=6 -3 -4 -5 -6 -7 7 8 -10 18 12 -13 13 14 -16 23 -18 -19 -20 -21 -22 -23 -24 24 -26 26 -28 28 -30 -31
leaf_value=0.011228592487147136 -0.023421709434306243 -0.017201454684944169 -0.016103706472193193 0.014471535392564835 -0.024733773558899292 -0.024101977653350124 -0.0092645913494935304 -0.017086826473482562 0.013467954645978599 -0.0073395595862175188 0.017072092062968718 -0.022100849623371607 0.014205075316335559 0.0068455421107809266 -0.016999817103770163 0.0054447846764440252 -0.025675846545824329 0.028975121915839085 0.023410082055765499 0.025214735691086152 -0.025578667138088391 0.015373813943791019 0.0077178207734993577 -0.018927403568946378 0.00049066576450712573 -0.011261719433753535 0.0029350047335200847 -0.0014352133174037351 0.0071357964905737793 -0.018425444398758466
leaf_weight=3.9782894821837598 2.2041646903380743 9.4501585569232684 6.3210702347569159 8.3408492403104884 3.0603355383500457 1.5634632799774406 4.2785169184207934 7.6071862303651923 6.0120282638818017 2.3215504372492415 8.6721285283565503 6.8529741540551177 12.658803500235079 6.419318592175844 13.826886731199918 151.65686598047614 6.1899127317592493 1.743329576216637 6.7524665649980307 1.6695382893085486 4.3817153275012979 6.0287906881421804 2.4782738946378231 5.9571406142786172 11.123572487384079 21.147690238431096 36.142780412919819 70.999402560293674 38.242817748337984 10.281762619502841
leaf_count=41 132 270 487 63 88 50 33 130 44 45 38 143 60 45 194 840 136 10 31 5 129 29 15 89 89 319 212 560 176 130
internal_value=0.000574954 -0.00649107 -0.00214036 0.00306908 -0.00798709 0.00126098 0.00109366 0.00121551 -0.0057553 0.00161491 0.00130691 -0.00725464 0.00182025 0.00147076 -0.00943934 0.0020874 -0.0121692 -0.00510133 0.0155429 -0.00103522 -0.00401876 0.00514652 -0.0109916 0.00164349 -0.00628166 0.0020556 -0.00230545 0.00297693 -0.000154382 -0.00358441
internal_weight=478.364 32.7142 23.264 16.9429 8.60209 5.54175 445.65 443.445 24.0307 419.415 410.341 23.2115 387.129 378.457 20.2462 358.211 18.0187 11.8288 9.07402 16.3586 14.689 10.3073 10.0855 345.552 17.0807 328.471 57.2905 271.181 119.524 81.2812
internal_count=4633 999 729 242 179 91 3634 3502 335 3167 3091 339 2752 2714 239 2475 291 155 76 196 191 62 145 2415 178 2237 531 1706 866 690
is_linear=0
shrinkage=0.0219093


Tree=185
num_leaves=31
num_cat=0
split_feature=16 15 13 2 6 10 15 18 16 6 6 3 0 4 15 12 12 13 3 0 2 19 16 6 9 2 15 16 19 0
split_gain=13.1902 7.24798 6.23665 6.38158 4.83959 5.08944 5.34569 6.02454 4.83387 5.16492 4.71596 4.6333 10.006 5.62274 4.61185 4.66662 5.03265 4.31391 5.88423 5.97753 5.06982 4.24005 4.17356 4.01278 3.70592 3.70064 3.73807 5.13489 3.7519 6.70321
threshold=18.594956516900002 46.055224235250002 117.97223122220002 98.91243606750001 15.635365317800002 90.937096262400004 28.444110612900001 14.032563378150002 23.044946110900003 16.495385412050002 16.475384944750001 85.589753040950015 96.082805124100005 162.32075757215003 28.298162031900002 206.14208420540004 358.96165787565002 108.64328150955002 82.912048743050008 85.769879735700016 145.83272221200002 10.350835137000002 22.584947186600004 13.665319288000001 187.55294863440002 175.26802860955004 13.019805569300003 12.604970524100002 11.950964240300001 97.722764583650005
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=4 2 11 24 5 6 14 -8 9 10 22 12 13 -2 15 17 23 18 21 20 -20 -1 -3 -17 -4 26 -23 -28 -29 -30
right_child=1 8 3 -5 -6 -7 7 -9 -10 -11 -12 -13 -14 -15 -16 16 -18 -19 19 -21 -22 25 -24 -25 -26 -27 27 28 29 -31
leaf_value=-0.0052891922625920573 0.0013189368489683734 0.0012042813145028434 0.0042257956990300917 -0.0039914844148254778 -0.0039902768860031607 -0.003457620411565158 0.0023218295994323164 -0.0047773295198048245 0.0040029655189673463 -0.0062711817510163357 0.0026002701513474563 0.0014159356878821801 0.0023302476335581839 -0.004539576229782908 0.0063759282589450905 0.00047170741063892041 -0.0030204690974626378 0.0043314092868392854 -0.0052578479752608837 -0.0057111900272592726 0.0051231338666891252 0.0047991305550546398 -0.0041543836161409969 0.0032302370462721939 -0.0014277910720058408 -0.0058692301788774836 -0.005204893310826993 0.0018284220212119518 0.0013878113975996822 -0.0024016256874608592
leaf_weight=3.9691060036420813 5.080130115151408 4.7279550135135748 4.7848110720515269 10.673127625137566 9.2034961208701116 12.128093348816035 3.4833084419369689 10.965781515464185 3.2263691797852507 5.2366262041032305 5.6900641433894625 265.98312345519662 15.330429665744303 12.629751786589621 2.4056881517171851 59.601097211241722 7.5431591384112826 3.3536407239735118 1.7632582634687413 10.539696019142864 2.5377760082483292 3.2978488206863394 10.039086945354937 14.498893518000839 5.5245272070169449 2.5368799213320008 4.4552390500903121 17.933108281344175 18.370412781834602 23.56608078815043
leaf_count=137 33 29 24 125 371 554 18 248 10 60 34 1121 52 112 6 480 96 11 73 195 11 14 110 69 31 49 120 104 69 267
internal_value=0.000269737 0.000831964 0.00103572 -0.00144263 -0.000654955 -0.000503703 -0.000315959 -0.0030659 -0.00142259 -0.00210388 -0.00103713 0.00120962 -0.000451256 -0.00285905 -9.06727e-05 -0.000180096 0.000638942 -0.000904388 -0.00110175 -0.00380465 0.000867331 -0.000560621 -0.0024387 0.00101146 0.00119617 -0.000293113 -8.39243e-05 -0.000334272 2.81788e-05 -0.000741651
internal_weight=561.079 348.926 320.006 20.9825 212.153 202.949 190.821 14.4491 28.9201 25.6937 20.4571 299.023 33.0403 17.7099 176.372 173.966 81.6431 92.323 88.9694 14.8407 4.30103 74.1287 14.767 74.1 10.3093 70.1596 67.6227 64.3248 59.8696 41.9365
internal_count=4633 1741 1498 180 2892 2521 1967 266 243 233 173 1318 197 145 1701 1695 645 1050 1039 279 84 760 139 549 55 623 574 560 440 336
is_linear=0
shrinkage=0.00470263


Tree=186
num_leaves=31
num_cat=0
split_feature=16 5 3 0 8 2 6 16 15 18 4 2 7 4 18 3 6 13 16 13 3 2 16 10 16 19 0 7 10 16
split_gain=18.1026 7.38473 5.92986 10.8771 6.30801 6.32443 5.61185 6.4484 6.46796 5.70853 5.35744 5.0925 7.9599 10.6614 6.24605 5.64674 11.9683 4.93348 4.81361 13.9051 7.50866 5.62041 4.8439 4.92745 8.53463 4.74142 4.66607 5.22265 6.07524 7.78799
threshold=18.594956516900002 23.605484525250002 85.589753040950015 96.082805124100005 8.8430989333000021 73.795394389500018 15.635365317800002 11.864972254500001 28.444110612900001 14.032563378150002 162.32075757215003 185.00267682035005 26.296311413900003 371.16724128940001 17.448621627850002 73.733652685700008 7.3551718524000007 113.62230596715001 19.224955043700003 112.67059178900001 87.684061924550022 108.63443756215001 22.494947397000004 64.630533455950015 20.864951208700003 14.451165964200003 104.22883325935001 22.375171215700004 71.053259929650025 16.094962363000004
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=6 2 3 10 18 -6 7 -1 11 -10 -2 26 15 14 -14 -13 -17 -3 -4 20 21 -20 23 -21 -25 -7 27 -9 -29 -30
right_child=1 17 4 -5 5 25 -8 8 9 -11 -12 12 13 -15 -16 16 -18 -19 19 22 -22 -23 -24 24 -26 -27 -28 28 29 -31
leaf_value=-0.0016905253616661859 0.00086031878891215132 0.003541876750802809 0.0032805961232763316 0.0019119623922483886 0.0017948632124415592 -0.00020676342595144837 -0.0032591981737238678 -0.0028215291035141887 0.0014981520024581094 -0.0037772830163049251 -0.0036555961159789384 0.0044081130057505805 -0.003028241013834366 -0.0045202167809648523 0.0032378040082000838 -0.0043536671879642729 0.0018104696835331325 -0.0004576982633795503 0.0012112216613745924 0.0037741639627484037 -0.0055975025075065358 -0.0040678649362175176 0.0012267266264752712 0.0028142809739937209 -0.0019590735599459624 -0.0053044986424523599 -0.0032658934518914867 0.0038804787789664067 0.00050960883061236301 -0.0026838865526910343
leaf_weight=46.017542435787618 5.2022265717387226 4.6413953751325598 18.53964452445507 15.528006203472613 7.2689853161573437 5.10864010453224 10.48092310130596 9.542964290827511 3.8978311195969573 11.441381776705382 13.099949285387991 8.6941205244511348 3.2939111553132552 7.9738674452528349 7.1476145721971989 5.0651871711015692 37.649448536336422 75.134518381208181 9.8308385610580462 24.977121710777283 5.2859147898852816 4.0304593294858924 141.44841486215591 18.271236807107929 7.4837935119867316 5.2373424768447876 7.7817288525402537 5.6781917884945861 49.85981978662312 13.825142798945306
leaf_count=974 33 17 59 52 26 22 371 151 18 248 112 26 34 128 36 107 168 550 34 97 45 29 537 59 34 35 147 15 283 186
internal_value=0.000261356 0.00078603 0.00107274 -0.000405661 0.00127484 -0.000896449 -0.000568309 -0.000438859 -0.000103694 -0.00243675 -0.00237199 0.000124961 0.000881642 -0.00124221 0.0012611 0.00164244 0.00107951 -0.000225001 0.00144122 0.00127986 -0.00177968 -0.000323782 0.00158468 0.00258272 0.00142726 -0.00278734 -0.000484521 -0.000210221 0.000149042 -0.000183656
internal_weight=589.438 361.088 281.313 33.8302 247.482 17.615 228.35 217.869 171.851 15.3392 18.3022 156.512 69.8241 18.4154 10.4415 51.4088 42.7146 79.7759 229.867 211.328 19.1472 13.8613 192.181 50.7322 25.755 10.346 86.6878 78.9061 69.3632 63.685
internal_count=4633 1741 1174 197 977 83 2892 2521 1547 266 145 1281 499 198 70 301 275 567 894 835 108 63 727 190 93 57 782 635 484 469
is_linear=0
shrinkage=0.00376483


Tree=187
num_leaves=31
num_cat=0
split_feature=13 8 17 18 6 6 3 13 12 13 10 17 12 0 7 0 2 13 0 7 19 16 15 15 4 8 9 8 7 6
split_gain=3.54318 3.80359 3.21618 2.94346 3.62967 6.18424 5.23968 3.97342 5.46097 5.22427 4.76698 3.76021 3.51068 2.92117 6.9511 3.81686 3.81381 3.64295 7.80147 4.72656 4.32412 4.00058 3.64998 5.64562 4.8368 3.27493 3.06664 5.8716 5.6815 4.0039
threshold=95.937628385050019 2.9476996444500005 158.19986339130003 17.108018746400003 13.665319288000001 13.775321858200002 81.699554126200013 99.07774748140001 212.31925379130004 104.92245545700001 81.573196594050017 207.48293496715004 284.29960850000003 85.990333302400003 22.721067571950005 85.931187223550012 314.93386866815007 109.34496908160001 96.082805124100005 23.109894804950002 13.051052998800001 17.809958352600002 40.042228346200012 38.86986296220001 163.62029285410003 8.9430209551500024 66.544071737050004 5.9453602998000008 20.714163848350005 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 -2 4 7 -6 -7 10 9 -9 -4 -10 -5 15 -15 16 26 18 20 22 21 -16 23 24 -19 -21 -8 -28 -29 -30
right_child=2 -3 3 12 5 6 13 8 11 -11 -12 -13 -14 14 17 -17 -18 19 -20 25 -22 -23 -24 -25 -26 -27 27 28 29 -31
leaf_value=-0.0016081453120040292 -0.023723178413259122 -0.015624858753557534 0.0067420963692817696 0.015316109940248559 0.015966677757441212 -0.024901228980956192 0.011693402831824367 -0.0093364283951319071 -0.025916019678099794 0.0083759623728821495 -0.018205448696631363 -0.0033539703795165015 -0.008965923314602605 0.012875610504429371 -0.026203620510627055 -0.018108503998329833 -0.023881159613126802 0.0077103926575294362 0.003981168942370804 0.0052243093245894776 -0.020764963339924274 0.0090950060945656792 -0.01928213897482196 0.017000104697737196 -0.01922699492022404 -0.0109001799176663 -0.014597898686646876 0.018289155285549172 -0.019176494960280583 0.00066916040102953491
leaf_weight=35.506485777907073 2.1869856254197648 10.64363277191296 21.827206447720531 11.934915743768213 12.581314668059347 3.2027262933552256 9.0729063879698497 17.435049635358158 8.826714623719452 11.817920694127677 3.8044232316315165 4.836500738747417 3.1921164207160464 25.925764383748174 1.8602313678711677 5.4116890691220751 2.8377634282223871 4.6595624014735275 24.676510453224182 126.06683780997992 12.360301784239708 5.0312578985467553 6.0397446490824214 5.2781184464693061 7.1396905332803726 5.5629655271768561 11.459067594725637 7.4197430452331892 4.6039842423051587 65.141455449163914
leaf_count=764 123 449 170 60 56 40 43 229 151 56 119 41 38 110 25 44 76 19 109 620 260 49 38 18 38 31 396 42 40 379
internal_value=0.000575949 -0.00484083 0.00115436 0.00128088 0.00095597 0.0018118 0.0012782 -0.00336801 -0.00719471 -0.00218079 0.00303921 -0.0179295 0.0101921 0.00153186 0.00285974 -0.00128319 -0.000377497 0.00155274 -0.00367429 0.00303655 -0.0134869 -0.000433212 -0.00554041 -0.000680384 -0.00858934 0.00454285 0.000305203 -0.000860664 0.00117932 -0.000640876
internal_weight=478.344 46.1501 432.193 430.006 414.879 346.332 333.75 68.5478 42.9162 29.253 25.6316 13.6632 15.127 330.548 224.601 105.947 100.535 198.675 43.9283 154.747 19.2518 6.89149 23.1171 17.0774 11.7993 131.63 97.6972 88.6243 77.1652 69.7454
internal_count=4633 1213 3420 3297 3199 2433 2377 766 477 285 289 192 98 2337 1317 1020 976 1207 443 764 334 74 113 75 57 651 900 857 461 419
is_linear=0
shrinkage=0.0205666


Tree=188
num_leaves=31
num_cat=0
split_feature=16 15 13 8 6 10 15 18 17 12 13 2 0 0 2 0 15 5 13 18 16 18 2 0 6 10 4 15 18 12
split_gain=12.7998 5.97669 5.5378 5.36783 5.06171 5.5172 5.02375 6.57959 4.71404 4.62589 5.56418 5.1392 4.57338 5.14192 4.96342 4.71865 5.8618 4.08608 6.4457 4.0402 12.3102 6.99507 7.99775 6.08732 5.99216 6.6829 4.32345 4.49693 7.40671 8.53516
threshold=18.594956516900002 46.055224235250002 118.84598011460001 10.441851282850001 15.635365317800002 90.937096262400004 28.444110612900001 14.032563378150002 162.43086425485004 206.14208420540004 108.49810477050001 325.13486840910008 95.988709089550014 85.769879735700016 145.83272221200002 104.22883325935001 8.0321742805500005 11.188452238700002 89.208417684550014 13.900697602550002 22.624947093000003 14.122113655700002 184.20633225945002 86.345209775600011 16.375382608200002 62.186725015400008 158.33173836080002 41.29990759910001 13.164254432300002 98.43717490440001
decision_type=2 2 2 2 2 2 2 2 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 19 8 5 6 9 -8 -4 10 12 17 13 14 -1 -14 -17 18 -11 23 21 22 -21 24 25 -2 -26 28 29 -28
right_child=1 -3 3 -5 -6 -7 7 -9 -10 11 -12 -13 15 -15 -16 16 -18 -19 -20 20 -22 -23 -24 -25 26 -27 27 -29 -30 -31
leaf_value=-0.0047533185590912441 -0.0068430409745994193 -0.0011260424204991902 0.0021542606869420083 0.0030886884633335898 -0.0036187000420513631 -0.0031137400334035844 0.0024757366644381907 -0.0042936098571570496 -0.0044202953702656951 0.001594216544614981 0.0037514683162076681 -0.0018153944921901815 -6.4262209180931653e-05 -0.0049310742706868927 0.0043504637996038906 0.0055508086518436172 -0.0039426549147191549 0.0017054325151655233 -0.0037768962293137634 -0.0011417787524159468 0.0039987781384109439 0.00030655855864008418 -0.0084958100453933136 0.0021627196901810321 0.003001211426388354 0.00120211888114333 -0.0063149003647420231 0.0016412084568362202 -0.0038892762500832238 0.0011369140742178187
leaf_weight=1.801352810114621 3.8053172975778571 27.450427582487464 2.4683793000876895 3.3308931291103354 9.133456380106507 12.599026794545351 3.3426948338747016 10.600181970745323 8.8539453074336034 9.2022711262106913 4.7784032449126235 12.284156106412409 65.36752612143755 9.2499266322702152 2.5753728803247213 1.2888876684010018 10.772381493821738 52.726143216714263 6.9345109146088353 11.005935341119764 14.266137756407259 75.101172361522913 3.4340755045413962 95.051738664507866 15.538452260196207 3.5159624069929123 2.971834495663642 37.788308672606945 8.4077032282948476 32.160144111141562
leaf_count=73 30 243 17 10 371 554 18 248 112 68 15 149 512 180 11 4 260 300 129 53 55 406 26 351 58 12 18 128 48 174
internal_value=0.000257099 0.00075733 0.00092006 -0.00160589 -0.000554799 -0.000417301 -0.000239363 -0.00267071 -0.00298698 -4.78169e-05 -0.000673692 0.000691334 -0.000905915 -0.00315341 0.000603571 -0.00051038 -0.00292817 0.0011385 -0.000713929 0.0010422 0.000369227 -0.000209051 -0.00289069 0.00139283 0.000690445 -0.00297944 0.00096782 0.000579322 -0.000342295 0.000506561
internal_weight=557.807 345.15 317.7 14.6532 212.656 203.523 190.924 13.9429 11.3223 176.981 95.8339 81.1471 91.0554 13.6267 4.37673 77.4288 12.0613 68.8629 16.1368 303.047 103.807 89.5412 14.44 199.239 104.188 7.32128 96.8664 81.328 43.5397 35.132
internal_count=4633 1741 1498 139 2892 2521 1967 266 129 1701 1055 646 1040 264 84 776 264 497 197 1359 540 485 79 819 468 42 426 368 240 192
is_linear=0
shrinkage=0.00420704


Tree=189
num_leaves=31
num_cat=0
split_feature=16 16 10 18 5 7 3 3 7 16 4 17 0 6 2 5 0 8 5 16 2 10 10 0 19 16 15 0 2 7
split_gain=3.35299 3.27783 3.25218 3.83756 2.68215 3.80539 2.43866 2.85169 2.40335 5.32333 3.32997 4.26921 3.24939 3.35854 3.78477 3.54627 4.61376 4.6085 3.40332 3.19588 3.14326 2.55251 5.45621 2.74189 2.49062 3.33362 2.36004 4.30376 3.32146 2.33168
threshold=11.864972254500001 10.604975200950003 90.679004281900021 17.232128601400003 1.9870442227000003 20.631538035450003 108.48197402175002 112.7969493211 26.709562027450005 17.684958644900004 371.16724128940001 243.29790314680005 105.7585659356 10.715250360100002 197.03438354685002 13.252098438300001 98.51854819030001 7.7439566930000003 16.222050829800004 12.504970757900002 219.56639384385002 87.143681840350013 72.327589083450007 95.550490414250007 12.050972309250001 14.184966829400002 22.248428019100004 101.91675926715001 219.56639384385002 19.506002767000002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 3 4 -1 -6 8 -8 12 10 11 24 13 14 21 -15 18 -18 -17 -16 -14 22 23 -2 25 -10 -19 28 -28 -20
right_child=6 -3 -4 -5 5 -7 7 -9 9 -11 -12 -13 20 15 19 16 17 26 29 -21 -22 -23 -24 -25 -26 -27 27 -29 -30 -31
leaf_value=0.025559869775460837 -0.0086785886153859307 -0.0169489666419846 -0.014556866652593861 0.012538925898146678 0.014632793963655098 -0.019330529291595077 -0.022107156091702558 0.015470640075793241 -0.023937255909165026 0.011720716546937165 -0.023559617535498976 0.024893819375711623 -0.0065607164594438461 0.014897086575630101 0.020120736125731929 0.012544965018628885 0.0058393718542336633 -0.025132645082892063 0.0089733103647980528 -0.024560686150467609 0.020960108801546588 0.02339115119876594 -0.023604554382789331 0.012869303746423217 -0.02449895937388475 0.0069066835040824393 -0.024395010131483392 0.021794054529955375 0.010675233237789688 0.0012036457984431811
leaf_weight=0.94039314985276146 4.1237941319122928 8.265710839070378 6.2330206017941228 8.3809431903064233 1.8224828979000447 5.678065637126565 3.6872647209092966 1.0954803768545387 2.1300629698671454 5.8413853403180829 5.7617033068090668 1.7489910311996926 2.3545380607247335 8.3616780303418619 0.75626961141824622 12.283595308661459 6.5829384103417423 5.6323895854875428 16.996848236769438 5.832774244248867 6.6025431491434574 1.6112197041511542 4.1294196182861933 6.156775726005435 3.2361005302518606 4.6966408537700772 4.5333384107798338 1.6295238025486467 1.5041058100759981 325.4162866268307
leaf_count=2 28 255 487 63 15 162 180 9 67 44 137 8 46 38 4 60 46 92 117 141 31 5 129 34 64 20 81 8 13 2247
internal_value=0.000566125 -0.00590014 -0.00193889 0.00273646 -0.00699634 -0.0110781 0.0010236 -0.0135 0.00118222 -0.005192 -0.0108137 -0.0045964 0.00154229 0.0012732 -0.00638561 0.00172541 0.00143138 -0.00815484 0.00196873 -0.0194323 0.0137257 -0.00101991 -0.00374937 0.0042259 -0.00972202 -0.00271722 -0.0150817 -0.00769799 -0.015658 0.00158932
internal_weight=474.026 31.3206 23.0549 16.8219 8.44094 7.50055 442.706 4.78275 437.923 23.4149 17.5735 11.8118 414.508 405.551 22.6103 382.941 374.579 19.8823 354.697 6.58904 8.95708 16.0212 14.41 10.2806 10.0628 6.8267 13.2994 7.66697 6.03744 342.413
internal_count=4633 984 729 242 179 177 3649 189 3460 340 296 159 3120 3043 341 2702 2664 240 2424 145 77 196 191 62 151 87 194 102 94 2364
is_linear=0
shrinkage=0.0204501


Tree=190
num_leaves=31
num_cat=0
split_feature=16 5 6 5 15 18 16 16 2 15 9 13 5 13 0 6 2 13 13 3 7 18 16 15 16 9 16 4 0 2
split_gain=12.4051 6.14939 5.10664 4.92167 5.66838 5.51673 4.88144 5.8768 6.98672 5.47677 7.56114 4.76424 8.74904 8.18676 5.31121 5.27963 6.64302 6.77527 6.05897 5.05663 9.56613 8.95778 6.41942 4.75466 4.70997 4.68593 4.65547 4.2774 4.14788 4.95846
threshold=18.594956516900002 23.605484525250002 15.635365317800002 10.726864994700001 28.444110612900001 14.032563378150002 13.534968349350001 16.024962526700005 186.79363985910004 26.135540888150004 191.61296531520003 112.67059178900001 20.769304081650002 111.38282034450002 92.168410086200012 16.455384477450004 199.01127796720002 117.62810858150002 117.67112391160002 85.589753040950015 24.872345000050004 14.215125380400002 19.224955043700003 40.42701969085001 16.564961263900003 226.58992707320002 17.974957966700003 258.68722567540004 86.09518316945001 131.42729508740004
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 11 3 -1 6 -6 -5 8 27 10 24 12 13 19 -15 18 23 -18 28 20 21 -2 -21 -17 -9 -3 -11 -8 -13 -30
right_child=1 25 -4 4 5 -7 7 9 -10 26 -12 15 -14 14 -16 16 17 -19 -20 22 -22 -23 -24 -25 -26 -27 -28 -29 29 -31
leaf_value=-0.0018118219391958677 0.0051129298346126364 -0.00061544801255076435 -0.0040102882144557109 -0.0013656797020352429 0.0024105398806015177 -0.0047086269011863647 0.00085130681056349536 -0.0030256907429019905 0.0033904578136757257 -0.0023074736447362943 -0.0046901892959398481 0.0001902548370172768 -0.0063387339022893778 -0.0075119629643575301 0.000680693274294934 0.00021987396239856889 -0.0069282162894990958 0.0025489949034208145 -0.0028905878144189581 0.0045769131184059232 0.001870099379723331 -0.0056822810063133986 -0.0001941267903812142 0.0027760586600808317 0.0035232797085858625 0.0045074573466969085 0.0040860393518196139 -0.0039871091464310313 0.0040619417709396701 0.0018841968086989618
leaf_weight=47.128181708976626 2.1347125917673138 74.482697032392025 9.6609266269952041 32.354163512587547 3.2283808514475814 10.177247855812309 36.271698094904423 4.2120187003165501 27.647278591990471 3.9539257623255235 12.463604040443895 16.333771422505379 4.4589679650962344 4.3656396567821494 3.0103986710309982 51.071430884301662 4.9004025235772124 2.5995417311787605 5.0859720334410659 15.831622838974001 19.121980786323547 9.1469985879957658 10.602725513279436 24.124346792697906 5.9881839193403721 4.2497772872447959 7.2972403541207314 4.6404817439615718 39.811930790543556 57.604514271020889
leaf_count=1120 5 554 371 455 16 239 196 88 116 40 151 65 50 38 12 200 48 9 26 46 73 95 44 71 26 13 32 42 169 223
internal_value=0.000283753 0.000828056 -0.000642618 -0.000476082 -5.14094e-05 -0.00299417 0.000241181 0.000748514 0.00154775 -0.000867158 -0.0022107 0.00116809 8.86947e-05 0.00053501 -0.00416828 0.0015359 0.000615208 -0.00364334 0.00217659 0.00114537 -0.00017436 -0.00363962 0.00266327 0.00103995 0.000818982 -0.000338927 0.00183921 0.000302507 0.00240316 0.00277419
internal_weight=553.961 348.937 205.023 195.362 148.234 13.4056 134.829 102.474 68.5595 33.915 22.6638 270.205 68.673 64.2141 7.37604 201.532 82.6957 7.49994 118.836 56.838 30.4037 11.2817 26.4343 75.1958 10.2002 78.7325 11.2512 40.9122 113.75 97.4164
internal_count=4633 1741 2892 2521 1401 255 1146 691 354 337 265 1174 363 313 50 811 328 57 483 263 173 100 90 271 114 567 72 238 457 392
is_linear=0
shrinkage=0.00474518


Tree=191
num_leaves=31
num_cat=0
split_feature=16 16 17 2 18 7 10 0 5 15 16 10 16 5 5 2 6 16 8 15 13 6 13 5 2 16 19 15 6 18
split_gain=3.21262 4.22373 3.99303 3.91249 3.59184 6.53698 5.36861 3.58287 4.11138 3.72835 5.52846 5.2348 12.3307 5.08358 5.27338 5.85005 4.95258 4.63589 3.54357 3.19293 4.45501 3.18274 5.21581 3.17026 2.98331 3.46205 4.55151 3.30761 5.67653 3.53498
threshold=20.394952307700002 20.034953149600003 162.04221493815001 325.13486840910008 11.634276750250001 19.052023743050004 64.730006406800015 86.345209775600011 20.389142059250002 32.99104187950001 22.494947397000004 64.630533455950015 20.804951349000003 21.324133279950001 20.911722254300006 186.79363985910004 15.785368822600002 22.624947093000003 2.8477776226000002 45.102215827400009 117.61735474900001 16.375382608200002 117.39690118230001 19.480650800750002 309.04644204820005 11.864972254500001 10.550851274900003 17.480288512750004 5.0851188130000002 16.399957653700003
decision_type=2 2 2 2 2 2 2 2 2 2 2 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 -2 11 16 -9 -13 14 15 -12 -11 -17 -5 -15 -21 22 -10 -14 25 26 -8 29 -29 -27
right_child=7 -3 3 18 5 6 24 9 21 10 13 12 23 19 -16 17 -18 -19 -20 20 -22 -23 -24 -25 -26 27 -28 28 -30 -31
leaf_value=-0.015458275485728649 0.014239353069033818 -0.020547105913038165 -0.029681332364200144 -0.0018969521829839469 0.015373465210423456 -0.017644155324951522 -0.0012000240621015887 0.01177620103297662 0.0056357750607201494 8.1017736481160956e-05 0.010137910087055398 0.0081550754280996559 -0.015969123962745527 0.0090254347310749841 -0.020184824796165877 -0.026795856670830551 0.016785438765188152 0.0054610608631052993 -0.02205219360367295 -0.0159744226995551 0.012677249519380256 -0.00033560077171872102 -0.026987839776515341 -0.044418072951998233 0.012062290295087857 0.015708337349752275 -0.021337011916064592 -0.020815682415098281 0.00058497114470494789 -0.0058003862932093763
leaf_weight=6.6928514321334651 6.8289371058344832 4.0977363269776097 1.4833212429657567 7.7252465151250345 10.619840123690663 6.4189823782071462 12.437509272713216 5.5944956243038204 3.1545783802866927 9.1020010598003847 10.211633093655115 6.2154183462262136 2.7908701449632645 36.274791352450848 6.0544431507587424 3.9125943109393111 24.790538400411606 2.9173658415675163 5.6761249206028879 4.9608541280031186 3.4522018507122993 98.604838732630014 4.4054391952231526 3.1028879508376122 7.8390257731080046 10.234245578758417 6.365011816378682 4.7972778864204875 150.63545583747327 3.9811787456274024
leaf_count=363 36 42 52 146 61 253 399 23 12 42 41 29 19 150 36 43 122 12 162 41 10 571 51 23 85 57 250 218 1216 68
internal_value=0.000523224 -0.00105334 -0.000713288 -0.000280859 0.000352539 0.000561372 -0.000214629 0.00214477 -0.00032716 0.00448446 0.00591266 -0.00371804 -0.0108764 0.00271924 -0.00465849 0.00085762 0.0122994 -0.0130176 -0.0104337 0.00653228 -0.00421753 -0.00126413 -0.0133749 -0.0309466 0.000355344 -0.000131633 -0.00801678 0.000742297 -7.55389e-05 0.00968459
internal_weight=471.378 239.004 234.906 228.213 214.812 213.329 202.709 232.374 112.994 119.38 101.676 17.7037 12.1092 67.7839 23.096 17.0416 33.8925 6.82996 13.4014 44.6878 8.41306 106.165 7.56002 5.89376 196.29 188.451 18.8025 169.648 155.433 14.2154
internal_count=4633 3372 3330 2967 2659 2607 2546 1261 670 591 497 94 71 333 132 96 164 55 308 201 51 634 63 42 2293 2208 649 1559 1434 125
is_linear=0
shrinkage=0.0193676


Tree=192
num_leaves=31
num_cat=0
split_feature=16 5 17 2 16 16 4 6 2 13 10 0 15 13 5 5 13 6 16 2 3 12 2 7 10 9 15 15 15 6
split_gain=12.1126 8.06106 6.69947 5.34505 5.43368 5.78524 5.57238 4.87112 5.91187 7.01099 5.3595 5.55949 5.0272 4.77492 5.33857 8.87235 6.24733 8.45982 6.57708 4.99228 6.45148 5.87167 5.32867 5.15008 5.39505 4.93839 5.39087 4.63327 5.56048 4.89663
threshold=20.394952307700002 23.605484525250002 162.04221493815001 325.13486840910008 20.034953149600003 11.864972254500001 398.10712430820007 16.455384477450004 199.01127796720002 117.64961624655002 61.917879202350001 91.109157582800023 40.42701969085001 116.67639440335002 26.144057174750003 20.769304081650002 109.34496908160001 14.375335877400001 19.224955043700003 201.25557642380002 75.357481396450012 285.94642765385009 83.274686722450014 25.257178691350003 80.677940036650014 204.09084027260005 28.444110612900001 21.086216674150005 25.716185026400002 13.825323026450002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 7 -1 4 5 6 -4 10 12 -10 -2 -12 -9 14 15 16 17 19 -18 20 -7 -21 -22 24 -23 26 -19 -24 29 -29
right_child=1 -3 3 -5 -6 13 -8 8 9 -11 11 -13 -14 -15 -16 -17 18 25 -20 21 22 23 27 -25 -26 -27 -28 28 -30 -31
leaf_value=-0.0041197396440314912 -0.0030970101498782872 -0.00048841951366991631 -0.003004427454542971 -0.0028086388045609639 -0.005302717498324303 -0.0042609535975414014 0.0014811360273837932 0.00014049529307573642 -0.0068705809201901735 0.0029612063377320429 0.0025580873620321405 -0.0013687299784507099 0.0027747536622387023 -0.0051128370179372986 0.002889641941544624 -0.0034308934791675602 0.0041064870622740945 0.002231686125204046 -0.00014666951106935436 0.0029832033634982227 0.0021890678729868992 -0.0022085900282485683 0.0013911008996791918 -0.0039990460384817864 0.0057703922116710419 -0.0051943001840194731 -0.0044570217204453755 -0.0021847697572519747 0.00028389633118498195 -0.0087873949448673324
leaf_weight=10.430020121857522 4.3776661157608023 61.337733846157789 24.389936534687877 17.180355774238706 4.4220630489289752 7.9210896631702772 8.4543754830956441 51.532013632357121 4.8039227575063697 2.4996476694941521 110.26668476313353 8.8272255659103376 24.103761486709118 3.6538553368300191 17.628161708824337 14.504443202167748 19.330131717026234 6.4712839201092738 14.36859157681465 29.908298829570413 23.076115131378174 3.7880033794790489 20.481421252712607 6.1841695699840784 3.8975399360060692 10.006086047738789 4.726539421826601 18.142575565725569 22.689240047708154 2.9618594944477072
leaf_count=365 24 422 592 309 39 164 128 200 50 8 435 51 71 137 131 204 58 28 57 164 106 54 126 88 10 181 59 198 149 25
internal_value=0.000294079 0.00102705 -0.00037205 -0.000234504 -6.88727e-05 1.92683e-05 -0.00184981 0.00147739 0.000584985 -0.00350565 0.00207685 0.00226703 0.000979986 0.000286478 0.000373738 0.000160981 0.000429594 3.7749e-05 0.00229301 0.000464929 -0.000146606 0.00179579 0.000226487 -0.00076473 0.00183776 -0.0027636 -0.000591581 -0.000478121 -0.00135232 -0.0031114
internal_weight=562.365 267.749 294.616 284.186 267.006 262.584 32.8443 206.411 82.9393 7.30357 123.472 119.094 75.6358 229.739 226.086 208.457 193.953 160.254 33.6987 139.05 95.2723 43.778 87.3512 13.8697 7.68554 21.2039 11.1978 64.2751 43.7937 21.1044
internal_count=4633 1261 3372 3007 2698 2659 720 839 329 58 510 486 271 1939 1802 1671 1467 1352 115 1084 768 316 604 152 64 268 87 498 372 223
is_linear=0
shrinkage=0.00476116


Tree=193
num_leaves=31
num_cat=0
split_feature=19 16 16 5 6 5 2 10 16 3 10 13 6 6 2 2 0 2 7 3 5 6 17 5 9 13 3 7 5 5
split_gain=3.24395 2.37235 3.72267 3.2728 3.23455 5.65034 5.42866 5.30973 3.51969 9.46999 3.90856 3.99695 3.25695 3.15256 3.77466 8.73204 3.61476 3.04896 4.9407 8.50064 4.24543 2.88103 3.17304 3.14469 4.09519 2.93404 7.17824 2.78563 2.65153 7.24593
threshold=9.4507625164000029 20.394952307700002 20.034953149600003 23.714185006400005 16.455384477450004 22.825270530250005 191.54391932205002 61.917879202350001 22.674946976100003 94.297668925450012 62.009286778800011 117.54207792135001 16.565387047600002 15.045351532250001 340.55256999290003 187.91736117530004 86.09518316945001 131.42729508740004 24.227986230350002 91.496295553550013 19.768819263000005 16.475384944750001 196.70927211395002 30.133297129900004 207.09414646890002 117.60660091645001 94.227769014100019 22.557405306150006 20.971847224900007 22.533652790000001
decision_type=2 2 2 2 2 2 2 2 2 2 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 4 7 6 8 -3 10 -10 -6 -12 -7 14 15 -9 27 20 19 -19 -18 -5 23 24 25 -23 -27 -15 -2 -30
right_child=1 3 -4 21 5 12 -8 13 9 -11 11 -13 -14 16 -16 -17 17 18 -20 -21 -22 22 -24 -25 -26 26 -28 -29 29 -31
leaf_value=-0.014210167478222185 0.00048267754145366227 -0.014662774608853365 -0.017464415979965398 -0.008190327748935829 0.0088443872384850394 0.012527817758833427 -0.019776777081924938 0.0070844381376339444 -0.027554784703099851 0.007654199135700041 0.00066925774276473094 -0.016541554380387437 -0.0029553332091230866 0.0064217971532353358 0.01346413177526142 -0.027007367974447648 -0.00038771884957493542 -0.016156500975267159 0.012964035502561526 0.006976910589203974 0.016093887481288909 0.0062859446883038583 0.010299203089456544 0.010344314127422238 -0.025222620681092725 -0.030342612381001728 0.0010540514326252393 -0.0088307469910691768 -0.022081795641688187 -0.0011527452252620329
leaf_weight=4.5928650316782287 193.39387815818191 4.0564722567796698 3.9794685542583457 16.113460589200258 14.057604011148213 14.742688849568369 5.1659479998052111 5.2159392498433572 4.8812498748302442 4.5512837544083595 22.276735536754135 5.11561145633459 5.8512610122561446 7.7372692823410016 3.4323218464851371 4.1668756306171417 5.9912390559911755 6.7999649941921261 16.456485465168953 17.503954105079174 24.6179403886199 7.5040222778916457 8.2525887638330442 4.9969398602843276 2.7277837954461566 3.1497512403875572 7.8174112662672997 7.0607118830084801 6.1363722058013073 30.205090362112969
leaf_count=326 2241 24 42 158 45 44 52 21 29 21 92 27 29 30 19 40 30 39 74 66 142 47 41 25 29 38 63 36 170 593
internal_value=0.000474145 0.00061951 -0.000626717 0.00188453 0.00299504 0.000263428 -0.00262651 0.00502686 -0.00088529 -0.0105661 0.00131772 -0.00254492 0.00812866 0.00583377 -0.00229191 -0.00805562 0.00704225 0.00867986 0.00553484 0.000504441 0.0128679 -0.00206189 0.000804717 -0.00218636 -0.00514005 -0.0021743 -0.00796302 -0.000855805 -0.000335055 -0.00468668
internal_weight=468.551 463.958 233.715 230.244 179.682 76.6424 56.0484 103.039 50.8825 9.43253 41.45 27.3923 20.5939 98.9827 12.8151 9.38281 86.1676 71.3696 40.7604 24.3039 30.6092 50.562 34.4485 26.1959 21.199 18.4712 10.9672 14.798 229.735 36.3415
internal_count=4633 4307 3046 1261 860 339 266 521 214 50 164 119 73 497 80 61 417 351 179 105 172 401 243 202 177 148 101 66 3004 763
is_linear=0
shrinkage=0.0175589


Tree=194
num_leaves=31
num_cat=0
split_feature=16 5 17 5 16 15 0 13 19 16 2 13 5 16 19 19 6 5 8 8 13 12 19 16 8 9 5 15 9 16
split_gain=18.8008 8.8728 6.57633 5.88822 7.50763 6.06507 5.89396 5.87558 9.68212 7.39226 6.28461 6.20643 5.67766 5.60846 7.41025 5.79886 9.19799 9.69404 5.27562 5.26755 5.22867 4.9571 6.33196 4.61839 8.1269 4.42245 4.41993 7.44945 7.2539 8.28162
threshold=18.594956516900002 23.605484525250002 166.68115439205005 10.726864994700001 18.369957043050004 31.445204138150004 76.535026057600007 115.13321943645001 14.451165964200003 22.454947490600002 216.39684782960003 116.86189801435002 21.612734424500001 13.534968349350001 10.650859343850001 11.850956171350001 13.665319288000001 13.713273242250002 8.8430989333000021 3.1475436881500003 113.62230596715001 123.91241841185001 12.851036860900001 17.684958644900004 7.6440346712000009 187.45330412110005 21.836296031200003 34.139075990150012 202.38851837455002 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 7 -1 -4 5 6 -5 8 10 12 -2 -11 -9 14 -8 -15 17 23 26 -19 -3 22 -18 24 -17 -6 27 -13 29 -29
right_child=1 20 3 4 25 -7 13 9 -10 11 -12 18 -14 15 -16 16 21 19 -20 -21 -22 -23 -24 -25 -26 -27 -28 28 -30 -31
leaf_value=-0.0026264135473233413 0.00098158325862028801 0.0036237340584777062 -0.001512184803846475 -0.0041279381320136295 0.002330793298718826 -0.0043540016100158735 0.0010777868266762436 0.0042074514059666449 -0.0039139258522390852 0.003628483315339253 -0.0030875126509616506 0.0028782850194438683 -0.00065493993571832812 0.0029252873381902301 -0.0029752921991199762 0.0020850091820137041 0.0013695196676316624 0.0019632478719190634 -0.0024512134391587032 -0.0033262060978053649 -0.00056757875802592209 0.0025424814936818481 -0.0039170002918619976 0.0040518378849341858 -0.0035536565252170279 -0.0045883420389437974 0.0018164127218062752 0.00075572474316569407 -0.0051148167646701877 -0.0044184401813290673
leaf_weight=22.076868902891874 88.219064433127642 4.7650442868471137 53.4898342480883 4.3365478143095961 1.6932975612580756 4.2923742979764929 12.616470439359547 22.592660404741768 7.3337325155735007 14.606650218367575 6.1193413138389579 14.125874400138853 4.311380222439765 17.236703090369701 14.753549339249728 10.410895824432378 12.966233832761647 3.3184554427862194 6.4871475845575324 19.623955991119146 76.993741877377033 31.977497778832912 4.6375258080661288 5.6967834495007983 6.1183314360678187 7.8450582437217236 68.777830936014652 39.410259641706944 4.3393413424491873 5.2896709591150275
leaf_count=555 390 17 974 147 20 90 100 85 44 51 54 53 18 54 201 52 47 15 36 211 550 129 45 21 61 170 232 152 31 28
internal_value=0.000250642 0.00080276 -0.000610071 -0.000399115 -2.11529e-05 0.000194053 0.000329912 0.00112968 0.000383558 0.00155127 0.000717638 0.00122129 0.00342825 0.000468633 -0.00110699 0.000853722 0.000476867 -0.000790631 0.00096729 -0.00256112 -0.000323302 0.00163155 -2.31586e-05 0.00103693 -2.15588e-06 -0.00336002 0.00113537 0.000393802 -0.000321859 0.000143428
internal_weight=596.462 363.372 233.09 211.014 157.524 147.985 143.693 281.613 101.672 179.941 94.3384 153.037 26.904 139.356 27.37 111.986 94.7497 45.1684 138.43 22.9424 81.7588 49.5813 17.6038 22.226 16.5292 9.53836 131.943 63.1651 49.0393 44.6999
internal_count=4633 1741 2892 2337 1363 1173 1083 1174 488 686 444 583 103 936 301 635 581 360 532 226 567 221 92 134 113 190 496 264 211 180
is_linear=0
shrinkage=0.00388283


Tree=195
num_leaves=31
num_cat=0
split_feature=7 17 15 12 13 5 16 15 17 3 6 0 10 6 6 8 18 18 13 13 5 12 12 7 17 7 9 17 18 0
split_gain=3.21104 2.82726 3.53739 3.92461 3.20842 8.63485 4.19734 4.02026 3.7232 3.55325 4.40834 6.21093 4.82764 4.09992 5.353 4.19595 4.09857 3.49034 3.42322 3.19942 4.0337 3.06187 5.63073 4.68919 4.75506 4.63782 8.87798 4.35363 6.48645 5.27315
threshold=29.911984439950004 168.62011096010002 26.912781836550003 245.75615448465001 118.84598011460001 30.133297129900004 22.724946859200003 51.19990836680001 174.47088669260003 93.915907870950022 14.825346391850003 95.550490414250007 70.128430332750014 16.545386580300001 16.565387047600002 8.4434108459500017 14.243842826850001 13.037923179150001 105.40368946235002 117.67650082785001 20.769304081650002 133.01805689090003 121.79144674955002 22.721067571950005 189.44392401325004 23.109894804950002 186.70853236170004 188.06121519230001 13.317304170000002 86.208098410950015
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 3 -1 6 -6 7 8 -3 10 11 12 16 19 -15 17 18 -16 -10 20 -11 22 23 24 -12 26 -23 -28 29 -29
right_child=-2 4 -4 -5 5 -7 -8 -9 9 13 21 -13 -14 14 15 -17 -18 -19 -20 -21 -22 25 -24 -25 -26 -27 27 28 -30 -31
leaf_value=-0.01777744895057792 -0.023473465979419114 0.0102451658762206 0.0069927949274903797 0.0045259449827445468 -0.028746976809391263 0.014106721251957742 0.01297795510406434 -0.026930486835157211 -0.031858063542868645 0.010665306015580038 0.00059802286624963455 0.00088661895302718954 -0.019195761116956853 0.022837898141746353 0.012496268014511298 -0.048232031883164543 0.0076910332657117121 -0.032480211468990786 -0.0038748421109245541 0.0067844640673006299 -0.028106741198468354 0.013231835172177958 0.017980981597395571 -0.0047023070415294597 0.019195813626653156 0.0040006739574782709 -0.033076252141313559 -0.012852286765433841 -0.029479420284244492 0.016430140901158484
leaf_weight=14.199199925176805 2.8550352179445317 22.562028615735471 7.5215469179674974 5.757092395797371 6.0499411812052113 4.0927110239863396 15.956698328256605 2.6457469714805475 3.2703724903985876 1.6554593089967991 15.018460746854545 129.8301983489655 15.86832653544843 4.1249972656369192 3.0368682406842709 1.2471653055399654 10.327594958245752 1.2706666998565195 7.4179486371576786 2.4887934476137152 8.7924308693036419 8.9483084362000245 19.068533293902874 21.197004359215498 13.602832540869711 95.662780655547976 4.7010069116950062 7.1226428560912627 5.3933914601802817 5.7871923893690109
leaf_count=546 282 230 68 69 92 18 57 58 55 7 66 1384 404 11 40 13 61 74 43 9 121 36 104 113 61 469 33 53 37 19
internal_value=0.00061743 0.000765466 -0.0063241 -0.0113433 0.0012111 -0.0114549 0.00151196 0.00106685 0.00124823 0.000722123 0.00126777 -0.00145756 -0.00970891 -0.00804083 0.00317478 -0.0114273 -0.00254575 -0.000771208 -0.012437 -0.0164328 -0.0219633 0.00357996 0.00745128 0.00342091 0.00943699 0.00149022 -0.00602584 -0.0135168 -0.00849314 0.000274375
internal_weight=467.473 464.618 27.4778 19.9563 437.14 10.1427 426.997 411.041 408.395 385.833 363.217 166.714 36.8842 22.6164 9.6797 5.5547 21.0159 4.30753 10.6883 12.9367 10.4479 196.502 68.8868 49.8183 28.6213 127.615 31.9525 23.0042 18.3032 12.9098
internal_count=4633 4351 683 615 3668 110 3558 3501 3443 3213 2938 1947 563 275 138 127 159 114 98 137 128 991 344 240 127 647 178 142 109 72
is_linear=0
shrinkage=0.0227859


Tree=196
num_leaves=31
num_cat=0
split_feature=16 5 6 5 15 18 2 13 12 6 0 0 9 13 9 0 0 2 4 3 2 18 4 9 10 6 5 2 13 17
split_gain=12.8553 5.44334 5.36282 5.25629 6.89142 6.273 5.33432 4.9013 4.48625 4.3366 6.92169 7.34908 6.17698 4.23731 4.17553 3.89567 4.7633 5.3419 5.38097 4.74543 4.90432 4.12504 5.36207 5.27553 5.66501 3.79309 5.18958 6.85167 5.12929 3.61907
threshold=18.594956516900002 23.714185006400005 15.635365317800002 10.726864994700001 28.444110612900001 14.032563378150002 186.79363985910004 108.49810477050001 358.96165787565002 14.825346391850003 96.082805124100005 93.047535894850014 198.44478460200003 113.62230596715001 196.40176798710004 104.03526427400001 95.988709089550014 83.274686722450014 191.03149642590003 93.862138708350017 145.83272221200002 17.370891598500005 267.69992774740007 206.50942114985003 76.871083323950003 16.455384477450004 22.825270530250005 191.54391932205002 117.67112391160002 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=2 9 3 29 6 -6 7 15 -8 10 11 -2 14 -3 -13 16 19 -18 -19 -5 -21 22 23 -20 -25 28 27 -27 -11 -1
right_child=1 13 -4 4 5 -7 8 -9 -10 25 -12 12 -14 -15 -16 -17 17 18 21 20 -22 -23 -24 24 -26 26 -28 -29 -30 -31
leaf_value=-0.0051564552251344934 0.0011682971933879873 0.0044381407995261104 -0.0040883509114683272 -0.0056634914325026983 0.0024941716875190229 -0.004799962044723419 0.0016393597289021083 0.0042752192352815861 -0.0038577649421751739 0.0021117614995994549 0.0024623089400564934 -0.0031666076219486056 -0.0058866360339093482 -0.00057195946144672602 0.0038466394544210102 -0.005211575487313126 0.0020964027912843703 -0.0066821234413300323 0.0011456760971912253 -0.0052481541384066912 0.0048723006038523878 0.0035160143030078866 -0.006603764791646826 -0.0075176988212848992 -0.00053044917374296186 0.00045197832191389638 0.0026198945002092098 -0.0050836219536227736 -0.0028215067523608404 -0.0012990514467747815
leaf_weight=6.1515344521030775 13.920966021716596 3.9584706947207442 9.3177564246579987 7.1443584319204074 3.4031166955828658 11.189679246395825 58.63232394028455 4.4857861623167983 3.4808645043522111 132.06503829732537 15.419952772557734 4.5459723286330727 9.817076236009596 66.527394443750381 3.2025287598371506 4.1600958006456485 18.597306281328201 3.3185642529278985 18.585153592750434 1.841936472803354 2.4956089667975903 5.0689849555492392 3.4374588020145884 3.9005928635597211 7.5178279131650925 56.178436703979969 22.141244448721409 5.4267967455089083 4.8354096338152877 43.095390049740672
leaf_count=251 62 16 371 108 16 239 356 14 48 557 52 45 104 529 9 104 84 78 117 73 11 22 37 43 51 217 73 52 25 869
internal_value=0.000299816 0.000872508 -0.000597174 -0.000439649 -1.96314e-05 -0.00309893 0.000295337 -0.000503469 0.0013313 0.00117892 -0.000120098 -0.00138478 -0.00340814 -0.000290593 -0.000267966 -0.000785272 -0.000529196 -1.38846e-06 -0.000934082 -0.00330689 0.000574655 -0.00043875 -0.00103821 -0.000400577 -0.00291733 0.00145508 0.000666433 -3.5652e-05 0.00193752 -0.00178089
internal_weight=553.864 338.039 215.824 206.507 157.26 14.5928 142.667 80.5537 62.1132 267.553 46.9065 31.4865 17.5656 70.4859 7.7485 76.0679 71.9078 60.4259 41.8286 11.4819 4.33755 38.51 33.441 30.0036 11.4184 220.647 83.7465 61.6052 136.9 49.2469
internal_count=4633 1741 2892 2521 1401 255 1146 742 404 1196 272 220 158 545 54 728 624 432 348 192 84 270 248 211 94 924 342 269 582 1120
is_linear=0
shrinkage=0.00470451


Tree=197
num_leaves=31
num_cat=0
split_feature=16 3 10 9 9 12 18 7 12 15 9 2 17 6 16 16 7 2 18 6 3 18 10 0 9 8 5 13 8 0
split_gain=16.5201 6.90671 7.08384 9.35163 7.02584 6.3793 12.0563 7.02331 6.43435 10.4554 6.37168 9.98845 7.54817 6.09594 6.9772 8.23106 10.4225 7.72023 6.79623 7.49726 6.23139 6.49997 5.83363 5.78929 5.55096 9.4785 5.43811 5.25557 5.3778 5.44905
threshold=18.594956516900002 93.883646373400012 61.917879202350001 187.45330412110005 181.33671263215004 133.01805689090003 13.581061237400002 23.109894804950002 114.82338089645002 30.247508226550003 194.82237869650001 200.24623605120004 190.37043331840002 15.635365317800002 11.864972254500001 16.094962363000004 26.709562027450005 186.79363985910004 18.281462078100002 14.815346158200002 75.357481396450012 15.917243450850002 60.87206898960001 85.619326080400015 191.61296531520003 5.1459841250500009 29.110986871100003 104.04332964835001 7.7439566930000003 97.491557184450016
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=13 4 22 23 -2 6 -6 10 9 -8 11 -7 -12 14 -1 16 17 20 19 24 -16 27 26 -4 25 -17 -3 28 -22 -30
right_child=1 2 3 -5 5 7 8 -9 -10 -11 12 -13 -14 -15 15 18 -18 -19 -20 -21 21 -23 -24 -25 -26 -27 -28 -29 29 -31
leaf_value=-0.0015426040470497633 -0.0017322885215629875 -0.0024208579683222117 -0.0028459578895358943 -0.0039138100759163489 0.0027902645041822018 0.0011450361035561225 0.00081785109785811265 0.00099335593551635624 0.0022160158465165821 -0.0037948396933504048 -0.00089629185387922093 -0.0049652758518689746 -0.0073616974467830805 -0.0029903231495658554 -0.0038571730824091374 -0.0019881252278603099 -0.0019146209429890845 0.0020434907948821473 0.0034406599619557616 0.0016557938558475866 -2.0302510087031716e-06 0.0021528901734452223 0.0018798011184589512 0.0025031601707953275 -0.0029494104266230546 0.0034613851640216257 0.00061254442119276276 0.0011872382495256434 0.0017880426261458917 -0.004979087180866355
leaf_weight=45.346381851471961 11.010909941047428 10.865863472223284 3.7259116619825381 11.880467211827634 55.851174518465996 19.906488191336397 18.018297374248508 143.70550736412406 13.966284442692993 8.4301446825265867 6.0321749746799451 3.7093603126704684 3.2461027428507805 10.728910342790185 4.3030793629586688 13.924662275239827 17.705377425067127 41.849227657541633 3.6178194507956496 7.9785914700478306 11.061751376837494 16.942866424098611 20.399944648146629 6.4728197380900383 26.468748899176717 5.0952755361795417 18.959664752706885 13.573625529184936 1.7446104735136012 6.8552334066480398
leaf_count=974 61 115 35 122 199 74 87 616 48 59 32 40 25 371 79 259 234 214 16 44 94 73 70 20 383 15 138 51 5 80
internal_value=0.000245343 0.000704812 -0.000238469 -0.00185238 0.00094507 0.00105311 0.0017611 0.000667176 0.000338855 -0.000652392 -0.000757818 0.000185284 -0.00315828 -0.000474978 -0.000350308 -3.43543e-05 0.000496135 0.000939228 -0.00109408 -0.00140092 9.09986e-05 0.000429579 0.000471011 0.000548962 -0.00193706 -0.000528249 -0.000492567 -0.000448942 -0.0015785 -0.00360627
internal_weight=583.377 356.181 72.3047 22.0792 283.876 272.866 96.2659 176.6 40.4147 26.4484 32.8941 23.6158 9.27828 227.196 216.467 171.121 114.036 96.3304 57.0851 53.4673 54.4812 50.1781 50.2255 10.1987 45.4887 19.0199 29.8255 33.2352 19.6616 8.59984
internal_count=4633 1741 500 177 1241 1180 393 787 194 146 171 114 57 2892 2521 1547 830 596 717 701 382 303 323 55 657 274 253 230 179 85
is_linear=0
shrinkage=0.00341869


Tree=198
num_leaves=31
num_cat=0
split_feature=16 5 6 5 15 18 16 2 13 13 15 2 6 2 13 5 0 0 19 3 7 16 2 9 5 19 0 12 17 2
split_gain=13.7406 5.92379 5.54638 5.41758 5.42106 5.79287 5.47687 6.64416 4.9796 9.93387 7.87051 9.68681 5.81908 6.69377 5.73808 5.47656 5.43122 5.30613 4.81819 4.65747 12.4147 4.65348 4.63157 4.61999 4.48344 4.29786 6.22128 4.26789 4.24085 4.24513
threshold=18.594956516900002 23.605484525250002 15.635365317800002 10.726864994700001 28.444110612900001 14.032563378150002 13.534968349350001 185.00267682035005 112.67059178900001 111.38282034450002 29.326787846200002 90.828344481500011 16.455384477450004 199.01127796720002 117.62810858150002 20.743195000100005 92.168410086200012 86.09518316945001 10.650859343850001 85.589753040950015 24.996614930650004 16.024962526700005 113.96113505555 226.58992707320002 22.458857822500004 11.850956171350001 98.230883170350012 183.01001782225003 192.80507188075003 145.83272221200002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 8 3 -1 6 -6 18 25 9 10 -2 -12 17 24 -15 19 -11 -10 27 20 -13 -9 -19 -3 -14 -8 -27 -5 29 -26
right_child=1 23 -4 4 5 -7 7 21 12 16 11 15 13 14 -16 -17 -18 22 -20 -21 -22 -23 -24 -25 28 26 -28 -29 -30 -31
leaf_value=-0.0016087191387786177 0.0023404375655440182 -0.00049363197534263176 -0.0036538831669085101 -0.0026550705897948851 0.0023005699238298725 -0.0041910502261178371 0.0023205682595459458 0.0028869612836324851 -0.00017813646889202773 -0.0068198083355195315 -0.0062906791157095708 -0.0063705217007509257 0.00016068245684510132 -0.0061040245952356 0.0018467138230292678 -0.0043336970623410707 0.00023277922927574478 0.0037044642711905711 -0.002890796569270878 0.0032360888117508521 0.0019541102105751097 -1.527254922630385e-05 0.0017642033449455498 0.0040501740317391748 0.0026836862989656181 0.00033025568638530385 -0.0027976582421748697 0.0016343234569545641 0.0051407260290953858 -0.0015541570887359097
leaf_weight=51.657259402796626 28.058702364563942 73.430916415527463 9.9247377449646574 6.1192750502377775 3.2298323735594741 10.020117271691559 9.9672000557184202 29.825533170253038 16.873158052563667 5.2511127851903421 4.7054693773388854 4.504536956548697 48.349336013197899 4.6644746363162986 2.4653489515185356 4.0308707021176806 3.0772124081850052 31.900933183729649 16.471471253782511 9.7604161202907544 10.85111068189144 14.632896821945904 69.455471858382225 4.203674152493476 12.88019029051066 34.110194871202111 16.894621774554253 12.625833988189695 6.9805602282285681 6.2322869002819052
leaf_count=1120 99 554 371 151 16 239 35 119 70 44 51 46 189 48 9 44 13 143 223 28 38 108 270 13 40 237 192 81 15 27
internal_value=0.000260227 0.000778586 -0.000576146 -0.000427544 -3.10694e-05 -0.00260864 0.000211756 0.000692504 0.00107361 0.000108184 0.000689603 -0.000678699 0.001413 0.000546941 -0.00335482 0.000227297 -0.00421397 0.00201053 -0.00122749 0.00095929 -0.000487898 0.00193173 0.00237488 -0.000247599 0.000920638 -0.000211092 -0.000705821 0.000234066 0.0023288 0.00130179
internal_weight=563.155 347.676 215.479 205.554 153.897 13.2499 140.647 105.43 270.041 70.2394 61.9111 33.8524 199.802 81.5722 7.12982 29.1469 8.32833 118.23 35.2166 25.1161 15.3556 44.4584 101.356 77.6346 74.4424 60.972 51.0048 18.7451 26.093 19.1125
internal_count=4633 1741 2892 2521 1401 255 1146 691 1174 363 306 207 811 328 57 156 57 483 455 112 84 227 413 567 271 464 429 232 82 67
is_linear=0
shrinkage=0.00421527


Tree=199
num_leaves=31
num_cat=0
split_feature=16 15 13 8 17 5 0 16 5 6 5 15 18 16 2 16 19 0 19 12 2 2 17 19 2 8 0 8 9 12
split_gain=8.96032 4.62818 4.21488 5.06811 4.44935 4.20451 4.87725 4.45362 5.82971 4.1184 4.20446 4.5815 5.33347 4.04785 4.98393 4.32106 4.23072 5.16736 3.91578 3.63836 3.18889 6.97609 3.17223 3.12924 3.19714 3.61943 5.01573 4.51278 3.49287 5.22607
threshold=18.594956516900002 46.055224235250002 118.84598011460001 10.441851282850001 162.43086425485004 24.367802910700004 86.692020874450009 23.044946110900003 24.458659404000002 15.635365317800002 10.726864994700001 28.444110612900001 14.032563378150002 13.534968349350001 185.00267682035005 16.024962526700005 11.850956171350001 97.722764583650005 10.650859343850001 183.01001782225003 247.02271001585004 260.77742537720002 180.19381692845005 14.651182102100002 45.979371440700014 8.8430989333000021 87.525442894850016 8.7431769115000026 181.33671263215004 132.52187326270004
decision_type=2 2 2 2 2 2 2 2 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 23 4 -4 -3 7 8 -7 10 22 13 -13 18 16 -16 -15 -18 19 -12 -10 -22 -1 24 -2 27 -27 28 29 -26
right_child=1 5 3 -5 -6 6 -8 -9 20 -11 11 12 -14 14 15 -17 17 -19 -20 -21 21 -23 -24 -25 25 26 -28 -29 -30 -31
leaf_value=-0.0053834499056039037 0.0046852498914495772 -0.0056040625160163676 0.0026257420653855753 0.0036289250514494015 -0.005101811627443927 0.0043361004374036661 0.0050675657558219445 0.0041022378154897459 -0.0061970762926184782 -0.0040225844640222443 -0.0030223144697839122 0.0026965850987670818 -0.0048482643989929894 0.0028070711735308936 0.0032378010420142512 -0.00019744489061428646 0.00064016169063508144 -0.0026063268600105311 -0.0031447867682514448 0.0018926647090794721 0.005167621058146667 -0.0046730313025246046 -0.0012695588002362495 0.0032499289039205266 -0.0052802018856426495 -0.0047084154669377156 0.0012305837892367911 0.0039239572434617035 0.0010586404789429331 0.00026774607345057626
leaf_weight=5.1818466233089557 5.4792726486921302 4.3880276344716576 2.3388640694320193 3.2973862737417212 8.2309462372213584 2.737849175930033 3.4835581406950942 3.1806821674108496 6.2245800066739312 8.108879021368919 5.3847809061408105 3.0738504268228999 8.9841209230944497 9.7483974881470186 26.843418721109629 13.42789191007614 27.784341741353273 21.074666827917099 14.707561171613632 11.63982931524515 2.6054817587137205 5.4324548598378897 39.565647304523736 15.219870351254938 5.2406324855983284 6.604084298014639 7.3387178331613541 12.317255809903143 216.70513186231256 19.949653712101281
leaf_count=251 15 44 17 10 112 17 9 10 95 371 151 16 239 35 119 108 210 219 223 81 7 61 869 51 36 37 30 38 1005 147
internal_value=0.000266126 0.000762111 0.00094014 -0.00172245 -0.00339188 -0.00115904 -0.000334822 -0.00126736 -0.00227198 -0.000572943 -0.000423688 -8.96494e-06 -0.00292491 0.000260235 0.000753305 0.00209237 -0.000166814 -0.000760167 -0.00127619 0.000338087 -0.00354048 -0.0014832 -0.00174596 0.00106796 0.000946601 0.000870209 -0.00158246 0.00100473 0.000856083 -0.000886459
internal_weight=526.3 330.774 302.722 13.8672 10.5698 28.0526 23.6646 20.181 17.0004 195.525 187.416 142.669 12.058 130.611 98.8787 40.2713 58.6074 48.859 31.7322 17.0246 14.2625 8.03794 44.7475 288.855 273.635 268.155 13.9428 254.213 241.895 25.1903
internal_count=4633 1741 1498 139 129 243 199 190 180 2892 2521 1401 255 1146 691 227 464 429 455 232 163 68 1120 1359 1308 1293 67 1226 1188 183
is_linear=0
shrinkage=0.00494411


Tree=200
num_leaves=31
num_cat=0
split_feature=16 15 13 6 6 10 15 18 12 16 19 13 9 16 3 3 7 16 2 13 15 18 3 17 12 15 12 2 16 16
split_gain=15.8124 6.28719 6.84056 6.09324 5.73401 5.9322 5.54469 6.03721 5.08381 6.27414 7.02531 6.1423 4.93268 4.19343 4.1675 8.51871 5.87596 4.13593 4.985 4.22093 4.00889 4.19797 8.02111 5.26388 3.86419 3.81888 3.75636 3.51584 8.36475 6.39425
threshold=18.594956516900002 46.055224235250002 118.84598011460001 19.835463452400003 15.635365317800002 90.937096262400004 28.444110612900001 14.032563378150002 206.14208420540004 14.184966829400002 11.950964240300001 108.49810477050001 31.257715529350005 22.724946859200003 85.589753040950015 84.812788641250009 23.960918281000001 22.564947233300003 247.02271001585004 117.61735474900001 18.581945927850004 14.830595894550003 83.613736315050019 230.32451555280002 358.96165787565002 15.283107451400001 235.88806624395002 131.42729508740004 22.624947093000003 19.224955043700003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=4 2 14 -4 5 6 8 -8 9 -1 -11 20 26 17 15 -2 -17 -3 -19 -20 -12 22 -22 -23 -14 -26 -10 29 -29 -16
right_child=1 13 3 -5 -6 -7 7 -9 12 10 11 -13 24 -15 27 16 -18 18 19 -21 21 23 -24 -25 25 -27 -28 28 -30 -31
leaf_value=-0.0024581501636106134 0.0012257683802529968 0.0018700708085049207 -0.0041669075808936874 0.0012155018120003306 -0.0037076111823847358 -0.0032092415797612211 0.0020589871875141678 -0.004298684031908433 0.0021583395892808216 0.0026544188193052915 0.0026417442089987065 0.0038748773220833354 0.0013120714662709996 0.0023545289329489922 0.0043145986937004732 0.0031109477352760677 -0.0050505775919203648 -0.005236815399563494 -0.0039806795583564106 0.0015204877266937809 0.0015233374799254362 -0.0032344451953769948 -0.0039352949052021673 0.0038273318299070097 0.0011774044474123961 -0.0052616336088502306 -0.0047009331145874749 3.1937725426344919e-05 0.0021818727645447475 0.001483860729910622
leaf_weight=27.058829804882407 21.735298026353124 4.3566944450140062 8.4372397493571025 6.9343276545405379 10.214509414508937 13.166771392337976 3.5607608370482913 11.21924528852105 2.0366469770669928 13.956583991646765 4.666830886155366 4.8530185483396044 70.588635426014662 5.2608059644699088 16.469374947249889 1.9775458499789227 8.2813896462321264 8.1059126164764184 4.3433368168771249 6.0256183817982674 15.80711583979428 23.657211881130937 7.0415164437144986 2.0779379643499842 3.2990786209702483 3.368879459798336 4.9716018252074718 84.554220911115408 53.450702302157879 117.2198174148798
leaf_count=469 95 22 110 29 371 554 18 248 12 57 25 15 443 20 51 7 95 123 50 28 76 249 157 7 26 50 115 442 191 478
internal_value=0.000293239 0.000859903 0.00102977 -0.00173883 -0.000594701 -0.000444241 -0.000260524 -0.00276701 -5.85112e-05 -0.000711574 -5.57287e-05 -0.00070671 0.000709673 -0.00106942 0.00116991 -0.00028228 -0.00347734 -0.00185837 -0.0027376 -0.000783835 -0.00112426 -0.00148601 -0.00015891 -0.00266425 0.00101967 -0.00207582 -0.00270758 0.00134092 0.000864629 0.00183258
internal_weight=568.697 347.152 319.06 15.3716 221.545 211.331 198.164 14.78 183.384 99.119 72.0602 58.1036 84.2648 28.0924 303.688 31.9942 10.2589 22.8316 18.4749 10.369 53.2506 48.5838 22.8486 25.7351 77.2566 6.66796 7.00825 271.694 138.005 133.689
internal_count=4633 1741 1498 139 2892 2521 1967 266 1701 1055 586 529 646 243 1359 197 102 223 201 78 514 489 233 256 519 76 127 1162 633 529
is_linear=0
shrinkage=0.00425398


Tree=201
num_leaves=31
num_cat=0
split_feature=16 0 18 16 9 6 5 17 10 4 6 10 0 2 9 3 19 10 19 2 10 5 2 13 7 16 13 18 6 9
split_gain=10.5723 5.59409 6.39869 9.70442 7.17886 5.02528 4.97799 7.9046 4.91286 4.82877 4.69148 4.60098 7.55421 4.54942 5.93337 4.43396 5.97885 4.55419 9.84243 4.8801 4.46009 6.08163 4.37294 6.51295 4.29965 4.26079 7.01103 5.78987 6.86898 7.22183
threshold=18.594956516900002 86.09518316945001 13.829007611650001 22.644947046300004 196.40176798710004 15.635365317800002 18.128874633450007 196.21449749970003 90.937096262400004 195.04069921150003 16.455384477450004 62.025417527550012 86.393602021950016 100.92170827030002 194.29956510785004 90.988176966900014 14.551174033150001 66.859265246100009 13.851117550450002 120.31044416595002 66.235542959850008 21.363989181350004 314.93386866815007 116.60111757565001 24.775165158000004 16.094962363000004 104.04332964835001 17.549283450150003 14.745344522600002 191.61296531520003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=5 22 9 4 13 8 -6 -8 25 10 -3 -11 -13 14 -4 17 24 20 19 -19 21 -9 23 -2 -17 26 -1 28 29 -27
right_child=1 2 3 -5 6 -7 7 15 -10 11 -12 12 -14 -15 -16 16 -18 18 -20 -21 -22 -23 -24 -25 -26 27 -28 -29 -30 -31
leaf_value=-0.0002741763550932378 0.0036127792613858765 0.0046126674496746387 0.0028622820171769424 0.0045033632428449644 0.0025522633595856715 -0.0042782610124602501 -0.0068946294246753021 -0.0022372309013520973 -0.0036341624878540417 0.0029815732341607185 0.001054386003414422 -0.0048452083174599274 0.0011895551320140107 -0.0064026342594869171 -0.0052581109701482099 -0.005868810632614109 0.0029870148008880456 -0.0042657887325778096 -0.0085276828354493416 0.0025557725325058801 0.0051604743335686215 0.0043275415922272567 -0.0057241207600562411 -0.00031671980901304311 0.0015773489394016343 -0.00074846911461187455 0.0028297835708943598 0.0030110205710048819 0.001831167185070569 -0.0053554620447438138
leaf_weight=108.89750803727657 12.095132466405628 29.869650594890118 4.9492818936705572 13.452919162809847 22.533940754830837 9.0414954479783756 4.2171748578548423 7.9011541232466715 11.450399094261227 26.666203521192074 13.826088197529314 6.2046901285648337 35.925872661173344 6.5679412186145774 4.2798328697681427 8.228129103779791 4.2543228194117537 3.4867048673331764 3.4203410744667044 11.490357179194687 9.821776829659937 6.6114519685506821 3.3693351596593848 97.379596935585141 2.6040137931704512 16.672542996704578 22.375230826437473 6.3949818778783074 8.875440785661338 18.102556154131889
leaf_count=1161 42 136 17 53 83 371 32 41 554 86 50 35 141 67 31 73 14 36 28 55 30 29 62 590 10 273 89 37 67 340
internal_value=0.00031694 0.000861571 0.00131959 0.000475327 -6.45827e-05 -0.00059835 0.000519193 -0.000219306 -0.00042575 0.00217381 0.00348677 0.00133989 0.000300798 -0.00318982 -0.000903401 0.000267582 -0.00208625 0.0010986 -0.000797634 0.000967693 0.00253221 0.000753457 -5.69944e-05 0.000117424 -0.00407878 -0.000223136 0.000254889 -0.00147703 -0.00213454 -0.00314669
internal_weight=540.966 339.156 226.312 113.819 100.366 201.81 84.5694 62.0354 192.769 112.493 43.6957 68.7968 42.1306 15.7971 9.22911 57.8183 15.0865 42.7318 18.3974 14.9771 24.3344 14.5126 112.844 109.475 10.8321 181.318 131.273 50.0455 43.6505 34.7751
internal_count=4633 1741 1047 599 546 2892 431 348 2521 448 186 262 176 115 48 316 97 219 119 91 100 70 694 632 83 1967 1250 717 680 613
is_linear=0
shrinkage=0.00505046


Tree=202
num_leaves=31
num_cat=0
split_feature=16 5 6 5 15 18 2 12 13 19 16 2 13 3 13 16 8 13 16 8 5 18 17 17 10 13 19 13 10 6
split_gain=17.8978 8.13867 6.57522 6.2016 6.81734 6.73902 6.08492 5.52623 5.51731 10.1366 7.1651 7.10373 6.53623 5.10294 4.87046 4.78477 6.78982 4.76634 4.75328 4.65785 4.63985 8.46431 11.094 10.3766 4.59214 4.84973 4.32827 5.13457 5.13136 6.53673
threshold=18.594956516900002 23.605484525250002 15.635365317800002 10.726864994700001 28.444110612900001 14.032563378150002 185.00267682035005 358.96165787565002 115.13321943645001 14.451165964200003 22.454947490600002 216.39684782960003 116.86189801435002 92.913112988300014 98.050756475600011 13.534968349350001 2.9476996444500005 113.62230596715001 16.024962526700005 8.8430989333000021 21.836296031200003 13.317304170000002 188.70679832985002 186.69708271700003 81.011308844800013 108.49810477050001 12.651020723000002 100.66662623655002 78.196493182200015 13.705320222600003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 8 3 -1 6 -6 14 15 9 11 13 -2 -12 -10 -5 16 -8 -3 -17 20 21 22 23 -14 25 26 27 -16 29 -29
right_child=1 17 -4 4 5 -7 7 -9 10 -11 12 -13 19 -15 24 18 -18 -19 -20 -21 -22 -23 -24 -25 -26 -27 -28 28 -30 -31
leaf_value=-0.0014912388783966464 0.00095701184232846177 0.0033508439588648136 -0.0032705999747993375 -0.0027507508709928618 0.0021421366318672081 -0.003711746036107287 0.0015278774687899274 -0.0033181017291046716 0.003959136363308159 -0.0037779988261904649 0.0034481923168967112 -0.0031342552915000037 0.0010393801454430835 -0.00034268276134854852 -0.0027338200856995773 0.0027876959525074472 -0.0029446673084981513 -0.00048608296120326275 0.00024072371499674636 -0.0021798292229685619 0.0016925165420318632 -0.0014552559591382481 0.0031048421370891066 -0.0049761431861396182 0.0024585453725270616 0.0032006218917315309 -0.0020995972538691817 -0.0048650362990829144 0.004606605059456469 0.00083324427867666531
leaf_weight=53.765023340471089 87.86010617017746 4.6050134897232047 11.383463164791463 11.068589824251829 3.403655629605054 11.72538569383323 11.278236810117962 3.7438058741390696 21.466861620545391 7.3367443680763236 14.81395038962364 6.0871733427047721 12.821990601718428 4.4688846468925467 7.2410308830440036 29.044748909771442 7.6354993470013133 76.271488379687071 14.856013834476469 6.332958757877349 68.900149650871754 22.964060753583908 21.715179346501827 5.4948560968041411 8.092603534460066 4.4466984868049613 20.738052368164062 3.1059184446930947 3.9302707836031905 20.681877562776208
leaf_count=1120 390 17 371 241 16 239 62 48 84 44 51 54 46 19 72 109 110 550 95 36 232 114 72 32 28 14 191 32 10 134
internal_value=0.000249938 0.000755885 -0.000558043 -0.000414261 -5.45932e-05 -0.00239477 0.000188131 0.00100468 0.00105124 0.000368135 0.00143781 0.000691924 0.00113614 0.00321791 -0.00049717 0.00126232 -0.000277695 -0.000267613 0.0019258 0.00088836 0.00103568 0.000317279 0.00133408 -0.000765212 -0.000131618 -0.000480135 -0.000773996 1.23624e-05 0.000729772 8.92327e-05
internal_weight=587.28 361.139 226.141 214.757 160.992 15.129 145.863 66.5583 280.263 101.284 178.979 93.9473 153.043 25.9357 79.305 62.8145 18.9137 80.8765 43.9008 138.229 131.896 62.9961 40.032 18.3168 68.2365 60.1438 55.6972 34.9591 27.7181 23.7878
internal_count=4633 1741 2892 2521 1401 255 1146 424 1174 488 686 444 583 103 722 376 172 567 204 532 496 264 150 78 481 453 439 248 176 166
is_linear=0
shrinkage=0.00366249


Tree=203
num_leaves=31
num_cat=0
split_feature=16 5 6 5 15 18 16 2 17 3 18 10 13 17 18 7 18 16 3 3 7 8 4 19 16 13 3 9 2 16
split_gain=14.8226 6.38573 6.13663 6.49918 5.65769 6.11518 4.83238 6.65101 5.28561 5.2936 5.81185 5.40632 4.61133 4.55788 4.81414 6.57217 4.33197 4.31773 4.28691 9.82446 5.18646 4.32663 5.27716 8.60951 4.92597 12.2276 6.92776 4.40097 7.57694 6.9114
threshold=18.594956516900002 23.605484525250002 15.635365317800002 11.783123780850001 28.444110612900001 14.032563378150002 13.534968349350001 185.00267682035005 208.35751021765003 76.190903416900014 15.771515858900001 76.279622535200005 113.62230596715001 192.92322630085002 13.845746551550002 21.034091097450002 17.370891598500005 16.024962526700005 85.589753040950015 84.812788641250009 24.176603375500004 8.8430989333000021 168.18037996940004 14.451165964200003 19.224955043700003 112.67059178900001 87.684061924550022 204.99169312540002 222.85070906495002 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=2 18 3 -1 6 -6 13 8 9 -8 11 -11 -3 14 -5 -16 -17 -9 19 -2 -21 24 -23 -24 -20 26 -26 28 -27 -30
right_child=1 12 -4 4 5 -7 7 17 -10 10 -12 -13 -14 -15 15 16 -18 -19 21 20 -22 22 23 -25 25 27 -28 -29 29 -31
leaf_value=-0.0017352970742668368 0.0013999464064690394 0.0041921996347680495 -0.003990462137731042 -0.0051928340179663727 0.0026769071646057106 -0.0044719264973035093 -0.0053846083990839811 0.0032006720874458773 -0.0040941792004314794 0.00014302773240640625 0.0028588843003015348 -0.0061664768749405911 -0.00053929761651010121 -0.0057750811986452995 0.0047056779940728042 -0.0021616109045030506 0.0030445683012318039 0.00015666608937642889 0.0038911972711558333 0.00041929499691405832 -0.0062378780225839847 0.0017180200366386832 0.00075459258289253361 -0.0083773741961277442 -0.0004427879013198292 0.0016952112887686872 -0.0067098181213637916 0.0032794897094251554 -0.0049464288780423854 0.003331702455636831
leaf_weight=59.647993680089712 21.981237091124058 4.5226748138666144 10.724128892645238 4.0308938603848246 3.2549871839582911 10.352029811590908 3.2131024971604338 28.342523545026779 6.351147022098302 33.172820596024394 16.597921580076218 3.0706569850444785 74.206019889563322 3.9805165827274314 5.2154491767287281 15.3673148509115 4.2148551587015382 14.616974756121634 17.756754584610462 3.7156355306506139 6.9561004489660263 8.8322848156094569 4.8372012190520746 3.8269733637571335 13.658677048981192 139.74006583541632 4.9818609580397597 32.103719189763069 6.8662560656666738 2.9988612905144691
leaf_count=1203 95 17 371 79 16 238 45 109 75 238 61 35 550 75 17 210 19 101 59 22 80 33 20 30 63 539 45 125 50 13
internal_value=0.000284258 0.000871695 -0.000633267 -0.000462983 3.70191e-05 -0.00276183 0.000312642 0.000787377 -0.000160931 0.000284718 0.00062945 -0.000391533 -0.00026749 -0.00121196 -0.000581899 0.000167616 -0.00104104 0.00216495 0.00120603 -0.000338738 -0.00392001 0.00142012 -0.000756486 -0.003279 0.00159473 0.0013912 -0.00211771 0.00175116 0.00142319 -0.00242999
internal_weight=569.138 346.984 222.153 211.429 151.781 13.607 138.174 105.365 62.4056 56.0545 52.8414 36.2435 78.7287 32.809 28.8285 24.7976 19.5822 42.9595 268.256 32.653 10.6717 235.603 17.4965 8.66417 218.106 200.349 18.6405 181.709 149.605 9.86512
internal_count=4633 1741 2892 2521 1318 254 1064 664 454 379 334 273 567 400 325 246 229 210 1174 197 102 977 83 50 894 835 108 727 602 63
is_linear=0
shrinkage=0.00454921


Tree=204
num_leaves=31
num_cat=0
split_feature=16 6 15 18 15 12 8 0 12 13 3 0 2 2 5 9 4 17 15 17 0 7 3 7 14 18 10 7 4 4
split_gain=4.55846 3.60128 3.10007 4.89911 3.7715 3.19541 4.91926 3.90318 3.88777 3.29009 4.8844 4.57312 3.79611 3.27374 5.06961 5.76576 3.66329 4.10451 3.25501 3.56599 3.17907 3.14631 3.26336 3.24559 5.33684 6.30521 4.81075 5.64185 2.86361 7.23404
threshold=18.594956516900002 15.635365317800002 28.444110612900001 14.032563378150002 28.298162031900002 206.14208420540004 1.3489472949000001 104.22883325935001 293.55977308740006 108.79383516485002 82.912048743050008 85.769879735700016 145.83272221200002 83.274686722450014 16.043149448600001 201.16241229375001 168.18037996940004 183.32030055335002 6.8054746905500005 253.00163930250002 111.47691637905002 29.705613080500004 61.312976123050007 26.093307009050005 366.02505068985005 17.448621627850002 74.927328095600004 21.946499523750003 309.25865594525004 312.24436677560004
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 4 -4 5 7 8 9 20 10 13 12 -12 16 -15 -16 17 -1 -9 -20 -7 22 -8 26 25 -25 27 -24 -2 -30
right_child=28 -3 3 -5 -6 6 21 18 -10 -11 11 -13 -14 14 15 -17 -18 -19 19 -21 -22 -23 23 24 -26 -27 -28 -29 29 -31
leaf_value=0.0090768251322759837 0.0033061583719752722 -0.016562729671313475 0.011137976843089049 -0.020100941325928535 0.026771259407214573 0.011912350122166935 0.031064822680376285 0.018152893046858923 -0.022568919160713102 0.021954594571481668 -0.023174455814882203 -0.022412405967714728 0.021867084656936212 5.3994530778162577e-05 0.0028176253283219137 -0.035138206207479296 0.015673526863383608 -0.02212944176347242 -0.022257703097159128 0.029439078280416271 -0.023002086611879215 -0.022075542681929825 0.0059620641975124738 -0.019259123374812583 -0.019649166471322584 0.015881758097825723 0.012553829144834321 -0.021285488714601265 -0.025357974047415618 0.0005073050535671725
leaf_weight=4.5815351866185692 253.35283512156457 7.0147725893184534 3.0042390376329413 8.3452430684119445 2.2023657709360114 4.0141640491783601 2.0825250521302214 1.1539447470568109 5.7807623804546893 2.4537753798067561 1.2888877028599375 9.1179696926847082 2.2795184254646301 32.228165932931006 3.0139794200658789 4.2362807057797909 10.05298845656216 3.1159101910889149 9.4396201171912217 0.6260557724162944 1.6068793376907704 1.9112708196043957 11.918175779283048 3.2195127513259667 5.8671330809593192 7.435476602986455 28.264542714692652 4.6477728486061087 5.2688076645135871 49.070221638306975
leaf_count=19 1293 371 18 248 6 41 6 30 235 9 73 197 11 341 23 39 44 30 456 2 76 128 84 35 97 52 151 70 96 352
internal_value=0.000815379 -0.00182706 -0.00123261 -0.0118319 -0.000492506 -0.000866998 0.00222345 -0.00370454 -0.0104904 -0.00191977 -0.00275767 -0.0145336 0.00559834 -0.00014721 -0.00351136 -0.0193597 0.00733493 -0.00355541 -0.0152168 -0.0190423 0.00193141 0.00444179 0.00524075 0.00436419 -0.00358312 0.00526359 0.00729314 -0.00168256 0.00236897 -0.00200064
internal_weight=488.595 180.903 173.889 11.3495 162.539 160.337 76.7482 83.5886 11.4018 72.369 69.9152 12.6864 3.56841 57.2289 39.4784 7.25026 17.7504 7.69745 11.2196 10.0657 5.62104 65.3464 63.4351 61.3526 16.5221 10.655 44.8305 16.5659 307.692 54.339
internal_count=4633 2892 2521 266 2255 2249 975 1274 352 786 777 281 84 496 403 62 93 49 488 458 117 623 495 489 184 87 305 154 1741 448
is_linear=0
shrinkage=0.0209766


Tree=205
num_leaves=31
num_cat=0
split_feature=16 5 10 10 17 6 6 18 6 5 6 18 7 18 6 16 16 7 13 0 15 2 6 13 9 9 15 12 7 17
split_gain=16.0049 6.86226 5.68505 6.32844 7.60168 6.31052 6.53114 6.43188 7.43171 6.79115 7.98892 8.23204 7.88065 7.2083 8.01167 5.72653 6.88918 7.26901 5.11691 8.65224 6.76944 5.72917 5.06141 5.11639 5.03883 4.82415 4.72143 8.09593 4.5826 4.50855
threshold=18.594956516900002 23.714185006400005 90.937096262400004 74.927328095600004 195.59800312745003 13.665319288000001 13.775321858200002 17.327266398450003 12.325287978400002 10.726864994700001 2.7350639043000005 16.435318745950003 25.024903008400003 16.060787203800004 11.085259005300001 17.684958644900004 9.7049773055000017 27.528149546950004 112.67059178900001 91.886121982450007 28.983869461100003 90.828344481500011 16.455384477450004 117.67650082785001 226.58992707320002 206.50942114985003 41.54912092575001 216.20511703005005 23.109894804950002 194.75204781875001
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 18 3 4 29 7 -7 8 9 10 11 -5 -11 -14 -15 16 -9 -18 19 28 -21 -22 23 -20 -3 -8 27 -24 -2 -1
right_child=1 24 -4 5 -6 6 25 15 -10 12 -12 -13 13 14 -16 -17 17 -19 22 20 21 -23 26 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.0010297411332098997 2.5007534988956554e-05 -0.00050628951370868458 -0.0029218913861363393 0.0036465684963529719 -0.0046059419212012773 0.0040356999410007055 0.0018459922642945158 0.0030240270582213942 -0.0036606846739481876 0.0025456542801915571 -0.0035710919325148732 -0.0044078639838120446 -0.0040791609605941885 -0.0037099473769110439 0.0020116166461889317 0.0047087489785874867 0.0014485166963509343 -0.0035445462787406178 0.0020160421234338712 0.0022601358606305255 -0.0036850292315323465 0.00030726969983275413 0.00054853034285354176 -0.002094030416846096 0.0037518319598091221 -0.0018589998333008459 0.0022579075495181094 -0.0042604441502444596 -0.0059028476301026195 0.0052784880502010434
leaf_weight=59.189697925001383 3.2076372355222684 72.489979460835457 14.196482737548648 5.8139462023973483 9.3190654348582012 10.786580771207808 13.094525359570982 9.4690616056323069 12.762168519198893 17.056657418608665 16.907535791397095 2.8333792444318533 7.396494826301935 5.0573594905436066 13.432827420532702 5.4715517759323111 8.6497421991080063 8.8616701140999776 117.55719713866711 23.700662553310394 6.5198833234608164 31.315786547958851 60.556124180555344 4.729901708662509 4.4268316328525534 8.8362078294157964 20.520838737487793 5.7550119757652274 5.0247218273580074 1.7512217052280892
leaf_count=886 13 532 554 23 162 34 42 39 137 77 354 53 129 73 65 17 58 123 470 83 57 167 224 24 13 60 61 53 44 6
internal_value=0.000247877 0.000763393 -0.000546555 -0.000390934 -0.00134685 6.77324e-05 0.00156728 -0.000363718 -0.000946055 -0.000440282 -0.00202179 0.00100746 0.000500847 -0.000846471 0.000446678 0.00109446 0.000361498 -0.00107823 0.00104598 0.000137357 0.000636423 -0.000380688 0.00134913 0.00185707 -0.00026122 0.000353198 0.000633777 0.000131169 -0.00359313 -0.000848465
internal_weight=586.691 355.805 230.886 216.69 70.26 146.43 32.7173 113.712 81.2604 68.4982 25.5549 8.64733 42.9433 25.8867 18.4902 32.452 26.9805 17.5114 278.888 69.7687 61.5363 37.8357 209.119 122.287 76.9168 21.9307 86.832 66.3111 8.23236 60.9409
internal_count=4633 1741 2892 2338 1054 1284 136 1148 911 774 430 76 344 267 138 237 220 181 1196 364 307 224 832 494 545 102 338 277 57 892
is_linear=0
shrinkage=0.00387461


Tree=206
num_leaves=31
num_cat=0
split_feature=16 5 6 5 15 16 16 2 15 9 0 18 16 16 3 0 18 13 2 15 8 8 8 6 4 8 8 7 18 16
split_gain=25.3297 8.91715 7.54917 8.48784 8.82611 7.36685 7.93996 9.06667 7.58552 9.03278 7.28213 7.08474 6.82054 6.29749 5.57523 10.5388 6.02898 5.16357 5.07394 5.87036 5.14735 4.93095 5.73625 7.28319 4.88669 6.55467 5.09561 4.89058 4.866 4.57358
threshold=18.594956516900002 23.605484525250002 15.635365317800002 10.726864994700001 28.444110612900001 13.534968349350001 16.024962526700005 186.79363985910004 26.135540888150004 191.61296531520003 103.37390357390002 14.032563378150002 17.874958200600002 16.564961263900003 85.589753040950015 96.082805124100005 14.215125380400002 113.62230596715001 83.274686722450014 20.937157557000003 8.1436447804000007 8.8430989333000021 9.3427090425500019 16.645388916850006 323.22981966960009 2.9476996444500005 7.6440346712000009 21.034091097450002 15.561419761650003 19.224955043700003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 14 3 -1 5 24 7 10 9 13 18 -6 -10 28 15 16 -2 -3 -7 -20 -21 29 23 -23 26 27 -5 -26 -8 -16
right_child=1 17 -4 4 11 6 8 -9 12 -11 -12 -13 -14 -15 21 -17 -18 -19 19 20 -22 22 -24 -25 25 -27 -28 -29 -30 -31
leaf_value=-0.0012845314828411035 0.002283633238175398 0.0026679556943418159 -0.0026061236352301568 -0.0032510503000386221 0.0015081239276007426 0.0018677756934857906 -0.0034343489471378814 0.0021595790044572874 -0.0018199791501055829 -0.002872987350153006 -0.0034230397676795598 -0.0029777889267940394 0.0025049893880252938 0.0022339580596317677 0.0024930133586823122 0.0015013719776544466 -0.0023372406812869023 -0.00033031426132730583 0.0012059530254464228 -0.00027293111928897737 -0.0039621464836008787 -3.991063500446759e-05 0.0016893558458688973 -0.0049331173513352117 0.0034709041233872764 -0.0024021005960531551 -0.00052561225122519251 -0.0002418260316019438 0.0031331237046729708 0.0010469943125557297
leaf_weight=62.988092646002769 2.6905646622180965 4.960742972791194 13.123659797012804 10.491326678544285 3.637530721724036 15.292217187583445 3.9994410462677497 33.002470310777426 4.2663818411529055 15.085760273039339 4.0962685905396929 13.365506652742623 9.6816554442048055 6.8394920378923416 19.373857073485851 16.263696782290936 15.526590328663586 78.25075057707727 12.840327024459841 9.5602399632334691 4.5255523249506941 7.6343526393175143 6.8048033714294425 3.6523586884140968 5.2160780876874941 5.3023702632635823 11.880727507174013 6.4380000606179237 1.1885573118925092 213.84779755026102
leaf_count=1120 9 17 371 210 16 52 85 116 37 151 53 239 35 26 59 52 136 550 50 50 33 32 23 28 11 76 119 39 3 835
internal_value=0.000193356 0.00066945 -0.000501526 -0.000386298 -6.6123e-05 0.000141692 0.000491541 0.00101815 -0.0005257 -0.00140424 0.000204803 -0.0020181 0.00118208 0.00043796 0.000908497 -0.0001661 -0.00165477 -0.000151569 0.000556798 -0.000187749 -0.00145822 0.00105593 -0.00037733 -0.00162334 -0.00092914 0.000224741 -0.0018037 0.0014199 -0.00192976 0.00116712
internal_weight=621.827 369.006 252.822 239.698 176.71 159.707 120.378 79.3171 41.0613 27.1133 46.3146 17.003 13.948 12.0275 285.794 34.4809 18.2172 83.2115 42.2183 26.9261 14.0858 251.313 18.0915 11.2867 39.3285 16.9564 22.3721 11.6541 5.188 233.222
internal_count=4633 1741 2892 2521 1401 1146 691 354 337 265 238 255 72 114 1174 197 145 567 185 133 83 977 83 60 455 126 329 50 88 894
is_linear=0
shrinkage=0.00284985


Tree=207
num_leaves=31
num_cat=0
split_feature=16 5 10 6 13 5 13 6 2 13 10 15 2 15 6 18 16 19 8 16 16 7 0 9 3 7 15 0 0 5
split_gain=18.7806 8.8474 6.30579 6.87573 5.53124 9.73337 8.20789 6.15002 6.92139 6.96991 6.02445 5.56664 11.8372 5.38432 5.79406 6.64064 6.29593 6.46579 6.02952 5.43764 7.55251 7.98733 5.07531 4.95604 4.89546 11.5081 4.72524 4.72232 4.53798 4.5009
threshold=18.594956516900002 23.605484525250002 90.937096262400004 15.635365317800002 112.67059178900001 20.769304081650002 111.38282034450002 16.455384477450004 199.01127796720002 117.62810858150002 61.923256118600001 29.326787846200002 90.828344481500011 30.054399297400007 13.665319288000001 17.327266398450003 13.854967601050001 13.051052998800001 8.1436447804000007 17.684958644900004 9.7049773055000017 26.296311413900003 92.168410086200012 226.58992707320002 85.589753040950015 24.996614930650004 40.42701969085001 93.972365491700018 86.09518316945001 10.726864994700001
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 4 3 13 5 6 11 10 26 -10 -6 -2 -13 14 15 18 -16 -18 29 20 -17 -22 -8 -3 25 -14 -9 -19 -12 -1
right_child=1 23 -4 -5 7 -7 22 8 9 -11 28 12 24 -15 16 19 17 27 -20 -21 21 -23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.0018014483310011939 0.0021180905555488691 -0.0004674725806444464 -0.0027421657739468536 -0.0031012542620415941 -0.0018491303531231352 -0.0047764541303251442 -0.0054347896606471617 0.00032687070951666541 -0.0051757613208248936 0.0019917849382373506 0.00028313125209380996 -0.0052747379094840296 -0.0052010521661175037 -0.0027878541902330292 -0.0042007865263564842 0.0027911886528405173 0.0015502748042783795 0.0029885896984192914 -0.004379521507586713 0.0042354414127663224 0.0034473883439893539 -0.0023666698463644183 0.00054379507924546861 0.0033975984255229835 0.0027902608636280039 0.0015784434165686952 0.0022011057758930517 -0.0042296804956501125 0.0022781912190774386 -0.00019465972184105836
leaf_weight=32.06839806959033 28.373679012060165 77.057213664054871 14.970263136550782 10.934793854132293 5.2901930436491957 4.5854061953723422 4.3137695342302314 52.576148144900799 4.8081971183419219 2.6213892102241516 16.508396618068218 4.6174940913915661 4.407444920390847 9.7521267849951965 2.9270528927445403 9.6548656187951583 48.362073827534914 1.5278167575597752 5.9280287362635127 5.1848972141742697 3.7710668146610287 13.647635946050285 3.0175425410270691 4.3844681084156027 10.100985549390314 10.810035713016985 24.733334295451641 4.3891401924192905 104.51500574499369 68.076112480834126
leaf_count=492 99 554 554 371 26 50 38 200 48 9 65 51 46 222 49 39 247 7 75 17 13 164 12 13 29 38 71 67 392 575
internal_value=0.000264937 0.000766963 -0.000522692 -0.000369027 0.00106414 0.000204489 0.000552437 0.00135018 0.000613194 -0.00264683 0.00184459 0.000995822 -6.78785e-05 -0.000223494 -9.56006e-05 -0.000487045 0.000850957 0.00112338 -0.00091431 0.000917891 0.000282543 -0.00110795 -0.00297402 -0.000259394 0.00088173 -0.000385105 0.000926488 -0.00236585 0.00200605 -0.000709188
internal_weight=593.915 362.721 231.194 216.224 281.279 70.2264 65.641 211.053 84.7391 7.42959 126.314 58.3096 29.936 205.289 195.537 138.331 57.2061 54.279 106.073 32.2585 27.0736 17.4187 7.33131 81.4417 25.3185 15.2175 77.3095 5.91696 121.023 100.145
internal_count=4633 1741 2892 2338 1174 363 313 811 328 57 483 263 164 1967 1745 1375 370 321 1142 233 216 177 50 567 113 84 271 74 457 1067
is_linear=0
shrinkage=0.00353616


Tree=208
num_leaves=31
num_cat=0
split_feature=6 3 6 10 9 0 7 0 17 9 18 10 2 7 3 19 8 9 18 16 15 16 12 16 6 3 19 6 18 15
split_gain=4.75841 4.82384 4.74168 4.11611 6.11185 5.75285 6.30742 4.31853 3.39074 3.17804 4.3263 4.31981 3.39237 4.11011 4.47548 3.81892 3.25779 7.65542 3.12909 8.97471 5.63128 6.79207 7.61998 5.35817 6.33429 4.97735 6.25768 5.11976 5.89901 4.33844
threshold=13.115306437050002 93.883646373400012 12.410289964450003 61.917879202350001 187.45330412110005 85.619326080400015 19.506002767000002 85.121961326250016 207.48293496715004 227.40597858270002 12.351257465600002 60.87206898960001 305.67240907785003 20.869210126600006 108.48197402175002 13.351077205700003 8.543332867800002 180.48474949425002 13.829007611650001 22.654947022900004 28.579157549250002 18.684956306450005 103.28033049195001 22.554947256700004 16.575387281250006 90.988176966900014 14.551174033150001 15.885371159150003 14.380989918050002 37.646552559600003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 18 -1 7 5 6 -5 9 -4 10 11 12 13 14 15 -3 17 -12 23 20 -20 -22 -23 -2 -25 27 -27 28 -24 -30
right_child=1 3 8 4 -6 -7 -8 -9 -10 -11 16 -13 -14 -15 -16 -17 -18 -19 19 -21 21 22 25 24 -26 26 -28 -29 29 -31
leaf_value=-0.001392423312308234 0.0089805646782848848 -0.005397644108517969 -0.0216167607989722 0.019012460032494936 -0.01823715336117809 0.012070471077884462 -0.019082847942295596 0.010798527611845223 0.0035702404510756023 0.020437312361464375 -0.023331623733553328 0.022457749367019723 -0.021926743100319675 -0.018312128370895367 -0.011668952962122678 0.014278827425777801 -0.025817360021849679 0.01121452323836202 0.004033372915238146 0.01836737149354651 -0.016287963610355116 -0.020849508493837699 -0.012688803431540465 0.0031109901633529849 -0.016897695969778199 -0.015240148530264432 0.0083827283092779321 0.011542938878978353 0.0072697784075876001 -0.011142471408651915
leaf_weight=109.21775585319847 54.801604340784252 4.445316752418889 6.4328863210976106 1.7643119916319863 10.837335475720463 6.3476965352892876 6.178423332516104 10.448635133914648 2.2881084196269512 1.9030655324459065 3.977828602306543 2.6274212449789038 2.3272618306800714 3.1243970058858386 4.600820191204547 10.405920639634131 3.7250474840402594 4.1271476298570633 61.011325171217322 8.8298303633928281 10.690089890733359 5.7130736559629431 9.305852357298134 82.14919525757432 5.3196775987744322 11.477480456233026 5.1208152547478667 16.112364921718836 21.290130313485864 4.9877760224044314
leaf_count=1803 263 66 106 8 154 21 241 37 14 6 105 10 47 24 161 38 48 13 348 39 245 53 59 366 29 93 19 70 98 49
internal_value=0.000712605 0.00169483 -0.00239927 -0.00227337 -0.00817345 -0.000541503 -0.0106208 0.000593528 -0.0150085 -0.00199051 -0.00307487 0.000786952 -0.00149939 0.000606339 0.00364503 0.00838921 -0.0120622 -0.00574033 0.00272216 0.000971522 -8.26508e-05 -0.0030476 -0.00113508 0.00462376 0.0018941 0.0005141 -0.00795215 0.00323239 -0.000530628 0.00377497
internal_weight=491.589 373.65 117.939 76.8406 25.1278 14.2904 7.94274 51.7129 8.72099 41.2642 39.3612 27.5311 24.9037 22.5765 19.4521 14.8512 11.83 8.10498 296.809 154.539 145.709 84.6976 74.0075 142.27 87.4689 68.2944 16.5983 51.6961 35.5838 26.2779
internal_count=4633 2710 1923 979 424 270 249 555 120 518 512 346 336 289 265 104 166 118 1731 1073 1034 686 441 658 395 388 112 276 206 147
is_linear=0
shrinkage=0.01777


Tree=209
num_leaves=31
num_cat=0
split_feature=13 8 6 17 13 16 9 13 15 7 0 9 0 7 18 0 8 3 3 8 0 19 7 5 3 6 9 8 16 6
split_gain=4.22258 4.24074 3.71873 3.34949 3.23352 3.32622 3.00973 2.99923 3.11896 3.42366 3.36916 3.26961 5.68146 2.59033 2.55282 2.88966 4.10464 2.57177 3.58439 7.89304 5.29231 4.12054 3.44631 5.79588 5.39888 4.83786 4.4981 7.04118 3.87503 3.25611
threshold=95.937628385050019 2.9476996444500005 5.1351199812500008 158.19986339130003 96.357027853400012 11.864972254500001 66.544071737050004 75.758061657900015 6.8054746905500005 21.698399695800003 104.03526427400001 40.734022239000005 104.22883325935001 25.806080957700004 18.281462078100002 102.75018128760001 7.7439566930000003 93.883646373400012 94.227769014100019 8.2435668022500028 85.121961326250016 14.451165964200003 19.627338137150002 30.133297129900004 103.28787291370001 16.950396043250006 191.61296531520003 8.3434888241000014 23.024946157700004 16.445384243750002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 6 -2 -4 -5 -6 7 -1 -9 -10 -11 12 -12 -13 15 17 -17 -7 19 -19 22 -21 24 26 -20 -26 27 28 -24 -23
right_child=2 -3 3 4 5 14 -8 8 9 10 11 13 -14 -15 -16 16 -18 18 20 21 -22 29 23 -25 25 -27 -28 -29 -30 -31
leaf_value=-0.023726137205326438 -0.023274017416645025 -0.017144333422260752 -0.025520434844556801 0.018988794569924378 -0.023828345001353366 0.0026495277752047373 0.023021838629411377 0.02062366425411067 0.011702180778871259 -0.02504113521144509 0.017671073639422063 0.018340178365989085 -0.017336738391330139 -0.01012472434866637 0.022575137278806088 0.0055638310981899995 -0.025362440070785735 0.010642970855244377 0.019555150385844267 -0.03720527152776839 0.01546761279448707 -0.031499327681012268 -0.028161252459644473 0.012596951077933563 0.0036652523349835183 -0.025351202717956774 -0.029789465461295551 0.014029715840637441 0.025624055250016056 -0.0024799149409973735
leaf_weight=3.1402077130042008 2.8780965227633706 11.120548707433043 2.1561753074638537 5.1626876462250939 2.4470488885417572 338.12967264093459 2.1997844893485299 2.8179842345416537 5.7604634203016785 4.1253804219886687 2.8269735500216511 4.5870887879282227 10.236993998289107 2.2904572952538729 2.78916011750698 3.7816498186439258 4.4803907852619886 6.0629509184509542 7.076413773000243 4.252569591626524 9.8784224912524206 2.6206068489700538 5.3177314428612643 4.8426623400300732 10.735105643048881 3.6893154475837937 5.9617092544212928 4.6786443144083023 0.72767263650894154 6.263767683878541
leaf_count=200 137 449 123 27 100 2058 13 11 32 93 20 31 317 47 15 32 82 33 31 54 45 37 218 34 99 140 95 15 2 43
internal_value=0.000803776 -0.00527179 0.00149132 0.00165667 0.0017933 0.00158379 -0.001796 -0.00332158 -0.00135884 -0.00343567 -0.00705894 -0.0033389 -0.00976123 0.0088604 0.0017314 0.00159248 -0.0112071 0.00185026 -0.0018977 -0.00998814 0.00103828 -0.0195098 -0.00227433 -0.00845679 0.00391606 -0.00375625 -0.0145672 -0.00610478 -0.0216872 -0.0110397
internal_weight=483.038 49.1059 433.932 431.054 428.898 423.735 37.9853 35.7855 32.6453 29.8274 24.0669 19.9415 13.064 6.87755 421.288 418.499 8.26204 410.237 72.1076 19.1999 52.9077 13.1369 43.0293 21.5284 21.5008 14.4244 16.6858 10.724 6.0454 8.88437
internal_count=4633 1213 3420 3283 3160 3133 764 751 551 540 508 415 337 78 3033 3018 114 2904 846 167 679 134 634 364 270 239 330 235 220 80
is_linear=0
shrinkage=0.0218597


Tree=210
num_leaves=31
num_cat=0
split_feature=16 2 8 13 6 5 17 19 6 6 5 16 3 0 2 19 5 16 10 5 8 0 10 18 16 16 17 3 7 10
split_gain=3.644 4.69648 4.07844 3.63489 3.27289 3.69204 4.38574 3.05009 2.98178 6.2342 4.68922 4.08904 3.98151 5.21304 5.554 5.00799 4.04345 4.0342 9.22772 5.90083 5.81674 4.78172 8.2722 12.2398 7.33333 4.31737 4.81761 3.95256 4.98862 3.84238
threshold=13.534968349350001 219.56639384385002 2.9476996444500005 73.265860971000009 5.1351199812500008 2.7155367820000005 193.09202135800004 11.850956171350001 13.665319288000001 13.775321858200002 13.252098438300001 15.344964116800002 85.589753040950015 86.538778761000017 319.32263744460005 12.651020723000002 20.315138807500002 19.224955043700003 66.859265246100009 17.687678651600006 8.1436447804000007 90.321439350550008 64.369753017350021 13.781134552700001 22.454947490600002 22.624947093000003 196.70927211395002 84.812788641250009 24.040556609400003 71.053259929650025
decision_type=2 2 2 2 2 2 2 2 2 2 2 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 -6 10 -10 -9 -12 15 14 16 -11 -14 -15 21 -20 -21 22 24 -24 -19 -26 -27 29 -29 -17
right_child=4 2 -4 -5 7 -7 -8 8 9 12 11 -13 13 17 -16 27 -18 18 19 20 -22 -23 23 -25 25 26 -28 28 -30 -31
leaf_value=-0.009887885809690071 0.019655008253926198 -0.01982936306240906 -0.014849983933676479 0.006481584501804822 0.0090583839920381649 -0.01958134018909968 -0.019779720829001844 0.0034175139133335235 0.014114561678126183 0.0044792111268153884 -0.02210105655885861 -0.004428764805530826 0.014079027170150813 0.012988510306784988 -0.022700919069798872 0.0082773255019422797 -0.00034921406768249772 0.017949198179370206 0.0093447866082879156 0.00093913270609698174 -0.024474203299442072 0.015576669329268367 0.0015802516301725688 -0.036140477290599146 -0.0016543447229130635 -0.0028781376507580766 0.01453589688639524 0.0043684236103947423 -0.023282858647449847 -0.0077388222925894867
leaf_weight=23.77312208339572 2.3199521265923964 1.8921821448020697 4.3907489911653093 20.787769296206534 16.458528694696724 5.2321612546220422 1.5565074654296038 24.050303902477026 12.904379077255724 18.088362205773592 5.081519439816474 29.032563446089625 6.733431924134492 17.182914193719625 3.5438900734297922 6.9497877452522543 135.90239937324077 15.067570790648459 4.4265649020671871 4.7386325970292074 7.9923816472291946 13.964363783597944 10.917466819286345 3.841003790497779 25.978888995945454 7.6856566742062595 16.540218308568001 2.9026134908199301 8.3677323460578901 17.173564212396741
leaf_count=776 8 122 153 212 100 223 44 184 56 76 82 269 35 75 78 45 1151 87 14 24 67 57 48 27 134 33 70 16 188 179
internal_value=0.000604351 -0.00399363 0.00118262 0.00428647 0.00115489 -0.0096218 0.00382086 0.00139113 0.00107491 0.00172382 -0.00272836 -0.00706117 0.00123633 0.00212015 -0.000226491 -0.00330019 0.000331902 0.00479308 0.00352616 -0.00873035 -0.0150151 0.00576343 0.00405114 -0.00823685 0.00682953 0.00349227 0.0090113 -0.00727594 -0.0161614 -0.00312467
internal_weight=475.477 50.8438 27.0707 22.68 424.633 9.10862 3.87646 415.525 399.066 340.902 58.1644 34.1141 327.997 274.515 146.18 53.4821 142.636 128.336 111.153 17.1576 12.731 93.9952 80.0308 14.7585 65.2723 50.2048 24.2259 35.3937 11.2703 24.1234
internal_count=4633 1263 487 334 3370 275 52 3095 2995 2460 535 351 2404 1900 1264 504 1186 636 561 105 91 456 399 75 324 237 103 428 204 224
is_linear=0
shrinkage=0.0181742


Tree=211
num_leaves=31
num_cat=0
split_feature=13 8 18 10 12 7 9 13 17 3 10 9 10 9 7 15 17 8 18 15 2 10 7 17 5 10 19 13 15 12
split_gain=3.3039 3.7863 3.08718 4.45393 3.26033 3.07841 2.88628 3.47513 2.69309 2.60754 2.85936 5.17038 4.28446 3.5565 3.61225 4.69857 3.46755 3.96475 3.38375 5.93335 3.65733 3.48517 3.64564 2.79311 2.81212 3.96784 2.76759 2.59906 2.64509 2.67863
threshold=95.636521074450016 2.9476996444500005 17.327266398450003 81.573196594050017 284.29960850000003 27.014969757650004 36.083943265750008 96.607054459550014 238.05090660085003 93.883646373400012 61.917879202350001 187.45330412110005 61.950140699950005 185.62570708695003 19.506002767000002 36.548474543700003 187.52613723835003 8.6432548896500023 12.351257465600002 42.629181320700006 305.67240907785003 54.884872733100003 20.869210126600006 171.19957438235002 29.110986871100003 57.027573863050009 14.651182102100002 75.758061657900015 6.8054746905500005 216.20511703005005
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 8 3 5 -4 6 7 -2 27 26 16 12 -12 14 -14 -16 18 -18 20 -20 21 -11 23 24 25 -23 -8 -1 -29 -30
right_child=2 -3 4 -5 -6 -7 9 -9 -10 10 11 -13 13 -15 15 -17 17 -19 19 -21 -22 22 -24 -25 -26 -27 -28 28 29 -31
leaf_value=-0.019504513494037624 0.014496961810838514 -0.014743220195409442 0.014962284212442119 -0.016946931312187767 -0.0065809293781825505 -0.017331344840674518 0.0016313541764026598 -0.022888043441159654 0.024030650253106092 -0.019343843103923952 -0.030438547368317984 -0.016945480536027149 0.019390474503642407 0.021241742863253671 -0.023830785534519418 0.0049690432259370055 0.017079686673237771 -0.0048253404072086791 -0.024419801462673942 0.004376446227064055 -0.022361095108144158 -0.023897352693697225 -0.011342377228280479 0.018697064887178184 0.010461841511883506 0.0091720530361998082 0.010723703303362007 0.016276938362848901 -0.011609672216110921 0.00087885561794412296
leaf_weight=2.7006741310469797 1.0846088100224722 8.8741191499866527 9.6605933178216201 4.5935153104364863 3.0181151553988448 2.9867129251360884 316.21558317262679 3.2618081755936146 1.3023739587515581 2.0541095002554419 1.3510799612849975 9.9454263430088741 2.070270970463751 2.8478422276675692 3.288649461697787 4.2521682791411877 7.5329549009911698 4.2203336581587791 5.1785226035863143 4.2768744677305222 1.9847751185297955 2.3626906359568292 3.6022997889667741 5.997646805830299 7.6227906839922071 2.3884537862613797 11.352530784904955 2.6528656221926239 7.8203321211040047 20.003446784801781
leaf_count=196 9 427 47 142 38 42 2065 94 8 128 32 154 9 9 189 32 33 40 112 18 47 58 27 31 37 18 43 11 255 282
internal_value=0.000553372 -0.00420361 0.00104075 0.00076914 0.00983401 0.000969641 0.00110531 -0.013559 -0.001491 0.00126523 -0.00187875 -0.00699883 0.000164364 0.00348303 -0.00177902 -0.00759094 0.000696972 0.0092141 -0.0021254 -0.0113947 0.00124389 0.00319372 0.00530053 0.00856387 0.00365231 -0.00727299 0.00194647 -0.00249285 -0.000985372 -0.00263125
internal_weight=466.504 43.3538 423.15 410.472 12.6787 405.878 402.891 4.34642 34.4797 398.545 70.9769 23.7554 13.81 12.4589 9.61109 7.54082 47.2215 11.7533 35.4682 9.4554 26.0128 24.028 21.9739 18.3716 12.3739 4.75114 327.568 33.1773 30.4766 27.8238
internal_count=4633 1179 3454 3369 85 3227 3185 103 752 3082 974 425 271 239 230 221 549 73 476 130 346 299 171 144 113 76 2108 744 548 537
is_linear=0
shrinkage=0.0180931


Tree=212
num_leaves=31
num_cat=0
split_feature=16 16 10 18 7 5 10 17 4 15 7 16 18 4 18 13 5 5 19 10 0 0 19 16 17 3 0 8 5 10
split_gain=2.92795 3.24008 3.20872 3.70528 2.46736 3.43569 2.35503 2.23769 2.60597 2.13248 2.1142 5.22231 3.1537 2.9239 3.59467 2.49847 2.7414 3.59508 3.48309 2.8353 2.69077 4.34167 2.41577 2.95505 2.26935 2.18362 2.73597 6.58412 2.3607 3.43693
threshold=11.864972254500001 10.604975200950003 90.679004281900021 17.232128601400003 20.631538035450003 1.9870442227000003 54.884872733100003 169.76344673365003 323.22981966960009 52.561095883800007 26.709562027450005 17.684958644900004 16.922055371600006 371.16724128940001 18.685514780050003 87.431346860350018 11.783123780850001 2.7155367820000005 12.651020723000002 72.62331947780001 105.7585659356 102.65877371115 12.050972309250001 14.184966829400002 219.10637853515001 77.709882260600011 98.51854819030001 7.7439566930000003 16.316541761950003 75.629015667650023
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 3 4 -1 -6 -2 8 -3 10 12 13 15 14 22 -8 17 -17 -19 -20 21 24 23 -12 25 -18 28 -28 -27 -30
right_child=6 7 -4 -5 5 -7 9 -9 -10 -11 11 -13 -14 -15 -16 16 20 18 19 -21 -22 -23 -24 -25 -26 26 27 -29 29 -31
leaf_value=0.014077955043725348 -0.020960120216725844 -0.02040591980836744 -0.014137735828059227 0.012270837142068039 0.024046424410547773 -0.018353061451110434 0.019879368038149443 -0.023479406731842435 0.020371153687173148 -0.017040988515083507 -0.022961790946601557 0.011412732900753474 0.015077357682563006 -0.022442192485623489 0.021604295008266002 0.018527356014512001 0.014675346734108519 -0.022210121720606518 0.0095281717660934441 -0.021249921978957743 0.020655863651289529 -0.023130115938377941 -0.023718093872439144 0.0060802882968156282 -0.015918248978356673 0.0084404880819361969 0.008258286729919722 -0.015493051510428024 0.0016418277835449713 -0.018698715492829053
leaf_weight=1.7497921586036778 1.9006378208287049 1.2633621091954403 5.8091810375917694 8.2071478338912112 0.86481493711471547 5.3509426731616259 2.7905827518552533 5.3693678281269968 1.1814854331314562 2.5208698520436874 1.9434857387095741 5.792303178459405 6.5500738611444822 5.3039469923824063 1.718556667678057 1.7563978079706419 4.9232446625828734 5.9578019767068309 3.6554257133975625 1.7120396262034772 2.8185442909598342 2.8128420850262037 3.1037467531859875 4.5838965671136975 2.8970949426293364 19.898657254874706 7.6396191958338049 11.230042015202342 325.64044585777447 3.2685122080147258
leaf_count=15 132 89 487 63 2 162 14 161 5 49 64 44 41 137 11 8 25 162 23 100 13 53 64 20 39 98 47 146 2337 22
internal_value=0.000547212 -0.00543623 -0.00155569 0.00296374 -0.00662565 -0.0124539 0.000961421 -0.0163524 -0.000700185 0.00105865 0.00116576 -0.00472992 0.00149368 -0.0103445 -0.00469099 0.00126957 0.00113783 -0.00774621 -0.0118209 -0.000288998 0.00144276 0.00129961 -0.00938306 -0.0025668 0.00148262 0.00161791 0.00144307 -0.00587702 0.00183907 0.00143969
internal_weight=460.215 29.7961 21.9819 16.1727 7.96555 6.21576 430.419 7.81422 2.44485 428.518 425.997 22.4459 403.551 16.6536 11.3497 397.001 394.211 13.0817 11.3253 5.36747 381.129 378.31 9.63113 6.52738 375.498 372.601 367.677 18.8697 348.808 328.909
internal_count=4633 984 729 242 179 164 3649 255 94 3517 3468 340 3128 296 159 3087 3073 293 285 123 2780 2767 148 84 2714 2675 2650 193 2457 2359
is_linear=0
shrinkage=0.0197371


Tree=213
num_leaves=31
num_cat=0
split_feature=16 5 13 5 13 3 7 18 0 16 6 2 10 13 5 10 9 6 0 5 10 9 10 6 4 17 2 6 5 17
split_gain=15.1591 7.57587 5.50594 8.4831 7.04359 5.44138 9.00179 8.71667 5.43216 5.35895 5.29823 6.74047 6.30997 4.85775 7.6494 4.76081 4.74814 4.65259 4.98041 8.80457 6.35814 5.79105 4.698 4.3107 4.48932 6.61395 4.34264 4.89742 4.21667 4.05677
threshold=18.594956516900002 23.605484525250002 112.67059178900001 20.769304081650002 111.38282034450002 85.589753040950015 24.872345000050004 14.215125380400002 92.464140480550014 18.974955628300005 16.455384477450004 199.01127796720002 61.950140699950005 105.40368946235002 12.306951632950001 61.923256118600001 226.58992707320002 14.475338213950002 98.51854819030001 13.812766882300002 78.196493182200015 186.70853236170004 78.537927364800012 14.355335410100002 195.04069921150003 191.86029796145002 122.71527679435002 15.635365317800002 22.458857822500004 192.80507188075003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=13 2 3 4 5 6 7 -2 -6 -7 15 28 -13 14 -1 -4 -3 18 -16 -20 -21 -22 -23 -15 -25 26 -26 -28 -12 -30
right_child=1 16 10 -5 8 9 -8 -9 -10 -11 11 12 -14 23 17 -17 -18 -19 19 20 21 22 -24 24 25 -27 27 -29 29 -31
leaf_value=-0.001485080785977451 0.0042995462880377087 -0.00054694761350257783 -0.0017897876934676743 -0.0053162848667491821 -0.0061500303164376121 0.0044663937478032194 0.0015070107200146126 -0.0048129014038246704 0.0011421791675037415 0.0007810908066721758 0.00033226978765217617 0.0022669640042245823 -0.0057674498515849172 -0.0050298703137803017 0.0013658082019528399 0.0021839597971324361 0.0038711189404140546 -0.0045942971675603577 0.0013585341219722244 -0.0041983441573484352 0.0031463475074309244 0.0025839350096833399 -0.0028411357229591698 -0.0032618006168998563 0.0053385636483847185 -0.0048323847051061223 0.0019015469388653796 -0.0042473336509564153 0.0013788977801539963 0.0049601139082523652
leaf_weight=58.49278914090246 2.1204708218574551 72.966022287495434 5.1538004055619231 4.3679723851382724 4.2883081361651412 11.070716731250288 18.857329793274403 9.0183108001947385 2.7369772344827652 15.471606351435183 48.891998022794724 2.4070928990840903 4.7600472420454025 6.145071428269147 51.767935128882527 113.97036601603031 4.207718461751937 3.0749253537505856 26.985506970435381 11.410485934466122 5.4333849456161287 3.3077155277132979 12.387050189077852 11.323153606615962 3.3384428452700403 3.5996250193566075 6.8774555306881648 3.0614335630089045 19.302787177264694 7.0672321021556845
leaf_count=1254 5 554 26 50 40 32 73 95 10 58 189 8 49 83 284 457 13 74 175 145 20 16 198 370 11 76 49 137 67 15
internal_value=0.000293847 0.000811102 0.00113103 0.000135334 0.000509958 0.000984497 -0.000195658 -0.00307818 -0.00330906 0.00231822 0.00146662 0.000678396 -0.00306908 -0.000571532 -0.000295523 0.00201204 -0.000306063 0.000312874 0.000448456 -0.000349362 -0.00176578 -0.000452053 -0.00169779 -0.00196069 -0.00129188 2.97797e-05 0.00134796 7.53351e-06 0.00103527 0.00233867
internal_weight=553.864 346.659 269.485 67.9317 63.5637 56.5384 29.9961 11.1388 7.02529 26.5423 201.553 82.4292 7.16714 207.205 172.86 119.124 77.1737 114.367 111.292 59.5241 32.5386 21.1282 15.6948 34.3452 28.2001 16.877 13.2773 9.93889 75.262 26.37
internal_count=4633 1741 1174 363 313 263 173 100 50 90 811 328 57 2892 2166 483 567 912 838 554 379 234 214 726 643 273 197 186 271 82
is_linear=0
shrinkage=0.00404408


Tree=214
num_leaves=31
num_cat=0
split_feature=19 6 0 2 10 12 5 0 7 6 13 9 7 17 5 13 8 17 6 10 10 17 16 17 17 5 7 17 16 15
split_gain=2.8094 2.35645 4.76781 5.53947 3.84458 4.85238 3.42307 3.40232 5.41846 5.30104 4.06629 5.93218 2.81312 3.27086 3.20034 5.46592 2.97349 5.26817 2.79408 2.78025 3.02083 7.97148 3.01307 6.00588 2.97789 3.40108 2.84138 4.92339 5.20467 3.69859
threshold=8.9507221716000007 14.825346391850003 86.538778761000017 319.32263744460005 63.910026677050006 66.834523482800009 20.315138807500002 95.44832900530001 20.797746106000002 11.685273024550002 109.47132661375001 57.312778687900007 24.040556609400003 179.88087463185005 13.713273242250002 98.050756475600011 1.6487133604500002 195.44378352670003 10.450244168250002 63.452988794850008 62.041548276350007 195.44378352670003 22.614947116400003 188.85216786605002 192.92322630085002 24.393336510100003 23.365573965200003 190.19286262750003 22.644947046300004 43.79812286300001
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=-1 7 3 4 6 -6 -3 8 -2 -10 11 -11 16 14 15 -14 17 -9 -18 20 24 22 -22 -24 26 -26 27 29 -29 -8
right_child=1 2 -4 -5 5 -7 19 12 9 10 -12 -13 13 -15 -16 -17 18 -19 -20 -21 21 -23 23 -25 25 -27 -28 28 -30 -31
leaf_value=-0.020957322995668045 0.0065026982508190065 0.01467200728292976 0.0047015981509932357 -0.025110750247513799 0.023268197747772241 -0.033036117577687332 0.0018504232997145328 -0.023884475336142397 -0.028012611094297986 0.018543214006874965 0.0016565060402212737 -0.016674211069891497 -0.022088156472502136 0.00020232841193294039 -0.024730967119818561 0.016220980844287716 0.017249091799810067 0.014863515728250962 0.002837061017204919 0.021080137278925881 0.0036932623041271637 -0.033643356802331173 -0.025339396151966325 0.0045350806365668274 0.011156069865732938 -0.0085888924558251006 0.012492411609896222 -0.035917280079555178 -0.0033534534335496261 -0.01209014632206116
leaf_weight=2.3471364888828239 11.11091388389468 6.3425165414810172 122.47301940619946 3.4881275910884133 0.7633755207061762 2.6774900052696466 55.496237582992762 3.0479527544230249 5.0168304000981143 2.105729063972837 14.13630875200033 15.664522080682216 2.772916339337824 104.76812796341255 4.1839405875653028 3.0191195979714394 9.9572675693780202 2.4613833650946617 10.974281422793863 2.3511899821460238 14.155401070602244 3.5926554370671502 5.1719371518120152 5.2754051834344864 17.989153746515516 4.1704485211521378 5.8207097277045241 3.1897848136723033 4.7283776104450226 8.519756365567444
leaf_count=245 87 35 638 86 2 73 607 70 151 9 83 388 110 1301 126 8 51 25 66 11 77 27 43 24 88 39 20 29 25 89
internal_value=0.00054002 0.000650811 0.00184551 -0.000588133 2.17881e-05 -0.0205447 0.000539073 -0.00102997 -0.0055588 -0.00918833 -0.00622849 -0.012501 0.000510846 -0.000824015 -0.0116027 -0.00211938 0.00630367 -0.0065732 0.00969295 -0.000148016 -0.000537614 -0.00623218 -0.00222942 -0.0102542 0.00106937 0.00744006 -0.000746238 -0.00181747 -0.0164716 -4.89831e-06
internal_weight=457.772 455.425 266.206 143.733 140.244 3.44087 136.804 189.219 48.0343 36.9234 31.9066 17.7703 141.185 114.744 9.97598 5.79204 26.4409 5.50934 20.9315 130.461 128.11 28.1954 24.6027 10.4473 99.9145 22.1596 77.7549 71.9342 7.91816 64.016
internal_count=4633 4388 1913 1275 1189 75 1114 2475 718 631 480 397 1757 1545 244 118 212 95 117 1079 1068 171 144 67 897 127 770 750 54 696
is_linear=0
shrinkage=0.0196999


Tree=215
num_leaves=31
num_cat=0
split_feature=7 17 15 12 12 15 5 16 9 6 12 3 13 4 2 8 18 7 10 8 9 16 17 19 6 6 13 19 17 4
split_gain=2.71732 2.31929 2.9723 3.38599 2.6667 2.58245 2.5131 2.52083 2.40902 4.79805 3.29154 2.53306 2.43493 4.70434 4.29706 3.33529 2.7887 3.08855 2.77765 3.67493 2.64129 2.87301 3.93519 2.60061 2.82498 5.98244 3.66416 3.64106 3.34987 4.43979
threshold=29.911984439950004 168.62011096010002 26.912781836550003 245.75615448465001 256.19386559905007 22.853312863800003 13.713273242250002 12.604970524100002 38.283670303850009 2.7350639043000005 296.06259987170006 63.211027563100011 95.811270852950017 310.6261364962001 206.22726210890002 3.0476216663000004 17.327266398450003 27.014969757650004 84.92839234085001 2.4480895352000007 54.842324361600014 14.184966829400002 172.68891404560003 11.750948102400001 13.665319288000001 13.775321858200002 99.322397171300011 14.051133688400002 199.45200027940004 194.12161462850003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 3 6 -5 -6 7 -1 9 10 -3 -10 13 -13 -15 18 17 20 19 -16 -14 22 -22 -23 26 -26 -25 28 -28 -30
right_child=-2 8 -4 4 5 -7 -8 -9 11 -11 -12 12 16 14 15 -17 -18 -19 -20 -21 21 23 -24 24 25 -27 27 -29 29 -31
leaf_value=-0.02270706444731509 -0.020828474334565694 0.011776752420857123 0.0057999143013609282 0.022399351580861922 -0.027325843301094239 0.008718259890359327 -0.019973716551471937 0.015711144204030393 0.019799806880453526 -0.015467151726794021 -0.021567451097965318 -0.021867301891422896 0.012214193196675245 0.031954770207343018 -0.026198268571275267 -0.022923616514860228 0.011352375545390182 -0.018836671800309575 0.017479280584810124 0.0079025370397448093 0.0083351791657123864 0.017057019315919748 -0.022140339551161844 0.0087728671626091798 0.015966917828206507 0.0012307195731310428 -0.02299082081201036 0.004562591832916762 0.021107932640644075 -0.011082435873898181
leaf_weight=1.1297698346898024 2.4439202728681257 6.4952078843489316 7.1449515610001972 2.018466282170265 1.4627472516149285 1.8556442307308314 10.130830436013637 1.8597303181886671 3.0237618740648022 10.19783452618867 1.4994734441861508 5.4449284682050374 9.0256478772498649 1.5798561656847585 2.2408805917948467 2.8100415309891096 11.488743182271717 3.1374728642404071 3.2055902630090714 3.0987189225852489 2.7138645835220805 4.2955890763550988 4.8765709516592324 7.0260162018239489 11.779061764478682 301.755355425179 7.3615636285394492 7.3929572105407706 2.1047898810356847 10.861525077372788
leaf_count=120 282 81 68 10 38 21 420 6 25 320 59 252 84 7 28 72 79 49 17 20 21 24 91 55 54 2060 104 41 11 114
internal_value=0.000503678 0.000619785 -0.00530916 -0.00960959 0.00401351 -0.00716998 -0.015151 0.00119242 0.000978284 -0.00624316 0.00552275 0.00130249 0.00116343 -0.0060493 0.000609164 -0.00375196 0.00150882 0.00120509 0.00255254 -0.00640862 0.00137541 0.00110379 -0.0112442 0.00136962 0.00117614 0.00178434 -0.00431186 -0.00762826 -0.0120619 -0.00585705
internal_weight=451.462 449.018 25.6021 18.4572 5.33686 3.31839 13.1203 2.9895 423.415 18.1925 7.99468 405.223 402.199 18.38 12.9351 11.3552 383.819 372.33 8.54519 5.3396 369.193 360.167 7.59044 352.577 348.281 313.534 34.7469 27.7208 20.3279 12.9663
internal_count=4633 4351 683 615 69 59 546 126 3668 460 140 3208 3183 396 144 137 2787 2708 65 48 2659 2575 112 2463 2439 2114 325 270 229 125
is_linear=0
shrinkage=0.0202855


Tree=216
num_leaves=31
num_cat=0
split_feature=13 0 13 4 16 5 8 9 9 3 8 16 19 16 4 12 0 7 0 10 16 7 16 19 16 9 16 2 13 16
split_gain=6.22007 6.53831 5.35807 3.78323 7.8466 7.09224 5.09268 4.58025 6.60203 4.32341 4.28145 3.77062 10.1572 3.76553 3.73273 4.13505 3.83104 8.06223 5.12719 5.05451 5.0032 4.48904 4.80753 4.62114 4.3313 3.85035 3.82377 3.35129 4.83049 3.70882
threshold=109.34496908160001 86.09518316945001 108.87986582505 310.44950696480004 22.654947022900004 21.363989181350004 8.8430989333000021 205.22231928645002 202.38851837455002 92.316275283350009 8.543332867800002 19.224955043700003 13.751109481500002 18.474956797500003 147.36370056065002 82.088033630950022 95.44832900530001 20.797746106000002 97.886760529650019 78.196493182200015 14.969964993700001 26.614251743050001 17.874958200600002 10.350835137000002 18.754956142750004 219.46060697480002 16.759960807900004 314.93386866815007 116.60111757565001 21.074950717600004
decision_type=2 2 2 2 2 2 2 2 2 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 14 6 5 10 11 8 -7 -8 -5 -3 -13 -2 -1 -16 17 26 -18 20 -20 23 25 -21 -19 -23 -17 28 -15 -30
right_child=1 3 -4 4 -6 7 9 -9 -10 -11 -12 12 -14 27 15 16 18 24 19 21 -22 22 -24 -25 -26 -27 -28 -29 29 -31
leaf_value=0.0045706522922162656 -0.0054000791693039089 0.0042130080576559242 -0.0063283683891203922 -0.0084241780636172461 0.0040048248072129915 0.00036936614938954358 0.0012031551836554481 0.0021570261123250193 -0.0080605852906231283 -0.0052476547163910108 6.4643154685658001e-06 -0.0052006665993669654 0.0019349545754399771 0.0030560848786911083 -0.0068630353813963476 -0.00031646760100169531 0.0014038320410753823 -0.0022421474437722103 -0.0069388735478804952 -0.003657916495504337 -0.0014045412679349668 -0.0011579770172764231 0.0048859086106642045 0.0017565657474252717 -0.0070535689927319935 -0.0061996434664736109 0.0055747617403602715 -0.0056412549793153615 -0.0045382798815481913 -0.000102534878631379
leaf_weight=3.9556678012013426 3.6027583079412571 16.517164178192616 3.9587486656382671 4.9626148715615299 9.2539081349968892 7.428739260882141 6.0256174579262716 12.27917420491576 3.5834667980670929 4.9033439010381699 2.2910414338111877 5.4344016797840586 115.76493965834379 12.262213489040731 2.5693908827379337 10.538159902207552 47.824317852035165 18.896643515210602 5.468313995748761 4.6108695100992909 19.084775757044554 29.003259314689785 3.0104700475931159 37.134224774315953 6.5579908713698378 4.5614774734713128 3.9381221942603579 2.7665868876501909 5.1937246471643439 88.161180888302624
leaf_count=12 231 54 86 49 40 37 25 65 30 26 20 36 497 71 47 134 263 435 90 161 191 749 18 347 82 134 12 62 135 494
internal_value=0.000241736 0.000706518 -0.000452576 0.00128663 -0.000110186 -0.00135687 0.00166062 1.48374e-05 -0.00237381 -0.00169104 -0.00576139 0.0019266 0.001615 -0.000269658 -0.000334593 -0.000435026 -0.000348386 -0.00175321 2.38543e-05 -0.000617677 -0.00263711 1.54082e-05 -0.00128928 0.00115852 -0.00348174 -0.00184314 0.00128618 -9.91185e-05 4.6055e-05 -0.000349314
internal_weight=501.543 300.431 201.112 188.444 39.7989 30.545 148.645 23.2914 11.0122 10.929 7.25366 137.717 121.199 111.986 197.154 193.198 190.629 39.9309 150.698 102.873 24.5531 78.3203 36.5752 41.7451 25.4546 33.5647 14.4763 108.384 105.617 93.3549
internal_count=4633 1872 2761 879 241 201 638 132 67 51 69 587 533 993 2675 2663 2616 663 1953 1690 281 1409 901 508 517 883 146 762 700 629
is_linear=0
shrinkage=0.00510104


Tree=217
num_leaves=31
num_cat=0
split_feature=16 15 16 18 13 2 9 6 10 6 5 16 13 18 6 9 8 10 7 5 3 3 7 9 6 9 17 5 6 18
split_gain=9.70285 5.9124 4.53592 4.86191 4.48834 5.33708 4.48933 4.45407 4.27986 4.24355 4.88485 4.20937 5.36503 5.19548 6.10553 7.7278 7.37141 4.68979 4.34287 4.20475 3.93889 8.6628 5.04819 3.82045 3.67141 4.82561 3.66084 3.47552 4.85853 5.70788
threshold=18.594956516900002 46.055224235250002 23.044946110900003 13.164254432300002 117.97223122220002 98.91243606750001 229.11263139465004 15.635365317800002 90.937096262400004 16.495385412050002 24.367802910700004 16.094962363000004 104.04332964835001 17.549283450150003 14.745344522600002 191.61296531520003 5.1459841250500009 68.20618276945001 22.703933514050004 18.057701168700003 85.589753040950015 84.812788641250009 23.960918281000001 187.55294863440002 16.475384944750001 201.81004550795004 188.27285108100003 1.6209823962500003 11.085259005300001 15.534793034950003
decision_type=2 2 2 2 2 2 2 2 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 4 3 -3 20 23 -7 8 11 10 -5 12 17 14 15 16 -13 -1 -19 27 21 -2 -23 -6 25 -12 -16 -20 -29 -30
right_child=1 2 -4 9 5 6 -8 -9 -10 -11 24 13 -14 -15 26 -17 -18 18 19 -21 -22 22 -24 -25 -26 -27 -28 28 29 -31
leaf_value=-0.0034281627964463882 0.0010047269139756545 -0.0046402119829047133 0.0032272678637049368 -0.0039093464751110253 0.0036136333277128926 -0.0039843359748371306 0.0029758510172732313 -0.0031975705737257187 -0.0026578685401809216 -0.0052380767746827723 0.0021684946733432566 -0.0020222346949254413 0.0019346085419797232 0.0021512438296449436 0.0031151404867040175 -0.0040430471316992766 0.0036505174165105498 0.0018153997638640557 0.0040133612451784852 -0.004868242521754159 0.001055442606172719 0.0024289827750712803 -0.0045671024197755147 -0.0011507033032618704 0.0040184339623283785 -0.0037226487249167792 -0.0021101735619528561 -0.0014381197221191796 -0.0019151047109194322 0.0012520384869936527
leaf_weight=6.0409728651866308 21.199076052755121 5.878077529370791 3.1769627928733817 3.526364788413054 4.5252989605069178 8.6230004169046861 1.5973930731415737 8.1822719275951368 10.762526057660578 2.5471711680293074 4.7921708654612285 11.85220041498542 21.239541660994291 6.1460571847856036 5.5646988842636329 17.972719628363848 4.633865673094987 16.569012539461255 2.8002175427973262 2.8573098955675951 256.13299065455794 1.8343238383531559 8.2296554185450059 5.3318085186183453 4.3202569261193267 3.4983805418014526 3.0017832666635513 32.447089763358235 10.880466612055896 34.56795329041779
leaf_count=94 95 90 10 36 24 120 5 371 554 26 32 258 89 37 20 340 15 109 10 44 1121 7 95 31 13 36 47 541 103 260
internal_value=0.000231758 0.000625559 -0.00106064 -0.00161525 0.000777683 -0.000965553 -0.0028965 -0.000443407 -0.000323114 -0.000663595 5.84638e-05 -0.000180806 0.000184994 -0.00112859 -0.00159711 -0.00231339 -0.000427751 -0.000165043 3.18408e-05 -0.000321848 0.000899465 -0.000378429 -0.00329195 0.00103656 0.00116798 -0.000317403 0.00128414 -0.000160868 -0.000310925 0.000493816
internal_weight=530.732 335.213 27.7394 24.5624 307.474 20.0775 10.2204 195.519 187.336 18.6843 16.1372 176.574 127.403 49.1713 43.0253 34.4588 16.4861 106.163 100.122 83.553 287.396 31.2631 10.064 9.85711 12.6108 8.29055 8.56648 80.6957 77.8955 45.4484
internal_count=4633 1741 243 233 1498 180 125 2892 2521 143 117 1967 1250 717 680 613 273 1161 1067 958 1318 197 102 55 81 68 67 914 904 363
is_linear=0
shrinkage=0.00381357


Tree=218
num_leaves=31
num_cat=0
split_feature=5 5 10 17 17 19 2 5 8 8 2 16 13 0 8 0 17 0 6 19 0 3 7 7 6 18 18 9 9 2
split_gain=2.61329 3.51036 3.66801 3.78853 2.09241 2.85963 3.77397 2.88329 2.41979 6.08204 4.53115 2.87804 4.70099 4.18942 3.67896 3.39959 3.1659 2.97766 2.7971 2.73196 2.69925 3.17081 3.97366 5.32921 2.88407 6.73408 5.13302 3.83488 4.12704 3.54331
threshold=7.754880527600001 5.3654262215500008 90.679004281900021 201.39543491635001 168.62011096010002 13.451085274650001 216.39684782960003 13.713273242250002 8.8430989333000021 9.5425530862500008 73.795394389500018 22.724946859200003 117.76521994615001 85.121961326250016 8.7431769115000026 85.431134011250023 174.47088669260003 84.546631286350006 16.845393589950003 14.351157895250003 85.619326080400015 94.227769014100019 22.557405306150006 19.506002767000002 14.825346391850003 15.125532671900002 14.912399602950002 210.61272793875003 211.71843659965 103.92649527695001
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 3 -1 5 6 7 -2 11 10 -10 12 14 18 16 17 -6 -14 -13 -12 21 -18 23 -23 25 26 -22 -27 -29 -26
right_child=4 -3 -4 -5 8 -7 -8 -9 9 -11 19 13 15 -15 -16 -17 20 -19 -20 -21 24 22 -24 -25 29 27 -28 28 -30 -31
leaf_value=0.0081259962667066324 0.0024989963305194077 -0.02077833044837183 -0.020248559952097546 -0.021371009221827064 0.0086496145100529824 0.0060058907601280489 0.0039105702301141364 -0.020437404800475789 0.0036595967359925883 0.0081375989106106245 -0.0066134779787832467 -0.014748485814530915 -0.022104659387107112 0.018370491437366746 0.011396079148778148 -0.046421762211622197 -0.019258491629869746 0.017766988775289108 0.010440310956636315 -0.02645095261576768 -0.0041097050950513869 0.018101864462931251 0.016468056283949425 -0.029596950614974037 0.0067869513591111057 0.0052036651572167861 -0.021605755816235299 -0.025895793187955082 -0.0011000018246166145 0.00076165053554358214
leaf_weight=10.01846838835627 2.7177635626867476 4.902766302227973 3.232327142963185 1.997792588546871 19.760921872686595 6.8805150827392927 5.9265689938329151 9.1721724828239513 4.9647272899746957 9.0408426430076343 4.3274076022207719 3.3240014538168898 2.0465680053457613 9.0963434576988202 13.656110553070901 1.2360634058713911 5.5978393163532001 1.10246817022562 3.4230520352721214 6.8741347454488277 47.978045776486397 1.3822614997625353 3.2286150865256786 2.5471069938503206 53.959750458598137 57.19868173962459 7.4043933916836968 2.8701517526060369 24.369743471965194 121.18253048695624
leaf_count=128 93 279 312 69 209 74 64 407 24 52 29 17 57 29 56 9 89 4 23 64 495 13 19 114 281 526 119 35 306 637
internal_value=0.000502275 -0.00638201 -0.00175326 0.0032219 0.000823949 -0.00470356 -0.00883941 -0.0151947 0.00115971 -0.00470927 -0.0118938 0.00154764 0.0011939 0.00970865 0.00143831 -0.0189349 0.00104697 -0.00814571 -0.00196919 -0.0187873 0.000588544 -0.00823169 0.00039172 -0.0128176 0.000945758 -0.00114891 -0.00644885 0.00232727 -0.00371263 0.00261799
internal_weight=451.42 20.1514 15.2486 12.0163 431.269 24.697 17.8165 11.8899 406.572 25.2071 16.1663 381.365 365.521 15.8434 361.136 4.3851 347.48 3.14904 6.74705 11.2015 327.719 12.7558 7.15798 3.92937 314.963 139.821 55.3824 84.4386 27.2399 175.142
internal_count=4633 788 509 197 3845 638 564 500 3207 169 117 3038 2969 69 2899 70 2843 61 40 93 2634 235 146 127 2399 1481 614 867 341 918
is_linear=0
shrinkage=0.0195584


Tree=219
num_leaves=31
num_cat=0
split_feature=16 15 10 6 13 2 16 6 5 15 3 0 18 0 17 16 13 17 6 9 8 10 7 5 13 18 6 0 18 19
split_gain=13.158 7.75205 5.44805 5.76694 5.14224 6.78724 4.87554 5.09219 4.91848 6.61315 4.7328 8.20227 5.92342 4.37305 6.46088 4.20081 6.61918 6.47297 6.53244 8.03141 8.79331 5.77681 5.28366 4.94082 5.19728 7.51348 4.79974 7.49923 8.16043 7.41981
threshold=18.594956516900002 46.055224235250002 90.937096262400004 15.635365317800002 117.97223122220002 98.91243606750001 23.044946110900003 16.495385412050002 24.367802910700004 51.19990836680001 85.589753040950015 96.082805124100005 13.956123578150001 86.264556031700025 192.44445991605002 16.094962363000004 104.04332964835001 236.15709471040003 14.745344522600002 191.61296531520003 5.1459841250500009 68.20618276945001 22.703933514050004 1.6209823962500003 98.050756475600011 15.589604336850003 13.185308072600002 104.03526427400001 16.115468395400004 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=2 4 3 15 10 -6 7 8 -3 13 11 12 -2 14 -10 16 21 18 19 20 -17 -1 -23 -24 26 -26 27 -25 29 -29
right_child=1 6 -4 -5 5 -7 -8 -9 9 -11 -12 -13 -14 -15 -16 17 -18 -19 -20 -21 -22 22 23 24 25 -27 -28 28 -30 -31
leaf_value=-0.0031860580099522229 0.0035159458088630025 -0.0039600672983638825 -0.0025181418113416716 -0.0028804347333705954 0.0011480522486831425 -0.0027267860462543386 0.0029294086861730226 -0.004536006231818341 0.0017927621339297523 -0.0043871364932089821 0.0010649946739927671 0.0015039758973921515 -0.0027084600992317602 0.003651722881161746 -0.0043886488167377835 -0.0018993102777083767 0.00184613247526544 0.0020801861638861602 0.0012083142171356652 -0.0036062638289094027 0.003408687167367655 0.0016607888988969073 0.0037242520622202402 -0.0039963091188328559 -0.00184984483504677 0.0012670069227300605 0.0021339805101626588 -0.0025599764745395863 -0.0020467217785572664 0.0033436622198308613
leaf_weight=6.8905857037752858 1.9961222410202086 4.3861553259193995 13.404782718047498 9.3983152490109187 10.172021474689247 10.611767798662184 3.1911281794309607 5.1299443282186976 5.57856233417988 3.1002834346145383 260.02764198184013 14.856932379305361 14.635672386735676 4.9147322177886954 2.9806632362306118 13.087344748899342 22.093068085610867 6.8943634275346986 8.6476762369275075 18.929049283266068 4.9388783536851397 18.618503386154771 3.354674505069851 11.042198920622466 12.426245631650088 31.18641534075141 4.3833877705037585 3.5314964186400193 20.27774627879262 7.956564374268055
leaf_count=94 5 44 554 371 55 125 10 60 32 46 1121 52 140 11 40 256 89 38 65 343 15 109 10 229 96 156 20 67 343 37
internal_value=0.000227531 0.000642212 -0.000425038 -0.000287269 0.000798567 -0.000830359 -0.00102539 -0.00150911 -0.000768289 7.6373e-05 0.000914702 -0.000326384 -0.00196142 0.0011034 -0.000359851 -0.00016181 0.000141516 -0.000980894 -0.00144368 -0.00206425 -0.000445009 -0.000173191 1.08929e-05 -0.00031535 -0.000464589 0.000378944 -0.00124415 -0.00159006 -0.000753621 0.00152885
internal_weight=558.643 341.582 217.061 203.657 312.3 20.7838 29.2815 26.0903 20.9604 16.5742 291.516 31.4887 16.6318 13.474 8.55923 194.258 141.761 52.4973 45.6029 36.9553 18.0262 119.668 112.777 94.1587 90.8041 43.6127 47.1914 42.808 31.7658 11.4881
internal_count=4633 1741 2892 2338 1498 180 243 233 173 129 1318 197 145 83 72 1967 1250 717 679 614 271 1161 1067 958 948 252 696 676 447 104
is_linear=0
shrinkage=0.00338955


Tree=220
num_leaves=31
num_cat=0
split_feature=16 15 13 2 6 16 6 5 15 15 18 15 10 12 13 3 0 2 0 2 0 0 17 19 9 15 17 18 7 5
split_gain=9.81583 5.47548 5.13481 5.68663 4.96041 4.47016 5.02917 4.63687 5.25925 4.39917 5.77785 5.15185 4.34719 4.95072 4.48569 5.36268 5.30081 4.42926 4.23087 4.21901 4.81108 4.21746 6.1543 4.07114 3.7892 3.693 3.67345 4.26052 6.69508 4.85149
threshold=18.594956516900002 46.055224235250002 117.97223122220002 98.91243606750001 15.635365317800002 23.044946110900003 16.495385412050002 24.367802910700004 51.19990836680001 28.444110612900001 14.032563378150002 28.298162031900002 90.937096262400004 206.14208420540004 108.64328150955002 82.912048743050008 85.769879735700016 145.83272221200002 104.22883325935001 325.13486840910008 109.03310793845002 86.264556031700025 192.44445991605002 14.651182102100002 187.55294863440002 8.0321742805500005 208.35751021765003 15.917243450850002 24.930088150450004 13.713273242250002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=4 2 23 24 9 6 7 -3 21 11 -11 12 13 14 15 18 17 -17 26 -15 -21 22 -9 -2 -4 -20 27 28 -1 -30
right_child=1 5 3 -5 -6 -7 -8 8 -10 10 -12 -13 -14 19 -16 16 -18 -19 25 20 -22 -23 -24 -25 -26 -27 -28 -29 29 -31
leaf_value=0.00051281772627056164 0.00084281557916457439 -0.004493856779258819 0.0037989871245305874 -0.0032735618567357443 -0.003487697576522663 0.0034811794187243656 -0.0053166691878377137 0.0021266569627006863 -0.0048921448648519021 0.002151968705082124 -0.0040584531556613753 0.0056333752759775649 -0.002724630154270814 0.0010848263653493438 0.003861486963976628 -0.0045398645142229058 -0.0048386930072821461 0.0041839322146401976 0.0046155545606271714 -0.0034921899497728499 0.002042516078912429 0.0043214590671143234 -0.0052192474957885237 0.0030289725976362925 -0.0012650214223230527 -0.003684754348784233 -0.0030616234793114524 0.0017380460236236541 0.00095050813949802834 -0.0053820729911540407
leaf_weight=24.366865402087569 274.21457905136049 4.2136488799005845 4.434975132346155 10.206669410690663 8.5275376755744201 3.1523002311587325 4.852081485092639 5.3487493563443405 2.6664446778595439 3.2184083852916947 10.190127899870275 2.4654709119349709 10.85526925511658 63.48412702139467 3.3298571929335585 1.5805056747049087 9.7274579955264908 2.3829260878264904 0.96799647435545821 7.4553720839321596 3.9087069611996412 4.8522901460528365 2.8565882407128811 14.651227101683615 5.2904236055910587 9.1292565157636982 5.9997201375663272 20.224939106032252 2.8137419018894416 6.6286982148885727
leaf_count=147 1271 44 24 125 371 10 60 32 46 18 248 6 554 496 11 73 195 11 4 121 28 11 40 47 31 260 76 116 23 134
internal_value=0.000242537 0.000661833 0.000816826 -0.00116678 -0.000473248 -0.00105105 -0.00162738 -0.000729546 0.000279193 -0.000337043 -0.00256779 -0.000166436 -0.00024916 -8.32846e-05 -0.0007379 -0.000920611 -0.00323379 0.000705126 -0.000469037 0.000678938 -0.00158851 0.00133521 -0.00043073 0.000953697 0.00104427 -0.00288903 -6.20133e-05 0.00027105 -0.000606516 -0.00349503
internal_weight=533.997 336.74 308.798 19.9321 197.257 27.9421 24.7898 19.9377 15.7241 188.729 13.4085 175.321 172.855 162 87.152 83.8221 13.6909 3.96343 70.1312 74.8482 11.3641 13.0576 8.20534 288.866 9.7254 10.0973 60.034 54.0342 33.8093 9.44244
internal_count=4633 1741 1498 180 2892 243 233 173 129 2521 266 2255 2249 1695 1050 1039 279 84 760 645 149 83 72 1318 55 264 496 420 304 157
is_linear=0
shrinkage=0.00404071


Tree=221
num_leaves=31
num_cat=0
split_feature=13 8 17 18 14 10 10 18 7 13 10 7 7 16 18 0 15 5 5 2 16 10 19 13 17 5 2 18 2 12
split_gain=2.57166 3.10231 2.32044 2.27032 3.90162 3.01993 2.25242 2.18396 3.15607 2.1004 2.10878 3.66833 2.90141 3.11713 2.65792 2.67342 2.06257 3.24924 3.79272 3.63074 4.0221 2.61052 2.34424 8.59811 7.2308 4.86996 5.12248 7.2838 4.61889 9.12042
threshold=95.636521074450016 2.9476996444500005 238.05090660085003 17.108018746400003 371.49649955895006 81.573196594050017 54.884872733100003 16.399957653700003 25.487785026200005 75.758061657900015 82.299080289250014 21.034091097450002 24.103872582350004 8.0599811522500016 16.115468395400004 118.55293817840001 46.055224235250002 24.367802910700004 24.458659404000002 247.02271001585004 23.044946110900003 62.025417527550012 14.351157895250003 115.13321943645001 199.59317753375004 20.201591378100002 258.06114663960005 13.956123578150001 89.519014009800017 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 2 9 5 -5 6 -2 16 -9 -1 11 -11 -12 -14 -15 -16 22 -18 -19 20 -20 -21 -8 24 -24 -25 27 28 29 -27
right_child=3 -3 -4 4 -6 -7 7 8 -10 10 12 -13 13 14 15 -17 17 18 19 21 -22 -23 23 25 -26 26 -28 -29 -30 -31
leaf_value=-0.020672054658715574 -0.020374926773338128 -0.01507985215017521 0.024557720390810771 0.012834864517488278 -0.013307380210741192 -0.016976926120286055 0.00036685748046063553 0.013278265625317899 -0.012919109078084393 0.010420204231621774 0.015625087021642579 -0.016877101366323064 0.015459550836255453 0.0098200125304192809 -0.017834728379932194 0.0082724041927805872 -0.021214986770906365 0.019196542516012403 -0.023916058926451128 0.0080541048096910862 0.010639306465965963 -0.014727147183105506 0.0068457276684236274 0.016669745172059724 -0.026163339256750767 0.0064590923382522158 0.018340061140756869 -0.018897378719413337 0.0059400047668538266 -0.020602631402003416
leaf_weight=2.2036427038256141 1.8501936553511757 7.8112917258404186 1.2215719670057286 12.367970269173382 2.5621705390512934 3.564901183359324 227.42220426001586 2.1390638872981063 8.5170648777857405 2.5876475758850592 4.7149961637333062 6.2531212950125337 3.0437080361880353 2.7687344420701256 6.4937843829393369 1.8805444980971513 3.5946641424670842 2.8729513157159117 5.2055495586246279 7.730704586952923 1.6489845812320707 2.4667692221701145 4.0510684773325902 12.059396326541899 6.3103126659989357 11.270442716777326 8.2761030420660955 5.5571491345763198 76.140095099806786 7.8584119677543631
leaf_count=196 137 427 8 68 40 137 2041 7 108 15 36 157 21 30 240 49 44 18 96 45 6 34 16 57 49 49 43 49 362 48
internal_value=0.000520362 -0.00421409 -0.00149091 0.000966697 0.00834858 0.000690154 0.000849612 0.000949504 -0.00766036 -0.00255349 -0.0011143 -0.00888732 0.00252132 -0.00183374 -0.00655738 -0.0119721 0.00118939 -0.00434219 -0.00129817 -0.00475116 -0.0156031 0.00254332 0.00155184 0.00360085 -0.0132575 0.00504253 0.00375734 0.00256035 0.003812 -0.00465826
internal_weight=452.445 38.979 31.1678 413.466 14.9301 398.536 394.971 393.121 10.6561 29.9462 27.7425 8.84077 18.9018 14.1868 11.1431 8.37433 382.465 23.5196 19.925 17.052 6.85453 10.1975 358.945 131.523 10.3614 121.162 109.102 100.826 95.2689 19.1289
internal_count=4633 1179 752 3454 108 3346 3209 3072 115 744 548 172 376 340 319 289 2957 243 199 181 102 79 2714 673 65 608 551 508 459 97
is_linear=0
shrinkage=0.0192815


Tree=222
num_leaves=31
num_cat=0
split_feature=7 17 9 6 3 18 7 16 19 6 7 9 5 18 2 3 4 7 3 6 16 15 5 3 16 5 6 5 9 16
split_gain=2.37671 1.97419 1.9509 3.75059 2.81529 2.66807 3.7009 2.41692 3.21069 3.93282 2.11963 1.8748 2.24903 1.80012 1.67257 1.64502 2.86748 1.90853 3.44883 5.58937 3.33472 3.37485 3.62131 3.98269 3.48112 3.19151 3.59 4.23454 2.88249 5.29092
threshold=29.911984439950004 158.19986339130003 37.364870866050005 2.7350639043000005 61.312976123050007 16.435318745950003 29.808425272250002 11.864972254500001 10.650859343850001 11.865277230300002 21.306175688000003 43.730860148300003 9.1899936892500005 15.064837217800003 136.64906039505004 108.48197402175002 160.20223982390002 19.506002767000002 95.002044955650021 21.760508430800005 22.724946859200003 46.055224235250002 24.367802910700004 92.913112988300014 22.584947186600004 30.922794813800003 16.505385645700006 36.806659819600007 186.70853236170004 22.834946602000002
decision_type=2 2 2 2 2 2 2 2 2 2 2 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 -7 8 9 -6 -5 12 13 -9 -12 17 -17 25 20 28 21 -19 -23 -24 -25 -13 -27 -28 29 -20
right_child=-2 2 4 10 7 6 -8 11 -10 -11 14 15 -14 -15 -16 16 -18 18 19 -21 -22 22 23 24 -26 26 27 -29 -30 -31
leaf_value=-0.019307240365278557 -0.024857737698602788 0.020039751323820396 0.030389240785534552 0.0098812960253079098 -0.015949552548805895 -0.025893944080521088 0.026200887190615418 0.013944233359418081 -0.023122939823633584 0.014975904111460688 -0.0013456162886791661 0.01822553102541136 0.028878963503892716 -0.027141534635097081 -0.02717622500273939 0.020966714416585545 -0.026290882474090737 0.0016987949188526717 -0.02003913973947808 0.010344451085765816 0.014911172133132757 -0.033428174511255168 0.021230551999608667 0.010786357874642305 -0.018006989399763723 0.019174548733634569 -0.047009437705160514 0.006589553142481535 -0.032657233161653934 0.027539969778310389
leaf_weight=2.8845721604302517 2.1534383203834286 3.8459423128515509 1.9379693721421052 1.4976870603859413 4.7038747463375312 2.4699360798113048 1.1931651234626772 1.6975228167138987 5.5764033747836939 5.0097490400075912 1.9010549359954874 9.7019711341708881 3.1758873388171196 0.99958466459065665 6.6594683802686632 1.0151661261916154 2.984234923729673 333.07994508836418 5.9205890432931501 5.9059637710452071 10.68675250187516 2.9924294818192747 2.9349934868514529 3.3984272032976142 9.1378972288221103 2.265520751476287 1.7330904342234137 1.7452928088605402 4.9824961256235838 1.7974657118320463
leaf_count=233 282 24 9 8 199 113 6 28 194 39 39 62 10 32 271 10 140 2252 245 26 42 43 9 25 146 9 21 22 88 6
internal_value=0.000597682 0.000721189 0.000852209 -0.00707913 0.0011813 0.00590985 -0.00892533 0.00104699 -0.00843308 8.48083e-08 -0.0167762 0.00140388 0.0150276 -0.00128271 -0.02144 0.00120399 -0.0142955 0.00136041 0.00102095 -0.00917754 0.00154481 0.00113848 -0.00896943 -0.00423867 -0.0102015 0.0097303 -0.00461891 -0.0201159 -0.0182556 -0.00895839
internal_weight=445.988 443.835 440.95 17.5673 423.383 7.50904 3.6631 421.445 15.29 9.71362 10.0582 406.155 5.87299 2.69711 8.56052 400.282 3.9994 396.283 380.837 18.6065 362.23 351.544 18.4637 15.4713 12.5363 15.4459 5.7439 3.47838 12.7006 7.71805
internal_count=4633 4351 4118 461 3657 143 119 3648 432 238 318 3216 70 60 310 3146 150 2996 2882 365 2517 2475 223 180 171 114 52 43 339 251
is_linear=0
shrinkage=0.024289


Tree=223
num_leaves=31
num_cat=0
split_feature=7 16 16 6 16 10 17 7 2 16 15 5 19 9 5 8 2 17 5 9 2 8 7 3 6 17 5 18 6 16
split_gain=2.13525 1.84033 3.71463 3.82919 3.06674 5.41976 4.18311 4.01788 3.26446 6.64153 5.32894 6.00365 4.17173 6.42203 6.67179 5.16247 5.15838 3.63616 3.59234 3.31974 2.99709 3.18619 2.96137 2.79118 4.44586 4.32895 8.74924 5.11609 3.4381 3.89855
threshold=29.911984439950004 20.394952307700002 19.934953383400003 15.105352934150002 20.674951653000004 65.765062787050013 212.38791228795003 24.123805364200006 131.42729508740004 22.554947256700004 36.370482311550013 20.201591378100002 14.451165964200003 193.49750438550004 22.825270530250005 8.8430989333000021 86.916594916350007 188.27285108100003 19.897785533950003 202.49517884540003 325.13486840910008 2.8477776226000002 29.467962229850006 93.292185584700022 16.405383309150004 189.00567661160002 22.705169530700005 13.278511569200001 16.405383309150004 22.654947022900004
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 20 -4 -3 6 8 -7 9 18 11 -10 13 14 16 17 -11 -14 -6 -20 22 -22 -1 28 -25 -26 -27 -28 29 -12
right_child=-2 4 3 -5 5 7 -8 -9 10 12 23 -13 15 -15 -16 -17 -18 -19 19 -21 21 -23 -24 24 25 26 27 -29 -30 -31
leaf_value=-1.0648802180673962e-05 -0.02303422804795258 0.01402554709414424 -0.0017729167256501515 -0.035470884961662397 -0.0071237453200707658 -0.038058072001890278 0.021489260519071768 -0.0013320586157651584 0.0012318106414823302 -0.01493899896449727 -0.0060958662665215888 -0.03235171808408726 -0.0053223788937104928 0.0064499381280949501 0.0068578630056310595 -0.014105199063544266 -0.050044087221465132 0.015371987078875184 0.020639473327268437 0.00057706508787411486 -0.0013619605800551078 -0.025532448124510266 0.023276739212277298 -0.026154067107842141 0.0073898613842703813 -0.043630918970503571 -0.023996867614535743 0.0023799480107449039 0.011142599404567723 0.010976147648698632
leaf_weight=199.46498818555847 1.9524927497841407 10.405824139714239 3.7685426846146575 3.1492062546312809 3.7360302843153503 3.0048738270997992 5.5116005092859259 3.057635486125946 5.2930863499641401 5.6947931200265902 20.905361212790016 5.5454088822007179 5.6833734661340776 10.253547267988322 4.0096271485090247 5.360832590609788 3.4014983624219894 18.002417460083961 20.537926103919748 5.2735722661018363 6.5576255610212666 4.8098111695144325 2.8174265162087968 3.9341197405010453 18.194554207846522 2.9288376718759563 4.5761162545532015 20.50353080779314 21.860721953213215 10.089744135737417
leaf_count=2752 282 60 23 33 19 23 31 20 24 31 117 61 29 41 14 41 23 76 125 23 116 137 31 51 107 23 55 139 76 50
internal_value=0.000501053 0.000605887 -0.000846305 -0.0171134 0.00207677 0.00147715 0.00210999 -0.0195353 0.00156443 0.00499699 -0.000906857 -0.0159509 0.000175573 -0.00692084 -0.0173816 0.00588255 -0.0280663 0.0104064 0.0135484 0.0165405 -0.000319593 -0.011589 0.000313702 0.000676303 -0.00313622 -0.00117628 -0.00674092 -0.00243285 0.00429272 -0.000538465
internal_weight=440.285 438.333 220.568 6.91775 217.765 207.359 201.297 6.06251 195.785 81.9536 113.831 10.8385 52.4061 23.3595 13.1059 29.0466 9.09629 23.6858 29.5475 25.8115 213.65 11.3674 202.282 102.993 50.1372 46.203 28.0085 25.0796 52.8558 30.9951
internal_count=4633 4351 3092 56 1259 1199 1156 43 1125 422 703 85 255 109 68 146 54 105 167 148 3036 253 2783 618 375 324 217 194 243 167
is_linear=0
shrinkage=0.0225556


Tree=224
num_leaves=31
num_cat=0
split_feature=6 6 3 9 5 5 5 15 5 13 0 7 0 13 12 4 16 16 3 10 7 2 3 3 19 4 9 9 6 15
split_gain=2.03904 5.0774 3.3015 3.88774 2.69923 3.86189 4.72626 4.75074 2.66883 3.23235 2.60823 4.11196 2.82815 3.50357 2.98021 3.4913 2.48766 3.82431 2.99292 3.7433 3.60092 3.1384 2.3856 4.5873 5.23908 4.67569 3.90029 6.4016 3.57627 4.55213
threshold=13.665319288000001 13.775321858200002 81.699554126200013 218.96512164950002 20.971847224900007 18.678742451450002 15.332427622700001 32.145494189350011 16.222050829800004 103.75835308650001 95.550490414250007 20.797746106000002 96.741477366050006 103.75835308650001 88.990743116650009 180.98021180325003 17.614958808600004 16.684960983300005 79.086372823400012 78.381996793250025 24.103872582350004 224.74008820395002 85.589753040950015 84.812788641250009 12.851036860900001 158.18845385165005 206.50942114985003 214.52351813370004 16.455384477450004 44.024213102900006
decision_type=2 2 2 2 2 2 2 2 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 6 10 -8 -4 -10 11 -1 -12 14 -14 -16 17 18 19 -17 21 -21 23 26 -25 -26 -11 -28 29 -24
right_child=1 2 8 -5 -6 -7 7 -9 9 22 12 -13 13 -15 15 16 -18 -19 -20 20 -22 -23 28 24 25 -27 27 -29 -30 -31
leaf_value=0.012129831463293318 0.016191345045042084 -0.040369326675071593 0.021646973684137594 0.0054754923676816657 -0.01621959520822927 0.011112179577302938 -0.026449013067459413 0.0076310607199930455 -0.020565400181676588 0.0062585275963352484 0.023019432860897075 -0.03206784316086226 -0.026576399916528812 -0.030609744538584765 0.019716271435833953 -0.030061093564725628 0.015392536252371988 -0.027207489580362135 0.012293053354894664 -0.0091433601974940729 -0.0037262186260410323 0.025625838292939747 0.0060066258829384695 0.024595658740395543 0.010490346078290764 -0.029868771748389377 -0.027895215591925412 0.0074879186805081616 -0.00090388821783940303 -0.0074322280647759545
leaf_weight=1.6853385940194119 11.838836543262003 2.208293497562408 3.3142315149307242 1.7622092626988886 6.8436639411374918 11.788809783756731 7.9132781694643182 2.9847161844372749 3.6793303703889242 21.573295196518302 2.7425350090488783 3.297654464840889 2.1598307476378968 2.0296595841646186 4.8507376182824364 2.5030782818794242 4.8174442127346984 2.9828617991879574 8.317586323246358 1.9947338779456902 40.142631886294112 4.4312429837882519 121.82528511621058 1.4452309934422363 1.8721891678869713 8.1069611208513361 5.5631281677633506 5.2811775710433722 120.57653376157396 14.999242359306661
leaf_count=8 58 29 11 16 90 93 126 19 69 130 17 128 53 28 37 47 43 56 69 54 1165 23 724 6 8 192 72 35 1086 141
internal_value=0.000470975 0.00139479 0.000833709 -0.0200222 -0.0022142 -0.00129824 -0.00287389 -0.0171152 0.00110236 0.000879061 -0.000980148 -0.0171194 6.46656e-05 -0.000783434 5.50307e-05 0.000876263 -0.000525616 -0.00179582 -0.000475023 -0.00263919 -0.00116526 0.0148329 0.00114098 -0.00382239 -0.0163649 -0.022297 0.000597744 -0.0106636 0.00198637 0.00453341
internal_weight=435.532 324.046 312.207 3.9705 111.486 104.642 92.8533 10.898 308.237 304.922 81.9553 4.98299 76.9723 74.2298 72.2001 70.0403 65.1896 60.3721 57.3893 49.0717 46.5686 6.42598 301.243 43.842 11.4244 9.97915 32.4176 10.8443 257.401 136.825
internal_count=4633 2577 2519 45 2056 1966 1873 145 2474 2463 1728 136 1592 1575 1547 1494 1457 1414 1358 1289 1242 77 2394 443 206 200 237 107 1951 865
is_linear=0
shrinkage=0.0230185


Tree=225
num_leaves=31
num_cat=0
split_feature=19 19 8 10 12 2 8 17 7 2 8 7 6 10 17 16 18 16 18 5 15 15 17 3 18 5 19 2 0 16
split_gain=1.95947 1.67602 2.04 2.42753 1.71369 3.62574 2.61773 4.96831 5.14931 4.31266 3.43885 3.28446 3.06106 2.53757 2.00953 4.25517 3.95445 6.96577 6.90999 3.55074 3.22726 6.72274 4.0962 4.03116 5.89841 4.77268 3.72801 3.54485 3.45013 3.82084
threshold=8.9507221716000007 14.651182102100002 8.6432548896500023 62.068432857650002 74.22129117770001 54.465024697200008 8.8430989333000021 182.37451917730002 21.698399695800003 73.795394389500018 8.7431769115000026 20.714163848350005 16.355382140900002 61.950140699950005 188.27285108100003 22.694946929300002 13.552878921100001 22.594947163200004 13.453871405300001 20.608876568850004 31.264641197600003 32.355961258350007 201.81829107560003 85.589753040950015 15.015859748200002 9.2894952960000019 14.251149826300002 69.881082014850008 86.135510041400025 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 4 -3 -4 -2 -6 10 8 11 -9 14 -8 -11 -14 -7 16 17 -16 19 -19 22 -22 23 24 25 -18 -24 -25 -23 -30
right_child=1 2 3 -5 5 6 7 9 -10 12 -12 -13 13 -15 15 -17 20 18 -20 -21 21 28 26 27 -26 -27 -28 -29 29 -31
leaf_value=-0.026538910011690633 0.010681699693861478 0.016446869725787201 -0.017088061108826932 0.012884372221395903 -0.030342842542037722 -0.0026361128544189066 0.013034723557124437 0.010221837583728358 0.029681065808814088 -0.0034978196753359505 0.013101013542351068 -0.043305488948940547 -0.013247371996613194 -0.046329598285662923 0.01510384997941955 0.018467434902426826 0.023732994816994382 0.024542455916815264 -0.033402995991974507 -0.00083228280987011525 -0.032976386461901576 -0.029531130002023391 -0.0029282471284129631 -0.010797741882496791 0.0063018333352806172 -0.023094837815366708 -0.039351220923253681 0.021147751610166233 -0.0047443548900705295 0.01152532024980369
leaf_weight=1.7127375879790623 9.8635692168027145 9.1331765800714511 3.382916333153843 3.5393036231398582 2.503798432648181 112.43780984147452 1.2378743942827015 2.5962140038609496 3.4644069951027632 2.6400772985070926 13.677945164963601 1.4245007559657095 2.1953783184289932 4.5810010842978954 29.968785356031731 9.0444002784788591 1.6687350920401502 4.0532075390219715 3.8659189585596314 27.338953783735633 5.2081854296848169 3.0243622940033665 40.215133780613542 2.6325755119323757 39.474682250060141 8.4357724068686348 1.8829665612429369 14.306063461117445 52.363498539663851 11.218958199024199
leaf_count=245 51 37 27 16 34 1588 22 11 14 17 66 21 27 43 178 43 26 27 31 151 110 45 671 13 454 100 19 81 409 56
internal_value=0.000468121 0.000576352 0.00859564 -0.00176327 0.000263333 7.36194e-06 0.000197835 -0.0091922 0.00934813 -0.0186483 0.00064511 -0.01711 -0.026608 -0.0356118 0.00018106 0.0014247 0.000797232 0.00613601 -0.00148651 0.00244398 -0.00113277 -0.005294 0.00161857 0.00552723 0.00188676 -0.0153613 -0.00455738 0.0161828 -0.00312944 -0.00187361
internal_weight=429.093 427.38 16.0554 6.92222 411.325 401.461 398.957 18.1395 6.12678 12.0127 380.818 2.66238 9.41646 6.77638 367.14 254.702 245.658 65.2269 35.2581 31.3922 180.431 71.815 108.616 66.5178 49.5792 10.1045 42.0981 16.9386 66.6068 63.5825
internal_count=4633 4388 80 43 4308 4257 4223 155 57 98 4068 43 87 70 4002 2414 2371 387 209 178 1984 620 1364 674 580 126 690 94 510 465
is_linear=0
shrinkage=0.0253001


Tree=226
num_leaves=31
num_cat=0
split_feature=16 6 15 13 2 5 16 16 2 18 9 10 17 3 7 19 4 19 16 18 9 15 19 12 19 17 3 15 7 17
split_gain=7.6642 4.62213 4.15222 4.85733 5.2058 4.08535 5.32037 5.17334 5.59147 4.7347 6.0801 9.32612 8.47227 5.21683 4.88121 4.4671 3.81558 3.98541 3.6367 3.93667 3.49958 3.42719 4.73572 3.40466 3.26069 2.84251 2.62573 2.6232 3.2183 4.8925
threshold=18.594956516900002 15.635365317800002 46.055224235250002 117.97223122220002 98.91243606750001 10.726864994700001 16.024962526700005 13.534968349350001 186.79363985910004 17.549283450150003 191.61296531520003 71.053259929650025 191.75825325995004 85.113895951850012 19.506002767000002 10.650859343850001 258.68722567540004 12.751028791950002 23.044946110900003 13.164254432300002 187.55294863440002 24.941885346000003 12.451004585100002 183.01001782225003 14.651182102100002 180.19381692845005 82.705037467000025 6.8054746905500005 27.973342028250006 238.05090660085003
decision_type=2 2 2 2 2 2 2 2 2 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 24 20 25 7 15 16 10 13 12 -12 -8 -15 23 17 -9 19 -4 -5 -10 -23 -7 -2 -1 -19 -27 29 -29
right_child=2 -3 18 4 -6 6 9 8 21 -11 11 -13 -14 14 -16 -17 -18 26 -20 -21 -22 22 -24 -25 -26 27 -28 28 -30 -31
leaf_value=-0.0048563163511690195 0.00086923008872187449 -0.0036781796179839983 -0.0052952353587016011 0.003902810628605289 -0.0035216903964209708 -0.0024615560798745004 0.0035414431171004843 0.001318699213737738 0.0036819702883965234 0.0027123615171262918 0.0053851850261291793 -0.0047601479731888786 -0.0051788095287976718 0.0047072050127271821 -0.0039829443616674143 -0.0028318014224537661 -0.0035490261279244699 -0.0062737814340903808 0.0035783654035998402 -0.0007037584143960114 -0.0014494537227257962 -0.0044573029894137105 0.0035675755673431142 0.0020533657910345665 0.0031211419844472967 0.0027004897094308933 0.00047494126575177144 -0.0012663245346503005 -0.0039686720964498337 0.0063914326850250027
leaf_weight=4.6025583357550195 259.34960936289281 8.4877519896253926 4.7994252722710433 4.5416460223495978 10.25384355150163 4.7941925181075957 6.3965175077319127 31.319378243759274 21.679052306339148 5.3063082955777636 4.0931135118007687 18.137597400695086 2.4040760882198811 1.6741262823343275 5.6118061635643244 13.425373672507702 4.6580998711287966 2.4647928699851027 2.9242306724190703 16.644817193038762 5.2593067660927773 2.7383095156401387 3.159996647387743 10.925008616875855 13.494896583259104 3.2470467844977966 2.1562466025352478 23.180882986634973 8.019553339108823 1.7931599095463742
leaf_count=251 1271 371 90 24 125 151 26 156 89 31 12 321 65 5 109 223 42 31 10 143 31 35 15 81 47 71 9 479 315 4
internal_value=0.000252235 -0.000456503 0.000677286 0.00082467 -0.00129689 -0.000306081 5.43616e-05 0.000635357 0.00130866 -0.00124179 -0.00178937 -0.00311534 0.00147632 0.000597981 -0.00198616 -0.000939665 0.000254434 0.000747386 -0.0010942 -0.00173137 0.00103072 0.00286067 -0.000158003 0.000676362 0.00098061 -0.00154992 -0.00312473 -0.00113 -0.00150698 -0.00071649
internal_weight=507.543 190.275 317.268 292.899 20.0548 181.787 140.944 97.3205 68.1759 43.6235 38.3172 24.6348 6.49719 13.6824 7.28593 29.1446 40.5985 35.9404 24.3685 21.4442 9.80095 27.5774 5.89831 15.7192 272.845 40.8432 4.62104 36.2406 32.9936 24.974
internal_count=4633 2892 1741 1498 180 2521 1401 832 377 569 538 398 77 140 114 455 238 196 243 233 55 139 50 232 1318 1120 40 869 798 483
is_linear=0
shrinkage=0.00446649


Tree=227
num_leaves=31
num_cat=0
split_feature=5 5 10 17 13 16 3 16 7 3 10 19 7 5 17 16 8 5 13 10 3 3 7 19 19 8 16 18 9 9
split_gain=1.92729 3.00451 2.96965 2.88897 1.78358 2.38292 1.67122 2.62441 1.66514 2.20816 3.04492 4.1228 2.66997 2.42332 2.31116 2.00443 1.91395 4.18671 5.31351 4.53665 3.78165 3.17306 2.07435 2.06389 2.0158 2.00766 2.85409 4.97882 2.12842 6.06243
threshold=7.754880527600001 5.3654262215500008 90.679004281900021 201.39543491635001 86.968932061850012 14.184966829400002 108.48197402175002 21.074950717600004 18.276616214250001 103.28787291370001 55.855406118200008 13.251069136700002 19.773504439000003 36.806659819600007 162.43086425485004 16.759960807900004 8.8430989333000021 30.133297129900004 117.15225149240001 63.910026677050006 92.316275283350009 93.292185584700022 23.695207782600004 14.651182102100002 14.451165964200003 8.7431769115000026 22.794946695500006 12.715870194300001 186.70853236170004 185.98753508445003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 3 4 -1 -6 8 -8 -2 12 11 -11 15 -12 -14 -10 23 18 19 -18 22 -22 -21 25 -20 26 27 -16 29 -29
right_child=6 -3 -4 -5 5 -7 7 -9 9 10 13 -13 14 -15 16 -17 17 -19 24 20 21 -23 -24 -25 -26 -27 -28 28 -30 -31
leaf_value=0.01496244533176337 0.013240251950483398 -0.020459196396593216 -0.020123563953810458 -0.020936467241487244 -0.020786413425804375 0.0094495885007334114 -0.020695855244562602 0.016386627568164176 0.0012715058581437967 -0.024383278011935235 -0.023783108611281578 0.020184660944291156 -0.015407731495908723 0.01658070265618946 -0.024170395130502495 0.01874268276418414 0.020359511740394885 0.013461752570238916 -0.0071433587207846453 0.01185441594711375 -0.043082821647308728 -0.0036335820653741881 -0.009488318609634722 0.0094570828206356553 -0.028881682147381987 0.0081460260316982419 0.014395011905552041 0.0016234601485242274 -0.00026369216268164745 0.020806766892633888
leaf_weight=5.071117249317469 4.0156611036509267 4.1299650294240555 2.6105032674968234 1.6249652239494015 1.609068216755986 2.5575350662693381 3.0445921479258682 0.94847083464264859 4.576489622704683 1.1970329936593755 4.4647265584208071 2.2933023814111948 3.3887901564594349 0.64503794442862261 3.1204925337806335 5.45330461114645 2.9791006296873155 4.0718964785337439 2.4393541924655429 3.4002413600683195 1.6702419444918635 1.4375761905685065 3.5036401264369488 10.857594847679136 4.791274843737483 13.677174918353556 5.5360478162765494 58.722801111172885 256.6550046892371 6.984945618081837
leaf_count=45 18 279 312 69 54 29 183 6 33 44 202 16 222 6 30 24 9 15 23 15 12 32 27 49 57 68 22 547 2147 38
internal_value=0.000373291 -0.00593372 -0.0014812 0.00299891 0.00720927 -0.00222702 0.000644162 -0.0118877 0.00076745 0.000642815 -0.00911477 0.0048998 0.000856198 -0.0186877 0.000596721 0.0107708 0.000739504 -0.00454674 -0.00817303 -0.000728595 -0.00700361 -0.0248349 0.00102322 0.00110069 -0.021548 0.00083747 0.000535492 0.00029976 0.000536633 0.00366271
internal_weight=427.478 17.6032 13.4732 10.8627 9.23772 4.1666 409.875 3.99306 405.882 401.866 8.6001 3.49034 393.266 5.10976 383.236 10.0298 379.847 24.2933 20.2214 12.9908 10.0117 3.10782 6.90388 355.554 7.23063 344.696 331.019 325.483 322.363 65.7077
internal_count=4633 788 509 197 128 83 3845 189 3656 3638 268 60 3370 208 3313 57 3091 190 175 95 86 44 42 2901 80 2852 2784 2762 2732 585
is_linear=0
shrinkage=0.019466


Tree=228
num_leaves=31
num_cat=0
split_feature=5 5 10 17 15 3 16 13 17 8 5 6 10 17 9 6 3 7 16 13 3 18 16 4 9 9 14 6 0 0
split_gain=1.67502 2.7431 2.66117 2.53328 1.68483 1.48435 2.32629 1.48126 2.12387 1.40182 3.44985 2.41232 3.66212 1.94179 1.85119 2.0902 2.84303 5.15929 2.46994 3.14792 2.43438 2.88019 2.62219 3.12248 1.95516 3.67423 4.12163 4.53871 4.1832 3.53089
threshold=7.754880527600001 5.3654262215500008 90.679004281900021 201.39543491635001 52.561095883800007 108.48197402175002 21.074950717600004 86.968932061850012 190.92966541395 1.6487133604500002 8.3129063967000025 5.4301268740500008 87.447477609100005 243.29790314680005 43.730860148300003 10.715250360100002 83.866451379300017 24.068567769550004 18.044957803000003 92.146902421150017 76.927540944650019 17.108018746400003 11.864972254500001 402.75382129015003 186.70853236170004 181.33671263215004 223.94567884220001 17.130400249100003 78.252950803000019 85.732241321850012
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 3 7 5 9 -7 -1 -9 10 -2 -11 13 14 -13 16 17 -16 19 -19 -17 22 23 -22 25 26 27 -24 -29 -26
right_child=4 -3 -4 -5 -6 6 -8 8 -10 11 -12 12 -14 -15 15 20 -18 18 -20 -21 21 -23 24 -25 29 -27 -28 28 -30 -31
leaf_value=0.014953496754259603 0.014651522337571813 -0.022049230290997503 -0.021720339382210706 -0.02251750521938102 -0.017847945674497327 -0.022279372498026414 0.01593193294753292 0.0094154199457960989 -0.022481378930744856 0.020611814406016171 -0.024960385507976007 0.015147471878933038 -0.022129059457526433 0.015143708392077135 0.017045366824385462 -0.015676399611300625 -0.01963631832024218 0.013226051760501881 0.0083060095577601328 -0.024788905590201873 -0.023395111833181138 0.013363293006285436 -0.016884239659049321 0.0076428942422198179 -0.0067811787230446985 0.010518853662622677 0.0057346684880792186 -0.022485799133188971 0.0244695252883309 0.0012223859819313315
leaf_weight=4.9506322303786892 1.5009797224774946 3.7530913276132187 2.3688826393336049 1.4795501339249302 2.1789293955080202 2.7696981267072256 0.95041005313396443 2.5234901607036595 1.465592063963413 2.7622699737548819 2.7943111192435026 3.9926550872623912 3.0566272877622387 4.2810102347284547 4.5535417795181301 3.8145441263914099 5.0803955495357505 1.1956009510904531 2.2267783470451832 5.0694649927318096 4.1003983744885764 8.5090610794723016 9.5431787781417352 2.218306980561465 27.070939673110843 26.554955936968327 22.305437262170017 1.2187619181349867 2.7305480092763901 255.86183843528852
leaf_count=45 17 279 312 69 49 183 6 32 51 14 75 19 253 33 26 92 60 12 13 117 178 46 256 20 264 129 198 60 13 1712
internal_value=0.000366201 -0.00620758 -0.00155834 0.00302561 0.000633805 0.000733444 -0.0125172 0.00725308 -0.00230349 0.000856543 -0.0111181 0.00098638 0.000848574 0.00102851 0.000871981 0.000722795 -0.00626187 -0.00105332 -0.0107583 -0.0175343 0.00107067 0.00124807 0.000954872 -0.0124986 0.00120107 0.00457915 0.000173064 -0.00902124 0.00997905 0.000456607
internal_weight=422.882 16.5412 12.7881 10.4193 406.341 404.162 3.72011 8.93971 3.98908 400.442 4.29529 396.146 393.384 390.327 386.046 382.054 18.1258 13.0454 8.49184 6.26507 363.928 360.113 351.604 6.31871 345.286 62.3529 35.7979 13.4925 3.94931 282.933
internal_count=4633 788 509 197 3845 3796 189 128 83 3607 92 3515 3501 3248 3215 3196 228 168 142 129 2968 2876 2830 198 2632 656 527 329 73 1976
is_linear=0
shrinkage=0.0210743


Tree=229
num_leaves=31
num_cat=0
split_feature=6 6 3 9 15 5 10 3 18 5 9 9 7 7 0 0 3 9 17 12 13 12 5 3 9 4 6 17 0 2
split_gain=1.49275 4.51828 2.81144 3.38053 2.61577 2.50905 2.47514 4.019 5.2744 3.12012 3.11502 4.92432 2.32206 4.75523 3.62152 4.78445 3.93861 4.3146 3.89132 3.33412 4.73245 4.1495 4.13915 3.95918 3.2776 4.45436 4.82639 3.26734 3.12663 3.03556
threshold=13.665319288000001 13.775321858200002 81.699554126200013 218.96512164950002 39.203018015350004 15.839549529050002 70.182199495350019 84.812788641250009 14.170404054850001 17.687678651600006 206.50942114985003 214.52351813370004 23.109894804950002 22.721067571950005 85.990333302400003 85.866664228400012 93.394346993650018 193.49750438550004 188.85216786605002 114.82338089645002 112.67059178900001 148.96091148645004 21.869642762900003 90.988176966900014 186.70853236170004 195.04069921150003 16.505385645700006 191.32023496460002 86.393602021950016 163.12111328040001
decision_type=2 2 2 2 2 2 2 2 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 -1 -4 9 10 -9 -7 -8 -12 13 14 15 -11 17 -16 -17 20 -14 -21 23 -23 -15 -26 27 28 -27 -24
right_child=1 2 5 -5 -6 6 7 8 -10 12 11 -13 19 24 16 18 -18 -19 -20 21 -22 22 29 -25 25 26 -28 -29 -30 -31
leaf_value=-0.001340435033832986 0.013449497637879079 -0.033754934465990059 0.02042411991190107 0.0040773517419839794 -0.025485785652401116 0.014453352692419616 0.0036596775309319213 0.015297477885627438 -0.024032723587378218 0.00080011843433497939 -0.022696864093526302 0.0040700968686421014 -0.022958883112241073 0.0072806057835416273 0.0096791065019372693 -0.03478587433673886 0.022292919847824881 -0.015276827270013482 -0.00094696069112060568 0.010979667214664724 0.0097919699977275614 0.0026427877406946698 0.019185568690771971 -0.010897380505520525 0.0010132820840933207 -0.026251056579095735 -0.0033505393462414232 -0.038916472919607759 0.00049819663035327783 0.0035124494548022392
leaf_weight=102.49604263564106 11.345710866153238 2.092788083478808 2.5943743288516989 1.7488325498998163 1.8423362597823132 7.1025858595967284 21.724664764478803 1.7184640346094946 6.888918905518949 59.647276520729065 5.5901501942425948 5.4999759700149298 4.557492457330226 5.1837389264255753 10.551603760570289 2.8976667523384085 6.137934658676385 3.8010846823453894 2.6013661250472069 24.740863252431154 2.9198668599128723 18.452784761786461 5.4863511752337208 16.499500155448914 9.6962699666619319 4.7145942673087138 7.6399597004055968 3.8910495238378644 2.8150269314646721 54.49982569552958
leaf_count=2034 58 29 8 16 22 23 134 9 201 868 75 39 36 25 61 21 34 20 23 146 15 103 19 99 46 49 41 40 11 328
internal_value=0.000313668 0.00100709 0.000539177 -0.0165324 -0.00176678 0.000759361 0.000586571 -0.0039655 -0.0161804 0.0013294 -0.000761491 -0.00942221 0.000951606 -0.00105756 0.00146383 -0.000852487 0.00882814 0.00306992 -0.0187781 0.00284102 -0.0101699 0.00365392 0.00174484 -0.00374895 -0.00741939 -0.0100692 -0.015707 -0.0239729 -0.0162506 0.00494592
internal_weight=417.379 313.041 301.695 3.84162 104.338 297.853 295.259 41.4222 8.60738 253.837 32.8148 11.0901 246.734 119.578 85.6369 65.1463 20.4906 14.3527 5.49903 127.157 7.47736 119.679 94.9385 34.9523 33.9406 28.7569 19.0606 11.4207 7.52962 59.9862
internal_count=4633 2577 2519 45 2056 2474 2466 458 210 2008 248 114 1985 1239 1027 912 115 81 44 746 51 695 549 202 212 187 141 100 60 347
is_linear=0
shrinkage=0.020084


Tree=230
num_leaves=31
num_cat=0
split_feature=6 6 3 10 9 0 7 15 4 6 8 18 17 18 7 17 15 5 18 18 16 17 16 15 16 2 17 10 7 18
split_gain=4.71034 4.2763 3.91926 4.25852 5.28019 5.62696 6.62732 4.0552 3.63856 3.6927 5.52647 3.67915 6.4928 5.42919 4.36317 3.44358 2.9429 3.78561 3.23094 5.71501 5.34755 4.70708 4.01054 4.04111 9.45014 7.72085 4.33995 4.73738 3.80804 6.4309
threshold=13.115306437050002 12.410289964450003 93.883646373400012 61.917879202350001 187.45330412110005 85.495657006400009 19.506002767000002 42.968808980200009 376.61861354110005 17.435407375500002 10.441851282850001 12.351257465600002 187.96055726210002 11.634276750250001 17.566486459500002 207.48293496715004 46.674706678850008 25.361845021250002 13.956123578150001 14.122113655700002 22.634947069650003 201.39543491635001 22.624947093000003 28.579157549250002 18.684956306450005 90.828344481500011 208.00356650210003 70.182199495350019 23.109894804950002 13.317304170000002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 16 7 5 6 -5 8 9 11 -11 13 -13 14 -4 -3 18 -18 28 20 21 -20 23 26 -25 -26 27 -21 29 -2
right_child=2 15 3 4 -6 -7 -8 -9 -10 10 -12 12 -14 -15 -16 -17 17 -19 19 22 -22 -23 -24 24 25 -27 -28 -29 -30 -31
leaf_value=-0.00045537721428878585 0.0015693444866526358 -0.0069820696555326174 0.0041129376296985213 0.0058270770841256257 -0.0057521197192500449 0.0032543971279550598 -0.0074615764875337861 0.0033671732766247086 -0.0070510549946082336 -0.0049978116451039421 0.0039882170270438616 -0.0067266331030550576 0.0037809776627729815 0.0049668677831882259 -0.0082570564916309118 0.0013948334086194122 -0.0059982332582380268 0.00077400534852501931 -0.0024251783630029129 0.0061128678052993733 0.0041725849145540714 -0.010708736173288928 0.0052550039407745098 -0.0058052380808612351 -0.0062653841156575033 0.0012969803466556147 -0.0036629388244389096 0.0013176465437605258 0.0025410673362009301 -0.0025949615227481081
leaf_weight=104.34308494022116 57.352225340902805 6.162554535083471 1.6739109344780474 1.680769313126804 10.268239802680908 7.2389980927109718 4.9917668215930462 11.525530014187096 2.6834191186353555 8.8606214392930251 3.0936066359281531 4.29832958895713 3.6376448236405849 11.382922421209512 2.225479843094945 2.2424027658998966 4.6766570098698121 6.7670179698616266 7.0090473927557451 8.2079874984920007 2.5752631574869147 3.4196791723370552 6.2571855112910262 9.683518296107648 5.0734095256775609 41.707598939538002 4.8200414739549151 43.404481686651707 72.13366686552763 15.860574515536426
leaf_count=1803 253 106 12 8 154 27 235 45 60 227 10 73 15 72 41 14 56 44 60 27 11 25 31 238 59 237 54 226 314 96
internal_value=0.000257959 -0.000775313 0.000579328 -0.000613495 -0.00260375 -0.000279905 -0.00411425 0.000361038 -0.000554203 -5.85379e-05 -0.00267234 0.00128721 -0.00191022 0.00294761 -0.00294693 -0.00474715 0.000883 -0.00199359 0.00100162 0.000346637 -0.00329692 -0.00514144 0.00074428 0.000494278 -0.00060052 0.00047684 0.0015897 0.00208024 0.00159718 0.000667203
internal_weight=475.258 112.748 362.51 73.5612 24.1798 13.9115 6.67254 49.3815 37.8559 35.1725 11.9542 23.2183 7.93597 15.2823 3.89939 8.40496 288.948 11.4437 277.505 132.158 13.004 10.4287 119.154 112.897 56.4645 46.781 56.4325 51.6125 145.346 73.2128
internal_count=4633 1923 2710 979 424 270 243 555 510 450 237 213 88 125 53 120 1731 100 1631 968 96 85 872 841 534 296 307 253 663 349
is_linear=0
shrinkage=0.00578826


Tree=231
num_leaves=31
num_cat=0
split_feature=10 13 15 6 15 0 6 3 18 15 17 7 18 17 16 7 15 3 16 10 9 4 16 6 16 9 2 15 15 10
split_gain=1.5595 1.53707 1.4309 1.43184 3.45476 3.05175 7.29906 4.32089 5.99391 2.77578 5.86414 2.68937 5.59785 5.07321 4.42127 3.84319 3.04677 7.28618 4.72089 4.27045 2.91987 4.07177 2.76468 3.41605 2.74732 4.58586 3.06244 2.74965 2.62343 2.48568
threshold=54.884872733100003 73.265860971000009 52.561095883800007 14.845346859150002 20.734744936600006 93.308316333500017 15.155354102400002 85.589753040950015 14.329845562450002 38.469938489650012 205.96542837505004 23.109894804950002 13.317304170000002 191.56943241645004 22.554947256700004 22.791048179400004 36.136500007950012 92.316275283350009 22.454947490600002 66.859265246100009 190.64005357525002 168.18037996940004 22.624947093000003 16.525386113000007 22.594947163200004 206.57490536735003 186.79363985910004 38.992510055900006 38.992510055900006 65.571493801650021
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=-1 -2 3 9 -5 6 -6 8 -7 -3 -11 12 13 15 20 29 17 19 28 -13 -14 -22 24 -24 27 26 -26 -20 -18 -8
right_child=1 2 -4 4 5 7 11 -9 -10 10 -12 16 14 -15 -16 -17 18 -19 22 -21 21 -23 23 -25 25 -27 -28 -29 -30 -31
leaf_value=-0.022254166964974162 -0.022420274484705131 -0.00035112157936793392 -0.016941494186572075 -0.017227766264510423 -0.021619805125837773 0.020747325286665876 0.0024942682609418792 0.018305828460103087 -0.022906440325235394 -0.036899965641907201 0.0036797719447318918 0.0098859140961554837 0.010453683405623415 0.01613443074933342 -0.031522757777635635 -0.011328923780375751 0.022052358319526733 -0.025187845397751762 -0.0061053756992119511 -0.015828745419407757 0.0012966742810802498 -0.030278842841563604 0.01203998425593464 -0.0068791039559405352 0.003248824400505718 0.016204267839613127 -0.023095942919001203 0.009559888761930228 -5.4765914896644502e-05 -0.019226435745501293
leaf_weight=1.381061122752725 1.3327303840778757 166.39649364328943 2.1247047018259755 4.3169579063542178 6.1178219299763432 2.4936109483242062 70.187438327819109 11.358830220997332 3.3419867549091578 2.9297783607617012 3.6079298816621304 13.099399335682397 3.5623387042433006 9.7722911685705167 4.0198056083172551 11.858112733811138 11.511736731976269 4.9857205450534812 7.6751337684690979 3.7778406776487818 4.1002818569540977 3.3849973110482097 24.680650454014543 5.2559509333223096 2.8623589482158405 2.7135575711727133 6.675635602325201 15.08776969835162 3.0917340926825991 2.476504758000373
leaf_count=137 208 2444 49 140 48 7 596 44 37 51 33 65 21 56 33 79 83 46 35 29 19 27 111 47 13 10 64 68 18 15
internal_value=0.000350855 0.000426118 0.000499759 0.000589848 0.00166054 0.00200887 0.00132387 0.0106497 -0.00425274 -0.00088622 -0.0145054 0.0019898 -0.000327996 0.00159906 -0.0123878 -8.14902e-05 0.00448916 -0.00255585 0.00642526 0.00412988 -0.00542538 -0.0129824 0.00396401 0.00871837 -0.000100866 -0.00823647 -0.0151899 0.00427792 0.017372 0.00175399
internal_weight=416.181 414.8 413.467 411.343 238.408 234.092 216.897 17.1944 5.8356 172.934 6.53771 210.779 109.362 94.2943 15.0674 84.5221 101.417 21.863 79.5545 16.8772 11.0476 7.48528 64.9511 29.9366 35.0145 12.2516 9.53799 22.7629 14.6035 72.6639
internal_count=4633 4496 4288 4239 1711 1571 1483 88 44 2528 84 1435 846 746 100 690 589 140 449 94 67 46 348 158 190 87 77 103 101 611
is_linear=0
shrinkage=0.0213079


Tree=232
num_leaves=31
num_cat=0
split_feature=17 9 12 15 0 15 3 10 7 18 0 10 17 16 13 7 16 15 15 16 0 10 13 3 6 8 2 2 6 7
split_gain=1.41356 1.52926 2.80613 3.61694 2.89062 1.78135 2.04768 1.60547 1.97907 1.69257 2.62279 4.12935 5.61061 4.77479 3.03179 2.33215 4.24324 5.12277 1.94077 4.21098 1.78376 2.79727 5.47055 3.1242 2.51709 3.71688 2.80667 4.73556 2.38076 3.75276
threshold=158.19986339130003 37.364870866050005 293.55977308740006 21.086216674150005 113.1679565431 8.9474656819000007 61.312976123050007 88.512107028750009 23.225757870600003 17.108018746400003 98.51854819030001 78.196493182200015 201.39543491635001 12.604970524100002 103.39541123890002 26.545218975000001 17.684958644900004 20.343341900300004 19.077611477100003 9.7049773055000017 96.631250582750013 70.182199495350019 98.050756475600011 84.812788641250009 14.815346158200002 7.943800736700001 106.26660184425002 137.50513673700002 13.345311811050001 19.773504439000003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=-1 2 3 4 -2 -3 -7 9 -9 10 20 14 13 -13 -12 -11 17 18 19 -17 21 28 -23 24 25 -24 -27 -28 29 -8
right_child=1 5 -4 -5 -6 6 7 8 -10 15 11 12 -14 -15 -16 16 -18 -19 -20 -21 -22 22 23 -25 -26 26 27 -29 -30 -31
leaf_value=-0.014461360875771373 0.0089789571026222832 -0.021717394107474874 -0.021776407241450808 -0.022173648314608371 -0.021132355899799126 0.021429605568015535 0.015429053531562792 0.024447449814550951 -0.020808987724608295 0.016673521411242547 -0.023696822304781828 -0.016156285379056883 -0.023566475547678028 0.0081116875231721682 -0.0038711637673258378 0.02059500690127565 0.02225400327531674 -0.023765307729251537 0.019380385316604611 -0.023364895125150432 0.0049585568674205419 0.014695709788718675 0.0098808555379175916 -0.01741874705808465 0.014071954376763569 -0.024705189072202319 0.012568525679345228 -0.02522508404562147 0.0015105323075714945 -0.014444948192830967
leaf_weight=2.539743964909575 8.117034884169696 1.3999081648653362 3.3593311365693799 2.5753518883138886 1.4863187496084709 1.8714953209273506 2.0860821083188048 0.44880786538124029 2.511445976793766 6.0649003870785263 6.2474552048370224 3.8925249506719473 3.427642655093222 17.822943762876093 5.919297194108367 1.574816152453421 3.0077441036701194 3.5321295754984021 2.5755970925092697 1.8882133695296941 39.398130161687732 4.6435386836528805 3.7977761011570754 9.9930325574241561 2.7278020046651354 4.5382208563387376 3.0767209883779287 2.270575831644237 250.70772089157254 8.0555331660434586
leaf_count=250 123 100 223 89 140 30 8 1 185 32 116 174 79 130 60 4 17 69 19 52 213 47 28 275 13 71 17 51 1911 106
internal_value=0.000302368 0.000394042 -0.00571411 -0.00128354 0.00431861 0.000635245 0.000715054 0.000615704 -0.0139476 0.000727031 0.000431884 -0.00455781 3.61113e-05 0.00376162 -0.0140514 0.00656248 0.0016873 -0.00477607 0.00633116 -0.00337409 0.000993815 0.000458683 -0.00517393 -0.00866829 -0.00333996 -0.00681108 -0.0132237 -0.00347944 0.00112911 -0.00830001
internal_weight=411.558 409.018 15.538 12.1787 9.60335 393.48 392.08 390.209 2.96025 387.248 368.605 37.3099 25.1431 21.7155 12.1668 18.6434 12.5785 9.57076 6.03863 3.46303 331.295 291.897 31.0477 26.4041 16.4111 13.6833 9.88552 5.3473 260.849 10.1416
internal_count=4633 4383 575 352 263 3808 3708 3678 186 3492 3299 559 383 304 176 193 161 144 75 56 2740 2527 502 455 180 167 139 68 2025 114
is_linear=0
shrinkage=0.0198508


Tree=233
num_leaves=31
num_cat=0
split_feature=16 6 4 12 16 17 6 0 2 15 5 2 13 19 6 5 5 15 13 16 9 5 5 17 9 10 16 12 17 2
split_gain=5.96352 4.42642 3.63386 8.74915 5.32765 5.2492 6.66065 4.62074 4.47256 3.54676 3.83857 3.93746 3.76953 5.18695 4.88709 3.37971 3.63525 3.29033 3.30428 3.63707 3.92683 6.12735 3.28284 5.24106 3.39134 3.23035 3.91141 3.19189 3.05281 2.98093
threshold=18.594956516900002 15.635365317800002 309.25865594525004 254.38400358715003 22.674946976100003 203.09927826650002 15.975373262050001 92.773313165550022 305.67240907785003 30.054399297400007 10.726864994700001 185.00267682035005 108.49810477050001 12.651020723000002 11.085259005300001 12.182232021550002 17.352342178450005 46.723315192750007 117.97223122220002 22.834946602000002 194.45262321395003 30.133297129900004 13.713273242250002 171.90167533095004 205.93480238635001 75.806453904250006 14.854965262600002 358.96165787565002 173.77968723070003 122.71527679435002
decision_type=2 2 2 2 2 2 2 2 2 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 17 -4 5 6 -5 -7 -8 10 -1 12 13 14 -12 -15 -17 18 -2 29 -21 -22 -16 -24 -25 -26 -27 -13 -11 -20
right_child=2 -3 3 4 -6 7 8 -9 -10 28 11 27 -14 15 22 16 -18 -19 19 20 21 -23 23 24 25 26 -28 -29 -30 -31
leaf_value=-0.0012274562993000151 0.00093603998837218688 -0.0033504858694784431 -0.0038140671761699258 -0.0070688592118749892 0.0030123765822530901 0.0020566793834306675 0.00057573181027948349 -0.0032332072553863758 -0.0041228558335505341 0.0055994538465689728 -0.0048519045674948478 0.0012093217672566115 0.0028700188164061031 0.0027183713425743745 0.0025888338708849983 -0.0038469550081712284 0.00033040046775412271 -0.0026695055991777469 -0.00041590066694534148 0.0039882990907902718 -0.0039028301856148225 0.0034476796925030739 -0.0036474124088395135 0.0018196883973615619 -0.0046190182893104531 -0.0019065167252599817 0.0030548961558792484 -0.003056702293117399 -0.0035749211252819064 -0.0058896033800282781
leaf_weight=36.87900235527195 227.96588892862201 7.3751086941920212 9.475722733885048 3.1065520979464081 9.2951848879456502 15.305218130350115 11.191950630396603 3.0838822908699504 4.3820066647604099 0.6124725341796865 2.9261130406521252 53.635354559868574 5.0669526010751715 1.8602293506264711 8.6134511744603497 13.75779294408858 4.2348244264721862 4.2969603994861236 2.9635679349303272 3.4495607167482358 4.6188959330320358 2.8507330417633057 5.5310852974653235 15.147188639268281 2.8664214797317973 6.0568722663447243 4.170639593154192 2.8721975409425786 7.090638805180788 3.2342202803120017
leaf_count=1113 1074 371 121 31 49 77 60 28 82 1 77 393 20 8 47 169 35 57 42 11 47 8 208 75 21 66 19 48 221 54
internal_value=0.000212186 -0.000359812 0.000547071 -0.00036203 0.000343474 -0.000325752 -0.00179773 0.00116956 -0.000746298 -0.000231068 -0.000107983 0.000217766 -0.000405566 -0.000660262 7.6004e-05 -0.0023407 -0.00286375 0.000750635 0.000810599 -0.000860041 0.000509152 -0.00109756 0.000416204 -0.000137915 0.000549428 -0.000920022 0.00011668 0.000992486 -0.00284547 -0.00327227
internal_weight=483.917 178.696 305.22 55.8405 46.3648 37.0696 18.6805 18.3891 15.574 171.321 163.618 126.739 70.2316 65.1646 45.3118 19.8528 17.9926 249.38 245.083 17.117 10.9192 7.46963 42.3857 33.7722 28.2411 13.0939 10.2275 56.5076 7.70311 6.19779
internal_count=4633 2892 1741 448 327 278 173 105 142 2521 2299 1186 745 725 513 212 204 1293 1236 162 66 55 436 389 181 106 85 441 222 96
is_linear=0
shrinkage=0.00394257


Tree=234
num_leaves=31
num_cat=0
split_feature=8 9 0 9 3 10 9 9 18 2 16 7 7 0 2 9 8 8 5 6 0 16 0 2 12 16 4 18 13 16
split_gain=7.35336 11.7323 10.9258 6.68685 4.12815 6.70187 6.88989 6.24825 5.49356 8.47151 7.32915 6.19274 5.63882 5.23389 5.17641 5.40686 5.39714 5.13835 7.52473 5.95343 4.25084 4.08198 3.79287 3.76516 3.68871 5.34979 4.5582 3.64229 3.9772 4.01792
threshold=5.1459841250500009 74.737174262250008 102.75018128760001 177.59430306730005 93.883646373400012 61.917879202350001 187.45330412110005 181.33671263215004 13.829007611650001 103.92649527695001 22.644947046300004 23.109894804950002 23.209106085000005 86.692020874450009 199.01127796720002 194.82237869650001 8.7431769115000026 8.543332867800002 30.133297129900004 16.575387281250006 85.662341410450011 17.874958200600002 78.099708689550013 125.96573834520002 150.80177373595004 21.074950717600004 239.38000160390004 17.108018746400003 98.050756475600011 15.954962690350003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 24 3 -2 7 17 20 -5 9 -9 12 14 -10 -14 15 23 -17 -6 19 -19 -7 -4 -21 -11 25 -1 -26 28 -15 -30
right_child=2 -3 21 4 5 6 -8 8 10 11 -12 -13 13 27 -16 16 -18 18 -20 22 -22 -23 -24 -25 26 -27 -28 -29 29 -31
leaf_value=-0.0027031380024037867 0.0043043032937939256 -0.0040297962537258567 -0.0029293994278155114 -0.0033281539491080998 0.0025365493945625366 -0.002591965953881782 -0.003886500294677857 0.0024524025385388318 -0.0049015059222925613 -0.0010610443265440246 0.0030548084731872299 0.0013374689532813682 -0.0054467414314090115 -0.004027318784896366 -0.0039706427596720873 -0.0053552228264064127 0.00073470519668820109 0.0024263151821399759 0.0031505379936426271 0.0006270647947597543 0.002460885889035605 0.0036761940190131294 -0.0046997541757774659 0.0021298350261980204 0.0033223559710771899 0.0052320792535689503 -0.00013400926215246492 0.002155556662243084 0.001109863029302761 -0.00016549915078855191
leaf_weight=12.013191728852687 6.2415016293525687 12.164901247713713 15.797413004096599 5.1696251295506945 11.601283587515356 3.815426707267763 11.80577342957258 50.473378211259842 2.9177469015121451 7.8617438524961534 12.093212082982062 55.237140905112028 2.1485757604241362 3.0016235159710041 5.2406480871140948 4.3035374358296385 3.5087797120213509 2.9996578395366695 5.141068458557128 2.3256979882717115 5.2600729875266552 1.3486149497330178 7.5031804367899895 13.088923431932924 5.504405857063829 1.2454378902912129 63.885634273290634 12.700457125902174 46.360300684347749 112.245715694502
leaf_count=294 20 423 496 31 36 36 154 217 24 36 53 205 21 111 50 31 16 9 14 9 17 6 72 46 30 3 1003 70 231 869
internal_value=0.00022649 -0.000688222 0.000437921 0.00056215 0.000501766 -0.000470355 -0.00205103 0.000647583 0.000709643 0.00125912 0.000308686 0.000584221 0.000123546 0.000206636 -0.000639392 -3.24339e-05 -0.00262003 0.000645829 -0.000574831 -0.00206778 0.000336619 -0.00240984 -0.00343933 0.000932457 -0.000196383 -0.00195775 0.000140169 0.000276321 0.000128636 0.000207287
internal_weight=505.005 94.8136 410.191 393.045 386.804 50.4522 20.8813 336.351 331.182 139.714 191.468 89.2408 179.374 176.457 34.0036 28.763 7.81232 29.5709 17.9696 12.8285 9.0755 17.146 9.82888 20.9507 82.6487 13.2586 69.39 174.308 161.608 158.606
internal_count=4633 1753 2880 2378 2358 347 207 2011 1980 601 1379 384 1326 1302 179 129 47 140 104 90 53 502 81 82 1330 297 1033 1281 1211 1100
is_linear=0
shrinkage=0.00364444


Tree=235
num_leaves=31
num_cat=0
split_feature=16 6 0 2 13 7 10 7 5 16 16 18 9 10 17 7 2 3 12 7 8 19 12 18 13 15 19 15 16 6
split_gain=8.024 5.123 4.25477 4.06241 4.59662 3.91447 4.89663 3.72709 3.66909 5.43557 5.05992 4.78792 6.26065 9.21852 7.61425 5.33359 4.43226 4.80782 3.93637 4.71186 4.26667 3.74695 3.82212 4.5005 4.91935 3.56815 4.42424 3.2767 3.24229 3.38129
threshold=18.594956516900002 15.635365317800002 86.09518316945001 314.93386866815007 116.60111757565001 19.506002767000002 65.571493801650021 22.721067571950005 10.726864994700001 15.954962690350003 13.534968349350001 17.549283450150003 191.61296531520003 71.053259929650025 191.75825325995004 22.375171215700004 186.79363985910004 76.190903416900014 247.65401887280004 21.034091097450002 7.6440346712000009 12.651020723000002 171.52228777160002 15.771515858900001 104.04332964835001 24.941885346000003 12.451004585100002 18.019770707250004 21.074950717600004 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 5 3 4 -2 -1 -7 -4 -8 10 18 12 15 14 -14 -11 17 -12 20 -20 -10 22 23 24 -19 -18 -27 -22 -6 -30
right_child=2 -3 7 -5 28 6 8 -9 9 11 16 -13 13 -15 -16 -17 25 21 19 -21 27 -23 -24 -25 -26 26 -28 -29 29 -31
leaf_value=0.002594527191692007 0.0023159144438363866 -0.0030582558308155025 0.0021196119687596194 -0.0040155708066334323 -0.0030559614124935587 -0.0040971661072715451 -0.0011450315325300096 0.00069705801888202709 -0.0040289387705561112 -0.0028426170922247781 -0.0040630707939742355 0.0020816359276013526 0.0042936236358107199 -0.0038110943639400822 -0.0041500151969529001 0.0026663205815709869 0.0030673539787458657 -0.0025823267239960821 0.0043169103522580814 -0.00067403113611663398 0.00083374577106366636 -0.0018171220886502284 -0.0011903425596064357 0.0035147328469053479 0.0021451014521342319 -0.0036390598021031123 0.0027740889961790868 -0.0041008193218629117 -0.0025641162450764201 0.00020896583717957727
leaf_weight=6.0835502240806809 10.880532693117855 8.4473355910740775 26.88428533449769 3.1048970315605393 4.590731566771864 4.2469750223681322 41.400068995077163 181.61749089322984 6.6787483664229574 3.353654779493807 2.8810807652771464 5.4090999476611605 3.8499055262655046 17.830107903108001 2.0979252029210329 6.6966991573572159 18.508469585329298 4.4556936621666008 3.5279203131794912 7.5572841810062528 7.3453290760517103 6.1211663186550131 6.4265371002256861 11.430955804884432 7.5264707393944263 2.5535545311868182 2.9454070515930653 2.2306033810600638 6.0032025519758454 81.373876100406051
leaf_count=35 42 371 113 62 96 126 1105 934 193 40 52 32 12 324 65 23 76 31 8 90 72 44 37 34 23 35 15 49 49 445
internal_value=0.000235459 -0.000343925 0.000584805 2.95226e-06 0.000124268 -0.000217356 -0.000315065 0.000880483 -0.000221037 7.45236e-05 0.000556516 -0.00103336 -0.00153145 -0.00252876 0.00131537 0.000828069 0.00111357 0.000369112 -0.000724054 0.00091436 -0.0018414 0.000724206 0.00124552 0.00191413 0.000387158 0.00231805 -0.000203987 -0.000315704 -0.000135022 1.84425e-05
internal_weight=504.06 189.605 314.455 105.953 102.848 181.157 175.074 208.502 170.827 129.427 90.1892 39.2374 33.8283 23.7779 5.94783 10.0504 62.8493 38.8419 27.3399 11.0852 16.2547 35.9608 29.8397 23.4131 11.9822 24.0074 5.49896 9.57593 91.9678 87.3771
internal_count=4633 2892 1741 694 632 2521 2486 1047 2360 1255 759 496 464 401 77 63 347 221 412 98 314 169 125 88 54 126 50 121 590 494
is_linear=0
shrinkage=0.0035658


Tree=236
num_leaves=31
num_cat=0
split_feature=16 5 6 5 15 18 3 0 4 9 16 13 7 10 19 0 10 2 13 17 18 17 16 7 16 16 16 12 15 15
split_gain=11.454 5.72764 4.52815 4.58183 5.88402 4.94433 4.202 8.58657 4.86755 4.09216 4.05807 7.86513 10.5745 7.37284 4.65327 4.44571 4.20741 3.84941 4.01316 4.05577 4.73863 4.49174 3.98768 4.59439 3.84278 3.82828 3.42736 6.74185 4.26901 3.55478
threshold=18.594956516900002 23.605484525250002 15.635365317800002 10.726864994700001 28.444110612900001 14.032563378150002 85.589753040950015 96.082805124100005 162.32075757215003 226.58992707320002 18.974955628300005 112.67059178900001 24.385896469550001 68.846035804500005 13.851117550450002 90.321439350550008 65.571493801650021 185.00267682035005 98.050756475600011 208.35751021765003 15.917243450850002 192.00947391610003 13.534968349350001 21.034091097450002 16.024962526700005 9.7049773055000017 22.454947490600002 164.61452761535003 33.423812040500003 42.80317728375001
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 6 3 -1 17 -6 7 8 -2 -3 -8 12 13 14 -12 16 26 18 25 20 21 -20 23 -19 -24 -5 27 28 -13 -28
right_child=1 9 -4 4 5 -7 10 -9 -10 -11 11 15 -14 -15 -16 -17 -18 22 19 -21 -22 -23 24 -25 -26 -27 29 -29 -30 -31
leaf_value=-0.0009188774035895045 0.00068981056591922143 -0.00027882611729539001 -0.0020243591235516957 0.00083130433270305927 0.0010419623900266943 -0.0023919951095115375 0.002019321662695194 0.0011442490408993264 -0.0021807791188875126 0.0022458645457218008 0.00061467454588525925 0.00063839050297360359 -0.0039375860148812038 0.0014478205250992259 -0.0031206430333273606 0.0019777646372207518 -0.0011141638821279046 0.0014638964871827352 0.00011873675596709143 -0.0018469661519028579 0.0013252597529751272 -0.0020853243680538447 0.0015716714327557947 -0.0011706379867673557 -1.0194495156065363e-05 -0.0026384093222543365 0.00047429635468219537 -0.0014100258401190584 0.0026503308848739994 0.0016595659755581655
leaf_weight=40.105761538259685 4.7534909546375337 68.141858138144016 8.2300767879933101 2.5252739479765278 3.2201790176331988 9.7653074320405704 13.41035011410713 14.678789675235747 12.085180606693028 3.921256721019744 3.2398284673690858 9.4133991897106224 4.5772832557559004 10.653439294546841 4.7504017576575279 17.310353487730026 7.0755974054336539 5.6084369495511082 33.654021594673395 6.1556588709354392 15.748865973204373 6.3473897241055957 26.455365087836981 12.009352862834929 13.342732228338717 6.7340716691687703 121.87128733098507 3.9877761304378501 17.257471859455109 16.60514123737812
leaf_count=1120 33 554 371 27 16 239 48 52 112 13 12 36 39 33 41 67 36 34 266 72 79 64 119 163 108 214 506 21 83 55
internal_value=0.00019037 0.000458487 -0.000280817 -0.000201831 1.30754e-06 -0.00154043 0.000623707 -0.000199252 -0.00137042 -0.000141447 0.000736404 0.000657027 -0.000664574 0.000138996 -0.00160607 0.000815609 0.000701442 0.000157009 -0.000216486 4.22653e-06 0.000208626 -0.000231002 0.000619945 -0.000331962 0.00104133 -0.00169212 0.000777396 0.00150446 0.00194022 0.000616426
internal_weight=523.635 333.733 189.902 181.672 141.567 12.9855 261.67 31.5175 16.8387 72.0631 230.152 216.742 23.221 18.6437 7.99023 193.521 176.211 128.581 71.1653 61.9059 55.7503 40.0014 57.4159 17.6178 39.7981 9.25935 169.135 30.6586 26.6709 138.476
internal_count=4633 1741 2892 2521 1401 255 1174 197 145 567 977 929 125 86 53 804 737 1146 722 481 409 330 424 197 227 241 701 140 119 561
is_linear=0
shrinkage=0.00240323


Tree=237
num_leaves=31
num_cat=0
split_feature=16 0 13 16 16 13 7 5 16 17 16 12 8 6 6 17 6 0 6 5 10 7 9 9 18 7 10 0 10 2
split_gain=8.13061 5.23149 5.61191 11.8627 5.12229 5.24808 5.54777 5.37425 4.4855 6.98043 6.38375 5.26276 4.68577 4.51772 5.50166 4.43399 4.33347 10.0425 4.69924 4.06886 3.9806 6.67613 6.33026 6.90465 5.22089 4.5473 3.84988 8.02866 6.99445 7.2697
threshold=18.594956516900002 86.09518316945001 115.13321943645001 21.004950881300005 22.454947490600002 116.86189801435002 22.721067571950005 21.836296031200003 16.094962363000004 236.15709471040003 13.534968349350001 234.58875745590004 2.9476996444500005 11.085259005300001 9.1452136764500018 176.09745774210003 12.325287978400002 98.752444047600008 14.355335410100002 21.072048321250005 71.053259929650025 22.375171215700004 191.61296531520003 73.466513400400018 14.804191144800003 19.506002767000002 66.859265246100009 91.886121982450007 66.235542959850008 133.24279810655003
decision_type=2 2 2 2 2 2 2 2 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 15 19 -6 -7 -8 10 20 11 -1 -13 14 -12 -3 -15 18 -18 -4 21 25 23 -22 -23 -10 28 -28 29 -17
right_child=1 2 4 -5 5 6 7 -9 9 -11 13 12 -14 16 -16 26 17 -19 -20 -21 22 24 -24 -25 -26 -27 27 -29 -30 -31
leaf_value=-0.0019811509318044202 -6.3399520346691917e-05 0.0033492346172304876 0.0035949887278790608 -0.0045231751850868659 0.0029970880461571555 0.0027134239368058429 -0.0007801278958252634 0.0010575683260325615 0.00056708568306627612 0.0021715430068460218 2.4170800819560831e-06 0.00076573876267278882 -0.0028873741294294271 0.0025290703718810472 -0.0047110515441834691 0.0016173283483956432 0.0017816807391859858 -0.0025971186847931166 -0.001685623403407215 -2.9924280098803147e-05 -0.0036992008681213866 0.0029738025127464488 -0.0035599265282093176 0.0026643243684777241 -0.0026965765775896671 -0.0038284848398507688 -0.0035544793225530079 0.00031160869957042665 0.0035069418703137858 -0.0034645290842595495
leaf_weight=26.060264409985393 106.18446265533566 5.8553472980856887 16.490850150585178 5.5613908618688574 13.032293565571306 13.364061549305914 28.60794597864151 47.91784830018878 4.1469538984820264 6.2857694718986741 15.578723041340711 22.560613790992651 4.7918849699199191 16.07835666462779 3.3949867002665988 9.3748846389353293 31.525151174515486 9.3543593771755678 5.1136829489842048 4.4198590889573088 3.2708054818213013 7.2357810977846366 18.170254604890943 4.6451592473313212 2.4455413110554218 7.3356933835893869 6.8378121182322493 52.249295534566045 10.564589373767374 4.7864776328206053
leaf_count=784 694 17 80 39 51 57 136 205 121 38 209 334 145 56 41 36 119 112 109 20 122 26 323 23 65 265 53 292 34 27
internal_value=0.000226724 0.000547771 0.000844019 0.000231661 0.00131493 0.00100736 0.00071889 0.000370575 -0.000328718 -0.00115003 -1.70405e-06 -0.000902214 0.00012575 0.000591776 -0.000840969 0.000526564 0.00102973 0.000505588 0.00129775 0.0028288 -0.0015919 -0.00051076 -0.00246904 3.49729e-05 0.00154144 -0.00224103 0.000329367 -0.000135791 0.00144095 -0.000100317
internal_weight=513.241 325.247 219.063 95.2298 123.833 102.922 89.8899 76.5258 187.994 53.536 134.458 53.4128 27.3525 81.0453 18.9737 89.6684 62.0716 45.9932 36.6388 20.9107 47.2502 21.164 26.0862 7.91596 9.68132 11.4826 83.8131 59.0871 24.726 14.1614
internal_count=4633 1741 1047 498 549 449 398 341 2892 983 1909 1263 479 646 250 459 396 340 228 100 945 477 468 145 91 386 442 345 97 63
is_linear=0
shrinkage=0.00335508


Tree=238
num_leaves=31
num_cat=0
split_feature=16 6 15 5 15 18 13 6 16 18 16 16 2 16 4 17 10 19 4 19 6 5 12 16 8 15 0 6 9 3
split_gain=11.5553 5.48184 5.39177 5.28356 5.77028 5.82753 4.94476 5.97854 4.52401 4.15212 4.13058 6.12889 6.32047 6.01896 6.84949 7.62455 7.31801 4.39858 4.30717 3.60846 3.57025 3.93355 3.53611 3.33557 5.40931 3.19547 4.20303 3.09444 4.56283 3.06702
threshold=18.594956516900002 15.635365317800002 46.055224235250002 10.726864994700001 28.444110612900001 14.032563378150002 118.84598011460001 19.835463452400003 23.044946110900003 13.164254432300002 13.534968349350001 16.024962526700005 186.79363985910004 16.564961263900003 177.83314668290004 192.00947391610003 75.981203682750007 10.650859343850001 258.68722567540004 12.751028791950002 16.495385412050002 24.367802910700004 183.01001782225003 17.684958644900004 7.7439566930000003 6.8054746905500005 112.37754985275001 16.475384944750001 201.81004550795004 82.705037467000025
decision_type=2 2 2 2 2 2 2 2 2 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 25 10 -6 -2 -8 9 -4 17 12 18 -13 -15 -16 -17 22 19 -12 21 -11 -5 24 -18 26 -1 28 -23 -21
right_child=2 -3 8 4 5 -7 7 -9 -10 20 11 13 -14 14 15 16 23 -19 -20 29 -22 27 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=0.0036417531145036962 0.00086324692461557651 -0.0029301762363395595 -0.0039526089708648059 -0.0018802970492536486 0.0018391265304473537 -0.0033402836625000226 -0.0031476764273976523 0.0011515722141902281 0.002928580220283927 -0.0032947669984827298 0.001115592462022193 -0.0032311910234730928 0.0024050104031998728 -0.0042267982493174568 0.0032088667380025101 -0.0040247953245732193 0.0032444675893582879 -0.0021341064946208341 -0.0026364407575581918 -0.0045234293585531661 -0.0043463370238355226 0.0018476267234715416 0.0014236243659374126 0.0034213176744034421 -0.0039629447222934017 -0.0015362476014309095 -0.0035223950980775394 0.0032877403287226454 -0.0031825576038537985 0.00083904011519292377
leaf_weight=2.9923975309357038 285.12045219354331 8.8416592478752118 5.1445396821945968 5.24180211499334 3.1784474551677695 9.7450805231928808 7.627187751233576 6.706592433154583 3.1353398710489264 3.1225290335714844 32.501597441732883 7.4096553437411776 26.84147921949625 3.3937864340841797 8.948996879160406 4.8191258385777465 2.0592124313116056 14.5422256430611 4.7528371885418883 2.4926959238946429 2.3778874501585952 4.6891219057142717 11.23343409784138 3.7849333919584751 2.5988690815865993 40.747987221460789 1.2942884559743104 3.9769347980618468 3.4559260606765747 2.2290112972259521
leaf_count=13 1359 371 90 151 16 239 110 29 10 36 156 126 116 50 31 66 6 223 42 31 26 32 81 18 40 1000 107 13 36 9
internal_value=0.000255765 -0.00037331 0.000641786 -0.00025483 5.23891e-05 -0.00206645 0.000767545 -0.00113611 -0.000812097 -0.00132724 0.000258508 0.000581754 0.00114617 -0.000594749 0.000168195 0.000839735 -0.000758902 -0.000802729 0.00034121 0.000721409 -0.000560815 2.96622e-05 0.000372441 0.00110521 -0.000776742 -0.00124927 0.00147867 0.00088601 -0.000286669 -0.00199193
internal_weight=525.006 199.65 325.357 190.808 145.773 12.9235 299.454 14.3338 25.9023 22.7669 132.85 101.832 68.8176 33.0146 25.6049 22.2111 13.2621 31.0175 41.9761 37.2233 17.6224 15.2445 16.4752 8.44301 4.65808 45.0347 4.28669 12.122 8.14505 4.72171
internal_count=4633 2892 1741 2521 1401 255 1498 139 243 233 1146 691 354 337 211 161 130 455 238 196 143 117 232 64 46 1120 120 81 68 40
is_linear=0
shrinkage=0.0033216


Tree=239
num_leaves=31
num_cat=0
split_feature=9 3 16 7 3 10 19 7 17 5 5 13 16 3 13 3 16 9 18 10 16 2 9 7 9 12 5 12 5 18
split_gain=1.80354 1.54878 2.21025 1.54211 2.17416 2.80197 3.73687 2.49503 2.2426 2.13476 1.85298 5.17169 2.52365 3.75648 4.69421 4.05396 6.09447 3.7846 2.25181 3.97367 4.05369 3.65361 6.27405 2.98081 5.66185 3.80158 3.08726 3.16787 4.40541 2.92417
threshold=21.030606243000005 108.48197402175002 21.074950717600004 18.276616214250001 103.28787291370001 55.855406118200008 13.251069136700002 19.773504439000003 162.43086425485004 36.806659819600007 31.794087907800002 119.85415191350002 22.724946859200003 93.915907870950022 117.59047016770002 94.227769014100019 22.674946976100003 188.08209940425004 13.956123578150001 61.950140699950005 22.624947093000003 105.39281967610002 182.80199813410005 23.109894804950002 186.70853236170004 247.98708896700003 21.869642762900003 192.90305237590005 13.252098438300001 13.317304170000002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=-1 3 -3 -2 7 6 -6 -5 -9 -7 11 12 13 18 -15 16 17 -16 21 -20 -21 22 -10 24 25 26 27 28 -23 -26
right_child=1 2 -4 4 5 9 -8 8 10 -11 -12 -13 -14 14 15 -17 -18 -19 19 20 -22 23 -24 -25 29 -27 -28 -29 -30 -31
leaf_value=-0.025341462900449099 0.015430157832936253 -0.024975079238309692 0.016565221681962009 0.012638981634284594 -0.029124251413146313 -0.028547181551651736 0.02272930361714421 -0.018190665943667163 -0.017187168029168608 0.017201092059318128 0.022846790195056237 -0.02278642307443789 0.010670927696851967 -0.025601616760927832 0.025600753001472867 0.015084019553389803 -0.042339610473049835 -0.015780144355508556 -0.035155105190560129 -0.00084746531919659856 0.016254982983162504 0.01154923212544824 0.010902371457061792 0.0042516678301649374 -0.007267691139186132 -0.021950397626330727 0.0207252096665363 0.01823450591357428 -0.029919526549727286 -0.027153551797695023
leaf_weight=1.4895126891788084 4.0066211242228738 2.8046575684566046 0.95991550758481015 9.9407717920839769 1.1738215177319928 4.3233611192554235 2.2894285898655653 3.4950197520665816 4.8866232433356336 0.65589878894388665 2.1210674196481696 5.1647448148578396 14.546266011893747 6.6419166447594788 2.2514003701508027 5.1443265974521637 2.4920923411846161 2.7306932536885142 1.8268723040819157 188.24916526093148 8.0696903094649297 2.7019403902813846 48.542053487151861 56.301414200104773 18.569700054824356 2.4505686545744529 7.5765004511922589 3.4542694753035903 3.0392173826694489 5.309010272845625
leaf_count=142 18 183 6 57 44 202 16 255 33 6 7 65 62 155 8 25 21 37 15 2406 44 26 262 252 116 37 31 24 39 39
internal_value=0.000613626 0.0007053 -0.0143829 0.000841201 0.000699994 -0.0111681 0.00515425 0.000947085 0.000653261 -0.0225209 0.000821241 0.000701436 0.0010167 0.000637396 -0.00952285 -0.00105958 -0.0121709 0.00291982 0.00119496 -0.000467261 -0.000144469 0.00335002 0.00833328 0.000671526 -0.00400507 0.00554007 0.00955673 0.000354555 -0.0104032 -0.011689
internal_weight=423.209 421.719 3.76457 417.954 413.948 8.44251 3.46325 405.505 395.565 4.97926 392.07 389.948 384.784 370.237 19.2604 12.6185 7.47419 4.98209 350.977 198.146 196.319 152.831 53.4287 99.4026 43.1012 19.2225 16.7719 9.19543 5.74116 23.8787
internal_count=4633 4491 189 4302 4284 268 60 4016 3959 208 3704 3697 3632 3570 246 91 66 45 3324 2465 2450 859 295 564 312 157 120 89 65 155
is_linear=0
shrinkage=0.0236291


Tree=240
num_leaves=31
num_cat=0
split_feature=6 8 9 9 6 16 19 4 7 6 8 15 5 0 7 16 15 13 7 9 9 0 5 10 19 16 0 6 6 13
split_gain=7.36823 6.2824 11.5007 5.72814 5.15817 4.94559 6.75762 5.61031 5.60409 4.72749 4.31656 8.15055 6.31347 4.40741 6.62402 4.15708 4.12421 5.16942 4.94726 3.99283 6.0395 7.70907 6.5361 5.58595 7.71144 4.90811 4.77566 4.02602 7.19886 4.66148
threshold=13.115306437050002 5.1459841250500009 66.544071737050004 177.59430306730005 12.410289964450003 11.864972254500001 12.050972309250001 398.10712430820007 27.528149546950004 5.1351199812500008 7.3442686056500008 24.212507723600002 13.8160216159 95.550490414250007 20.797746106000002 21.074950717600004 46.674706678850008 117.61735474900001 23.543468673550006 181.33671263215004 186.70853236170004 85.732241321850012 30.133297129900004 64.369753017350021 14.451165964200003 22.454947490600002 89.474575039450016 16.465384711100004 16.635388683200002 117.66037007905001
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=4 2 -2 -3 5 7 8 -1 -7 -8 13 -12 -13 14 -11 -4 19 -18 -19 -5 -21 22 27 25 -25 -23 -27 -22 29 -29
right_child=1 3 15 16 -6 6 9 -9 -10 10 11 12 -14 -15 -16 -17 17 18 -20 20 21 23 -24 24 -26 26 -28 28 -30 -31
leaf_value=-0.003119154449418102 0.0015133317937877807 0.0043364715003858167 -0.0033580642058024736 -0.0019535089790101642 -0.0032809901136807086 0.0015661258763363694 -0.0040256347695644288 0.00012685452491178388 -0.0040524124808254038 0.0015501049658239712 -0.004211754312101466 0.0033359236572473344 -0.0023355260544391312 0.0019368853761623057 -0.0053268722363016031 0.0050477158789187428 -0.0033118436657066357 -0.0025865793202528688 0.0025171345660067036 0.0023906394137452477 -0.0055456152707331402 0.0030473666036540405 0.0035157257462767873 0.00042689478732119601 -0.0039166787034165904 0.00077158009513179329 0.0035749765415552248 -0.0019518071835111352 -0.003825694125781823 0.0030572481884985798
leaf_weight=16.513524256180975 13.726003484800456 5.7015107944607726 18.038395402487371 7.9182932265102854 8.9878019094467145 38.431981108151376 5.7674526544287792 13.471506574191151 2.6437140842899671 4.3525955751538303 9.424809433519842 5.5167171172797662 5.4237321894615889 14.416708927601574 3.5379120819270611 0.85880697146057983 8.4017281066626328 4.2899023536592704 6.9077262692153454 27.83465226367116 3.8388614282012048 19.525816477835178 3.3617488592863074 128.9501441353932 5.958302065730094 98.284702759236097 9.2651496380567533 4.8063817508518714 8.8993386607617122 5.6103323847055435
leaf_count=623 90 19 567 41 120 281 196 264 79 23 121 27 58 91 40 3 114 50 29 105 38 103 9 884 38 411 43 39 111 16
internal_value=0.000219438 0.00047942 -0.00108717 0.000625627 -0.000553858 -0.000348747 9.07532e-05 -0.00166081 0.00120451 -0.000853677 -0.000424968 -0.00166749 0.0005243 0.000709389 -0.00153336 -0.00297605 0.000564097 -0.00109869 0.00056186 0.000664603 0.000730138 0.000569932 -0.00134802 0.000764057 0.000235059 0.00132566 0.00101309 -0.00205416 -0.00136027 0.000746017
internal_weight=510.666 382.178 32.6232 349.555 128.488 119.501 89.5156 29.985 41.0757 48.4399 42.6725 20.3653 10.9404 22.3072 7.89051 18.8972 343.853 19.5994 11.1976 324.254 316.335 288.501 26.5167 261.984 134.908 127.076 107.55 23.1549 19.3161 10.4167
internal_count=4633 2710 660 2050 1923 1803 916 887 360 556 360 206 85 154 63 570 2031 193 79 1838 1797 1692 213 1479 922 557 454 204 166 55
is_linear=0
shrinkage=0.00373278


Tree=241
num_leaves=31
num_cat=0
split_feature=16 0 18 16 18 13 16 19 16 10 15 7 5 5 6 5 15 18 6 4 12 13 8 12 17 4 12 18 17 13
split_gain=8.94527 4.49618 5.02947 7.12294 4.87114 7.5499 9.83379 5.73338 5.0792 5.13929 7.88999 4.54205 4.49086 5.75348 4.26228 4.37355 4.80685 4.72547 4.11597 5.43772 3.65034 4.48184 4.61602 4.12245 3.92214 3.61242 4.70561 3.54285 4.83365 3.15924
threshold=18.594956516900002 86.09518316945001 13.934548574650002 22.624947093000003 15.064837217800003 109.34496908160001 20.719951547750004 14.551174033150001 20.394952307700002 68.846035804500005 31.584168001000005 24.176603375500004 21.869642762900003 22.573811927200005 15.635365317800002 10.726864994700001 28.444110612900001 14.032563378150002 16.375382608200002 183.81532008410002 206.14208420540004 98.050756475600011 8.0437227585500022 358.96165787565002 208.35751021765003 248.32992249220004 195.51336019310003 15.917243450850002 192.00947391610003 117.48293184245001
decision_type=2 2 2 2 2 2 2 2 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 18 -3 4 5 -4 8 12 9 -7 -11 -12 -8 -14 15 -1 20 -18 19 -2 21 22 -17 -22 27 29 -27 28 -23 -20
right_child=1 2 3 -5 -6 6 7 -9 -10 10 11 -13 13 -15 -16 16 17 -19 25 -21 23 24 -24 -25 -26 26 -28 -29 -30 -31
leaf_value=-0.001261424818811296 -0.0066028759414452571 0.0014239338043917722 -0.0044124509708232751 0.0029356297614006894 0.0014306474495975022 -0.0035400106588076487 -0.0053094197668638625 0.0013247010615504674 0.0034081308162911129 0.0026350524145398427 0.0013619525797743807 -0.0040964466791994884 0.0019760106495182012 -0.0043011306690976152 -0.0029847642783268772 -0.0040669434798358637 0.0016726762560172418 -0.0034975423847733444 0.0027566759745467793 -0.00015298090494159162 0.0011659452407629554 0.0003606724351315685 0.0010810816375634998 -0.0030237805141874164 -0.0026307814248281249 -0.0063469410672616269 -0.00039516524787361703 0.0018664428483846016 -0.0031239270066893191 0.00040465724561175701
leaf_weight=44.814752762205899 2.8441794253885737 119.26214325428009 6.289274049922823 11.933520592749117 21.00114643201232 4.1659440994262722 7.5617032945156115 4.6975846886634818 8.7711009681224805 13.482499260455372 3.4463465288281423 5.0198831968009472 3.6859242804348469 4.1733319833874702 8.0312282922677678 7.4903918076306564 3.2087369635701171 9.0604523550719005 8.9725854527205211 4.5629362240433693 55.633784860372543 34.442746832966805 3.3918966855853796 3.336736191995441 6.4137270487844935 1.8736241646111 35.859103043563664 15.728235896676777 6.3141347467899314 52.126378353685141
leaf_count=1120 21 511 93 50 97 29 68 18 31 46 13 43 14 34 371 231 16 239 36 35 350 273 31 48 71 17 310 79 63 275
internal_value=0.000239537 0.000618169 0.000924438 0.00029224 -9.10765e-05 -0.000612468 -0.000177972 -0.00221646 0.00099762 0.000188005 0.000895595 -0.0018745 -0.00329518 -0.0013572 -0.000372287 -0.000261763 4.71557e-05 -0.00214539 2.71057e-06 -0.00262961 0.000249795 -0.00029297 -0.00246236 0.000928877 8.23607e-05 0.000199994 -0.000690702 0.00039043 -0.000179168 0.000750059
internal_weight=517.596 319.729 213.49 94.2283 82.2947 61.2936 55.0043 20.1185 34.8858 26.1147 21.9487 8.46623 15.421 7.85926 197.867 189.836 145.021 12.2692 106.239 7.40712 132.752 73.7811 10.8823 58.9705 62.8988 98.8317 37.7327 56.4851 40.7569 61.099
internal_count=4633 1741 1047 536 486 389 296 134 162 131 102 56 116 48 2892 2521 1401 255 694 56 1146 748 262 398 486 638 327 415 336 311
is_linear=0
shrinkage=0.00366117


Tree=242
num_leaves=31
num_cat=0
split_feature=16 5 6 5 15 18 9 2 12 13 16 13 5 13 0 18 6 10 15 12 0 6 10 18 3 7 13 15 16 3
split_gain=13.0356 6.27186 5.26645 5.14943 5.02871 5.81161 4.51389 4.10371 4.43891 4.0698 3.98252 3.8743 9.07332 7.04234 5.47583 4.36897 4.2943 5.66335 5.37953 9.09788 4.7488 4.64782 3.6353 3.46947 6.03793 10.3904 3.32134 3.29267 3.27203 8.61516
threshold=18.594956516900002 23.714185006400005 15.635365317800002 10.726864994700001 28.444110612900001 14.032563378150002 226.58992707320002 186.79363985910004 358.96165787565002 98.050756475600011 9.7049773055000017 112.67059178900001 20.769304081650002 111.38282034450002 92.464140480550014 14.032563378150002 16.455384477450004 61.923256118600001 41.54912092575001 216.20511703005005 86.09518316945001 14.705343588000002 81.011308844800013 14.380989918050002 85.589753040950015 24.872345000050004 108.49810477050001 52.561095883800007 22.674946976100003 94.297668925450012
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 11 3 -1 7 -6 27 9 -9 10 -5 12 13 15 -15 -2 17 -13 19 28 -19 -22 26 -17 25 -25 -11 -3 -18 -30
right_child=1 6 -4 4 5 -7 -8 8 -10 22 -12 16 -14 14 -16 23 18 20 -20 -21 21 -23 -24 24 -26 -27 -28 -29 29 -31
leaf_value=-0.0012665626596032081 0.0027545977087580628 -0.00026687786690603134 -0.0027755235674426395 0.0010304746189544762 0.0018772672352093606 -0.003159057880702957 0.0030975908938546994 0.0010794243760236652 -0.0028088316308872222 -0.00050102704969422836 -0.0035554318945222731 -0.0018473378522651969 -0.0042568008263933494 -0.0048573456076657483 0.0010193053711589682 -0.0016942609443318054 0.00083763700574063596 2.8646207532785139e-05 0.0019778035026160453 -0.0037523542613232793 -0.00025790265954564419 0.0021431053511277482 0.0020751970828065984 -0.0034324424795408944 0.0027008392248698285 0.0012329648886125848 0.0025446674179470676 -0.0040384595038346436 -0.0041646441088205501 0.0015073500917418201
leaf_weight=42.880554597824812 10.696810618042944 64.678082413971424 9.291046033613382 2.7617075946181995 3.1720706298947325 9.7000549072399718 4.0645333826541892 53.152828503400087 3.2504396997392169 53.307029323652387 6.9409405002370477 5.0785391181707373 4.4651452228426924 4.2149139717221251 2.7228045091032982 6.6637124493718138 46.846664257347584 16.333615675568581 20.439126156270504 5.885403010994195 9.3081781491637212 87.290644891560078 7.7066473737359038 6.9331481307745007 12.159776110202072 17.680703774094582 4.0168980807065955 2.5085621066391459 5.1747891381382924 6.0718172937631607
leaf_count=1120 31 485 371 32 16 239 13 356 48 450 218 26 51 40 10 38 167 67 61 53 51 350 28 82 41 71 14 47 29 28
internal_value=0.000260713 0.000643992 -0.000402018 -0.000284022 8.54363e-06 -0.00191796 -0.000207739 0.000197646 0.00085535 -0.000298742 -0.00225013 0.000870464 0.000187891 0.000512856 -0.00255097 0.00090551 0.00109145 0.00148934 0.000535221 7.4362e-05 0.00163939 0.00191175 -7.59307e-06 0.000450156 0.000838744 -8.11716e-05 -0.000287604 -0.000407698 0.000462045 -0.00110245
internal_weight=535.397 339.217 196.18 186.889 144.009 12.8721 71.2512 131.136 56.4033 74.7332 9.70265 267.966 65.537 61.0719 6.93772 54.1342 202.429 118.011 84.4178 63.9787 112.932 96.5988 65.0306 43.4373 36.7736 24.6139 57.3239 67.1866 58.0933 11.2466
internal_count=4633 1741 2892 2521 1401 255 545 1146 404 742 250 1196 364 313 50 263 832 494 338 277 468 401 492 232 194 153 464 532 224 57
is_linear=0
shrinkage=0.00322997


Tree=243
num_leaves=31
num_cat=0
split_feature=7 3 3 6 6 3 9 5 5 5 15 5 8 0 7 13 7 16 19 13 10 18 19 18 4 4 16 5 17 12
split_gain=1.94337 1.558 2.10732 1.6552 4.3688 2.54416 3.06928 2.44944 3.32851 4.24604 4.44376 2.47987 2.35353 2.4701 3.74703 2.4647 2.30109 3.82386 3.51324 4.6253 4.08617 3.04419 2.9794 2.0155 1.96714 5.83145 4.31768 2.74789 3.89092 6.64399
threshold=29.911984439950004 108.48197402175002 112.7969493211 13.665319288000001 13.775321858200002 81.699554126200013 218.96512164950002 20.971847224900007 18.678742451450002 15.332427622700001 32.145494189350011 23.195398057700004 8.1436447804000007 95.550490414250007 20.797746106000002 98.255079293500017 24.374195395050005 9.7049773055000017 11.650940033400003 92.563613431350021 87.313054702550019 14.365787915650001 9.4507625164000029 17.370891598500005 309.25865594525004 312.24436677560004 22.664946999500003 21.363989181350004 203.09927826650002 323.50112601465008
decision_type=2 2 2 2 2 2 2 2 2 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 12 -11 -9 13 14 -1 16 21 22 -19 20 -20 -15 -18 -14 -7 -26 27 -27 29 -29
right_child=-2 2 -4 4 5 24 -8 11 -10 10 -12 -13 23 15 -16 -17 17 18 19 -21 -22 -23 -24 -25 25 26 -28 28 -30 -31
leaf_value=0.011735333517766688 -0.02095895427872976 -0.021777941355617631 0.013331230057674743 0.013912807383387082 -0.033019313058211347 0.0020555670815440934 0.0040806584848513509 -0.027473506213669632 0.0096876863711764915 -0.022782007183899413 0.0068710919210870323 -0.002458198810914801 -0.024974139264522865 -0.022688820080780832 -0.026911383062929953 0.0057306715724235171 -0.021530465712888795 -0.022505907131464352 0.021373874159956775 -0.018359830807063628 -0.012907579401930151 0.011429758492508425 0.0096378911283885715 0.0029102521272417795 -0.023881085305076873 -0.015220180558483969 0.014622496949011431 0.0014342474706320464 0.010140445871160026 -0.024760579381277265
leaf_weight=1.6062622368335713 1.7596908404957492 2.7472702797967936 0.98134737834334362 11.682031467556952 2.0148765351623292 248.17939599929377 1.7731136567890642 2.9586360678076735 11.812706832773982 7.4353581275790912 2.9998224452137947 3.8666341230273247 2.9095914689823976 1.2802179688587774 3.1262783943675458 32.244719102047384 1.5221504403743917 6.680940525140616 3.8233823617920262 5.0167641649022698 2.3897100207395852 8.1304043265990895 8.775124656967817 1.7592260269448159 4.8371891416609278 6.3466865229420355 7.0813000146299592 15.780387767124926 10.086182522587476 5.5305752730928353
leaf_count=8 282 180 9 58 29 1769 16 51 93 125 18 39 52 37 128 247 158 312 38 121 77 106 148 16 128 65 47 109 64 103
internal_value=0.000608877 0.000698098 -0.0125374 0.000815139 0.00157283 0.00109491 -0.0156533 -0.0013761 -0.000574266 -0.00192568 -0.0142576 -0.0133019 -0.000302187 0.000584375 -0.0137944 0.00155839 -0.00201786 -0.00495572 -0.010697 -0.00367162 0.00818837 0.00678828 0.00503056 -0.0144672 0.00130792 -0.00242835 -0.000113336 -0.002878 -0.00038312 -0.00536378
internal_weight=427.138 425.378 3.72862 421.65 313.312 301.63 3.78799 108.338 101.513 89.7 10.4352 6.82527 79.2648 74.596 4.73254 69.8634 37.6187 28.2081 17.9108 11.2299 6.21309 9.41062 10.2973 4.66882 297.842 49.6623 44.8251 37.7438 31.3971 21.311
internal_count=4633 4351 189 4162 2388 2330 45 1774 1684 1591 143 90 1448 1380 136 1244 997 854 548 236 115 143 306 68 2285 516 388 341 276 212
is_linear=0
shrinkage=0.0205657


Tree=244
num_leaves=31
num_cat=0
split_feature=5 5 10 17 15 13 16 7 19 13 17 2 5 6 6 8 5 6 6 15 7 18 13 3 9 5 19 3 5 18
split_gain=1.81884 2.84832 2.57888 2.47662 1.70416 2.98329 3.35212 3.15062 1.90651 5.95273 7.15971 4.16198 4.86924 4.53278 4.79995 3.65005 4.02264 3.62714 4.22241 6.54506 3.32171 9.85001 3.53201 3.50025 3.36545 3.02276 2.70176 2.51171 2.50237 2.46194
threshold=7.754880527600001 5.3654262215500008 90.679004281900021 201.39543491635001 46.674706678850008 117.61735474900001 22.534947303500005 23.543468673550006 14.351157895250003 115.13321943645001 199.59317753375004 285.01633004880006 20.201591378100002 16.395383075500003 16.100376182700003 8.4434108459500017 20.971847224900007 16.445384243750002 16.100376182700003 43.376643616500012 23.322419822750003 13.063922652800002 117.62810858150002 100.48918799990001 71.932467616300016 22.958759589950002 14.251149826300002 93.82450029455002 21.072048321250005 14.390586827150001
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 3 -1 8 6 -6 -7 17 10 -10 12 -11 14 -14 16 -15 18 19 -2 21 23 -23 27 -25 -22 -20 -19 -18 -12
right_child=4 -3 -4 -5 5 7 -8 -9 9 11 29 -13 13 15 -16 -17 28 20 26 -21 25 22 -24 24 -26 -27 -28 -29 -30 -31
leaf_value=0.0093146843875262474 0.00077794104819884128 -0.028705729083427171 -0.028281907026595693 -0.02929419447173855 0.0094667101025008252 -0.017330651443974374 -0.033430941155028641 0.015176208393227999 0.011533557026063316 0.023147826810718079 -0.048459966869919067 0.025192260823918712 0.0099042705749775896 -0.012615305216627119 -0.019785451327680448 -0.00029523557439399447 0.029961317369483809 -0.003793087075839933 0.020264609896197761 -0.048561434157876109 -0.0064048407245876123 -0.051042718485427623 -0.01002232232960984 -0.0024093569414261645 -0.031687529233134545 0.023422820133579682 0.0010454654562854942 0.021001682732702653 0.011165821474334203 -0.012006237516857459
leaf_weight=8.9837829237803835 194.63236280297861 3.9064216832630327 2.2914089135592794 1.4592365198768664 1.9100760184228445 3.7118341680616123 4.9255210049450397 5.7311144284904003 4.2494132518768293 9.742194324731825 3.8091637343168259 7.9892370402812949 6.2680496573448208 4.5991277992725363 11.974031040444968 39.363187000155449 6.6088051795959464 7.0023023411631602 14.000973869347945 2.0528492871671906 6.0146099925041181 5.3449221195187411 2.2551334872841835 7.9359480012208206 4.737079358426854 4.4785561636090279 9.1306189149618149 5.5206346781924367 28.14398730173707 2.213073942810297
leaf_count=128 2155 279 312 69 10 50 104 29 17 54 30 44 27 31 77 236 59 31 74 24 29 115 15 114 300 24 40 26 109 21
internal_value=0.000732984 -0.00817315 -0.00187456 0.00391974 0.00109952 -0.00761337 -0.021444 0.00239841 0.001465 0.00426066 -0.0157863 0.00605609 0.00462325 0.00276191 -0.00958395 0.00562304 0.011543 0.000137228 0.00156946 0.000262975 -0.00713545 -0.0114424 -0.0388709 -0.00316894 -0.0133533 0.00632581 0.0126783 0.00713749 0.0147401 -0.0350638
internal_weight=420.986 16.6409 12.7344 10.443 404.345 16.2785 6.8356 9.44295 388.066 124.96 10.2717 114.689 106.699 96.9572 18.2421 78.7151 39.3519 263.106 219.817 196.685 43.2892 32.796 7.60006 25.196 12.673 10.4932 23.1316 12.5229 34.7528 6.02224
internal_count=4633 788 509 197 3845 193 114 79 3652 705 68 637 593 539 104 435 199 2947 2293 2179 654 601 130 471 414 53 114 57 168 51
is_linear=0
shrinkage=0.0274876


Tree=245
num_leaves=31
num_cat=0
split_feature=13 12 5 18 2 8 8 10 7 17 0 7 18 17 17 17 0 10 4 12 16 13 10 8 7 16 6 12 19 5
split_gain=1.58171 2.9752 4.59853 2.37106 1.96248 3.6731 2.28552 3.81149 4.8254 1.94578 1.89365 3.50523 2.29845 2.15766 1.76657 3.5014 1.7274 1.73973 1.68441 3.93212 2.65536 5.33916 3.581 3.62183 3.57048 3.39376 3.25237 3.07493 2.87914 2.7414
threshold=95.636521074450016 216.20511703005005 2.7155367820000005 16.553048136000005 206.22726210890002 2.9476996444500005 1.6487133604500002 82.299080289250014 21.034091097450002 246.55589432395001 102.75018128760001 24.123805364200006 17.108018746400003 213.19841255780003 201.39543491635001 201.00900942685004 118.55293817840001 90.679004281900021 240.79927845295001 179.47323713510005 16.024962526700005 108.34217419895002 77.04583310240001 7.7439566930000003 23.109894804950002 22.674946976100003 16.525386113000007 206.14208420540004 14.651182102100002 18.850689434250004
decision_type=2 2 2 2 2 2 2 2 2 2 2 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 14 8 -8 10 12 -12 18 -14 15 16 -6 -18 -2 -20 22 -22 27 -24 -23 28 -27 -21 -26 -29
right_child=9 4 -4 -5 5 -7 7 -9 -10 -11 11 -13 13 -15 -16 -17 17 -19 19 20 21 24 23 -25 25 26 -28 29 -30 -31
leaf_value=0.02363804151539417 0.0022705223207116483 0.024146326937196358 -0.024536079816726203 -0.024481620527180094 -0.019419985818688552 -0.025440390855583413 0.020851609048222492 0.024033711042569413 -0.028087167971319715 0.022611941965723126 0.021011912675687715 -0.017828953619978067 0.021564332922719774 -0.0012004120369999529 -0.024547738023305964 0.026815927089615301 0.028146221032600467 -0.023939857550815537 -0.015962667465026947 -0.011448357494072185 -0.016595906927156474 -0.007025588984079699 0.01345690360875205 -0.022294846998912723 -0.00076449917399182342 0.019784225910414052 -0.0060828140093443783 0.024861094090111127 0.016741086374005586 0.0056913250140987262
leaf_weight=2.0283858738839613 195.66922935377806 1.7210314488038445 7.2849972480908036 0.7588023121934383 3.5078739239834302 3.0039687855169168 2.0104645565152151 5.0364112476818264 2.3642887081950903 2.2309672795236102 1.5541516374796609 6.4666694519110024 5.6173319146037084 3.7403462156653404 2.1357053592801094 1.8636592924594877 1.0011469461023805 0.52831956301815797 8.856096934527157 2.6010293322615388 11.358272782061247 29.207901834044605 2.5286204735748461 3.8619120549410582 73.445144948549569 10.018635157495735 3.5502471253275862 8.474264323711397 5.442143812775611 7.6591196591034523
leaf_count=10 1761 15 486 86 117 156 7 31 40 15 9 132 23 32 138 8 4 81 100 41 220 328 18 47 510 52 35 39 23 69
internal_value=0.000565358 -0.00429311 -0.0148304 0.0105376 0.000286978 -0.0016272 0.00225043 0.01026 -0.00559683 0.000987874 0.000860937 -0.010303 0.00110163 0.0124651 -0.00609107 -0.000379148 -0.0104405 0.0101543 0.000808426 -0.000904636 -6.14003e-05 -0.00136916 0.00686247 -0.00814851 5.23686e-05 0.00228837 0.0130162 0.0119829 0.000443147 0.0157605
internal_weight=415.527 33.2451 10.0722 2.78719 23.1729 21.4518 18.4479 9.41116 4.37475 382.282 380.051 8.02082 372.03 9.35768 9.03671 6.901 5.03734 1.52947 362.673 167.003 158.147 133.022 25.1249 6.39053 121.664 92.4562 13.5689 18.7344 78.8873 16.1334
internal_count=4633 1179 582 96 597 582 426 78 47 3454 3439 141 3298 55 348 210 202 85 3243 1482 1382 1168 214 65 948 620 87 149 533 108
is_linear=0
shrinkage=0.0232224


Tree=246
num_leaves=31
num_cat=0
split_feature=5 5 10 17 15 5 13 3 7 10 19 8 6 8 12 3 5 16 13 13 13 6 8 16 13 16 10 9 5 5
split_gain=1.43356 2.45115 2.1246 1.94074 1.4463 2.58802 2.36243 1.93135 1.7743 2.67191 1.55567 1.62399 1.56621 6.65035 2.36347 3.12221 5.22636 1.75779 2.03047 1.69662 2.19368 5.17709 3.26758 4.06812 2.33712 6.31398 4.56182 3.78347 4.84087 6.51167
threshold=7.754880527600001 5.3654262215500008 90.679004281900021 201.39543491635001 46.674706678850008 25.361845021250002 117.56896250265002 94.031511570550009 23.209106085000005 58.309968391300011 14.651182102100002 8.6432548896500023 17.435407375500002 9.3427090425500019 79.204428604100016 92.316275283350009 30.475484469950004 22.764946765650006 117.76521994615001 117.69263157665002 117.61735474900001 16.525386113000007 8.4434108459500017 22.624947093000003 115.13321943645001 21.004950881300005 62.907231794400012 197.47612518640003 21.869642762900003 19.897785533950003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 3 -1 10 7 -7 -6 9 -8 12 -12 17 -14 -15 -16 -17 18 19 20 24 22 23 -22 25 -2 27 -26 29 -29
right_child=4 -3 -4 -5 5 6 8 -9 -10 -11 11 -13 13 14 15 16 -18 -19 -20 -21 21 -23 -24 -25 26 -27 -28 28 -30 -31
leaf_value=0.006892611368036719 0.00054679446781796522 -0.023942642624832467 -0.023639111597498864 -0.024306860246616963 -0.02491278510621843 -0.017677415872157834 0.018684907318270421 0.0063993037033063475 0.017165568460754361 -0.028373768376702548 0.015669331019758526 -0.00015676501017881429 -0.027657092382505761 0.021857618323079166 0.023232890974030512 -0.034720995582234737 0.015249559722464912 0.013636098624577883 -0.013372585473716482 0.013200724831744965 -0.027442565072666847 -0.027821661055772832 0.010904589958032968 0.002976799909959642 0.005902008862069397 -0.026264465424059819 0.018493594246005496 0.013820958389416693 0.0033287945378816415 -0.023809132070204849
leaf_weight=8.3823318611830455 200.24783176183701 3.3310055127367368 1.9178475944790978 1.2136755012907077 4.6908054817467919 2.5407713227905315 1.1806142181158068 1.348618561401963 4.4150434546172619 1.4051760258153079 7.7364827916026098 6.2195397689938545 5.1596203707158557 2.9954786906018835 1.7386032752692697 2.5738115417771041 1.9608368575572965 5.8283393569290629 5.2447588504292062 6.0373359844088546 3.9097782969474846 4.6355948261916629 7.6310833841562262 5.8141562342643738 62.596418143250048 4.7821283228695384 10.588447511196135 3.240820236504077 20.519425729289651 9.9611186124384385
leaf_count=128 2304 279 312 69 71 46 4 16 19 37 31 39 215 14 8 52 7 23 59 19 28 28 28 24 472 36 59 13 121 72
internal_value=0.000513248 -0.0065217 -0.00148175 0.00294659 0.000777633 -0.00610799 0.00136895 -0.0179207 0.00828134 -0.00688783 0.00106039 0.00861639 0.000771852 -0.00667413 0.00500645 -0.00303999 -0.0131131 0.0010779 0.000865871 0.00108553 0.000866493 -0.00617276 -0.000390258 -0.00925415 0.00136274 -7.85526e-05 0.00412692 0.00254756 -0.00367925 -0.0145717
internal_weight=409.848 14.8449 11.5139 9.59601 395.003 15.581 9.54161 6.03942 7.00083 2.58579 379.422 13.956 365.466 14.4284 9.26873 6.27325 4.53465 351.037 345.209 339.964 333.927 21.9906 17.355 9.72393 311.936 205.03 106.906 96.3178 33.7214 13.2019
internal_count=4633 788 509 197 3845 193 106 87 60 41 3652 70 3582 296 81 67 59 3286 3263 3204 3185 108 80 52 3077 2340 737 678 206 85
is_linear=0
shrinkage=0.0230596


Tree=247
num_leaves=31
num_cat=0
split_feature=16 6 4 12 3 17 13 9 8 2 0 6 18 9 6 4 7 10 13 16 17 7 4 15 18 15 5 2 19 13
split_gain=6.62468 4.23776 3.86081 8.29533 4.5662 5.1769 5.40173 4.3377 4.64357 3.59045 3.39494 5.14563 3.957 5.3749 4.78315 4.2948 3.65442 5.87233 3.46979 5.20882 3.51713 4.35034 3.40788 3.20923 4.73158 3.76457 3.18558 3.64393 3.84948 4.97887
threshold=18.594956516900002 15.635365317800002 309.25865594525004 254.38400358715003 87.130239549750016 203.09927826650002 117.55283175385001 208.34925031750001 8.1436447804000007 305.67240907785003 85.990333302400003 16.375382608200002 13.900697602550002 196.40176798710004 16.455384477450004 196.82258699960002 23.960918281000001 68.846035804500005 116.60111757565001 22.584947186600004 187.52613723835003 20.869210126600006 183.81532008410002 28.444110612900001 14.032563378150002 28.298162031900002 10.726864994700001 185.00267682035005 12.651020723000002 108.64328150955002
decision_type=2 2 2 2 2 2 2 2 2 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 10 -4 -5 6 7 8 9 -6 11 22 14 16 15 -12 17 -14 -13 -20 21 -21 -2 25 -25 26 -1 28 -28 -30
right_child=2 -3 3 4 5 -7 -8 -9 -10 -11 12 18 13 -15 -16 -17 -18 -19 19 20 -22 -23 -24 24 -26 -27 27 -29 29 -31
leaf_value=-0.0012484462250682657 -0.0067796680770244293 -0.0033772783249934823 -0.0037152818726752836 -0.003698553465453763 0.003604034532753651 0.002359675938192501 0.0010747961362025142 0.0025693439547148931 -0.0073409785961049447 -0.0045171477424693273 0.0035016736869746315 0.0028975357344548812 -0.0043204659256305842 0.00091609256572327971 0.00045919608577028306 0.0014455935197873351 -0.0053021770915350217 0.0022854334565875975 -0.0029575121195356984 0.00275166954686494 0.0013899640255790793 -0.0013255913501632808 -0.00063348200735454567 0.0020413549210244707 -0.0038686786079994012 0.0051330930386197056 0.00016670558192264032 0.00093820797144595963 -0.0026611988388599394 0.0036010442165598953
leaf_weight=33.906049944693223 2.6901977248489848 7.2137084375135592 9.6814700402319414 4.0301183871924868 1.5436606034636517 18.072851318866014 13.895571824163197 1.8618380129337309 3.7794743534177542 1.9895130991935728 26.296437166631222 8.0609063506126386 3.8015024140477163 52.155601136386395 37.5314005240798 42.338040564209223 3.7495052069425574 4.9419203028082848 7.7559221191331735 5.1621962189674404 33.336516253650188 21.924676712602377 3.1006684834137559 2.934144925326108 8.2295414349064213 2.167289661243557 44.419561346527189 51.353100675623864 17.711116373538974 2.2892051711678496
leaf_count=1108 21 371 121 41 5 95 84 8 46 48 140 34 30 261 150 162 48 19 119 17 144 123 25 18 248 6 513 423 198 7
internal_value=0.000252307 -0.000380205 0.000602221 -0.000358747 0.000360625 0.000758238 -0.000496312 -0.00287589 -0.00426228 -0.000968964 0.000810701 0.000142552 0.00113157 0.000352197 0.00160616 0.00223335 -0.00200196 -0.000586707 0.00041837 0.000125255 0.000520958 -0.00054855 -0.00348875 -0.000247575 -0.00231535 -9.5553e-05 -0.000171262 0.00014421 -0.000488736 -0.00194443
internal_weight=477.924 170.224 307.7 54.8545 45.173 41.1429 23.0701 9.17449 7.31265 3.53317 252.845 82.0311 170.814 64.6485 106.166 68.6345 12.4929 8.74342 76.2402 68.1793 60.4234 27.0869 5.79087 163.01 11.1637 151.846 149.679 115.773 64.4199 20.0003
internal_count=4633 2892 1741 448 327 286 191 107 99 53 1293 483 810 358 452 302 97 49 437 403 284 140 46 2521 266 2255 2249 1141 718 205
is_linear=0
shrinkage=0.00399587


Tree=248
num_leaves=31
num_cat=0
split_feature=16 16 12 19 18 5 13 17 13 2 4 15 5 13 7 10 13 6 19 10 8 17 18 9 7 0 5 18 16 19
split_gain=1.38885 2.76519 1.93619 1.5293 1.63898 1.94044 3.06306 1.50312 1.78382 1.43142 1.5319 1.2813 2.63337 2.02743 1.49722 2.40136 1.47685 3.3299 2.92582 2.20376 2.50986 3.04267 2.05023 2.67024 2.3508 3.08694 1.81135 1.6724 3.99741 7.18633
threshold=11.864972254500001 10.604975200950003 175.541285848 8.9507221716000007 14.693728290050002 13.477720021600001 83.654063187050014 169.76344673365003 96.357027853400012 285.01633004880006 285.22127102665007 46.723315192750007 25.361845021250002 117.56896250265002 23.209106085000005 58.309968391300011 117.97223122220002 16.845393589950003 14.651182102100002 60.87206898960001 10.441851282850001 162.43086425485004 11.634276750250001 61.192192081150004 19.052023743050004 83.479313408550013 31.373072367600006 13.956123578150001 22.644947046300004 14.451165964200003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 -1 -4 -5 6 9 8 -3 10 -6 16 -13 -14 15 -15 18 -18 22 20 21 -19 23 -2 -24 -26 -23 -27 29 -29
right_child=11 7 3 4 5 -7 -8 -9 -10 -11 -12 12 13 14 -16 -17 17 19 -20 -21 -22 26 24 -25 25 27 -28 28 -30 -31
leaf_value=-0.024714183089611593 0.030165394105654619 0.020274662255570324 -0.025551095875397049 -0.025772586928997185 0.017991012471079752 0.020638405819829935 -0.027487515291315486 -0.027424373144369699 -0.025752653779471779 0.016028922875446085 -0.026321106611439684 -0.020375684586820549 -0.017309786087283192 0.018696742702464408 0.016722921957961313 -0.029143537972018688 -0.032071634055723969 0.01859562160871648 0.013764793654440379 0.025557647200405192 0.014731307928950122 -0.024186134752116426 0.01294143856385125 -0.033742796339245769 -0.017441980820600229 0.0029779005552101486 0.0087154924342225312 -4.0787222086603686e-05 0.020726960758536538 -0.024697923560721129
leaf_weight=1.6552019712980861 0.47271239757537786 1.0194514365866769 1.022949521546251 0.93153037037700315 0.74237541621550729 4.2025377536192527 1.7760358890518544 4.1239217189140618 0.93876257771626104 4.3310218269471079 1.1609701804118229 4.9675529622472814 2.4692031675949675 1.1399293392896654 4.3203846365213394 1.3075153063982723 2.4285175316035739 1.5745857721194605 10.866238780319689 1.5575364530086506 2.8004837855696669 5.6687958245165646 9.6578807006590051 1.9238538283389059 5.2507236455567172 156.70550132216886 1.1719961352646349 159.84360396442935 5.016772285103797 7.168303705751895
leaf_count=205 1 17 158 41 17 23 92 161 77 94 99 72 46 4 19 37 24 14 47 6 10 121 86 135 313 876 9 1731 33 65
internal_value=0.000536319 -0.00536506 -5.80085e-05 0.00282261 0.00503075 0.00738025 0.000424556 -0.0191713 -0.00179071 0.0083761 -0.00903774 0.00087094 -0.00623051 0.00137657 0.00819418 -0.0068613 0.00114203 -0.00621212 0.00145527 -0.00129563 -0.00502472 -0.0115992 0.00106873 -0.0211372 0.00122359 0.000884744 -0.0185493 0.00117747 -0.000462594 -0.00109909
internal_weight=408.217 21.9048 15.8226 14.1674 13.1445 12.2129 8.0104 6.08214 1.95821 6.23437 1.90335 386.312 14.2046 9.23703 6.76783 2.44744 372.108 15.2019 356.906 12.7734 11.2159 8.41538 346.039 2.39657 343.643 333.985 6.84079 328.734 172.029 167.012
internal_count=4633 984 729 524 366 325 302 255 94 210 116 3649 178 106 60 41 3471 184 3287 160 154 144 3240 136 3104 3018 130 2705 1829 1796
is_linear=0
shrinkage=0.0240919


Tree=249
num_leaves=31
num_cat=0
split_feature=6 3 10 6 3 19 10 5 2 16 10 0 5 3 8 9 12 8 14 4 16 3 5 7 3 7 10 9 6 17
split_gain=6.87247 6.77613 6.88597 5.59601 7.88092 5.54995 4.96966 5.91166 5.23756 4.82849 9.90956 6.62134 6.12931 5.78745 5.76462 5.49453 8.0568 5.18814 4.37394 4.47279 4.30626 3.96174 5.69772 5.47124 3.9075 4.77701 3.71321 3.63467 3.55516 4.90417
threshold=13.665319288000001 93.883646373400012 61.917879202350001 13.775321858200002 85.589753040950015 12.651020723000002 60.87206898960001 29.110986871100003 319.32263744460005 19.224955043700003 66.859265246100009 90.321439350550008 17.687678651600006 89.732667019950014 8.1436447804000007 181.33671263215004 133.01805689090003 8.8430989333000021 245.99173885435002 242.83931210760002 22.694946929300002 93.292185584700022 22.458857822500004 23.050081659550006 84.812788641250009 24.040556609400003 71.053259929650025 206.50942114985003 16.845393589950003 187.96055726210002
decision_type=2 2 2 2 2 2 2 2 2 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 -2 5 27 7 -3 -9 -6 11 13 -12 -11 -14 -15 -17 20 19 -4 21 -18 -23 -24 26 -26 -7 -5 29 -8
right_child=1 2 18 4 9 24 28 8 -10 10 12 -13 14 15 -16 16 17 -19 -20 -21 -22 22 23 -25 25 -27 -28 -29 -30 -31
leaf_value=-0.00048042610143483975 0.0029093989053686894 -0.0025489853033559156 -0.0017005056433063309 0.0021015354020999461 0.0025059194707010091 0.0016077585957337014 -0.0015847886956452972 0.0012906451200530599 -0.0041514023910043489 -0.0034453851429703309 0.001822121954892309 0.0032303767231496175 7.5629210740392561e-05 -0.0028378999151836663 -0.0048694134050899186 0.0022332021589388578 0.0009014855858514542 -0.0032429410676625197 -0.0044099216987964615 0.0043680216159270443 0.0030105989502989287 -0.0041387329918108548 -0.0023610489270494959 0.0011783660456985395 0.00083016088056845857 -0.0044981751773186616 -0.0014853794216303515 -0.0011942273462771929 0.0042081899927532002 0.0026535909311685237
leaf_weight=134.36807723157108 14.160989619791506 12.420296941418199 15.021893469616776 12.406372945755722 21.766276868060231 6.8730812333524254 6.3435918428003806 17.57013802044094 2.5997426784597328 4.0673148781061164 4.3686060607433346 15.307944178581236 4.7385955639183512 4.9432769045233718 8.3174603097140771 47.009168118238449 65.533110089600086 4.6347141414880744 7.1828951621428123 1.7349085807800282 8.8764472566544992 5.03313931077719 8.2868224978446978 17.202455475926399 2.8795095160603514 8.5588932614773494 17.948249276727438 6.545863250270485 5.2144296020269385 7.7877629129216075
leaf_count=2056 56 248 274 42 100 45 42 168 50 25 14 57 24 28 67 208 284 30 140 4 39 30 66 67 16 188 179 42 17 27
internal_value=0.000211559 0.000466068 -0.000485821 0.000715587 0.00060274 -0.000606091 0.000246085 -0.000606775 0.000589207 0.000905995 0.000730397 0.000978661 -0.00184696 0.000770497 -0.00307465 0.00087666 0.000993932 0.000462229 -0.00207366 -0.0010722 0.000625881 0.000405511 -0.000659372 2.76664e-05 -0.00142634 -0.00315682 -0.000628883 0.000963221 0.00168283 0.000750974
internal_weight=499.702 365.334 75.8757 289.458 275.297 55.212 51.936 32.5902 20.1699 220.085 198.319 180.894 17.4247 165.586 13.0561 161.519 156.576 109.567 23.9397 16.7568 104.932 96.0555 30.5224 25.4893 36.2597 11.4384 24.8213 18.9522 19.3458 14.1314
internal_count=4633 2577 970 1607 1551 512 552 466 218 1039 939 834 105 777 91 752 724 516 418 278 486 447 163 133 428 204 224 84 86 69
is_linear=0
shrinkage=0.00357848


Tree=250
num_leaves=31
num_cat=0
split_feature=17 9 9 13 12 0 15 7 3 8 8 2 19 7 18 8 16 13 16 2 18 7 0 0 12 7 19 10 12 15
split_gain=1.33471 1.57116 1.44556 2.57475 3.34413 2.60565 1.52255 1.69057 1.65178 1.1833 4.42747 2.37303 2.21584 2.10875 2.75139 1.75339 2.84565 3.48316 3.24577 3.13516 1.63832 2.58243 2.96942 4.12898 6.19292 3.905 3.82367 4.33764 6.51039 2.45674
threshold=158.19986339130003 43.730860148300003 37.364870866050005 96.357027853400012 293.55977308740006 113.1679565431 10.623212892000003 20.253927392100007 61.821094709650005 9.5425530862500008 8.8430989333000021 73.795394389500018 14.451165964200003 21.698399695800003 11.634276750250001 8.7431769115000026 22.834946602000002 117.97223122220002 22.764946765650006 122.71527679435002 11.634276750250001 19.052023743050004 85.990333302400003 85.931187223550012 90.571070795850019 22.721067571950005 14.251149826300002 66.52858489605002 137.59557428920002 19.198394745150004
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 3 4 5 -2 7 -4 -8 10 15 -12 -13 14 -11 16 17 18 20 -19 -10 -22 23 24 -23 26 27 28 -24 -26
right_child=2 -3 6 -5 -6 -7 8 -9 9 13 11 12 -14 -15 -16 -17 -18 19 -20 -21 21 22 25 -25 29 -27 -28 -29 -30 -31
leaf_value=0.021145247089741918 0.011164220420052828 -0.030437003966135991 0.029660069293114762 -0.032508081157388825 -0.029370309969820978 -0.028653116373378112 0.028000417569728927 -0.029579557052662152 -0.023036746538906944 0.016084281595755166 0.0028184418762106198 -0.0092240718209290178 -0.034778416950987122 0.02134115884959539 -0.025971755721826473 0.010963434886760288 0.023615810263450804 0.002593255410639908 0.031116653962274535 -0.040908721955629841 0.015040102182152225 -0.05589883250186848 0.013452643034304391 -0.033546943122551048 -0.032330653817368507 0.00050312270288022413 0.021737456465074925 0.0093445455668632483 -0.053740917543494152 -0.00024925928819329528
leaf_weight=0.55690265691373442 7.9803795618936402 1.9672564023640005 0.42423995025455896 2.5329822818748644 2.6448498240206382 1.4235021913191301 1.6793671225896094 2.1413130721775815 2.0974575044820076 2.4630852639675123 4.3231300786137572 5.3148888731375319 4.6992972139269114 5.5980370305478573 2.1340658012777567 13.544046752154825 4.0490428134798995 2.1686145067214957 2.6245405673980704 2.7771071987226605 9.3584114313125593 1.5896134600043286 2.0453346017748144 3.5512720830738536 1.825194559060036 238.05723751941696 13.200084790587423 16.595034685451537 2.1997862439602613 45.30662158690393
leaf_count=32 139 218 2 104 183 149 25 157 100 9 24 42 51 29 44 72 17 42 9 56 84 23 14 38 68 2197 70 156 34 445
internal_value=0.000596857 -0.0190565 0.000719544 -0.00766134 -0.00243786 0.00513692 0.00103308 -0.0197837 0.00117101 0.00105414 0.000806591 -0.0139688 -0.0212158 0.0101676 -0.00343876 0.00139342 0.00102036 0.000753936 0.00108401 -0.0218338 0.000849297 0.000999419 0.000594331 -0.0053239 -0.00326674 0.00173128 0.0103203 0.00308873 -0.0213665 -0.00149162
internal_weight=406.873 2.52416 404.349 14.5817 12.0487 9.40388 389.767 2.56555 387.201 385.522 375.327 14.3373 10.0142 10.1952 4.59715 360.989 347.445 343.396 338.451 4.94572 335.826 333.729 324.37 52.2727 48.7214 272.097 34.0402 20.8402 4.24512 47.1318
internal_count=4633 250 4383 575 471 288 3808 159 3649 3624 3542 117 93 82 53 3425 3353 3336 3238 98 3229 3129 3045 574 536 2471 274 204 48 513
is_linear=0
shrinkage=0.0271114


Tree=251
num_leaves=31
num_cat=0
split_feature=16 16 12 10 18 9 10 17 4 7 4 3 3 8 3 5 2 9 8 6 3 18 18 13 5 7 17 17 2 5
split_gain=1.26431 2.55221 1.7355 1.36281 1.78516 2.02067 1.65256 1.30866 1.60812 1.29829 1.28001 1.14228 2.65315 6.31857 3.14699 2.82315 3.04682 2.79701 5.68775 2.7708 2.8417 2.88867 2.98533 4.30146 2.82018 2.81191 2.71647 2.23304 2.13257 1.92447
threshold=11.864972254500001 10.604975200950003 175.541285848 90.679004281900021 17.232128601400003 56.26909282270001 103.90352982555002 169.76344673365003 323.22981966960009 23.602039070650005 297.66457818680004 93.883646373400012 94.227769014100019 8.2435668022500028 94.472418703950012 26.429611911700004 319.32263744460005 191.61296531520003 8.3434888241000014 16.505385645700006 101.29303698090001 11.890615410500002 11.780626785300003 120.78166996855002 36.806659819600007 21.698399695800003 188.51582982015003 188.51582982015003 135.87377242040003 22.127107789600004
decision_type=2 2 2 2 2 2 2 2 2 2 2 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 9 -5 8 -3 -4 -11 -2 13 -13 26 17 19 18 29 -17 -21 22 23 24 -22 -23 -14 -15 -29 -16
right_child=11 7 3 6 -6 -7 -8 -9 -10 10 -12 12 14 27 15 16 -18 -19 -20 20 21 25 -24 -25 -26 -27 -28 28 -30 -31
leaf_value=-0.023333404688499985 0.001280544874639514 -0.023544312882467732 0.0213042746259135 -0.023355679733899296 0.015020097496797004 -0.024953491188702281 0.015009148819778216 -0.025664242862480775 0.018800272585132408 0.015457944284604796 -0.025034586563380402 0.010593359306300005 -0.0016158521540420921 -0.036324803447336754 0.0089171608363986712 0.021714303734428349 -0.025626297572455513 -0.029587878068764721 0.014035240981263785 0.017045300107353407 -0.034032079034781552 -0.028178152358196814 0.02513611688759251 0.016103984154111659 0.025683864124885127 0.029288835206134751 0.025337364041230402 -0.001923147988401492 -0.024897657242326166 -0.028854526567972157
leaf_weight=1.4945788906188706 323.33776965853758 0.93139875377528258 1.5718798041343673 1.9165951104369008 5.6454370035789907 1.583450246369466 0.83778536447789509 3.8245984333334491 0.9312503058463335 0.71125956811010815 0.94236817583441734 5.3441589940339354 3.3924110010266295 2.9965324220247558 0.85627100337296536 4.2221908264327856 1.8015751151833672 3.1026872177608302 4.4144417643547058 4.1962199034169307 2.5115280350437375 3.4184649088419978 2.2824824992567301 2.5204911679029465 0.49088212475180615 0.50775855779647816 4.5393489757552743 4.1957728341221792 4.1953315273858607 3.8467214526608586
leaf_count=205 2692 89 9 246 52 62 108 161 5 11 36 33 27 44 6 27 56 72 17 32 135 170 11 8 7 1 20 20 70 201
internal_value=0.00045418 -0.00507422 -6.05016e-05 0.00257284 0.00632968 -0.00387236 -0.0116865 -0.0180363 -0.00237371 0.00647668 -0.00761791 0.000749144 -0.00217124 -0.00984705 0.000879099 -0.00212223 0.00276443 -0.0109004 -0.00454098 0.00530279 0.000952383 -0.00480381 0.00321546 -0.00584382 -0.0242688 -0.0207462 0.0138095 -0.0194396 -0.0134098 -0.0219775
internal_weight=402.564 20.3906 14.7034 13.2088 10.4544 4.80896 2.75438 5.68725 1.86265 3.22551 1.65363 382.173 58.8353 16.7318 42.1035 34.1717 21.9516 12.2201 9.11743 20.15 15.9278 11.7316 7.80538 5.5229 3.00241 3.92622 7.93176 11.3876 8.3911 4.70299
internal_count=4633 984 729 524 170 118 354 255 94 56 47 3649 957 167 790 743 447 296 224 391 364 332 161 150 142 171 47 134 90 207
is_linear=0
shrinkage=0.0227863


Tree=252
num_leaves=31
num_cat=0
split_feature=6 6 10 0 0 18 9 8 3 7 7 15 15 2 9 6 8 9 16 15 9 16 10 12 12 16 6 9 14 9
split_gain=6.42827 6.1928 5.03689 7.2055 5.38342 5.04097 4.88999 3.41846 5.27783 4.31766 4.41827 4.03725 3.85502 3.29037 3.28205 6.84623 5.94826 4.31483 3.116 2.90903 3.79245 2.8318 7.14315 2.82653 4.11577 3.62794 2.85449 3.06115 2.74763 4.17802
threshold=13.665319288000001 13.775321858200002 70.182199495350019 85.990333302400003 95.988709089550014 13.807773949150002 206.50942114985003 8.8430989333000021 92.316275283350009 22.721067571950005 23.109894804950002 40.042228346200012 38.86986296220001 314.93386866815007 66.544071737050004 16.375382608200002 5.9453602998000008 177.59430306730005 21.074950717600004 18.939493156800005 214.52351813370004 18.094957686100003 71.053259929650025 148.96091148645004 94.177001085000015 22.694946929300002 14.935348962050002 199.39609444495002 224.80015388680002 192.57902085675002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=-1 -2 3 13 5 -4 -6 9 -9 -5 11 12 -11 14 -3 -16 18 -18 -17 -8 -21 22 -7 24 -12 26 27 -25 -28 -30
right_child=1 2 4 7 6 21 19 8 -10 10 23 -13 -14 -15 15 16 17 -19 -20 20 -22 -23 -24 25 -26 -27 28 -29 29 -31
leaf_value=-0.00039834573944276053 0.0024316751977666879 0.0017626660994001962 0.0030131947448772687 0.0022538120850281382 0.0012767834912300955 0.0040670760830298627 0.0019031299690347534 0.001007294781062943 -0.0031281578380027634 -0.00075808851022808729 -0.001392796457495394 -0.0027877889881572052 0.0025037385418616998 -0.003546216821267884 -0.0029262112108404937 -0.0029474913116445127 0.0034879271010437936 0.00013250363493452094 0.0035118093310387566 -0.0038353199093156569 -8.7678310366222831e-05 -0.0029131169138652754 -0.0038163146606494196 0.00072151782634776178 0.0020112574961829036 0.0032205170221101436 -0.0015343737195468697 -0.002972997156109187 -0.0018682109884430211 0.0011284661556896379
leaf_weight=135.42524538561702 14.38824839890003 8.8219939060509187 1.9819171912968183 22.910603050142527 19.01237865164876 2.1649768631905344 2.4115623719990245 7.333089627325533 5.2559148892760277 11.292466456070548 3.8910025581717482 5.7260181605815879 5.2729371786117545 2.7815090967342249 8.5962877487763745 8.3641720130108261 4.0109689831733695 72.948208934627473 0.81291209161281663 5.2569054625928384 5.4621774256229401 15.130110364407299 2.4090266302227974 4.3588761240243894 37.323072396218777 5.2464301586151114 4.948622725903987 4.544475007802248 4.9970775246620169 60.456236205995083
leaf_count=2056 58 46 6 104 70 5 10 32 30 51 18 35 18 77 161 386 14 445 3 49 40 289 42 24 181 24 24 37 25 273
internal_value=0.000186194 0.000407247 0.000322504 0.000486803 -0.000562317 -0.00177498 0.000255837 0.000864754 -0.000719258 0.000981391 0.000784494 -0.000507889 0.000280184 -0.000165615 -7.48107e-05 -0.000245926 2.15628e-05 0.000307382 -0.00237532 -0.00122243 -0.00192562 -0.0022566 -8.49317e-05 0.00101356 0.00168988 0.000683897 0.000516088 -0.00116425 0.000728591 0.000899683
internal_weight=493.535 358.11 343.722 289.893 53.8291 21.686 32.143 183.557 12.589 170.968 148.057 22.2914 16.5654 106.336 103.555 94.7325 86.1363 76.9592 9.17708 13.1306 10.7191 19.7041 4.574 125.766 41.2141 84.5517 79.3053 8.90335 70.4019 65.4533
internal_count=4633 2577 2519 2008 511 342 169 876 62 814 710 104 69 1132 1055 1009 848 459 389 99 89 336 47 606 199 407 383 61 322 298
is_linear=0
shrinkage=0.00314969


Tree=253
num_leaves=31
num_cat=0
split_feature=6 0 2 15 17 6 13 12 17 7 19 18 9 9 10 6 0 16 5 6 15 19 13 15 9 9 0 7 18 6
split_gain=1.34361 3.47857 3.87252 2.69831 4.60696 2.64382 4.75361 5.29836 2.6236 4.801 9.06298 3.62124 3.40902 4.92336 2.88945 10.1934 6.44138 3.74166 4.04159 4.72145 2.81864 2.64815 2.79159 2.35551 2.06345 3.08937 4.99934 2.6857 3.02449 2.76208
threshold=14.845346859150002 86.345209775600011 314.93386866815007 38.469938489650012 205.96542837505004 16.375382608200002 117.39690118230001 121.79144674955002 191.20566072810004 23.209106085000005 14.451165964200003 13.154691941050002 193.00469145105004 194.45262321395003 66.859265246100009 15.105352934150002 90.321439350550008 22.624947093000003 21.100330328400002 16.625388449550005 30.505324983850006 14.551174033150001 117.48293184245001 20.734744936600006 186.70853236170004 184.36538191430003 85.866664228400012 22.375171215700004 12.947178517500001 17.435407375500002
decision_type=2 2 2 2 2 2 2 2 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 6 7 -2 11 10 -10 -3 -11 -14 16 20 17 18 19 -15 -16 22 -20 -7 25 26 27 28 29 -25
right_child=1 8 -4 4 -6 23 -8 -9 9 12 -12 -13 13 14 15 -17 -18 -19 21 -21 -22 -23 -24 24 -26 -27 -28 -29 -30 -31
leaf_value=-0.00050137084479226935 -0.033860306582241415 -0.0011162918136856006 -0.027113367883143617 -0.035880689277933205 0.001595680767436102 -0.028635684687275301 -0.030075665013760949 0.014097602505063285 -0.032139375272034809 -0.012985508654234755 0.0042751934651282424 0.014855250755710895 0.021481799187774837 -0.028628576174753062 0.015188389072416692 -0.030027899117553332 0.021101567993053835 0.010793294764673399 0.0064039013289586477 0.0083112118629687232 -0.00605691394068829 0.01744219480542674 -0.012256791953178031 0.0079425917913896072 -0.0015315169487730401 0.013964232028969273 -0.023444802417995153 0.022872281049550101 -0.023731060334656748 -0.022487792057775513
leaf_weight=163.50489111035131 1.4252190976403634 9.6358595099300164 2.5657577317906535 2.6680189482867709 3.3537696935236454 1.2528642690740515 3.7319727605208755 3.8969660759903491 5.0353623516857615 4.9281000420451155 8.0392726138234121 19.333379112184048 7.639547035098075 4.7312312759459045 6.9412003122270125 4.9001102978363624 10.192013993859289 14.614562951028345 8.2926601991057414 2.3439424335956573 4.7748162299394608 4.1692913696169844 6.4609762132167807 12.296685666777199 63.198731710202992 11.464580776169894 3.3870858885347834 3.0650429222732773 1.9477971168234933 1.5179980645189051
leaf_count=2652 27 49 83 51 33 95 46 39 39 28 36 81 72 49 32 54 48 75 36 13 30 15 37 127 444 73 21 12 89 147
internal_value=0.000423329 0.00147656 -0.00127287 -0.00101669 -0.0150086 -0.000654306 -0.011659 0.00125503 0.00394928 0.00220811 -0.00974895 0.00954273 0.00416257 0.00528843 0.00345354 -0.00425099 0.00597338 0.00217686 -0.00266678 -0.0163908 0.00652995 0.00246453 -0.00176807 0.000361052 0.000736049 0.00499112 0.00036025 0.0046428 0.00109804 0.00459881
internal_weight=401.31 231.783 109.751 169.527 6.02179 107.185 9.05416 5.32219 122.032 93.0631 13.0746 28.9692 79.9885 75.0604 67.4208 16.6161 50.8047 40.6127 25.9981 7.07517 11.716 18.9229 14.7536 98.1308 96.8779 33.6792 22.2146 18.8275 15.7625 13.8147
internal_count=4633 1897 1203 2736 84 1120 112 66 694 564 75 130 489 461 389 116 273 225 150 62 62 88 73 1008 913 469 396 375 363 274
is_linear=0
shrinkage=0.0212838


Tree=254
num_leaves=31
num_cat=0
split_feature=13 13 0 2 5 16 19 15 15 12 16 10 15 4 12 0 7 0 10 7 16 9 16 19 16 18 5 17 2 14
split_gain=5.61731 4.9331 4.63427 4.74683 3.53743 3.41367 9.0798 3.59845 5.90355 4.52031 5.00848 3.49815 6.78761 3.28177 4.28219 3.28178 7.64022 4.67546 4.48526 4.06217 5.18181 4.33232 3.98998 3.66051 3.55972 3.4464 3.28253 3.09582 3.0094 5.29305
threshold=109.34496908160001 108.87986582505 86.345209775600011 314.93386866815007 20.389142059250002 19.224955043700003 13.751109481500002 32.99104187950001 31.584168001000005 133.59172866980003 22.574947209950004 68.327163385350005 30.108785229950005 147.36370056065002 82.088033630950022 95.44832900530001 20.797746106000002 97.886760529650019 78.196493182200015 26.614251743050001 17.874958200600002 219.46060697480002 14.969964993700001 10.350835137000002 18.754956142750004 15.152522491700003 16.316541761950003 166.68115439205005 219.56639384385002 207.09816488665004
decision_type=2 2 2 2 2 2 2 2 2 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 -2 -4 -7 8 11 10 -9 12 -8 -1 -15 16 27 26 22 23 21 -21 -19 25 -18 -20 -17 -16 29 -25
right_child=2 -3 5 -5 -6 6 7 9 -10 -11 -12 -13 -14 14 15 17 24 18 19 20 -22 -23 -24 28 -26 -27 -28 -29 -30 -31
leaf_value=0.0034242280765377094 0.0028828385095301654 -0.0048109815943094842 0.0025433313169456154 -0.0049255978061248764 -4.8565304568623983e-05 -0.0041431011355389739 -0.0041651368756789597 0.0040307094198678978 -0.0040929885847910139 0.00093877727680997177 -0.00093915189803893786 0.0037600591737825492 0.0015075379046460523 -0.0053565504518493338 -0.0027636043247661582 0.002561105892854341 -0.0016977160875605768 -0.0050537637428314233 0.0039664438483295976 -0.00081937915152737123 0.0039150820989525773 -0.0049010953715636187 -0.00109240165431328 0.0028566595488993809 -0.0051832736721559979 -0.0044737695017643174 0.00034598306770243178 0.0020771532685578097 0.0029311591038500137 -0.0008817664983691234
leaf_weight=3.8005939126014701 6.8201384246349326 3.7097476972267023 20.148953516036272 2.9837350579909971 111.40115501428954 5.5624488256871691 4.7588205896318021 15.788934573531153 5.1802663430571547 86.315691288560629 3.9595929086208335 4.3816774785518637 10.690809212625025 2.5630218982696524 2.5521814329549661 15.571033081039785 18.097768151666973 5.0272018332034376 0.97558030113577743 26.977336920797828 3.1041329093277445 4.7787479618564239 18.866129932925105 9.4153307648375648 6.1214997470378867 3.3447485785000026 31.718234561383724 10.750289991497992 11.714983014389871 15.893111558631061
leaf_count=12 37 86 78 75 995 39 33 92 38 408 18 11 48 47 57 85 435 90 4 749 18 134 191 57 82 157 178 89 75 215
internal_value=0.000215925 -0.000298226 0.000576547 -3.67602e-06 0.000120546 0.00102509 0.000801208 0.00101103 -0.000337114 0.00132894 0.00303425 0.000643983 -0.000239769 -0.0002107 -0.000284391 -0.000214085 -0.00125734 5.15063e-05 -0.000432196 3.61396e-05 -0.000957333 -0.00143361 -0.00192588 0.000873815 -0.0025787 -0.00256787 0.00107536 0.00114842 0.00127543 0.000509015
internal_weight=472.974 194.982 277.992 121.205 118.221 156.787 136.638 131.076 25.0116 106.064 19.7485 19.8313 15.4496 191.272 187.471 184.908 37.5217 147.387 100.097 76.204 34.8602 31.7561 23.8933 41.3438 24.2193 4.32033 47.2893 13.3025 37.0234 25.3084
internal_count=4633 2761 1872 1107 1032 765 687 648 130 518 110 92 81 2675 2663 2616 663 1953 1690 1409 901 883 281 508 517 161 263 146 347 272
is_linear=0
shrinkage=0.00395117


Tree=255
num_leaves=31
num_cat=0
split_feature=16 6 15 13 5 17 15 5 2 14 16 9 2 17 3 18 17 16 19 12 16 9 12 0 5 6 10 16 17 10
split_gain=5.22131 3.22286 3.16477 3.74978 4.5315 7.71388 3.12673 3.09571 2.80037 3.5871 2.97819 4.23799 2.74893 3.25816 4.09933 5.34128 3.39067 3.4471 3.66838 2.87595 2.8136 3.22698 5.52764 2.78528 3.64704 2.57542 2.49403 6.10349 4.02321 3.99503
threshold=18.594956516900002 15.635365317800002 46.055224235250002 118.84598011460001 30.133297129900004 162.43086425485004 32.548041893900006 10.726864994700001 346.74082678410008 329.73756363125005 22.564947233300003 206.78020849415003 181.47666917450002 208.35751021765003 76.190903416900014 15.917243450850002 192.00947391610003 12.604970524100002 13.051052998800001 358.96165787565002 17.974957966700003 205.22231928645002 106.27865197405002 96.631250582750013 23.286780469550006 11.945279099550001 64.369753017350021 21.074950717600004 181.57898176000003 62.907231794400012
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 6 3 26 5 -5 7 -1 9 10 -4 -12 13 14 -9 16 17 -16 20 -14 21 23 -23 24 -19 -18 29 28 -28 -2
right_child=2 -3 8 4 -6 -7 -8 12 -10 -11 11 -13 19 -15 15 -17 25 18 -20 -21 -22 22 -24 -25 -26 -27 27 -29 -30 -31
leaf_value=-0.0011310470865118808 0.00080471375786202637 -0.0030072457979708179 0.0027456084610453894 0.0027922680443022612 0.0024515481806134578 -0.004951516155238307 -0.004118542654528521 -0.0042106138886014123 -0.0053403130394673141 0.0011160028963411446 -0.0041645316647176481 0.0026719751575080041 0.00099540704875135432 -0.0029278731523439366 -0.0041227803366705208 0.0019705342612263612 0.0013071246554915295 -0.0034263205040847029 -0.0041399309109478085 -0.0029313066233168923 0.0032688456367896126 0.0013718259654409062 -0.0060603862553704705 0.0016128278960035418 0.0029927409672916472 -0.0044765629314459142 0.0033532048182092445 -0.0036390533908715493 0.00023302155348555931 0.002663498501885029
leaf_weight=35.226975173689425 156.91122980462387 6.186541606206446 1.6039106734097064 2.6070274617522937 3.2843967583030453 6.6223633838817477 2.9132729982957235 3.3264566147699943 1.8414606591686595 10.672555890865622 7.1604762598872167 1.6162160784006117 51.856625088956207 6.4696239233016959 2.8986291410401455 16.742765927687287 1.454388566315173 4.1564603848382893 2.6138339508324853 2.8620201088488093 4.7455833256244651 2.8441114053130141 2.9798549301922321 15.675119571387766 1.8644796535372732 4.8635041546076536 6.5234951302409163 5.5872594490647307 76.256346814334393 18.832413129508495
leaf_count=1120 784 371 7 17 19 103 106 101 27 74 129 6 430 92 124 87 13 106 92 53 15 15 30 66 12 59 24 39 431 81
internal_value=0.000228941 -0.000305522 0.000531718 0.000644487 -0.00139521 -0.00276413 -0.00020329 -0.000132258 -0.000830815 -0.000436382 -0.00203243 -0.0029056 0.000148422 -0.000348606 -8.8545e-05 0.000136836 -0.0005594 -0.000126967 0.000205102 0.000790023 0.000557093 8.94753e-05 -0.00243089 0.000766029 -0.00143856 -0.00314515 0.00074113 0.000218539 0.000478909 0.0010039
internal_weight=469.199 169.68 299.519 276.625 12.5138 9.22939 163.494 160.58 22.8946 21.0532 10.3806 8.77669 125.353 70.6348 64.1652 60.8387 44.096 37.7781 34.8794 54.7186 32.2656 27.52 5.82397 21.6961 6.02094 6.31789 264.111 88.3671 82.7798 175.744
internal_count=4633 2892 1741 1498 139 120 2521 2415 243 216 142 135 1295 812 720 619 532 460 336 483 244 229 45 184 118 72 1359 494 455 865
is_linear=0
shrinkage=0.00381338


Tree=256
num_leaves=31
num_cat=0
split_feature=9 15 6 0 12 0 7 13 15 9 8 6 13 12 5 6 10 3 15 18 6 3 17 16 5 5 0 6 3 15
split_gain=1.37347 1.27646 1.29887 3.09697 3.50723 2.85362 4.32659 4.08116 3.58431 2.50585 4.81193 2.2688 4.22315 4.586 2.23638 2.77876 5.99522 3.49742 4.73891 3.43558 2.87601 3.8456 2.85691 2.38656 3.61524 2.86054 3.49715 6.79262 3.5325 2.76851
threshold=21.030606243000005 52.561095883800007 14.825346391850003 86.345209775600011 323.50112601465008 95.44832900530001 20.797746106000002 109.47132661375001 16.701926737050005 202.86134752310002 8.543332867800002 16.375382608200002 117.39690118230001 121.79144674955002 25.361845021250002 16.455384477450004 64.369753017350021 92.316275283350009 36.370482311550013 13.317304170000002 16.335381673600001 92.238309997550019 198.79333437865003 22.644947046300004 22.744024947450004 22.127107789600004 93.308316333500017 15.205355270700002 85.589753040950015 29.326787846200002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=-1 2 5 4 11 6 -2 8 -8 -9 -11 12 13 -4 15 20 17 -17 19 -19 21 23 -22 24 25 26 27 -5 29 -28
right_child=1 -3 3 14 -6 -7 7 9 -10 10 -12 -13 -14 -15 -16 16 -18 18 -20 -21 22 -23 -24 -25 -26 -27 28 -29 -30 -31
leaf_value=-0.024292279023359679 0.0072803560827717252 -0.018130073771294535 -0.034765603312676481 -0.02347577625430719 -0.022811259449152962 0.00086974789903870658 0.010780940603690324 0.010301833506345814 -0.020334703268221857 -0.024630872826952539 0.013134073531643467 0.00074991500190141314 -0.031537942323882989 0.013929117888698085 0.022273090445918294 0.017605785550719632 -0.030315686717897538 -0.0034918519715299232 0.0043660013519409594 -0.040253264409113004 0.01675139117005417 -0.019916707813988424 -0.00069147257131165765 0.018049631548375859 -0.018513341250070172 0.021458053244247551 0.011210111402999446 0.0035322818160809684 0.018192352288876432 -0.018451939018649274
leaf_weight=1.1613999712280918 9.8559333272278291 1.8930521304719139 1.3622072474099676 6.0821445137262371 3.7224265170516437 125.58411905809771 2.1793991378508535 6.1973242163658124 16.913506263401359 4.3722087405622005 2.9444438740611076 96.184866732335649 3.3474390315823257 3.8855031821876764 3.4966420643031588 5.3884376138448777 3.5660100542008868 2.7126885503530529 12.288796573877333 2.593055609613657 18.666715946048502 3.5721337720751754 6.6381602436304084 6.0719941705465308 3.8053045161068431 4.7406179532408705 3.5053535923361805 24.09359011054039 11.812989884987472 3.085198680870235
leaf_count=142 87 49 28 47 96 1857 38 25 505 48 18 959 42 39 14 23 28 11 47 37 122 28 35 38 28 22 20 123 47 30
internal_value=0.000505615 0.000577515 0.000666347 0.00177902 -0.00102846 -0.000860646 -0.0059783 -0.00998593 -0.0167829 -0.000382935 -0.00943311 -0.000254602 -0.0114957 0.00128888 0.00427343 0.00374286 -0.00276608 0.00150848 -0.00342142 -0.0214581 0.00561967 0.00313503 0.0121757 0.00443799 0.00299117 0.0045259 0.00287357 -0.00191139 0.0107193 -0.00267542
internal_weight=401.724 400.562 398.669 230.622 108.502 168.047 42.4628 32.6069 19.0929 13.514 7.31665 104.78 8.59515 5.24771 122.12 118.623 26.549 22.983 17.5945 5.30574 92.0742 66.7693 25.3049 63.1972 57.1252 53.3199 48.5793 30.1757 18.4035 6.59055
internal_count=4633 4491 4442 1864 1164 2578 721 634 543 91 66 1068 109 67 700 686 146 118 95 48 540 383 157 355 317 289 267 170 97 50
is_linear=0
shrinkage=0.0228363


Tree=257
num_leaves=31
num_cat=0
split_feature=16 16 16 18 12 15 2 5 10 9 8 2 7 0 7 7 8 3 13 16 16 6 5 3 13 5 7 10 18 10
split_gain=8.77391 4.37278 5.48257 5.09022 4.76557 4.47831 4.94849 7.11891 4.23307 7.02317 6.89425 6.29614 6.13833 4.228 4.47607 3.9859 3.84072 3.67766 3.59512 11.6028 5.2118 5.19371 8.90931 7.56701 5.05925 4.77762 3.54552 9.74299 6.37207 3.39799
threshold=18.594956516900002 16.094962363000004 13.534968349350001 17.549283450150003 234.58875745590004 26.384523135650003 186.79363985910004 11.188452238700002 71.053259929650025 191.61296531520003 3.0476216663000004 195.72231170465002 22.375171215700004 86.09518316945001 22.721067571950005 19.506002767000002 2.9476996444500005 75.357481396450012 115.13321943645001 20.834951278800002 22.454947490600002 15.695366719750002 20.769304081650002 87.684061924550022 116.86189801435002 21.836296031200003 25.334697901700004 70.182199495350019 15.329371696850002 63.452988794850008
decision_type=2 2 2 2 2 2 2 2 2 2 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 8 -1 6 17 -8 11 10 -10 12 15 29 -15 -3 -6 -4 19 21 -20 22 23 26 -22 -26 27 -16 -29 -2
right_child=13 3 5 -5 16 -7 7 -9 9 -11 -12 -13 -14 14 18 -17 -18 -19 20 -21 24 -23 -24 -25 25 -27 -28 28 -30 -31
leaf_value=-0.0021181786891673613 -0.00012144069943499755 0.0012036719000860494 -0.0038763101397025603 0.001899819489739357 0.00078588422779965114 -0.0036462475509691271 -0.0020833436509963693 0.0026326312874123477 -0.0039254353257906181 -0.0037545500878456129 0.0028124711909915472 -0.004146508057611741 0.0027925912510850196 0.0021792396903507071 0.001485429643467251 -0.0039216366658747052 -0.0030159486676164526 0.00025044516013882496 0.0029452041260377947 -0.0038215324705366989 0.0029566606891012321 0.0024871369222485965 -0.0048500286566584404 -0.0040527814150156088 -0.0007238637496981093 0.001127411164072003 0.0023167762684586685 -0.0043976977756475044 0.0014153451652839167 0.0035797800537348749
leaf_weight=23.229172277031466 96.541340219322592 3.4151737987995174 2.8617262733168891 5.6928859055042258 19.361963512841616 3.051030294969677 4.7640500273555544 24.131151812151074 3.0768791036680367 18.436191578395665 4.8831418566405773 4.3782980539835981 8.008140102028845 28.418182738125324 24.669831626117229 4.2121450714766979 3.9821017542853943 43.265485636424273 16.280789643526077 8.32253150641918 11.377460084855555 14.182945683598517 4.18092381581664 4.2052369639277449 27.774989351630211 46.063518434762955 14.84439557045698 7.3132391870021802 3.4493636712431908 3.1848326474428168
leaf_count=784 685 103 73 37 334 41 101 109 123 322 24 118 36 113 93 220 145 322 94 59 51 57 50 35 136 205 46 94 14 9
internal_value=0.000238344 -0.000388818 -3.02931e-05 -0.00124652 -0.000987629 0.000540788 0.000711067 0.00185509 -0.00163247 -0.00255961 0.00020799 -0.000409665 0.000636739 0.000594996 0.000877632 -0.00162675 0.000137356 -5.57821e-06 0.000675134 0.000122051 0.00111744 0.000572599 0.000109721 0.000490329 0.000768242 0.000431038 0.000870323 0.000264332 -0.00253464 -3.23935e-06
internal_weight=487.559 176.75 124.647 52.1029 46.5732 78.0734 75.0224 28.8952 46.41 26.3962 7.96002 20.0138 15.6355 310.81 211.083 7.62732 23.3441 46.1272 182.665 81.1685 101.497 72.8459 58.663 54.4821 85.216 73.8385 50.2768 35.4324 10.7626 99.7262
internal_count=4633 2892 1909 983 1263 646 605 210 946 469 147 477 359 1741 1047 323 479 395 934 448 486 389 332 282 392 341 247 201 108 694
is_linear=0
shrinkage=0.00352557


Tree=258
num_leaves=31
num_cat=0
split_feature=16 16 17 0 9 9 6 5 5 13 10 9 9 7 18 7 15 13 6 2 14 16 9 18 2 9 6 6 8 0
split_gain=8.83242 4.43829 7.41775 6.05987 7.70666 6.33073 4.51 4.82785 4.51855 5.44153 4.45722 7.09465 6.98547 5.88271 5.31173 4.50125 4.36334 3.94 4.45939 3.03772 3.82666 3.62415 3.64293 2.95487 5.76074 4.84257 3.4484 3.21475 2.95236 2.8846
threshold=18.594956516900002 16.094962363000004 236.15709471040003 102.65877371115 95.611857730950007 58.084576609100004 14.355335410100002 12.306951632950001 13.252098438300001 104.04332964835001 71.053259929650025 191.61296531520003 73.466513400400018 22.375171215700004 14.804191144800003 19.506002767000002 46.055224235250002 118.84598011460001 19.835463452400003 346.74082678410008 329.73756363125005 22.564947233300003 206.78020849415003 15.534793034950003 206.22726210890002 57.312778687900007 12.040281319250001 11.215262042800001 1.3489472949000001 81.446839061900008
decision_type=2 2 2 2 2 2 2 2 2 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 6 5 -5 7 28 -9 23 13 12 -12 15 -15 29 17 -2 -19 20 21 -18 -23 24 -10 -26 27 -25 -1 -3
right_child=16 2 -4 4 -6 -7 -8 8 9 -11 11 -13 -14 14 -16 -17 19 18 -20 -21 -22 22 -24 26 25 -27 -28 -29 -30 -31
leaf_value=0.0018138325710645709 0.00072791518951739363 -0.0017790568951960252 0.0019884996580322614 -0.0006348125036528924 -0.0027999131269043046 0.0033386095199591341 -0.0019929868437148991 0.0030120121029825375 -0.0022555992813511477 0.0020547314125171304 -0.003462190765078654 -0.0033822077579070686 0.0025483437453993805 0.0027573284017791285 -0.0026060398143994993 -0.0035714245212101156 0.0024683201800848749 -0.0029401640636906286 0.00085783442206635932 -0.0044088977602388512 0.00089484742204540735 -0.0034957759290749684 0.001888727669329999 0.00054593820178423336 0.0025313889011125365 -0.0016260482487225896 0.0014813173123074596 -0.0042517762990297641 -0.0037916423088714341 0.0035608129633535163
leaf_weight=1.2537094987928856 275.36175043787807 2.2261416451074201 6.8408872447907916 27.097553789149973 14.843573268502949 4.6565931513905516 6.744127776939421 8.73953630030155 12.173757549375297 18.512752596288919 3.1920814998447922 19.293557174503803 4.7941199373453856 7.1586980577558261 2.4583329875022173 6.7565195225179195 1.6800798382610143 6.308263377286492 5.9564436115324497 2.0640979185700408 10.912601763382552 7.2995925229042751 1.5012715086340902 3.6180010288953808 6.8637031242251378 4.6626191101968288 18.524650074541569 2.2415392939001322 3.6190791074186563 1.8239305689930914
leaf_count=13 1359 116 38 656 470 17 165 28 166 67 122 323 23 26 65 265 7 110 29 27 74 129 6 14 23 62 88 74 66 5
internal_value=0.000218074 -0.000320441 -0.00107711 -1.14069e-05 -0.000927428 -5.21292e-05 0.000479482 0.000687371 0.000883792 0.000604505 -0.00151673 -0.00234934 0.000145936 -0.000404619 0.00138633 -0.00199842 0.000543685 0.000650157 -0.00109564 -0.000761822 -0.000409944 -0.00176847 -0.00257727 4.61587e-05 -0.000745401 0.000849626 0.000815511 -0.0012894 -0.00234942 0.000625728
internal_weight=499.18 188.095 54.5443 133.551 46.5977 31.7541 86.9535 80.2093 75.3366 66.597 47.7034 27.2798 7.9862 20.4236 9.61703 10.8066 311.084 287.626 12.2647 23.4576 21.3935 10.4809 8.80086 48.0843 23.7001 11.5263 24.3842 5.85954 4.87279 4.05007
internal_count=4633 2892 983 1909 1143 673 766 601 522 494 945 468 145 477 91 386 1741 1498 139 243 216 142 135 427 251 85 176 88 79 121
is_linear=0
shrinkage=0.00314801


Tree=259
num_leaves=31
num_cat=0
split_feature=6 6 3 5 7 10 19 16 19 10 10 8 13 5 13 17 5 15 2 17 12 6 9 18 13 15 2 10 5 10
split_gain=1.50933 4.02675 2.72424 1.94071 3.00203 2.97114 4.66111 2.33299 3.46533 4.32391 4.11625 4.11135 3.74054 3.46624 2.49224 2.28278 2.13765 2.08218 2.99598 2.91699 2.70358 2.04604 4.07583 1.96153 2.50525 2.89889 2.12022 1.96133 1.91867 2.44808
threshold=13.665319288000001 13.775321858200002 81.355431485500006 20.971847224900007 22.958251375150002 78.196493182200015 12.851036860900001 17.874958200600002 12.651020723000002 78.537927364800012 80.13218303615001 7.3442686056500008 98.255079293500017 13.713273242250002 95.937628385050019 238.05090660085003 23.195398057700004 23.884857921950005 186.79363985910004 214.22447330960003 199.81321265885003 13.185308072600002 187.45330412110005 14.365787915650001 105.40368946235002 23.457191196800004 127.74713841330002 90.679004281900021 15.332427622700001 71.053259929650025
decision_type=2 2 2 2 2 2 2 2 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 23 6 -6 8 9 -7 -11 14 15 -14 -10 21 -5 -8 20 -20 -19 22 27 24 25 26 -1 -12 -4 -30
right_child=1 2 28 16 5 7 17 -9 11 10 12 -13 13 -15 -16 -17 -18 18 19 -21 -22 -23 -24 -25 -26 -27 -28 -29 29 -31
leaf_value=-0.033158967608609792 0.01756187082564006 -0.032363330238830028 0.023311376351078151 -0.03500739231881158 -0.032814697268031989 0.026014565487333382 -0.022123299658299768 0.025345455541755425 -0.029653284725846364 -0.035096429735274 0.00041604894385862632 -0.032649172049093657 0.025444575166212156 -0.0057282607023287843 0.023460007218517147 0.020521101885879526 -0.002916117520895514 -0.0048403099890842018 -0.040861191247374182 0.0064555520920340174 0.026457100489189291 0.015683937570669972 -0.03010012163924632 0.018649070823892361 0.024358323449217897 -0.035558202652431994 0.0082531822103800376 -0.027819580467855046 0.0019088726259842567 -0.0059900732437915463
leaf_weight=1.0656242740806208 11.247435808181761 1.7901307679712761 2.8658488392829886 2.7034529536031178 5.8720204075798419 4.7089584395289412 3.7534022303298107 2.4887719303369513 0.93958334485068773 2.5127127706073216 14.43506933981554 5.1241492964327335 7.0905028358101827 4.1728490106761456 2.1154133537784219 2.4032133247237644 3.517532067373395 4.1817986513487977 2.0464075263589616 1.8064892701804636 3.9550267830491066 2.5778566077351561 5.5007597116054958 7.9348411480896166 2.6707137748599044 1.8797339224256573 6.2527352711185813 2.0717409044736987 249.59401727246586 32.67810331704095
leaf_count=24 58 36 9 51 130 34 55 20 34 51 338 86 25 43 38 71 39 42 32 17 11 16 371 85 9 46 70 318 2131 343
internal_value=0.000652535 0.00163359 0.00100921 -0.00216615 -0.00122906 -0.00363145 -0.0121806 -0.00033992 -0.00153138 0.00139357 -0.00145054 -0.0177932 0.000759605 0.0138957 0.00712468 -0.00472255 -0.016862 -0.00448431 0.0010376 -0.018676 0.0103723 -0.00719011 -0.00986946 0.00820362 0.00122035 -0.00549788 0.00222317 -0.00312776 0.00121873 0.000994427
internal_weight=401.957 298.176 286.928 103.781 97.5604 77.7567 21.6151 56.1416 53.6528 45.4737 40.7647 8.17915 38.252 11.2634 3.055 26.9886 6.22099 15.7431 11.9897 3.8529 8.13683 24.5854 22.0076 19.8036 11.8688 9.19809 7.31836 16.5068 285.138 282.272
internal_count=4633 2577 2519 2056 1966 1732 287 1445 1425 1267 1233 158 1182 68 72 1114 90 157 102 49 53 1043 1027 234 149 140 94 656 2483 2474
is_linear=0
shrinkage=0.0271374


Tree=260
num_leaves=31
num_cat=0
split_feature=16 16 18 16 12 10 9 8 2 7 15 2 5 4 8 7 5 3 18 7 13 3 5 3 3 7 16 13 7 10
split_gain=6.81338 4.43515 5.86161 4.68155 5.61718 4.62526 7.24464 7.10359 6.56615 5.97431 4.2219 5.2454 7.96995 4.45601 4.20242 3.94179 3.8775 3.87242 3.93145 4.13286 3.36875 3.21454 3.17912 2.92648 7.04107 5.2906 3.89291 5.83531 9.47279 6.3445
threshold=18.594956516900002 16.094962363000004 17.549283450150003 13.534968349350001 234.58875745590004 71.053259929650025 191.61296531520003 3.0476216663000004 195.72231170465002 22.375171215700004 26.384523135650003 186.79363985910004 11.188452238700002 267.69992774740007 2.9476996444500005 19.506002767000002 23.714185006400005 75.357481396450012 15.917243450850002 24.930088150450004 113.62230596715001 83.511574906150017 7.754880527600001 85.589753040950015 84.812788641250009 23.960918281000001 18.974955628300005 112.67059178900001 24.385896469550001 68.846035804500005
decision_type=2 2 2 2 2 2 2 2 2 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 8 7 -7 9 15 11 13 -13 17 22 -3 23 -5 19 21 -18 -19 -6 24 -2 -26 -25 28 29 -28
right_child=16 2 -4 10 14 6 -8 -9 -10 -11 -12 12 -14 -15 -16 -17 20 18 -20 -21 -22 -23 -24 26 25 -27 27 -29 -30 -31
leaf_value=-0.0019733781368331078 0.00084569518363523933 0.001137998731112193 0.0020647365152189666 -0.0038208056688277211 -0.00072500802916873911 -0.0037745825176005473 -0.00368899856242464 0.0028936990343750397 -0.00402381402880796 0.0027387704502119335 -0.0034944817261256629 -0.0020509678791345107 0.0026585694710735417 -0.0046659397594780942 -0.0028594099112514652 -0.0037796340964719351 0.0030925676605136317 0.00094037463710021222 0.0018131030193279697 -0.0034985847249109736 -0.00043929171210923147 -0.0022741908498160688 0.0020370072769500614 0.0027342257563175384 0.002440837821239735 -0.0040134588101816545 -0.0021680380305459067 0.0009524739450190731 -0.0054015508482678481 0.002004223205646517
leaf_weight=24.386321629630402 20.572142079472545 3.6300625028088715 5.9367538075894108 2.6242348523810497 8.0101560684852355 3.1297432603314546 18.475087320432067 4.7541854502633214 4.4498531525023273 8.2164783440530282 2.9404051750898352 5.1404603999108103 24.372975096106529 2.3094331566244355 4.0377924335189155 4.1011653123423457 3.3764769062399855 17.128608517348773 16.16458017937839 4.1314236484467974 57.913134713191539 4.6789882937446228 12.774847792461513 12.374247908592222 1.8701372891664485 7.5883293617516756 7.5464422181248727 180.07979331165552 4.4498434998095027 10.026462517678736
leaf_count=784 95 103 37 58 264 123 322 24 118 36 41 101 109 34 145 220 16 79 76 37 529 111 70 48 7 95 53 825 40 33
internal_value=0.000215274 -0.000312482 -0.00115243 3.14139e-05 -0.000801764 -0.00156092 -0.00251189 0.00024654 -0.000332012 0.000698104 0.000547194 0.00070244 0.00183829 -1.02484e-05 0.000349249 -0.00147065 0.00052833 0.000230139 0.000482626 -0.000346495 -0.00024472 0.000250665 0.000972578 0.000722107 -0.000282811 -0.00273731 0.000862814 0.000748232 -0.000921854 0.000212503
internal_weight=487.191 181.394 52.6933 128.7 49.2091 46.7566 26.359 7.88393 20.3976 15.9477 79.4911 76.5507 29.5134 47.0373 24.8228 7.73123 305.797 44.7278 42.1036 25.939 61.2896 21.8076 20.785 244.507 30.0306 9.45847 214.477 202.103 22.0227 17.5729
internal_count=4633 2892 983 1909 1263 946 469 147 477 359 646 605 210 395 479 323 1741 361 303 227 545 190 334 1196 197 102 999 951 126 86
is_linear=0
shrinkage=0.00343713


Tree=261
num_leaves=31
num_cat=0
split_feature=16 0 6 13 2 16 5 17 8 10 0 10 18 16 5 5 2 16 7 10 13 6 9 6 16 19 15 4 5 16
split_gain=5.96444 5.1166 5.31294 5.34057 4.47436 4.47623 3.98237 3.85804 3.63188 3.51094 3.89198 5.95694 10.5473 5.53052 3.29055 6.11197 3.8556 4.99237 3.28342 5.78397 3.60601 5.57621 5.26694 5.22889 4.67381 7.90391 4.33275 4.07099 3.67138 3.67748
threshold=20.394952307700002 86.345209775600011 16.375382608200002 117.39690118230001 325.13486840910008 20.034953149600003 20.389142059250002 162.04221493815001 2.8477776226000002 66.859265246100009 90.321439350550008 64.369753017350021 13.471502260950002 22.454947490600002 21.252944829650001 20.911722254300006 186.79363985910004 22.624947093000003 19.052023743050004 64.730006406800015 109.34496908160001 14.375335877400001 204.09084027260005 13.665319288000001 19.224955043700003 13.751109481500002 28.444110612900001 286.93691744620008 19.897785533950003 18.924955745200005
decision_type=2 2 2 2 2 2 2 2 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 -4 -1 -6 10 11 13 -13 -3 15 16 -15 -18 -9 -20 21 23 26 -21 28 -26 -23 -25 -22 -30
right_child=1 9 6 -5 8 -7 -8 18 -10 -11 -12 12 -14 14 -16 -17 17 -19 19 20 24 22 -24 27 25 -27 -28 -29 29 -31
leaf_value=-0.0023906443083480102 0.00078388201168723881 0.0028951253670022651 0.0025944181990978578 -0.0046386908044071919 -0.00040332016310105586 -0.0033253484354087695 8.9441939593726702e-05 0.0017091497874846709 -0.0036172954873022272 -0.0018967711163085333 0.0025208368179399868 0.00090570793968572426 -0.0047348471019005856 0.0018927387126702066 0.0012867559697556103 -0.0030731265937745068 -0.0042336716173808509 0.0015552860735746231 -0.002893090011045749 -0.00026933129255616515 0.0027592409619371667 0.0012292187526072495 -0.0033976671706108666 0.00045129389992957765 -0.0033789028337132421 0.001428968634283472 -0.0027913323912233455 0.0026052442329404829 -0.0032020393847940584 0.0022091192945850606
leaf_weight=6.5162294297479084 3.0511719286441794 15.898997597396372 6.8965988904237738 4.631092756986618 7.8380048498511297 4.1129520107060662 94.420096001587808 12.053269724827258 6.524711272213608 4.059776719659566 17.031583990901709 10.129549659788607 5.0215154588222495 10.927843175828462 48.324646182358265 5.5844993367791167 2.9527501687407485 3.0847578421235085 6.7672071577981106 105.59453555149958 15.640163768082859 7.5986713003367203 9.4099832735955697 33.793459124863148 5.4833455942571154 9.3969201259314996 4.2229559570550919 12.05640755034983 2.412670735269784 2.6900211423635483
leaf_count=346 12 91 35 52 157 41 571 100 169 30 74 42 33 42 203 30 34 12 266 1561 50 45 209 186 38 33 62 56 43 10
internal_value=0.000200335 0.000568537 6.64899e-05 -0.002485 -0.000138516 -3.43155e-05 0.000259955 2.36203e-05 -0.00186337 0.00101338 0.0011127 0.000877397 -0.00096374 0.00119887 0.000818354 -0.000185439 0.000765104 -0.00127591 9.28873e-05 2.3048e-06 9.63702e-05 -9.38085e-05 -0.00162113 0.000120313 0.00101822 -0.000342722 -0.000207014 0.00101768 0.00199452 -0.000349402
internal_weight=484.126 232.015 108.999 7.68226 252.112 237.749 101.317 233.636 14.3627 123.016 118.956 101.925 15.1511 86.7735 70.8745 22.5499 16.9654 6.03751 227.12 215.066 208.299 172.676 21.2316 151.444 35.6231 14.8803 11.8216 45.8499 20.7429 5.10269
internal_count=4633 1261 670 64 3372 3046 606 3005 326 591 561 487 75 412 321 118 88 46 2659 2559 2293 2119 316 1803 174 71 107 242 103 53
is_linear=0
shrinkage=0.00318231


Tree=262
num_leaves=31
num_cat=0
split_feature=13 5 13 0 7 5 8 13 0 17 16 13 13 17 2 16 16 17 8 9 4 19 15 0 18 17 6 16 16 19
split_gain=5.6392 4.47528 5.02861 6.46071 7.88573 6.58309 4.38697 3.85287 6.64333 5.6892 5.47779 3.76755 5.24488 3.53242 4.06007 9.74479 3.45472 5.10566 3.7258 3.44143 3.33164 3.81573 3.17553 3.15622 5.55202 3.84744 3.97763 5.43002 4.10826 3.25928
threshold=95.937628385050019 23.605484525250002 112.67059178900001 91.886121982450007 20.797746106000002 20.971847224900007 2.9476996444500005 109.34496908160001 95.217121606100008 180.67147619190004 19.224955043700003 113.19215266625001 113.98793627290001 212.38791228795003 222.85070906495002 22.604947139800004 22.454947490600002 199.59317753375004 8.8430989333000021 226.58992707320002 162.32075757215003 13.351077205700003 52.561095883800007 97.886760529650019 17.108018746400003 208.35751021765003 12.255286342800002 14.969964993700001 12.604970524100002 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=6 2 3 4 -2 7 -1 8 9 -5 -9 -4 -13 14 16 -16 17 -14 -18 22 21 -11 -3 -10 25 26 28 -28 -25 -30
right_child=1 19 11 5 -6 -7 -8 10 23 20 -12 12 13 -15 15 -17 18 -19 -20 -21 -22 -23 -24 24 -26 -27 27 -29 29 -31
leaf_value=-0.0003099132627265709 0.00093429229113164568 -0.00040312845365841297 0.002872318763777049 0.001604553383889552 -0.0037169628561864792 -0.0034253740987997836 -0.0026079381385600629 0.0026987573136585123 0.0010287582497978506 -0.0034954851306473935 -4.6312340107821826e-06 -0.0017711633916682493 0.0026452184320146718 0.0033046005402179507 -0.0040487835726877022 0.0012046296536153409 0.00082803429279876869 -0.00090230031738265713 -0.0019831748225496802 0.0027436984745145112 -0.0037297389970778086 0.0030360104307383673 -0.0041989765951935456 -0.0035647682687329429 0.001621119087092292 -0.0030989197777871098 -0.004262685729473868 -0.00010598023918374114 0.0020724155388334975 -0.00038999194572024508
leaf_weight=36.799809408374131 6.2298036431893697 73.227294777520001 9.0397598370909673 4.1005396656692055 9.5320297954604012 4.8165067490190259 11.199403262697158 16.190981289371852 50.119983812794089 1.7982952650636428 14.854945220053194 8.1683185547590238 22.177559524774555 5.9307175874710074 5.8722864165902129 9.6418906785547716 107.24671597778797 5.1709945350885382 5.104812614619731 3.4910770133137694 9.5703290402889234 1.9026151522994039 2.3511203341186038 2.3265243880450752 15.033887345343826 5.7267267918214193 5.1660384535789481 8.7502307333052141 11.918078459799291 10.407653430476783
leaf_count=764 49 901 33 34 178 87 449 55 260 46 64 45 114 28 56 51 424 26 34 14 276 8 47 101 95 84 79 72 43 116
internal_value=0.00019978 0.000314956 0.000468312 8.67406e-05 -0.00187857 0.000277153 -0.000846099 0.000390117 0.000141615 -0.00170534 0.00140523 0.000850081 0.000742112 0.000869508 0.000776464 -0.000783845 0.000949741 0.00197446 0.000700304 -0.000377059 -0.00272803 -0.000137684 -0.000521211 0.000434765 -6.70279e-05 -0.000639988 -0.000274881 -0.00164904 0.000500838 0.000924508
internal_weight=483.867 435.868 356.798 178.445 15.7618 162.683 47.9992 157.867 126.821 17.3718 31.0459 178.353 169.313 161.145 155.214 15.5142 139.7 27.3486 112.352 79.0695 13.2712 3.70091 75.5784 109.449 59.3291 44.2953 38.5685 13.9163 24.6523 22.3257
internal_count=4633 3420 2458 1647 227 1420 1213 1333 1214 364 119 811 778 733 705 107 598 140 458 962 330 54 948 850 590 495 411 151 260 159
is_linear=0
shrinkage=0.00321496


Tree=263
num_leaves=31
num_cat=0
split_feature=16 5 16 16 17 6 12 9 8 10 17 8 6 6 0 5 13 5 13 15 2 0 6 2 13 0 15 2 3 7
split_gain=10.5502 5.27871 4.73487 7.24725 6.96217 5.52999 4.90773 4.56616 9.50931 7.82731 6.44511 4.27696 4.16031 3.78689 12.2941 4.25858 3.599 9.11796 7.11466 5.04508 11.4307 4.75464 4.58745 6.41815 5.80029 4.21184 3.93126 3.91205 3.60698 9.09727
threshold=18.594956516900002 23.605484525250002 16.094962363000004 13.534968349350001 236.15709471040003 11.085259005300001 234.58875745590004 191.61296531520003 5.1459841250500009 71.053259929650025 191.75825325995004 2.9476996444500005 9.1452136764500018 12.325287978400002 98.752444047600008 16.222050829800004 112.67059178900001 20.769304081650002 111.38282034450002 29.326787846200002 90.828344481500011 92.168410086200012 16.455384477450004 199.01127796720002 117.64961624655002 86.09518316945001 40.42701969085001 113.96113505555 85.589753040950015 24.996614930650004
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 16 3 6 7 12 -1 8 -4 10 -9 -8 -5 -7 15 -15 17 18 19 -2 -21 -20 25 26 -25 -18 -24 -27 29 -22
right_child=1 -3 4 5 -6 13 11 9 -10 -11 -12 -13 -14 14 -16 -17 22 -19 21 20 28 -23 23 24 -26 27 -28 -29 -30 -31
leaf_value=-0.0019373367437384781 0.00192466415101122 -0.00018465841419176168 -0.0019023990180741693 -0.00026086002270059847 0.0020239850592537931 0.0024474595352295008 0.00066877690318722124 0.0028413069694389051 0.0028127711610563648 -0.0035264747474209501 -0.0037898332636385379 -0.0028638409994208159 -0.004352825872748726 0.00295194189861028 -0.0027055143775951231 0.00064069670457212672 -4.4336481091099382e-05 -0.0043156163337117921 -0.0048225934139379594 -0.0047821585263490068 -0.0043963982840351792 0.00057496841370639556 0.00021936144606194891 -0.0047198694850678373 0.0016847140494725523 0.0027736034081659914 0.0018622246289731301 0.0013296319116648696 0.0024220891940353001 0.0013920488705436291
leaf_weight=26.220226863399148 26.469744019210339 65.630870833527297 14.606784509029241 15.58061958756298 6.3717072885483494 15.506856128573416 20.869479788467292 4.3816387737169888 6.452449031174182 19.378208616748452 2.3596069123595953 4.3301964388228944 3.1205187663435927 12.771261520683764 9.3823145814239961 24.050839364528656 15.844862736761568 4.3747527971863738 4.059551589190959 4.4771608598530319 3.8799609877169159 2.9475970640778542 46.686234619468451 4.4147684425115576 2.2255045175552368 27.925647474825382 22.627874404191971 66.105496037751436 9.3145706541836244 10.609415307641028
leaf_count=784 99 567 498 209 38 56 334 39 20 323 65 145 41 44 112 184 70 50 38 51 46 12 200 49 8 143 71 270 29 38
internal_value=0.000274528 0.000632457 -0.000338668 -9.18653e-06 -0.0011498 0.0005973 -0.000957633 -0.00157843 -0.000457693 -0.00248205 0.00052024 6.17481e-05 -0.000943656 0.00106427 0.000600058 0.00144232 0.000845297 0.00019724 0.000516917 0.000909695 -4.02672e-05 -0.00255208 0.00107593 0.000464641 -0.00257336 0.00149849 0.000755681 0.00175847 0.000851611 -0.00015798
internal_weight=502.977 317.594 185.383 131.832 53.5504 80.4124 51.4199 47.1787 21.0592 26.1195 6.74125 25.1997 18.7011 61.7113 46.2044 36.8221 251.963 66.1328 61.758 54.7509 28.2811 7.00715 185.83 75.9544 6.64027 109.876 69.3141 94.0311 23.8039 14.4894
internal_count=4633 1741 2892 1909 983 646 1263 945 518 427 104 479 250 396 340 228 1174 363 313 263 164 50 811 328 57 483 271 413 113 84
is_linear=0
shrinkage=0.00323475


Tree=264
num_leaves=31
num_cat=0
split_feature=13 12 5 18 2 8 8 10 7 13 8 18 10 3 10 2 3 8 5 13 9 0 8 17 17 10 16 9 16 16
split_gain=1.65985 3.23882 4.67099 2.34686 1.97734 3.81056 2.21119 3.02736 2.08943 1.86751 3.03327 1.82702 2.67077 1.60039 2.21294 1.59116 1.57275 3.06883 1.66126 4.66929 2.5531 1.744 2.4453 3.65673 2.82252 2.17818 3.47028 2.25854 1.85458 1.85076
threshold=95.937628385050019 216.20511703005005 2.7155367820000005 16.553048136000005 206.22726210890002 2.9476996444500005 1.6487133604500002 78.290589216800015 21.115414688150004 96.357027853400012 1.6487133604500002 18.281462078100002 81.573196594050017 69.085308578100012 90.937096262400004 213.37240936950002 76.822691077550004 7.7439566930000003 13.252098438300001 100.88707980320002 47.331347365000006 98.51854819030001 7.7439566930000003 189.90635174060003 201.39543491635001 75.424692849750016 15.054964794950001 202.38851837455002 17.684958644900004 18.594956516900002
decision_type=2 2 2 2 2 2 2 2 2 2 2 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 13 8 -8 -2 -11 12 16 14 -6 -15 17 -12 19 -18 -21 25 -23 -24 -25 29 -27 -28 -26 -20
right_child=9 4 -4 -5 5 -7 7 -9 -10 10 11 -13 -14 15 -16 -17 18 -19 21 20 -22 22 23 24 28 26 27 -29 -30 -31
leaf_value=0.025382656635853842 0.017748168238387544 0.023098094374038477 -0.026499788230080663 -0.026344444650782967 0.012110843744422582 -0.027300439457962768 0.011873763968455709 0.021002866463687101 -0.028838700591839624 -0.027336319454844916 0.008475630978417744 0.02376611146340683 -0.022175749391225741 0.015448062137618276 -0.025475052401780683 -0.02737133026630785 0.020390981328406926 -0.027790665405090741 -0.0036201526261557641 0.013553962576292119 -0.021283621851119636 0.008108686772392508 -0.032667910736570542 0.0060995913415095452 -0.029278005341542929 -0.005383736124587154 0.028357096871410848 0.006179523502674809 0.0028002671229833691 0.00186017300764533
leaf_weight=1.9992801509797558 4.14237376442179 2.1662056301720467 7.4200377890374511 0.73972604621667404 3.7495039305649751 3.0778274355689055 1.5124225392937645 6.1886552781797945 1.5937938764691351 2.311703491723164 2.5983871147036544 2.190462425351142 3.0256145712919524 0.65713583305478129 1.2982023628428576 2.8565848218277097 9.2380741462111455 3.2118847714737058 44.456675842404366 2.0555913206189862 3.4999814331531525 5.678430330008271 3.6415978111326686 6.8464914727956039 3.2929705269634724 5.8621148690581348 6.1218765899538976 5.2520210817456245 1.6732613444328306 258.58591004344635
leaf_count=10 34 18 507 86 46 161 7 41 33 109 20 15 120 6 183 115 49 72 917 28 44 34 64 43 61 29 23 31 13 1714
internal_value=0.00070868 -0.00460277 -0.0162781 0.0114127 0.000531798 -0.0018033 0.00259155 0.0109711 -0.00901573 0.00118142 0.000995714 0.00117406 0.0010385 -0.00650583 0.00244426 -0.0193632 0.00123251 -0.0115722 0.00144138 0.00958131 -0.00839353 0.00108867 -0.00581486 -0.0109308 -0.00422978 0.00154418 0.0101238 0.0181164 -0.0184699 0.0010562
internal_weight=406.945 33.2594 10.159 2.73901 23.1003 20.9341 17.8563 9.29487 3.10622 373.685 369.543 367.231 365.041 8.56143 5.04771 3.51372 362.015 5.81027 356.205 14.7936 5.55557 341.411 21.1328 15.4543 11.8127 320.279 17.236 11.3739 4.96623 303.043
internal_count=4633 1213 603 96 610 592 431 81 40 3420 3386 3277 3262 350 229 121 3142 92 3050 121 72 2929 215 181 117 2714 83 54 74 2631
is_linear=0
shrinkage=0.0248114


Tree=265
num_leaves=31
num_cat=0
split_feature=16 0 6 15 4 16 16 12 17 6 8 6 10 9 9 2 7 7 5 12 6 0 5 15 6 5 2 2 16 13
split_gain=7.96601 4.62429 4.39529 5.22921 5.01551 4.05413 5.36909 5.35152 5.19443 4.43093 4.35217 4.22529 4.11272 6.53102 6.2155 6.17519 5.70428 4.25465 3.96503 8.56789 3.94564 9.22759 4.23787 3.66695 3.62393 4.88218 4.62184 4.54096 5.42823 4.2703
threshold=18.594956516900002 86.09518316945001 15.205355270700002 28.579157549250002 191.74731805145004 16.094962363000004 13.534968349350001 234.58875745590004 236.15709471040003 11.085259005300001 2.9476996444500005 9.1452136764500018 71.053259929650025 191.61296531520003 73.466513400400018 195.72231170465002 22.375171215700004 19.506002767000002 19.973460566700002 367.09662155515008 12.325287978400002 98.752444047600008 16.222050829800004 29.326787846200002 16.455384477450004 22.825270530250005 195.72231170465002 131.42729508740004 22.624947093000003 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=5 -2 3 -3 23 6 7 -1 12 11 -9 -8 15 14 -14 16 17 -7 -6 -20 -11 22 -22 -5 27 26 -26 -4 29 -29
right_child=1 2 24 4 18 8 9 10 -10 20 -12 -13 13 -15 -16 -17 -18 -19 19 -21 21 -23 -24 -25 25 -27 -28 28 -30 -31
leaf_value=-0.002115873621299644 -4.6916412853885093e-06 0.0017718804051637868 0.0025306526773640793 0.00093897280771714972 0.00068425952236200846 0.0012490260478176414 -0.00018249484052843134 0.00092449839588436126 0.0021162136049978375 0.0026461936280199037 -0.0030855887391119151 -0.004766204725716313 -0.0038594672207491539 -0.0037413702888671064 0.0027946495622888385 -0.0041695230028589367 0.0027960588757180178 -0.003839418132201418 -0.0039103901103128419 0.0026072105146057304 0.0030775258485455713 -0.0027260209556024353 0.0004715830013276192 -0.0048475134013968944 0.00023347521951276771 0.002178837918557215 -0.003629037495307217 0.00052501365420168323 0.0023210929586009832 -0.003444513453733328
leaf_weight=23.973503004061058 106.21900138538331 18.123215347528458 41.566764056682587 1.9000704064965237 29.948959846049547 3.9226151867769712 14.860671641305091 20.169786111451689 5.3497999422252169 14.67037722468376 4.0981786702759555 3.0504805222153655 2.8762046629563001 17.378173963166773 4.5796879809349775 4.3109810398891559 7.7716550696641198 4.3740290720015764 7.7165213543921691 3.7827593609690666 11.705506861209868 8.8116907067596895 23.867930770851672 5.0188808925449848 29.718732081353664 14.572155207395552 4.4875759929418555 28.805179387331009 22.440122872591019 3.8687701523303977
leaf_count=784 694 71 201 8 147 103 209 334 38 56 145 41 122 323 23 118 36 220 79 20 44 112 184 64 119 49 46 127 90 26
internal_value=0.000264595 0.000599451 0.000902219 0.000146606 -0.000462385 -0.000341539 8.3895e-07 -0.000927071 -0.00118936 0.000582438 0.000247307 -0.000963155 -0.00158049 -0.00254973 0.00022774 -0.000399377 0.00061212 -0.00143363 4.35971e-06 -0.00176639 0.00105121 0.000524024 0.00132907 -0.00325844 0.00124761 0.000459288 -0.000273254 0.00164535 0.000977658 5.50004e-05
internal_weight=493.94 318.169 211.95 66.4904 48.3672 175.771 125.208 48.2415 50.5631 76.9667 24.268 17.9112 45.2133 24.8341 7.45589 20.3793 16.0683 8.29664 41.4482 11.4993 59.0555 44.3851 35.5734 6.91895 145.459 48.7785 34.2063 96.6808 55.1141 32.6739
internal_count=4633 1741 1047 389 318 2892 1909 1263 983 646 479 250 945 468 145 477 359 323 246 99 396 340 228 72 658 214 165 444 243 153
is_linear=0
shrinkage=0.00354757


Tree=266
num_leaves=31
num_cat=0
split_feature=5 15 18 6 9 15 0 13 3 10 9 10 15 9 7 15 4 7 18 3 5 19 5 7 10 6 9 12 7 18
split_gain=1.55973 2.5104 2.1289 2.04208 1.67712 1.63324 1.56811 1.6137 1.40558 2.67079 4.18802 3.38337 2.60297 2.47839 2.75203 3.74378 2.18857 2.24713 4.45946 2.64088 4.24474 2.21407 2.85234 2.11359 1.96229 1.9396 3.16157 4.42431 4.56861 3.79729
threshold=7.754880527600001 17.480288512750004 16.435318745950003 2.7350639043000005 40.734022239000005 5.1773271655500013 118.55293817840001 81.048947258600009 93.883646373400012 61.917879202350001 187.45330412110005 61.950140699950005 42.968808980200009 185.62570708695003 19.506002767000002 36.548474543700003 376.61861354110005 20.797746106000002 12.816643511250001 103.28787291370001 29.110986871100003 13.351077205700003 29.260164586050003 22.343045670750005 61.928633034850002 14.845346859150002 181.33671263215004 133.01805689090003 23.109894804950002 13.581061237400002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 3 -1 -5 -4 -7 -8 25 12 11 -11 16 14 -13 -16 17 19 -19 -10 -21 22 -22 -20 -12 -2 -27 29 -29 -28
right_child=8 -3 5 4 -6 6 7 -9 9 10 24 13 -14 -15 15 -17 -18 18 23 20 21 -23 -24 -25 -26 26 27 28 -30 -31
leaf_value=0.024491555383937665 -0.00047127217700374343 -0.027980703547131131 0.017472141493992996 -0.028542488233174592 0.021565503764098298 -0.028101415811757534 -0.026939322100943856 0.026638728927474497 0.019752612448570787 -0.04146345353338509 0.0093055306686909839 0.02712652202832562 0.013232306310095018 0.028745477643657667 -0.034099993703332158 0.0066943510029941564 -0.03027087541840633 -0.031279402991743269 0.023187977086604396 -0.029809619062550557 0.030313128946381496 0.014499136784741393 -0.040849090443272146 -0.0092394139093185078 -0.028979800376080209 -0.016359857382401442 0.015337172235555346 -0.0081760177513279728 0.0042090742494366902 0.00099763077556534936
leaf_weight=3.0967891570180637 151.56683879438788 3.3473103856667867 1.0881598190171642 1.2661444405093791 0.75220821052789677 3.5966006775852293 0.70103555615060009 0.91603106865659356 5.8133492516353824 1.253542926628145 1.0775618683546762 1.7879977412521819 9.8391385152935964 2.3587539941072455 2.6977297002449632 3.8676174525171518 1.8856419248040754 4.2624552212655527 2.4653150411322713 2.9337374146562061 0.58077984955161621 6.5979578113183379 1.2636502531822769 3.3486519567668438 7.7308961702510715 5.426552601158618 37.076777376234531 27.620365617796779 88.324527864344418 20.128499280661345
leaf_count=18 1858 233 65 52 9 228 169 14 36 32 8 9 45 9 190 32 61 52 19 165 6 74 67 33 146 35 202 171 477 118
internal_value=0.000739979 -0.00773981 -0.00180543 0.0109338 -0.00986803 -0.0121458 -0.0183274 0.00341141 0.00106108 -0.00268962 -0.0103872 -0.000148084 0.00141161 0.00468669 -0.00210685 -0.0100682 -0.00257807 -0.000662907 -0.0106289 0.00517911 -0.00226814 0.00730255 -0.0184413 0.00451088 -0.0242963 0.00174005 0.00361691 0.00424299 0.0012587 0.0102916
internal_weight=404.673 14.7643 11.417 5.11514 2.01835 6.30183 5.21367 1.61707 389.908 59.7648 20.7741 11.9656 38.9907 10.7121 8.35334 6.56535 29.1515 27.2659 10.0764 17.1895 11.3761 8.44239 1.84443 5.81397 8.80846 330.144 178.577 173.15 115.945 57.2053
internal_count=4633 788 555 79 61 476 411 183 3845 984 426 272 558 240 231 222 513 452 104 348 312 147 73 52 154 2861 1003 968 648 320
is_linear=0
shrinkage=0.0265789


Tree=267
num_leaves=31
num_cat=0
split_feature=16 16 12 13 18 15 13 16 7 0 19 13 17 2 5 18 19 2 12 2 6 6 15 8 5 7 17 17 5 19
split_gain=1.448 2.37585 1.5543 1.51837 1.50594 1.49295 2.20425 2.91194 2.4387 1.80413 1.57352 4.38118 5.80848 4.00442 4.023 3.97001 3.36286 3.11663 6.10838 3.51201 3.08284 3.31689 5.35587 2.69317 2.94054 3.04286 3.96124 4.78826 3.35484 3.10515
threshold=11.864972254500001 10.604975200950003 175.541285848 73.265860971000009 14.693728290050002 46.674706678850008 117.61735474900001 22.534947303500005 23.543468673550006 84.546631286350006 14.351157895250003 115.13321943645001 199.59317753375004 285.01633004880006 20.201591378100002 13.956123578150001 14.551174033150001 89.519014009800017 96.350437043050007 104.39392676985001 16.445384243750002 16.100376182700003 43.376643616500012 8.4434108459500017 21.482549112100006 23.109894804950002 189.44392401325004 193.94976740385002 23.803605515150004 14.551174033150001
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 -1 -4 -5 10 7 -7 9 -8 20 12 -12 14 -13 17 -17 18 -16 -19 21 22 -2 -21 -25 26 -26 -28 -27 -30
right_child=5 -3 3 4 -6 6 8 -9 -10 -11 11 13 -14 -15 15 16 -18 19 -20 23 -22 -23 -24 24 25 28 27 -29 29 -31
leaf_value=-0.023330101769207801 0.00067416490078557622 -0.018241128409098497 -0.024265918485795054 -0.024242304551251977 0.0065977750919948997 0.0073159154720124752 0.0075956886481970782 -0.027092441746480685 0.010861316665279799 -0.026839982057283399 0.0092353202320901023 0.018243456446556922 -0.026399513222682629 0.020709632444419514 0.006229641924038588 -0.032047775711823941 0.0059939766173754926 0.014046431083533534 -0.021620677205204775 0.0073995612988207258 -0.005643483068991588 0.0096473176970852115 -0.036949197332090032 -0.023856990959052551 0.0062988657886843009 0.015857395151538944 -0.039600408133454681 0.0018634362480594339 -0.032182553923553833 0.010295003818334071
leaf_weight=1.4068793923361251 182.37143438309431 5.4667674765223628 1.0576913950499136 0.89189920318312843 10.944623789517207 1.8319906704127777 1.2662352323532089 4.2598762046545744 5.2815647087991238 2.1178202489390969 4.1328585594892484 8.7586312629282457 5.6252896683290601 7.5328059270977965 9.6281460188329238 3.1585374176502219 1.9622444063425062 17.884894400835037 7.1464436426758757 26.82796588446945 40.174937972449698 21.977396816946566 1.9922704277560104 3.0797921344637897 4.9025335460901278 8.291556900367139 3.3166623525321484 2.5782938152551651 1.7609833423048251 1.8255896046757696
leaf_count=205 1968 255 187 46 291 10 6 104 29 44 17 54 51 44 49 42 11 119 48 110 647 112 24 17 24 32 31 14 33 9
internal_value=0.000577816 -0.00544419 -0.000552407 0.00193285 0.00427393 0.000891343 -0.00622513 -0.0167449 0.00117019 -0.013955 0.00117913 0.0033414 -0.0113071 0.00465697 0.00346117 0.0020594 -0.0174705 0.00320572 -0.00563537 0.00531029 0.000140486 0.00126663 0.000267599 0.00233892 -0.00293247 -9.05065e-05 -0.00885912 -0.0214652 0.00788037 -0.0105612
internal_weight=399.455 19.7679 14.3011 12.8942 11.8365 379.687 14.7575 6.09187 8.66562 3.38406 364.929 118.413 9.75815 108.655 101.122 92.3636 5.12078 87.2429 16.7746 70.4683 246.516 206.341 184.364 52.5834 25.7554 22.6756 10.7975 5.89496 11.8781 3.58657
internal_count=4633 984 729 524 337 3649 193 114 79 50 3456 705 68 637 593 539 53 486 97 389 2751 2104 1992 270 160 143 69 45 74 42
is_linear=0
shrinkage=0.0228222


Tree=268
num_leaves=31
num_cat=0
split_feature=5 15 18 6 9 15 0 10 10 15 13 5 7 7 9 15 8 8 5 13 10 2 10 19 8 19 16 13 6 13
split_gain=1.32912 2.28795 1.83098 1.73992 1.45686 1.43679 1.43791 1.35096 1.2825 1.28292 1.94382 1.63554 1.3986 1.32953 1.81322 1.30969 1.48223 1.1679 3.35933 2.65737 3.62394 2.57215 2.84426 2.44983 2.37045 1.91608 1.51501 2.35173 4.01692 4.84109
threshold=7.754880527600001 17.480288512750004 16.435318745950003 2.7350639043000005 40.734022239000005 5.1773271655500013 118.55293817840001 90.679004281900021 54.884872733100003 46.674706678850008 117.56896250265002 25.361845021250002 23.781511574300001 23.209106085000005 211.92060661890002 11.870705757150002 2.5480115570500002 8.8430989333000021 30.133297129900004 117.15225149240001 63.910026677050006 71.708303056200009 66.235542959850008 14.451165964200003 8.7431769115000026 14.651182102100002 22.794946695500006 117.61735474900001 16.535386346650004 117.73026999045001
decision_type=2 2 2 2 2 2 2 2 2 2 2 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 -7 -8 -2 15 -11 12 -12 14 -13 16 -10 24 19 20 -19 -22 -23 -21 25 26 27 -17 -29 -30
right_child=8 -3 5 4 -6 6 7 -9 9 10 11 13 -14 -15 -16 17 -18 18 -20 23 21 22 -24 -25 -26 -27 -28 28 29 -31
leaf_value=0.021345669819102301 -0.025434479890908801 -0.025599454819136898 0.015456291371475006 -0.026081003142395403 0.017804765983111582 -0.025697800370015181 0.023385432291937153 -0.024745361171513748 0.007108397983895883 -0.021731648927293984 -0.029291339770437699 -0.029597485182231965 -0.00069367905375850199 0.015202763930451873 0.014250823490744517 0.0014519941351939629 -0.028593406713104747 0.024768063231836581 0.020343002346680867 -0.00084467279234068935 0.01090551591330071 -0.033595128877204554 -1.7731389927938025e-05 -0.029863266077394989 0.012126921685391973 0.012759999702287297 0.015696103883036529 0.00031673249814313451 -0.04389751956181609 -0.0064884380080792777
leaf_weight=2.923972466029225 1.1062590117799107 3.0454672814812502 1.0117659567622466 1.1422819045837966 0.74648103676736344 3.2324146337341517 0.84924251958727814 0.5897514964453876 1.1189997438341373 3.6282091573812059 1.7751311892643551 1.1532411091029646 2.4013594165444374 4.062825221568346 1.099430665373802 286.47940153791569 1.8274976713582871 2.613956540822989 2.9009794890880576 2.7411471623927346 2.9149082442745549 3.0555171389132738 2.9682862334884703 4.7366020791232586 12.465572729706762 8.4440947249531728 4.1159070357680312 20.051684552803639 3.1235300600528699 6.089873522054404
leaf_count=18 137 233 65 52 9 228 8 175 10 72 37 36 24 19 5 2840 158 9 11 18 17 44 30 58 62 38 18 94 22 86
internal_value=0.000563946 -0.00695724 -0.00154806 0.00953994 -0.00873637 -0.0109378 -0.0166544 0.0036597 0.00083135 0.000907862 -0.00631774 -0.000987498 -0.0128485 0.0068563 -0.00819704 0.00118689 -0.0150348 0.00131867 -0.00414579 -0.00787884 -0.000534241 -0.00793342 -0.0170495 -0.0192258 0.00167036 0.00127333 0.000970086 0.000778124 -0.00581847 -0.0191709
internal_weight=394.416 13.5414 10.4959 4.81274 1.88876 5.68317 4.67141 1.43899 380.874 379.768 14.1202 10.492 4.17649 6.3155 2.25267 365.648 2.9465 362.701 21.9314 19.0304 11.5527 8.93871 6.0238 7.47775 340.77 328.304 319.86 315.744 29.2651 9.2134
internal_count=4633 788 555 79 61 476 411 183 3845 3708 193 121 61 60 41 3515 168 3347 187 176 100 91 74 76 3160 3098 3060 3042 202 108
is_linear=0
shrinkage=0.0244299


Tree=269
num_leaves=31
num_cat=0
split_feature=17 9 6 6 3 2 5 3 3 19 9 9 4 0 5 0 15 5 0 2 15 15 12 16 8 15 6 9 6 13
split_gain=1.22845 1.36526 1.22171 3.85875 2.35689 1.71202 1.69775 2.4316 3.72382 4.35885 4.30845 5.50859 3.76799 2.50205 2.39072 2.78612 2.52549 2.46142 2.23844 3.57778 3.0455 3.84228 3.50809 5.33664 3.09679 2.60244 3.08297 2.35952 2.67418 3.23066
threshold=158.19986339130003 43.730860148300003 13.665319288000001 13.775321858200002 81.355431485500006 189.32640726775003 15.332427622700001 85.589753040950015 84.812788641250009 12.851036860900001 206.50942114985003 214.52351813370004 158.18845385165005 93.843319501450011 17.687678651600006 93.047535894850014 34.969820938750011 18.160071980500003 86.345209775600011 314.93386866815007 32.99104187950001 31.584168001000005 133.59172866980003 22.574947209950004 8.8430989333000021 36.270131511550012 16.375382608200002 66.544071737050004 16.375382608200002 117.39690118230001
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 -2 5 -5 -4 -6 8 10 -10 -8 -12 -11 14 -9 17 -17 -16 19 27 21 24 23 -22 -20 26 -24 -19 29 -29
right_child=2 -3 3 4 6 -7 7 13 9 12 11 -13 -14 -15 15 16 -18 18 20 -21 22 -23 25 -25 -26 -27 -28 28 -30 -31
leaf_value=0.017295466304545946 -0.0017315647041999563 -0.026825065788964531 0.0054895347436835764 -0.027951358399920176 0.019602213340116876 0.024489595989602271 0.0055097593607343056 0.01770756803592179 0.022726014233389009 0.0093486970223096398 -0.028208866784393872 0.0034783630754754318 -0.030401504591899671 0.016608387631883926 -0.024598974339487441 -0.00030824905032974018 -0.030509071144658156 0.013006348983711622 0.00751352948938574 -0.030236697321223034 0.023758284716246032 -0.023990814740736336 0.0017254118066238075 -0.0094094460056605295 -0.019271862743357741 0.0056708243241156732 -0.027596341518868878 -0.0016450708150525964 0.00019506716639013249 -0.032027511756294438
leaf_weight=0.51182324474211727 95.920846293098293 1.7673686932539565 5.1712327003478986 1.6011044681072224 2.7470692992210379 5.5789975523948669 23.118445353582501 4.9665128141641608 1.3644096460193385 1.6608232297003249 6.0160440150648338 6.4151368159800768 7.1984301526099443 6.2802354656159869 2.0292382091283789 3.3130209743976584 2.9729561358690262 7.3393574552610508 10.959792463108899 2.2630797295132643 12.203006103634833 4.3674107864499083 6.1551210694015008 3.5419657081365576 3.1430645547807208 59.135385528206825 3.0271690525114536 4.881510310340671 91.89060672163032 3.3326130083296448
leaf_count=32 1920 218 24 36 9 33 137 18 8 8 79 43 192 29 16 18 29 44 71 83 94 36 30 18 25 301 38 69 929 46
internal_value=0.000496204 -0.0169172 0.000598338 0.00136194 0.000828554 0.0153499 0.000992935 0.000808765 -0.00420165 -0.0168539 -0.000563003 -0.0118566 -0.0229496 0.00179816 0.00138573 0.00101819 -0.0145917 0.00147614 0.00172544 -0.000636337 0.00425247 -0.00449391 0.00617423 0.0162969 0.00154394 0.00384129 -0.00794123 -1.28685e-05 -0.000967396 -0.0139718
internal_weight=390.874 2.27919 388.595 292.674 281.924 10.7502 280.322 277.575 45.7733 10.2237 35.5496 12.4312 8.85925 231.802 225.522 220.555 6.28598 214.269 212.24 109.707 102.533 18.4703 84.0626 15.745 14.1029 68.3177 9.18229 107.444 100.105 8.21412
internal_count=4633 250 4383 2463 2406 57 2370 2361 467 208 259 122 200 1894 1865 1847 47 1800 1784 1171 613 132 481 112 96 369 68 1088 1044 115
is_linear=0
shrinkage=0.0237885


Tree=270
num_leaves=31
num_cat=0
split_feature=16 15 18 12 8 10 19 0 15 7 16 15 10 0 6 5 2 6 5 9 15 18 13 2 3 3 7 16 13 3
split_gain=6.93705 5.07241 5.01315 4.64463 4.81846 5.11741 5.04165 7.44473 4.18961 4.15601 4.38322 4.48023 4.07579 5.22808 4.06698 3.66457 3.1856 3.16436 4.36359 3.99817 3.06433 3.02449 2.91018 3.36353 2.89879 8.51642 5.14116 4.54744 9.71162 6.02214
threshold=18.594956516900002 28.444110612900001 14.032563378150002 206.14208420540004 5.1459841250500009 71.053259929650025 12.651020723000002 103.37390357390002 46.055224235250002 26.296311413900003 17.684958644900004 20.343341900300004 74.927328095600004 95.988709089550014 4.200098134650001 2.7155367820000005 83.777728670400009 9.4652211533500026 17.352342178450005 191.61296531520003 20.268860138950004 16.553048136000005 117.97223122220002 98.91243606750001 85.589753040950015 84.812788641250009 23.960918281000001 19.224955043700003 112.67059178900001 87.684061924550022
decision_type=2 2 2 2 2 2 2 2 2 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 15 -6 7 16 22 12 11 20 13 -5 -14 21 -7 -8 19 -19 -11 -1 24 -24 25 -2 -27 -26 29 -29
right_child=8 2 -4 9 5 6 17 -9 -10 10 -12 -13 14 -15 -16 -17 -18 18 -20 -21 -22 -23 23 -25 27 26 -28 28 -30 -31
leaf_value=0.0036888642376506457 0.0010740580305307324 0.0014925021035083856 -0.0037845403315167289 0.00070232784063087349 0.0034401786661813882 0.0024027158576675578 0.0023784097264444304 -0.0040025578073327088 -0.00099019720677045141 -0.00070818771336383706 0.0036591700164173039 -0.0044407966443380563 -0.00218061654593917 -0.0046573280330983588 0.0023838453993912565 -0.0025600093446769057 8.0750966588534159e-05 0.00099408397251079649 0.0011892897143899121 -0.0043914311258391623 0.0070296263554191904 -0.0039019090279942886 0.00087983794342451414 -0.0025481565071502933 0.0025899927911960628 0.0025635876272896711 -0.0044042243592352431 -0.00047285260668654644 0.001030440462934813 -0.0052333518521885036
leaf_weight=2.489625319838527 20.737348981201652 3.2444083387963465 10.179395556449888 12.926651434507223 4.9960800502449265 11.991439972072838 1.9880527257919336 4.922006180509924 21.07670821249485 15.29534708545544 2.7728286683559409 4.7541033606976262 2.9408753099851337 3.0798643464222542 28.724938635248691 22.99958654330112 24.72247545234859 2.261564768850806 3.405301295220851 11.281598562374709 0.73295986652374345 1.0077116526663301 7.8444189354777318 7.8025541324168444 21.063165202271193 1.7719174325466136 7.8963163942098618 12.926624391227962 193.25994615629315 5.050485845655202
leaf_count=11 95 40 248 142 26 48 16 240 243 459 15 84 102 57 151 767 221 10 20 154 1 80 55 125 107 7 95 62 905 47
internal_value=0.000256147 -0.000324687 -0.00250913 -0.000145111 -0.000693506 -0.000155878 -0.000452485 0.000266783 0.000598942 0.00056372 -0.000706649 -0.00128915 0.00119142 -0.000328941 0.00195993 -0.00202391 0.000839147 -0.00203395 -0.00255152 -0.00349211 -0.000354345 0.00150168 0.000719271 -0.000829573 0.000811521 -0.000261846 -0.00312722 0.000952014 0.000788685 -0.00181027
internal_weight=476.146 176.717 13.4238 163.293 92.0654 65.5685 60.5724 41.6359 299.429 71.2276 23.5552 20.7824 47.6723 16.0065 31.6658 26.4969 36.7139 18.9365 16.9485 13.5432 16.0283 3.49734 278.353 15.647 262.706 30.4056 9.66823 232.3 211.237 17.9771
internal_count=4633 2892 288 2604 1593 735 709 509 1741 1011 559 544 452 199 253 858 269 200 184 164 460 91 1498 180 1318 197 102 1121 1014 109
is_linear=0
shrinkage=0.0036968


Tree=271
num_leaves=31
num_cat=0
split_feature=16 16 17 0 9 9 6 5 5 13 9 8 10 17 15 13 6 18 10 9 7 5 7 5 0 19 10 7 13 15
split_gain=6.8048 4.70093 6.4549 5.43115 7.26862 5.89844 4.48487 4.4971 4.0063 5.2299 3.85763 9.06159 7.01191 6.33415 3.73114 3.59193 3.92726 2.93306 3.7901 2.76996 2.68845 5.06871 2.686 2.45985 3.61672 3.14289 2.53369 2.26676 2.2322 2.82319
threshold=18.594956516900002 16.094962363000004 236.15709471040003 102.65877371115 95.611857730950007 58.084576609100004 14.355335410100002 12.306951632950001 13.252098438300001 104.04332964835001 191.61296531520003 5.1459841250500009 71.053259929650025 191.75825325995004 46.055224235250002 118.84598011460001 19.835463452400003 17.108018746400003 81.339300736700025 31.965063082700002 22.375171215700004 9.1899936892500005 17.566486459500002 24.367802910700004 86.692020874450009 14.351157895250003 58.309968391300011 19.250086031950001 75.758061657900015 6.8054746905500005
decision_type=2 2 2 2 2 2 2 2 2 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 6 5 28 7 19 -9 17 11 20 13 -12 15 -2 22 18 -10 -1 -3 -22 -17 -16 25 -25 -27 -8 -5 -30
right_child=14 2 -4 4 -6 -7 27 8 9 -11 12 -13 -14 -15 23 16 -18 -19 -20 -21 21 -23 -24 24 -26 26 -28 -29 29 -31
leaf_value=0.0020875525043606144 0.00073345737636638768 -0.0030219583155456082 0.0021163435122581722 -0.0036241893142229505 -0.0029134559033499592 0.0036116602888576115 0.0011248503780154082 0.0031721984487532184 0.00010281935392565749 0.0022282245559933733 0.0030204769528943123 0.0028596476577888272 -0.0035759841173617327 -0.0039840277144720139 -0.0033881402595408137 0.0016346186186669165 0.0009142499635691766 0.0026673021353499121 -0.003850898417245932 -0.004075889524397712 -0.0036491616945365847 0.0034039576268762115 -0.0040201705987832166 0.0012183076672409325 0.0031543507220561985 0.0025082245206553772 -0.0025846038262248142 -0.0034057754932970519 0.0034292266965136645 -0.00065405557113411685
leaf_weight=1.1134155206382264 263.85567434690893 9.6765071027912217 6.0912079419940701 2.5182762299664381 14.130286716390399 4.4872485511004916 1.7355158645659674 8.3624646998941881 40.798571126535535 18.303692851215601 4.1598825431428876 6.3212296441197386 18.167456300929189 2.2941925637423992 3.5068746102042523 1.1802644487470368 5.5667847618460655 4.626067951321601 2.9798767305910578 3.3418421056121588 2.1949489237740627 2.4919580407440662 5.2046596379950643 5.218758397735658 2.9300351925194255 1.2687155753374089 9.4729917375370842 4.6637256224639714 2.144305024296048 20.294496098998934
leaf_count=11 1359 378 38 199 470 17 17 28 302 67 39 20 323 65 44 10 29 18 107 68 109 11 100 43 9 5 142 148 10 447
internal_value=0.000229241 -0.000288613 -0.0011546 5.50903e-05 -0.000918165 3.93722e-05 0.00054865 0.000767979 0.000964037 0.000687225 -0.00159436 -0.00051694 -0.00249951 0.000530626 0.000543381 0.000651259 -0.00116342 0.000104511 -0.000166299 -0.00253558 -0.00200295 0.000100876 -0.00297487 -0.000785051 -0.000301808 -0.000936292 -0.00198308 -0.00217704 -0.00060292 -0.000263847
internal_weight=479.102 180.897 51.3974 129.5 43.5746 29.4443 85.9252 79.5259 75.0707 66.7082 45.3062 20.6846 24.6215 6.45408 298.205 275.807 11.9517 48.4045 43.7784 4.45526 14.3634 4.68691 6.38492 22.3974 18.8905 15.9605 10.7417 6.39924 24.9571 22.4388
internal_count=4633 2892 983 1909 1143 673 766 601 522 494 945 518 427 104 1741 1498 139 427 409 79 498 120 110 243 199 190 147 165 656 457
is_linear=0
shrinkage=0.00338432


Tree=272
num_leaves=31
num_cat=0
split_feature=16 15 13 16 17 16 12 15 8 10 9 9 7 18 7 6 2 6 6 0 7 10 8 5 5 5 0 16 5 5
split_gain=7.33439 4.25521 3.99837 3.90733 6.20519 4.98624 4.93952 4.53275 4.47728 4.15506 6.45572 6.64075 6.32249 4.69079 4.44912 3.86006 5.2015 4.28218 3.87642 5.85179 3.81441 3.70989 4.0289 3.57057 3.43154 3.09476 4.08758 3.25488 4.51023 3.06493
threshold=18.594956516900002 46.055224235250002 118.84598011460001 16.094962363000004 236.15709471040003 13.534968349350001 234.58875745590004 26.384523135650003 2.9476996444500005 71.053259929650025 191.61296531520003 73.466513400400018 22.375171215700004 14.804191144800003 19.506002767000002 11.085259005300001 186.79363985910004 9.1452136764500018 12.255286342800002 98.230883170350012 21.350715310200005 82.299080289250014 1.7486353823000003 28.543718473100004 11.188452238700002 24.367802910700004 86.692020874450009 23.044946110900003 24.458659404000002 16.222050829800004
decision_type=2 2 2 2 2 2 2 2 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 9 6 -1 15 20 12 11 -11 14 -14 -5 17 18 24 -17 29 -8 -22 -23 -4 -7 -3 27 28 -27 -20
right_child=1 25 23 4 -6 7 8 -9 -10 10 -12 -13 13 -15 -16 16 -18 -19 19 -21 21 22 -24 -25 -26 26 -28 -29 -30 -31
leaf_value=-0.0017574254972195127 0.00069901415315959164 -0.0034151023646877593 -0.0030642750908434551 0.00066551785565601416 0.0019632323200294679 -0.00095691379531725226 0.003048321932740689 -0.0033548415439423386 -0.0027056440936343473 -0.0034447912295616986 -0.0033337992655400285 0.0025284323618683002 0.0028060651161868838 -0.0025003610300462615 -0.0035715309433905105 0.0021807693086824537 0.0024211620533666485 -0.0045401826607794201 0.0024150848648322068 -0.0027580796725873431 -0.0027001384257247241 -0.0005285473080092368 0.0032186181444750434 0.00037352082502762739 0.0023419593803861386 0.0024377274577910943 0.0030193093034918028 0.0022964403699750713 -0.0022571775707320072 -0.00012149884243617152
leaf_weight=25.400785012636334 271.59885599929839 3.7159659806638983 5.4185503423213941 3.9208708819933253 6.1095394659787408 11.144164854660632 5.5635654814541402 2.9375936537981024 4.4039546288549891 3.1098310369998243 17.663761552423239 4.6313079381361604 7.0903846696019155 2.1763861486688256 6.7287553427740932 9.3036002144217473 18.616479683667421 2.4262626059353343 6.6089772284030976 6.7089745476841918 3.8404411692172316 7.7425197777338308 4.5560591686517 6.8227017400786281 4.3952027633786193 2.4568748846650186 3.1744070947170249 2.7170220613479605 12.21341563016176 17.035410357173532
leaf_count=784 1359 44 82 121 38 181 22 41 145 122 323 23 26 65 265 34 84 31 19 85 61 228 23 57 25 17 9 10 163 146
internal_value=0.000213372 0.000510684 0.000619348 -0.000289648 -0.00102787 8.78899e-07 -0.000764819 0.000498993 0.000200954 -0.00143108 -0.0022787 0.000128822 -0.000349873 0.0015598 -0.00201158 0.000647487 0.0010425 -0.000633782 0.000395305 -0.000151958 0.000790769 1.25289e-05 0.000859606 -0.00114821 -2.38503e-05 -0.000759754 -0.000279873 -0.000882205 -0.00147091 0.000587516
internal_weight=490.233 308.118 283.84 182.115 51.4308 130.684 51.5073 79.1767 26.1065 45.3213 25.4049 7.74114 19.9164 9.26677 10.6496 76.2391 58.2734 17.9656 39.657 30.3534 21.7026 16.139 12.2986 12.2413 15.5394 24.2777 20.5617 17.3873 14.6703 23.6444
internal_count=4633 1741 1498 2892 983 1909 1263 646 479 945 468 145 477 91 386 605 368 237 284 250 334 312 251 139 206 243 199 190 180 165
is_linear=0
shrinkage=0.00316168


Tree=273
num_leaves=31
num_cat=0
split_feature=19 16 15 10 7 17 15 9 13 5 16 13 16 19 18 7 12 12 12 4 8 9 17 8 7 8 4 16 10 0
split_gain=1.26904 1.15763 1.13977 1.23504 1.20224 1.4763 2.1163 1.88682 1.23918 5.14222 1.8756 3.76714 2.91867 1.52136 1.48451 1.45645 1.18579 1.93828 3.24925 3.85578 3.09354 3.56896 2.63169 3.69036 2.45982 2.05227 1.99628 3.61647 3.45445 5.91984
threshold=9.8507947922000021 8.3649804390000018 52.561095883800007 54.884872733100003 17.817961733300006 162.04221493815001 34.969820938750011 43.730860148300003 118.84598011460001 30.133297129900004 22.834946602000002 117.97223122220002 22.764946765650006 14.651182102100002 13.431207332600001 19.250086031950001 58.770113158150004 91.208648993800026 96.720516239650024 160.20223982390002 8.9430209551500024 226.58992707320002 183.32030055335002 8.2435668022500028 22.995234593000003 8.4434108459500017 240.79927845295001 22.674946976100003 71.053259929650025 95.988709089550014
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 3 -2 -5 6 7 -6 10 15 11 12 13 16 -15 -10 -7 22 -19 -20 26 -22 24 -24 -18 -25 28 -28 -21 -30
right_child=2 -3 -4 4 5 8 -8 -9 9 -11 -12 -13 -14 14 -16 -17 17 18 19 20 21 -23 23 25 -26 -27 27 -29 29 -31
leaf_value=-0.025644931728513568 -0.025109253439014229 0.0029603486226961817 -0.01840492794213076 0.020190404845506472 0.028649885970237928 0.017928499749032916 0.031269741325475713 -0.027818559185464546 0.0023845220381299962 0.015736277215846639 0.01796117784889921 -0.027141771654119403 0.027464015280348524 0.022117378201002808 0.0032217865042859055 -0.030058581479975297 -0.014735325371841718 0.012528433226548303 -0.026958113130316628 0.0059392391540789569 -0.0306663285464778 0.010415262555218848 -0.032441768776953817 0.0051882296327387493 0.012477571381610845 -0.016936232657303076 -0.0013273443729746742 0.013327666509051143 -0.027361747398604797 0.0010495887652994468
leaf_weight=2.0320798474131148 1.067607732489704 1.3856085429433731 1.8060101713053871 1.8687356831505884 0.39049980044364918 2.3203109428286544 0.51788008213043202 2.9303145899903029 1.0083758700638989 3.1651542950421572 3.8211063370108596 2.7557677272707215 2.443520098924636 3.7949771564453822 6.6885734256356955 4.0108680846169591 2.8138406155630964 13.858177058631552 2.9312977790832511 92.218201134353876 3.7042951611801973 1.844715556129813 3.9687171340920022 5.3661353290081006 6.1883168993517756 4.4797405414283276 168.49304352828767 10.411770403385161 4.962353666080161 30.640414527151734
leaf_count=329 137 58 49 15 1 9 1 153 28 17 16 36 9 16 36 72 33 117 20 633 50 16 78 25 38 47 2010 68 166 350
internal_value=0.000593078 -0.0140477 0.000721225 0.000810099 0.000881492 0.000787946 -0.0141025 -0.0211783 0.000937623 -0.0083511 0.00114105 0.000967291 0.00117829 0.00100216 0.0100619 -0.0235407 0.000734015 0.000620634 0.00109224 0.000589447 0.000848034 -0.0170091 -0.00618095 -0.0127967 0.00397153 -0.0048781 0.00117109 -0.000474463 0.00347429 -0.00291042
internal_weight=393.888 3.41769 390.471 388.665 387.597 385.728 3.83869 3.32081 381.89 8.1844 373.705 369.884 367.128 364.685 10.4836 5.01924 354.201 351.881 329.064 315.206 312.275 5.54901 22.8168 13.8146 9.00216 9.84588 306.726 178.905 127.821 35.6028
internal_count=4633 387 4246 4197 4060 4045 155 154 3890 117 3773 3757 3721 3712 52 100 3660 3651 3430 3313 3293 66 221 150 71 72 3227 2078 1149 516
is_linear=0
shrinkage=0.0241316


Tree=274
num_leaves=31
num_cat=0
split_feature=5 9 17 17 17 13 6 6 7 18 0 5 8 6 8 18 6 16 16 6 18 16 7 7 9 5 3 16 17 13
split_gain=1.13752 1.51422 1.70526 2.23709 2.53711 1.47881 2.11758 1.76949 2.79404 2.17195 1.65828 1.16507 2.54693 2.05496 3.57291 3.53997 2.7619 1.95553 2.33031 1.92908 1.77833 1.67548 2.14075 1.83891 2.40578 1.63379 2.21922 2.10074 1.55231 2.08889
threshold=10.726864994700001 182.80199813410005 218.22336811130003 201.39543491635001 201.00900942685004 105.63489686155002 5.4301268740500008 5.0851188130000002 25.662597900150004 16.435318745950003 118.55293817840001 13.252098438300001 8.0437227585500022 13.005303866850001 7.7439566930000003 13.602243858600003 11.215262042800001 12.644970430600003 15.184964490950003 6.355148487000001 13.023955459300002 11.864972254500001 20.253927392100007 25.169498800150006 202.86134752310002 15.735558026000001 80.785478361850011 14.969964993700001 240.41195881570002 100.61016861575001
decision_type=2 2 2 2 2 2 2 2 2 2 2 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 8 -1 -10 -11 12 17 14 15 20 -16 19 -19 -2 -13 22 -17 -23 -25 27 -27 -15 29 -20
right_child=11 -3 -4 -5 -6 -7 -8 -9 9 10 -12 13 -14 25 16 21 -18 18 28 -21 -22 23 -24 24 -26 26 -28 -29 -30 -31
leaf_value=-0.030580428582235284 0.035323893087298136 -0.030078654075113998 0.016651003009095486 -0.030030138428288628 0.03114550287252793 0.033548122641824524 -0.03275560232326169 0.016722907392161406 0.017324989711119003 -0.030104588749687352 0.012958305662086873 0.0038890752900904609 -0.02586136714172356 -0.0034647566456858657 -0.0014207214363111541 0.028867429253285889 -0.025915510945944634 0.023739632398477283 0.014720195154131368 -0.031899499533652342 -0.036786003329508862 0.017200807118412941 -0.018226028941900434 -0.024229824142173118 0.018553611418174042 -0.024074955657177349 0.0012791595655233497 0.021729626985909526 0.02083594709082269 -0.021198780001988344
leaf_weight=3.2787988567724913 0.45368894934654846 1.8567761975573365 3.056868973770178 2.7895391953643403 1.6612773425877083 0.73749408125877458 2.3654081458225855 2.8110728049650779 3.4714635955169797 2.1169354342855518 1.1161501808674072 1.3163533248007326 1.7023600111715484 4.3925653072074038 6.2802247824147335 0.99617449566722172 9.3822785331867617 9.0015508551150578 2.2802689904347044 1.5101179571356622 2.6406674534082413 10.938789090141652 3.7908527131658047 2.3657266004011026 1.9674859456717966 2.8491678414866319 289.44246144720819 7.0391009114682674 2.571831226348877 3.1526630930602551
leaf_count=229 1 226 62 213 10 2 60 28 43 137 121 12 29 38 53 5 169 54 18 89 43 69 132 32 16 53 2588 44 21 36
internal_value=0.0006371 -0.00522916 -0.00325779 -0.00624866 -0.00247048 -0.00598337 -0.0079065 -0.00331244 -0.00895392 0.00162233 -0.0152381 0.00104414 0.00763537 0.000647352 -0.00547111 0.00145667 -0.0160938 0.0106413 0.0137604 -0.0163692 -0.0232549 0.00633149 -0.00842594 0.0109572 -0.0048041 0.00144667 0.00103202 0.0120488 0.00253848 -0.00612314
internal_weight=389.336 25.2618 23.405 20.3481 17.5586 15.8973 15.1598 12.7944 9.98335 6.70455 3.23309 364.074 20.6725 343.402 39.6786 24.016 15.6625 18.9701 17.0063 1.96381 3.95702 20.059 4.78703 15.272 4.33321 303.723 292.292 11.4317 8.00476 5.43293
internal_count=4633 1131 905 843 630 620 618 558 530 301 258 3502 248 3254 531 309 222 219 129 90 55 254 137 117 48 2723 2641 82 75 54
is_linear=0
shrinkage=0.0285878


Tree=275
num_leaves=31
num_cat=0
split_feature=16 6 0 18 16 9 2 9 5 17 15 18 13 2 5 12 5 7 5 10 16 17 0 2 8 18 6 9 4 13
split_gain=7.66469 5.1582 4.96197 4.10853 6.9757 6.36884 4.33292 4.87153 3.97734 6.12196 3.90999 5.73581 4.27037 4.32459 5.9339 4.32197 6.51462 4.11605 5.25525 4.8301 4.79692 5.64344 4.46896 3.80741 3.71585 3.51856 3.33465 4.80561 3.76027 3.47421
threshold=18.594956516900002 15.635365317800002 86.09518316945001 13.829007611650001 22.634947069650003 196.40176798710004 100.92170827030002 194.29956510785004 18.128874633450007 196.21449749970003 28.444110612900001 14.032563378150002 95.937628385050019 185.00267682035005 12.306951632950001 216.20511703005005 2.7155367820000005 22.375171215700004 23.286780469550006 71.053259929650025 16.094962363000004 238.05090660085003 103.37390357390002 103.92649527695001 8.7431769115000026 16.553048136000005 16.375382608200002 194.03220695150003 248.32992249220004 117.53132408880002
decision_type=2 2 2 2 2 2 2 2 2 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 26 23 5 6 7 -5 -7 -10 12 -12 15 17 -15 16 25 18 -14 -19 22 -22 -21 24 -4 -1 27 -2 29 -28
right_child=2 -3 3 4 -6 8 -8 -9 9 -11 11 -13 13 14 -16 -17 -18 19 -20 20 21 -23 -24 -25 -26 -27 28 -29 -30 -31
leaf_value=0.0035376931964430001 -0.0044469145210892106 -0.0028910828093449597 0.0027157814652769598 0.0019364624301165976 0.0027088117321887174 0.0016828393565479572 -0.0041089092896448316 -0.0032489377172757916 -0.004091974195946502 0.00027263477265429938 0.0019755545183837153 -0.0033914225934357791 -0.0039395807000479396 -0.003935116226903102 0.0014588999692578242 -0.00019342636112818108 -0.0036292706379191506 0.0032735245766221223 0.0020341768742819901 0.00060836290457388399 -0.0028048929993639581 0.0042972847897498169 -0.0037903002714863849 0.00085539789050517799 -0.00016861330883151846 -0.0035733881472765896 0.0022266316369440177 0.0012639018572199547 -0.00074064177449473419 0.0002175868633174011
leaf_weight=2.6821222119033332 4.4029651386663309 8.4678730401210469 29.286740764975548 4.5593427903950197 12.740087181329725 21.068107895553112 6.2464684545993796 3.7314449027180672 3.9139911346137515 51.965800294652581 3.0068323984742156 9.0244710547849518 6.4210239602252823 2.4525868371129027 39.711993237957358 30.69009912153706 11.612033193930982 4.9577658399939528 2.2532562240958214 41.689347022213042 11.316716334316878 1.4269835054874409 2.7912128865718833 67.656371261924505 6.1148111000657073 1.1160080018453298 12.245232693850992 2.6876568160951138 36.657729844562709 47.823293890804052
leaf_count=10 39 371 151 17 59 83 67 31 32 310 18 248 154 75 244 609 507 15 14 299 185 3 55 271 26 85 48 17 327 263
internal_value=0.000226445 -0.000327089 0.00054604 0.000846834 0.000375687 5.07795e-05 -0.00199215 -0.000397337 0.000436737 -3.30758e-05 -0.000200234 -0.00205012 -6.03618e-05 0.000291752 0.00114515 -0.000923615 -0.00237782 -0.000216079 -0.00238782 8.6875e-05 -0.000189208 -0.00200962 0.000332341 0.00132332 0.00221757 0.00144824 -5.45343e-05 -0.00228226 0.000108772 0.000627139
internal_weight=490.72 179.62 311.1 207.283 104.225 91.4852 14.5373 8.29079 76.9479 55.8798 171.152 12.0313 159.121 113.021 42.1646 46.1003 15.4102 70.8563 8.67428 62.182 57.2243 12.7437 44.4806 103.058 35.4016 3.79813 103.817 7.09062 96.7263 60.0685
internal_count=4633 2892 1741 1047 599 540 115 48 425 342 2521 266 2255 1044 319 1211 602 725 168 557 542 188 354 448 177 95 694 56 638 311
is_linear=0
shrinkage=0.00336544


Tree=276
num_leaves=31
num_cat=0
split_feature=17 17 15 12 5 4 18 12 17 10 10 17 17 4 12 8 8 0 16 3 12 15 5 16 7 8 7 7 3 7
split_gain=1.1672 1.99196 1.88259 2.7477 2.12512 1.81983 1.84142 1.71497 2.75697 2.08505 2.47319 1.86286 4.96971 5.67523 5.11492 2.6339 3.4741 3.66304 2.26894 2.148 2.14778 1.86666 2.92695 3.1398 2.65297 2.60968 1.94794 5.17174 3.37334 2.18064
threshold=168.62011096010002 174.47088669260003 26.912781836550003 245.75615448465001 13.713273242250002 330.20885572415006 14.170404054850001 66.834523482800009 179.88087463185005 68.846035804500005 67.031326566450005 182.37451917730002 183.32030055335002 159.20292939725002 77.955876436550014 8.8430989333000021 9.5425530862500008 87.028078140750011 22.724946859200003 94.383699585650007 82.088033630950022 46.055224235250002 24.367802910700004 22.564947233300003 23.543468673550006 8.7431769115000026 22.721067571950005 22.502236473750006 93.932038619750017 22.929105819350003
decision_type=2 2 2 2 2 2 2 2 2 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 -3 9 10 -9 -10 13 -13 -14 18 17 -17 20 -20 -16 25 -23 -24 -25 26 27 28 -22 -28
right_child=1 7 -4 5 -6 6 -8 8 11 -11 -12 12 14 -15 15 16 -18 -19 19 -21 21 22 23 24 -26 -27 29 -29 -30 -31
leaf_value=0.0028110241469762407 0.008244945093274815 0.01727325718877086 0.0065129955269150122 0.029703438313026451 -0.022938494180040431 -0.023446084784881846 0.014127851023418292 -0.011151445418057519 0.0095046686459070474 -0.023942960698802782 0.021292581385565501 0.0092458603581474542 -0.040630706168768536 -0.040501005303307198 -0.027247245617952932 -0.031619862627015403 0.014788431305704786 -0.0024917218755759409 0.023107164189100513 3.3042215097421448e-05 0.0020022053116415112 -0.031262048796672506 0.019879128002486212 -0.027560449030586971 -7.3707840197315209e-05 0.014645921349780169 -0.0090642924484421582 0.015513400830855322 -0.025078734056384673 0.00090132889926651104
leaf_weight=2.4867909051245096 20.181859681149945 3.5054040998220435 5.8496427626814684 1.3457509144209314 7.7073047453304753 1.4849614208796995 1.5783569092163814 5.6353764450177533 13.403925365069879 4.6045263687847182 1.824506410397589 2.1413659267127505 1.7468458171933878 3.6183502469211817 1.5696918182075013 4.8073534835129959 2.6663170270621768 5.3522172728553414 5.3872427791357023 4.2209156230092049 19.556891642743725 2.477504330687224 2.8468454927206031 3.0826115657109749 6.2083391584455967 8.7245442867279035 13.726643450092523 18.526549112983048 3.1300959951477116 208.87679417454638
leaf_count=135 270 15 68 4 420 33 57 145 102 117 15 11 32 58 18 62 15 37 23 30 165 43 14 96 60 38 81 106 42 2321
internal_value=0.000534393 0.00084753 -0.00509706 -0.00974774 -0.016657 0.00622709 -0.00408633 0.000418082 0.000246393 -0.011127 -0.00321642 0.000659596 0.000287551 -0.022006 0.000697909 0.000929927 -0.00981713 -0.0162747 0.00139196 0.0129706 0.00100665 0.0011611 -0.00727148 -0.00237464 -0.00919344 0.0016133 0.00118231 0.00601909 -0.00173412 0.000286808
internal_weight=388.276 367.823 20.4528 14.6032 10.1941 4.40907 3.06332 347.641 344.135 12.0644 7.45988 332.071 318.667 5.75972 312.907 311.161 12.8259 10.1596 298.335 9.60816 288.727 287.157 14.6153 12.1378 9.29095 272.542 263.817 41.2135 22.687 222.603
internal_count=4633 3916 717 649 555 94 90 3646 3631 277 160 3354 3252 69 3183 3151 114 99 3037 53 2984 2966 213 170 156 2753 2715 313 207 2402
is_linear=0
shrinkage=0.02422


Tree=277
num_leaves=31
num_cat=0
split_feature=5 5 13 16 13 2 15 0 7 13 15 3 15 17 15 7 18 5 18 16 9 19 6 15 2 4 12 6 2 4
split_gain=1.16471 2.04564 1.971 3.72192 2.34927 2.65984 2.15702 2.12648 2.04898 1.88305 1.82453 1.80854 2.35803 1.78155 1.74312 1.69792 1.68239 1.67065 1.84501 1.71247 5.85697 2.39017 2.3636 3.21403 3.02727 3.28598 2.18764 2.18511 2.57418 2.46389
threshold=12.306951632950001 13.252098438300001 92.792132372400019 16.024962526700005 92.146902421150017 203.29256851545003 23.457191196800004 106.56510337475001 27.973342028250006 101.03763345850001 26.384523135650003 76.822691077550004 23.884857921950005 192.64609805285002 6.8054746905500005 27.014969757650004 18.486194703750005 13.477720021600001 16.922055371600006 14.464966174600002 66.544071737050004 11.850956171350001 13.005303866850001 23.884857921950005 185.00267682035005 413.26827283620008 219.88098848225005 13.825323026450002 184.20633225945002 199.85350004790004
decision_type=2 2 2 2 2 2 2 2 2 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 4 -4 5 14 -5 -7 13 11 -8 12 -2 -9 -1 17 -10 -3 19 20 26 -21 23 -23 -25 -26 -19 28 29 -24
right_child=1 15 3 6 -6 7 10 8 16 -11 -12 -13 -14 -15 -16 -17 -18 18 -20 21 -22 22 27 24 25 -27 -28 -29 -30 -31
leaf_value=0.018111937346901336 -0.023494613571554912 -0.017517486517516313 -0.024392686803265881 0.011701062886592313 0.016756136060676309 -0.022580281485444071 -0.024087515600506471 -0.0078703883676456768 0.0082152543050179154 -0.0050178106884933441 0.0048626443933045931 0.018586505731052378 0.020176429432178747 0.019955540074269043 -0.022086699783799582 -0.0114495921674009 -0.022004854106405861 -0.011567843080580297 0.014944732871341853 0.015501253838164216 -0.018669559764308626 -0.024483947211520137 0.010333381245081805 0.0088770218079544296 -0.028540769792062434 0.0080473805015593806 0.011190583103151292 0.00063101404551129834 0.015728623168496013 -0.010052031144608054
leaf_weight=0.56183859740850195 1.201091128867118 2.2792687714099875 4.9568404094316048 3.4628361023496836 3.4340976155363014 1.3007315983995784 2.2244650756474589 1.3371281294384951 1.6647923960117625 3.2589768432080737 1.7721890164539216 7.6309145949780941 1.0499012582004068 4.7318484149873257 3.757584330975078 5.3438384998589745 1.6739897669758645 2.5760698865633476 4.1084664557129136 5.0433738222345701 8.5180316632613522 3.8095166236162177 5.6547986026853341 5.6497738398611528 2.852957908064127 1.8227320369333027 7.4431123472750187 270.25010642909911 9.7909940984100086 5.1175986528396606
leaf_count=33 37 27 148 53 42 71 101 52 50 28 34 40 7 35 402 86 246 60 28 45 299 65 31 41 43 14 49 2345 79 42
internal_value=0.000426155 0.00077255 -0.00353833 -0.0100961 0.000871971 -0.00275779 -0.000595945 0.00292971 0.00645676 0.00901334 -0.0112505 0.0136407 -0.00312569 0.0138249 -0.016858 0.000454291 -0.00693642 0.000644226 0.000768672 0.000591391 -0.00569313 0.000967199 0.000726828 -0.00777336 -0.00160809 -0.0142775 0.00533908 0.00113998 0.00782895 0.000648967
internal_weight=384.28 353.402 30.8783 12.4163 18.462 15.0279 7.45949 10.7085 9.40776 13.1409 3.99665 9.88191 2.25099 6.06898 4.31942 340.261 3.33878 334.917 332.638 328.529 18.5372 309.992 304.948 14.135 10.3255 4.67569 10.0192 290.813 20.5634 10.7724
internal_count=4633 3366 1267 336 931 889 188 454 383 112 135 84 44 87 435 3254 296 3168 3141 3113 408 2705 2660 163 98 57 109 2497 152 73
is_linear=0
shrinkage=0.021286


Tree=278
num_leaves=31
num_cat=0
split_feature=16 15 15 12 8 10 19 9 10 18 8 0 18 9 13 7 3 16 0 13 8 0 4 6 10 0 8 17 6 10
split_gain=7.50502 4.05987 4.1605 4.29876 4.36761 4.4902 4.22524 6.8 5.0552 4.1379 4.12649 3.97361 4.39088 6.83697 4.11462 6.26787 3.78444 3.6507 3.98937 5.15707 5.06949 4.23145 3.54745 4.29038 3.61648 6.61095 3.75088 4.27435 3.34393 3.24092
threshold=18.594956516900002 28.444110612900001 28.298162031900002 206.14208420540004 5.1459841250500009 83.602982482550019 12.651020723000002 187.24995708280002 71.053259929650025 14.032563378150002 1.3489472949000001 86.09518316945001 13.829007611650001 196.40176798710004 109.58961877145002 23.822419043000004 85.113895951850012 22.654947022900004 96.631250582750013 109.34496908160001 8.0437227585500022 89.711159354950013 195.04069921150003 16.455384477450004 62.025417527550012 86.393602021950016 8.4434108459500017 190.03457182425004 16.565387047600002 64.294476189700006
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 3 4 -1 6 -6 -8 -9 16 -5 -2 22 14 -14 -16 -3 18 19 20 -15 28 23 -13 -24 -26 -27 -28 -21 -23
right_child=11 9 -4 10 5 -7 7 8 -10 -11 -12 12 13 17 15 -17 -18 -19 -20 21 -22 29 24 -25 25 26 27 -29 -30 -31
leaf_value=-0.0017202369132950038 2.9674482919903239e-06 0.0041523040765106866 0.0040408409945031764 -0.0015962334698878945 0.00062674973888053966 -0.0034203009998678693 0.0031926761178847889 0.0023395980777101413 -0.0024470182261287199 -0.00307205752066169 0.00062956467229259431 0.0027347367963891783 -0.004027020754148904 0.0015249039040012898 -0.0026090647253353264 0.0021407808533870812 -0.0023861892950352804 0.0026752384485498981 0.0021246268351964659 -0.0012480906285023126 -0.0035531212984469479 0.0032192670474177417 0.0017276687128257675 0.00048956474794439094 -0.0028317418920928992 0.0014144433312472482 0.0015183227299175766 -0.0025357044163081544 0.0018926131517523453 0.00072379843513640239
leaf_weight=27.267076298128814 98.84465470071882 1.7708323784172528 2.2970133749768129 9.3912244327366334 38.114992327056825 4.047781885135918 3.1176708936691311 2.5064255297184017 16.354217167943716 9.3589730011299235 64.932004516944289 25.317414574325085 4.7509722970426074 2.77148864045739 6.2763278000056726 4.8522280901670456 1.7177875544875858 8.0041066929697973 12.008708976209162 17.011550381779674 6.4278408549726009 6.0641568154096595 24.870965231209993 12.534741446375845 6.0052609108388415 24.208211496472359 4.4211784899234754 6.0913381278514862 4.1548262462019911 33.149900838732719
leaf_count=857 694 4 7 352 290 229 8 20 184 248 657 136 56 14 43 19 36 41 36 115 71 26 86 50 35 90 17 34 15 163
internal_value=0.00022325 -0.000284119 -0.000154099 -0.000212241 -0.000668028 -0.000220723 -5.20464e-06 -0.00110115 -0.00181092 -0.00198459 0.000348321 0.000521434 0.000766731 0.000316119 -0.00158191 -0.000538056 0.000932767 0.000652529 0.000454095 0.000165779 -0.00202326 0.000499293 0.00122615 0.00199125 0.000784663 0.000208779 0.000734664 -0.000830729 -0.00063159 0.0011097
internal_weight=488.642 180.876 168.028 165.731 91.4082 64.1411 60.0933 21.9783 18.8606 12.8476 74.3232 307.766 208.921 105.472 15.8795 11.1286 3.48862 89.5926 81.5885 69.5798 9.19933 60.3804 103.449 37.8522 65.597 40.726 34.7207 10.5125 21.1664 39.2141
internal_count=4633 2892 2604 2597 1588 731 502 212 204 288 1009 1741 1047 599 118 62 40 481 440 404 85 319 448 186 262 176 141 51 130 189
is_linear=0
shrinkage=0.00313851


Tree=279
num_leaves=31
num_cat=0
split_feature=13 12 5 18 2 10 10 0 9 17 16 18 15 18 18 7 14 3 8 9 0 10 13 3 18 18 7 16 2 2
split_gain=1.09677 2.62214 3.56726 1.81958 2.63981 2.14766 1.74606 2.66617 2.87222 2.01615 2.90553 3.64659 1.80385 1.81808 1.56567 2.63548 2.49345 3.11786 2.00902 2.04453 1.40228 3.92296 3.39304 2.83873 2.27503 2.14149 2.69092 3.04787 6.56903 2.57533
threshold=95.937628385050019 216.20511703005005 2.7155367820000005 17.327266398450003 263.5517324101001 81.573196594050017 81.011308844800013 98.51854819030001 191.61296531520003 199.59317753375004 14.464966174600002 15.589604336850003 21.881081380950004 15.265416824250002 14.693728290050002 21.698399695800003 316.16904661820007 70.136495707100025 2.6479335789000005 43.163935383200005 96.631250582750013 70.182199495350019 98.050756475600011 84.812788641250009 14.122113655700002 14.349689277800001 24.374195395050005 18.764956119400004 299.87877751875004 325.13486840910008
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 -1 5 -5 6 7 20 12 10 -10 -12 -9 -14 -3 -16 -17 18 19 -18 21 25 -23 -24 -25 29 -27 -28 -29 -2
right_child=3 14 -4 4 -6 -7 -8 8 9 -11 11 -13 13 -15 15 16 17 -19 -20 -21 -22 22 23 24 -26 26 27 28 -30 -31
leaf_value=0.010933496322642846 0.0009560405006865943 -0.019813437817645833 -0.024892458562130803 0.018324403076427326 -0.010563926738664646 -0.019823271939051059 0.012033085391950863 0.022005721626121442 -0.028142908658860898 -0.022796248531994648 -0.019277756412025306 0.013340068475152804 -0.026862338875362109 0.011037141187542137 0.025362642762568326 0.021024237999345687 -0.0018201257275111968 -0.019524339400594476 -0.024834711564608401 0.023999666328959429 0.0051613525382692513 0.014572210140303738 -0.0044802182314463085 -0.0021943497276864215 -0.02740775638099633 0.017702274178004504 0.013987284381950162 -0.020917826977079217 0.011330825988485995 -0.016246751010230751
leaf_weight=2.0865442014182944 207.34559908765368 1.894057548604908 5.840473679243587 6.9796405732631666 2.335000965744257 2.8388507566414765 7.3802370224148026 2.5272729601711061 2.4882053993642357 6.2466399213299146 3.0590014606714231 4.9859347753226757 1.2290898179635408 1.6267774896696208 2.4457831378094879 2.4244043831713489 4.1413990914588776 5.0143820885568848 1.1457266100915147 2.8732354403473437 39.623470641672611 3.3622909663245109 16.264056284213442 2.7339114838978258 7.1731808369513601 9.3539462734479475 8.2766232863068598 6.6653916370123607 7.3427709974348545 4.9279099481645963
leaf_count=96 1788 45 507 42 35 128 42 13 59 112 48 22 34 14 15 21 221 171 101 36 218 33 197 39 283 45 43 63 57 105
internal_value=0.000472349 -0.00402042 -0.0154624 0.000825246 0.0110827 0.000548668 0.000717468 0.000468351 -0.00741464 -0.0122101 -0.00593207 0.000937487 0.00753337 -0.00527379 0.000528488 0.00266365 -0.000895319 -0.00492894 0.00403965 0.00875581 0.00102641 0.000427235 -0.00766827 -0.0105256 -0.02045 0.00140746 0.00711557 0.00267185 -0.00401379 0.000556679
internal_weight=382.632 27.866 7.92702 354.766 9.31464 345.451 342.612 335.232 22.1629 16.7798 10.5331 8.04494 5.38314 2.85587 19.939 18.0449 15.5991 13.1747 8.16036 7.01463 313.069 273.446 29.5334 26.1711 9.90709 243.912 31.6387 22.2848 14.0082 212.274
internal_count=4633 1213 603 3420 77 3343 3215 3173 302 241 129 70 61 48 610 565 550 529 358 257 2871 2653 552 519 322 2101 208 163 120 1893
is_linear=0
shrinkage=0.0235187


Tree=280
num_leaves=31
num_cat=0
split_feature=16 0 16 2 6 13 10 17 7 10 0 13 9 6 18 13 0 15 5 18 18 16 13 13 6 6 8 6 9 6
split_gain=6.04532 5.29642 4.74009 4.4348 4.34786 5.84219 4.01706 3.44878 3.8122 5.91553 3.37488 5.78248 3.74093 4.16066 3.73029 3.19649 6.0848 5.0007 3.15025 3.08164 6.88291 2.77797 5.68679 4.58596 4.04365 3.92014 6.09369 3.5557 4.47135 2.83789
threshold=20.394952307700002 86.345209775600011 20.034953149600003 325.13486840910008 16.375382608200002 117.39690118230001 66.859265246100009 162.04221493815001 19.052023743050004 64.730006406800015 90.321439350550008 113.98793627290001 195.34352961910002 16.435384010100005 13.344136431100003 109.64607639220002 93.501885318850015 36.548474543700003 20.389142059250002 13.581061237400002 14.380989918050002 19.224955043700003 109.34496908160001 108.06526301150002 13.665319288000001 14.745344522600002 7.943800736700001 13.775321858200002 206.50942114985003 12.410289964450003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 4 3 7 5 -2 10 -1 -9 -10 11 -3 13 -13 -15 17 19 21 -6 -17 -21 22 23 24 29 26 -25 -26 -29 -11
right_child=1 6 -4 -5 18 -7 -8 8 9 15 -12 12 -14 14 -16 16 -18 -19 -20 20 -22 -23 -24 25 27 -27 -28 28 -30 -31
leaf_value=-0.0026974627669220548 0.0012423610200450912 -0.0021611791553637844 -0.0038415649955439017 -0.0021700063020844234 0.0026941555175273068 -0.005020607009779474 -0.002288713106424433 0.0020522253300554656 -0.0032479985793267309 3.7511051269150777e-05 0.0027352826820312174 0.0031298359153941026 0.00072938942192377239 0.0018822972526042418 -0.0022349671560735864 0.0022581119523200428 0.0041675270687743723 -0.0042126447680074976 0.00013261291220309274 -0.0040703508369011191 0.0022042149127176843 -0.0025305394130816453 0.0027769260739896975 0.0019363497993526658 0.0027000535848048703 0.00073944657173894736 -0.0042685040305611953 0.0013584586329931344 -0.0013551343228026904 -0.0015897511656034655
leaf_weight=5.5471049828920505 3.1225670725107184 6.5268122777342787 4.220402853563427 11.863448199117554 6.3516237363219252 4.5176072651520371 4.0213273093104354 11.877565932460127 6.7212498299777499 70.512360134394839 17.105806834995747 21.632392659783363 59.010977111756802 8.6803112030029279 3.9780380055308333 5.1115260301157859 6.7365246564149848 3.4984890092164269 94.536447971127927 4.7122416347265226 4.0127858817577362 5.0448395125567904 9.4174659810960275 2.505211558192971 11.695414915680884 5.2762865871191016 9.0503513291478139 22.418476797640324 11.332708962727336 16.369981037452817
leaf_count=346 12 35 42 325 35 52 30 100 266 1349 74 111 288 33 20 43 16 69 571 28 13 32 33 20 51 34 190 112 99 204
internal_value=0.000261243 0.000664635 -0.00014491 -7.51688e-05 9.99485e-05 -0.00246091 0.0011713 4.21458e-05 0.000115812 -2.49021e-06 0.00129029 0.00104269 0.00126681 0.00219167 0.000588398 0.00011373 0.0014233 -4.74812e-05 0.00029388 8.72301e-05 -0.00118457 4.15757e-05 0.000123402 -4.41315e-05 0.000176048 -0.00177514 -0.00292331 0.00102704 0.00044731 -0.00026909
internal_weight=457.408 229.484 227.924 223.704 108.528 7.64017 120.956 211.841 206.293 194.416 116.934 99.8285 93.3017 34.2907 12.6583 187.695 20.5731 167.122 100.888 13.8366 8.72503 163.623 158.578 149.161 132.329 16.8318 11.5556 45.4466 33.7512 86.8823
internal_count=4633 1261 3372 3330 670 64 591 3005 2659 2559 561 487 452 164 53 2293 100 2193 606 84 41 2124 2092 2059 1815 244 210 262 211 1553
is_linear=0
shrinkage=0.00352088


Tree=281
num_leaves=31
num_cat=0
split_feature=16 16 17 0 9 9 10 9 9 2 7 7 5 6 13 7 9 13 5 13 15 2 0 6 2 13 15 3 7 0
split_gain=7.67202 4.05597 6.17187 5.10333 6.29591 5.65639 4.21715 6.82766 6.323 5.41099 5.06165 4.02421 3.84045 3.7419 3.69459 3.82001 3.37845 3.30102 7.5198 7.32699 4.40433 10.2142 4.28859 4.21256 5.74662 5.4994 4.05257 3.94428 9.79911 3.92514
threshold=18.594956516900002 16.094962363000004 236.15709471040003 102.65877371115 95.611857730950007 58.084576609100004 71.053259929650025 191.61296531520003 73.466513400400018 195.72231170465002 22.375171215700004 19.506002767000002 23.605484525250002 14.355335410100002 95.636521074450016 21.034091097450002 226.58992707320002 112.67059178900001 20.769304081650002 111.38282034450002 29.326787846200002 90.828344481500011 92.168410086200012 16.455384477450004 199.01127796720002 117.64961624655002 40.42701969085001 85.589753040950015 24.996614930650004 86.09518316945001
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 3 6 13 5 -5 9 8 -8 10 11 -3 17 14 15 -1 -14 18 19 20 -2 -22 -21 29 26 -26 -25 28 -23 -19
right_child=12 2 -4 4 -6 -7 7 -9 -10 -11 -12 -13 16 -15 -16 -17 -18 23 -20 22 21 27 -24 24 25 -27 -28 -29 -30 -31
leaf_value=0.0015460442321106212 0.0019822942524657969 0.0012561092561758265 0.0022021710499902127 -0.00073955758278372412 -0.003057022670108244 0.0037648892818511063 -0.003904779356420693 -0.0038338057480452525 0.0029386268408643583 -0.0041590196404131946 0.00265655802083527 -0.0039818448548663539 -0.00038227447908761435 -0.0021164864501308418 0.0010082373065083766 -0.0041891827239110713 0.0032740743197684054 -0.00014773170178166125 -0.0047326635937058178 -0.0054893829939431718 -0.0052731108017026228 -0.0052503095651725553 0.00031106348808695707 0.00010714642127577862 -0.0052953936553039246 0.0017967059234321571 0.0020002808431285597 0.0026535214442992786 0.0014606681120531088 0.0018405434932938546
leaf_weight=2.5341470045968881 25.328983575105667 3.6461124406196195 6.1456012316048136 23.122556214686487 13.321762869600205 4.3126387931406489 2.8742459341883686 17.898985600098968 4.5421662479639053 3.9419419099576762 7.6763936262577772 4.0217550443485379 58.899243515450507 6.36043313355185 69.21675035264343 3.7620503990910947 3.4900942519307128 15.162579096853731 3.9022717680782071 3.99648194015026 4.2196671850979355 3.8961213156580952 2.8449535667896271 44.824183247983456 4.1667315550148478 2.1668896228075027 21.968333289027214 9.322066664695738 10.433644108474253 88.531400296837091
leaf_count=19 99 103 38 656 470 17 122 323 23 118 36 220 554 165 489 93 13 70 50 38 51 46 12 200 49 8 71 29 38 413
internal_value=0.000274157 -0.000331673 -0.00119019 2.36022e-05 -0.00102041 -3.14871e-05 -0.00165762 -0.00262673 0.000286451 -0.000385556 0.000583847 -0.00149117 0.00062064 0.000543316 0.00076735 -0.00188082 -0.000177736 0.000827524 0.00012445 0.000440126 0.00089246 -9.79574e-05 -0.00307732 0.00108178 0.000418104 -0.00286901 0.000729806 0.000825329 -0.00036398 0.00154981
internal_weight=476.531 173.378 50.7472 122.63 40.757 27.4352 44.6016 25.3154 7.41641 19.2862 15.3443 7.66787 303.154 81.8734 75.5129 6.2962 62.3893 240.764 63.9442 60.0419 53.2005 27.8715 6.84144 176.82 73.1261 6.33362 66.7925 23.6518 14.3298 103.694
internal_count=4633 2892 983 1909 1143 673 945 468 145 477 359 323 1741 766 601 112 567 1174 363 313 263 164 50 811 328 57 271 113 84 483
is_linear=0
shrinkage=0.00361083


Tree=282
num_leaves=31
num_cat=0
split_feature=16 15 18 15 12 15 2 15 2 17 6 2 5 17 9 0 6 17 9 9 0 7 15 2 5 0 18 9 3 5
split_gain=1.21338 2.60589 3.63361 3.31576 2.60609 1.86587 2.74429 2.66103 3.88687 2.0239 2.30539 5.91399 4.80266 3.25717 5.72649 2.77053 3.14751 3.06392 2.41356 2.61608 3.74424 2.71461 2.41561 6.77796 6.69216 3.45043 2.99062 2.43325 3.14969 2.83754
threshold=18.594956516900002 28.444110612900001 14.032563378150002 28.298162031900002 206.14208420540004 28.579157549250002 207.58106365020004 29.583625105200003 113.24467684720001 212.38791228795003 15.155354102400002 98.91243606750001 19.973460566700002 205.96542837505004 196.17233399030002 86.345209775600011 16.375382608200002 192.19686994285004 186.70853236170004 184.36538191430003 85.866664228400012 22.276766275150006 41.54912092575001 103.92649527695001 22.458857822500004 85.705356740550016 13.122774073950001 191.61296531520003 94.297668925450012 24.458659404000002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 3 -3 4 -1 6 -2 8 -7 10 11 -9 -13 14 -14 16 17 -12 19 20 21 -18 23 25 -25 -20 -26 28 -24 -29
right_child=5 2 -4 -5 -6 7 -8 9 -10 -11 15 12 13 -15 -16 -17 18 -19 22 -21 -22 -23 27 24 26 -27 -28 29 -30 -31
leaf_value=-0.0042202512105324521 0.010635272184109276 0.01062020102274717 -0.024409353852082635 0.032098808674508879 0.0033657942587640879 -0.00082617575272971662 -0.015784915216858555 -0.03454581967345173 -0.037198363796826353 0.014055997379741104 -0.03685085782039562 0.0056074317656449758 0.011887717206433853 0.0093650891332673746 -0.043852703279605505 0.0052576861831708345 -0.0028786883647954542 0.00014396447253331679 -0.011803155731800659 0.015888152524454049 -0.024081494056331757 0.026034115067649601 -0.030280544387045506 -0.051723213704221789 0.0049057912123336312 0.011069272541595598 -0.030184337100391086 0.010161927788925862 0.010530342873695428 -0.0068549479038459548
leaf_weight=67.73664705385454 24.296385717112575 2.6715095685794932 6.6281981910578907 1.9835199546068896 51.074927719077095 5.5890773162245733 2.8215434174053362 3.9288143161684301 2.8538201749324799 7.8192455470561972 3.0150382544379672 19.118887804448608 1.6666103936731804 2.0646349377930164 4.1021268498152494 87.166611855849624 5.8679557039868104 2.7546863369643688 7.2604928482323947 11.2753838757053 3.3098287731409064 3.2415178380906582 3.0792139573022714 3.693137086927889 3.9383435007184744 10.197395674884318 2.5879827477037907 20.118233202025298 2.0095790810883045 9.1740352539345604
leaf_count=1588 168 40 248 7 1009 33 49 62 34 51 37 100 10 21 56 497 58 25 56 73 21 15 42 29 21 41 30 97 10 105
internal_value=0.000577968 -0.0014121 -0.0143465 -0.000416319 -0.000959149 0.00160148 0.00788633 0.000846797 -0.0131205 0.00138925 0.000916646 -0.00548096 -0.00124419 -0.0179669 -0.0277491 0.00202228 -0.00105913 -0.0191881 0.000160641 0.00704535 -0.000982953 0.00740965 -0.00246803 -0.00804397 -0.0244452 0.00155695 -0.00900903 0.0020207 -0.0141642 0.00483242
internal_weight=383.045 130.095 9.29971 120.795 118.812 252.951 27.1179 225.833 8.4429 217.39 209.571 30.8811 26.9523 7.83337 5.76874 178.689 91.5228 5.76972 85.7531 23.6947 12.4193 9.10947 62.0584 27.6774 10.2195 17.4579 6.52633 34.3811 5.08879 29.2923
internal_count=4633 2892 288 2604 2597 1741 217 1524 67 1457 1406 249 187 87 66 1157 660 62 598 167 94 73 431 177 80 97 51 254 52 202
is_linear=0
shrinkage=0.0253575


Tree=283
num_leaves=31
num_cat=0
split_feature=16 15 16 17 16 6 10 9 9 2 7 7 12 6 3 6 0 16 16 18 8 8 5 6 5 6 16 5 3 13
split_gain=7.65471 5.1559 4.18608 6.12403 5.44632 5.04277 4.17626 6.49983 6.12496 5.39382 4.98645 4.28055 4.17228 4.13257 3.93948 3.87353 7.28216 3.824 3.75816 3.85611 3.61444 3.28348 3.23738 3.16471 3.88741 3.00698 4.10133 2.89069 2.78591 2.68653
threshold=18.594956516900002 46.055224235250002 16.094962363000004 236.15709471040003 13.534968349350001 11.085259005300001 71.053259929650025 191.61296531520003 73.466513400400018 195.72231170465002 22.375171215700004 19.506002767000002 234.58875745590004 9.1452136764500018 108.48197402175002 12.325287978400002 98.752444047600008 15.404963976500001 23.044946110900003 13.164254432300002 2.9476996444500005 7.6440346712000009 7.754880527600001 16.495385412050002 24.367802910700004 16.475384944750001 22.584947186600004 11.188452238700002 77.709882260600011 103.191088421
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 14 4 6 12 13 9 8 -8 10 11 -4 21 27 -2 -7 17 29 19 -3 22 -1 -14 24 -21 26 -26 -6 -23 -17
right_child=1 18 3 -5 5 15 7 -9 -10 -11 -12 -13 20 -15 -16 16 -18 -19 -20 23 -22 28 -24 -25 25 -27 -28 -29 -30 -31
leaf_value=-0.0022115539806135819 0.00058662474704541359 -0.0030488139816709763 0.00096691456069074246 0.001536223006498237 -0.00088892776641099095 0.0019582146624120438 -0.0027559697831710216 -0.0026942945858420835 0.0019709647911851278 -0.0029149036432189628 0.0018933602034536979 -0.0028064064996615847 -0.00071517092786525707 -0.0034220128658459105 -0.0018414428091864166 0.0014208256863627296 -0.0017883074528211641 0.0017657733528779391 0.0020967069402433344 -0.0027067344551077294 -0.0021575059226523188 -0.0027018950826281172 0.0013435585270347035 -0.0032973322122856435 0.0019896067836456368 0.002550928920027261 -0.001841720350568638 0.0015793495074503609 0.00055466531844468911 -0.00068395840998024368
leaf_weight=13.70674206945114 275.26395238190889 4.8425514474511209 3.7155382451601344 6.1957872547209254 10.478959568776192 14.680233933031557 2.9032661924138692 17.633175062015653 4.5820834236219525 3.9835706776939324 7.5045190807431936 4.099977495148778 8.2841700003482455 3.0424886010587207 4.4015001477673641 6.1580923106521395 7.7639587279409161 17.756095547229052 2.775236301124095 2.7736504934728172 3.900910234078764 2.2572237490676326 12.311815662309526 2.1975370440632096 3.0794567205011827 3.6662104930728674 4.3990769069641829 4.3544023297727099 6.9377134088426828 10.874187601730226
leaf_count=575 1407 90 103 38 182 56 122 323 23 118 36 220 264 41 91 25 112 80 10 36 145 147 70 26 19 13 49 27 62 123
internal_value=0.000207939 0.000451715 -0.000219275 -0.00083523 3.52275e-05 0.000461715 -0.00116599 -0.00185039 0.000137577 -0.000275418 0.00041091 -0.00101255 -0.00064059 -0.000718811 0.000548411 0.000830437 0.000441362 0.000938972 -0.00068769 -0.00105639 8.98404e-05 -0.0014219 0.000515491 -0.0004577 -9.35844e-06 0.000661952 -0.000264084 -0.000164354 -0.000244773 7.70351e-05
internal_weight=476.524 303.399 173.125 50.6179 122.507 75.1084 44.4221 25.1185 7.48535 19.3036 15.32 7.81552 47.3986 17.8759 279.665 57.2326 42.5523 34.7884 23.7337 20.9585 24.4969 22.9017 20.596 16.1159 13.9184 11.1447 7.47853 14.8334 9.19494 17.0323
internal_count=4633 1741 2892 983 1909 646 945 468 145 477 359 323 1263 250 1498 396 340 228 243 233 479 784 334 143 117 81 68 209 209 148
is_linear=0
shrinkage=0.00254622


Tree=284
num_leaves=31
num_cat=0
split_feature=17 9 13 12 0 15 3 13 4 13 3 10 7 18 2 10 10 0 9 17 16 18 0 10 7 0 6 8 13 5
split_gain=1.26394 1.24461 2.26205 2.76534 2.01135 1.2297 1.25907 1.18124 3.33616 1.8378 1.83823 1.85081 1.81063 1.69487 2.43062 2.16978 1.71451 2.55164 2.72159 1.88529 2.72365 3.17434 1.63602 3.36313 3.03322 3.52491 2.99279 3.13662 2.78089 1.84719
threshold=158.19986339130003 37.364870866050005 96.357027853400012 293.55977308740006 113.1679565431 10.623212892000003 63.211027563100011 95.811270852950017 310.6261364962001 92.792132372400019 73.913779380400015 87.143681840350013 26.459406588900006 17.327266398450003 263.5517324101001 81.573196594050017 81.011308844800013 98.51854819030001 191.61296531520003 199.59317753375004 14.464966174600002 15.589604336850003 96.631250582750013 70.182199495350019 22.650953015950005 94.625660817400004 14.745344522600002 7.943800736700001 108.06526301150002 16.222050829800004
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=-1 2 3 4 -2 -3 -7 8 -8 10 11 -10 -13 15 -15 16 17 22 -19 20 -20 -22 23 -9 -25 -26 27 -27 -29 -24
right_child=1 5 -4 -5 -6 6 7 13 9 -11 -12 12 -14 14 -16 -17 -18 18 19 -21 21 -23 29 24 25 26 -28 28 -30 -31
leaf_value=-0.017653362911833788 0.0090178159128775966 -0.017229595970810922 -0.027345907471515229 -0.024736910393638449 -0.024036588948476621 0.019176544689495867 -0.024600018274308588 0.0015236975261479944 0.024232147855744079 -0.016604928783515289 -0.014935320791367555 0.021578890259091588 -0.024146776124472445 0.017279915825293288 -0.0093684217229834232 -0.019100616468320605 0.012119265236850829 0.010622836798415298 -0.027217934096634089 -0.021519479037063225 -0.017711574182237472 0.01240461912106919 0.0130803670551922 0.006768319929848254 -0.028665717490820128 0.0099215427261903789 0.010652713294879858 -0.0023245089408259795 -0.027425241131794325 0.002277196593264974
leaf_weight=2.0188668161863452 6.910910814534871 1.9819058184511948 2.2661457085050634 2.2105267283041021 1.1372347513679413 2.0020305030047885 3.6570977079682043 242.69554103119299 3.3485846202820522 2.2312196637503803 1.5018934318795798 0.80964191257953633 1.0618582342285661 7.2586064804345352 2.4213498355820775 2.8701422475278369 7.211835676804184 3.6965348203666535 2.3203629106283206 6.0053042517974964 2.9642311949282885 4.9684974439442158 12.3048182092607 6.6169194297399399 4.7134407309349653 2.7716703219339278 4.2225229367613784 3.7982662711292488 6.1042567086406052 26.429683854803443
leaf_count=250 139 159 104 183 149 36 251 1987 15 41 27 5 77 45 37 124 39 28 59 112 48 22 69 79 136 25 27 42 182 136
internal_value=0.000522057 0.000619004 -0.00652028 -0.00191989 0.0043471 0.000863338 0.000961854 0.000861113 -0.00606418 0.00150713 0.00751905 0.0139795 -0.0043651 0.00111107 0.0106141 0.000840276 0.0010102 0.000767132 -0.00721565 -0.0112714 -0.00526908 0.00115107 0.00128156 0.000648549 -0.00687595 -0.0110538 -0.00614079 -0.0117357 -0.0177975 0.00570905
internal_weight=380.512 378.493 12.5248 10.2587 8.04815 365.968 363.986 361.984 12.6103 8.9532 6.72198 5.22008 1.8715 349.374 9.67996 339.694 336.824 329.612 19.9549 16.2584 10.2531 7.93273 309.657 270.923 28.2271 21.6102 16.8967 12.6742 9.90252 38.7345
internal_count=4633 4383 575 471 288 3808 3649 3613 416 165 124 97 82 3197 82 3115 2991 2952 269 241 129 70 2683 2478 491 412 276 249 224 205
is_linear=0
shrinkage=0.0230319


Tree=285
num_leaves=31
num_cat=0
split_feature=5 3 13 16 2 0 0 13 15 0 10 7 5 6 15 2 16 13 13 10 10 5 6 19 15 4 4 6 2 16
split_gain=5.62931 4.19709 4.38434 4.81274 5.1443 4.274 4.74732 4.02935 5.14162 4.16774 4.00939 5.966 4.91212 4.11598 3.74157 3.62302 3.4641 4.85938 4.92315 3.53067 6.4037 3.38975 6.6279 4.35489 3.23585 3.20738 4.0006 3.95156 2.97476 2.95603
threshold=12.306951632950001 93.883646373400012 112.67059178900001 19.934953383400003 163.83567356360001 90.321439350550008 89.861713010250014 109.64607639220002 36.548474543700003 93.308316333500017 61.917879202350001 19.506002767000002 23.435546682850003 16.395383075500003 46.674706678850008 90.05676182820001 19.224955043700003 109.34496908160001 108.06526301150002 71.053259929650025 70.74946416085001 13.252098438300001 13.665319288000001 11.850956171350001 42.968808980200009 286.93691744620008 244.71629622840001 13.915325129350002 258.06114663960005 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 2 3 7 -5 6 14 8 16 -9 24 -12 13 -13 -4 -15 17 18 21 20 -20 -2 23 29 -3 26 -24 -28 -16 -23
right_child=1 10 5 4 -6 -7 -8 9 -10 -11 11 12 -14 15 28 -17 -18 -19 19 -21 -22 22 25 -25 -26 -27 27 -29 -30 -31
leaf_value=-0.00088249019850616841 0.0017519770405626286 -0.00031119934878822141 0.0009006863613261548 -0.0040855045256170805 0.00057216803437446146 0.0023673392969067479 -0.0024996838722716212 0.00010256436807143758 -0.003768114598602758 0.0033628356195780458 0.0035529290606161456 -0.004179544052753263 -0.0038250954829793962 -0.0018691793310980662 -0.004033655737238297 0.0020858846986084637 -0.0026452307703285034 0.0025009206825326535 -0.0039350312781366737 -0.0029833738627565521 0.0024327753901772324 -0.00054122109399709823 0.0010024867082983921 -0.0016384410737715085 0.0017214674065922095 0.0026247676721781617 0.00088472530295606361 -0.0049402283825230953 -4.3916693278741745e-05 0.0017476855967651298
leaf_weight=44.098004209576175 15.426997513510285 34.627980459714308 146.65707960352302 5.7414423227310163 4.4399414621293545 17.435652207583189 4.8281726464629164 8.1083395257592219 3.5832632333040229 8.4589333534240705 2.2618575263768461 2.7795095480978516 9.0197390648536366 4.465435444377361 2.7672700639814121 5.4061869755387306 4.460719618946313 9.5452672168612462 2.635520961135625 8.723528325557707 4.5395805984735489 17.35016361344606 29.821970444172621 25.459995338693261 10.863245144486426 10.223860163241623 2.354248769581317 2.5742325317114592 6.8761672172695398 9.0725489258766157
leaf_count=1267 107 513 670 47 23 76 31 38 81 24 9 89 281 27 42 19 30 34 50 177 19 271 150 319 45 59 13 38 52 32
internal_value=0.000222007 0.000337833 0.00048219 0.000112767 -0.00205437 0.00083911 0.000673741 0.000248682 7.61e-05 0.0017672 -0.000392195 -0.00146879 -0.00199293 -0.000686666 0.000771769 0.000296809 0.000172977 0.000264253 9.7697e-05 -0.00159464 9.37858e-05 0.00033732 0.000112 -0.000679398 0.000174199 0.00102496 0.000554286 -0.00215775 -0.00118881 0.000244702
internal_weight=464.607 420.509 351.085 172.521 10.1814 178.564 161.129 162.339 145.772 16.5673 69.424 23.9327 21.6709 12.6511 156.301 9.87162 142.189 137.728 128.183 15.8986 7.1751 112.284 96.857 51.8827 45.4912 44.9743 34.7505 4.92848 9.64344 26.4227
internal_count=4633 3366 2383 1512 70 871 795 1442 1380 62 983 425 416 135 764 46 1299 1269 1235 246 69 989 882 622 558 260 201 51 94 303
is_linear=0
shrinkage=0.00324939


Tree=286
num_leaves=31
num_cat=0
split_feature=5 5 6 8 18 6 3 10 9 0 7 15 4 7 3 17 8 4 2 7 13 13 13 16 2 13 2 17 17 0
split_gain=1.23513 1.80052 1.66249 2.81841 2.9296 2.23143 1.64039 2.67989 3.31512 2.90627 3.74319 2.06705 1.78835 1.97916 2.66283 2.15596 2.66219 1.87511 1.82136 2.7853 1.58069 1.57826 1.53318 3.27412 1.94148 1.89824 2.04449 1.87163 2.21103 1.68394
threshold=12.306951632950001 13.252098438300001 13.005303866850001 7.7439566930000003 13.845746551550002 11.215262042800001 93.883646373400012 61.917879202350001 187.45330412110005 85.619326080400015 19.506002767000002 42.968808980200009 376.61861354110005 19.250086031950001 108.48197402175002 187.96055726210002 10.441851282850001 160.20223982390002 60.643165405350004 22.626138143200006 101.03763345850001 117.60122400020002 92.792132372400019 16.024962526700005 173.47633273965002 92.146902421150017 203.29256851545003 194.75204781875001 182.37451917730002 106.56510337475001
decision_type=2 2 2 2 2 2 2 2 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 20 3 4 -3 -5 -4 11 9 10 -9 12 13 14 -8 16 18 -16 -15 -20 -2 -10 25 -24 27 26 -1 28 -25 -28
right_child=1 2 6 5 -6 -7 7 8 21 -11 -12 -13 -14 15 17 -17 -18 -19 19 -21 -22 -23 23 24 -26 -27 29 -29 -30 -31
leaf_value=-0.020041235173677792 0.01625848529426395 -0.015831537722135629 0.0021961387473942045 -0.0016078579439491683 0.006484654622491366 -0.022314410448585273 0.013847143519508918 0.025189302094625683 -0.033037685771840804 0.01342794078311847 -0.02542754781763016 0.012049234248871145 -0.029420198176594737 -0.00054040268596629065 0.017573018308580365 0.0085938533493541778 0.011151555666505355 -0.027753370452700026 -0.037880407532538067 0.013496320508052755 -0.0051574798632225347 -0.010067278488252967 -0.029450432255129163 0.014972063432635936 -0.028287083956955776 0.018354732654229915 -0.027427103950032509 0.021160506634069418 -0.03053185508797647 0.0061476415933093016
leaf_weight=3.8253887720638948 9.1472059218212944 5.2103886934928623 245.39138571359217 6.1189510663971296 16.953064863104373 8.3207037956453842 9.2695238320156985 1.2817692384123818 4.6840584352612478 4.9609904810786247 4.3460135550703853 9.1644768714904767 1.5469941950868804 1.999350331723688 0.87560671404935364 3.9772946545854202 2.1609697565436363 2.1046736376592889 4.476326510310173 0.85078741051256646 3.1353347599506369 3.571897191926837 4.4505117186345142 1.3866743484977635 1.4100169825833289 3.2129326220601788 1.1421479927375902 2.7664851183071733 1.512602938339114 8.8870154888136295
leaf_count=435 84 88 1744 53 221 169 66 8 115 21 241 45 60 14 14 39 9 158 143 7 28 39 148 14 82 42 71 30 62 383
internal_value=0.000577092 0.00100256 0.00064606 -0.00459151 0.00123836 -0.0135398 0.00128369 -0.0027674 -0.0107359 -0.00109604 -0.0138992 0.00135505 -0.00224 -0.000604828 0.00696596 -0.00749251 -0.0142362 -0.0144365 -0.0217244 -0.0296751 0.0107917 -0.0230997 -0.0046241 -0.0119584 -0.000956254 0.00032901 -0.00385124 0.00584547 -0.00876812 0.00232406
internal_weight=378.142 349.548 337.265 36.6031 22.1635 14.4397 300.662 55.2707 18.8447 10.5888 5.62778 36.426 27.2615 25.7145 12.2498 13.4647 9.48743 2.98028 7.32646 5.32711 12.2825 8.25596 28.5938 11.5263 7.07578 17.0675 13.8546 5.66576 2.89928 10.0292
internal_count=4633 3366 3254 531 309 222 2723 979 424 270 249 555 510 450 238 212 173 172 164 150 112 154 1267 336 188 931 889 106 76 454
is_linear=0
shrinkage=0.0260289


Tree=287
num_leaves=31
num_cat=0
split_feature=16 15 6 13 2 15 5 2 19 5 3 17 5 12 17 18 18 9 8 6 15 16 6 18 5 6 9 6 10 16
split_gain=5.75443 4.7037 4.30197 3.84858 3.70086 3.20969 2.83372 2.86535 3.18936 4.47915 3.57749 3.51838 3.12263 3.03153 2.83184 2.93352 6.40697 5.10975 2.92916 2.62241 3.1117 2.52307 3.83465 3.41409 3.80835 2.89299 4.11614 2.46547 2.43022 7.08765
threshold=18.594956516900002 46.055224235250002 15.635365317800002 117.97223122220002 98.91243606750001 32.548041893900006 10.726864994700001 178.46521675150004 13.051052998800001 13.8160216159 76.190903416900014 168.88575108035005 13.713273242250002 358.96165787565002 203.09927826650002 15.771515858900001 14.863842190850002 202.16842692300003 8.2435668022500028 19.835463452400003 42.968808980200009 23.044946110900003 16.495385412050002 13.164254432300002 24.367802910700004 16.475384944750001 201.81004550795004 13.990326881750002 64.369753017350021 21.074950717600004
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 3 5 28 -5 6 -1 8 10 -10 -8 12 -12 -9 15 16 27 -18 -16 20 -6 22 23 -3 -25 26 -26 -13 -2 -30
right_child=1 21 -4 4 19 -7 7 13 9 -11 11 14 -14 -15 18 -17 17 -19 -20 -21 -22 -23 -24 24 25 -27 -28 -29 29 -31
leaf_value=-0.0010017715845902081 0.00095788814107331682 -0.0039360241948643978 -0.0028280402642205452 0.00070654364725079096 -0.0044251714397330177 -0.0036633168977347965 -0.0036460205010762055 0.00091928956231518422 0.0021439358812019188 -0.0037975752207044305 0.0013975678330127941 -0.0012149488715310355 -0.0037542135334412319 -0.0027843761674337408 -0.0044390575175734786 0.0019279939979412962 0.00011527326559642623 -0.0052263041330122637 0.0010951046344670548 0.0018227945166026862 0.00075101054177849347 0.0022900577758786489 -0.0042600390231781367 -0.0033478680779303921 0.0018571611014790823 0.0033224659677256194 -0.0031559067765565812 0.0016475064199902105 0.00051892567930750234 -0.0033942755871006324
leaf_weight=31.271255551604554 175.42477006372064 2.9439934035763242 7.2616130001842967 8.2007582597434538 5.7683044355362636 2.9396824445575467 3.0046483024489126 49.867336598224938 1.9183581732213486 5.9411734063178301 1.918703052215277 4.3122240323573413 4.4943115767091513 2.6605801810510448 2.5974103175103656 14.958358630537985 4.2634111270308477 3.9366096165031195 1.8872735314071176 1.3893696554005144 1.7240662053227422 2.4883746802806845 4.0710560828447333 2.9833340011537066 4.4227206986397487 3.8646149560809135 3.245632492005825 16.981463652104139 87.044594684615731 5.632098998874425
leaf_count=1120 824 56 371 55 110 106 113 439 13 165 12 48 196 53 36 72 24 39 11 6 9 10 60 36 32 13 36 74 455 39
internal_value=0.000234367 0.0005038 -0.000285622 0.00062481 -0.000931024 -0.000164918 -9.63628e-05 0.000142081 -0.000325664 -0.00234737 -5.33685e-05 0.000141658 -0.00221286 0.000731696 0.00045021 0.000708518 9.00354e-05 -0.00244907 -0.00211014 -0.00244304 -0.00323408 -0.000932939 -0.00130542 -0.000616518 5.66972e-05 0.000937386 -0.000264621 0.00106783 0.000723943 0.000281115
internal_weight=469.418 309.204 160.214 285.184 17.0825 152.953 150.013 118.742 66.2139 7.85953 58.3544 55.3498 6.41301 52.5279 48.9368 44.4521 29.4937 8.20002 4.48468 8.88174 7.49237 24.0197 21.5314 17.4603 14.5163 11.533 7.66835 21.2937 268.101 92.6767
internal_count=4633 1741 2892 1498 180 2521 2415 1295 803 178 625 512 208 492 304 257 185 63 47 125 119 243 233 173 117 81 68 122 1318 494
is_linear=0
shrinkage=0.00338066


Tree=288
num_leaves=31
num_cat=0
split_feature=16 16 17 10 9 2 7 9 16 6 6 15 12 6 3 5 7 7 15 18 10 2 14 16 9 13 2 5 6 9
split_gain=5.63319 4.07119 4.5926 4.58374 5.77602 5.10854 4.59049 4.43573 3.64864 3.95098 4.05259 3.41612 3.36087 3.27432 6.90524 3.58542 3.09015 2.94807 2.90226 10.8186 2.86345 2.64662 3.14191 3.21086 2.99106 2.4812 3.04738 2.44958 3.72258 2.41148
threshold=18.594956516900002 16.094962363000004 236.15709471040003 71.053259929650025 191.61296531520003 195.72231170465002 22.375171215700004 73.466513400400018 13.534968349350001 11.085259005300001 9.1452136764500018 46.055224235250002 234.58875745590004 12.325287978400002 80.785478361850011 16.222050829800004 19.506002767000002 21.350715310200005 23.949961253350004 14.766942149300002 82.299080289250014 346.74082678410008 329.73756363125005 22.564947233300003 206.78020849415003 117.97223122220002 98.91243606750001 14.050239455300002 11.755274660100001 187.55294863440002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 8 3 5 7 6 16 -5 12 10 -10 25 27 -11 -15 -16 -3 -14 19 -17 -19 22 23 -13 -25 -2 29 28 -1 -27
right_child=11 2 -4 4 -6 -7 -8 -9 9 13 -12 21 17 14 15 18 -18 20 -20 -21 -22 -23 -24 24 -26 26 -28 -29 -30 -31
leaf_value=-0.0028605559859451895 0.0007845001885869948 0.0011020377116440312 0.002097019634100924 -0.0041764466627543014 -0.0040204105108813818 -0.0043794186574853747 0.0028738529238298933 0.0026144680764981715 -0.00015815662940750103 0.0027226332407171722 -0.00525830467390673 0.0028981599933653331 0.0027963940895221616 -0.0027945338444647027 0.003142190055692157 0.0011647952757151971 -0.0042130838669865124 -0.003441007032343118 0.002433088694952938 -0.0067156762761870544 0.00039900164881017595 -0.0053339590317276666 0.00097739749529876497 -0.0042321412618992237 0.0020067189144943988 0.0033353971114800794 -0.0025481499940313394 -0.0042657549713651707 0.0013253815225061864 -0.0010649191049546653
leaf_weight=7.7575085882563162 255.35105790803209 3.2330146816093492 5.2372664557769886 2.1630334276706007 16.901197174564004 3.514712064061313 7.4239612687379122 4.1547366995364428 11.356178070418535 13.517076628282664 2.8905824068933716 1.5775998756289533 4.9476351644843843 7.4993906300514928 10.554406009614466 12.03673580940813 3.2376247071661055 3.9369595372118047 7.23856955487281 3.2779216850176445 10.615079860901458 1.8210899727419008 10.295325619634239 6.3758686957880855 1.3829454854130743 3.3565713074058277 7.5429214388132095 5.3001391547732046 5.2806336032226682 4.0814120918512344
leaf_count=583 1318 103 38 122 323 118 36 23 209 56 41 7 41 112 44 127 220 78 30 27 360 27 74 129 6 24 125 165 36 31
internal_value=0.000265278 -0.000334824 -0.00129232 -0.00172923 -0.00284772 -0.000237488 0.000810235 0.000289443 7.86645e-05 0.000608915 -0.00119295 0.000578044 -0.000879465 0.00108321 0.000537483 0.00129224 -0.00155742 0.000231997 0.0004265 -0.000521927 -0.000639888 -0.000899054 -0.000487661 -0.00210319 -0.00312012 0.000695262 -0.000825809 -0.00206132 -0.00116519 0.000920831
internal_weight=443.859 152.074 45.8655 40.6283 23.219 17.4093 13.8946 6.31777 106.209 68.3709 14.2468 291.785 37.838 54.1241 40.607 33.1076 6.47064 19.4997 22.5532 15.3147 14.552 21.4528 19.6317 9.33641 7.75881 270.332 14.9809 18.3383 13.0381 7.43798
internal_count=4633 2892 983 945 468 477 359 145 1909 646 250 1741 1263 396 340 228 323 479 184 154 438 243 216 142 135 1498 180 784 619 55
is_linear=0
shrinkage=0.00384563


Tree=289
num_leaves=31
num_cat=0
split_feature=16 16 10 7 6 19 5 16 15 2 19 9 19 15 7 7 10 16 18 2 6 16 14 16 7 17 2 9 4 12
split_gain=1.16787 2.58793 2.20704 2.21626 1.58935 2.29746 2.1498 1.57912 1.547 1.56835 1.67279 1.61464 1.41959 1.55541 2.43838 2.12728 1.85601 1.41703 2.4097 2.98721 2.34769 2.26293 4.27336 2.19759 2.67961 4.02453 3.9198 2.14312 1.90028 4.45799
threshold=13.534968349350001 12.919969787500003 68.20618276945001 21.350715310200005 5.1351199812500008 11.850956171350001 2.7155367820000005 14.969964993700001 23.116804452750003 186.79363985910004 12.150980378200002 214.94003843055003 9.4507625164000029 12.537637863700001 25.024903008400003 25.662597900150004 74.927328095600004 15.564963602350003 15.329371696850002 86.916594916350007 13.665319288000001 18.554956610400005 171.34954718425004 18.484956774100002 25.290974689350005 236.15709471040003 73.064159960350011 200.52256857420005 309.25865594525004 254.38400358715003
decision_type=2 2 2 2 2 2 2 2 2 2 2 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 -2 8 9 10 -7 -12 -5 15 16 -14 -15 18 19 -9 -20 22 -19 24 -24 26 -26 -21 -23 -30
right_child=4 -3 3 12 5 7 -8 17 -10 -11 11 -13 13 14 -16 -17 -18 21 20 27 -22 28 23 -25 25 -27 -28 -29 29 -31
leaf_value=-0.025320200918443371 0.0052958089287240551 -0.027470993769738397 0.014774594792325062 -0.023864361259974029 0.010502080750398371 0.00053113883238465286 -0.02435683439609224 0.0087617884038750614 -0.029884760727481932 0.008480062544406447 -0.033555758722977322 -0.00023301683702481142 -0.025539639115942189 -0.026164531455664063 -0.016155231331538934 0.011207582940851611 0.0082112056199465204 -0.028122560110717381 -0.0016825157172246138 0.00058722404459819202 0.022047434896175187 0.0023424969515525832 0.0038862028300869836 -0.030846680554887162 0.03239640421374447 0.0099338411941812758 -0.0196766489958458 -0.030234191208535037 -0.0194749277774433 0.0003395962823217323
leaf_weight=1.9481543207075507 2.2321870792657128 2.2135635049780822 4.3302477172110256 1.5847949591698149 13.037896377500145 3.4172519342973811 2.9597123051062226 7.3570267297327536 1.4175478406250466 3.2950454046949744 2.2086826353333895 1.1512706931680439 0.93386264401488261 0.95079491985961606 6.5139863509684801 6.7184884826419875 5.8285537818446755 3.5659742676652959 3.1324575152248126 2.3948616771958768 7.0610435344278812 209.53099411027506 22.96902342827525 1.3330811369232822 0.81250455975532432 4.4331104550510636 10.162415217608212 2.3035342060029507 7.0756291467696419 35.858904368476942
leaf_count=78 52 94 50 307 100 55 223 27 39 31 52 10 43 29 362 212 88 119 32 26 36 1308 427 93 2 41 232 16 121 328
internal_value=0.000541211 -0.00370003 -0.00187356 -0.000173025 0.000919612 0.00110951 -0.0116081 0.000737833 -0.0075709 -0.0044305 -0.0107075 -0.0221379 -0.00304588 -0.00147071 -0.00618751 0.0067231 0.00339005 0.00103805 0.00659039 -0.000313424 0.0147552 0.00062034 -0.00419967 -0.00205139 -0.00105115 -0.00841134 -0.0158215 -0.0145239 0.00144656 -0.00292585
internal_weight=378.733 31.0224 28.8089 26.8607 347.71 342.518 5.1919 329.48 11.4898 10.0723 6.77721 3.35995 22.5305 20.9457 13.2933 7.65235 6.77935 317.991 22.2489 12.0554 10.1935 295.742 43.2761 39.7101 38.3771 15.408 10.9749 4.6984 252.466 42.9345
internal_count=4633 1263 1169 1091 3370 3095 275 2995 187 148 117 62 1041 734 479 255 117 2808 137 69 68 2671 914 795 702 275 234 42 1757 449
is_linear=0
shrinkage=0.0228135


Tree=290
num_leaves=31
num_cat=0
split_feature=17 6 15 13 16 7 0 19 13 17 2 16 0 18 7 10 9 13 6 13 10 6 6 15 16 7 18 13 5 3
split_gain=1.15911 1.13518 1.07065 1.93737 2.53941 1.90561 2.40954 1.47954 4.59006 5.10134 3.68024 3.51861 3.77127 3.01148 4.7119 3.84949 3.04616 2.77058 4.00167 4.55049 3.02647 2.46075 3.03328 4.64532 2.81066 2.63445 8.54844 3.26851 2.35486 2.26007
threshold=158.19986339130003 1.8500432259500001 46.674706678850008 117.61735474900001 22.534947303500005 23.543468673550006 79.271876434400014 14.351157895250003 115.13321943645001 199.59317753375004 285.01633004880006 22.454947490600002 86.681267041950008 13.360173059150002 22.435297587800004 61.998532946250002 194.82237869650001 117.69263157665002 16.100376182700003 117.54207792135001 61.982402197500001 16.445384243750002 16.100376182700003 43.376643616500012 22.494947397000004 23.322419822750003 13.063922652800002 117.62810858150002 22.958759589950002 100.48918799990001
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=-1 -2 7 4 -4 6 -5 21 9 -9 11 12 -10 14 15 -13 -16 18 -15 -20 -21 22 23 -3 -24 26 29 -28 -27 -23
right_child=1 2 3 5 -6 -7 -8 8 10 -11 -12 13 -14 17 16 -17 -18 -19 19 20 -22 25 24 -25 -26 28 27 -29 -30 -31
leaf_value=-0.018415842053211229 -0.025486931513729973 0.00034006867193209239 0.0070192284162175446 0.016810333225776165 -0.02859274058304245 0.010643558134346313 -0.029266441087652337 0.0082781801910106288 -0.0068299540054079649 -0.028208178554304273 0.021810572029751979 0.0010541835053883791 0.024741328635817635 0.0077422510161278286 0.014788652492498435 -0.026666430910748842 -0.0023026224203340118 0.012505662158474561 -0.029859925759394348 -0.01787042988615923 0.0060076832874081769 0.005432681959927548 0.01858626343027793 -0.037668225277842651 0.00081416023209420873 -0.0046873487501758234 -0.043238014105693327 -0.0073310604970760179 0.019516497154780946 -0.010309942943143423
leaf_weight=1.9282954059308384 0.996211962250526 181.73149727738928 1.7639859504997719 1.0250096470117553 3.7631384180858731 5.137483011931181 2.0267285211011767 3.9299127459526044 3.1091338153928509 5.5363622587174177 7.0704317688941947 14.759296549484135 8.4023565500974637 7.6565854921937015 26.287295084446669 3.7727840840816489 8.2076379656791669 5.0557130277156821 6.5078730937093523 5.7851254157721979 7.080365102738142 11.826250838581478 10.662332190200688 1.9493871629238118 10.687625057995318 5.9585427232086641 5.0862979142693794 2.1689412463456392 4.0496430285274982 10.176729713683015
leaf_count=250 156 2586 10 4 104 29 46 17 20 51 44 89 74 36 126 27 52 33 62 37 37 56 63 24 49 29 113 15 24 370
internal_value=0.000523114 0.000621241 0.000691314 -0.00602346 -0.0172272 0.00153821 -0.0137903 0.000948973 0.00326405 -0.0130609 0.00475435 0.00350627 0.0162143 0.00178752 0.00537098 -0.00458921 0.010722 -0.00413476 -0.0072472 -0.0131712 -0.0047294 -0.000123393 0.000952274 -6.33096e-05 0.00968968 -0.00574003 -0.00945018 -0.0325037 0.00510633 -0.00184853
internal_weight=374.099 372.171 371.174 13.7163 5.52712 8.18922 3.05174 357.458 113.161 9.46628 103.695 96.6242 11.5115 85.1127 53.027 18.5321 34.4949 32.0857 27.0299 19.3734 12.8655 244.297 205.031 183.681 21.35 39.2664 29.2582 7.25524 10.0082 22.003
internal_count=4633 4383 4227 193 114 79 50 4034 705 68 637 593 94 499 294 116 178 205 172 136 74 3329 2722 2610 112 607 554 128 53 426
is_linear=0
shrinkage=0.0244908


Tree=291
num_leaves=31
num_cat=0
split_feature=16 5 6 15 18 5 2 17 18 15 13 16 13 9 13 17 13 13 15 2 5 0 0 10 3 7 16 17 5 5
split_gain=6.34327 4.54573 3.88363 4.03536 5.1023 3.903 3.55668 5.01711 3.40805 4.35699 3.26957 4.17163 4.6254 3.23947 3.04597 4.25366 2.89759 8.14301 6.62581 8.46702 7.14637 4.24033 4.16407 4.53641 3.11565 9.13243 3.08846 5.12178 3.25449 5.25849
threshold=18.594956516900002 23.605484525250002 15.635365317800002 28.444110612900001 14.032563378150002 12.306951632950001 185.00267682035005 208.35751021765003 15.917243450850002 28.298162031900002 108.64328150955002 15.614963485400002 104.04332964835001 226.58992707320002 95.636521074450016 177.73379099395004 112.67059178900001 111.38282034450002 29.326787846200002 90.828344481500011 20.769304081650002 92.168410086200012 90.321439350550008 65.571493801650021 85.589753040950015 24.996614930650004 22.494947397000004 199.59317753375004 21.836296031200003 20.315138807500002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 16 3 5 -5 -1 7 8 9 10 11 12 -7 -3 15 -8 17 18 -2 -20 24 -19 23 26 25 -21 27 -18 29 -28
right_child=1 13 -4 4 -6 6 14 -9 -10 -11 -12 -13 -14 -15 -16 -17 22 21 19 20 -22 -23 -24 -25 -26 -27 28 -29 -30 -31
leaf_value=-0.00090174663829769598 0.0018116650039544969 -0.00042185332095790384 -0.0027164382619944186 0.0018196554431627405 -0.0032347588299463589 -0.0015747156904553962 0.0012232559640535622 -0.0034019328451103752 0.0013042454940188786 0.0044112383194697532 0.0028415050828150467 -0.0028671421736510124 0.0011740391341293367 0.0029280364264186961 0.0013654528232373221 -0.0039377136626192561 0.0024902526228949323 -0.0048752726968516744 -0.004908930473317372 -0.0045672917705751282 -0.0042276550315452147 5.9535218732641867e-05 0.002452268716166391 -0.0018325102608031368 0.0023402476988173106 0.0014418495176197644 0.0019059690053372105 -0.00083584791422136389 0.0011719876336428042 -0.00041135474037396754
leaf_weight=38.894293853314593 24.959443908184767 60.136216693092138 6.6083880306687197 2.7888558935374013 8.7913576047867519 13.942267299164088 3.9571654200553885 4.800409570336341 16.596371712163091 1.8595109060406674 2.5824391208589068 8.9901463873684389 12.140601281076668 3.2243117839097968 37.801120214164257 2.9587225681170821 24.344424322247509 4.8142533153295508 3.9340699017047909 3.6124063283205095 3.3580504022538653 2.9937014281749725 17.440178371965885 6.7639059349894515 9.0888238288462144 10.398604087531565 13.416298992931841 6.1471126228570929 63.923770111054182 45.880009066313505
leaf_count=1242 99 554 371 18 248 225 42 76 127 4 10 173 42 13 253 61 123 44 51 46 43 13 74 36 29 38 64 30 259 225
internal_value=0.000247299 0.00052467 -0.000271667 -0.000168171 -0.00201751 -1.99891e-05 0.000304689 -0.000207214 6.60991e-05 -0.000453925 -0.000694178 -0.000954511 -0.000295273 -0.000251383 0.00100198 -0.000984686 0.000728636 0.000129533 0.000568618 -0.000452236 0.000210437 -0.00298318 0.000941315 0.000777108 0.000855608 -0.000107465 0.000891941 0.00181971 0.000662359 0.00011296
internal_weight=467.147 304.436 162.712 156.103 11.5802 144.523 105.629 60.9117 56.1113 39.515 37.6555 35.073 26.0829 63.3605 44.717 6.91589 241.075 63.1594 55.3514 30.392 26.4579 7.80795 177.916 160.476 23.0998 14.011 153.712 30.4915 123.22 59.2963
internal_count=4633 1741 2892 2521 266 2255 1013 657 581 454 450 440 267 567 356 103 1174 363 306 207 156 57 811 737 113 84 701 153 548 289
is_linear=0
shrinkage=0.0032559


Tree=292
num_leaves=31
num_cat=0
split_feature=7 16 9 10 7 16 0 3 2 9 13 13 19 18 9 6 0 19 5 2 17 7 0 5 17 8 10 10 13 10
split_gain=1.07974 2.34017 3.0405 1.80705 1.53074 1.62786 2.0424 2.5387 1.67097 1.73886 1.51168 2.11461 1.53651 1.49943 1.4875 1.47232 2.35149 3.05288 2.31767 1.27553 2.14549 1.20787 1.20219 2.9208 2.43073 1.82538 1.47203 1.65268 1.33039 2.42328
threshold=26.756201080000004 17.684958644900004 219.46060697480002 80.314998189050016 26.459406588900006 11.864972254500001 105.7585659356 76.927540944650019 309.88494104580008 209.24553857890001 96.077428207850019 81.769454037550005 9.8507947922000021 17.689700380450002 210.25104900155003 7.3551718524000007 95.550490414250007 12.651020723000002 13.252098438300001 224.74008820395002 196.70927211395002 19.773504439000003 97.886760529650019 16.222050829800004 208.35751021765003 7.5441126493500006 75.629015667650023 75.424692849750016 98.405632948800005 70.182199495350019
decision_type=2 2 2 2 2 2 2 2 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 8 7 -7 9 21 11 12 -5 -3 -13 16 -9 -18 -17 20 -8 -1 23 -20 25 -24 27 28 -25 -30
right_child=1 13 -4 10 -6 6 19 15 -10 -11 -12 14 -14 -15 -16 18 17 -19 22 -21 -22 -23 24 26 -26 -27 -28 -29 29 -31
leaf_value=0.0060089401160544073 -0.023442682557570014 -0.0024939407633766861 -0.030538829847157133 -0.013605578859498329 0.012528512621793426 -0.023981381042668264 -0.02872329178936231 -0.031957808700554868 0.0061551371948902218 0.01536424103756185 0.014613661538295384 -0.022358011733415895 0.018482320407985871 0.028373814289172614 0.011506060336300849 0.015707589534400875 -0.028262450962725786 0.013791340932213124 0.01875819032739778 0.025326166544353938 0.025929076905403012 -0.028346239648540935 0.015818920764806448 0.018764325392560503 -0.029098776388749806 -0.0058398509304212485 -0.016187884967237054 0.016245285515631615 0.0015960942849501322 -0.0055384792401973904
leaf_weight=0.7976539048831891 2.6036042966880002 2.1124788485467425 3.4202659479342392 1.468317327380644 7.3689947557868427 2.7370434505864969 0.92628285475075134 2.3127485213335595 2.8758981210412458 0.90723295509815205 3.4714488061144939 4.4365257322788239 3.025632620905526 2.0581982284784317 1.0656841371674088 7.1076958179473868 1.7411799253895877 3.3317163242027164 6.1850805357098571 3.6573842046782374 0.97852906072512269 4.5171071710065007 3.1554181799292627 2.7111071981489649 2.4860122688114634 14.080664783250539 3.3086680481210342 4.6813862174749366 236.58382875402458 36.387873008614406
leaf_count=22 54 27 142 214 80 101 38 123 39 11 19 323 90 15 42 39 58 33 39 26 10 300 15 15 49 174 22 18 2035 460
internal_value=0.000561438 -0.00475916 -0.00850333 -0.00381375 0.000922339 0.000671876 0.00096589 0.000702674 -0.0100693 -0.0175685 -1.9015e-05 -0.00510063 0.00799818 0.0127391 -0.0157991 0.00091115 -0.0104489 -0.000642863 0.00117608 0.0164313 -0.00064759 -0.0231901 0.000842451 0.00126082 -0.00530641 -0.00187477 0.000879319 0.00108073 0.000823224 0.000645036
internal_weight=372.502 23.6622 19.4915 16.0712 348.84 341.471 332.373 326.81 9.09789 6.22199 13.4676 9.99616 4.49395 4.17068 5.50221 324.073 7.38564 5.0729 316.688 5.5622 1.90481 5.31476 309.58 289.858 19.7221 17.2361 283.673 280.364 275.683 272.972
internal_count=4633 926 884 742 3707 3627 3255 3181 372 333 688 669 304 42 365 3080 214 91 2866 74 48 322 2827 2589 238 189 2550 2528 2510 2495
is_linear=0
shrinkage=0.0257382


Tree=293
num_leaves=31
num_cat=0
split_feature=16 16 18 7 16 2 0 3 0 12 18 6 8 16 7 10 7 9 15 15 18 7 9 19 13 16 16 13 5 10
split_gain=4.16916 3.55766 4.56479 3.44119 3.20623 3.95544 3.39694 3.14583 2.86137 2.79026 2.76606 4.59752 4.2728 5.64604 3.28347 3.61705 2.74929 2.71505 2.6293 2.91101 2.59537 3.99163 4.96778 2.79101 2.59197 9.5363 4.92196 4.34232 4.80384 4.07226
threshold=18.594956516900002 16.094962363000004 18.281462078100002 26.709562027450005 11.949972055800002 186.79363985910004 96.631250582750013 75.357481396450012 86.09518316945001 96.350437043050007 14.863842190850002 11.945279099550001 5.1459841250500009 18.369957043050004 22.375171215700004 70.348883899450016 22.721067571950005 219.46060697480002 24.212507723600002 19.527500348350003 15.917243450850002 24.930088150450004 193.24048816455004 12.250988447150002 115.13321943645001 20.834951278800002 22.454947490600002 116.86189801435002 21.836296031200003 66.859265246100009
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 3 9 4 -1 6 -6 -8 -2 -3 12 18 14 -14 -11 -16 -10 -5 19 -12 21 -9 -23 -22 25 29 -26 -28 -29 -18
right_child=8 2 -4 17 5 -7 7 20 16 10 11 -13 13 -15 15 -17 24 -19 -20 -21 23 22 -24 -25 26 -27 27 28 -30 -31
leaf_value=-0.0013915314784290395 -6.3061279046071499e-05 -0.0050281678476292386 0.0040655295855017591 -0.0007543205238540186 -0.0029675014357824088 0.0020035321560408271 -0.004375052439555431 0.00095409220472597502 0.002106537366506882 -0.0035153208413083621 0.0030452767290743568 -0.0048485908213922457 0.0031459457703049065 -0.0036153374893597981 0.0052741626415636084 -0.0046023637558021014 0.0027109376462429668 -0.0048538378267653269 0.0013321996497016638 -0.0047905938915984644 0.0034257137865260712 0.0020012425568284582 -0.0055458796350176089 -0.00069510787925238209 0.0033315053152394862 -0.004101326716027978 0.0032463904384452905 -0.0010407517159236339 0.0011810433027179699 9.6101551384512532e-05
leaf_weight=13.166281660553066 91.510965428780764 3.6242040984798214 2.5435461243614546 19.354022803250704 5.5101439808495334 28.360380604397506 2.1294781896285704 17.434119278565053 24.295222379267216 7.8035708698444086 1.042091459035875 7.7079949583858243 8.4041664134711009 2.7560385121032587 1.7338238731026652 0.9726886125281452 12.266190208494661 3.157710059080272 5.3148791138082743 3.3832098245620728 9.3127165008336288 2.2859025159850708 4.0842887982726097 3.9264595657587043 13.967213548719881 8.2240597084164602 9.7941583544015867 26.504513956606388 42.69732978567481 54.376991998404264
leaf_count=392 694 101 16 716 137 219 78 95 113 337 7 172 45 99 4 59 50 120 68 75 43 18 62 29 94 59 51 136 205 339
internal_value=0.0002387 -0.000304281 -0.00126966 9.78313e-05 0.00047051 0.000806147 4.61668e-05 0.000470075 0.000533525 -0.00158715 -0.00126835 -0.00248316 -0.000290223 0.00147623 -0.00216594 0.00172466 0.000817684 -0.00132936 -0.000611246 -0.00294536 0.000748602 -6.06013e-05 -0.00283764 0.00220357 0.000631109 6.34327e-05 0.00108828 0.000691661 0.000330089 0.000577382
internal_weight=437.644 154.008 45.2862 108.722 86.2098 73.0435 44.6831 39.173 283.637 42.7427 39.1185 17.4482 21.6703 11.1602 10.5101 2.70651 192.126 22.5117 9.74018 4.4253 37.0435 23.8043 6.37019 13.2392 167.83 74.8672 92.9632 78.996 69.2018 66.6432
internal_count=4633 2892 983 1909 1073 681 462 325 1741 967 866 322 544 144 400 63 1047 836 150 82 247 175 80 72 934 448 486 392 341 389
is_linear=0
shrinkage=0.00409931


Tree=294
num_leaves=31
num_cat=0
split_feature=6 6 10 0 0 9 18 8 7 7 3 15 15 9 6 9 19 16 4 5 9 6 17 4 3 17 16 9 16 10
split_gain=4.72666 5.54584 4.76713 7.25715 6.11763 5.24086 4.56076 3.35389 4.29135 4.12162 3.86533 3.55238 3.72381 2.87874 2.78025 5.05802 3.43282 2.56286 3.04505 6.01197 4.28559 3.17243 2.63604 4.67189 2.55208 3.67577 2.55098 2.44532 2.40391 7.39247
threshold=13.665319288000001 13.775321858200002 70.182199495350019 85.990333302400003 95.988709089550014 206.50942114985003 13.956123578150001 8.8430989333000021 22.721067571950005 23.109894804950002 92.316275283350009 40.042228346200012 38.86986296220001 211.24289424260004 16.375382608200002 69.057662079300016 13.051052998800001 22.694946929300002 310.44950696480004 21.363989181350004 192.57902085675002 15.945372561050002 203.09927826650002 371.16724128940001 93.668569722950011 190.19286262750003 18.044957803000003 194.03220695150003 19.079955382750004 66.859265246100009
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=-1 -2 3 14 6 -6 -4 8 -5 11 -9 12 -10 -7 15 -3 -16 18 20 21 -11 -20 23 -21 25 -18 -8 -17 -22 -30
right_child=1 2 4 7 5 13 26 10 9 17 -12 -13 -14 -15 16 27 24 -19 19 22 28 -23 -24 -25 -26 -27 -28 -29 29 -31
leaf_value=-0.00035042233659421569 0.002523100350028343 0.0011243707373642482 0.0020189695263344121 0.0023648451791435329 0.0014651234299418578 -0.0042126562628053733 2.2952814596391588e-05 0.00083674418997606575 -0.0007794744363093947 -0.001111398410225726 -0.0029937585932259068 -0.0027226013487024947 0.0026154185379021642 -0.00043691575879363585 -0.003494881569090569 -0.0046287284749409671 -0.0045052361814762248 0.0033488780515592014 -0.0059821343077435321 0.0014673398026069807 0.0028901991380076838 -0.00077317973356315849 0.0017752217064019265 -0.0030225022155451423 0.00026489227221092776 0.00068832502446112859 -0.0030994750020305146 4.7775186749568586e-06 0.0017887947478242442 -0.00076323007367565254
leaf_weight=115.6621299656108 13.199810430407522 4.0970084872096759 2.7863879743963507 22.551630638539791 18.812469955533746 2.8474810030311337 3.5200496669858721 6.7230199500918371 11.213890323415404 7.7621416822075835 5.0362090021371841 5.7938041910529128 5.1547110229730597 9.8130668886005861 2.9913295044098041 5.2048145602457225 3.0607148706912986 5.0815193802118293 2.4309938549995449 5.7716523483395594 11.089234277606009 2.6942221447825432 12.055361829698084 4.514272078871727 79.399189489427954 2.9014270603656769 15.247004675678907 1.6362427249550817 57.554013311862946 15.81508022174239
leaf_count=2056 58 28 15 104 70 29 39 32 51 39 30 35 18 70 223 140 30 24 23 24 36 32 64 34 683 14 288 14 246 84
internal_value=0.000228318 0.000421358 0.000338186 0.000510018 -0.000570878 0.000358391 -0.00192783 0.00090359 0.00102205 0.000815954 -0.000803773 -0.000497845 0.000289627 -0.00128612 -0.000208393 -0.00178069 -1.3743e-05 0.00104932 0.00095169 -1.4568e-05 0.00123948 -0.00324389 0.000726257 -0.000503156 0.000108247 -0.00197783 -0.00251382 -0.00352049 0.00145553 0.00123869
internal_weight=462.421 346.759 333.559 280.532 53.0265 31.473 21.5534 181.242 169.483 146.931 11.7592 22.1624 16.3686 12.6605 99.2907 10.9381 88.3527 124.768 119.687 27.4665 92.2205 5.12522 22.3413 10.2859 85.3613 5.96214 18.7671 6.84106 84.4583 73.3691
internal_count=4633 2577 2519 2008 511 169 342 876 814 710 62 104 69 99 1132 182 950 606 582 177 405 55 122 58 727 44 327 154 366 330
is_linear=0
shrinkage=0.00330603


Tree=295
num_leaves=31
num_cat=0
split_feature=16 5 6 9 15 5 18 7 18 0 10 0 7 2 16 16 4 16 18 18 5 2 5 5 10 19 18 10 0 13
split_gain=9.95542 5.48989 4.65806 3.71652 3.68291 4.72964 4.70408 2.96744 3.73289 3.28598 4.75861 2.89959 5.6132 2.84706 3.31881 2.78257 2.7084 9.18377 7.67425 3.20382 6.98946 2.61068 2.6817 2.5307 2.88605 4.06669 2.79768 2.55553 2.51584 2.4978
threshold=18.594956516900002 23.605484525250002 15.635365317800002 226.58992707320002 28.444110612900001 12.306951632950001 14.032563378150002 18.737592104000004 14.085466345100002 97.886760529650019 78.196493182200015 102.75018128760001 24.123805364200006 145.83272221200002 11.949972055800002 14.969964993700001 310.44950696480004 22.614947116400003 15.015859748200002 14.122113655700002 21.950234501100002 217.42844949650001 13.8160216159 13.153721664750002 78.473404369650012 12.250988447150002 17.108018746400003 81.573196594050017 82.250688042950017 113.62230596715001
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 16 4 29 5 -1 -6 -7 13 -10 15 23 -13 -9 -15 -11 -2 18 19 -18 -21 22 -17 -12 -25 26 27 -26 -4 -3
right_child=1 3 28 -5 6 7 -8 8 9 10 11 12 -14 14 -16 21 17 -19 -20 20 -22 -23 -24 24 25 -27 -28 -29 -30 -31
leaf_value=-0.00079200242584041478 0.00079207370811626898 0.0021033400071112872 -0.0027482573495531842 0.002399352536211802 0.0013029634678832392 0.003107102803613899 -0.002566844677736089 -0.0024985749929992362 0.00098675243364926973 -0.0035222996162396348 0.0021216451050127751 0.0021565279264875378 -0.0021519641352921704 -0.0029064277666169523 0.00051381279904850119 0.0013373312492571275 -0.0047561248052008682 0.0016674264476966003 0.0010132822873303638 -0.0036952786007762323 0.0015838350563076892 0.0014263043954133145 -0.0020117663638458557 0.0025510573945091083 0.00040122503333444611 -0.0033223588517385747 0.0022816930456237444 -0.0028116985210182651 0.0013894290737629226 -0.00040161565512162977
leaf_weight=43.075848981272429 216.27210643142462 2.8102847300469866 7.1100757978856546 3.6641669720411292 2.8249280583113423 2.3602012246847144 8.4922484951093775 5.4723275294527438 35.507808246649802 2.9001473840326062 8.0808545127511042 3.0009803399443609 6.3763538720086217 2.4360344745218745 8.9433269016444665 2.0173856392502776 3.3424717970192486 12.0512353554368 6.0680405534803858 4.4252625592052937 2.7406109236180782 2.9809027668088666 8.0576582700014097 3.4538030736148384 7.8350874260067958 2.2298316881060591 4.0288397073745719 2.1233656937256455 1.1523902858607469 60.884722578339279
leaf_count=1242 982 13 357 13 18 7 248 140 178 46 42 12 135 61 61 11 28 57 38 56 13 20 106 13 46 26 15 94 14 541
internal_value=0.000236401 0.000512036 -0.000268523 -0.000144741 -0.000171601 -6.43944e-05 -0.00160089 0.000226338 0.000161857 0.000375028 -3.41435e-05 0.000475724 -0.000773139 -0.000958835 -0.000218375 -0.00122058 0.000692682 -5.81931e-05 -0.00131274 -0.0026559 -0.00167626 -0.000709297 -0.00134116 0.000897715 0.000394923 -6.4275e-05 0.000455123 -0.000283842 -0.00217116 -0.000291095
internal_weight=482.719 312.259 170.46 67.3592 162.198 150.881 11.3172 107.805 105.445 88.593 53.0852 37.1291 9.37733 16.8517 11.3794 15.9561 244.9 28.6276 16.5764 10.5083 7.16587 13.0559 10.075 27.7518 19.6709 16.2171 13.9873 9.95845 8.26247 63.695
internal_count=4633 1741 2892 567 2521 2255 266 1013 1006 744 566 383 147 262 122 183 1174 192 135 97 69 137 117 236 194 181 155 140 371 554
is_linear=0
shrinkage=0.00259775


Tree=296
num_leaves=31
num_cat=0
split_feature=17 15 12 17 0 5 10 5 16 4 19 18 12 14 8 5 8 17 16 18 0 12 0 6 7 16 5 8 2 8
split_gain=1.19786 1.74649 2.17906 1.70632 1.73909 1.68877 1.6115 2.71389 1.62988 1.53856 1.45932 1.42814 1.38038 1.89752 1.72953 3.41234 2.01407 1.92856 3.93779 3.62159 2.99061 2.2811 2.14575 2.27953 4.66098 3.43388 4.53575 3.31656 2.74347 2.54153
threshold=168.62011096010002 26.912781836550003 245.75615448465001 174.47088669260003 78.099708689550013 13.713273242250002 60.87206898960001 29.110986871100003 11.949972055800002 330.20885572415006 10.650859343850001 14.170404054850001 66.834523482800009 144.12207640715005 8.8430989333000021 30.133297129900004 8.7431769115000026 188.27285108100003 22.694946929300002 13.328768336950002 85.990333302400003 82.088033630950022 86.135510041400025 16.245379570700006 23.080728504150006 22.454947490600002 22.705169530700005 8.6432548896500023 212.16877499140003 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 5 6 -5 -1 7 -2 10 -4 -8 -11 -6 -14 16 -16 17 -15 19 20 -19 -21 -23 27 -25 -26 28 29 -27 -24
right_child=3 -3 9 4 12 -7 8 -9 -10 11 -12 -13 13 14 15 -17 -18 18 -20 21 -22 22 23 24 25 26 -28 -29 -30 -31
leaf_value=0.0019838526520646717 -0.035862391205936289 0.0072876047505155243 0.035670246797318568 -0.031557135413908838 0.019959294594435135 -0.027622145819852995 0.012158375612651862 0.0089106969893620689 0.021191426268249776 -0.027764475944254796 -0.034925872358003075 0.015415480221192277 -0.024259540456254516 -0.0037639068832004681 -0.015505202500418702 0.023138726650448967 0.013278049731350997 0.0004355922772929308 0.020905440426102602 -0.040634412100207351 0.018119496391807949 -0.013758104490889744 -0.0016317178074100093 -0.024746321866606351 0.023044827542246394 3.0966231745922997e-05 0.018066213681700971 -0.030991617781940026 -0.03003262549726636 0.016071461836340364
leaf_weight=2.3448733701370674 1.6660542450845266 5.8433678823057553 1.1619858974590891 1.5328760824631888 3.4235785752534857 7.2324118613032624 1.5929668871685856 4.9145626937970519 10.609095633961259 1.3832947631599384 0.9754637088626622 1.4334902135888112 2.79590880870819 66.053197726490907 12.754575750557704 2.5140502899885169 12.4047913569957 15.972871321719138 9.8056726884096843 1.2850848929956544 19.543236251920462 10.019821666181086 122.53597845393233 3.9787616301327935 12.265948109328745 13.033124834299093 11.999195344746111 3.3754838695749632 3.5495653934776774 7.935886957217007
leaf_count=135 53 68 4 134 15 420 51 64 79 33 23 57 22 742 122 11 69 106 53 35 102 102 1774 25 102 53 55 33 44 47
internal_value=0.000769182 -0.00656715 -0.0125393 0.00116836 0.000660368 -0.0203735 0.00982705 -0.00242477 0.0159454 0.00631849 -0.00572374 -0.00578976 0.000807679 0.000610083 0.000821412 -0.0091423 0.00130628 0.000813482 0.00209844 0.00128061 0.0101664 -0.000380564 -0.000106418 0.000659152 0.00657618 0.00962713 0.00386891 -0.00132251 -0.00640422 -0.000554931
internal_weight=375.937 19.3994 13.5561 356.538 336.78 9.57729 19.7581 6.58062 13.1775 3.97877 2.56843 2.81678 335.247 331.823 329.027 15.2686 313.759 301.354 235.301 225.495 35.5161 189.979 188.694 178.674 44.8266 40.8478 28.5819 133.847 16.5827 130.472
internal_count=4633 717 649 3916 3646 555 270 117 153 94 74 90 3512 3497 3475 133 3342 3273 2531 2478 208 2270 2235 2133 279 254 152 1854 97 1821
is_linear=0
shrinkage=0.0303162


Tree=297
num_leaves=31
num_cat=0
split_feature=16 0 16 2 2 6 15 7 10 13 13 9 13 6 13 18 5 9 8 17 17 17 17 16 9 7 10 13 13 16
split_gain=6.58956 4.52444 4.20235 4.16792 3.86688 5.31222 3.57142 3.16029 3.03863 3.6455 5.87877 3.13144 5.46078 4.45639 3.73136 3.57389 3.5199 3.87366 3.02629 3.02481 2.93166 3.19382 4.28655 2.79709 2.78095 2.69628 5.09919 3.51758 6.87554 5.60849
threshold=20.394952307700002 86.345209775600011 20.034953149600003 325.13486840910008 151.08605618930002 16.405383309150004 40.42701969085001 22.532843451200005 66.859265246100009 113.19215266625001 113.98793627290001 195.34352961910002 115.13321943645001 16.435384010100005 116.86189801435002 13.344136431100003 21.252944829650001 202.70031010240004 2.8477776226000002 162.04221493815001 188.85216786605002 186.34046889365004 187.63270803470002 22.614947116400003 189.68479361675003 19.052023743050004 64.730006406800015 109.34496908160001 108.06526301150002 19.224955043700003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 4 3 19 20 -6 -7 -8 9 -3 -11 13 -13 -12 -14 -15 17 -16 -5 -1 21 23 -23 -2 -22 -21 -27 28 -28 -29
right_child=1 8 -4 18 5 6 7 -9 -10 10 11 12 14 15 16 -17 -18 -19 -20 25 24 22 -24 -25 -26 26 27 29 -30 -31
leaf_value=-0.0023761552383711909 0.0027499693971679388 0.0031199169226843494 -0.0033269379794560678 -0.00049150192966942292 -0.0048189270011165996 -0.0037322837512106231 -0.0030565638612082731 0.00029998683417575557 -0.001745627730954844 -0.0017799856408651331 0.0029367819222396048 -0.0031321700180567606 0.002422956482910217 0.0016557618304597213 0.00015611056942179842 -0.002182804012277024 0.0010916638124266334 -0.0041469991194701744 -0.0036921296246522906 0.0016785386757008857 0.0027951215321044367 -0.0042475348204678159 6.0990524164270938e-05 0.00016527179531901403 0.00055364859639480735 -0.0029776026990476754 0.00015254030335153755 0.002155293082786803 -0.0019174865339456398 -0.00050144897776087025
leaf_weight=5.463845938909798 5.8399501647800234 9.710367411375044 4.3559089470654717 7.3717480346094799 2.9943575207144013 2.9958260543644419 3.3289476260542861 33.718815912492573 3.9305578283965579 7.5440761968493453 21.605153858661652 3.5927045568823806 15.602996721863745 8.3355175107717496 8.2303324788808805 3.8207423239946356 33.636177398264408 3.1147600039839736 5.6263565868139267 11.084951976314185 11.050726316869261 3.6985985562205297 7.6592740784399211 20.044213071465492 13.025859154760836 5.9731648964807382 141.6473951311782 20.533952914178371 19.747549516148865 14.746283259242771
leaf_count=346 42 34 42 157 48 30 56 221 30 43 113 25 73 33 42 20 150 28 168 100 51 26 37 102 57 266 1823 103 296 71
internal_value=0.00025361 0.000658295 -0.000128712 -6.87144e-05 0.000158674 -0.000596469 -0.000280724 -1.61792e-06 0.00109598 0.00119294 0.00101555 0.00123089 0.000804646 0.00204113 0.0010381 0.000449291 0.000557728 -0.00102529 -0.00187692 3.85102e-05 0.00068869 0.000110887 -0.00134205 0.000748428 0.00158244 0.000100238 1.39046e-05 0.000104759 -0.000100739 0.00104484
internal_weight=460.031 223.48 236.551 232.195 104.357 43.0379 40.0436 37.0478 119.123 115.193 105.482 97.9384 64.177 33.7614 60.5843 12.1563 44.9813 11.3451 12.9981 219.197 61.3186 37.242 11.3579 25.8842 24.0766 213.733 202.648 196.675 161.395 35.2802
internal_count=4633 1261 3372 3330 670 355 307 277 591 561 527 484 318 166 293 53 220 70 325 3005 315 207 63 144 108 2659 2559 2293 2119 174
is_linear=0
shrinkage=0.00328654


Tree=298
num_leaves=31
num_cat=0
split_feature=15 13 16 7 19 13 17 2 5 18 19 6 6 15 19 7 18 13 3 9 3 0 9 5 5 13 16 17 7 14
split_gain=1.16353 1.78297 2.42275 1.8071 1.50276 3.90393 4.47183 3.28307 3.40928 2.91132 2.80848 2.26593 2.69889 4.14447 2.47207 2.31862 7.3226 2.9776 2.39853 2.8411 2.57625 2.24256 4.23119 2.23907 2.14813 5.03855 2.07319 2.2264 4.03006 2.93994
threshold=46.674706678850008 117.61735474900001 22.534947303500005 23.543468673550006 14.351157895250003 115.13321943645001 199.59317753375004 285.01633004880006 20.201591378100002 13.956123578150001 14.551174033150001 16.445384243750002 16.100376182700003 43.376643616500012 14.251149826300002 23.322419822750003 13.063922652800002 117.62810858150002 100.48918799990001 71.932467616300016 93.82450029455002 86.345209775600011 197.89372115420002 21.869642762900003 21.556055031700001 117.58509325145 22.574947209950004 187.32964365115004 20.869210126600006 245.99173885435002
decision_type=2 2 2 2 2 2 2 2 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 11 6 -6 8 -7 21 -11 12 13 -1 -14 16 18 -18 20 -20 -13 24 -23 -24 25 -10 -26 28 -28 -29
right_child=1 3 -4 -5 5 7 -8 -9 9 10 -12 15 14 -15 -16 -17 17 -19 19 -21 -22 22 23 -25 26 -27 27 29 -30 -31
leaf_value=0.00027457703017722511 0.0063526210216447252 -0.014285246048673884 -0.028221349002354124 0.0096470198950425259 0.0079153233701847198 0.018514902761899585 -0.026084003737776543 0.020856849314558789 -0.029445072187839736 -0.030759285183046221 0.0067825002365135478 -0.0045540922078574509 0.016025212935604955 -0.036091052953336464 -0.00089193204786032043 0.0046532844222380888 -0.040807015923272412 -0.0067758201105625488 -0.0012600773267642897 -0.02743120397300795 0.018243999018810943 0.016456460391217773 -0.01301271135784441 0.0071707805693871259 -0.012599735163524377 0.0035949153504055515 0.014784526015907771 0.014730180829490458 -0.019916673738049197 -0.00082778360509677467
leaf_weight=186.12161588750314 1.7590703554451455 2.9231283701956254 3.6962816803716123 5.0793176591396332 3.9221014380454999 8.0592404901981336 5.416627608705312 6.7973362579941741 4.4259091429412347 2.9979250542819491 1.9237524941563604 6.6820500493049675 12.376613198546693 1.861328575760125 8.6153635457158089 9.9265924878418428 4.9227962818695223 2.182090749964118 6.9518260776530933 3.7577847400680184 5.1699995412491262 16.842174232006077 5.8906065300106984 7.1617142483592033 4.6457419823855153 7.0179872363805771 3.2101061120629293 15.947841364890339 5.0864722114056349 12.936074212193487
leaf_count=2943 10 50 104 29 17 54 51 44 31 42 11 31 74 24 40 53 115 15 114 300 26 111 29 32 33 32 13 66 49 90
internal_value=0.000618295 -0.00638267 -0.017073 0.000905057 0.000879394 0.0032078 -0.0118049 0.00456971 0.00341824 0.002037 -0.0160852 -0.000172377 0.000835416 -8.55002e-05 0.00908221 -0.00549157 -0.00888609 -0.0303552 -0.00212527 -0.010443 0.0053907 0.00310947 0.00842513 -0.00193817 0.0001264 -0.00918325 0.00267357 0.00458199 -0.00649011 0.00776232
internal_weight=374.307 13.4578 5.45535 8.00245 360.85 112.282 9.33873 102.943 96.1455 88.0863 4.92168 248.568 208.975 187.983 20.992 39.5931 29.6665 7.10489 22.5617 10.7096 11.852 83.1646 29.8945 13.0523 53.2701 11.4439 41.8262 37.1805 8.29658 28.8839
internal_count=4633 193 114 79 4440 705 68 637 593 539 53 3735 3081 2967 114 654 601 130 471 414 57 486 172 61 314 63 251 218 62 156
is_linear=0
shrinkage=0.0242498


Tree=299
num_leaves=31
num_cat=0
split_feature=5 5 6 6 8 17 6 18 5 13 17 7 3 10 9 3 7 2 10 6 9 9 2 6 5 17 17 4 10 13
split_gain=1.12205 1.46453 1.44511 2.28968 2.23117 2.00514 1.98224 1.87657 1.92833 1.67385 3.72158 1.57501 1.56694 2.32751 3.04791 2.65203 3.97893 1.79566 1.73724 1.65319 2.16843 1.82603 4.09127 2.71548 2.47762 1.5868 4.11988 3.37594 1.76226 8.11918
threshold=12.306951632950001 13.252098438300001 13.005303866850001 12.410289964450003 7.7439566930000003 215.11020472680005 11.215262042800001 13.900697602550002 18.678742451450002 96.975373223400013 176.44238483465003 25.169498800150006 93.883646373400012 61.917879202350001 187.45330412110005 94.109476856350014 19.506002767000002 316.46407472665004 61.928633034850002 16.585387514950003 227.40597858270002 186.16747084260001 122.71527679435002 16.665389384150004 28.006145904900002 182.37451917730002 183.58889821140002 159.20292939725002 66.859265246100009 111.12203990580001
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=-1 -2 3 4 7 -5 -6 8 -3 10 -9 -11 25 17 15 -15 -17 19 -16 -14 21 22 -21 -24 -23 -4 27 -27 -28 -30
right_child=1 2 12 5 6 -7 -8 9 -10 11 -12 -13 13 14 18 16 -18 -19 -20 20 -22 24 23 -25 -26 26 28 -29 29 -31
leaf_value=-0.0038243455189633903 0.0085888273378156368 -0.029637675985992443 0.0080059324523900667 -0.025738371551248678 -0.0010401751985948875 0.012284192662100334 -0.020254799105792542 0.0098257711313665657 0.0007259968424123749 0.019055264162720353 -0.029618453778157607 0.00015901396765108418 0.0086009600590917605 0.0092308404550967109 0.0073039292745565284 0.020639151225705046 -0.027509678336056768 -0.024288672879300324 -0.023528310781777247 0.014342773363132036 0.024792865867897931 -0.020399713849909164 0.012825409332832478 -0.026906946986157108 0.0024420761539631504 -0.00060139190904242917 0.0033488439535112428 -0.036122340185970839 0.0012599127845916215 -0.025295788854863485
leaf_weight=27.638491390680429 11.947392661590127 1.5739370109513462 19.517850616481155 3.6877827383577815 6.0323312189429981 0.86063119024038304 4.8915125655476004 3.6654836318921289 3.1749605881050229 6.2981083225458843 1.7916535409167407 3.4265348915942013 12.179130691103635 5.7337461765855569 1.0622944869101036 1.1974451392889021 3.096129153156653 1.3601208245381702 6.8355950338300318 6.2328227084362933 1.4450494498014439 5.5737638380378467 1.253128385171294 2.7969724929425865 4.18138238042593 2.7416109815239897 137.83304525073618 2.6446493230760098 72.930766792502254 6.2921162862330666
leaf_count=1267 112 29 125 98 53 6 103 90 41 34 42 35 91 27 8 8 235 58 146 120 6 68 11 174 27 31 828 27 675 58
internal_value=0.000522913 0.000873969 0.000594921 -0.00368705 -0.00149693 -0.0185439 -0.00964416 0.00296851 -0.0093375 0.00681786 -0.00312431 0.0123971 0.00110896 -0.00238616 -0.00895962 -0.000751145 -0.0140813 0.000978276 -0.0193813 0.00199918 -0.00174347 -0.00365714 0.00293787 -0.0146135 -0.010609 0.00187379 0.00133574 -0.0180421 0.0018166 -0.00084922
internal_weight=369.896 342.258 330.311 35.4029 30.8545 4.54841 10.9238 19.9307 4.7489 15.1818 5.45714 9.72464 294.908 52.9476 17.9252 10.0273 4.29357 35.0224 7.89789 33.6622 21.4831 20.0381 10.2829 4.0501 9.75515 241.96 222.442 5.38626 217.056 79.2229
internal_count=4633 3366 3254 531 427 104 156 271 70 201 132 69 2723 979 424 270 243 555 154 497 406 400 305 185 95 1744 1619 58 1561 733
is_linear=0
shrinkage=0.0224301


Tree=300
num_leaves=31
num_cat=0
split_feature=17 15 9 13 6 13 15 18 7 8 9 7 5 10 10 15 18 19 17 3 18 17 2 17 16 3 14 5 6 10
split_gain=1.04533 1.5161 2.92479 1.90758 2.41067 2.66601 2.13449 1.73215 1.43101 2.33132 3.37494 2.22327 2.77859 2.96514 2.6692 1.70958 2.43307 1.78513 1.77287 3.68688 1.68921 1.40915 1.38992 1.35361 5.47987 5.715 2.70999 2.46897 1.7334 1.69495
threshold=168.62011096010002 34.969820938750011 195.46053662500003 120.78166996855002 16.445384243750002 107.58940592240002 30.632308446700005 13.900697602550002 20.797746106000002 5.1459841250500009 70.238863950400017 21.698399695800003 29.741930202000002 60.87206898960001 74.257902021100008 46.055224235250002 13.164254432300002 14.651182102100002 192.44445991605002 93.292185584700022 14.243842826850001 188.13858192940003 62.357017394150006 201.39543491635001 22.624947093000003 90.988176966900014 162.62753922915002 7.754880527600001 16.425383776450001 64.369753017350021
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 3 4 5 7 -6 -1 9 10 -2 14 13 -13 20 17 -17 23 -18 -20 22 -12 -10 -15 25 26 -25 -28 -27 -29
right_child=8 -3 -4 -5 6 -7 -8 -9 11 -11 21 12 -14 15 -16 16 18 -19 19 -21 -22 -23 -24 24 -26 28 27 29 -30 -31
leaf_value=-0.026451635301882589 0.012466144193021996 0.031478058814742901 -0.042695648292472098 0.032944234323293194 -0.036809428110635312 0.023062865338218535 0.030800591287225339 0.001896915314338307 -0.0017579804778887057 0.030282263267593562 -0.031294692883994425 -0.034515501556347208 0.032230651261032861 0.0021540498343431726 0.018721051950694442 -0.033387536966545103 0.012942535983414575 0.013456005695992722 0.0036894438059382364 -0.035870573854424853 0.0098315466813615193 0.022281541887765131 -0.032673647407505273 -0.04112643798487195 0.025363861585757069 -0.049830735926470388 -0.030325867009236566 0.016117122294193896 -0.016386451990773925 -0.0016613859913005347
leaf_weight=3.0064543326152542 9.1073413193225843 0.86630727862939139 1.8610887002432708 1.1100090965628613 3.0276656334754075 3.0656590880826116 0.45859202882274974 4.7314323603641242 1.6076513975858668 3.5804504482075563 2.6204043233301486 2.0201666681095949 2.4100214941427103 221.97554747801041 1.8729206658899773 2.7509363256394854 4.0209559302311382 10.231152001768349 5.6056732796132547 3.1319343904033303 1.3704159951303152 0.49834037676919241 5.428317925427109 1.494858982041477 5.5240906476974478 2.7906346297822884 2.3917941750260061 5.0433863699436179 2.5111841838806868 49.112242147326469
leaf_count=127 87 4 143 5 215 31 6 186 10 24 198 48 13 2097 13 89 29 51 42 71 15 8 100 15 39 30 248 31 34 624
internal_value=0.000614666 -0.00622223 -0.00811437 -0.00393518 -0.00679991 1.41042e-05 -0.0279158 -0.00911754 0.00097172 0.00955659 0.00348701 0.000562123 0.000990238 0.000753926 -0.0128076 0.000978985 -0.00847662 0.00146608 -0.00310545 -0.0104906 -0.0198321 -0.0227338 -0.0256097 0.0010443 -0.00253263 -0.00496542 -0.00231419 -0.00128817 -0.03399 -5.71531e-06
internal_weight=365.228 18.1272 17.2609 15.3998 14.2898 10.8035 3.48626 7.73789 347.1 15.8065 12.2261 331.294 321.015 318.605 10.2793 316.584 15.5095 301.075 12.7586 8.73761 8.40639 3.11874 7.03597 290.844 68.8682 63.3441 58.0423 56.5474 5.30182 54.1556
internal_count=4633 717 713 570 565 344 221 313 3916 317 293 3599 3461 3448 138 3400 231 3169 142 113 125 206 110 3118 1021 982 918 903 64 655
is_linear=0
shrinkage=0.0292046


Tree=301
num_leaves=31
num_cat=0
split_feature=19 15 13 5 16 13 19 17 18 7 15 13 16 17 17 6 10 2 2 15 16 17 3 15 18 13 17 18 0 7
split_gain=1.00825 0.940016 1.56567 1.46157 1.06551 1.01337 2.02057 1.95606 1.65742 2.79309 1.97531 1.52888 2.13945 1.02193 1.65368 1.64896 1.9122 1.7696 2.10207 1.56378 1.37497 1.44289 1.07039 2.46208 1.41932 1.05781 2.26836 1.35516 2.3183 2.52487
threshold=9.4507625164000029 46.674706678850008 117.56896250265002 25.361845021250002 22.644947046300004 117.97223122220002 14.651182102100002 189.5403704096 12.816643511250001 20.869210126600006 34.969820938750011 121.91888775770001 21.074950717600004 168.62011096010002 174.72950843050003 16.445384243750002 58.793890854750011 233.38240125640002 90.828344481500011 30.632308446700005 11.949972055800002 169.76344673365003 101.29303698090001 20.734744936600006 11.890615410500002 117.69263157665002 189.90635174060003 12.722397935550001 85.619326080400015 22.502236473750006
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=-1 5 -3 4 -4 6 13 8 9 10 11 12 -7 15 20 16 -2 18 -18 -17 21 -15 -22 -24 -25 27 -27 -16 29 -29
right_child=1 2 3 -5 -6 7 -8 -9 -10 -11 -12 -13 -14 14 25 19 17 -19 -20 -21 22 -23 23 24 -26 26 -28 28 -30 -31
leaf_value=-0.016812824795209708 0.017218075942690585 -0.020256893520981433 -0.027821793377579142 0.0065102622510897932 -0.001962548211583696 -0.024627497835319825 0.011715682162520245 -0.027432847204452489 0.018609696348994065 -0.024124593278335164 0.023240042060832845 -0.032120302093819074 0.02090903800108011 0.012058538035989762 0.013008589299444321 -0.030220745208215511 0.0015223734740841843 0.01131754478622872 -0.025893707125886692 0.014412565071272268 0.015233275604215757 -0.026395939311241602 -0.033734213542158768 0.021569904436073976 -0.010174889157770248 -0.0022985341152730837 0.019476759351820257 -0.033892094568356283 0.00040344127889430342 -0.0024078917493130458
leaf_weight=1.8592102231341403 2.3667038301937273 3.1089860803913316 1.4952621283009633 5.6314970888197422 2.1374294739216566 0.93124380521476169 9.4495895132422429 1.9566833935677994 1.8097177911549795 3.042286217212677 1.9089096188545225 0.94041081145405758 1.4673265144228933 0.97860089782625737 4.5550497928634277 2.2647694241022687 2.889850013307294 2.2201517298817635 3.3160655391402543 0.5360050897579639 9.8003508979454619 1.1986940247006712 0.88598530367016692 2.1823840078432117 1.2081755693070588 5.6677277684211713 4.9469564631581306 2.2724660756066433 274.00868683832232 3.6902685409877449
leaf_count=326 15 72 33 60 28 49 47 34 25 42 7 17 10 10 45 204 90 16 175 15 68 51 36 31 33 25 17 99 2905 48
internal_value=0.000446613 0.00053603 -0.00582806 -0.000985856 -0.0126065 0.000763288 0.00100457 -0.00592954 -0.00176364 -0.00621107 0.00417368 -0.00672663 0.0032295 0.000693123 0.000968428 -0.00561346 -0.0014444 -0.00668629 -0.0131271 -0.0216789 0.00826519 -0.0091123 0.010953 0.00114409 0.0102581 0.000566576 0.00784981 0.000294865 8.80162e-05 -0.0144069
internal_weight=360.727 358.868 12.3732 9.26419 3.63269 346.495 334.438 12.0566 10.0999 8.29018 5.24789 3.33898 2.39857 324.989 311.395 13.5935 10.7928 8.42607 6.20592 2.80077 16.2542 2.17729 14.0769 4.27654 3.39056 295.141 10.6147 284.526 279.971 5.96273
internal_count=4633 4307 193 121 61 4114 3930 184 150 125 83 76 59 3883 3368 515 296 281 265 219 229 61 168 100 64 3139 42 3097 3052 147
is_linear=0
shrinkage=0.0234978


Tree=302
num_leaves=31
num_cat=0
split_feature=6 6 3 3 9 15 0 2 9 2 6 16 16 10 5 8 0 0 5 9 10 6 18 13 7 7 9 5 13 13
split_gain=4.20158 6.35972 4.37873 4.91933 5.06227 5.04801 4.66212 4.65764 4.46935 4.05888 3.82405 4.84417 2.93091 7.82001 5.73487 6.14667 4.5624 5.62801 4.17933 3.90872 7.35043 4.81772 3.26246 3.03428 2.79156 3.62939 3.95489 2.51876 2.37541 2.30583
threshold=13.665319288000001 13.775321858200002 85.589753040950015 84.812788641250009 206.50942114985003 28.826925781250004 86.538778761000017 319.32263744460005 214.52351813370004 163.12111328040001 14.195331671650001 16.684960983300005 19.224955043700003 66.859265246100009 17.687678651600006 8.1436447804000007 90.321439350550008 89.861713010250014 19.897785533950003 194.57718764590001 64.369753017350021 16.435384010100005 13.744231039150002 116.87802876315001 24.545313225450005 23.727132803250004 199.17419511990002 20.315138807500002 117.28936285705002 117.39690118230001
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=-1 -2 3 4 24 -5 7 27 10 -10 -6 -12 18 16 -15 -16 17 19 -8 21 23 -14 -20 -21 25 -3 -27 -4 -25 -30
right_child=1 2 6 5 8 -7 12 -9 9 -11 11 -13 13 14 15 -17 -18 -19 22 20 -22 -23 -24 28 -26 26 -28 -29 29 -31
leaf_value=-0.000415214612394159 0.0030881164024263233 0.0031689577263344215 0.0027245489389574919 0.0003508016043015806 -0.0066333454038428113 -0.0049766947328042542 0.0038121348585129669 -0.0049119284002569043 0.0024562920783501732 -0.003382215799119502 0.0030787014579725519 -0.0048803442900814606 0.0034299745536160104 0.0022453258626478731 0.00056314410965972348 -0.0051786151432535689 0.0033905154753908974 -0.0037478746548874338 0.0028332509001513483 0.0031622918451336777 -0.0040770035429069217 -0.00090884273380963045 -0.0034257752767880094 -0.0017685541609274828 0.0022053597626260093 -0.0063874379317237226 -0.00016704206577694479 4.174316435101304e-05 0.0036016066711838162 0.00053784015922895721
leaf_weight=111.60360153624788 13.565052084624766 3.1420351192355183 5.6037691198289385 4.4182065390050393 3.787394046783449 7.0974111231043935 12.459727711975576 2.8341926296707234 5.1174636352807275 2.8317687008529902 2.0986681878566742 2.6481309290975332 18.335694082081321 4.3398738205432918 4.6041787452995759 7.5116954371333122 13.792675107717512 3.7225643992424002 2.4747644159942856 8.4398095533251745 4.7363049983978263 4.9830076619982711 2.6300400942564011 5.6743757277727118 14.165658693760632 2.113550800830124 6.0282750055193901 122.10607069369871 4.4203960150480297 25.212008967995644
leaf_count=2056 58 10 36 27 39 181 46 86 23 35 6 50 107 14 24 67 57 25 15 37 27 23 30 33 66 27 48 1233 14 133
internal_value=0.000238742 0.000466181 0.000350453 -0.000667463 -4.53862e-05 -0.00293269 0.000564751 4.93587e-05 -0.00173467 0.00037643 -0.00370108 -0.00136147 0.00111026 0.00086446 -0.0016142 -0.00299668 0.00132113 0.000943206 0.00259044 0.00118642 0.000553274 0.00250281 -0.000391454 0.00105458 0.00104875 -0.000403246 -0.00178181 0.000159462 0.000550747 0.000994876
internal_weight=432.498 320.895 307.33 53.4486 41.9329 11.5156 253.881 130.544 16.4834 7.94923 8.53419 4.7468 123.337 105.773 16.4557 12.1159 89.3168 75.5242 17.5645 71.8016 48.4829 23.3187 5.1048 43.7466 25.4495 11.2839 8.14183 127.71 35.3068 29.6324
internal_count=4633 2577 2519 512 304 208 2007 1355 153 58 95 56 652 561 105 91 456 399 91 374 244 130 45 217 151 85 75 1269 180 147
is_linear=0
shrinkage=0.00391285


Tree=303
num_leaves=31
num_cat=0
split_feature=15 19 3 9 7 8 6 15 2 7 16 13 2 16 5 3 18 12 12 4 6 8 17 8 4 6 6 16 18 17
split_gain=0.951636 0.904305 0.998155 0.809908 1.28994 0.892741 2.70006 1.75497 2.05721 1.65035 1.25738 1.68771 2.8225 2.4003 1.08595 2.46786 1.02536 1.01151 2.77944 2.71353 2.64954 2.45922 3.56185 2.02255 1.81626 1.25093 3.42341 1.32599 2.32888 1.21289
threshold=52.561095883800007 9.4507625164000029 85.850533479600017 233.77854820110002 28.832866553600002 9.5425530862500008 17.435407375500002 43.376643616500012 35.561888367500011 21.698399695800003 22.834946602000002 117.97223122220002 122.71527679435002 22.764946765650006 22.458857822500004 94.16862293520002 11.634276750250001 91.208648993800026 96.720516239650024 160.20223982390002 16.325381439950004 8.2435668022500028 183.32030055335002 8.9430209551500024 147.36370056065002 16.625388449550005 16.585387514950003 22.694946929300002 13.405741979600002 194.75204781875001
decision_type=2 2 2 2 2 2 2 2 2 2 2 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 10 8 -8 16 11 13 -13 17 -10 -16 -7 20 -19 -20 21 22 24 25 -3 26 27 -21 -29 -23
right_child=-2 3 -4 4 -6 9 7 -9 14 -11 -12 12 -14 -15 15 -17 -18 18 19 23 -22 29 -24 -25 -26 -27 -28 28 -30 -31
leaf_value=-0.025484723740265634 -0.018743317443855288 0.015668892145454288 0.020852399495213964 -0.031836145497701543 0.004913708664766538 0.0076141002218416964 0.027239710724129118 0.0099558991609115313 -0.036347984710047965 0.019176336962710133 0.01985949896252099 0.011216969478444741 -0.033811891543856193 0.027246401562024732 0.02280604564945312 -0.026316435191479387 -0.019268625834281364 0.012371094565446959 -0.02403932883380816 0.00075348666121445292 -0.027163579110931049 0.00065880499883347939 -0.032708891360639994 -0.020144367049503994 -0.017731010236261738 0.011481489690598451 -0.033308644155013119 -0.0036612031297197987 0.023371171115301667 0.017961893339454842
leaf_weight=1.4771335435798381 1.54714925889857 2.4746681526303353 0.34579364606179286 1.177469834685325 1.1264072130434213 2.0688933730125423 0.52310425043105979 1.5245911628007887 2.3758208248764277 4.2865446726791561 2.0908633321523658 1.380541238933801 2.1390632558614016 2.0776478648185721 0.8064014166593555 2.6167476847185753 1.4577336022630332 12.719127470161764 2.6588290687650433 275.37554808543064 2.6906147440895429 8.155138945206998 3.0202723800903186 2.7337729856371871 1.6262065273476762 6.7953447971958658 1.7602700167335559 3.5287785548716775 4.2157880365848541 3.485287368297576
leaf_count=320 49 10 6 20 44 11 2 11 24 24 10 10 46 9 3 212 46 115 21 3201 26 62 78 28 39 119 23 24 26 14
internal_value=0.000469832 0.000552699 -0.016695 0.000640797 -0.0138685 0.000735068 0.000550161 -0.0136875 -0.0193892 0.00894188 0.000879783 0.000761969 -0.0161496 0.000940544 -0.0235954 -0.0147445 -0.00349789 0.000775544 0.00113256 0.000651372 -0.00437999 -0.00111258 -0.0124767 0.000874355 0.00242412 0.00107136 0.00082304 0.00103525 0.011054 0.00583956
internal_weight=360.262 358.714 1.82293 356.891 2.30388 354.588 346.774 7.84667 6.32207 7.81317 338.928 336.837 3.5196 333.317 5.79897 3.42315 3.52663 331.24 309.787 297.068 21.4522 18.7616 7.12115 294.41 4.10087 291.676 284.88 283.12 7.74457 11.6404
internal_count=4633 4584 326 4258 64 4194 4113 252 241 81 3861 3851 56 3795 239 215 57 3786 3557 3442 229 203 127 3421 49 3393 3274 3251 50 76
is_linear=0
shrinkage=0.0245507


Tree=304
num_leaves=31
num_cat=0
split_feature=4 16 17 18 16 10 9 12 4 18 17 7 17 17 2 16 5 10 5 5 9 17 2 17 3 15 0 18 16 14
split_gain=0.932627 2.56537 1.99476 2.15332 2.40755 2.92322 2.34282 1.89473 4.62653 2.7094 3.50301 2.44549 3.3004 2.71647 2.12242 3.03699 10.5368 3.24287 3.12657 13.1291 2.66034 2.82028 2.00214 1.93689 2.58588 2.42878 4.85107 4.91022 1.77187 1.66844
threshold=239.38000160390004 12.604970524100002 205.96542837505004 15.771515858900001 15.054964794950001 81.210254746450019 214.94003843055003 114.82338089645002 180.45550734805002 15.125532671900002 199.59317753375004 24.068567769550004 188.13858192940003 194.75204781875001 103.92649527695001 19.224955043700003 20.093158056800004 73.448676123850007 20.911722254300006 21.252944829650001 202.49517884540003 188.85216786605002 77.002902305750027 171.90167533095004 87.399085362750014 29.171703351550004 94.047642319350018 15.015859748200002 15.564963602350003 216.18714566720004
decision_type=2 2 2 2 2 2 2 2 2 2 2 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 8 9 10 11 13 -13 -6 20 17 -17 23 -18 -20 21 -9 -12 24 -16 -25 -27 -28 -19 -21
right_child=-2 2 -4 -5 7 -7 -8 14 -10 -11 22 12 -14 -15 15 16 18 28 19 29 -22 -23 -24 25 -26 26 27 -29 -30 -31
leaf_value=-0.028415828289978216 -0.00088058823811119652 -0.036093242783281701 -0.012134239126670205 0.016667495070560083 0.0010504342165047113 0.01273558093451746 0.016406909819760035 -0.0021568201697616677 -0.031676674168930455 0.023213476072413104 -0.037132605118148615 0.0012503615315795549 -0.040035264666895658 0.020047623775285048 0.035899767377191812 -0.048642066488776177 0.026291182979843342 0.0068837692054383422 -0.055392744513524404 -0.0020399672107662566 -0.0059766349502172918 0.022706333754194605 -0.00030813386557602095 0.026852585100087305 -0.036348920312625654 0.031446631362395519 -0.035886843336391874 0.017167785075400677 -0.036818205105148147 0.011046873425689413
leaf_weight=2.0422530716750762 183.52916298888158 3.5724237678805357 6.8429201347753397 7.9569913632003582 40.937145555391908 2.0273828394711018 0.76387323858216394 4.3926305398345056 3.3719417778775087 3.8315837066620579 2.868895946070551 3.6996524445712557 2.3404608760029078 6.4509903341531745 0.53934770822525635 3.2496101409196845 3.6782579421997061 1.2683294005691998 2.9020777493715277 12.888786357361825 4.6609505470842114 14.619854997843502 1.766030568629503 9.4024659078568238 1.1462696940288877 3.5402285158634168 2.6366454586386681 2.5315909460186958 1.4982846570201216 16.377168034669012
leaf_count=273 2645 116 98 68 364 13 5 23 44 18 43 38 29 25 1 26 19 7 20 112 88 109 13 103 149 11 44 8 47 74
internal_value=0.000472168 0.00190061 0.00226107 0.00285837 0.00215833 -0.0142351 -0.0268449 0.00285105 -0.000638726 0.00105218 -0.000410243 0.00155823 -0.0147473 0.00363654 0.00552021 0.00286123 -0.00172633 0.0108102 0.00252677 -0.00019057 0.0124457 0.016962 -0.0231015 0.0146665 -0.0132315 0.017263 0.00690928 -0.00989875 -0.0167834 0.0052834
internal_weight=357.334 173.805 171.763 164.92 156.963 6.36368 4.3363 150.599 65.2667 61.8948 58.0632 53.4282 6.04011 47.3881 85.3325 61.6591 39.0959 22.5632 35.8463 32.168 23.6734 19.0125 4.63493 19.7965 1.68562 18.1109 8.70846 5.16824 2.76661 29.266
internal_count=4633 1988 1715 1617 1549 134 121 1415 574 530 512 456 67 389 841 621 251 370 225 206 220 132 56 316 150 166 63 52 54 186
is_linear=0
shrinkage=0.0272097


Tree=305
num_leaves=31
num_cat=0
split_feature=16 6 15 13 2 13 0 15 6 10 19 15 9 5 7 16 16 2 15 12 19 16 16 9 9 13 4 19 7 10
split_gain=5.0309 3.81864 3.65799 3.72999 5.17945 3.56751 5.33044 3.04399 2.70122 4.51379 3.82423 2.69506 2.62484 2.5704 2.71358 3.01038 4.42102 3.81496 3.66404 4.01784 3.3687 3.36141 5.76427 4.96467 3.68701 2.99316 2.80694 2.59972 2.56949 2.5098
threshold=18.594956516900002 15.635365317800002 44.732387748900003 117.97223122220002 94.087390192850009 118.06363879865002 85.769879735700016 32.548041893900006 16.405383309150004 61.971648364950006 14.451165964200003 48.268997165750008 226.58992707320002 10.726864994700001 18.737592104000004 15.954962690350003 13.534968349350001 186.79363985910004 23.949961253350004 96.350437043050007 10.650859343850001 17.809958352600002 18.369957043050004 189.68479361675003 193.24048816455004 100.61016861575001 258.68722567540004 12.651020723000002 24.103872582350004 64.369753017350021
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 7 3 29 -5 6 -4 13 10 -10 11 -8 -6 -1 -15 16 20 26 25 -20 -16 24 -23 -24 -21 -17 27 -18 -29 -2
right_child=2 -3 5 4 12 -7 8 -9 9 -11 -12 -13 -14 14 15 18 17 -19 19 21 -22 22 23 -25 -26 -27 -28 28 -30 -31
leaf_value=-0.00078349664701621096 0.00082445666272529488 -0.0023090437679849224 -0.0026660047666537934 0.00080044057333513406 -0.0031943242617011804 0.002276882011699375 -0.0042921751850273264 -0.0030372855313078075 -0.0017766615560386259 0.0016642108628699716 0.00090191461103592604 -0.0003104365166881683 0.0012325155071205992 0.00327407347278643 0.00034261922273825265 0.001043131542921794 0.00088394446469514912 0.0017235169042639738 -0.0035820871834448356 0.0007782747276619406 -0.0017519283286289236 0.0025074369643042619 0.0037214572850293058 -0.0035129674322810505 -0.0028053357462366119 -0.0029000360550555408 -0.0020559009963396942 0.00081686369056065838 -0.0029852260724986621 0.00022236185851757815
leaf_weight=32.293060208903626 155.52824426442385 6.746509699150919 8.4478863384574634 7.8882328867912275 6.4883743207901716 3.5293958559632292 3.4475372806191462 2.8402994237840167 4.2726969793438903 10.835198208689688 3.9953358173370361 2.2633275650441647 1.2907440252602098 2.1513247787952414 13.105647457297893 1.9303466863930205 25.53687024302781 21.77754170447588 2.3536236193031099 4.6728499494493025 11.665365878026931 8.9479346387088281 1.034531652927398 2.8991138469427824 4.559020534157753 7.7972380053251982 3.8950977474451056 2.6582596376538268 3.0886754374951124 86.649133812636137
leaf_count=1120 766 371 136 50 120 13 32 106 36 43 28 21 6 7 232 13 141 128 42 32 223 46 2 98 76 164 40 13 38 490
internal_value=0.000183223 -0.000221562 0.000402975 0.000522302 -0.000818329 -0.000433302 -0.000720877 -0.000129639 -5.86636e-05 0.00069109 -0.00122567 -0.00271413 -0.0024598 -7.47163e-05 0.000119135 6.05845e-05 0.000356106 0.00079096 -0.00064573 -6.05652e-05 -0.000643762 0.000314245 0.00124999 -0.00161035 -0.000991437 -0.00211755 0.000213659 0.000496238 -0.00122656 0.000609032
internal_weight=454.589 159.953 294.636 257.845 15.6674 36.7914 33.262 153.207 24.8141 15.1079 9.7062 5.71086 7.77912 150.367 118.073 115.922 81.7275 56.9564 34.1947 24.4671 24.771 22.1135 12.8816 3.93365 9.23187 9.72758 35.1789 31.2838 5.74694 242.177
internal_count=4633 2892 1741 1432 176 309 296 2521 160 79 81 53 126 2415 1295 1288 815 360 473 296 455 254 146 100 108 177 232 192 51 1256
is_linear=0
shrinkage=0.00283508


Tree=306
num_leaves=31
num_cat=0
split_feature=10 7 19 18 16 15 7 10 15 15 6 17 13 6 0 3 7 16 16 10 9 2 4 4 5 8 7 5 8 5
split_gain=0.843236 1.56981 1.31434 1.03347 2.17997 3.21905 1.67014 2.24169 1.92064 2.28689 2.9413 1.50573 1.49079 2.20442 1.36315 2.24256 1.77182 1.63052 1.70043 3.49715 3.14042 3.0982 3.1167 2.58988 5.59628 3.89145 3.46307 3.44537 2.93083 1.82538
threshold=90.937096262400004 27.973342028250006 10.850875481800001 17.327266398450003 17.684958644900004 20.343341900300004 26.756201080000004 80.538140213850014 15.840011140850001 17.480288512750004 5.1351199812500008 219.10637853515001 95.811270852950017 8.7252038630000026 105.7585659356 76.927540944650019 26.366329164100005 14.504966081100003 16.094962363000004 73.007768990450018 191.61296531520003 186.79363985910004 241.58130306185004 309.25865594525004 21.363989181350004 8.543332867800002 23.131311951800004 31.373072367600006 8.6432548896500023 22.573811927200005
decision_type=2 2 2 2 2 2 2 2 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 8 -8 -1 -10 -11 -7 13 -5 15 -12 17 -17 21 23 -21 22 -19 -20 25 -25 27 -26 29 -28
right_child=1 -3 -4 4 -6 11 7 -9 9 10 14 -13 -14 -15 -16 16 -18 18 19 20 -22 -23 -24 24 26 -27 28 -29 -30 -31
leaf_value=-0.011792812483971514 -0.024361128880254664 -0.024441043005350389 0.022145058445693443 0.0086769027050868711 0.026493304217256097 0.0076080586269107117 -0.024641623763607717 -0.00042162908729683542 0.013469387430344943 -0.025290754434161358 -0.026037039762113509 -0.028080499885599516 0.01931970248235753 -0.028675811651921828 0.019786862789740428 -0.0090295535527101373 0.013087006214438176 0.0043567572178646458 0.0016622937998848821 0.0056697701948160619 -0.028069556616559965 0.017279360302285562 -0.023746266948949532 -0.033574371145337428 -0.032082561106223449 0.0061098095623307565 0.018621381153758592 0.0058644991687993265 -0.01613249978534291 0.0025812922367937511
leaf_weight=7.0853321045869952 0.51654700713697765 2.1192680113599636 1.074709025211632 4.3298729890957492 2.6165186464786521 0.95064157107844893 3.5742770652286691 5.6802874247077852 7.9989462476223698 2.5190641718218094 1.8075489252805699 2.3723138300701976 4.631158996373415 1.1473994920961557 2.134313120506703 10.044954490149392 6.5188617147505274 18.891915222862742 211.51637751364615 2.4087967313826075 4.6239914176985621 9.7408607657998783 2.5741916690021744 5.6443224186077705 3.5372336395084885 1.8947809669189153 5.4350502383895281 2.2455925330286846 3.8306368030607691 16.252762179356068
leaf_count=261 131 399 24 89 17 14 76 148 98 218 59 52 25 44 22 212 52 147 1814 20 95 68 28 116 91 24 44 53 54 138
internal_value=0.000425514 -0.0109368 0.00704841 0.000545285 0.00648539 0.00258772 0.000261542 -0.00977582 0.00054587 0.000819393 0.000494683 -0.0178706 0.00931301 0.000852117 0.000704824 0.000572149 0.000729763 0.000460024 0.00079032 0.00014992 -0.0165135 0.00607223 0.000986674 0.000618013 -0.00506891 -0.0236007 -0.000605429 -0.0173469 0.00318842 0.006601
internal_weight=355.719 3.71052 1.59126 352.008 16.0479 13.4314 335.96 9.25456 326.706 319.62 311.621 3.32296 10.1084 5.47727 309.102 306.968 305.16 298.641 288.597 257.39 7.03279 31.207 21.4661 250.357 38.8404 7.5391 31.3013 5.78283 25.5184 21.6878
internal_count=4633 554 155 4079 241 224 3838 224 3614 3353 3255 66 158 133 3037 3015 2956 2904 2692 2449 115 243 175 2334 520 140 380 144 236 182
is_linear=0
shrinkage=0.02396


Tree=307
num_leaves=31
num_cat=0
split_feature=6 6 3 3 10 3 16 19 19 9 2 9 14 4 4 9 12 7 10 9 0 5 16 15 6 15 3 15 15 15
split_gain=3.48723 4.05277 2.9556 4.3828 4.37134 4.30693 4.19603 7.05477 4.11615 3.83962 3.82109 3.82794 3.63078 3.38319 3.31068 3.2383 4.79708 4.12336 4.11271 4.01651 3.3567 4.01365 3.09534 3.01251 2.81477 2.6839 3.31576 3.1397 3.59313 2.66888
threshold=13.665319288000001 13.775321858200002 85.589753040950015 93.883646373400012 61.917879202350001 84.812788641250009 19.224955043700003 13.751109481500002 12.851036860900001 206.50942114985003 161.07012613040004 213.03443802080002 245.99173885435002 158.18845385165005 242.83931210760002 181.33671263215004 133.01805689090003 23.109894804950002 66.859265246100009 186.70853236170004 89.576736448400013 21.869642762900003 22.634947069650003 42.968808980200009 14.235332606250003 34.13491658520001 93.394346993650018 31.264641197600003 32.99104187950001 46.674706678850008
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=-1 -2 5 6 23 9 -4 -8 -7 -3 11 24 14 -10 22 -9 25 19 20 -18 21 -19 -6 -5 -11 26 27 -17 -29 -23
right_child=1 2 3 4 12 8 7 15 13 10 -12 -13 -14 -15 -16 16 17 18 -20 -21 -22 29 -24 -25 -26 -27 -28 28 -30 -31
leaf_value=-0.00028235536989766033 0.0021621806711185493 0.0008203162605167518 0.0020732060457958287 -0.00023034518983107411 -0.0028966629411758356 0.002819735632575514 -0.0037506915030472289 -0.0019080453513518236 0.0010774746225368642 -0.0045375259198287771 -0.0033588225242724467 0.0016654264224995315 -0.0037148844427742165 -0.003890131566480182 0.0036845244996863377 0.0011868065417850579 0.0018532002565166841 -0.00051696324066541127 -0.0024653813969654883 -0.0012781333719242137 0.0022801704528991979 0.0013984705762137681 0.00019975907247464305 0.00174865603490979 0.00024109174390525947 0.002115087746719591 0.0031480354585684475 -0.0033885638319533459 0.0007042865284067097 -0.00065239585946830301
leaf_weight=111.89714416931383 11.684430383145807 24.920978024601936 18.362927218899131 28.862797887995839 5.796566550619902 1.3767229374498118 3.7111911326646796 4.878543257713317 1.6350726336240748 2.3738296180963498 5.1326527688652268 5.6634648218750954 5.3534082588739684 7.2661477914080024 1.5000645518302906 12.203840918838983 4.8256909400224712 23.575235720723867 3.9405571259558192 22.972154768183827 12.588935818523167 38.345015186816454 6.8657883750274777 10.112112455070017 2.4269386567175388 27.804297260940075 4.4511702060699454 4.0835391432046872 4.2737515941262245 7.3638517484068862
leaf_count=2056 58 151 100 505 243 8 28 30 8 27 81 26 140 192 4 57 22 132 34 147 59 155 31 45 19 155 15 33 20 52
internal_value=0.000190673 0.000359053 0.000289443 0.000427909 -0.000320483 -0.000397144 0.000654271 0.000505396 -0.00220108 6.04499e-05 -0.00115368 -7.20659e-05 -0.00152591 -0.00297763 -0.00069848 0.0005976 0.000671049 0.000309864 0.00064818 -0.000734536 0.000798036 0.000528732 -0.00121772 0.00028311 -0.00212179 0.00144798 0.000706398 0.000177821 -0.00129556 0.00106807
internal_weight=426.249 314.352 302.667 251.871 58.4907 50.7958 193.381 175.018 10.2779 40.5179 15.5969 10.4642 19.5158 8.90122 14.1624 171.307 166.428 113.611 85.8136 27.7978 81.873 69.2841 12.6624 38.9749 4.80077 52.8166 25.0123 20.5611 8.35729 45.7089
internal_count=4633 2577 2519 2007 968 512 1039 939 208 304 153 72 418 200 278 911 881 601 432 169 398 339 274 550 46 280 125 110 53 207
is_linear=0
shrinkage=0.00312018


Tree=308
num_leaves=31
num_cat=0
split_feature=5 13 16 15 13 2 0 9 8 15 5 13 13 0 9 18 0 10 10 19 16 3 3 9 0 17 10 0 9 7
split_gain=0.776417 1.57979 2.85084 1.72071 1.65293 1.8802 1.92228 1.85003 1.5571 1.44889 1.20075 1.44576 1.72692 1.14555 2.99089 1.79504 1.47623 2.79491 2.4563 0.984748 1.2435 0.939417 2.09237 4.17829 2.28176 2.03616 1.86353 1.71222 1.68896 2.23052
threshold=12.306951632950001 92.792132372400019 16.024962526700005 23.457191196800004 92.146902421150017 168.84984911130002 106.56510337475001 72.978853106700015 0.84933718570000016 26.384523135650003 13.252098438300001 101.03763345850001 98.255079293500017 102.21786657775002 204.20786774030003 17.370891598500005 100.01333091085002 78.196493182200015 81.339300736700025 10.150818999100002 9.2349784046000014 93.883646373400012 94.227769014100019 187.45330412110005 85.121961326250016 188.51582982015003 61.928633034850002 85.619326080400015 227.40597858270002 19.627338137150002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 4 -3 -4 5 -1 -7 8 -8 -5 11 12 -2 15 -15 16 21 -18 -19 20 -10 -12 23 27 28 -26 -25 -23 29 -24
right_child=10 2 3 9 -6 6 7 -9 19 -11 13 -13 -14 14 -16 -17 17 18 -20 -21 -22 22 24 26 25 -27 -28 -29 -30 -31
leaf_value=-0.026981579141499203 -0.0061671275993545847 -0.029551499811215666 0.012882660563961238 -0.030276065631191177 0.018198683328708852 -0.027665794292422077 -0.027655799319177631 -0.027071137634618384 -0.027167888751146434 0.0047193826395026065 0.0015413041667344698 -0.0066195880346095375 0.021660631499482753 0.0046186880820459995 -0.031290205136532308 0.020014681389921875 -0.031569450147147057 0.0069400956956186836 -0.029750175742550972 0.017186071476227274 0.016230998920045748 -0.013678934862005962 0.0037037595259972918 -0.0042737144392712232 -0.00084861552465146978 0.028480266706140497 -0.034358381310083966 0.012366556784463377 0.02846462820542818 -0.011801472447632803
leaf_weight=1.9160078727873102 2.0450789798051101 3.9276613923720998 3.1289064176380634 1.7996124994242566 3.1996680609881869 1.4055293183773745 0.7330728619126593 1.0981581468367938 0.88211266335565397 1.5034859899897126 246.80418976047076 2.9379148222506037 6.3023777939379215 3.8609693269245318 2.7497575390152633 3.313738925382494 2.8195397509261948 5.9396754745393991 1.6046567917801438 6.4538249531760812 0.94880541879683733 2.7726931066717935 13.472560723137581 2.0093210013583302 3.035156868165358 3.5628518350422382 4.907056205207482 4.7268507499247789 1.1830554604530323 12.278173247177618
leaf_count=306 35 148 53 101 42 88 112 147 106 34 1908 28 49 45 94 21 59 39 105 112 18 37 318 16 27 20 95 21 6 443
internal_value=0.000467559 -0.00382092 -0.0118874 -0.0011009 0.00120191 -0.00284527 0.00116857 0.00517486 0.00910166 -0.014347 0.000822344 0.00925565 0.014843 0.000520246 -0.0103178 0.000752542 0.000543344 -0.00921743 -0.000863815 0.0123541 -0.00467802 0.000886546 -0.00248373 -0.010867 0.0011204 0.0149887 -0.0256183 0.00273715 -0.00227692 -0.00368927
internal_weight=353.322 26.9968 10.3597 6.432 16.6372 13.4375 11.5215 10.116 9.01782 3.3031 326.326 11.2854 8.34746 315.04 6.61073 308.43 305.116 10.3639 7.54433 8.28474 1.83092 294.752 47.9477 14.4159 33.5318 6.59801 6.91638 7.49954 26.9338 25.7507
internal_count=4633 1267 336 188 931 889 583 495 348 135 3366 112 84 3254 139 3115 3094 203 144 236 124 2891 983 169 814 47 111 58 767 761
is_linear=0
shrinkage=0.0263131


Tree=309
num_leaves=31
num_cat=0
split_feature=15 6 6 0 2 0 7 13 16 16 9 2 15 10 4 16 7 13 4 5 13 16 15 10 13 2 13 2 4 17
split_gain=0.778382 1.21018 0.763961 2.39712 3.18283 2.35894 3.29645 3.01155 2.25221 2.32138 1.92291 3.43588 1.92202 1.83557 2.25257 1.65131 2.07381 3.64919 3.20506 2.63952 2.53197 1.95526 3.03704 3.11374 2.95356 1.79446 1.87307 4.51836 1.58788 2.04886
threshold=51.19990836680001 17.995420460100004 14.825346391850003 86.538778761000017 319.32263744460005 95.44832900530001 20.797746106000002 109.47132661375001 18.754956142750004 18.734956189500004 202.86134752310002 326.27519084675004 16.701926737050005 63.910026677050006 143.58239362595003 18.764956119400004 24.040556609400003 104.19926021995002 230.62319231240002 17.089764221050004 104.04332964835001 18.044957803000003 20.937157557000003 76.279622535200005 98.255079293500017 72.043920985000014 102.54048155345002 189.32640726775003 426.28666742925003 204.55825889135002
decision_type=2 2 2 2 2 2 2 2 2 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 13 6 -1 8 9 12 -9 -12 -8 -4 -15 16 -7 20 19 -19 21 22 23 -18 -25 -24 -27 -28 29 -5
right_child=1 -3 3 28 -6 15 7 10 -10 -11 11 -13 -14 14 -16 -17 17 18 -20 -21 -22 -23 25 24 -26 26 27 -29 -30 -31
leaf_value=0.008035502696640209 -0.029627840346309487 0.011787880542641294 -2.5417916403003023e-05 0.0053658678685016576 -0.03410231908916711 0.0076595661644019665 0.010793925598215627 0.0099725356748084828 -0.032570866392318681 0.027818819694876429 -0.023990315645613595 0.018096163630036261 -0.020907787439605179 0.025471097874846169 -0.03711682534993014 0.00999718452439592 -0.040456129584781036 -0.019700191571371956 -0.032441351292295265 0.01422473386545527 0.016178153057606851 0.025852721491222565 0.014013653703626321 -0.0029884007831560912 0.012788065171644311 -0.019372914523183443 -0.023055738716825092 0.023019157637908596 0.02064615875307195 -0.0059805943845968488
leaf_weight=8.0622199457138759 1.4228368222247803 0.75074236094951619 103.68534612335498 81.569826451130211 2.0065156227792604 18.651023656362668 1.6061617296654729 5.6754475422203523 5.3877080306410781 0.94855087250471193 4.4286682307720184 1.9443517774343488 7.8075129061471671 0.51127262134104912 1.8493777653202412 12.55820795893669 1.1476549683138717 3.427558356896041 4.7755035357549787 2.9919385761022568 6.2863658946007481 1.765517909079789 1.8541051810607339 19.357281939766835 14.425325592979787 11.773761436692441 3.1254146900027981 2.8203427866101265 4.0772171914577475 12.828512238338588
leaf_count=87 58 5 1069 476 76 229 38 24 103 4 50 16 398 6 69 53 22 38 89 15 36 18 13 1064 111 254 39 18 32 123
internal_value=0.000421432 -0.0153231 0.000519955 0.001542 -0.00117242 -0.000978985 -0.00682289 -0.0111322 -0.01873 -0.0115336 -0.00120026 -0.0111501 -0.0154988 -0.000549345 -0.0235615 0.00101764 -0.000202755 -0.00219108 -0.0160686 -0.00388878 0.000292445 -0.00148229 -0.00236774 0.00229586 0.00374822 -0.0106902 -0.0132751 -0.00120032 0.00452041 0.00382391
internal_weight=349.522 2.17358 347.349 206.528 108.053 140.821 35.8606 27.7984 15.7499 10.3622 12.0485 6.37302 9.41367 106.046 2.36065 104.96 92.4018 73.7508 11.195 6.4195 62.5558 56.2694 54.5039 34.9303 33.7826 19.5736 17.7195 5.94576 98.4756 94.3983
internal_count=4633 63 4570 1851 1220 2719 720 633 543 440 90 66 436 1144 75 1999 1946 1717 142 53 1575 1539 1521 1197 1175 324 311 57 631 599
is_linear=0
shrinkage=0.0263922


Tree=310
num_leaves=31
num_cat=0
split_feature=9 7 3 8 6 7 10 16 13 2 16 18 15 2 2 5 19 12 6 12 4 8 17 4 8 8 2 12 4 17
split_gain=0.725059 0.963861 1.16531 0.768977 2.19611 1.72601 1.531 1.23408 1.38508 2.56053 2.21277 1.1101 1.04236 2.07036 1.48058 1.48847 1.22239 0.949673 2.69067 2.0815 2.32455 1.84497 3.03052 1.49569 1.42269 1.9585 1.52282 3.32298 3.58447 3.21229
threshold=233.77854820110002 28.832866553600002 76.190903416900014 9.5425530862500008 17.435407375500002 21.698399695800003 60.87206898960001 22.834946602000002 117.97223122220002 122.71527679435002 22.764946765650006 11.634276750250001 46.723315192750007 247.02271001585004 285.01633004880006 25.704065249550002 14.651182102100002 91.208648993800026 16.325381439950004 96.720516239650024 160.20223982390002 8.2435668022500028 183.32030055335002 147.36370056065002 8.9430209551500024 8.7431769115000026 83.274686722450014 114.82338089645002 190.60487876755002 189.44392401325004
decision_type=2 2 2 2 2 2 2 2 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 11 -6 8 10 -10 12 -5 16 -14 -15 -16 17 18 21 -19 -21 22 23 -1 25 26 -22 -28 29 -29
right_child=1 2 -4 5 6 -7 -8 -9 9 -11 -12 -13 13 14 15 -17 -18 19 -20 20 24 -23 -24 -25 -26 -27 27 28 -30 -31
leaf_value=0.016662268071800664 -0.035783856155989113 -0.031094104458410418 0.032163811987002779 0.0085581856235673066 -0.03149913295889082 0.021771053666652752 -0.0045849580703719124 0.022880740598231666 0.01225156719831816 -0.038359767667034916 0.031629634497333192 -0.023401325669591636 -0.032802955232759369 0.012937759505827677 -0.034324279908692162 0.0024742339670643762 0.013042063496304329 0.012678912797336486 -0.034272175014089759 -0.026483212070335726 0.0091032393763158959 0.0054653969203727589 -0.037921617894258422 -0.019627333194757346 -0.02107949924270186 0.012495823455939945 -0.015073912459126607 -0.0094266451941541259 -0.00036695099300162819 0.021530059719191922
leaf_weight=2.3422765284776754 1.0507037979550653 0.43394638551399101 0.5369989275932312 2.0948396921157832 2.894454210298135 4.262371692340821 4.3743235741276294 2.0454020369797936 1.3925933558493846 2.01712227310054 1.8956247717142094 1.564766345429234 2.2692610577214491 3.2425465732812881 1.6140337372198703 2.0648218871792778 6.5830164887011042 11.971245435532181 2.3641087603755286 2.6160042006522408 15.520374286454169 11.084984557703136 2.5844999536639079 1.5590226710774002 2.4473661202937356 11.504476694390176 11.734975096769629 3.6363262860104433 213.60443994449452 11.49650283064693
leaf_count=10 20 59 2 11 221 26 31 10 10 46 9 47 80 17 37 31 34 114 24 21 149 76 78 41 23 56 202 29 3019 100
internal_value=0.000413231 -0.0167287 0.00389183 0.00051433 0.000305191 0.00935458 -0.0153023 0.000651499 0.000511833 -0.0176891 0.000704485 -0.00510699 0.000521427 -0.00900684 -0.00120502 -0.0136705 0.000802961 0.000538334 -0.00551894 0.000962719 0.000448127 -0.00165026 -0.0138118 0.00216035 0.000709116 0.000908463 0.00038772 -0.000174791 0.000589583 0.0140914
internal_weight=344.803 2.02165 0.970945 342.782 334.86 7.92198 7.26878 327.591 325.546 3.40972 322.136 3.65961 320.24 9.19066 6.9214 3.67886 311.05 304.467 19.9349 284.532 272.56 17.5708 6.4858 3.9013 269.944 267.497 255.993 240.472 228.737 15.1328
internal_count=4633 81 61 4552 4468 84 252 4216 4206 56 4150 58 4141 165 85 68 3976 3942 229 3713 3599 205 129 51 3578 3555 3499 3350 3148 129
is_linear=0
shrinkage=0.0287079


Tree=311
num_leaves=31
num_cat=0
split_feature=16 15 18 15 0 6 7 12 9 0 17 15 3 13 0 2 17 18 7 2 0 8 2 15 5 0 19 0 13 2
split_gain=4.24599 3.13198 3.24839 3.22924 3.02357 2.89713 2.61047 2.34633 3.43931 3.33442 2.8325 3.1637 2.69361 5.94406 4.74918 2.87083 2.86512 3.17703 4.74163 2.66803 2.53837 2.41864 2.31048 2.28302 2.87015 3.22834 2.57683 2.59596 2.2997 3.4162
threshold=18.594956516900002 28.444110612900001 14.032563378150002 28.298162031900002 94.770837556450019 15.635365317800002 29.911984439950004 206.14208420540004 32.593970107800011 104.22883325935001 253.00163930250002 6.8054746905500005 82.912048743050008 108.64328150955002 85.769879735700016 145.83272221200002 208.35751021765003 15.917243450850002 25.024903008400003 325.13486840910008 109.03310793845002 7.4441906275000003 309.04644204820005 46.055224235250002 24.367802910700004 86.692020874450009 14.351157895250003 79.271876434400014 117.97223122220002 98.91243606750001
decision_type=2 2 2 2 2 2 2 2 2 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 5 -3 6 7 9 -9 12 11 -11 16 14 15 -14 17 18 -1 22 -21 -20 -10 28 -25 26 -26 -28 -2 -30
right_child=23 2 -4 -5 -6 -7 -8 8 19 10 -12 -13 13 -15 -16 -17 -18 -19 21 20 -22 -23 -24 24 25 -27 27 -29 29 -31
leaf_value=0.00032923585427431919 0.00048626934197330205 -0.0019605440286406587 -0.0024618240655349651 0.0031738168706104161 0.0033360220986712219 -0.0020225689364234325 -0.002659491808549182 -0.0014552508066971621 0.0005873859024443424 0.0025214141018110778 0.003642210769405246 -0.0027398559027831072 -0.0028281501493576666 0.0022973759207316853 -0.0030328023068969417 0.0026293841308129913 -0.0016941516858476071 0.0011919129820303746 0.00082456777502711227 -0.0019009463730934187 0.0010445072555877299 -0.0031699752302119387 0.0023242020125138312 -0.0027110524138824893 0.0010160901357119706 0.002445220695813191 0.00210693217782554 -0.00179723238237265 0.00066608052965938362 -0.0018104340323483517
leaf_weight=24.310325600672517 242.09843009989709 1.4094283492304369 7.4630789179354906 2.0334821026772252 1.5033246874809263 5.2246400988660744 2.5467787829693398 6.3232608838006845 43.024367439560592 0.86018793517723313 0.6011955142021187 7.4726921515539289 0.97137065418064539 2.7143034003674975 8.0175258535891754 1.9696433134377 5.1578208822756997 18.438160240650177 1.3196692159399379 5.2293834853917343 3.1729208892211318 4.5516452500596642 5.8755553476512423 3.2451863884925869 4.8435569731518653 2.9163505770266047 1.3220111578702916 8.8081330093555135 7.5890815276652557 7.4499568333849311
leaf_count=165 1318 37 248 7 3 348 277 201 396 14 1 416 73 11 195 11 76 116 12 88 33 127 37 44 43 9 5 142 55 125
internal_value=0.0001636 -0.000173354 -0.0015537 -7.77542e-05 0.00077311 -0.000122496 -5.28592e-05 -5.44465e-06 0.000363051 -0.000312388 -0.00180383 -0.00219674 -0.000114841 -0.00114446 -0.00199696 0.000826846 0.000146937 0.000342249 -0.000176817 0.0005637 -0.000788669 -0.00227214 0.000796073 0.000357571 -0.000463214 -5.54645e-05 -0.00054251 -0.00128773 0.000425035 -0.000560722
internal_weight=438.463 160.191 10.3758 149.815 2.91275 147.781 142.557 140.01 63.6255 76.3845 8.93408 8.33288 67.4505 13.6728 10.9585 2.94101 53.7776 48.6198 30.1816 57.3022 8.4023 5.87131 48.8999 278.273 21.1352 17.8901 14.9737 10.1301 257.137 15.039
internal_count=4633 2892 288 2604 40 2597 2249 1972 755 1217 431 430 786 290 279 84 496 420 304 554 121 139 433 1741 243 199 190 147 1498 180
is_linear=0
shrinkage=0.00259795


Tree=312
num_leaves=31
num_cat=0
split_feature=13 6 9 0 6 6 16 10 5 8 0 13 2 6 15 13 10 0 16 9 9 6 6 9 19 4 14 0 6 4
split_gain=6.23001 5.47856 5.8358 4.96845 4.55561 4.41725 3.8269 9.62256 5.55926 6.15814 4.21025 5.42427 3.47615 4.22585 3.1509 3.07374 2.98614 5.04464 2.92671 2.82962 2.60201 3.06198 2.49022 2.15528 3.40668 2.007 3.49983 3.21705 2.27526 1.91368
threshold=109.34496908160001 14.375335877400001 204.09084027260005 86.09518316945001 13.665319288000001 13.775321858200002 19.224955043700003 66.859265246100009 17.687678651600006 8.1436447804000007 90.321439350550008 113.98793627290001 124.11382646410001 16.455384477450004 28.444110612900001 107.58940592240002 62.041548276350007 86.393602021950016 18.474956797500003 206.50942114985003 213.03443802080002 14.135330269750002 15.945372561050002 203.09362050815002 12.851036860900001 248.32992249220004 256.87274144255008 85.931187223550012 16.375382608200002 177.83314668290004
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 4 14 18 -1 -6 -5 10 -9 -10 11 -8 13 -13 15 -3 -14 -18 -2 23 21 -21 -12 24 -7 28 -27 -28 -20 -17
right_child=3 2 -4 6 5 19 7 8 9 -11 22 12 16 -15 -16 29 17 -19 25 20 -22 -23 -24 -25 -26 26 27 -29 -30 -31
leaf_value=-0.00034839933836160734 -0.0032551749616105369 -0.0018468195681918343 -0.0033840930699514512 0.0021095154559966104 0.0023992084567533859 0.0011412714183561966 -0.0019636111145193264 0.0012243995392330761 -8.2813640929703379e-06 -0.0040882578262495155 0.00074056016273956675 0.0026302050360485002 0.0012824471717510656 0.00040595024476148444 -0.0027215559484997866 -0.00043451654157952377 -0.0030117486420065918 0.0003941433609998625 -0.0015214158734221195 -0.0048760421827673669 0.00035163218222632349 -0.00016789486396208598 0.0032188653892919581 0.0024603589849714895 -0.0021885239628584461 -0.0045857298201743965 0.00010288140366323957 -0.0026890249182276874 0.00058622346143628922 0.0027312664201249565
leaf_weight=104.83246240881272 2.6112107525113961 3.6780236412305403 9.8612177302129549 19.395483307540417 12.131753772497175 11.140575551427903 6.5172975435852996 5.7391889616847065 6.0546642802655688 8.1511520780622941 5.7434792295098331 20.028221912682056 31.568530805408955 13.380447655916212 3.9440002441406241 2.8472342304885387 4.5308535285294047 41.401629850268364 5.3132447693496934 2.684014178812502 6.0914829224348068 2.5106244143098593 11.295529909431933 5.9308150783181182 3.893916552886366 1.919980639591812 25.654934640042487 4.565578641369938 50.7869818713516 4.8435289761982858
leaf_count=2016 231 145 218 78 54 47 37 20 33 70 32 130 142 57 64 23 31 206 36 29 38 20 43 21 48 26 285 45 370 38
internal_value=0.000226608 -0.000223095 -0.00154548 0.000522927 3.65095e-09 0.000822927 0.000826495 0.000665336 -0.00132099 -0.00234933 0.000959962 0.000753405 0.000913063 0.00173937 -0.000361441 0.000457318 0.000556862 5.81807e-05 -5.78208e-05 0.00022999 -0.00100716 -0.00260054 0.00238348 0.000895977 0.000278858 3.6795e-05 -0.000573795 -0.000318907 0.000386609 0.00155925
internal_weight=439.048 174.39 25.174 264.658 149.216 44.3832 173.806 154.411 19.945 14.2058 134.466 117.427 110.91 33.4087 15.3128 11.3688 77.501 45.9325 90.8519 32.2514 11.2861 5.19464 17.039 20.9653 15.0345 88.2407 32.1405 30.2205 56.1002 7.69076
internal_count=4633 2761 488 1872 2273 257 879 801 123 103 678 603 566 187 270 206 379 237 993 203 87 49 75 116 95 762 356 330 406 61
is_linear=0
shrinkage=0.00306446


Tree=313
num_leaves=31
num_cat=0
split_feature=17 9 7 7 9 7 5 12 18 7 7 16 10 17 17 5 7 3 3 17 5 16 7 16 17 9 10 6 13 16
split_gain=0.755228 0.867977 0.812418 3.13292 2.96794 2.64579 2.77308 3.61228 2.40516 5.15772 3.56044 2.78813 3.50216 3.16313 4.87219 2.85435 2.4048 2.24658 5.1306 3.3099 2.37864 2.30399 2.24312 2.21509 2.79735 4.44195 3.03766 2.17827 3.93505 2.21765
threshold=158.19986339130003 43.730860148300003 22.721067571950005 23.109894804950002 186.70853236170004 22.791048179400004 21.950234501100002 212.31925379130004 13.956123578150001 23.822419043000004 23.695207782600004 22.454947490600002 62.046925192600007 199.05253715360001 196.01244718945003 22.127107789600004 22.870118039000001 85.589753040950015 84.812788641250009 186.18082682465004 19.688300142250004 18.764956119400004 22.532843451200005 15.954962690350003 236.15709471040003 206.22988073345002 71.104340634100012 16.525386113000007 117.69263157665002 22.624947093000003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 22 4 -4 -6 -7 16 11 10 -10 -5 27 14 15 -14 -8 18 20 -20 21 23 -2 -11 25 26 -25 29 -29 -13
right_child=2 -3 3 8 5 6 7 -9 9 17 -12 12 13 -15 -16 -17 -18 -19 19 -21 -22 -23 -24 24 -26 -27 -28 28 -30 -31
leaf_value=0.01651022382008489 0.00035483377443860557 -0.03081188735784603 0.0084304457568737425 0.015488379978465108 -0.037879303155511558 0.0014116509041681455 -0.011634415386369732 -0.0018483207021632397 -0.009177650324167546 0.0016448406381761567 -0.043526587538632491 0.0023820819196464587 -0.0167843709668722 0.011877477082481689 -0.040526226075428246 0.011613412904304392 -0.045028575933176024 0.0059728782055835363 0.027856825159324344 -0.030081167562634903 -0.031860290538280892 0.011664337045755415 0.010762323269447746 0.035038421468072845 0.013339197097116671 -0.03235647801412956 -0.0085662613146276437 -0.036200133124058315 0.010892122566770414 0.018533759294100331
leaf_weight=0.40536735020577808 66.361655076325405 1.1821311903768217 6.562156493542715 16.022297702729702 2.8636130802333382 10.212663602083923 2.8073855899274331 5.8218789651291445 8.3213369201403093 59.762364044203423 3.275152731453999 12.094278022646906 6.1679915413260478 5.1718298122286788 3.8439692175015798 4.9837939273566008 4.1798928054049611 41.21408232790418 0.86460584681481023 6.8660978707484901 1.7865710053592909 12.76383727416396 21.306085753720254 1.4279506802558959 3.6434214948676518 6.2590733179822555 9.6695540344808233 2.2801610175520173 3.5077455947175622 14.62710579484701
leaf_count=32 1045 218 52 139 26 51 22 47 120 1344 44 74 30 26 27 26 42 316 6 215 55 54 153 3 37 151 152 20 39 67
internal_value=0.000475957 -0.0187282 0.000564409 -0.000226911 -0.00833253 -0.0125821 -0.00943543 -0.0180838 0.000944339 -0.000973182 -0.0188787 0.00529451 0.00219393 -0.00694185 -0.0134324 -0.00409325 -0.0316113 0.000466195 -0.0017363 -0.0236014 3.71467e-05 0.000646463 0.00288419 -0.00109482 -0.00889143 -0.013558 -0.00295551 0.00786143 -0.00766 0.0112234
internal_weight=346.256 1.5875 344.669 257.001 32.4476 25.8854 23.0218 12.8092 224.553 155.854 11.5965 68.6992 52.6769 20.1676 14.9958 11.1518 6.98728 144.258 103.043 7.7307 95.3128 93.5262 87.6677 80.7624 21 17.3566 11.0975 32.5093 5.78791 26.7214
internal_count=4633 250 4383 3185 240 188 162 111 2945 2497 164 448 309 109 83 56 64 2333 2017 221 1796 1741 1198 1687 343 306 155 200 59 141
is_linear=0
shrinkage=0.0279068


Tree=314
num_leaves=31
num_cat=0
split_feature=5 13 16 15 16 13 2 0 9 8 0 5 7 18 10 18 7 16 19 5 4 12 7 7 10 0 16 16 18 18
split_gain=0.732627 1.5413 2.46984 1.58169 1.55881 1.45994 1.73883 1.76761 1.65091 1.46927 2.80862 1.09403 0.824371 1.36323 1.82478 0.984404 0.926876 1.36066 2.82701 1.04113 0.959956 2.57465 2.16589 1.87576 3.6569 2.08196 1.72281 1.48852 2.98691 2.79493
threshold=12.306951632950001 92.792132372400019 16.024962526700005 22.504462263300002 17.614958808600004 92.146902421150017 168.84984911130002 106.56510337475001 72.978853106700015 1.3489472949000001 111.47691637905002 12.901187908600003 27.014969757650004 16.884724796650001 78.728807892050014 17.232128601400003 26.366329164100005 18.924955745200005 12.150980378200002 14.050239455300002 240.79927845295001 179.47323713510005 25.860263408900003 25.606038725250006 74.927328095600004 92.464140480550014 15.839962959300001 22.674946976100003 13.405741979600002 13.023955459300002
decision_type=2 2 2 2 2 2 2 2 2 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 -5 6 -1 -8 9 10 -9 -2 16 -14 -15 -16 20 18 19 -18 -13 22 -22 24 27 -25 -27 -23 29 -29
right_child=11 2 3 4 -6 -7 7 8 -10 -11 -12 12 13 14 15 -17 17 -19 -20 -21 21 23 -24 25 -26 26 -28 28 -30 -31
leaf_value=-0.027662373092129419 0.01324899506805847 -0.03013210362123386 0.020036799173605697 -0.029347047190429087 0.0031284635714476606 0.017589164806439687 -0.028319464084099282 0.017613853235818985 -0.027756988126211638 0.018437069513323363 -0.028201911127677733 0.0018995552656241262 -0.037718989308641551 0.016633262348277913 0.0051390054567743938 -0.030457543857672128 0.026849460662375393 0.027947784990704716 -0.019368296587990622 0.0044044640717534481 -0.031087702918142581 -0.0022408717332646402 0.0035760458764048163 0.0156343927382709 0.015084816713862732 -0.005812523963221016 -0.033939510456780904 0.010855974577797925 0.016459485706214194 -0.031667494502113647
leaf_weight=1.7812497992999912 5.0603512534871689 3.6238282327540201 1.717398651409894 1.8644225700991226 2.5699873494450003 3.1814669249579302 1.3191288048401464 2.1067022113129483 1.0108487408142526 4.9929707027622499 1.8260772907524367 159.07335390674416 1.0378087484277774 1.9123743372038005 0.86034088395535979 1.6712291655130682 2.6109826057217997 2.1170225441455832 2.6816343059763312 3.5858567096292973 3.7371515664272001 97.508707563916687 2.0355595164000988 1.4826570898294438 11.272308854386209 3.1694895015098155 3.1987438052892685 2.2465687850490204 8.8955562058836204 2.2735303472727537
leaf_count=306 60 148 19 137 32 42 88 41 147 73 234 1679 22 21 8 51 20 12 53 39 63 992 19 11 83 36 69 22 73 33
internal_value=0.000419468 -0.00394409 -0.0124245 -0.00199356 -0.0105257 0.00116748 -0.00283998 0.00108824 0.00499224 0.00870112 -0.00365943 0.000777924 0.000575246 -0.00981735 -0.00330139 -0.0183602 0.000761489 0.00846935 0.00382482 0.0138615 0.000474091 -0.00119542 -0.0188647 -0.000411095 0.000411993 -0.0132222 -0.0199406 -0.00107908 0.00736512 -0.0105326
internal_weight=342.425 25.9941 9.77564 6.15181 4.43441 16.2184 13.037 11.2557 9.9366 8.92575 3.93278 316.431 311.371 5.48175 4.44394 2.53157 305.889 10.9955 8.87847 6.19684 294.894 135.82 5.77271 130.048 122.197 7.85089 6.36823 110.924 13.4157 4.5201
internal_count=4633 1267 336 188 169 931 889 583 495 348 275 3366 3306 102 80 59 3204 124 112 59 3080 1401 82 1319 1203 116 105 1120 128 55
is_linear=0
shrinkage=0.0270383


Tree=315
num_leaves=31
num_cat=0
split_feature=13 15 6 9 7 0 3 16 5 5 12 15 17 2 6 17 15 13 5 8 18 3 19 9 12 6 12 17 9 17
split_gain=0.901162 0.754974 1.02508 0.708988 0.878224 0.966115 0.669835 1.46177 1.15264 2.76416 1.63543 1.54962 1.93862 1.37772 1.23393 1.51176 2.67603 1.20957 1.51245 1.66647 1.41218 1.18884 1.0352 0.987176 0.823776 1.92567 2.61084 0.756086 1.59827 0.777199
threshold=73.265860971000009 51.19990836680001 17.995420460100004 233.77854820110002 28.832866553600002 104.61328277200001 108.48197402175002 21.074950717600004 25.834968130800004 24.453399453300005 270.40131768760006 20.734744936600006 167.73286393055002 263.5517324101001 16.495385412050002 168.62011096010002 30.632308446700005 116.86189801435002 31.794087907800002 10.441851282850001 13.378437733750003 93.292185584700022 14.651182102100002 201.16241229375001 58.770113158150004 17.755414852450006 79.204428604100016 162.43086425485004 36.88451200090001 201.39543491635001
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=-1 3 -3 6 -5 -6 8 -8 9 22 -11 12 -10 -12 -13 16 -16 -17 19 20 -19 -15 24 -24 -2 27 -27 28 -26 -29
right_child=1 2 -4 4 5 -7 7 -9 11 10 13 14 -14 21 15 17 -18 18 -20 -21 -22 -23 23 -25 25 26 -28 29 -30 -31
leaf_value=-0.022371313662798913 0.01378947377638127 -0.024134755698126151 0.008346094767929144 -0.026664505314330272 0.023737295055411441 -0.023215961210444121 -0.022558630751247422 0.014870473703228144 0.013752885593745491 -0.021363712483145374 0.011050953290899395 0.017935463285112495 -0.028944667138227215 0.0032231409364189643 -0.03077162391344581 0.01645684629087384 0.011230737558038897 -0.025969313949740423 0.02260812048479565 0.019031680270283648 0.016384163172004789 -0.025239710976285534 0.0016249740825618746 0.016283699643127238 0.021781926626367677 0.0056259376391204746 -0.03201630351314369 0.001187195707988439 -0.022977580880970665 -0.0015332169183340386
leaf_weight=0.81312226777663354 2.125401832163333 1.3027899143053208 0.69153767824172963 0.99259778112172969 0.470230832695961 0.35952221020124853 1.5879048388451331 0.69852953031659115 0.82861306145787539 4.1889597813133133 1.9464589785784481 4.3692168248817316 1.2257580263540147 1.225014314055443 1.375289739808067 4.6361286758910847 1.447497271467 1.7478053774684674 1.0529781444929538 0.81128891557455052 0.46297094225883473 1.5399340316653249 4.9440349983051401 3.7606711387634277 0.48446148715447579 1.5180151676759117 1.9664139602100474 226.60429530323017 1.5824961586040442 62.23628035990987
leaf_count=208 11 58 5 20 2 46 183 6 26 143 8 33 54 7 36 48 9 105 9 4 4 37 31 22 7 14 49 2331 218 899
internal_value=0.000301075 0.000355588 -0.0128719 0.000434056 -0.0129787 0.003393 0.000507158 -0.0111236 0.000587238 0.000283503 -0.0115614 0.00590032 -0.011723 -0.00284604 0.0081769 0.00448023 -0.00923323 0.00892396 0.000353894 -0.00740015 -0.0170998 -0.0126292 0.000628903 0.00795794 0.000413749 0.000317181 -0.0156172 0.000508039 -0.0124867 0.00060103
internal_weight=338.996 338.183 1.99433 336.189 1.82235 0.829753 334.366 2.28643 332.08 314.122 8.90037 17.9575 2.05437 4.71141 15.9032 11.534 2.82279 8.71117 4.07504 3.02207 2.21078 2.76495 305.222 8.70471 296.517 294.392 3.48443 290.908 2.06696 288.841
internal_count=4633 4425 63 4362 68 48 4294 189 4105 3777 195 328 80 52 248 215 45 170 122 113 109 44 3582 53 3529 3518 63 3455 225 3230
is_linear=0
shrinkage=0.0215623


Tree=316
num_leaves=31
num_cat=0
split_feature=16 16 2 0 2 5 10 0 0 9 10 6 18 7 17 19 0 17 8 2 16 19 15 15 17 18 3 18 0 16
split_gain=3.78989 4.83389 3.72956 3.47175 3.71727 6.20924 2.90846 3.56394 4.31241 3.81055 5.4797 4.11141 2.79324 2.36019 4.58235 3.71391 3.85295 2.47833 2.35445 2.34065 3.33878 3.38641 2.82872 3.80003 3.13601 5.81941 6.07568 4.1823 3.39942 2.85308
threshold=20.394952307700002 20.034953149600003 325.13486840910008 86.345209775600011 151.08605618930002 22.458857822500004 66.859265246100009 90.321439350550008 89.861713010250014 194.57718764590001 64.369753017350021 16.435384010100005 13.328768336950002 23.131311951800004 189.31980273685002 14.351157895250003 86.103248543850015 192.92322630085002 2.8477776226000002 309.04644204820005 11.864972254500001 10.650859343850001 28.579157549250002 28.298162031900002 200.37850214585004 14.032563378150002 85.589753040950015 14.380989918050002 93.501885318850015 18.594956516900002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 19 4 -2 -6 7 8 9 11 -11 -5 -13 14 15 16 -7 -16 -4 20 21 -1 23 29 25 28 -27 -28 -24 -22
right_child=3 -3 18 6 5 13 -8 -9 -10 10 -12 12 -14 -15 17 -17 -18 -19 -20 -21 22 -23 24 -25 -26 26 27 -29 -30 -31
leaf_value=-0.00033102710844855543 0.00056828640175611762 -0.0032519922382864049 -0.00049670544614083343 0.0025897044368895315 -0.0052307186185571886 -0.004404726495866017 -0.0017059398956581662 0.0022950568281853508 -0.002105718759652913 0.00070441963899124985 -0.0026943609749650577 0.0014985714461689592 -0.0017044861239725879 0.00035709630476847039 -0.0044781909758825171 0.001807113326999553 0.0014589399224350858 -0.00065098760144311201 -0.0033229379212365347 0.0018219058288014487 4.118496446430271e-05 -0.0032665513163624114 -0.00062065228928714423 0.0026486065848865784 0.000542667968183191 -0.0036518294563904542 -0.0027925964030006854 0.0010854787698298604 0.0035064679081104394 0.0012642656782012591
leaf_weight=10.903575605130756 56.683915626257658 4.2406861474737516 6.089353589108212 18.931962035596374 2.4830655455589286 2.4369389880448598 3.8409532830119124 15.279023442417381 4.5977759882807723 51.981807984411716 4.6597177386283866 6.194984555244444 4.0648487731814384 20.31881308183074 4.2347254976630202 5.3543715015985072 1.7255541235208509 2.3840439436025918 4.7147262326907367 6.7326688105240455 99.612519248039462 5.2477385122328988 4.1389499986544278 6.2767979493364683 16.057161771692336 9.8041851222515124 4.0259852707385999 6.6444261930882931 3.1826896704733372 20.780493535567075
leaf_count=567 315 42 157 112 20 42 30 74 31 268 27 28 21 149 63 48 7 26 168 97 1462 243 54 26 110 249 23 35 9 130
internal_value=0.000205995 -7.9139e-05 -1.3251e-05 0.000495687 7.76369e-05 -0.000636634 0.000860581 0.000953835 0.000727225 0.000878975 0.000424813 0.0017602 0.00022955 -0.000323712 -0.00118102 0.000153347 -0.00197395 -0.00309965 -0.00173003 8.26513e-05 1.99227e-05 -0.00128481 0.000143502 0.000371038 -0.000513733 -0.00112399 -0.00194552 -0.000377733 0.00117339 0.000252295
internal_weight=413.624 208.452 204.211 205.173 95.6214 38.9375 109.551 105.71 90.4311 85.8333 56.6415 29.1918 10.2598 36.4544 16.1356 9.51686 4.16249 6.61877 10.8041 193.407 186.675 16.1513 170.523 126.67 43.8534 27.7962 20.4746 10.6704 7.32164 120.393
internal_count=4633 3372 3330 1261 670 355 591 561 487 456 295 161 49 335 186 97 49 89 325 3005 2908 810 2098 1618 480 370 307 58 63 1592
is_linear=0
shrinkage=0.0030025


Tree=317
num_leaves=31
num_cat=0
split_feature=6 0 7 7 8 17 17 5 18 4 18 15 13 7 18 17 9 9 8 12 13 5 7 7 3 0 6 10 18 18
split_gain=0.671069 1.58938 2.0915 1.76498 1.88744 2.49066 1.49274 2.20648 1.8562 2.09788 1.48095 1.7766 1.2582 1.63215 1.49847 1.5657 1.12238 2.60162 2.58021 2.68024 2.69053 2.16216 3.68092 2.47471 2.85401 1.82834 4.55398 2.4687 1.84609 2.79548
threshold=10.715250360100002 95.550490414250007 20.797746106000002 24.068567769550004 1.6487133604500002 195.44378352670003 238.05090660085003 2.7155367820000005 15.079587624050001 404.75570863780007 16.435318745950003 5.1773271655500013 95.811270852950017 21.034091097450002 17.108018746400003 211.79441883225005 186.70853236170004 185.98753508445003 8.3434888241000014 148.96091148645004 117.57433941890001 20.093158056800004 22.580797808900005 22.398098708400003 93.862138708350017 85.732241321850012 16.465384711100004 61.993156030000002 12.783127173500002 12.899561312100003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 -1 4 5 -3 7 10 -9 -10 -5 -12 13 -2 16 -16 17 18 19 21 -21 -14 23 24 -23 26 -18 -28 -27 -30
right_child=12 3 -4 6 -6 -7 -8 8 9 -11 11 -13 14 -15 15 -17 25 -19 -20 20 -22 22 -24 -25 -26 28 27 -29 29 -31
leaf_value=0.002792973513302583 0.0057297896203946279 -0.02831936857743067 -0.029985464618116464 0.022666667194434414 0.015789956276575957 0.015275474605784363 0.0064977871534440618 0.011882209105100497 -0.027119095851974147 -0.0041380403589417088 0.021722790229037729 -0.025975858437638274 0.010554067488804957 -0.028753879686614772 0.022334173533165472 -0.0024682076184007321 -0.03407390170357507 0.020268974590859169 0.021449909344540684 0.0085074851708197459 -0.020903510040868385 -0.036417855386433509 -0.055528730303060658 0.015252905102232612 -0.0059639193155154599 0.021430879339954401 0.0017662056254116806 -0.025644610569155638 -0.027422418683804271 0.000640866507046745
leaf_weight=2.1341112479567519 1.4969553500413888 1.7192078661173602 2.8616583655821159 1.9956966023892189 6.5591058516874909 1.5787409851327536 5.4698326147627077 1.5053708327468474 6.2142691077315231 4.1674539335072041 0.79803275357699055 1.2719887301791457 3.6324202804826227 2.0319677444640547 4.0862622987478963 2.6252070888876915 3.3227030653506544 5.5135424816980949 3.9456264460459343 21.64490130025661 2.1470619360916308 2.4496832620352498 1.081300914287566 2.4653065875172606 9.1534152746899036 2.6402592957019797 14.869650366250427 2.3958165864460161 2.2525316998362532 214.32695094076917
leaf_count=17 24 82 146 14 57 26 135 15 520 178 37 191 32 96 24 36 60 43 29 306 44 26 9 9 408 11 145 79 14 1820
internal_value=0.000362901 -0.00285763 -0.0159831 -0.000761327 0.00801427 -0.00745035 -0.00479918 -0.00867264 -0.0141232 -0.017894 0.00726324 -0.00758712 0.000749638 -0.014126 0.00092547 0.0126327 0.00065624 0.00399252 0.00206343 0.000266752 0.00585334 -0.00680998 -0.0109733 -0.00754878 -0.0123935 -6.76633e-05 -0.00720775 -0.00203742 0.000602903 0.000348995
internal_weight=338.357 36.2755 4.99577 31.2797 9.85705 3.29795 21.4226 15.9528 11.8871 10.3817 4.06572 2.07002 302.082 3.52892 298.553 6.71147 291.841 52.0333 46.5197 42.5741 23.792 18.7821 15.1497 14.0684 11.6031 239.808 20.5882 17.2655 219.22 216.579
internal_count=4633 1418 163 1255 165 108 1090 955 713 698 242 228 3215 120 3095 60 3035 906 863 834 350 484 452 443 434 2129 284 224 1845 1834
is_linear=0
shrinkage=0.0250597


Tree=318
num_leaves=31
num_cat=0
split_feature=16 15 18 15 12 0 6 5 12 9 18 6 10 4 12 0 8 13 17 2 7 7 2 15 3 19 10 17 6 5
split_gain=4.66424 4.04878 3.8798 3.83323 3.50909 3.0707 3.31817 4.83562 6.60316 4.90226 5.37548 3.20176 3.70125 3.02406 3.37433 2.93895 2.89435 2.89257 3.48059 2.87772 2.78484 3.7398 3.37146 2.6546 2.63187 3.2318 4.82245 4.84898 2.62901 4.81421
threshold=18.594956516900002 28.444110612900001 14.032563378150002 28.298162031900002 206.14208420540004 86.09518316945001 15.205355270700002 19.973460566700002 367.09662155515008 196.40176798710004 13.391483899700001 16.375382608200002 62.186725015400008 248.32992249220004 195.51336019310003 85.931187223550012 1.3489472949000001 117.48293184245001 188.27285108100003 314.93386866815007 22.375171215700004 19.506002767000002 175.26802860955004 5.1773271655500013 74.346621139400014 12.751028791950002 70.816675614150014 238.05090660085003 16.455384477450004 22.825270530250005
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 3 -3 4 20 11 7 9 -9 10 -7 12 -2 17 -15 19 23 -13 -19 -16 21 -1 24 -6 -22 -26 -27 -28 -8 -30
right_child=5 2 -4 -5 16 6 28 8 -10 -11 -12 13 -14 14 15 -17 -18 18 -20 -21 22 -23 -24 -25 25 26 27 -29 29 -31
leaf_value=0.00062328116411099449 -0.0042319862292088646 0.0010314005924012316 -0.0030816730307106936 0.0039691552052657786 0.0023734286051502592 0.0023461317024334634 0.0012557699180440432 -0.0034289976908529244 0.0019810825491188549 0.00097627723464351534 -0.0023385336187600526 0.0023812457350272259 0.00038270248980266903 -0.0048363821251567437 0.00033111964167947279 -0.0026521185085335575 0.00064661426800973571 -0.00037508539859302772 0.0013459092769506833 -0.0033236109470952124 -0.0022516471507811509 -0.0028611750841472817 -0.0036541285530251781 -0.0021794582503304647 0.00047710040102260672 0.0025743760683831921 -0.0025669099181423304 0.0037389521855537987 -0.00032438289841659986 0.001857390855746769
leaf_weight=4.0704544158652416 3.4755561584606758 2.8871700540184966 8.1468798136338574 2.1320742256939402 1.4620347837917496 2.9960093498229972 83.545271437615156 7.1736278366297466 2.963192954659462 39.78707018494606 9.483310289680956 7.1706447089090934 3.0187200903892517 1.6620495039969707 23.618597162887461 4.4869150519371024 53.672979736700654 27.890130574814975 17.955231741070747 2.1881042006425551 5.1516815964132538 9.6521305516362172 2.6897676843218497 6.4059089147485793 40.540378663688898 2.6536962725222102 11.469752480275927 1.2577782571315754 30.959960628300905 13.49968548119068
leaf_count=127 41 40 248 7 46 10 444 79 20 194 86 36 15 17 210 42 657 206 69 58 366 392 96 306 391 10 203 3 165 49
internal_value=0.00020325 -0.00022685 -0.00200545 -8.78207e-05 -0.000150037 0.000435474 0.000656023 7.95981e-05 -0.00184752 0.000453355 -0.00121385 -2.36503e-05 -0.00208695 0.000134045 -0.000606777 -0.000374721 0.000393467 0.000580579 0.000298938 2.12416e-05 -0.000581702 -0.0018276 -0.000313569 -0.00133343 -0.000166446 2.56501e-05 -0.00116424 -0.00194374 0.000937034 0.000338089
internal_weight=434.067 152.193 11.034 141.159 139.027 281.874 190.408 62.4032 10.1368 52.2664 12.4793 91.4659 6.49428 84.9717 31.9557 30.2936 61.5409 53.016 45.8454 25.8067 77.4856 13.7226 63.7631 7.86794 61.0733 55.9216 15.3812 12.7275 128.005 44.4596
internal_count=4633 2892 288 2604 2597 1741 1047 389 99 290 96 694 56 638 327 310 1009 311 275 268 1588 519 1069 352 973 607 216 206 658 214
is_linear=0
shrinkage=0.00304878


Tree=319
num_leaves=31
num_cat=0
split_feature=16 15 18 15 16 12 16 6 2 6 12 17 19 13 9 8 3 8 8 15 15 7 5 5 2 3 10 15 15 13
split_gain=4.40504 3.6285 3.10203 3.04653 2.96328 4.10337 3.66164 3.16697 3.28716 3.27637 2.98495 2.67395 2.67324 2.61265 4.84636 4.79927 2.97364 2.58065 3.28751 2.59619 2.41784 2.27859 2.17389 2.34126 2.24282 2.15979 3.1265 2.92659 2.13734 2.10964
threshold=18.594956516900002 28.444110612900001 14.032563378150002 28.298162031900002 16.094962363000004 104.24845815275002 13.534968349350001 11.085259005300001 186.79363985910004 9.1452136764500018 247.65401887280004 236.15709471040003 12.651020723000002 108.34217419895002 192.57902085675002 5.1459841250500009 97.437788021850011 2.9476996444500005 1.3489472949000001 5.1773271655500013 46.055224235250002 24.103872582350004 24.367802910700004 24.458659404000002 247.02271001585004 80.169821450000015 83.75622459600001 18.019770707250004 6.8054746905500005 92.146902421150017
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 3 -3 4 6 -6 10 9 12 29 25 13 -9 14 15 -7 -15 18 19 -12 -2 -14 -22 -24 -25 26 27 -1 -28 -8
right_child=20 2 -4 -5 5 11 7 8 -10 -11 17 -13 21 16 -16 -17 -18 -19 -20 -21 22 -23 23 24 -26 -27 28 -29 -30 -31
leaf_value=0.0010319266086702404 0.00056355481501417493 0.00083901332261249509 -0.0032322555751833075 0.0039459727058150026 -0.0040027538940178055 -0.0016770289047187102 -0.0029835786015696671 0.00081971730032959081 0.0021948773791353256 -0.0043136741897905027 0.0022732452292235053 0.0018220879660980336 0.00049776004705317318 0.0028269849366562602 -0.0037569869850443255 0.0034381839341037931 -0.00212419067964303 -0.0025261080006420506 0.0016853735985033608 -0.0034279551534095922 -0.0031713323528244687 -0.0035612017272762882 0.0026929213385765245 -0.0024859630241485381 0.00031476178713364412 -0.0036483926907149812 0.0022050354201587751 -0.0035892232413325398 -0.0034494484854323531 0.00057831913000285884
leaf_weight=7.81631814083085 249.50424393033609 2.720171371009199 7.2230128468945622 1.9515743320807803 4.246778127737346 6.4542511268518954 2.1502079996280363 28.424676172668114 15.923018488101659 2.304303001612424 1.2021525297313953 4.1836552396416655 2.8351093584205946 3.34667133539915 6.8067078441381446 2.7668684870004654 2.0748252744087949 2.9283465935150153 11.487625625450162 2.8255773414857686 3.0280233519151833 3.0113743208348751 2.5378128644078961 4.788033709395676 8.1708812590222788 4.0810891049914053 0.80615649465471406 1.7757178912870584 5.6704936323221773 9.5688387984409911
leaf_count=143 1498 40 248 7 120 226 75 232 89 34 41 30 21 12 133 8 187 132 98 171 44 34 18 102 79 135 39 60 444 133
internal_value=0.000232871 -0.000224251 -0.00211847 -8.4365e-05 -0.000143642 -0.00104438 0.000118138 0.000593528 0.000974941 -0.000771676 -0.000672886 -0.000554248 0.000408136 -0.00101775 -0.00167731 -0.00014217 0.000932153 0.000271662 0.000799709 -0.00172632 0.000479462 -0.00159291 -0.000653166 -0.000161122 -0.000720044 -0.00153746 -0.00100133 0.00017644 -0.00274563 -7.5217e-05
internal_weight=412.615 144.586 9.94318 134.642 132.691 29.8798 102.811 64.2175 50.1942 14.0233 38.5935 25.633 34.2712 21.4493 16.0278 9.22112 5.4215 18.4437 15.5154 4.02773 268.029 5.84648 18.5248 15.4967 12.9589 20.1498 16.0687 9.59204 6.47665 11.719
internal_count=4633 2892 288 2604 2597 716 1881 618 376 242 1263 596 287 566 367 234 199 442 310 212 1741 55 243 199 181 821 686 203 483 208
is_linear=0
shrinkage=0.00324939


Tree=320
num_leaves=31
num_cat=0
split_feature=16 6 4 12 16 17 6 6 2 15 18 15 4 6 19 5 16 2 13 18 10 7 12 5 18 13 2 9 8 0
split_gain=6.8844 3.49845 3.49549 5.83361 4.71851 4.80968 5.11993 4.26494 3.43776 3.2839 4.05854 4.02167 2.82391 2.68473 4.3641 5.34393 3.73046 2.95884 2.92755 3.71387 3.42966 2.77029 3.95105 3.80213 3.45682 3.69515 2.86526 2.60881 2.55976 3.48233
threshold=18.594956516900002 15.635365317800002 309.25865594525004 254.38400358715003 22.674946976100003 203.09927826650002 15.975373262050001 14.995350363950001 305.67240907785003 28.444110612900001 14.032563378150002 28.298162031900002 436.21941423180004 13.665319288000001 12.851036860900001 17.352342178450005 14.504966081100003 178.46521675150004 103.75835308650001 13.204116077450001 68.20618276945001 22.958251375150002 144.66294237600002 15.332427622700001 15.015859748200002 98.050756475600011 145.83272221200002 198.14098854835004 7.7439566930000003 102.75018128760001
decision_type=2 2 2 2 2 2 2 2 2 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 -2 27 5 6 -5 12 -8 11 -11 13 -7 18 16 -16 -15 -18 20 -20 -1 22 -22 24 -23 26 -26 -4 -27 -30
right_child=2 -3 3 4 -6 7 8 -9 -10 10 -12 -13 -14 14 15 -17 17 -19 19 -21 21 23 -24 -25 25 28 -28 -29 29 -31
leaf_value=-0.0028912865035854596 0.00054088867515015735 -0.0020363961280880352 -0.00015590548551077733 -0.0040779562795488942 0.0018975226773829716 -0.0023948375934398775 0.0002114274226104612 0.0016253973086996765 -0.0025541657412614278 0.0010099726946215897 -0.0024338040745563974 0.0032820781759523537 0.0010824178955537867 -0.0011576543494637114 -0.0031266553846505622 0.00078119924198229087 0.00061464718368883873 0.0023156214093637355 0.0014889602087865472 -0.00303304160661439 -0.0029646757796483792 -0.0029152459412965463 0.0010907700871460525 -0.0030960463014375371 -0.0023196612988683188 0.0014717428422279587 -0.00034538771773005768 -0.0030813220941790461 0.00043086144877621605 -0.0027518261678515861
leaf_weight=2.877005764283239 244.88872964633629 6.3399881031364194 2.8756503835320455 3.0067969262599972 8.1720611108466965 3.5329225473105934 10.664726383052765 11.30220604687929 3.7621914134360841 2.9227939099073392 7.6850890591740608 2.2065003011375657 2.4453090205788612 5.0686819734983137 4.3108799755573255 4.3501788564026356 19.95489091984928 9.2658533379435521 1.4662553668022145 4.8113695923238993 1.6320705572143221 2.8473957749083629 16.660889504943043 3.0067821079865089 5.3781372671946874 11.396606930065902 29.485137831419706 5.4817957393825054 13.513977551832797 2.5245280228555194
leaf_count=55 1293 371 36 31 49 34 60 56 82 18 248 6 15 65 66 28 141 40 9 70 47 87 153 56 363 68 843 85 95 63
internal_value=0.000193689 -0.00022613 0.000417264 -0.000173528 0.00019697 -0.000203358 -0.00112518 0.000726639 -0.000509772 -0.000150306 -0.00148494 -4.97241e-05 -0.000972517 -0.000102785 0.000413811 -0.00116386 0.00081231 0.00115402 -0.000334877 -0.00197684 -0.000219479 -0.000130558 0.000728949 -0.00036126 -0.000235037 -0.000112536 -0.000649946 -0.00207474 0.000570381 -7.01069e-05
internal_weight=453.837 157.705 296.132 51.2437 42.8862 34.7142 17.4337 17.2804 14.4269 151.365 10.6079 140.757 5.97823 138.551 42.9505 8.66106 34.2894 29.2207 95.6002 6.27762 89.3225 86.4455 18.293 68.1526 65.1458 62.2984 34.8633 8.35745 27.4351 16.0385
internal_count=4633 2892 1741 448 327 278 173 105 142 2521 266 2255 49 2249 340 94 246 181 1909 79 1830 1775 200 1575 1519 1432 1206 121 226 158
is_linear=0
shrinkage=0.00248748


Tree=321
num_leaves=31
num_cat=0
split_feature=16 15 18 15 0 4 4 16 7 6 2 0 15 9 18 7 13 19 15 4 16 12 5 5 5 12 18 15 3 7
split_gain=5.78788 3.94309 3.3427 3.33957 3.16398 3.09102 5.62146 4.24101 3.29955 4.3573 6.38101 3.93958 3.26751 3.20925 2.8495 4.20932 4.32774 4.1909 6.1269 3.5405 3.54678 3.50062 3.42724 4.89447 2.77537 5.24577 3.47202 3.14938 2.58415 3.29259
threshold=18.594956516900002 28.444110612900001 14.032563378150002 28.298162031900002 94.770837556450019 309.25865594525004 312.24436677560004 22.674946976100003 23.131311951800004 15.745367888000002 346.74082678410008 88.729872137350014 25.186533201700005 194.29956510785004 14.170404054850001 20.714163848350005 95.937628385050019 12.851036860900001 23.884857921950005 224.75522095420004 11.949972055800002 258.77736187310006 13.8160216159 17.352342178450005 2.7155367820000005 216.20511703005005 16.435318745950003 5.1773271655500013 73.913779380400015 27.973342028250006
decision_type=2 2 2 2 2 2 2 2 2 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 14 -3 -2 -7 8 12 10 -10 13 -8 -11 19 -16 24 -18 -19 -1 -21 -22 -20 -24 26 -26 -17 -28 29 -27
right_child=5 2 -4 -5 -6 6 7 -9 9 11 -12 -13 -14 -15 15 16 17 18 22 20 21 -23 23 -25 25 28 27 -29 -30 -31
leaf_value=-0.002174592080558542 0.00053275671330916912 -0.0019236891926167994 -0.0024710858611918509 0.0030435628099647642 0.0032259403642456931 -0.002867181661864531 0.0010327804686904259 0.0017819783796008345 -0.0029229174969828929 0.0022857069258865599 0.0014822152406999047 0.0024716052687662254 -0.0033660225709870191 -0.00048898675632483551 0.0027635873432249737 0.002643618020760216 0.0005896342685878758 -0.0022877649887737693 0.0020363149019112961 -0.002777432593875531 0.00086177018265884366 -0.0025067114410867899 -0.0029632613046231119 0.0013803940664690337 -0.0026769845441226886 0.00097782534342281979 0.0018930811845798087 -0.0026379823534557739 -0.0019545024280301026 -0.0013992103086894873
leaf_weight=8.7152323434129375 234.88486274750903 1.5073484266176804 7.9963371241465211 2.1242263223975888 1.484143406152725 4.3747335076332083 1.4847173020243634 7.811955618672072 5.9780064821243304 3.2339154183864656 3.1455824449658394 5.5782382972538462 3.6865847860462964 13.601882023736833 3.4542591013014308 3.0970388092100611 63.854580472689122 8.8068775050342101 5.0331434463150782 2.807250292273241 11.708570720860733 2.3162798210978499 3.1406383812427521 3.371459599584341 9.0716356562916207 9.9505420378409344 1.5720415955875067 2.4756397837772965 5.0418399497866622 5.7706580047961316
leaf_count=401 1293 37 248 7 3 96 13 52 65 10 17 28 74 93 23 12 515 140 56 84 132 46 53 17 475 107 40 191 99 206
internal_value=0.000197456 -0.000178058 -0.00162649 -7.35677e-05 0.000631153 0.000413543 -0.000159137 0.000106962 -0.000249495 5.44447e-05 -0.00140414 0.000648158 -0.0021031 4.39921e-05 -0.000117656 3.84684e-05 -3.92078e-05 0.000274316 -0.000714991 -0.000879355 -0.000208714 0.000305447 0.000484743 -0.000714453 -0.000753141 -0.00108878 0.000648408 -0.000878204 -0.000394873 0.000105305
internal_weight=447.08 163.3 10.9878 152.312 2.99149 283.78 48.8956 44.5209 36.7089 31.5376 9.12359 22.414 5.1713 16.8358 150.188 124.64 121.186 84.2067 20.3521 25.5473 16.8321 14.0249 11.5452 6.5121 36.9794 29.8347 7.14472 4.04768 20.763 15.7212
internal_count=4633 2892 288 2604 40 1741 448 352 300 213 82 131 87 103 2597 1934 1911 781 266 663 262 178 126 70 1130 887 243 231 412 313
is_linear=0
shrinkage=0.00250357


Tree=322
num_leaves=31
num_cat=0
split_feature=16 6 0 7 15 18 6 12 19 16 6 10 10 0 2 13 16 6 5 0 16 13 5 6 18 18 5 3 7 16
split_gain=6.25524 3.58171 3.48254 3.56942 3.16913 3.94739 3.49683 3.36045 4.34794 3.09005 2.81164 3.77165 2.91719 4.23414 4.66771 2.68855 8.7594 4.5831 7.13568 6.69685 4.17296 4.08017 3.72425 3.42347 2.8652 4.91146 6.94513 5.99131 8.71046 2.72017
threshold=18.594956516900002 15.635365317800002 86.09518316945001 22.721067571950005 28.444110612900001 14.032563378150002 13.665319288000001 130.71263173160003 12.851036860900001 14.544965987550002 16.375382608200002 62.186725015400008 62.068432857650002 85.931187223550012 116.68694986600001 115.13321943645001 20.834951278800002 15.695366719750002 20.769304081650002 91.886121982450007 22.454947490600002 116.86189801435002 21.836296031200003 15.695366719750002 14.032563378150002 14.380989918050002 17.886193876600004 85.589753040950015 24.872345000050004 22.644947046300004
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 4 10 -4 6 -6 -1 8 -8 -9 11 -2 13 -12 -15 16 17 18 19 -5 -17 -22 29 -18 -21 26 -26 28 -27 -23
right_child=2 -3 3 15 5 -7 7 9 -10 -11 12 -13 -14 14 -16 20 23 -19 -20 24 21 22 -24 -25 25 27 -28 -29 -30 -31
leaf_value=-0.00028612391624154514 -0.0032853924041655459 -0.0019796650379872815 0.0014440826222285605 -0.0026059867796859818 0.0010774556465663469 -0.0023765133728225803 0.00047110295618359318 -0.0005794656945163466 -0.0022589817325341949 0.0015917166653885392 0.0001776854316421414 0.00044731650815254566 0.0014501214783690687 0.00091950370520797807 -0.0032692763408118165 0.001978566844536434 -0.00021499756584755512 0.0016975248359794189 -0.0032119904537508772 0.0022712886375694645 0.0019849032308507531 -3.220560553594715e-05 0.00077608450234943084 -0.0035294769980567017 0.00056909556402342078 -0.0026079955585720364 -0.0040856658837403808 0.0022517207043014826 0.00093056872598384856 -0.0021222192163442635
leaf_weight=87.743542005773634 3.3718087663874021 6.3304238440468898 26.196312583982944 4.1832681968808165 2.6856327839195711 7.1934984354302287 13.476403998211028 4.8430815776810077 4.6328991651535025 19.362267591059208 70.98399702180177 3.0442866198718548 9.1712334612384421 2.4102931022644034 4.5219936147332191 13.98003978282213 2.9415623247623435 13.326886806637047 3.5771635156124821 5.393218755722045 10.132585436105726 23.199001252651218 43.931791413575411 4.9259526170790195 4.6022757329046717 5.4411209970712688 3.219806045293808 11.10702934861183 16.822173126041889 4.3743422552943221
leaf_count=1910 41 371 113 35 18 248 119 64 67 95 538 15 47 9 44 94 22 57 50 16 51 112 205 37 20 76 25 40 70 24
internal_value=0.00021905 -0.000191043 0.000425279 0.000608382 -0.00011013 -0.00143756 -9.30001e-06 0.000564721 -0.000227334 0.0011573 3.88102e-05 -0.00151431 0.000153235 5.83304e-07 -0.00181288 0.000480475 0.000137678 0.000419942 0.000106649 0.00034048 0.000751293 0.000541129 0.00033654 -0.00229024 0.000605065 0.000386911 -0.00134695 0.000793331 6.57481e-05 -0.000363773
internal_weight=437.126 146.268 290.858 197.355 139.937 9.87913 130.058 42.3147 18.1093 24.2053 93.5036 6.4161 87.0875 77.9163 6.93229 171.158 75.5405 67.6729 54.3461 50.7689 95.6178 81.6377 71.5051 7.86751 46.5856 41.1924 7.82208 33.3703 22.2633 27.5733
internal_count=4633 2892 1741 1047 2521 266 2255 345 186 159 694 56 638 591 53 934 448 389 332 282 486 392 341 59 247 231 45 186 146 136
is_linear=0
shrinkage=0.00243107


Tree=323
num_leaves=31
num_cat=0
split_feature=16 6 12 3 15 8 13 13 19 0 16 2 2 19 16 16 10 0 15 2 6 0 0 5 15 17 7 5 9 19
split_gain=6.04616 3.5055 3.3845 3.25115 2.973 2.95627 2.74223 2.66652 5.66469 4.46536 4.29434 3.89591 3.61371 3.15216 2.62454 2.64403 3.93165 6.71307 5.10841 4.40367 3.23423 4.0089 2.93884 4.62019 5.01111 4.40814 4.29857 3.49866 2.91563 2.69658
threshold=13.534968349350001 6.355148487000001 234.58875745590004 108.48197402175002 46.055224235250002 2.9476996444500005 73.265860971000009 115.13321943645001 14.451165964200003 86.538778761000017 22.494947397000004 323.30468295165002 316.46407472665004 11.850956171350001 14.969964993700001 15.564963602350003 70.182199495350019 95.746747857800017 23.884857921950005 215.12632285215003 14.745344522600002 94.625660817400004 93.501885318850015 19.897785533950003 31.445204138150004 171.90167533095004 18.276616214250001 18.160071980500003 210.85023439230002 12.751028791950002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 -2 -1 4 7 6 -4 8 11 -9 -11 13 -12 -3 -15 -16 19 20 28 22 -18 -22 23 24 -17 26 -25 -24 29 -19
right_child=1 3 5 -5 -6 -7 -8 9 -10 10 12 -13 -14 14 15 16 17 18 -20 -21 21 -23 27 25 -26 -27 -28 -29 -30 -31
leaf_value=-0.001718213601442169 -0.0012075467697859911 0.0018150662773897732 -0.003348602917538657 -0.0022186389343788315 -0.0007107800504265715 -0.0025570624078622628 0.00079346437591103778 0.00038543900187811014 -0.0026295435762591292 0.0027423185037620326 0.00059686165113256233 -0.0024072745796405201 0.0029010786319044073 -0.0010171914015050453 0.001320931014954774 0.00034222333108683352 -0.0027228446158374989 0.0023379826931744984 0.0010903921840284944 -0.002222378975893593 -0.0028456407018922739 0.0018080112087565656 0.0031483757852963094 0.0035689906096452763 -0.0031151466242531345 0.0020630628797959592 -0.0037751097896240558 0.00037671498094652843 -0.0040529167932330037 -0.0016228261989901162
leaf_weight=21.363634001696482 13.091066156048326 13.946475971024482 1.6376950838603139 4.3844951037317506 20.144599119201303 3.6531530551146707 17.878362543415278 107.20064112590626 6.2201165473088613 16.667490348219872 42.22429109364748 4.7059685420244923 7.5275371074676505 13.107022437267004 25.04257741663605 16.284942027181391 12.728476202115418 2.307533808052538 27.652227070182562 4.4026594292372456 2.9950628969818345 4.1383816227316856 10.374638766050341 1.0579950958490401 5.1887419968843451 19.362828399986029 2.553771854378283 7.270744126290082 2.8663150072097778 5.3635864406824112
leaf_count=784 331 91 120 189 243 145 214 659 45 99 198 81 43 167 128 82 276 14 186 50 49 19 30 4 39 80 131 36 43 57
internal_value=0.000232053 0.00035161 -0.000838634 0.000404527 0.000434688 -2.76007e-05 0.000445882 0.000498574 0.00024531 0.000772186 0.0013964 0.000343915 0.000945494 0.000417209 0.000297385 0.000412567 0.000229924 -0.000352663 0.000398685 0.000738525 -0.00179732 -0.000145881 0.000948464 0.000528509 -0.00049319 0.00148346 -0.0016238 0.00200632 -0.00141649 -0.000431383
internal_weight=443.343 398.81 44.5328 385.719 381.335 23.1692 19.5161 361.19 187.57 173.62 66.4193 181.35 49.7518 176.644 162.698 149.59 124.548 58.0516 38.1897 66.4963 19.8619 7.13344 62.0937 44.4483 21.4737 22.9746 3.61177 17.6454 10.5374 7.67112
internal_count=4633 3370 1263 3039 2850 479 334 2607 1608 999 340 1563 241 1482 1391 1224 1096 644 300 452 344 68 402 336 121 215 135 66 114 71
is_linear=0
shrinkage=0.00306373


Tree=324
num_leaves=31
num_cat=0
split_feature=6 6 5 5 5 15 3 3 19 9 9 6 16 4 0 5 5 7 7 9 5 2 18 18 0 8 13 7 16 14
split_gain=0.979418 3.40727 1.80691 1.91227 2.78566 3.36409 1.78966 3.00508 3.45464 3.05996 3.50355 3.02362 3.33102 2.9688 2.33237 5.21447 3.33134 2.03305 2.91771 3.20833 1.60263 1.56582 1.5318 1.81229 1.88526 1.66359 1.42562 1.56338 2.50319 2.03933
threshold=13.665319288000001 13.775321858200002 20.971847224900007 18.678742451450002 15.332427622700001 32.145494189350011 85.589753040950015 84.812788641250009 12.851036860900001 206.50942114985003 214.52351813370004 14.195331671650001 16.684960983300005 158.18845385165005 93.308316333500017 18.946524085150003 17.886193876600004 24.545313225450005 23.727132803250004 199.17419511990002 23.195398057700004 148.55984234940004 13.317304170000002 13.391483899700001 95.746747857800017 8.1436447804000007 98.255079293500017 24.545313225450005 9.7049773055000017 316.16904661820007
decision_type=2 2 2 2 2 2 2 2 2 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 22 -6 7 9 -9 17 11 -11 -13 -10 16 -16 -8 18 -3 -20 -4 -12 -1 -24 -25 26 27 -26 -29 -30
right_child=1 6 20 -5 5 -7 14 8 13 10 21 12 -14 -15 15 -17 -18 -19 19 -21 -22 -23 23 24 25 -27 -28 28 29 -31
leaf_value=-0.031043443722194766 0.019423128775654205 0.022276717180902978 -0.037910494929445107 0.012188375731706995 -0.032826347314886928 0.0085903216662397228 -0.037673924859758234 0.027406545251997289 0.011089516511718748 -0.048549877395751534 0.01575116207907068 0.021237040453162128 -0.036013813214022548 -0.038055167238357335 0.025116270928504301 -0.015300377419124928 0.0016686780792164724 0.014313689841783123 -0.048817403713351727 -0.002440368963557676 -0.0045421537626876198 -0.013927382853807978 0.034131296178159951 -0.034323722366342423 0.0087078052449455299 -0.020202393142403192 0.0071621070609650395 0.0064689926359312016 -0.0068078439412885749 -0.0329538404017998
leaf_weight=1.4579020533710707 9.5142048187553865 2.7946911267936247 2.3458585478365412 8.9306460141669941 5.4957733456976694 2.6693703718483448 1.9916184842586506 1.1716250702738742 1.394098103046417 3.2256905715912563 3.9603176545351744 1.7904920876026156 1.9396507320925591 5.858391419518739 10.477175030857323 4.0568389650434247 197.56107745011104 12.424667079932986 1.8268515877425668 5.4238074626773596 3.0112790167331696 2.7660975102335215 1.4208112061023701 1.4686478164512653 7.4863964284304556 3.356210538186132 23.94117383658886 7.2097648699418668 7.6682033948600274 4.2463818592950702
leaf_count=17 58 10 51 93 126 19 15 8 8 39 20 6 50 192 44 37 1911 66 27 48 39 38 5 118 169 83 243 501 393 199
internal_value=0.000754349 0.00163412 -0.00216894 -0.000961387 -0.00272945 -0.0192863 0.0009798 -0.00453765 -0.0208179 -0.000744078 -0.0120288 -0.0270904 -0.00853304 -0.0286084 0.00212862 0.0138349 0.00127602 0.00612733 -0.00399804 -0.0141254 -0.019154 0.00354648 -0.000408827 0.000377514 -0.000488512 0.000433279 0.00180331 -0.0030179 -0.00760803 -0.0161263
internal_weight=348.886 268.177 80.7084 75.3513 66.4206 8.16514 258.663 44.5764 8.42411 36.1523 13.6822 6.95583 3.73014 7.25249 214.087 14.534 199.553 22.47 10.0454 7.25066 5.35714 6.72642 58.2555 56.7976 55.3768 53.9081 50.5519 26.6107 19.1244 11.9146
internal_count=4633 2577 2056 1966 1873 145 2519 512 208 304 153 95 56 200 2007 81 1926 151 85 75 90 58 1728 1711 1706 1588 1505 1262 1093 592
is_linear=0
shrinkage=0.0302676


Tree=325
num_leaves=31
num_cat=0
split_feature=16 16 10 2 7 10 6 7 16 8 15 19 6 10 6 6 16 5 7 18 10 12 10 18 16 9 9 12 9 17
split_gain=0.849572 2.12246 1.88402 1.62335 1.88767 1.8317 2.05219 1.60777 1.40329 2.29019 1.80671 1.32656 2.68731 1.94268 1.68457 3.08503 1.59889 1.47237 1.91483 1.92662 1.80264 3.31235 3.26847 2.11378 1.89193 3.97047 2.85557 2.51683 2.27353 1.6461
threshold=13.534968349350001 12.919969787500003 68.20618276945001 219.56639384385002 21.034091097450002 82.299080289250014 11.945279099550001 27.973342028250006 12.604970524100002 8.0437227585500022 6.8054746905500005 11.850956171350001 11.085259005300001 84.232081685100013 13.665319288000001 13.775321858200002 15.839962959300001 20.743195000100005 19.975862989550006 13.317304170000002 72.327589083450007 219.88098848225005 75.981203682750007 15.265416824250002 17.684958644900004 210.85023439230002 210.25104900155003 248.94969001945 194.29956510785004 211.01219561810004
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 -1 8 -5 6 -6 -7 9 10 -4 12 13 -2 17 16 -16 18 -13 -20 21 -21 -22 -24 25 26 27 28 -25 -23
right_child=11 -3 3 4 5 7 -8 -9 -10 -11 -12 14 -14 -15 15 -17 -18 -19 19 20 22 29 23 24 -26 -27 -28 -29 -30 -31
leaf_value=-0.027487233133564253 -0.034619106526466721 -0.029867708002072182 0.022201925957526902 0.025043452486422983 -0.029441536984700811 0.01608275499077795 0.015920934735357224 -0.0069293709024211506 0.0057870554260151877 0.010190718282518099 -0.026675603762272453 0.028202837592113658 0.014845044146137642 0.0052395110771133579 0.025596780255030524 0.00082220290912922889 0.0043257684188834442 -0.022379740486588185 -0.034513906613111892 0.013405183637932888 -0.029123538351406079 -0.033863369361464071 -0.027138691641801237 0.004608484447231896 0.020204066522546978 -0.028690363771938399 0.037885875254679895 0.012765288778175406 -0.023242509161842315 0.0061186064166092778
leaf_weight=1.6892454293556571 1.3396939276717597 1.8219234985299397 0.5298098161583783 2.5883561335504046 2.0749490284360941 5.0693229669705016 0.90551160648465145 3.0882680138456635 3.4938873536884785 1.8978381605120374 4.8922413446707651 1.2120627462863911 10.350031545851378 1.8271219497546551 4.8540848940610868 252.7716425966355 4.1379962787032127 2.618642594665288 1.2562735266983498 8.3945674775168282 3.5006961617618826 1.6840170123614364 2.058077567722651 3.435783928725872 2.4719121474772683 3.1724898628890505 1.3059878349304206 4.9140393943525851 4.0211004158481956 1.0610190369188783
leaf_count=78 31 94 34 16 56 71 11 283 33 42 545 5 85 51 31 2404 25 52 18 52 86 41 136 72 27 85 2 67 89 11
internal_value=0.000566081 -0.00362739 -0.00180471 -3.68309e-05 0.00570267 0.0012081 -0.0156597 0.00737092 -0.00732224 -0.0135795 -0.0218996 0.00093788 0.00864409 -0.0116223 0.000593958 0.001337 0.0158082 -0.00413768 -0.00289653 -0.00390775 -0.00284029 0.00556539 -0.00660377 -0.00291635 -0.000336224 -0.00334961 0.00252842 -0.00120424 -0.0104101 -0.0184094
internal_weight=344.439 28.0514 26.2294 24.5402 13.7264 11.1381 2.98046 8.15759 10.8138 7.31989 5.42205 316.387 13.5168 3.16682 302.87 261.764 8.99208 41.1067 38.488 37.276 36.0197 11.1396 24.8801 21.3794 19.3213 16.8494 13.6769 12.3709 7.45688 2.74504
internal_count=4633 1263 1169 1091 437 421 67 354 654 621 579 3370 167 82 3203 2460 56 743 691 686 668 104 564 478 342 315 230 228 161 52
is_linear=0
shrinkage=0.0251418


Tree=326
num_leaves=31
num_cat=0
split_feature=16 15 18 0 7 7 10 0 16 19 5 17 2 15 9 7 18 15 15 13 9 6 2 6 13 16 17 9 8 16
split_gain=4.50508 3.72734 5.51076 3.36107 3.78669 3.28646 4.50616 5.79746 4.25836 4.30507 3.83667 4.88764 3.99962 3.63672 3.87121 3.86295 3.30486 3.23816 3.13636 4.18312 3.00276 5.01142 3.33179 2.95764 3.15313 2.99102 3.75945 4.41284 3.76307 3.18711
threshold=18.634956423400002 28.444110612900001 14.032563378150002 86.09518316945001 22.721067571950005 23.109894804950002 66.859265246100009 91.886121982450007 22.454947490600002 14.451165964200003 21.869642762900003 212.38791228795003 223.66947801700005 36.270131511550012 196.40176798710004 23.960918281000001 13.581061237400002 28.298162031900002 46.674706678850008 117.61735474900001 189.34276022045003 16.505385645700006 143.79541367925003 15.635365317800002 109.43099974175001 16.094962363000004 236.15709471040003 191.61296531520003 5.1459841250500009 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 17 -3 -2 -5 20 8 -8 9 -7 11 12 16 14 15 -9 -10 23 -12 -20 -6 22 -22 24 25 29 27 28 -27 -1
right_child=3 2 -4 4 5 6 7 13 10 -11 18 -13 -14 -15 -16 -17 -18 -19 19 -21 21 -23 -24 -25 -26 26 -28 -29 -30 -31
leaf_value=-0.00056336642203843787 -3.5076787617174843e-05 0.0013656678395740152 -0.0030204047247063552 0.0016832982430512787 0.0011056901098865329 0.0025304998613883394 -0.0028196913617074301 0.00024621609555451173 -0.0016169565305476587 -0.0003703521792676835 0.0015224746724786435 0.0029424651352236084 -0.0033153161354675634 -0.0025120730205524838 0.00096957966705441109 -0.0038023563946067962 0.00072645036314100784 0.0035869858436865347 -0.0036242489014605985 0.0017211275551259357 -0.0011114175998392084 0.00083854350099479282 -0.0046946719761149624 -0.0023299378104144177 0.00299914330137097 -0.0015566162539408135 0.0016399305784561798 -0.0029921168056166432 0.0021780223095491996 0.00053660062378373325
leaf_weight=35.580891415476799 90.375432435888797 3.3669855901971451 8.4358830982819182 25.473579846322536 6.0679412335157421 22.190141558647159 5.6793304346501818 5.5006125196814519 8.0002584159374326 5.3302458450198165 34.304539829492569 3.6967163458466521 3.9244128949940196 3.5966620463877907 33.501467324793339 3.0932681448757648 13.736149393022059 2.006070007570087 2.4603455290198317 2.4592323750257492 4.9900427535176259 5.5347686782479277 3.8710661083459854 4.9093149343971154 2.8105866424739352 6.2786698727868551 3.6661730986088505 9.3238605726510269 3.5470362827181816 58.532004693988711
leaf_count=1242 693 43 257 113 24 119 50 26 37 28 144 17 41 48 162 45 62 7 32 9 25 23 28 348 13 238 30 182 13 534
internal_value=0.000217249 -0.000211368 -0.0017692 0.000426368 0.000641989 0.000484038 0.000635077 -5.78934e-05 0.0010055 0.00196865 0.000619012 -0.000173402 -0.000622276 0.000285387 0.000524404 -0.00121102 -0.000136059 -6.61945e-05 0.0012121 -0.000952165 -0.000604433 -0.00132526 -0.0026768 -0.000124988 -3.4585e-05 -0.000107506 -0.001049 -0.0015638 -0.000208428 0.00012074
internal_weight=422.244 138.457 11.8029 283.786 193.411 167.937 147.473 51.3713 96.102 27.5204 68.5817 29.3575 25.6608 45.692 42.0953 8.59388 21.7364 126.655 39.2241 4.91958 20.4638 14.3959 8.86111 124.649 119.739 116.929 22.8157 19.1496 9.82571 94.1129
internal_count=4633 2907 300 1726 1033 920 820 331 489 147 342 157 140 281 233 71 99 2607 185 41 100 76 53 2600 2252 2239 463 433 251 1776
is_linear=0
shrinkage=0.00289842


Tree=327
num_leaves=31
num_cat=0
split_feature=17 9 6 12 6 7 13 15 5 13 15 19 13 15 2 5 18 19 6 6 15 16 8 19 13 13 2 15 13 18
split_gain=0.861171 0.825507 2.0581 1.56027 1.50524 0.949588 2.03429 0.817746 1.37833 1.13872 1.09928 0.978165 3.20339 4.47269 3.03026 3.02165 2.66262 2.21493 1.98817 2.24768 3.90755 2.54956 2.08115 3.6275 2.49695 4.01943 4.06557 2.24002 2.06975 3.24666
threshold=158.19986339130003 37.364870866050005 2.7350639043000005 296.06259987170006 1.8500432259500001 22.721067571950005 96.357027853400012 46.674706678850008 25.361845021250002 117.67650082785001 52.561095883800007 14.351157895250003 115.13321943645001 32.99104187950001 285.01633004880006 20.201591378100002 13.956123578150001 14.551174033150001 16.445384243750002 16.100376182700003 43.376643616500012 22.494947397000004 8.6432548896500023 12.951044929850001 113.89115178020002 111.38282034450002 130.18547167755003 36.548474543700003 109.34496908160001 14.380989918050002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=-1 2 3 4 -2 6 -4 11 9 -9 -10 18 13 -13 15 -14 -17 -18 19 20 22 -21 24 -24 25 27 -27 28 -3 -30
right_child=1 7 5 -5 -6 -7 -8 8 10 -11 -12 12 14 -15 -16 16 17 -19 -20 21 -22 -23 23 -25 -26 26 -28 -29 29 -31
leaf_value=-0.020559780255014301 -0.028756398537432837 0.00024481142583750924 0.014364778201466968 -0.028431146196521796 0.020157136039208743 -0.029326854969136781 -0.032897850022737901 -0.031233488213856325 0.0065300806411262274 -0.0021301393487336171 -0.020996699094157398 -0.034444716987456402 0.020519978920919127 0.0050166492910813203 0.023756501828625053 0.0032883868559915983 -0.033231843973156684 0.0059915940035222661 -0.0058331662938824911 0.020312613097435366 -0.04074768404895291 0.00058528802049204989 0.0059876705284592846 -0.042294425532864798 0.013772718091908939 -0.037500575432015029 0.0042789777351814173 -0.024310793892870899 -0.0023534380539753587 0.01889439227257466
leaf_weight=1.4758298518136133 0.56318816839484309 106.9694981923094 1.5718398187309506 0.82807656261138607 3.5073714393656701 2.910111015313305 1.2699922266183419 2.4462982180993986 5.6887748977169394 1.7999487295746801 1.3930137670831753 3.9779911516234261 7.4601787701249114 5.0001068096607924 6.1397977992892256 77.981609921902418 2.9037732556462279 1.7980825267732141 35.90796190185938 9.7060263212770241 1.7762693539261807 10.54108629748225 2.4873123290017238 2.3195158215239644 11.360626015812157 4.2292398493736973 3.1231645829975605 2.5737349125556639 9.9322520177811402 12.562488934025167
leaf_count=250 95 1816 23 111 48 252 46 74 57 13 49 36 54 32 44 486 42 11 607 63 24 49 17 29 65 42 14 73 57 54
internal_value=0.00060946 0.000701152 -0.00690903 0.00632015 0.0133896 -0.0181756 -0.00675652 0.000946708 -0.00638602 -0.0188968 0.00111546 0.00120731 0.00339835 -0.0124678 0.00487781 0.00359196 0.00206461 -0.018232 0.000127005 0.00133219 0.000211314 0.0100421 0.000679013 -0.0173107 0.00125263 0.000232215 -0.0197534 0.00134509 0.00185513 0.0095127
internal_weight=342.205 340.729 10.6506 4.89864 4.07056 5.75194 2.84183 330.079 11.328 4.24625 7.08179 318.751 105.262 8.9781 96.2834 90.1436 82.6835 4.70186 213.489 177.581 157.334 20.2471 155.558 4.80683 150.751 139.39 7.3524 132.038 129.464 22.4947
internal_count=4633 4383 575 254 143 321 69 3808 193 87 106 3615 705 68 637 593 539 53 2910 2303 2191 112 2167 46 2121 2056 56 2000 1927 111
is_linear=0
shrinkage=0.0277726


Tree=328
num_leaves=31
num_cat=0
split_feature=16 15 13 2 15 5 6 16 16 4 16 9 2 15 19 8 4 19 18 3 7 14 3 3 7 16 13 0 2 0
split_gain=7.75021 3.85902 3.83444 3.88208 3.51357 3.28383 3.9353 3.49917 4.02878 4.59519 5.42273 5.95723 4.54187 3.79692 3.54669 3.45548 3.08895 3.05028 3.00885 3.38024 2.84143 2.62082 2.4855 6.6855 3.48475 2.62925 6.97952 4.74915 3.93857 3.66919
threshold=18.594956516900002 46.055224235250002 117.97223122220002 98.91243606750001 28.444110612900001 10.726864994700001 15.635365317800002 13.534968349350001 16.024962526700005 177.83314668290004 17.684958644900004 192.57902085675002 186.79363985910004 26.135540888150004 10.650859343850001 5.1459841250500009 258.68722567540004 12.651020723000002 14.032563378150002 84.850427055100013 24.103872582350004 258.81881833755006 85.589753040950015 84.812788641250009 24.176603375500004 19.224955043700003 112.67059178900001 91.886121982450007 146.87900114440004 90.321439350550008
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=4 2 22 -4 5 -1 7 14 12 -10 11 15 16 -12 21 -11 17 -9 19 -6 -19 -7 23 -2 -25 28 27 -27 -24 -28
right_child=1 -3 3 -5 18 6 -8 8 9 10 13 -13 -14 -15 -16 -17 -18 20 -20 -21 -22 -23 25 24 -26 26 29 -29 -30 -31
leaf_value=-0.00070318875513404263 0.00059092159095133702 -0.0004855102923066802 0.00053031082337020414 -0.001575348210350306 0.0028014763898059061 -0.001389442014951962 -0.0017078865300604392 0.00074299223858119066 -0.0027292600572407454 -0.00096346832339712016 -0.0005066656578775208 -0.0025959222232344232 0.0014529922023983238 0.0021910613096221667 -0.0013824153516645576 0.002016143206519873 -0.0015573122270716798 0.00066742677256043602 -0.0020711169181109822 -0.0017393320119544725 -0.0023325516574907354 0.00078041496991859737 0.0019912611993994282 0.00017099864902903788 -0.0028802054514792696 -0.0028563367145810693 0.00057108716117998826 -0.0001362891037580417 -0.0002848733878404504 0.0016845800145129145
leaf_weight=33.692204443970695 19.948998138308529 21.475374286063015 8.1674727723002452 8.4412290342152101 1.5006224513053887 3.5580908653792021 5.6437195749022058 27.515835067257285 3.3277830965817001 4.1729365196079033 3.9801782071590406 5.7318648118525743 22.484449319541454 6.5339490920305252 12.484537716954945 3.3081001937389374 4.1428970322012892 2.7485600858926764 8.0520169930532557 1.6123131341300903 3.2866961359977722 10.216858710628001 13.821929854340853 2.7564516775310031 4.9819479007273912 4.1210476867854586 175.41169195249677 11.635508295148609 4.8755880827084175 15.249981462955473
leaf_count=1109 95 243 55 125 3 141 349 145 53 103 43 97 116 30 223 11 42 13 248 37 38 91 57 22 80 47 837 62 50 68
internal_value=0.000189368 0.000402768 0.000473574 -0.000539872 -0.000189154 -0.000103011 6.67215e-05 0.000154968 0.000364735 -0.000333142 2.92071e-06 -0.000925638 0.000678483 0.00116982 -0.000541868 0.00035411 0.000216489 0.000435519 -0.0013683 0.000449611 -0.00096631 0.000219938 0.000540156 -7.54636e-05 -0.00179335 0.000615872 0.00054505 -0.000847704 0.00139773 0.000660149
internal_weight=454.881 290.887 269.412 16.6087 163.994 152.829 119.136 113.493 87.2332 27.0548 23.727 13.2129 60.1784 10.5141 26.2595 7.48104 37.694 33.5511 11.165 3.11294 6.03526 13.7749 252.803 27.6874 7.7384 225.116 206.418 15.7566 18.6975 190.662
internal_count=4633 1741 1498 180 2892 2604 1495 1146 691 337 284 211 354 73 455 114 238 196 288 40 51 232 1318 197 102 1121 1014 109 107 905
is_linear=0
shrinkage=0.00217738


Tree=329
num_leaves=31
num_cat=0
split_feature=16 2 0 16 10 0 0 9 10 6 6 13 8 18 2 5 7 17 19 0 17 9 2 18 13 5 9 6 2 16
split_gain=4.16521 3.7103 3.69157 3.5195 3.11142 3.69267 4.56499 3.68014 5.39937 3.74849 2.97649 3.74271 2.91662 2.86242 2.42133 7.49378 2.61669 5.17299 3.27359 4.18046 2.85496 2.35885 2.11845 2.19742 2.02329 2.87417 4.10591 1.97136 1.89073 2.71319
threshold=20.394952307700002 325.13486840910008 86.345209775600011 20.034953149600003 66.859265246100009 90.321439350550008 89.861713010250014 194.57718764590001 64.369753017350021 16.435384010100005 16.375382608200002 117.39690118230001 2.8477776226000002 13.328768336950002 151.08605618930002 22.458857822500004 23.131311951800004 189.31980273685002 14.351157895250003 86.036037090600004 192.92322630085002 201.65416293750005 200.24623605120004 13.659439901750002 116.86189801435002 21.252944829650001 202.70031010240004 15.945372561050002 309.04644204820005 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 3 10 28 5 6 7 9 24 -4 11 -2 -3 -11 -12 -16 17 18 19 -17 -19 -18 -23 -24 -9 26 -26 -7 29 -1
right_child=2 12 4 -5 -6 27 -8 8 -10 13 14 -13 -14 -15 15 16 21 20 -20 -21 -22 22 23 -25 25 -27 -28 -29 -30 -31
leaf_value=-0.00084754337962843456 0.00080814290488536681 -0.00037674166285187781 0.0026313501408134245 -0.0029929438663736162 -0.0018932689000565647 0.00086229092880370597 -0.0022420372196048409 0.002076376575257795 -0.0027023822642124997 0.0016085785954315776 0.00064957921893600188 -0.0040571225727831801 -0.0034693872129441827 -0.0016978292366357874 -0.0057519561022650705 -0.0044217497281488528 0.0015585190813118416 -0.0047520728737257718 0.0019967218319184065 0.001868094942053403 -0.00044361767881712712 0.0010321621957294273 0.00017340952619805631 -0.0044020495786656118 0.0001853722247023006 0.00095935290188768868 -0.0040366632801516738 0.0031521859278905639 0.0016531697936991894 0.00015944667324117336
leaf_weight=30.288369208225049 2.5961856693029395 6.3240944480057788 18.675219796597961 3.6631138287484637 3.6646289713680735 5.428544756025075 4.5794366523623458 8.9587889462709409 4.6976286619901648 6.4174765050411207 51.435007920488715 3.5494332332164049 5.3284020140999928 4.0499991029500961 2.3087003007531157 2.2683028774335963 12.196247963234784 3.9128361679613581 5.5356052685528994 1.7951055839657781 2.325270778965205 3.8072065487503997 1.9352249410003426 2.0496870651841164 9.379861716181038 31.74555454403162 2.8474514260888091 10.387124881148337 6.7661777334287754 156.37889727205038
leaf_count=1066 12 157 112 41 30 31 31 43 27 28 283 52 169 21 18 39 61 56 44 7 21 19 18 40 47 151 27 43 97 1842
internal_value=0.000204336 -0.000102435 0.000514378 -2.61022e-06 0.000896967 0.00099238 0.00075453 0.000912675 0.000461689 0.0018045 7.1365e-05 -0.00200182 -0.00179093 0.000329287 0.000213612 -0.000374415 -2.78709e-05 -0.000962864 0.000455945 -0.00164306 -0.00314608 0.00071294 -0.000610563 -0.00218003 0.000742497 0.000470739 -0.00079784 0.00236621 5.40187e-05 -3.94612e-06
internal_weight=415.296 208.749 206.547 197.097 110.832 107.167 91.3514 86.772 57.6293 29.1427 95.7148 6.14562 11.6525 10.4675 89.5692 38.1342 35.8255 15.8371 9.59901 4.06341 6.23811 19.9884 7.79212 3.98491 52.9317 43.9729 12.2273 15.8157 193.433 186.667
internal_count=4633 3372 1261 3046 591 561 487 456 295 161 670 64 326 49 606 323 305 167 90 46 77 138 77 58 268 225 74 74 3005 2908
is_linear=0
shrinkage=0.00307948


Tree=330
num_leaves=31
num_cat=0
split_feature=16 15 6 15 18 0 4 12 7 5 8 8 18 5 0 18 7 9 9 15 18 18 16 0 19 6 4 13 2 16
split_gain=2.66095 2.72755 2.60743 2.51888 2.51204 2.85419 2.4229 4.792 3.39107 4.51125 4.87892 4.46841 4.39565 3.97777 2.25515 2.92222 5.42141 5.22256 3.70064 4.37617 4.68598 3.42808 4.06627 3.02504 2.97501 2.8907 3.72573 3.09992 2.81677 2.60098
threshold=18.594956516900002 28.444110612900001 15.635365317800002 28.298162031900002 14.032563378150002 94.770837556450019 309.25865594525004 249.73381652755003 23.131311951800004 21.363989181350004 8.543332867800002 8.6432548896500023 14.780131328250002 31.373072367600006 86.09518316945001 13.278511569200001 23.209106085000005 192.57902085675002 190.64005357525002 31.584168001000005 13.405741979600002 13.988302431200003 22.454947490600002 92.773313165550022 14.351157895250003 16.375382608200002 183.81532008410002 117.51519334005 147.79312796670004 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 -1 5 -3 14 -8 13 10 12 -11 -10 -9 25 24 18 23 -17 -20 -21 22 -19 -18 -16 26 -2 -27 -24 -29
right_child=6 4 -4 -5 -6 -7 7 8 9 11 -12 -13 -14 -15 15 16 17 21 19 20 -22 -23 28 -25 -26 27 -28 29 -30 -31
leaf_value=-2.3172622648673765e-05 -0.005308774181864013 -0.0027388479711320112 -0.0024950169105969972 0.0039588962386952163 -0.0031999160897583792 0.0041537572411480018 -0.0039287717767610229 -0.004884888465340507 -0.0067531134946355242 0.0015582449617994611 0.0019651165911919203 -0.0021195522654941586 -0.00032619957782760813 0.00062465739039326137 0.00076090252627223492 0.00081613084184083389 -0.0050851837684196405 0.0032323666401312791 0.00086621063812426183 -0.0015038001617091383 -0.0065329315457728866 0.00043095064908077327 -0.00097410008140025274 4.9416916084533727e-05 0.0028046970748740524 0.0017869716887938727 5.2409820146881573e-05 -0.0013823941136340706 0.0015716929752769685 0.00032074138170870087
leaf_weight=119.51463720272295 2.4901253655552855 1.3588797622360274 4.758472003042697 1.8147012274712313 6.038949809037149 1.3454341888427732 3.7793441191315642 3.1863953275606027 2.694800589233636 24.38643375039101 2.3823736235499382 4.3860982172191134 2.1553437300026417 2.7449258463457227 18.105663046240807 7.3508425727486637 2.4893902689218512 13.82363475859165 3.7111736536025992 5.300779886543749 3.4365683197975159 48.199795246124268 6.2487830594182041 2.6825670525431633 14.380156885832546 12.256732123903928 3.5215726364403963 13.128653977066277 22.504035651683807 43.602490000426769
leaf_count=2249 21 37 349 6 248 3 87 51 27 149 15 53 19 47 76 34 18 94 18 27 31 280 26 32 70 67 28 146 84 241
internal_value=0.000199824 -0.000184787 -5.9147e-05 3.63865e-05 -0.00199666 0.00069032 0.000392639 -0.000310943 1.50991e-05 0.00040227 -0.00196608 0.0009976 -0.00389707 -0.00233515 0.000536726 0.000776554 0.000527031 0.000856825 -0.00107116 -0.0021856 -0.00348185 0.00104364 0.00173724 -0.00242199 0.00166561 6.27155e-05 -0.00216826 0.000257126 0.00101842 -7.33962e-05
internal_weight=403.78 134.831 126.088 121.329 8.74326 2.70431 268.949 45.7157 41.9364 36.005 7.23252 28.7725 4.85014 5.93132 223.233 148.233 115.748 95.9482 19.7994 12.4485 8.73735 90.7762 42.5765 5.17196 32.4858 74.9996 6.0117 68.9879 28.7528 56.7311
internal_count=4633 2892 2604 2255 288 40 1741 448 361 263 61 202 46 98 1293 790 644 534 110 76 58 484 204 50 146 503 49 454 110 387
is_linear=0
shrinkage=0.00335456


Tree=331
num_leaves=31
num_cat=0
split_feature=10 7 19 18 2 0 0 6 17 15 7 16 15 10 19 15 7 5 13 17 0 8 9 9 5 10 18 2 16 4
split_gain=0.827954 1.3204 1.13451 0.798622 1.82962 2.0338 1.44305 2.74505 2.39558 1.77856 2.6384 1.5286 1.59286 1.77979 3.00133 1.37427 1.29211 1.5115 1.18173 2.02588 1.77417 1.11778 4.39338 3.28152 2.81539 2.05325 1.9847 2.27446 2.16051 2.25058
threshold=90.937096262400004 27.973342028250006 10.850875481800001 17.327266398450003 296.32908460740003 109.03310793845002 98.51854819030001 12.255286342800002 205.28496454895003 22.248428019100004 25.959674155500004 14.184966829400002 21.132409465200002 80.538140213850014 13.351077205700003 19.077611477100003 20.558604996750002 13.713273242250002 98.050756475600011 191.86029796145002 106.56510337475001 5.1459841250500009 74.737174262250008 177.59430306730005 16.222050829800004 75.629015667650023 14.349689277800001 305.67240907785003 11.949972055800002 208.25848595475003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=3 2 -2 6 -5 -6 21 8 11 -9 -11 16 -13 14 -14 -10 -8 18 19 -18 -21 22 25 -23 -25 26 27 28 -1 -30
right_child=1 -3 -4 4 5 -7 7 9 15 10 -12 12 13 -15 -16 -17 17 -19 -20 20 -22 23 -24 24 -26 -27 -28 -29 29 -31
leaf_value=-0.031261964303766918 -0.028978132802605236 -0.028994194229425289 0.024278892186562134 0.013402128674745379 -0.0323532118545036 0.010707575148984348 0.030808077658125908 -0.035105425617107819 0.0066665516749235005 -0.026456861065544197 0.017276893881322065 0.019005680101268848 -0.033300489750209238 0.015225044757051951 0.018134581445701434 -0.032769520012874517 -0.023347522633947331 -0.025484122122213296 0.014394120731175847 -0.029479859187764742 0.01941295328325926 0.029543428249016599 -0.030016597612588132 0.01668687201460466 0.00090291592601576061 -0.037454025903355656 0.022712476374032765 -0.031958890809877967 -0.015699595259969536 0.0089621966997755504
leaf_weight=1.4937426245305854 0.48105319641763278 1.9015081036486661 0.99299830920062959 10.586432110052554 1.7266601119190448 1.8309085969813166 0.77848874032498017 3.3951371903531244 0.97509127017110531 2.6360897775739431 1.9401119239628313 6.5600681663490814 2.3797235130332415 3.2079047132283449 1.4974841102957723 2.693395514972508 3.413366881082764 2.7735275812447062 2.6838797219097614 0.78743060491979155 2.5435290089808404 3.4250539420172563 4.45080432598479 9.5124373137950879 243.98739109421149 1.1077796178869892 3.307448321953415 1.7607236579060543 3.7039883254328769 15.72693511797115
leaf_count=56 131 399 24 160 50 31 4 84 30 55 27 69 72 23 4 91 176 135 11 60 45 20 410 61 1906 120 22 61 145 151
internal_value=0.000707027 -0.0133204 0.00689859 0.000845932 0.00746764 -0.0101919 0.000559291 -0.00463443 -0.00072378 -0.0194963 -0.00791564 0.00224728 0.00889906 -0.000458598 -0.0134349 -0.0222873 -0.00474527 -0.00701363 -0.0015801 -0.00793698 0.00785481 0.00124822 -0.00380775 0.00186911 0.0014952 0.000496601 0.00211401 -0.000889177 0.00172521 0.00426108
internal_weight=344.261 3.37556 1.47405 340.886 14.144 3.55757 326.742 38.2652 30.2939 7.97134 4.5762 26.6254 13.6452 7.08511 3.87721 3.66849 12.9802 12.2017 9.42821 6.74433 3.33096 288.476 31.5514 256.925 253.5 27.1006 25.9928 22.6854 20.9247 19.4309
internal_count=4633 554 155 4079 241 81 3838 886 720 166 82 599 168 99 76 121 431 427 292 281 105 2952 965 1987 1967 555 435 413 352 296
is_linear=0
shrinkage=0.0284635


Tree=332
num_leaves=31
num_cat=0
split_feature=16 0 18 16 9 13 4 10 0 6 6 8 17 2 9 15 13 18 8 9 16 9 15 13 16 18 7 4 16 16
split_gain=5.85295 3.84971 4.29506 7.28404 6.58071 4.18377 3.8428 3.89843 5.90753 3.76855 3.49771 3.46351 4.23382 3.36297 4.4978 3.17825 3.92341 3.89549 3.82647 3.10026 3.66249 3.12332 3.09082 3.04091 3.22314 4.00236 5.0609 4.05288 4.07964 3.39279
threshold=18.594956516900002 86.09518316945001 13.829007611650001 22.634947069650003 196.40176798710004 116.87802876315001 195.04069921150003 62.025417527550012 86.393602021950016 16.455384477450004 15.635365317800002 8.4434108459500017 190.03457182425004 100.92170827030002 194.29956510785004 28.444110612900001 95.937628385050019 14.032563378150002 2.9476996444500005 205.22231928645002 22.584947186600004 202.38851837455002 36.270131511550012 116.60111757565001 22.704946905950003 13.431207332600001 23.131311951800004 284.07887079910006 22.674946976100003 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=10 23 6 4 13 -6 9 -8 -9 -3 15 22 -13 14 -4 16 18 -17 -1 21 -21 -7 -10 -2 25 26 27 28 29 -25
right_child=1 2 3 -5 5 19 7 8 11 -11 -12 12 -14 -15 -16 17 -18 -19 -20 20 -22 -23 -24 24 -26 -27 -28 -29 -30 -31
leaf_value=-0.00023557780459778277 0.0011330496961530015 0.0019736249416491165 0.0011329345022226284 0.0018340191483639306 0.00050495562843576249 -0.00057648812592901808 0.0012451301185840275 -0.0019983248252680675 -0.00050524959308861602 0.00044048397409843432 -0.0018180055625456838 0.0010445167152874726 -0.0019054788224399535 -0.0028122032103001593 -0.0023492196554066179 0.00094214662573772437 0.00021696818736906113 -0.0021899235537394682 -0.0019024360235261816 -0.0015830707018383064 0.0016426461145046833 -0.0037926572547333326 0.0014292285411182004 -0.0015393023636702174 0.0005286186363190772 -0.0021221509310172721 0.0012942897658386615 -0.0027872690474131526 -0.002219939713317728 0.00026607747615213072
leaf_weight=30.637606684817001 10.804363704752175 24.727112762629986 4.0897988453507406 12.489848263561724 59.032245483249426 3.3897781521081907 24.780181966722012 5.9775636568665496 5.7007909566164043 12.592275641858576 6.4908627492841324 4.446215555071829 5.8798545151948929 5.7607986740767956 3.6559209078550339 2.8509464580565673 102.47915314743295 7.5101167168468237 9.3554072971455735 3.4858002215623856 3.8601216599345207 2.9291683956980705 17.46862455457449 6.6421717070043078 25.615932697430253 6.5377335306257001 9.3501055836677534 3.8529794937930992 5.2475407458841792 29.365416461601853
leaf_count=762 73 136 17 59 326 26 86 35 25 50 371 17 34 67 31 18 1044 248 449 26 22 25 65 108 144 77 32 91 33 136
internal_value=0.000174993 0.00036386 0.000544792 0.000205877 -3.00209e-05 0.000241656 0.000874101 0.000535942 9.0731e-05 0.00145631 -0.000177888 0.000463541 -0.000635265 -0.00149229 -0.000510616 -0.000108232 -1.95188e-05 -0.0013281 -0.000625499 -0.000895797 0.000111973 -0.00206735 0.000953254 -8.09639e-06 -0.000150448 -0.00043563 -0.000233162 -0.000549776 -0.000340808 -6.69535e-05
internal_weight=457.006 297.682 200.266 98.6935 86.2036 72.6971 101.573 64.2532 39.473 37.3194 159.324 33.4955 10.3261 13.5065 7.74572 152.833 142.472 10.3611 39.993 13.6649 7.34592 6.31895 23.1694 97.4162 86.6119 60.9959 54.4582 45.1081 41.2551 36.0076
internal_count=4633 1741 1047 599 540 425 448 262 176 186 2892 141 51 115 48 2521 2255 266 1211 99 48 51 90 694 621 477 400 368 277 244
is_linear=0
shrinkage=0.00228122


Tree=333
num_leaves=31
num_cat=0
split_feature=16 5 6 5 2 16 2 16 3 10 15 3 0 2 6 10 0 10 6 10 16 16 6 8 16 17 17 13 13 0
split_gain=6.0927 4.89809 3.89175 4.66585 7.17252 3.85144 3.99043 3.65427 5.01988 3.21803 3.24785 5.15222 3.14464 4.17217 2.98354 2.84606 2.79193 5.5225 2.6866 2.6063 4.84444 2.5068 2.46645 2.42255 2.41722 2.33157 2.29535 2.2403 2.50093 5.42527
threshold=20.394952307700002 23.714185006400005 16.455384477450004 22.825270530250005 191.54391932205002 20.034953149600003 325.13486840910008 22.674946976100003 94.297668925450012 62.009286778800011 35.645792850250011 93.216908757050007 86.09518316945001 113.96113505555 16.475384944750001 62.025417527550012 85.866664228400012 61.917879202350001 16.375382608200002 64.294476189700006 20.834951278800002 21.754949127450004 15.785368822600002 2.8477776226000002 22.604947139800004 162.04221493815001 212.38791228795003 116.67639440335002 109.64607639220002 93.501885318850015
decision_type=2 2 2 2 2 2 2 2 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 12 4 7 6 25 9 -9 -4 21 -12 15 -14 -3 -2 17 -16 -17 26 22 -11 -21 -8 -18 -1 -15 28 -27 -30
right_child=1 14 3 -5 -6 -7 23 8 -10 10 11 -13 13 19 16 18 24 -19 -20 20 -22 -23 -24 -25 -26 27 -28 -29 29 -31
leaf_value=-0.0019999354786115484 -0.0018543678262186356 -0.001349577056783889 0.0016016796781230618 0.0014506748266139681 -0.0033791719366492814 -0.002887909409903449 -0.00050157191918927669 -0.0034323346381842511 0.0012397339692609461 -0.00091476217697870454 0.00049505844691431322 -0.0033434206057578529 0.0023062362527744582 0.0010662659411414279 0.00028469007459853323 -0.0007574402937601493 0.0025728275017422816 -0.0037655828216946003 0.002107709160202273 -0.00020987299425178813 -0.0020303372137762221 0.0016080546908104629 0.002581895286370036 -0.0031709483751384982 -6.7798922274943106e-05 -1.4278778293581592e-05 0.0030889885901855181 -0.0029424160272509968 0.00021694469369806227 0.0032557408403455336
leaf_weight=4.4479243496898553 4.9051589369773856 14.384070395026354 14.369958765804766 19.918781172484159 5.1050014682114115 3.9768004752695552 6.0821600910276157 4.784326195716857 3.0667028315365314 4.6867374181747463 6.3913177847862226 5.1164321675896645 25.518822722136974 43.480512261390686 14.978220800869172 4.9932915754616243 6.060353506356476 3.3469247864559284 5.6901422888040543 5.2264819666743296 6.1740669384598723 10.094189204275606 5.0625780448317528 5.0622469703666866 5.2638328857719898 160.49764669081196 5.0929936766624442 1.9616866693831969 20.360332481795925 6.2367516867816439
leaf_count=346 26 158 45 73 52 42 157 29 21 29 22 30 148 189 130 30 17 60 16 25 42 38 19 168 36 2328 26 137 178 16
internal_value=0.000241025 0.000567823 0.000776637 0.000272583 -0.000165098 -0.000109404 -5.54111e-05 0.000173141 -0.00160737 0.000516951 -7.59852e-05 -0.00121156 0.00112583 0.00132941 -0.000284239 -5.67674e-05 0.000232599 -0.000455056 0.000768577 0.000946124 -3.40937e-05 0.00080812 0.00116377 -0.00171411 0.00134538 4.01177e-05 0.00127835 8.81139e-05 0.000119889 0.000929512
internal_weight=432.336 223.711 179.677 73.5334 53.6147 208.626 204.649 48.5097 7.85103 40.6586 26.2887 11.5077 106.144 90.5555 44.0334 15.5886 29.6493 18.3251 10.6834 65.0366 16.4631 14.7809 10.2891 11.1444 11.3242 193.504 48.5735 189.056 187.095 26.5971
internal_count=4633 1261 860 339 266 3372 3330 214 50 164 119 52 521 449 401 72 243 190 46 301 86 67 44 325 53 3005 215 2659 2522 194
is_linear=0
shrinkage=0.00285066


Tree=334
num_leaves=31
num_cat=0
split_feature=6 0 2 6 13 12 15 2 19 17 7 19 18 9 9 10 17 0 16 5 7 5 18 16 6 6 15 3 13 18
split_gain=0.927564 2.4106 2.66842 2.30927 3.46115 3.42799 1.82149 3.27388 1.89557 1.78293 4.02063 6.83382 2.67425 2.64087 3.72011 2.57542 7.99238 5.56565 2.71487 2.94422 2.91404 2.44042 2.12522 2.08658 1.63149 2.50054 1.91773 1.93458 2.46565 3.45491
threshold=14.845346859150002 86.345209775600011 314.93386866815007 16.375382608200002 117.39690118230001 121.79144674955002 36.548474543700003 344.91334945730006 14.551174033150001 191.20566072810004 23.209106085000005 14.451165964200003 13.154691941050002 193.00469145105004 194.45262321395003 66.859265246100009 200.68261045605001 90.321439350550008 22.624947093000003 21.100330328400002 23.666491602800004 18.280220412300004 13.807773949150002 22.594947163200004 16.385382841850003 16.405383309150004 20.734744936600006 93.345954747300013 117.51519334005 11.634276750250001
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=6 2 3 4 5 -2 -1 8 -8 12 11 -11 -3 -12 -15 17 21 18 19 20 -16 -17 -20 -21 -5 -26 -27 -28 29 -29
right_child=1 9 -4 24 -6 -7 7 -9 -10 10 13 -13 -14 14 15 16 -18 -19 22 23 -22 -23 -24 -25 25 26 27 28 -30 -31
leaf_value=-0.00032659417742635988 -0.043632217746358413 -0.00091962513886687598 -0.038516207799670764 0.028879566165479063 -0.041149580421364199 0.016346783624273595 -0.036914609212932596 0.017575936383082361 0.00934778117359014 -0.041139097003094122 -0.016493605707674133 0.0054795203446698663 0.019378615543103266 0.030114756648928237 -8.3767303536347844e-06 0.028350884344732676 -0.038160431202208078 0.029694269122647811 0.00046681863678937744 0.0091030269921384029 -0.041308354274225537 -0.0029309266895064141 0.025037969263511227 -0.016246285523215994 -0.030100380377266679 -0.039888473633346105 -0.02355407027569548 -0.042823746253008221 -0.00018822988822094316 0.017598195977148817
leaf_weight=128.44317694258643 1.2137595985550422 9.4555990770459193 1.7790280806366343 1.8742649778723706 3.1913866200484335 3.3409275263547897 4.403864753432571 1.9949277946725485 1.0190126374363897 4.9043280240148288 4.6667771376669398 7.3275375813245773 16.908919282257557 6.0673863738775244 3.1922202855348614 3.9503800496458989 4.8666630620136848 9.288214582949875 5.8374641239643079 13.843571022152902 3.1927008405327797 5.6811613254249096 7.5333055555820465 3.8854340910911551 2.4953656389843664 1.0608842709334556 2.7895362749695769 0.94531328132143144 65.658619813621044 13.675586961908264
leaf_count=2607 27 49 83 7 46 39 104 18 7 39 28 36 81 72 19 17 66 48 29 57 43 33 46 31 20 95 15 93 543 235
internal_value=0.000788357 0.00206832 -0.0014218 -0.000736142 -0.0167401 0.000363229 -0.00117714 -0.0159048 -0.0282214 0.00516157 0.0029904 -0.0132121 0.0120987 0.00574278 0.00728384 0.005023 -0.00623307 0.00851204 0.00326337 -0.00286214 -0.0206599 0.00989932 0.0143106 0.00354755 0.000664629 5.41579e-05 0.000948567 0.0014701 0.00233964 0.0136916
internal_weight=344.487 208.626 98.0247 96.2456 7.74607 4.55469 135.861 7.41781 5.42288 110.602 84.2371 12.2319 26.3645 72.0053 67.3385 61.2711 14.4982 46.7729 37.4847 24.1139 6.38492 9.63154 13.3708 17.729 88.4996 86.6253 84.1299 83.0691 80.2795 14.6209
internal_count=4633 1897 1203 1120 112 66 2736 129 111 694 564 75 130 489 461 389 116 273 225 150 62 50 75 88 1008 1001 981 886 871 328
is_linear=0
shrinkage=0.0305668


Tree=335
num_leaves=31
num_cat=0
split_feature=16 15 16 16 18 15 13 2 5 12 10 9 8 2 7 7 8 13 5 5 0 16 5 14 19 10 5 15 19 17
split_gain=5.92404 4.36257 3.9669 4.70828 3.95696 3.58127 3.42163 4.06959 3.40248 3.40188 3.31781 5.32812 4.88772 4.75569 4.22672 3.37106 3.2266 2.92441 3.30465 2.74357 3.63831 2.83519 3.4618 2.61603 2.78212 3.15828 2.60339 2.55085 3.55799 2.74825
threshold=18.594956516900002 46.055224235250002 16.094962363000004 13.534968349350001 17.549283450150003 26.384523135650003 92.146902421150017 186.79363985910004 11.188452238700002 234.58875745590004 71.053259929650025 191.61296531520003 3.0476216663000004 195.72231170465002 22.375171215700004 19.506002767000002 2.9476996444500005 118.84598011460001 28.543718473100004 24.367802910700004 86.692020874450009 23.044946110900003 24.458659404000002 260.23832086035003 12.751028791950002 74.927328095600004 7.754880527600001 13.019805569300003 10.350835137000002 198.14651800945003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 17 3 9 10 6 -5 23 -9 27 13 12 -12 14 15 -4 26 -2 -19 -3 21 22 -21 24 -8 -26 -11 28 -1 -30
right_child=1 19 4 5 -6 -7 7 8 -10 16 11 -13 -14 -15 -16 -17 -18 18 -20 20 -22 -23 -24 -25 25 -27 -28 -29 29 -31
leaf_value=-0.0030661270709971562 0.00060266451464304263 -0.0029711668815805268 0.0009321588911035476 -0.0025658468785357711 0.0014547225373095175 -0.0027065827553861255 0.00071343712818214039 -0.0011110610997923664 0.0020568508638127776 -0.00066982430464877806 -0.0029830972340499267 -0.0028353239318676597 0.0019312693484042284 -0.0031282522719939519 0.0019434684691285291 -0.0030279388326564876 -0.0023007948724082985 -0.0025775355927245974 0.00052530033303097761 0.0017324980549622685 0.0024973531935446446 0.0019188457910595071 -0.0019555585403055863 -0.0019094269126489385 0.0010573018673170355 -0.0038000293061314504 0.0014300243672028552 -0.0021770340542878806 0.0022364455347094326 -0.0029004677786531059
leaf_weight=2.1896108193323043 258.82735345419496 3.5190575942397144 3.1479874397628027 2.4961740821599951 4.7744643930345765 2.5832831999287 33.191163789946586 2.9796521728858378 20.673400934785604 7.8065041480585995 2.4542163680307594 15.277023831382392 4.2408964373171329 3.6270557476673266 7.0052634160965681 3.4726718091405928 3.6462979663629076 4.818888462148605 5.8222250174731016 2.3623149432241979 2.9944768324494353 2.4474217444658271 11.338733628392218 4.0144332423806182 1.8212136225774873 2.3615733403712511 10.823118790984152 13.648658847669138 3.8998424727469683 1.0064693782478569
leaf_count=218 1359 44 103 75 37 41 274 52 108 264 123 322 24 118 36 220 145 82 57 17 9 10 163 47 10 39 70 459 37 70
internal_value=0.000212486 0.000445902 -0.000221444 5.31654e-05 -0.000927579 0.000496014 0.000618512 0.000740722 0.00165778 -0.000668651 -0.00121755 -0.00193182 0.000129818 -0.000307915 0.000442825 -0.00114499 8.34513e-05 0.000544122 -0.000879836 -0.000722004 -0.00030854 -0.000828848 -0.00131967 0.000216632 0.000444998 -0.00168511 0.00055011 -0.00147627 -0.000128394 0.00118267
internal_weight=449.271 292.13 157.141 113.141 43.9996 70.1209 67.5376 65.0414 23.6531 43.0205 39.2251 21.9721 6.69511 17.253 13.6259 6.62066 22.2759 269.468 10.6411 22.662 19.1429 16.1485 13.701 41.3884 37.374 4.18279 18.6296 20.7446 7.09592 4.90631
internal_count=4633 1741 2892 1909 983 646 605 530 160 1263 946 469 147 477 359 323 479 1498 139 243 199 190 180 370 323 49 334 784 325 107
is_linear=0
shrinkage=0.00277154


Tree=336
num_leaves=31
num_cat=0
split_feature=16 16 0 6 13 2 15 2 10 0 0 9 10 6 18 7 8 2 16 19 19 16 15 16 4 15 18 17 2 3
split_gain=3.39361 4.10131 4.06937 4.10241 4.33841 3.41144 7.17766 3.40851 3.07789 3.25937 4.48924 3.45701 5.79921 3.56074 3.02223 2.90179 2.6274 2.34599 2.45468 3.19205 2.41991 3.55013 2.31365 3.46799 3.11807 2.83433 2.6542 6.49174 2.98191 2.8718
threshold=20.394952307700002 20.034953149600003 86.345209775600011 16.375382608200002 117.39690118230001 151.08605618930002 40.42701969085001 325.13486840910008 66.859265246100009 90.321439350550008 89.861713010250014 194.57718764590001 64.369753017350021 16.435384010100005 13.344136431100003 22.532843451200005 2.8477776226000002 309.04644204820005 11.864972254500001 10.650859343850001 10.250827068050002 9.7049773055000017 28.579157549250002 18.594956516900002 309.31594811510007 28.298162031900002 14.032563378150002 196.21449749970003 90.828344481500011 86.092494711350014
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 7 3 4 -2 -5 -7 17 9 10 11 13 -13 -4 -15 -8 -9 18 19 20 -1 -22 23 24 25 -20 29 -28 -29 -24
right_child=2 -3 8 5 -6 6 15 16 -10 -11 -12 12 -14 14 -16 -17 -18 -19 22 -21 21 -23 26 -25 -26 -27 27 28 -30 -31
leaf_value=-0.0022239228360892978 0.00074397806790371006 -0.0033695197065504476 0.0027691458474066581 0.00074182610213131058 -0.0045177585810669907 -0.0052132647424704302 -0.0031514948730118932 -0.00036021760044262468 -0.001990263088956906 0.0024332031060320821 -0.0023435119867215512 0.00081862107143089837 -0.002980079439502886 0.0016259055025315153 -0.0020980446019050946 0.00017757526138632415 -0.0036234482220261579 0.0019887246232313835 -0.00033654161842640838 -0.0034978476804345547 0.0024341502300271461 -0.0027133728992650118 0.0036801979122235242 0.0014879656196293267 0.0011099603173554647 0.0038276596651286516 -0.003139996504024932 -0.003313630196312914 0.00040254897155196911 -0.0004927784861536819
leaf_weight=4.2070521337445808 2.8007884398102751 3.9884956963360301 18.228482104837898 53.402220690622926 4.1452181614004076 3.2038856819272032 3.0559119433164588 5.8746516404207778 3.6997169516980639 15.322468128055332 4.5874396860599509 52.546113457530737 4.667429491877555 6.9261453822255117 3.4988395348191261 32.438180908095092 4.7676517022773623 6.6124278868082902 74.191127062425949 4.6432107316795728 4.8589343084022403 2.0245991819538176 3.0191163495182982 23.176155606750399 24.081455714534968 1.7853951044380654 9.9903149344027025 2.5844541713595417 21.159555228427052 4.2147824135608971
leaf_count=376 12 42 112 283 52 33 56 157 30 74 31 268 27 30 19 234 168 97 1214 243 53 138 9 146 249 9 190 46 181 54
internal_value=0.000211924 -9.06927e-05 0.000503883 2.42171e-05 -0.00239611 0.000206753 -0.000531634 -2.43732e-05 0.000937848 0.00104026 0.000804307 0.00097248 0.000508726 0.00189847 0.000376071 -0.000109046 -0.00182211 7.81851e-05 7.97514e-06 -0.00122434 -0.000272508 0.00092015 0.000126055 0.000349581 8.58996e-05 -0.000238686 -0.000546319 -0.000931269 -1.94441e-06 0.00124884
internal_weight=409.702 201.179 208.523 99.0462 6.94601 92.1002 38.698 197.191 109.477 105.777 90.4544 85.867 57.2135 28.6535 10.425 35.4941 10.6423 186.549 179.936 15.7338 11.0906 6.88353 164.202 123.234 100.058 75.9765 40.9682 33.7343 23.744 7.2339
internal_count=4633 3372 1261 670 64 606 323 3330 591 561 487 456 295 161 49 290 325 3005 2908 810 567 191 2098 1618 1472 1223 480 417 227 63
is_linear=0
shrinkage=0.00326596


Tree=337
num_leaves=31
num_cat=0
split_feature=16 15 15 18 16 12 16 16 6 13 2 8 2 18 10 8 3 19 15 16 9 17 5 6 4 5 12 9 16 13
split_gain=0.920621 2.37283 2.53317 2.49685 1.93589 3.33532 2.10959 1.6851 2.99777 2.4227 1.71701 1.6706 1.58783 1.87907 3.21329 3.17475 1.75782 1.51437 1.49754 2.04859 1.80398 2.31669 2.94001 1.75577 3.59902 3.26596 3.75516 2.87392 2.58245 4.64731
threshold=18.594956516900002 28.444110612900001 28.298162031900002 14.032563378150002 16.094962363000004 104.24845815275002 16.499961415900003 15.404963976500001 13.005303866850001 97.873318238950006 189.32640726775003 1.6487133604500002 250.17063008210002 17.549283450150003 71.365121072750014 7.6440346712000009 99.351970210700017 12.751028791950002 28.579157549250002 19.274954926800003 179.11733629770001 186.34046889365004 23.374630421750002 15.205355270700002 191.74731805145004 19.973460566700002 367.09662155515008 197.00658341100004 20.674951653000004 113.98793627290001
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 4 -3 7 -6 -7 17 9 -9 -10 -8 13 14 16 -16 -13 -1 19 -2 21 22 -20 24 -22 -26 27 -27 -25 -30
right_child=18 3 -4 -5 5 6 11 8 10 -11 -12 12 -14 -15 15 -17 -18 -19 20 -21 23 -23 -24 28 25 26 -28 -29 29 -31
leaf_value=-3.1812222304999034e-05 0.015563615860875906 0.008136383650186263 0.032590356427890564 -0.026665758446821022 -0.033235210199070858 -0.022645187090118018 -0.030122061354877064 0.012202559841927443 0.007320081009014285 -0.032499671128633903 0.027304160386465333 0.025077140391313004 -0.019558302635534073 0.029441443669916561 0.014655839372980267 -0.030806694820375225 -0.011417649760400094 -0.021587175012899949 0.029052728764978612 -0.00071408184467432233 -0.025131992351766802 -0.03769351212691887 -0.022387507686277588 0.015767079715522839 0.0043952580131147532 0.0084541671930463847 0.014761922850648725 -0.039410271875622661 -0.020834594207322421 0.0027078047076646624
leaf_weight=58.639217139512766 13.076659325743096 2.2209757391829035 1.7480310220271338 5.2377823581919074 3.3428693591849905 3.5641544284299043 1.2244466488482455 1.6104521886445611 9.1600999913644028 2.1309287205804139 5.0437879860401145 4.2063504313118738 1.9882101053372014 2.2897023521363726 1.8408617859240619 3.151778157800436 1.3093353934818877 2.5740881692618123 1.4487804695963853 10.583713663741944 5.2452341336756936 2.0529357641935349 2.0024221818894148 10.557330310344694 24.14252422191203 1.2284260541200627 2.1078849248588085 4.1731759691610932 6.6238165721297255 150.02322358102538
leaf_count=1648 95 40 7 248 120 130 86 30 51 44 34 21 50 18 38 84 169 74 7 122 72 25 55 57 135 12 20 65 47 1029
internal_value=0.000740697 -0.00131779 -0.000241263 -0.0163028 -0.000803496 -0.00784334 -0.00350708 0.00123465 0.00864664 -0.0132579 0.0144164 0.000753277 0.00331006 0.00686273 0.00194296 -0.014044 0.0164139 -0.000938239 0.00172273 0.00828231 0.000982282 -0.0145564 -0.000793409 0.00140132 -0.00402943 -0.000532403 -0.0163745 -0.028525 0.00259974 0.00171231
internal_weight=344.549 111.283 103.824 7.45876 102.076 22.9177 19.5748 79.1586 17.9453 3.74138 14.2039 16.0107 14.7862 12.798 10.5083 4.99264 5.51569 61.2133 233.266 23.6604 209.606 5.50414 3.4512 204.102 36.8972 31.652 7.50949 5.4016 167.204 156.647
internal_count=4633 2892 2604 288 2597 716 596 1881 159 74 85 466 380 330 312 122 190 1722 1741 217 1524 87 62 1437 304 232 97 77 1133 1076
is_linear=0
shrinkage=0.0275057


Tree=338
num_leaves=31
num_cat=0
split_feature=6 3 10 9 3 7 6 15 17 4 6 8 18 17 18 7 16 19 4 6 16 15 7 6 10 16 0 15 2 12
split_gain=4.75879 4.32627 3.82205 4.43539 4.1193 5.70146 3.3659 3.22707 2.70825 2.65786 3.00725 3.10127 2.75149 4.39748 2.9462 3.38494 2.55595 3.9123 3.11548 2.82901 4.00059 6.17465 2.93807 2.73773 2.53154 7.67856 3.80998 3.17404 5.6736 3.15363
threshold=13.115306437050002 93.883646373400012 61.917879202350001 187.45330412110005 94.109476856350014 19.506002767000002 12.410289964450003 42.968808980200009 207.48293496715004 376.61861354110005 17.435407375500002 10.441851282850001 12.351257465600002 187.96055726210002 11.634276750250001 17.566486459500002 11.864972254500001 12.050972309250001 398.10712430820007 11.085259005300001 13.534968349350001 18.019770707250004 26.614251743050001 5.1351199812500008 66.859265246100009 20.034953149600003 90.321439350550008 30.054399297400007 90.828344481500011 133.01805689090003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=6 24 7 4 -4 -6 16 9 -8 10 12 -12 14 -14 15 -3 18 19 -1 22 21 -21 -18 -19 26 27 29 -26 -29 -2
right_child=1 2 3 -5 5 -7 8 -9 -10 -11 11 -13 13 -15 -16 -17 17 23 -20 20 -22 -23 -24 -25 25 -27 -28 28 -30 -31
leaf_value=-0.0022774244889531559 0.0012956914665596083 0.0022733506505231817 0.0014595998749905882 -0.0028408331054787122 0.0029516200146082303 -0.0036098734857097576 -0.0034168837124555727 0.0016643804524142669 0.00072414319210465988 -0.0033545470906558177 -0.0023554057658512727 0.0014287995482274692 -0.0029619485191049776 0.001727717711430964 0.0022856546113569427 -0.0036830775511092211 0.00071516374201265845 -0.0031132526231322753 5.5499274629759592e-05 0.0020509576418326937 0.0026150795630478121 -0.0037736680947868259 -0.0023119074016197476 -0.00032626283841154664 0.00069096502454818584 -0.0038339700706858295 0.0022763543918233897 -0.004264681868278053 -1.8475433469881214e-05 0.00037612731366664672
leaf_weight=9.9410726216156053 45.544427935034037 1.5230754464864831 6.4922140520066041 9.1643436881713551 1.5325338188558815 4.4082458815537393 5.1039811419323078 10.125288181006907 1.8469679541885851 2.1861180108971885 7.0268682404421252 2.5290082693099976 3.7902581030502907 3.138973836787045 9.4789893822744471 1.7729825773276386 9.015357546508314 3.3469251589849582 9.7236549213994277 3.9549289140850332 11.608034603297709 2.5840355311520398 3.9640647033229461 31.636195919476449 69.136392578482628 3.9101631976664057 13.437220418825744 3.0320921726524857 24.831351372878999 107.89413232542574
leaf_count=623 240 12 27 154 8 235 106 45 14 60 227 10 73 15 72 41 111 196 264 21 42 53 133 360 439 45 68 51 318 570
internal_value=0.000231434 0.000395822 -0.000294006 -0.00129405 -0.000153923 -0.00191722 -0.0003553 0.000225541 -0.00231655 -0.000237747 -4.88107e-06 -0.0013539 0.000649344 -0.000837508 0.00145582 -0.000930672 -0.000196364 7.95256e-05 -0.00112386 0.000835269 0.00158241 -0.000250789 -0.000209339 -0.000592901 0.000558547 0.000192148 0.000780109 0.000354445 -0.000480546 0.000649077
internal_weight=423.68 330.955 63.1689 21.5973 12.433 5.94078 92.7252 41.5716 6.95095 31.4463 29.2602 9.55588 19.7043 6.92923 12.775 3.29606 85.7743 66.1095 19.6647 31.1264 18.147 6.53896 12.9794 34.9831 267.786 100.91 166.876 96.9998 27.8634 153.439
internal_count=4633 2710 979 424 270 243 1923 555 120 510 450 237 213 88 125 53 1803 916 887 360 116 74 244 556 1731 853 878 808 369 810
is_linear=0
shrinkage=0.00293039


Tree=339
num_leaves=31
num_cat=0
split_feature=10 7 19 3 10 9 0 7 15 8 10 4 7 17 8 3 4 7 2 19 13 17 2 7 8 3 10 10 7 18
split_gain=0.876074 1.25189 1.06771 0.85123 1.79104 2.79655 2.24585 4.12143 1.80405 1.54806 2.84709 1.35258 1.68912 1.73851 1.95874 1.66283 1.61069 1.58443 1.78697 1.22442 2.91739 3.86722 2.30493 2.96066 3.3312 2.35416 2.0364 3.50845 3.31832 2.70098
threshold=90.937096262400004 27.973342028250006 10.850875481800001 93.883646373400012 61.917879202350001 187.45330412110005 85.495657006400009 19.506002767000002 42.968808980200009 8.543332867800002 61.998532946250002 376.61861354110005 19.250086031950001 187.96055726210002 10.441851282850001 108.48197402175002 160.20223982390002 22.626138143200006 60.643165405350004 14.351157895250003 115.13321943645001 199.59317753375004 108.01392853780001 22.435297587800004 8.8430989333000021 90.187016444050016 62.041548276350007 61.982402197500001 23.109894804950002 13.344136431100003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=3 2 -2 19 8 6 7 -6 11 -7 -11 12 15 14 17 -5 -17 18 -14 -1 21 -21 23 -22 -25 -24 27 28 -27 -28
right_child=1 -3 -4 4 5 9 -8 -9 -10 10 -12 -13 13 -15 -16 16 -18 -19 -20 20 22 -23 25 24 -26 26 29 -29 -30 -31
leaf_value=0.00025277667349984717 -0.027991339549086284 -0.028005384752085395 0.021766947779447581 0.013464807862229979 0.026496312125888828 -0.035921741720016734 0.01109426023917817 -0.03383293375056215 0.012289171130131345 0.014611323376876272 -0.03309613325267232 -0.030261207122676315 -0.0037677270943035986 0.0079110527597362063 0.0093480295490685778 0.019298245235437082 -0.029229294056028827 0.015048941552812891 -0.038219764958599772 0.009471637438004412 -0.0097254963967123038 -0.0273279291681334 0.022779904767673543 0.022731214517298533 -0.010356801298864347 -0.025747343049995045 0.0095475770032580239 0.016428348608659913 0.0048059002684547637 -0.010170660368421975
leaf_weight=202.90160440758336 0.4824884890695097 1.8992946079815736 1.0091762226074932 7.6748857502825647 1.2263199985027329 3.4657371658831826 5.6844640299677849 2.8471851098584011 8.4055730849504453 1.799415963701904 1.9984697159379718 1.265554129553492 1.6287297680973987 3.5429415809921911 1.8819141313433645 0.77621949149761382 1.5545836574165148 0.73979125171899784 3.7944916472770274 3.8999989032745344 3.5106914862990406 4.8493447606451809 4.1796805039048186 15.624951399862768 2.7013015747070304 3.650130998343232 7.4762742333114174 13.617511881515382 10.236420378088949 17.724368919618428
leaf_count=2499 131 399 24 66 9 65 27 236 45 18 71 61 14 39 9 14 158 7 145 17 24 51 35 127 16 37 36 70 55 128
internal_value=0.00072399 -0.0131907 0.00567231 0.000863317 -0.00251918 -0.00970038 -7.89862e-05 -0.0156709 0.00139051 -0.0226258 -0.0104926 -0.00261706 -0.000996889 -0.0081471 -0.015219 0.00728397 -0.0130683 -0.0227207 -0.027873 0.0014258 0.00414679 -0.0109246 0.00582188 0.0134201 0.017854 0.00290505 0.0013289 0.00650549 -0.00322513 -0.00432085
internal_weight=342.05 3.39096 1.49166 338.659 48.2863 17.0216 9.75797 4.07351 31.2647 7.26362 3.79789 22.8591 21.5936 11.5879 8.04493 10.0057 2.3308 6.16301 5.42322 290.372 87.4707 8.74934 78.7213 21.8369 18.3263 56.8844 52.7047 27.5041 13.8866 25.2006
internal_count=4633 554 155 4079 984 426 272 245 558 154 89 513 452 214 175 238 172 166 159 3095 596 68 528 167 143 361 326 162 92 164
is_linear=0
shrinkage=0.0275125


Tree=340
num_leaves=31
num_cat=0
split_feature=6 0 2 6 16 19 0 7 13 15 19 9 2 4 5 7 17 17 17 16 17 15 16 19 10 0 10 19 7 2
split_gain=3.70983 5.26386 4.13063 3.00794 4.12236 3.31778 2.58049 4.55139 4.95408 3.4957 3.29427 2.57248 4.25055 2.53969 7.53985 2.58492 4.92647 3.12775 2.40194 4.28595 4.49196 4.58575 3.4068 4.40086 4.23587 2.30257 3.59264 3.09605 2.88243 3.04131
threshold=14.845346859150002 86.345209775600011 314.93386866815007 16.375382608200002 22.614947116400003 13.051052998800001 95.44832900530001 20.797746106000002 109.47132661375001 16.701926737050005 9.4507625164000029 202.86134752310002 326.27519084675004 239.38000160390004 22.458857822500004 23.131311951800004 189.31980273685002 192.92322630085002 201.39543491635001 22.624947093000003 202.45551457875004 30.108785229950005 20.719951547750004 14.551174033150001 62.245871094250013 98.51854819030001 78.196493182200015 13.351077205700003 24.103872582350004 223.87650328090004
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=6 2 3 4 -2 -5 7 -1 9 -9 -8 -10 -13 -7 -15 16 -16 -18 -3 20 -20 -22 -23 24 -24 -12 27 -27 29 -28
right_child=1 18 -4 5 -6 13 10 8 11 -11 25 12 -14 14 15 -17 17 -19 19 -21 21 22 23 -25 -26 26 28 -29 -30 -31
leaf_value=0.0010866382059215478 -0.0002169599277964756 0.001160035681552776 -0.0039800308190818638 -0.0033376181137388192 -0.0047650589466158924 0.00072256946136715558 -0.0033826056168983821 0.001311013363940661 0.0015425107740007094 -0.0027498075223080123 0.00066701681123138587 -0.0028852903101407564 0.0019732969310343553 -0.0058766680094315023 0.00026419160433278899 0.00084019873209465194 -0.004934145336056346 -0.00031271545510949575 -0.0044561079881972878 0.002660710547549306 -0.0035125616412319386 0.0025962387558660567 -0.0045789364138429248 0.001691604184290357 -1.9740287173305159e-05 -0.0026244135221923605 -0.0016093429307943985 0.00063086147370669055 -0.00013665826033807082 0.0030318058547667026
leaf_weight=10.203315616585312 6.2872864701785129 95.195610351860523 2.6263857311569145 2.6060553314164272 2.9816371570341289 60.482347950106487 2.7263692638371131 2.4235907420516041 6.7909612990915758 19.151144584873691 52.505132160149515 5.0575321428477764 2.861165065318346 2.3195569142699233 14.303181343711914 20.115286979824305 3.8021927559748283 2.4399511516094208 2.4688598588109043 5.7818005234003058 3.2042256183922317 6.0730901621282127 3.2664428129792196 6.9404331892728797 5.6371087953448296 9.9030897915363294 1.8800137685611833 4.2322511207312337 52.02949624764733 6.0248209796845913
leaf_count=88 79 462 83 223 33 442 318 38 27 513 325 52 19 18 129 124 55 17 21 29 38 31 43 30 40 191 47 35 1054 29
internal_value=0.000204212 0.000456338 -2.96312e-05 6.03246e-05 -0.00168 0.000212405 -0.000149376 -0.000793084 -0.00132167 -0.00229364 8.20563e-05 0.000103919 -0.0011298 0.000301824 -0.000290255 2.84314e-05 -0.000766345 -0.0031277 0.000902226 0.000166808 -0.000355815 4.71515e-05 0.000567573 -0.000210026 -0.00169237 0.000156684 -0.000205072 -0.00164975 0.000135652 0.001928
internal_weight=422.32 246.531 117.964 115.337 9.26892 106.069 175.789 46.4877 36.2844 21.5747 129.301 14.7097 7.9187 103.463 42.9802 40.6606 20.5453 6.24214 128.568 33.372 27.5902 25.1213 21.9171 15.844 8.90355 126.575 74.0697 14.1353 59.9343 7.90483
internal_count=4633 1897 1203 1120 112 1008 2736 737 649 551 1999 98 71 785 343 325 201 72 694 232 203 182 144 113 83 1681 1356 226 1130 76
is_linear=0
shrinkage=0.00318567


Tree=341
num_leaves=31
num_cat=0
split_feature=10 7 17 15 13 5 16 13 18 15 5 18 9 3 13 13 6 13 19 16 13 18 0 13 10 16 18 10 0 5
split_gain=0.880448 0.881572 1.17003 1.59759 0.986655 4.24735 1.34136 1.82458 1.42764 1.41174 2.54579 2.30612 1.85236 1.75947 1.20562 1.5328 2.8295 2.48584 2.39257 2.31105 1.23008 1.44319 4.82945 3.02042 5.45296 4.59224 4.00804 3.38516 4.01259 3.70172
threshold=54.884872733100003 17.817961733300006 162.04221493815001 34.969820938750011 118.84598011460001 30.133297129900004 22.724946859200003 117.76521994615001 13.405741979600002 46.055224235250002 24.367802910700004 13.164254432300002 202.70031010240004 93.077108934250006 117.69263157665002 117.61735474900001 16.525386113000007 117.55283175385001 14.351157895250003 22.634947069650003 117.54745483760001 13.278511569200001 86.681267041950008 115.13321943645001 66.235542959850008 22.494947397000004 13.531614672700002 66.859265246100009 91.886121982450007 20.971847224900007
decision_type=2 2 2 2 2 2 2 2 2 2 2 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 6 -6 7 9 -8 14 -11 -12 -13 -14 15 17 -17 20 19 -19 21 -4 -23 24 -24 -25 -27 -26 -29 -30
right_child=1 2 4 -5 5 -7 8 -9 -10 10 11 12 13 -15 -16 16 -18 18 -20 -21 -22 22 23 25 27 26 -28 28 29 -31
leaf_value=-0.023892701592476785 0.018048369651337531 -0.020607654222045448 0.0047294506482068593 0.028034241471889779 -0.02327292719075167 0.012776607486847507 0.0033490387035369456 -0.019514850217257778 0.021874786615116742 -0.029379712416246834 -0.025880326094040638 0.010840339039736031 0.0063102723376103854 -0.027876700547772571 0.011174624614994941 -0.00059891707563819105 -0.021253786260259287 -0.016476258898879066 0.012282421297199147 0.0091205654280870543 -0.014702095505358307 -0.016399331397170775 -0.019849848055365573 0.019672645838667655 0.015747883469572573 -0.019077176359252896 0.0056445026966231724 -0.017125171418435316 0.0010761680974226986 -0.02298427740247759
leaf_weight=0.78683098102919657 1.5559419717174012 2.5925726408604528 41.213120623026043 0.42147251963615406 4.0912353107705703 3.0727098910138011 7.287093782797454 2.4000013293698421 3.2204911857843399 2.2104188583325586 1.8116990053094912 5.6286952304653806 1.5814173407852652 1.6533232703804968 6.22864806652069 15.788979019969704 4.5979995653033248 3.6096105389297035 19.519438326358795 3.9842067584395409 2.7888763248920432 9.2327990006888268 7.5348645569756618 10.558428227901457 7.2930983249098054 4.2419096902012852 20.722265318036079 7.3388798923697314 134.00102542771492 3.5234944373369208
leaf_count=137 28 284 509 1 100 20 41 36 16 43 77 56 9 36 23 79 27 20 90 22 15 92 74 97 45 22 134 117 2291 92
internal_value=0.000590111 0.000646819 0.000566748 -0.0138058 0.000696008 -0.00781081 0.000881824 0.000612229 0.00902703 0.000765548 -0.00674569 -0.00205903 0.00281008 -0.0111632 0.00108584 0.000873512 -0.00525734 0.00132709 0.00798913 -0.00304651 0.000600063 0.000773782 -2.36162e-05 0.000750886 -0.000608499 0.00686198 0.0014438 0.000344342 -0.000431144 0.000459719
internal_weight=340.492 339.705 338.149 3.01405 335.135 7.16395 327.971 317.463 10.5076 315.063 12.8856 10.6751 8.86344 3.23474 302.178 295.949 20.387 275.562 27.1133 7.59382 248.449 245.66 204.447 195.214 159.691 35.5226 24.9642 152.156 144.863 137.525
internal_count=4633 4496 4468 285 4183 120 4063 4006 57 3970 221 178 101 45 3749 3726 106 3620 132 42 3488 3473 2964 2872 2619 253 156 2545 2500 2383
is_linear=0
shrinkage=0.0231714


Tree=342
num_leaves=31
num_cat=0
split_feature=16 5 16 16 18 12 13 9 8 9 9 12 10 6 7 6 3 16 10 2 7 9 8 17 7 13 17 6 0 13
split_gain=6.51921 4.12054 3.51805 5.0084 4.2656 3.92295 3.17891 2.97052 3.38877 2.90437 2.68019 2.54576 2.44535 4.2065 4.88062 3.14583 6.93088 2.99184 2.21819 4.9494 4.17038 3.24738 4.96949 2.84789 2.63677 2.18522 5.12588 2.15377 3.23099 2.74995
threshold=18.594956516900002 23.714185006400005 16.094962363000004 13.534968349350001 18.281462078100002 247.65401887280004 92.146902421150017 31.257715529350005 2.9476996444500005 226.58992707320002 219.87257840710004 96.350437043050007 86.751166953300014 11.085259005300001 24.068567769550004 12.325287978400002 80.785478361850011 15.404963976500001 71.053259929650025 195.72231170465002 22.375171215700004 191.96565807215003 3.0476216663000004 236.15709471040003 19.506002767000002 103.191088421 188.70679832985002 16.405383309150004 86.162394622750014 117.51519334005
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 -2 3 5 11 -1 -5 -7 -9 27 12 -4 13 14 -8 -15 -17 25 19 20 24 22 -20 -23 -13 -18 -27 -3 29 -29
right_child=1 9 4 6 -6 7 10 8 -10 -11 -12 18 -14 15 -16 16 17 -19 21 -21 -22 23 -24 -25 -26 26 -28 28 -30 -31
leaf_value=-0.0011486755736166685 0.00051942704368606826 -0.0012550923899302604 -0.0026000680206867415 -0.0020173638644434082 0.0021952394171500795 -0.0022913296951539734 0.00057170918629105669 0.00085181240684941892 -0.0017067444529553946 0.0019020017500334322 -0.0017146276274919861 0.00068025291445923165 0.0023759196453216375 0.0016754646152241518 -0.0025327952660218296 -0.0017734900959247831 0.0012369810866178397 0.0014980570883501982 -0.0023499116379231489 -0.0024560879482592533 0.001729222990618262 -0.0021554943427599315 0.0016707694185206952 0.000503961723677841 -0.0023337968662263883 0.00033576411675835001 -0.0035118254709934492 0.00069915415590978661 0.0013519781931941111 -0.00063714128763306291
leaf_weight=23.250039682257921 234.48904611356556 8.5465786089189333 3.6578371291980138 2.4699209285899988 2.2812527408823362 2.1034135534428087 5.335930220782755 15.361881992779674 2.9249627380631855 3.1451292783021918 2.4939340706914654 2.7448403071612102 3.433734029531478 12.72538250312209 4.3738551493734121 5.7727755904197684 5.6360180433839586 15.653709356207399 2.3431759225204614 3.2513992576859883 6.6635771002620459 12.028647995553909 3.8672852572053671 2.2722694198600939 2.765921775251627 7.963252838701008 2.0708803161978722 9.7607506206259114 6.5547899864614001 29.107743548229337
leaf_count=821 1196 83 101 76 16 131 56 179 132 13 44 98 13 51 91 94 25 75 117 118 35 282 21 20 175 103 18 93 24 332
internal_value=0.000200336 0.000391612 -0.00016316 3.89423e-05 -0.000701616 -0.00053696 0.000408923 0.00016055 0.000442574 -0.000133139 0.000500471 -0.000868518 0.000588207 0.000485093 -0.000826741 0.000740756 0.00042012 0.000824388 -0.000692273 -6.81216e-05 0.000569632 -0.00116167 0.000153787 -0.00173293 -0.000832537 0.000151425 -0.000458315 -0.000251738 -6.29532e-05 -0.000301568
internal_weight=445.05 291.604 153.446 111.57 41.8762 43.6403 67.9294 20.3903 18.2868 57.115 65.4595 39.595 62.9655 59.5318 9.70979 49.822 37.0966 31.3239 35.9371 15.4257 12.1743 20.5114 6.21046 14.3009 5.51076 15.6702 10.0341 53.9699 45.4233 38.8685
internal_count=4633 1741 2892 1909 983 1263 646 442 311 545 570 967 526 513 147 366 315 221 866 426 308 440 138 302 273 146 121 532 449 425
is_linear=0
shrinkage=0.00217865


Tree=343
num_leaves=31
num_cat=0
split_feature=5 13 16 13 2 15 9 9 15 5 6 6 17 8 6 18 16 6 19 3 12 5 9 13 5 7 7 12 2 3
split_gain=0.836705 1.39644 2.34107 1.39035 1.76025 1.64098 1.61676 1.68195 1.378 1.22648 1.10508 1.75373 1.89707 1.56521 1.70166 1.57485 1.48191 1.5075 1.4345 2.6711 2.20811 1.85078 1.62179 1.4059 1.37067 1.32924 1.3042 1.15859 1.11493 1.09496
threshold=12.306951632950001 92.792132372400019 16.024962526700005 92.146902421150017 203.29256851545003 6.8054746905500005 31.257715529350005 72.978853106700015 23.457191196800004 13.252098438300001 13.005303866850001 12.410289964450003 218.22336811130003 7.7439566930000003 11.215262042800001 13.602243858600003 11.864972254500001 11.685273024550002 10.550851274900003 80.169821450000015 94.177001085000015 16.043149448600001 205.93480238635001 103.191088421 23.286780469550006 20.253927392100007 24.899526511700007 326.14630530935011 151.08605618930002 85.589753040950015
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 3 -3 4 5 -1 -6 -8 -4 -2 11 13 -13 15 -15 -11 25 26 -12 20 -20 22 -21 24 -23 -17 -18 -27 -28 -25
right_child=9 2 8 -5 6 -7 7 -9 -10 10 18 12 -14 14 -16 16 17 -19 19 21 -22 23 -24 29 -26 27 28 -29 -30 -31
leaf_value=0.029064846917996254 0.012575919975810755 -0.036720635427070485 0.01407143801945328 0.020660840765268348 -0.022254004041217183 -0.034348193278437238 0.016346615055725905 -0.034386062530279066 -0.018552553984078086 -0.021482144488295118 0.027448368913225062 -0.037501709984004664 0.021976195053524293 -0.00088122731009346517 -0.02952844110507432 0.03015433168194363 0.015545458150567 0.027184451617198572 0.017965838916153117 0.030408460022271738 -0.039611029863047875 -0.040811005507787629 0.00061442779062025456 -0.0032123776573434082 0.0086266326237362072 -0.037666269080803269 0.0062544422750072503 0.0033419530237600381 -0.037357790432362668 0.0025423598016954024
leaf_weight=0.53801485250006154 10.376021082978694 3.5182929802685958 2.8855405845679343 3.1882913215085855 2.1170872247894277 2.8914544684812427 6.6123484912095591 0.81604999280534674 2.8711823110934347 2.3708869176916876 2.3654669098323202 3.1120336805470283 0.73731852322816838 5.4399998113512975 3.9993400224484503 0.73468457162380163 3.7084624711424095 5.1213778485544026 0.97853135503828426 4.6256795115768892 3.0423775068484247 1.7028108166996383 3.6202510707080364 44.554597112350166 0.98339695448521514 1.7485820925794544 1.3227794952690604 1.3625901294872163 1.2841226039454339 209.8753946001525
leaf_count=33 112 148 53 42 192 402 154 108 135 40 26 99 5 53 103 5 27 35 9 31 71 45 22 510 25 102 6 19 37 1984
internal_value=0.000832358 -0.00498261 -0.0152946 0.000934773 -0.00391245 -0.0244 0.00344824 0.0107734 -0.00219987 0.00130485 0.00091849 -0.00505152 -0.0261091 -0.00205966 -0.0130187 0.00380017 0.00772237 0.0137428 0.00159825 0.00137126 -0.0255991 0.00177993 0.0173278 0.0012813 -0.0227123 -0.0101811 0.00284243 -0.019706 -0.0152283 0.00153462
internal_weight=338.505 25.4383 9.27502 16.1632 12.975 3.42947 9.54549 7.4284 5.75672 313.067 302.691 30.9422 3.84935 27.0928 9.43934 17.6535 15.2826 11.4367 271.749 269.383 4.02091 265.362 8.24593 257.116 2.68621 3.84586 6.31536 3.11117 2.6069 254.43
internal_count=4633 1267 336 931 889 435 454 262 188 3366 3254 531 104 427 156 271 231 105 2723 2697 80 2617 53 2564 70 126 70 121 43 2494
is_linear=0
shrinkage=0.0333403


Tree=344
num_leaves=31
num_cat=0
split_feature=5 5 2 15 16 15 16 2 6 18 2 0 19 16 7 8 0 5 15 9 18 17 17 5 12 0 6 19 10 10
split_gain=0.801003 2.87361 1.79686 1.52977 2.35468 1.82551 1.89161 4.0132 4.28865 1.84534 2.85755 2.58718 4.42162 2.8504 2.79624 2.35607 2.35299 3.48562 2.11651 1.86062 1.57308 2.42838 7.28157 1.48584 3.6638 2.3407 1.67554 2.49678 2.32031 2.49463
threshold=23.605484525250002 23.195398057700004 373.97157030240004 42.33967733730001 22.614947116400003 41.54912092575001 22.674946976100003 168.12216079815002 16.565387047600002 13.552878921100001 199.01127796720002 92.168410086200012 14.051133688400002 22.514947350300002 22.703933514050004 8.6432548896500023 86.420486603250012 22.533652790000001 34.139075990150012 43.730860148300003 13.360173059150002 188.13858192940003 186.51219468755002 25.704065249550002 202.20743612260003 86.780739992750014 16.405383309150004 14.451165964200003 61.987779113750001 61.923256118600001
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 3 23 5 -5 6 9 8 -8 10 11 12 14 15 19 -14 -11 -18 -15 -1 21 22 -20 24 -2 -25 27 -26 29 -28
right_child=2 -3 -4 4 -6 -7 7 -9 -10 16 -12 -13 13 18 -16 -17 17 -19 20 -21 -22 -23 -24 25 26 -27 28 -29 -30 -31
leaf_value=0.031295317772133034 -0.026243063131253807 0.013015322942470486 -0.033022521945733768 -0.031882800789376969 0.0045983285819189146 0.013284955760011562 -0.043064724050791918 0.016008225980361071 -0.0023961693261463921 -0.028257001345223479 -0.019530118805340398 0.02695681094099649 0.023115063464310453 0.021587020020555965 -0.070845399353113445 -0.001720195376654459 0.00016269399087256138 -0.039732240075113376 0.0086194089795360012 -0.02141858727586133 -0.011570371295741113 0.0098371866447761053 -0.03451098278197607 0.00037090437941992806 -0.036140529704109317 0.028082503288698702 0.0031692464369367239 0.0049465604592419535 0.011801636081347641 -0.02850439794722261
leaf_weight=0.61670947074890081 5.4153147020842907 14.812701812945305 1.4298737405333657 2.744636812247335 2.6364667117595673 8.6636917078867537 3.6525878012180311 3.0683169811964035 4.2803227510303259 2.3070086182560763 3.5129771220963439 4.1883788090199223 11.388785138726233 4.1622921861708155 0.74929785728454579 3.8966702073812476 169.92683999281144 1.6809742720797647 9.0755417197942716 2.9116802481003106 6.4152420312166205 18.620770953595638 4.4259783327579489 19.14541196462233 2.299359620781618 2.6355901714414349 5.3544291630387324 2.1993262185715139 9.829217055346815 2.9209736762568355
leaf_count=2 155 80 37 35 19 39 25 27 33 23 50 24 99 34 6 22 2825 23 35 109 32 87 31 547 40 14 42 24 70 44
internal_value=0.000620922 0.00119377 -0.00255182 0.000542623 -0.0140089 0.00083974 0.000416712 -0.0107657 -0.0211214 0.000921142 0.0047021 0.00598315 0.00457227 0.00656772 -0.0224767 0.0167839 -0.000599903 -0.000228094 0.00291059 -0.012205 0.00089342 0.0033826 -0.00551931 -0.00167693 -0.00587558 0.00372412 -0.000995926 -0.0160538 0.00274569 -0.00801062
internal_weight=334.967 283.738 51.2295 268.925 5.3811 263.544 254.88 11.0012 7.93291 243.879 69.9643 66.4513 62.263 57.9853 4.27769 15.2855 173.915 171.608 42.6998 3.52839 38.5375 32.1223 13.5015 49.7996 28.0186 21.781 22.6033 4.49869 18.1046 8.2754
internal_count=4633 3660 973 3580 54 3526 3487 85 58 3402 531 481 457 340 117 121 2871 2848 219 111 185 153 66 936 375 561 220 64 156 86
is_linear=0
shrinkage=0.027569


Tree=345
num_leaves=31
num_cat=0
split_feature=16 6 15 18 5 0 18 16 9 0 10 6 5 5 2 9 9 9 16 2 9 9 6 9 4 12 14 13 13 12
split_gain=5.44428 3.25914 2.95371 3.84454 2.87324 2.79077 2.97744 5.95263 5.13427 3.88703 4.66223 8.51729 3.46095 4.65113 5.74736 3.24653 4.77042 3.99835 3.7114 3.13535 3.88764 2.90948 2.85371 3.72491 2.83802 3.4948 2.71026 3.93762 3.16633 2.99535
threshold=18.594956516900002 15.635365317800002 28.444110612900001 14.032563378150002 10.36813655115 86.09518316945001 13.829007611650001 22.654947022900004 196.40176798710004 90.321439350550008 66.859265246100009 15.105352934150002 18.128874633450007 19.973460566700002 120.31044416595002 205.22231928645002 202.38851837455002 201.16241229375001 22.584947186600004 100.92170827030002 194.29956510785004 200.52256857420005 16.375382608200002 194.03220695150003 248.32992249220004 195.51336019310003 309.61945845535007 95.811270852950017 108.49810477050001 358.96165787565002
decision_type=2 2 2 2 2 2 2 2 2 2 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 22 -7 8 19 15 -11 12 -12 14 21 16 17 -10 -17 20 -8 -14 23 -2 -24 -26 27 -6 -29 -28
right_child=5 -3 3 -5 26 6 7 -9 9 10 11 -13 13 -15 -16 18 -18 -19 -20 -21 -22 -23 24 -25 25 -27 29 28 -30 -31
leaf_value=-0.00079565143689634796 -0.0033604038643737723 -0.0021910942007215806 0.0012358641606951409 -0.0026455514364380484 -0.0029575938733108638 0.00097053829389453302 0.0014467942590498024 0.0025091034563705238 -0.0025937701365870416 0.0022359829083656267 0.0014891072490683776 -0.0039617965263817681 0.00056212955743943258 -0.0036382645670831586 0.001558235996887797 -0.0011342412028659203 -0.0044100945598882675 0.0018159501275936108 0.0018688342774364354 -0.0029771289310831627 -0.0024515258667630016 -0.0038895763460152066 0.000556025165178837 0.0010099472645690513 -0.0043446492306828755 -0.00026619646573581689 0.0010626665031387517 -0.00011459237907339285 0.0023409504987436922 -0.0020469212945125382
leaf_weight=28.141947428695858 3.8912708740681401 5.8820789905730626 2.5911473492160422 6.9335879418067634 3.4203582049813113 92.754072293639183 4.1610786914825422 8.122746989130972 3.0127251073718089 12.188696470111607 18.832296829670668 3.1703107021749011 1.7885168343782449 2.4886288549751034 9.8158255927264673 6.2794643417000753 3.3488742783665657 3.0670477598905563 5.8998129442334175 5.7982706874608994 3.4658228978514671 2.7594028022140265 52.660155074670911 2.2897234577685595 1.6408171094954038 29.009771555196494 30.478005475830287 66.032707963138819 4.1238559558987609 2.4756748850923023
leaf_count=1018 39 371 18 248 197 448 17 43 27 60 75 31 8 41 35 43 31 13 34 68 31 42 311 17 17 310 260 714 16 50
internal_value=0.000209462 -0.000207416 -0.000126498 -0.00158964 -2.30178e-05 0.00043578 0.000624775 0.000284317 7.43721e-05 0.000359803 0.000768958 0.000308757 0.000688163 -0.000206882 0.000387632 -0.000606732 -0.00180445 -0.00036921 0.000320491 -0.00147026 -0.000324684 -0.0021389 4.09597e-05 -0.00174143 0.000173199 -0.000484528 0.000181087 -0.000109126 2.97463e-05 0.000829056
internal_weight=426.525 150.079 144.197 9.52474 134.673 276.445 186.954 94.1995 86.0768 72.6516 51.0437 38.855 35.6847 16.8524 14.3637 21.6079 9.42865 6.07977 12.1793 13.4252 7.6269 4.54792 89.4917 6.18099 83.3107 30.6506 106.531 73.5769 70.1566 32.9537
internal_count=4633 2892 2521 266 2255 1741 1047 599 556 440 292 232 201 126 85 148 71 40 77 116 48 50 694 56 638 327 1237 927 730 310
is_linear=0
shrinkage=0.00271873


Tree=346
num_leaves=31
num_cat=0
split_feature=10 7 19 15 6 3 18 2 6 9 4 2 14 18 9 2 17 9 16 13 13 9 5 9 19 15 15 5 15 0
split_gain=0.820546 1.14218 0.936266 0.74434 1.14625 0.707767 1.67544 1.79077 3.73474 2.52964 1.92032 1.50223 2.11325 2.04977 2.09865 2.43644 1.87383 1.71117 1.66749 2.60329 2.36088 2.785 2.14712 1.69028 1.40563 1.26781 1.23242 1.22264 1.30826 2.11484
threshold=90.937096262400004 27.973342028250006 10.850875481800001 51.19990836680001 17.995420460100004 93.883646373400012 13.531614672700002 90.05676182820001 16.575387281250006 187.55294863440002 376.61861354110005 94.087390192850009 195.37489133290003 11.634276750250001 66.544071737050004 125.02712973155002 187.96055726210002 58.084576609100004 22.834946602000002 117.82167756690002 117.66037007905001 186.70853236170004 23.435546682850003 70.238863950400017 14.651182102100002 43.153128509050006 34.969820938750011 25.704065249550002 46.674706678850008 85.882794977150013
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=3 2 -2 5 -5 24 7 8 -7 -10 11 -9 16 17 -15 -16 25 -14 19 20 21 22 -17 -24 27 -13 -11 28 -1 -30
right_child=1 -3 -4 4 -6 6 -8 10 9 26 -12 12 13 14 15 18 -18 -19 -20 -21 -22 -23 23 -25 -26 -27 -28 -29 29 -31
leaf_value=0.00097926684623206393 -0.025416307083545323 -0.025434233404459713 0.018423535218878198 -0.027886758034820096 0.010649631215210759 -0.029496007964271216 -0.0207642574002916 0.021692393413348849 0.015945440464802792 -0.03279217687593497 -0.027572820646759501 -0.031644805787937928 0.029100463175625521 0.023239956237475629 0.020026845114743827 0.018887390352786727 0.014134986054736539 -0.031725449373983902 0.016631759515116369 -0.036000177580760497 0.019849274935049756 -0.031875286043739341 0.011140643470953875 -0.030416311689529834 0.01161376059029268 0.0028364047565745975 0.00093591638931153404 0.016665982585456655 0.0067417154210273273 -0.02947985421778937
leaf_weight=268.18960187979974 0.44339738215785407 1.7722926838905548 0.97162880096584558 1.3526992159895592 0.74978178739547718 3.8349805315956456 2.8273063684464423 2.5352711491286781 3.493959222221747 1.3798527377657595 1.3166329615050916 2.6126520833931894 0.35588562488556164 3.9694169471040395 4.1048581702634719 2.4028503601439279 1.1326752342283724 1.5393457009340634 2.4759785812348118 1.5600039036944497 2.4768520798534155 2.2004206927958876 1.0105228973552587 1.5498960490804163 7.936362247914075 0.89463868737220753 1.329430930316448 3.056332533247768 1.8214605599641789 2.2541695144027472
leaf_count=2941 131 399 24 58 5 44 85 17 56 28 63 247 1 21 26 21 6 104 21 34 12 46 12 83 41 3 14 23 16 51
internal_value=0.000561683 -0.012062 0.00468635 0.000683475 -0.014144 0.000778444 -0.00213386 -0.000884962 -0.0101022 0.00188749 0.00199402 0.00325707 0.00160471 0.00463164 0.00680434 0.00313535 -0.013821 -0.0203036 -0.00193445 -0.00603867 -0.00119039 -0.00846487 0.00191393 -0.014015 0.00124115 -0.0228493 -0.016242 0.000942146 0.000765637 -0.0132919
internal_weight=333.551 3.18732 1.41503 330.364 2.10248 328.261 45.0034 42.1761 10.0382 6.20324 32.1379 30.8213 28.286 23.646 21.7508 17.7814 4.63997 1.89523 13.6765 11.2005 9.64054 7.16369 4.96327 2.56042 283.258 3.50729 2.70928 275.322 272.265 4.07563
internal_count=4633 554 155 4079 63 4016 944 859 142 98 717 654 637 381 276 255 256 105 229 208 174 162 116 95 3072 250 42 3031 3008 67
is_linear=0
shrinkage=0.0249996


Tree=347
num_leaves=31
num_cat=0
split_feature=6 5 6 7 9 13 3 7 9 5 15 16 2 15 13 19 18 16 6 6 3 3 19 4 16 6 18 17 10 0
split_gain=0.946466 0.844647 2.01967 1.18854 0.85079 1.40161 1.90038 1.25292 1.04034 0.995382 1.69747 0.922805 2.47494 2.07725 2.27636 1.70097 1.53524 1.69894 1.22048 2.74588 1.72197 3.0243 2.98917 2.56933 2.42764 4.02651 3.52551 3.48395 3.2009 4.61039
threshold=1.8500432259500001 2.7155367820000005 3.6650856341500009 24.021206791900003 37.364870866050005 96.357027853400012 79.47351079420001 21.442433661550002 43.730860148300003 9.1899936892500005 12.38011581135 13.534968349350001 292.59177727695004 18.019770707250004 95.811270852950017 11.850956171350001 17.370891598500005 11.949972055800002 13.665319288000001 13.825323026450002 85.589753040950015 84.812788641250009 12.851036860900001 158.18845385165005 19.224955043700003 15.045351532250001 13.602243858600003 172.18378740490002 66.859265246100009 90.321439350550008
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=-1 -2 3 -3 5 6 7 -4 9 10 -6 12 13 14 -10 -13 17 -16 -17 -20 21 -21 -23 -24 25 -22 27 -27 29 -26
right_child=1 2 4 -5 8 -7 -8 -9 11 -11 -12 15 -14 -15 16 18 -18 -19 19 20 24 22 23 -25 28 26 -28 -29 -30 -31
leaf_value=-0.027771194298464554 0.013868169836100792 0.017191202319630217 0.024167168004935544 -0.027952796208633592 0.023260072219378241 -0.030857239959090992 0.030271567683545175 -0.029062371460713551 -0.02228520753131516 0.026698310553371529 -0.018652439708837076 0.011587447178643764 0.010608585420368638 -0.030941772697046184 -0.028909931303695877 -0.0042572883496145419 0.025975328571455611 0.0063144453654664133 0.01510079675541012 -0.00075398704135482507 0.022460953162703252 0.023705261908522478 0.0074857102908907477 -0.033550458847150688 0.0006966643361854375 -0.017470250258799315 -0.048977765596911721 0.020326708812406204 -0.011726425511643412 0.019664925449956981
leaf_weight=0.84640409977873687 3.421236114576458 0.4974901857785875 0.41859126463532392 2.6637519466457888 1.3981992630287998 1.6189166445983572 0.99050951749086369 1.3207330317236481 3.7249044235795754 2.1616426631808281 1.3802383118309078 10.552339271875097 5.1450583312544032 2.9955563510302445 1.375555324309971 32.581621205667034 1.6905200630426405 3.4597290679812431 9.8941856231540424 33.413299039006233 10.008657475700604 1.0196576742455352 1.3660151436924932 5.5630718707107008 159.11552629002836 3.1109144686488417 1.0416481336578725 4.0156836828682572 13.598349967971442 9.7765819132328016
leaf_count=188 82 10 3 231 14 102 6 99 370 17 64 96 95 123 104 523 9 37 68 288 116 6 8 190 1231 258 20 113 105 57
internal_value=0.000543375 0.000616148 0.00047703 -0.0208484 0.000685915 -0.0110925 0.000628905 -0.016252 0.000846791 0.0130544 0.00243929 0.000654395 -0.0051723 -0.0113018 -0.00556248 0.00101758 0.00398278 -0.00370628 0.000625543 0.00125705 0.000691112 -0.00428992 -0.0191536 -0.0254605 0.00171781 0.0110615 -0.00290643 0.00382752 0.000787142 0.00179467
internal_weight=330.167 329.32 325.899 3.16124 322.738 4.34875 2.72983 1.73932 318.389 4.94008 2.77844 313.449 18.3913 13.2463 10.2507 295.058 6.5258 4.83528 284.505 251.924 242.029 41.362 7.94874 6.92909 200.667 18.1769 8.16825 7.1266 182.49 168.892
internal_count=4633 4445 4363 241 4122 210 108 102 3912 95 78 3817 738 643 520 3079 150 141 2983 2460 2392 492 204 198 1900 507 391 371 1393 1288
is_linear=0
shrinkage=0.0268104


Tree=348
num_leaves=31
num_cat=0
split_feature=16 15 16 17 13 10 9 9 2 7 8 7 15 12 0 13 5 17 16 10 0 5 16 0 18 18 5 3 7 0
split_gain=6.01676 4.68269 3.84604 4.25669 4.16741 3.605 5.43641 5.13213 4.60675 4.36517 3.10523 3.07985 3.01709 3.97426 3.79663 2.63299 2.97903 5.1024 2.48254 2.35294 5.09558 5.41975 5.40505 3.88128 3.81434 4.96481 7.37118 7.01525 8.60194 2.80966
threshold=18.594956516900002 46.055224235250002 16.094962363000004 236.15709471040003 95.937628385050019 71.053259929650025 191.61296531520003 73.466513400400018 195.72231170465002 22.375171215700004 2.9476996444500005 19.506002767000002 26.384523135650003 206.14208420540004 96.631250582750013 118.84598011460001 30.133297129900004 162.43086425485004 13.534968349350001 66.859265246100009 91.886121982450007 20.743195000100005 19.134955254150004 90.321439350550008 14.032563378150002 14.380989918050002 17.886193876600004 85.589753040950015 24.872345000050004 89.861713010250014
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 15 4 5 10 8 7 -7 9 11 -1 -4 13 14 -6 19 17 -17 -15 23 22 24 -21 29 -22 26 -26 28 -27 -2
right_child=1 -3 3 -5 12 6 -8 -9 -10 -11 -12 -13 -14 18 -16 16 -18 -19 -20 20 21 -23 -24 -25 25 27 -28 -29 -30 -31
leaf_value=-0.00019417771766602808 0.00058482723339088117 -0.00061470803047437394 0.00073997317837571708 0.0012668577422869566 -0.0015982305030583491 -0.0024057682619155049 -0.0022790684892035626 0.0016157070065450001 -0.0024851239575675961 0.0015667580234860611 -0.0017476374813544463 -0.0024232735804949248 -0.0021558407673214542 -0.00024984750809216468 0.00032978996142032756 0.001339500574234642 0.0013138333665608825 -0.0026416488217402257 0.0015650477334319954 0.00097112515911962588 0.0020737700581635078 -0.0023530590605547867 -0.0030375122813477173 0.0016715292082758843 0.00050996356483833333 -0.0023140509712586263 -0.0037520801321120666 0.0020431198454211232 0.00076209181235508165 -0.0011494681823077091
leaf_weight=30.153065408347175 178.05186718236655 21.104713026434183 2.8003820111043769 4.7943573929369441 5.7682302044704548 2.4940684093162444 15.252960320562122 4.2165133161470294 3.41150700720027 7.3048316538333893 8.050944911548866 3.3243789626285434 2.2325982563197604 4.629190344829115 40.154731324408203 2.3260936141014081 2.7955970112234354 5.0221231039613485 18.990514003671706 2.5754035413265219 7.0042611807584754 3.3843422457575789 4.6785381138324738 16.301951747387648 4.8750638999044877 6.0855853706598309 3.402502752840519 12.085843600332735 17.111686203628778 4.735687442123889
leaf_count=757 892 243 103 38 171 122 323 23 118 36 438 220 38 54 348 17 19 103 103 12 22 41 47 74 21 82 26 41 72 29
internal_value=0.000205929 0.000393448 -0.000150042 -0.000708573 7.13755e-05 -0.000952639 -0.00154575 0.000121077 -0.000179132 0.000406657 -0.000521547 -0.000976964 0.000386972 0.000468606 8.76177e-05 0.000472124 -0.000638609 -0.00138141 0.00120935 0.000515411 0.000134346 0.000369467 -0.00161431 0.000632556 0.000551687 0.000306946 -0.00124195 0.000670325 -4.49052e-05 0.000539895
internal_weight=445.12 291.541 153.578 43.599 109.979 38.8046 21.9635 6.71058 16.8411 13.4296 38.204 6.12476 71.7753 69.5427 45.923 270.437 10.1438 7.34822 23.6197 260.293 61.2032 53.9493 7.25394 199.09 50.5649 43.5607 8.27757 35.2831 23.1973 182.788
internal_count=4633 1741 2892 983 1909 945 468 145 477 359 1195 323 714 676 519 1498 139 120 157 1359 364 305 59 995 264 242 47 195 154 921
is_linear=0
shrinkage=0.00222222


Tree=349
num_leaves=31
num_cat=0
split_feature=16 16 17 16 9 8 10 17 6 6 2 4 4 16 6 0 5 2 0 12 18 8 0 13 18 7 16 7 8 3
split_gain=5.36225 3.78068 4.68454 4.17066 3.96266 7.26849 6.34749 5.11578 3.64835 3.79232 3.59826 3.35714 5.39891 3.8331 4.76943 5.4357 4.75789 4.23816 3.20642 3.15199 3.12245 3.02367 2.91171 3.57609 3.16527 4.50816 2.95556 2.81531 2.80111 2.79284
threshold=18.594956516900002 16.094962363000004 236.15709471040003 13.534968349350001 191.61296531520003 5.1459841250500009 71.053259929650025 191.75825325995004 11.085259005300001 9.1452136764500018 186.79363985910004 309.25865594525004 312.24436677560004 22.624947093000003 15.885371159150003 89.057864029250013 23.195398057700004 305.67240907785003 87.261973998100004 234.58875745590004 14.598777227650002 2.9476996444500005 86.09518316945001 116.60111757565001 13.988302431200003 23.822419043000004 22.554947256700004 21.034091097450002 7.6440346712000009 94.227769014100019
decision_type=2 2 2 2 2 2 2 2 2 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 19 5 -3 7 -6 9 -5 -10 22 -13 14 20 16 -16 -18 29 28 -14 27 23 -2 -24 -26 -25 -21 -1 -15
right_child=11 2 -4 8 6 -7 -8 -9 10 -11 -12 12 13 18 15 -17 17 -19 -20 21 -22 -23 24 26 25 -27 -28 -29 -30 -31
leaf_value=-0.0019866862417143687 0.0016143275152472338 -0.00124553136437895 0.0013487671461756361 -3.6151584504515698e-05 0.0019513432276655062 0.0019153764886457659 -0.0024494890590812846 -0.0027011166174804751 0.00026625610863542919 -0.0030694951270954511 0.0015465141655987482 -0.0027288121181058824 -0.0040565600526073766 -0.0013187194867348854 -0.0034399465193945791 0.0025490821202523175 0.0010942566923806279 -0.0017136689649383673 0.0017345547794834428 0.0023353680163580499 -0.00084190637455100665 -0.0019492523613638321 0.0009305306719960706 -0.0016943565609002171 -0.0014177747442502757 0.00050236319809504766 9.5208834959487808e-05 6.3282125138478425e-06 -0.00015203186559048406 0.0016735631890712937
leaf_weight=11.184444394661115 8.0193912629038078 12.205051944358276 5.2746870918199411 11.942249112296848 3.9447528640739646 6.0331023782491675 16.132784396409988 1.9650836400687692 35.661628458183259 2.8293142970651379 18.506144704297185 4.2344542890787116 2.9159445911645916 4.9578784666955498 2.6281117871403721 3.9353840723633757 7.9580307863652688 4.7721459758467972 10.479954615235327 3.6222604280337753 3.9463540688157082 3.3773360108025363 100.06165625527501 5.5600701989606014 7.9067986384034148 47.872272036969662 64.977809315081686 14.063910197000949 7.8671392085961989 2.6597749488428235
leaf_count=575 37 498 38 209 39 20 323 65 287 41 109 96 36 46 20 21 40 80 55 17 37 145 461 112 54 275 354 317 209 17
internal_value=0.000183902 -0.000168886 -0.000738862 6.92116e-05 -0.00101223 -0.000199917 -0.00168435 0.000404351 0.000420643 -0.000617152 0.00070365 0.000376716 -0.000187543 5.56214e-05 -0.000521099 7.88498e-05 -0.000554119 4.1653e-05 0.00088914 -0.000534737 -0.00220788 9.32908e-05 0.00049344 0.000123625 0.000679859 0.00023018 -4.58517e-05 0.000483333 -0.00122909 -0.000273936
internal_weight=437.496 154.61 45.5555 109.054 40.2808 18.2382 22.0426 5.90984 68.9393 14.7716 54.1678 282.886 48.488 44.2536 26.156 19.2937 15.3583 12.7302 18.0976 40.1151 6.8623 21.0635 234.398 78.5573 155.841 55.7791 70.5379 17.6862 19.0516 7.61765
internal_count=4633 2892 983 1909 945 518 427 104 646 250 396 1741 448 352 234 161 140 120 118 1263 73 479 1293 503 790 329 466 334 784 63
is_linear=0
shrinkage=0.00235581


Tree=350
num_leaves=31
num_cat=0
split_feature=16 16 17 16 10 9 2 9 7 15 15 7 6 2 6 2 5 13 6 5 0 5 16 8 7 10 19 8 10 19
split_gain=4.77962 3.86913 5.16194 4.15522 3.94259 5.24722 4.87118 4.35432 3.773 3.55825 3.49384 3.06887 2.87633 4.03011 3.11304 2.79627 2.79463 2.64834 2.92523 2.50736 3.09656 2.64801 3.10615 2.48045 2.62137 3.14055 2.89928 2.31276 2.32587 2.25789
threshold=18.634956423400002 16.094962363000004 236.15709471040003 13.534968349350001 71.053259929650025 191.61296531520003 195.72231170465002 73.466513400400018 22.375171215700004 46.055224235250002 26.384523135650003 19.506002767000002 11.085259005300001 186.79363985910004 9.1452136764500018 219.56639384385002 11.188452238700002 118.84598011460001 19.835463452400003 24.367802910700004 86.692020874450009 24.458659404000002 23.044946110900003 2.9476996444500005 21.034091097450002 82.299080289250014 9.4507625164000029 1.7486353823000003 90.937096262400004 13.851117550450002
decision_type=2 2 2 2 2 2 2 2 2 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 15 6 7 8 -6 11 17 12 -3 14 -14 16 -1 -5 -2 29 -11 21 -21 -23 24 -17 -26 -27 28 -28 -19
right_child=9 2 -4 10 5 -7 -8 -9 -10 19 -12 -13 13 -15 -16 23 -18 18 -20 20 -22 22 -24 -25 25 26 27 -29 -30 -31
leaf_value=-0.0012808394499586782 0.00051614344796389151 0.0008185189447205834 0.0015135255495834056 -0.00074384615458575136 -0.0027171617150804047 -0.0026233864726677119 -0.002882087273065844 0.0017133120596010936 0.0014820069199469371 -0.0025550596318845938 -0.0025439352659946211 -0.0027944430578001832 0.00038415512642194991 0.0019280733151988885 -0.0033292154304990617 0.0024294993325352809 0.0018927913581359077 0.0014718650975338 0.00057077209355874624 0.0018948252594605496 0.0022155199330385462 -0.0016760659716976267 0.0015613686912383767 -0.0019863831838978965 -0.0019127954567126689 -0.0027436307656893712 0.0011194111577461823 0.002822502250802814 -0.0026339459917830844 -0.0028911581280237713
leaf_weight=18.406581373419613 249.23774396302179 2.7961598371621248 5.4598781494423738 8.4078443567268533 2.2066290718503323 15.502976192161439 3.5910157847683868 3.9772774474695325 8.5984697537496668 3.5273189512081471 2.3659041756764045 3.2551593673415482 34.388536513317376 15.780602768994866 2.019786497578024 3.3982465164735975 3.7053523603826752 0.92136866226792147 5.1047287732362747 2.1988871786743429 2.8117838986217967 10.757929084356872 2.3017424046993247 3.206839390564709 4.1094173807650796 1.3703139580320556 4.387085095047949 3.4942000936716795 1.3912436030805109 4.3024040032178164
leaf_count=776 1344 103 38 181 122 324 120 23 47 44 41 221 284 84 31 17 25 13 29 17 9 163 10 153 67 106 39 18 87 97
internal_value=0.000186772 -0.000174882 -0.000793221 8.88071e-05 -0.00110865 -0.0018376 -0.000242 0.000132368 0.000405149 0.000382054 0.000474785 -0.00112499 0.000585855 0.000869792 -0.000422062 -0.000558322 6.2685e-05 0.000464133 -0.000790934 -0.000604397 -0.000223629 -0.000673106 -0.00110547 6.4371e-05 0.000426699 -3.46544e-05 0.000690534 0.00119804 0.000215718 -0.00212161
internal_weight=432.983 151.82 45.3876 106.432 39.9277 21.6869 18.2408 6.18391 14.6498 281.164 66.668 6.05132 64.3021 50.1691 14.133 39.7639 12.1132 259.566 10.3285 21.5977 18.0703 15.2586 13.0597 21.3573 18.1505 14.7523 10.6428 9.27253 5.77833 5.22377
internal_count=4633 2907 998 1909 960 469 491 145 371 1726 646 324 605 368 237 1263 206 1483 139 243 199 190 173 487 334 317 250 144 126 110
is_linear=0
shrinkage=0.00252939


Tree=351
num_leaves=31
num_cat=0
split_feature=16 16 17 16 10 9 9 2 7 15 12 13 2 7 19 10 9 8 14 3 10 15 15 0 6 10 18 7 3 3
split_gain=4.92456 3.24833 4.21428 3.65983 3.49436 5.20442 4.51677 4.11027 3.58401 3.29816 2.98171 2.96877 3.52879 2.83669 2.34569 2.68317 2.30762 2.89133 2.2938 2.28154 2.92695 3.49232 2.30599 2.24029 3.9947 3.66344 3.1227 5.04492 3.18946 9.04183
threshold=18.594956516900002 16.094962363000004 236.15709471040003 13.534968349350001 71.053259929650025 191.61296531520003 73.466513400400018 195.72231170465002 22.375171215700004 26.384523135650003 247.65401887280004 92.146902421150017 186.79363985910004 19.506002767000002 12.751028791950002 74.927328095600004 31.257715529350005 2.9476996444500005 260.23832086035003 80.169821450000015 83.75622459600001 18.019770707250004 6.8054746905500005 86.345209775600011 16.375382608200002 62.186725015400008 13.956123578150001 23.822419043000004 85.589753040950015 84.812788641250009
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 3 4 10 7 6 -6 8 13 11 19 -5 14 -3 18 -16 -12 -18 -13 20 21 -1 -22 24 25 -2 -25 -28 29 -29
right_child=23 2 -4 9 5 -7 -8 -9 -10 -11 16 12 -14 -15 15 -17 17 -19 -20 -21 22 -23 -24 26 -26 -27 27 28 -30 -31
leaf_value=0.00088774373054208394 -0.0036081787090152346 0.00093852350840190242 0.001536107529466536 -0.0024861012135280231 -0.0029059171340407052 -0.0027566523809656115 0.0018987673748737609 -0.0030260602939447862 0.0018398047143684297 -0.0027683720324197282 -0.0028076941170823667 0.00064804246609276306 0.0015548016081749281 -0.0029410228645590569 0.00070855765634982775 -0.0037132204706492051 0.00098431128859452575 -0.0020246088372390678 -0.0016387581268084961 -0.003024905366439058 0.0018136291627055331 -0.0030409096592777201 -0.0028766404770059657 0.00097579750635390296 0.00024923953093904344 0.00041609790142927463 -0.0017617426296249684 0.0006879892386701834 0.00089234099514168828 -0.0029731161625663315
leaf_weight=8.0144236190244609 3.8847626643255344 2.6217546918196586 4.7937306738458565 2.2510322951711705 2.2169569036923376 14.66898421011865 4.0183876166120172 2.9724624154623589 6.7303262930363417 2.2498573963530353 1.7034703968092824 31.681555055081844 21.482292558997869 2.8970104907639325 1.8006823495961715 2.2595003182068467 14.227301539853217 2.7891638579312703 3.5631787851452819 4.3889105562120667 0.88516053697094221 2.0813436480239025 5.6593944006599486 84.859043516218662 100.42144071962684 2.8737716134637594 8.3213132321834546 17.983708914369348 45.057993901893497 6.7840612288564435
leaf_count=143 52 103 38 75 122 323 23 118 36 41 131 274 160 220 12 41 179 132 43 135 39 60 444 408 741 15 58 87 284 96
internal_value=0.000201296 -0.000198655 -0.000844531 5.29601e-05 -0.00116043 -0.00187758 0.000190477 -0.000175538 0.000516193 0.000446538 -0.000593493 0.00056128 0.000674128 -0.001098 0.000192792 -0.00175217 0.000190936 0.00049112 0.000416851 -0.00129178 -0.000834666 7.78124e-05 -0.00224227 0.000417353 0.0001139 -0.00189703 0.000616879 0.000227134 0.000464154 -0.000314813
internal_weight=416.143 145.957 40.9196 105.037 36.1259 20.9043 6.23534 15.2216 12.2491 65.2881 39.7492 63.0382 60.7872 5.51877 39.3049 4.06018 18.7199 17.0165 35.2447 21.0292 16.6403 10.0958 6.54455 270.186 107.18 6.75853 163.006 78.1471 69.8258 24.7678
internal_count=4633 2892 983 1909 945 468 145 477 359 646 1263 605 530 323 370 53 442 311 317 821 686 203 483 1741 808 67 933 525 467 183
is_linear=0
shrinkage=0.00270225


Tree=352
num_leaves=31
num_cat=0
split_feature=13 8 6 3 13 15 18 2 16 16 12 7 9 17 2 0 9 15 17 10 9 3 7 3 5 9 8 19 3 7
split_gain=4.41412 2.88191 2.65624 2.8078 2.8084 5.14659 4.27749 4.72241 6.17471 4.97672 3.70598 4.73751 4.30057 5.35828 4.26887 3.90274 3.23838 3.03362 3.99225 2.67 4.31773 2.99109 5.48831 2.76769 2.55732 4.94598 4.49113 2.77017 2.48175 2.44927
threshold=95.937628385050019 2.9476996444500005 5.1351199812500008 93.883646373400012 112.67059178900001 28.579157549250002 14.057318556550003 90.828344481500011 18.684956306450005 19.934953383400003 133.01805689090003 23.109894804950002 194.82237869650001 190.37043331840002 198.08048018110003 85.990333302400003 184.83999455315004 31.264641197600003 202.02515103195003 61.917879202350001 187.45330412110005 94.109476856350014 19.506002767000002 95.002044955650021 30.133297129900004 186.70853236170004 5.9453602998000008 13.351077205700003 86.092494711350014 24.176603375500004
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 -2 4 5 -4 28 -8 -9 17 16 12 14 -14 15 -12 -6 -10 29 23 21 -21 -23 -5 25 26 -25 -26 -7 -19
right_child=2 -3 3 19 10 6 7 8 9 -11 11 -13 13 -15 -16 -17 -18 18 -20 20 -22 22 -24 24 27 -27 -28 -29 -30 -31
leaf_value=-0.00028315036272905743 -0.0028036459331449216 -0.0020739768356018971 0.00046191574146674821 0.0013430843160328822 -0.00059043408666604297 0.0023572787364834541 -0.0033270850324914748 -0.0023953533110875453 0.0021140076741661155 -0.0024695152206454037 -0.0011678475374266961 0.00069667998600448017 -0.00058452597058980093 -0.005061587774058538 -0.0024400622726114761 0.0014249716484535447 0.0014981417044198622 0.00043470514822059006 0.0010180237215707518 0.0012405920932130983 -0.0024601078321041503 0.0026272642692522011 -0.0032733829977201531 -0.0014286448247405382 -0.0019111140495369351 -0.0029282876668557884 0.0018693636500365688 0.0013321211269286112 -0.00041842144225255487 -0.0036195498320004934
leaf_weight=27.985187055543065 1.9852381767705072 8.3332672044634801 107.62070764787495 10.560880567878483 6.0353619232773772 4.8855765983462316 5.2683066856116048 9.8127671810798329 6.9282938763499322 4.3515214994549742 6.0649022385478117 87.907694768160582 5.4675024226307851 2.9359767213463783 3.9684675317257634 13.126743242144583 43.825926274061203 1.705313742160796 8.3456837348639947 6.5264666620641965 8.5992872323840839 1.6248491518199442 3.6715622595511377 6.4145509726367944 2.3364772985223672 5.7705438677221528 5.463565357029438 9.6722304732538742 4.3521884717047215 2.8347717225551605
leaf_count=764 137 449 903 43 31 18 71 256 32 36 33 435 32 25 43 46 226 14 40 27 154 9 235 240 81 72 24 89 33 35
internal_value=0.000197099 -0.000694055 0.000280501 0.00029636 0.000394764 0.000136135 -0.000587001 -0.000972211 -0.00060709 0.000119059 0.000633191 0.000377714 -0.000510637 -0.00214871 8.37236e-05 0.000605595 0.00124533 0.000687556 -7.94042e-05 -0.000231745 -0.00101889 2.93635e-05 -0.00146316 0.000167957 -0.000250502 -0.000898002 8.83369e-05 0.0007011 0.00104956 -0.00209672
internal_weight=424.382 36.3185 388.063 386.078 325.438 156.105 48.4844 39.2467 33.9784 24.1656 169.333 119.471 31.5636 8.40348 23.1601 19.1916 49.8613 19.8141 12.8858 60.6404 20.4222 11.8229 5.29641 40.2182 29.6574 17.6487 11.8781 12.0087 9.23777 4.54009
internal_count=4633 1213 3420 3283 2309 1438 535 484 413 157 871 614 179 57 122 79 257 121 89 974 425 271 244 549 506 336 264 170 51 49
is_linear=0
shrinkage=0.00267314


Tree=353
num_leaves=31
num_cat=0
split_feature=13 8 18 2 10 18 7 0 8 5 10 5 18 10 9 8 4 12 2 9 9 0 5 16 2 19 19 15 15 0
split_gain=0.849301 1.72787 1.43046 1.9871 1.53435 1.38135 1.91505 1.86289 1.59562 1.30362 1.86267 1.52548 1.1724 2.96207 1.01612 1.82633 0.924181 1.90152 2.15814 1.56145 1.63705 1.49894 4.07524 2.89773 2.25909 2.12238 3.22717 3.18738 3.36203 2.11284
threshold=95.937628385050019 2.9476996444500005 17.108018746400003 263.5517324101001 81.573196594050017 14.693728290050002 21.698399695800003 104.03526427400001 2.0484014478500003 5.3654262215500008 90.679004281900021 10.098719381700002 16.115468395400004 89.052487112950018 210.25104900155003 7.1444245619500011 240.79927845295001 179.47323713510005 154.46567853970001 219.19610828025003 215.63980588275004 86.264556031700025 22.458857822500004 22.604947139800004 314.93386866815007 14.251149826300002 14.351157895250003 46.055224235250002 43.153128509050006 71.249517373150013
decision_type=2 2 2 2 2 2 2 2 2 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 -1 -7 -8 9 10 12 -11 -9 -14 -3 -16 19 18 -18 20 -2 22 -19 -23 25 29 -27 28 -28 -24
right_child=2 14 3 -5 -6 6 7 8 -10 11 -12 -13 13 -15 15 -17 17 21 -20 -21 -22 23 24 -25 -26 26 27 -29 -30 -31
leaf_value=-0.024485401549740708 0.0023051854981961566 -0.02970852550852101 0.018183581947140547 -0.012824981805821018 -0.022241172021807493 0.027223568154203376 -0.030135739658021656 0.024749474239822461 0.021798034421398233 -0.02949157412921977 -0.028350818892781123 0.012414901671003913 -0.0292147458348203 0.019945280064596685 0.03507499666006212 -0.020174869579978948 -0.0062964224469403557 -0.039441008786273386 -0.041529390362255433 -0.016264429344678408 0.019953958078740491 -0.0010746034479830553 -0.017262988605727721 0.0099934902086609607 -0.034454237630417425 -0.03077668696044741 -0.011329250595767736 -0.020357071227823244 0.017002546698533908 0.012412898274737847
leaf_weight=1.6720400247722924 155.69378704897827 2.8394326125853686 7.5972817894071323 2.0199076812714338 2.217979740118607 2.0420621740631786 1.5664314525201906 2.4275247608311457 2.5224694386124602 2.3255090578459208 1.1872631874284705 0.94254256598651398 1.5817560814321043 2.3558769265655428 0.63873220817185972 1.6691716696368528 6.1477344259619704 2.4077807664871207 1.7173326223855836 3.4001127532683304 4.1666453655343494 64.187826158828102 2.1978424498229279 25.52776107750833 1.6000070400186803 3.4494548037182566 5.4224090576171902 5.0333944149315348 8.0130879571661335 11.78716912679374
leaf_count=56 1641 288 60 38 125 24 71 23 17 170 266 9 95 33 13 148 59 22 39 38 32 730 45 151 84 45 48 122 35 106
internal_value=0.000735355 -0.00432797 0.0011204 0.0116708 0.000785495 -0.000389417 0.00198734 -0.00146914 0.00189626 -0.00274325 0.00360124 -0.0174053 0.00956111 0.000197587 -0.018578 -0.00488399 0.000955311 -0.000723179 -0.0139895 0.00236887 0.00276519 8.17529e-05 -0.00439821 0.00207472 -0.0021484 -0.000708716 -0.00610525 -0.00149733 0.00556817 0.00774912
internal_weight=336.358 23.7708 312.588 9.61719 302.97 18.6235 16.9514 14.9094 13.3429 10.8205 7.55242 3.26805 6.36516 3.93763 5.14734 2.3079 300.752 137.492 7.86507 163.261 159.86 129.627 39.9111 89.7156 37.5034 35.9034 21.9183 18.4689 13.4355 13.985
internal_count=4633 1213 3420 98 3322 764 708 684 613 596 417 179 151 128 449 161 3197 1486 98 1711 1673 1388 507 881 485 401 250 205 83 151
is_linear=0
shrinkage=0.0277871


Tree=354
num_leaves=31
num_cat=0
split_feature=16 15 18 15 6 0 7 6 9 3 9 6 9 5 17 7 15 0 10 16 2 17 2 8 3 3 16 7 15 16
split_gain=3.49457 3.00352 3.69304 2.91559 2.60586 2.04691 3.01397 2.571 2.87681 2.24668 3.13375 2.21027 4.56489 5.46487 7.08903 2.69982 2.86542 7.23041 3.45607 2.87753 3.20754 2.80891 3.88575 2.35009 2.54063 7.4442 4.57149 2.27729 2.27693 2.00706
threshold=18.594956516900002 28.444110612900001 14.032563378150002 28.298162031900002 15.635365317800002 86.09518316945001 22.721067571950005 16.375382608200002 193.49750438550004 93.394346993650018 193.49750438550004 15.205355270700002 196.40176798710004 19.973460566700002 205.96542837505004 23.109894804950002 36.136500007950012 87.525442894850016 67.031326566450005 22.454947490600002 145.83272221200002 191.20566072810004 138.85176757315003 7.943800736700001 85.589753040950015 83.511574906150017 19.224955043700003 23.960918281000001 38.992510055900006 19.134955254150004
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 3 -3 4 -1 7 9 8 -2 10 -7 12 27 23 -15 21 17 -17 -19 28 -21 -13 -23 -14 25 -25 -26 -8 -18 -27
right_child=5 2 -4 -5 -6 6 11 -9 -10 -11 -12 15 13 14 -16 16 19 18 -20 20 -22 22 -24 24 26 29 -28 -29 -30 -31
leaf_value=-4.9053027130183509e-05 -0.0040961006602942863 0.0013012635232197535 -0.003286164709038687 0.0040170750449726594 -0.0027192452974761448 0.0019885642310737755 -0.00085335761987711156 0.00016841057379052233 0.0008586158765141208 0.0037935140068723508 -0.0013099056703141506 0.00083874065095253508 0.00321245449421385 -0.0055148644503827116 0.0012287167139860837 -0.0039119946802906895 0.0034478915599251152 0.0018683185122037292 -0.0019783964983255587 -0.0015288821899824357 0.0012935475792252627 -2.5166222146713499e-05 -0.0045328314107397306 0.0015765054159846909 0.0038146531124114915 -0.0044546643047852479 0.00015056377807779703 -0.0041969982674601655 0.0001249413147137676 -0.0007075644350940471
leaf_weight=118.71121137298178 3.4540367103181771 2.757413797080515 7.119424412958324 1.9389871433377255 4.2890730091603464 14.306581608951097 5.8781232722103578 76.353611272992566 2.1555629028007388 4.9260528385639182 4.2259062081575385 10.614086866378786 4.3948309272527686 3.73123606853187 3.3514659255743027 4.3569120950996902 10.920672386884688 11.794386446475981 3.4102551080286494 5.0817296355962744 44.458663955330849 5.8445052802562696 3.4413478672504425 9.5411939620971697 6.1759694665670422 4.2318978905677787 10.269536960870026 3.7975546456873417 2.9708859212696543 2.6222173646092415
leaf_count=2249 36 40 248 7 348 63 39 638 20 29 21 47 11 55 30 43 83 62 27 22 206 29 24 32 22 62 53 56 17 14
internal_value=0.000221512 -0.000218851 -0.00200545 -7.76147e-05 -0.000142164 0.00044784 0.00064826 6.85032e-06 -0.00219219 0.00177339 0.00123642 0.000480026 -7.14054e-05 0.000385822 -0.00232387 0.000769393 0.00103634 -8.97364e-05 0.00100554 0.0013836 0.00100403 -0.000343904 -0.00169571 0.00090124 0.000591949 -0.000345546 0.00152658 -0.00216569 0.00273724 -0.00302112
internal_weight=397.125 134.816 9.87684 124.939 123 262.309 180.346 81.9632 5.6096 23.4585 18.5325 156.887 53.994 44.3183 7.0827 102.893 82.9935 19.5616 15.2046 63.432 49.5404 19.8999 9.28585 37.2356 32.8408 16.3953 16.4455 9.67568 13.8916 6.85412
internal_count=4633 2892 288 2604 2597 1741 1047 694 56 113 84 934 374 279 85 560 460 132 89 328 228 100 53 194 183 108 75 95 100 76
is_linear=0
shrinkage=0.00336544


Tree=355
num_leaves=31
num_cat=0
split_feature=16 5 6 15 5 18 13 2 17 18 5 3 13 5 13 0 15 2 13 13 3 18 9 17 2 16 13 17 8 2
split_gain=8.33232 4.26355 4.14031 3.78783 3.91132 3.90933 3.54087 3.52399 4.06138 4.08145 4.24935 3.32507 3.00196 6.81113 5.6967 4.87643 3.95222 9.30599 3.67845 3.72092 3.07304 6.43289 2.81136 2.77819 2.73576 9.76897 2.70545 3.97956 2.64204 6.89799
threshold=18.594956516900002 23.714185006400005 15.635365317800002 28.444110612900001 12.306951632950001 14.032563378150002 113.62230596715001 185.00267682035005 208.35751021765003 14.085466345100002 23.286780469550006 76.190903416900014 112.67059178900001 20.769304081650002 111.38282034450002 92.464140480550014 29.326787846200002 90.828344481500011 113.19215266625001 113.89115178020002 85.589753040950015 14.881594619900001 227.40597858270002 212.38791228795003 222.85070906495002 22.604947139800004 95.636521074450016 177.73379099395004 8.8430989333000021 82.092636011950006
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 12 3 4 -1 -5 -3 8 9 10 -6 -11 13 14 16 -16 -2 -18 -14 -20 21 -19 -8 24 28 -26 27 -9 -21 -30
right_child=1 6 -4 5 7 -7 22 26 -10 11 -12 -13 18 -15 15 -17 17 20 19 23 -22 -23 -24 -25 25 -27 -28 -29 29 -31
leaf_value=-0.0006359697112690801 0.0012412119978353225 0.0020829584201309025 -0.0019017855003966102 0.00090697498377396719 -0.0023172993887046723 -0.0022004648615975768 -0.0003496516688380684 0.0008279908464957869 -0.0022031794950767482 -0.0024334895448541254 0.0013364563861164149 0.00039077184384884409 0.0020959334452064645 -0.0028358333405086207 -0.0031842340203055495 0.00074968554608492635 -0.003311701114744763 -0.0023231750874576438 -0.0014064117743848932 0.00082669364553640979 0.0015678096283873349 0.00098898084045995443 0.0021117507054764341 0.0022704577739163026 -0.002505079508177366 0.0011173287790144108 0.00091671922006033647 -0.002614848926658404 0.0012260872695120627 -0.0022770970910577634
leaf_weight=38.686371902935207 23.580936275422573 3.4535872265696517 6.8105965312570325 2.6944639608263952 6.39486534334719 7.9121884945780039 52.931278954725713 3.9962322423234573 4.4488341221585861 2.1682920511811963 2.0989926569163799 45.468216398730874 9.0418726131319982 3.6084454059600821 3.9548081979155532 2.5881930217146873 3.66224351897836 4.4489513114094761 4.3112474270164958 128.84470295161009 8.5444195978343469 8.4229415655136091 2.4086393117904654 5.3461465686559668 5.9195261895656577 9.8405546769499761 36.7293183170259 2.8595982054248452 6.430194750428198 4.9301180019974709
leaf_count=1242 99 16 371 18 157 248 521 42 76 64 14 346 33 51 40 10 51 54 28 560 29 30 8 28 64 52 253 61 28 39
internal_value=0.000206477 0.000430368 -0.000201815 -0.000126368 -3.09796e-05 -0.00141107 -0.00010592 0.000193712 -0.000153914 8.50836e-06 -0.00141439 0.000262219 0.000565415 0.000130001 0.00032387 -0.00162811 0.000586343 -2.94195e-05 0.000712022 0.00063647 0.000531859 -0.00015581 -0.00024252 0.000691069 0.000636931 -0.000243257 0.00067688 -0.000608033 0.00073587 -0.000294215
internal_weight=452.537 292.269 160.268 153.457 142.851 10.6067 58.7935 104.164 60.5792 56.1304 8.49386 47.6365 233.475 58.8109 55.2025 6.543 48.6595 25.0786 174.664 165.622 21.4163 12.8719 55.3399 161.311 155.965 15.7601 43.5851 6.85583 140.205 11.3603
internal_count=4633 1741 2892 2521 2255 266 545 1013 657 581 171 410 1196 364 313 50 263 164 832 799 113 84 529 771 743 116 356 103 627 67
is_linear=0
shrinkage=0.00222816


Tree=356
num_leaves=31
num_cat=0
split_feature=16 15 18 15 15 13 5 17 6 13 16 4 8 2 0 10 18 9 8 2 5 9 3 7 5 16 5 5 2 8
split_gain=5.09051 4.30573 3.92459 3.41785 3.19277 3.04764 3.3182 5.20454 3.00504 2.98523 3.72122 4.73845 3.54516 2.95912 2.8663 2.86065 4.77972 3.07898 4.87661 2.58542 4.08355 4.14132 3.20899 2.49886 3.45336 2.2751 2.2501 2.80257 2.91153 2.21227
threshold=18.594956516900002 28.444110612900001 14.032563378150002 46.055224235250002 28.298162031900002 118.84598011460001 30.133297129900004 162.43086425485004 15.635365317800002 95.937628385050019 16.094962363000004 224.75522095420004 2.9476996444500005 186.79363985910004 103.37390357390002 70.348883899450016 17.549283450150003 201.65416293750005 3.0476216663000004 83.274686722450014 16.043149448600001 201.16241229375001 78.322850714350025 24.545313225450005 23.286780469550006 13.534968349350001 24.367802910700004 24.458659404000002 247.02271001585004 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 4 -3 5 8 -2 7 -7 9 12 13 -12 -1 14 19 -13 17 18 -17 -11 22 23 -21 24 -22 29 -5 -28 -29 -15
right_child=3 2 -4 26 -6 6 -8 -9 -10 10 11 15 -14 25 -16 16 -18 -19 -20 20 21 -23 -24 -25 -26 -27 27 28 -30 -31
leaf_value=-0.00020807426350843535 0.00057051975767987968 0.00095613254003955892 -0.0026751420531496168 -0.0026408538761511914 0.0032457797223104656 0.0015414228452239728 0.0015813246445281054 -0.0032176634575425719 -0.0020694652907370967 0.0012358324872067648 -0.002292567373501734 0.0018797179338256051 -0.0021482177774067844 0.0014498871344420438 -0.0028669009382685739 -0.002907551027127983 0.0018001580193211955 -0.0030857153482434299 0.0019356808854486044 -0.00095717129702903748 -0.0032587181114857051 -0.0041237517214868782 0.001281035717731009 0.0020462850467749261 0.0019843017247196488 0.0017142354477518089 0.0022956091657884421 -0.0022061677513022767 0.00023857472885205854 -0.0021547228557186747
leaf_weight=28.365473733283579 247.8165445276536 2.7714707097038618 8.2359286481514555 3.2125757322646704 2.0226095430552951 2.2881315611302835 2.7780531384050846 5.3315534275025129 5.168566823238506 13.977780736982821 8.0751676857471484 4.8025457896292236 8.5367573783732933 2.4049808420240906 2.0832074340432873 2.5803939136676473 4.5321299005299798 4.5210368484258652 3.3020231872797012 6.753367795608944 2.6955454507842647 3.0450571626424789 13.159877314697949 2.0205145254731178 1.2961365878581999 19.070163652300835 2.590477496385577 5.4587345691397777 8.9733519069850427 2.3409599363803864
leaf_count=762 1359 40 248 44 7 17 19 103 348 64 195 29 449 13 57 104 29 84 15 129 55 28 78 9 9 104 18 102 79 36
internal_value=0.000217943 -0.000170979 -0.00176085 0.000429916 -4.66464e-05 0.000511781 -0.00088819 -0.00178855 -9.46476e-05 -1.8227e-05 0.000225598 -0.000589232 -0.000656896 0.000554776 0.00015681 0.000107628 -0.000462188 -0.00144775 -0.000188862 0.000303475 -0.000146372 -0.00161579 0.000521971 -0.000345556 -0.00155626 0.00130725 -0.000614737 -0.000232359 -0.000686115 -0.000328105
internal_weight=430.211 151.762 11.0074 278.449 140.754 258.214 10.3977 7.61968 138.732 133.563 96.6609 27.8133 36.9022 68.8476 45.0315 19.7381 14.9356 10.4035 5.88242 42.9483 28.9705 9.05725 19.9132 6.0122 3.99168 23.8161 20.2351 17.0226 14.4321 4.74594
internal_count=4633 2892 288 1741 2604 1498 139 120 2597 2249 1038 456 1211 582 429 261 232 203 119 372 308 101 207 73 64 153 243 199 181 49
is_linear=0
shrinkage=0.00263956


Tree=357
num_leaves=31
num_cat=0
split_feature=16 6 15 18 15 0 18 16 9 8 2 9 8 16 6 13 5 5 6 17 7 10 17 0 12 18 13 7 18 19
split_gain=3.43172 2.84054 2.59417 3.29463 2.50083 2.19263 2.26354 4.19727 3.74694 3.09116 2.86553 3.91156 2.50842 3.0448 3.42418 4.00388 3.55112 2.96729 2.9965 2.57162 2.16742 2.65269 3.08478 3.002 4.01652 2.67287 2.5099 3.2685 2.82368 2.15976
threshold=18.594956516900002 15.635365317800002 28.444110612900001 14.032563378150002 28.298162031900002 86.09518316945001 13.829007611650001 22.654947022900004 196.40176798710004 7.943800736700001 100.92170827030002 194.29956510785004 8.543332867800002 22.554947256700004 16.525386113000007 117.56896250265002 20.971847224900007 20.971847224900007 16.395383075500003 193.09202135800004 19.250086031950001 74.927328095600004 195.59800312745003 98.51854819030001 191.62027512645003 15.004783703300001 108.64328150955002 24.040556609400003 14.349689277800001 12.651020723000002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 4 -4 20 -2 12 8 10 -10 11 -8 13 -7 15 16 -15 -14 -19 -20 -1 22 26 24 29 -25 27 28 -22 -23
right_child=5 -3 3 -5 -6 6 7 -9 9 -11 -12 -13 17 14 -16 -17 -18 18 19 -21 21 23 -24 25 -26 -27 -28 -29 -30 -31
leaf_value=0.0027605473020922682 -2.3653623990059819e-07 -0.003165149055394949 0.0017052162071677828 -0.0036446741976916062 0.0045552800787287389 0.0025647755571739099 0.0022857586126741073 0.0032588201589616081 0.0035304888844356445 0.00020805333829834142 -0.0040837772401268006 -0.0034431944347910006 0.0020917822429603358 0.0021958371813851039 -0.0022560651876970721 0.0028046893957379229 -0.0017050758792709778 -0.0037552480052873241 0.0012707834700809522 -0.0023133463666822969 -0.0013166380025087291 0.00079242767950040425 -0.0044695242528716367 -0.0044752221065269817 0.0033501411993208793 -0.00014737377829726831 0.0030782408893677018 -0.0050797833894834568 0.0025878247094403332 -0.0028262708675108749
leaf_weight=3.9946258976124218 84.208559665828943 4.8853670568205407 2.403495090082286 6.3910549893043935 1.8080441905185569 28.57183975726366 3.9935010671615583 6.7904353141784659 4.5558663588017216 63.096441620960832 5.2413484938442707 3.3048987314105034 8.4842445254325884 6.0242122113704708 4.6808757036924353 14.251030907034872 8.5900162458419782 3.8390966728329685 9.539775684475897 4.4565743878483763 13.6668755747378 14.332851646235218 3.847441748250275 2.2454806938767424 9.1459124234970641 60.643654568120837 2.3909319788217536 2.7604139177128664 3.538023746572434 3.0319556160829952
leaf_count=31 694 371 18 248 6 165 17 43 16 424 68 31 37 37 25 47 45 26 41 25 277 73 81 45 93 1490 13 50 28 68
internal_value=0.00025444 -0.000249093 -0.000139678 -0.00218258 8.30842e-06 0.00051643 0.000764451 0.000318282 6.92853e-05 0.000431794 -0.00188646 -0.000308455 0.00120328 0.00163031 0.000834401 0.00133556 -9.70589e-05 0.000195436 -0.000706647 0.000129562 -6.04311e-05 -0.000157909 -0.00124781 0.000161548 0.00126095 -0.000301901 -0.000693363 -0.00114503 -0.000513722 0.00016059
internal_weight=394.715 135.086 130.201 8.79455 121.406 259.629 175.42 86.9825 80.1921 67.6523 12.5397 7.2984 88.4377 62.118 33.5461 28.8653 14.6142 26.3197 17.8354 13.9964 119.598 115.604 26.2037 89.3999 26.5107 62.8891 22.3562 19.9653 17.2049 17.3648
internal_count=4633 2892 2521 266 2255 1741 1047 599 556 440 116 48 448 319 154 129 82 129 92 66 2249 2218 449 1769 234 1535 368 355 305 141
is_linear=0
shrinkage=0.00389531


Tree=358
num_leaves=31
num_cat=0
split_feature=16 15 18 6 13 16 6 9 16 7 0 7 6 9 4 12 0 13 10 7 10 13 16 7 17 10 5 17 19 16
split_gain=4.22675 4.2863 3.84786 2.46128 3.33974 2.68113 2.84427 2.65394 3.56984 2.84051 2.39328 2.52537 2.52332 3.3069 2.40566 2.90035 2.7637 2.23345 2.5247 2.18262 2.94119 2.7044 2.68034 4.02487 2.89006 2.81865 2.52798 3.31348 2.42452 3.65596
threshold=18.634956423400002 28.826925781250004 14.032563378150002 15.635365317800002 109.43099974175001 18.369957043050004 13.665319288000001 206.22988073345002 15.524963695900002 24.573979631000004 86.09518316945001 22.721067571950005 16.375382608200002 193.70978346765003 248.32992249220004 195.51336019310003 85.931187223550012 101.66942111915002 68.20618276945001 22.958251375150002 78.196493182200015 98.255079293500017 9.7049773055000017 24.545313225450005 180.19381692845005 90.679004281900021 2.7155367820000005 191.40027208745002 12.551012654050002 17.874958200600002
decision_type=2 2 2 2 2 2 2 2 2 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 17 9 -9 -8 12 -12 13 -2 -14 -16 -17 18 -1 -20 -21 22 24 -24 -22 -26 27 -25 -23 -30
right_child=10 2 -4 -5 -6 -7 7 8 -10 -11 11 -13 14 -15 15 16 -18 -19 19 20 21 28 23 26 25 -27 -28 -29 29 -31
leaf_value=-0.0038422855957917705 -0.004199460096843537 0.0010526382797311214 -0.003509062003904061 -0.002611383959382606 0.0035649677838613288 -0.0040504636870125673 0.00052680723586691922 0.00055524516626910742 -0.0038259351445466398 0.0028791455477150639 0.0018141488279484264 0.00059519797080551031 0.00067944842004665905 0.001274092814940972 -0.0052234629038698773 0.00013431782326454088 -0.00294861301367569 -0.0018881751357700464 0.0011579962857924035 -0.0035369156890441406 -0.0037219156010049135 0.0015963868679986215 0.0014600104316088158 0.0033541943246453111 0.0024529640605941354 -0.0018063174955938296 -0.0028725672286387142 -0.0036772476055068641 -0.0026310788959529601 0.0034768481465392467
leaf_weight=2.102375137154012 3.5575883216224602 3.0155079388059667 8.0518257445655745 4.2488998371409243 3.1345490962266913 1.9422112628817547 15.708156637381764 8.8719162717461568 2.9370095692574969 9.9470307230949384 23.068373948335648 160.21834667026997 47.670934217050672 2.0724553060717881 1.5132066607475305 23.198431684169922 4.0526119247078887 9.6072980284225178 14.942762419814242 3.1866415743716052 1.5589196465443809 14.693892771843823 4.4421990364789989 1.9507733390200912 7.0352561343461257 2.4978739459766075 13.717596287839113 1.3422305474523453 4.3761996754910788 1.5833503082394598
leaf_count=53 37 38 250 353 14 36 174 44 39 48 113 920 311 19 17 267 42 174 176 82 208 112 72 16 66 242 536 68 92 14
internal_value=0.00027371 -0.000208456 -0.00226614 -3.30448e-05 5.41924e-05 -3.56831e-05 2.9026e-05 0.000816872 -0.000534403 0.00143886 0.000529726 0.000748615 4.0854e-05 -0.00218461 0.000204777 -0.000581896 -0.000324157 -0.000326428 -0.000122095 -1.2443e-05 -0.000322625 -0.000130085 -0.000748763 -0.00145955 0.000625954 0.00133695 -0.00222198 0.000488174 0.000844802 -0.00100831
internal_weight=406.246 140.894 11.0673 129.827 125.578 122.444 120.501 37.4641 11.8089 25.6552 265.352 183.287 82.0652 5.63004 76.4352 28.7643 27.251 83.0374 73.4301 71.3277 56.3849 53.1983 32.5448 21.4528 11.092 9.53313 17.0106 3.293 20.6534 5.95955
internal_count=4633 2907 288 2619 2266 2252 2216 305 83 222 1726 1033 693 56 637 326 309 1911 1737 1684 1508 1426 1208 692 516 308 620 84 218 106
is_linear=0
shrinkage=0.00344448


Tree=359
num_leaves=31
num_cat=0
split_feature=16 15 18 15 19 2 15 9 15 12 3 7 8 5 9 15 15 5 12 2 9 10 16 10 10 3 6 18 10 18
split_gain=0.991517 2.48735 3.8537 2.24761 1.73472 2.58958 2.04093 3.81726 1.69134 1.89429 2.65165 2.37913 2.09205 1.85365 2.21323 1.58977 1.58194 1.69662 1.55503 1.49306 2.50365 3.48223 2.50202 1.75065 1.48044 1.45895 1.38331 1.24348 2.18705 3.33488
threshold=18.634956423400002 28.444110612900001 14.032563378150002 28.298162031900002 12.851036860900001 112.39935172340002 26.135540888150004 182.80199813410005 26.384523135650003 216.20511703005005 75.357481396450012 22.650953015950005 1.3489472949000001 23.286780469550006 66.544071737050004 6.8054746905500005 10.623212892000003 23.636018850950002 293.55977308740006 83.777728670400009 205.73475031020004 76.871083323950003 12.604970524100002 77.209829048350016 80.538140213850014 84.850427055100013 2.7350639043000005 15.064837217800003 70.182199495350019 14.170404054850001
decision_type=2 2 2 2 2 2 2 2 2 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 25 4 8 -6 7 -7 9 10 15 13 18 -12 -15 -1 -14 -18 26 -13 22 -22 -21 -23 -25 -3 -11 28 -2 -30
right_child=27 2 -4 -5 5 6 -8 -9 -10 12 11 19 16 14 -16 -17 17 -19 -20 20 21 23 -24 24 -26 -27 -28 -29 29 -31
leaf_value=0.026960860100428276 0.0021842112305731961 0.039361748677688685 -0.032010285547933691 0.036770333171667335 -0.024920140532679921 0.0099345085160870653 0.021020808009149537 -0.027294527871777365 -0.030904665879013409 0.018152158407887239 -0.035015502064223214 0.013056837839281268 -0.021507898061834917 0.023575366518241967 -0.033270470043746087 -0.033263397047228839 0.015699038852310328 -0.017398713377017847 -0.033321347755850453 -0.034759414928768842 -0.042237958841264509 0.026977065642932518 0.012157345861514868 -0.028668075792078494 0.004680956864047044 -0.0072561689023234776 -0.034055202012778341 0.010732372475043385 0.026654995572256781 -0.02896820243442693
leaf_weight=0.51851560466457058 206.10720497812144 1.2576593756675705 6.1620791968889534 1.7000197996385384 6.9684202956268591 6.1026358226081339 3.3621574473800129 5.4036248321644962 1.6366284468676884 1.9866866444353939 3.2027145528700194 11.878111063502727 1.4167666609864706 1.7496320158243182 1.2025593018042853 3.7897671104292385 24.223914460977543 1.7265055089956138 1.9844444370828567 1.3010691604577029 2.9974125772714597 1.7681200951337812 13.013143296353517 2.4498900156468153 3.1872369642369449 1.5714671493042258 0.71934988175053138 16.740843105129898 1.4371638596057881 5.1085872547701001
leaf_count=33 1528 3 257 7 173 186 55 111 35 63 183 69 95 17 164 483 295 37 220 116 28 8 122 30 36 40 41 98 5 95
internal_value=0.00104822 -0.00142101 -0.0177005 -1.74919e-05 -0.000627107 -0.00869363 -0.00108871 -0.00754917 0.00155422 0.00222568 -0.00189416 0.000536729 0.00827328 -0.0180191 0.00041952 -0.0260152 0.0116849 0.013497 -0.0116319 0.00365764 -0.000859305 -0.0129025 0.00789292 -0.00102841 -0.0098125 0.0134674 0.00427379 0.00226759 0.00160121 -0.0167558
internal_weight=342.674 113.281 8.99121 104.289 102.589 21.8368 14.8684 11.5063 80.7525 79.1158 47.0582 42.7499 32.0577 6.15491 2.95219 4.30828 27.3672 25.9504 4.69048 36.595 24.7169 10.4027 14.3142 7.40525 5.63713 2.82913 2.70604 229.394 212.653 6.54575
internal_count=4633 2907 300 2607 2600 525 352 297 2075 2040 1289 773 751 364 181 516 427 332 324 409 340 102 238 74 66 43 104 1726 1628 100
is_linear=0
shrinkage=0.0322582


Tree=360
num_leaves=31
num_cat=0
split_feature=16 6 5 9 4 3 10 12 16 17 15 15 16 2 16 12 13 17 9 8 6 6 2 8 13 19 7 7 17 18
split_gain=4.49325 3.37005 3.31499 3.37473 2.68807 7.82973 6.7512 2.71318 2.66775 4.19916 3.46369 2.53747 2.54313 2.81878 2.63899 3.2691 3.46425 3.48005 4.20631 6.04022 2.94181 3.3117 2.78563 2.46266 2.58343 2.37454 2.62109 2.26139 3.00882 3.27049
threshold=18.594956516900002 15.635365317800002 23.714185006400005 226.58992707320002 310.44950696480004 92.367355987800025 64.294476189700006 232.35148227425003 22.634947069650003 216.28597325495002 41.195083317300011 31.445204138150004 13.534968349350001 219.56639384385002 16.094962363000004 96.350437043050007 108.49810477050001 236.15709471040003 191.96565807215003 5.1459841250500009 11.085259005300001 9.1452136764500018 186.79363985910004 2.9476996444500005 73.265860971000009 12.651020723000002 24.103872582350004 24.374195395050005 196.70927211395002 13.471502260950002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 11 4 27 7 6 8 -2 9 10 -6 12 13 -1 20 -16 17 18 19 -17 21 -14 25 24 -15 -22 -27 28 29 -4
right_child=2 -3 3 -5 5 -7 -8 -9 -10 -11 -12 -13 14 23 15 16 -18 -19 -20 -21 22 -23 -24 -25 -26 26 -28 -29 -30 -31
leaf_value=-0.0013448354566068989 0.00055154584644989278 -0.0020468880903074423 -0.00031670596046192329 0.0022875352135763448 -0.0031648391829618514 -0.0042001350148019928 -0.002039193354060742 0.0019373253478082051 0.0022475263138689461 0.0027459449957422315 0.0007740871006221596 -0.0020613558111434224 4.2227451104869734e-05 -0.00275594329305117 -0.0030426395760382559 -0.0014078474672793706 0.0017156675707204246 0.0015026659858223647 -0.0023940488791963882 0.0026368484854197389 0.00069211403022945075 -0.0032675532532328204 0.001706004321881504 -0.0020554624755133857 0.00076982890047525324 0.00064364085642580995 -0.0028523921314551779 -0.0026581968741009303 0.00095371444146258744 -0.0029841451038309357
leaf_weight=17.486527322325855 190.1848295526579 6.0514862677082411 37.20149429095909 3.4457330256700507 2.7449478432536214 2.9251403473317614 6.0985427126288405 9.7041599303483945 7.3978986144065848 2.7753917872905731 3.1140638664364815 4.1612793155945829 10.738383585587142 1.4922468930017263 2.8045863993465927 6.7858051871880978 5.2959267208352676 4.2932978505268684 8.4135075546801072 3.7442520260810852 27.115482836961746 2.42105758935213 15.110487993806599 3.0235204400960347 15.111581529490648 2.7541724964976302 2.853489875793457 2.5777934640645972 11.420455279760061 3.2677000649273387
leaf_count=762 960 371 389 13 20 38 68 34 39 16 21 183 209 122 55 242 27 33 177 11 160 41 92 146 212 16 33 32 72 39
internal_value=0.000194221 -0.000180959 0.000379461 -0.000165963 0.000519883 -0.000269429 0.000250111 0.000618822 0.00112094 0.000155692 -0.0010713 -9.64437e-05 -3.32772e-05 -0.000598441 0.0001939 -0.000409052 -0.000150187 -0.000575435 -0.00104641 3.03556e-05 0.000503688 -0.000566702 0.000798162 6.65424e-05 0.000452955 0.00037895 -0.00113533 -0.000321176 -0.000205077 -0.000532089
internal_weight=422.515 139.657 282.858 57.9132 224.945 25.056 22.1308 199.889 16.0323 8.6344 5.85901 133.606 129.444 37.1139 92.3305 31.3374 28.5328 23.2369 18.9436 10.5301 60.9931 13.1594 47.8336 19.6273 16.6038 32.7231 5.60766 54.4674 51.8896 40.4692
internal_count=4633 2892 1741 545 1196 202 164 994 96 57 41 2521 2338 1242 1096 545 490 463 430 253 551 250 301 480 334 209 49 532 500 428
is_linear=0
shrinkage=0.00255639


Tree=361
num_leaves=31
num_cat=0
split_feature=13 8 18 2 10 18 7 0 8 0 13 0 9 2 3 18 9 8 10 4 16 18 18 19 16 9 10 17 4 6
split_gain=0.93085 1.66874 1.29112 1.65185 1.44763 1.2369 1.78359 1.76223 1.41354 1.23135 1.72306 1.11459 1.3679 1.05296 0.954579 1.23081 0.926609 1.56532 0.968742 0.868231 1.76241 2.74913 2.64467 1.86083 1.34694 2.57457 2.45998 2.2735 2.36782 2.88367
threshold=95.937628385050019 2.9476996444500005 17.108018746400003 263.5517324101001 81.573196594050017 14.693728290050002 21.698399695800003 104.03526427400001 2.0484014478500003 104.22883325935001 89.208417684550014 112.02536183765001 38.283670303850009 299.87877751875004 69.085308578100012 15.152522491700003 210.25104900155003 7.1444245619500011 83.75622459600001 240.79927845295001 22.674946976100003 13.405741979600002 13.023955459300002 14.651182102100002 16.024962526700005 205.73475031020004 72.62331947780001 216.28597325495002 309.25865594525004 15.745367888000002
decision_type=2 2 2 2 2 2 2 2 2 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 19 -1 -7 -8 9 -9 11 14 -13 -6 -11 -16 -3 -18 -19 -2 23 22 -22 24 25 -21 27 28 -26 -30
right_child=2 16 3 -5 13 6 7 8 -10 10 -12 12 -14 -15 15 -17 17 18 -20 20 21 -23 -24 -25 26 -27 -28 -29 29 -31
leaf_value=-0.025327991375494293 0.00264071421681369 -0.031907651944775697 0.018667059100925389 -0.011649095934737079 -0.03216160153205018 0.028464898730048531 -0.032276479334911068 0.02203619404865308 0.022154529242883352 0.023352815089419561 -0.033058382561881705 -0.031101271557488874 0.0065888324420965072 0.025381637786446941 0.028332540636767954 -0.030871907786748611 0.035131706205303377 0.027512334123016895 -0.031560707779010225 0.0098787356947408599 0.012271497611966069 0.01829879108119261 -0.031893845058695143 0.015318222759824097 -0.00049276646693469529 -0.014254498342214492 -0.024510840529239585 0.019556613673549765 -0.026037741393110662 -0.0049956603578570537
leaf_weight=1.6472508003935278 165.71326382178813 2.7298221881501368 7.5024706684052926 2.0460078176110983 1.8433463519904756 1.9807882956229175 1.5184692428447295 1.4958827085793007 2.464027661830186 2.2036848112475114 1.8398143949452785 1.7582246660604144 1.6884072051034307 0.3363294219598173 0.50268332380801417 0.83710657013580203 0.60551111050881479 0.30274339020252217 1.380882807774469 16.776589109678756 2.4950385279953471 9.8589295875281078 2.3596540279686451 5.4830834073945871 59.686889488250017 5.1731602270156136 4.9684477532282463 3.8610947430133811 8.1201949897222239 20.613027818442788
leaf_count=56 1711 288 60 38 122 24 71 22 17 38 116 276 72 3 5 67 13 4 144 191 22 77 33 30 420 55 171 30 178 279
internal_value=0.000919175 -0.00489633 0.00134052 0.012171 0.00100398 -0.000630828 0.0018667 -0.00181546 0.00180102 -0.0030559 -0.00730677 -0.00052888 -0.012638 -0.0232825 0.0112493 -0.00865866 -0.02014 -0.00610703 -0.0209384 0.00117748 -0.000562011 0.00922723 -0.00919535 -0.00171723 -0.00250084 0.00419097 -0.00401122 -0.00290751 -0.00388847 -0.0109423
internal_weight=339.793 22.9553 316.838 9.54848 307.289 17.9363 16.2891 14.3083 12.7898 10.3258 8.82992 6.99011 3.44663 2.17968 3.54347 1.33979 5.01896 2.28914 1.68363 305.109 139.396 14.7136 4.85469 124.682 119.199 21.9497 97.2497 92.2812 88.4201 28.7332
internal_count=4633 1213 3420 98 3322 764 708 684 613 596 574 458 348 125 110 72 449 161 148 3197 1486 132 55 1354 1324 246 1078 907 877 457
is_linear=0
shrinkage=0.0299074


Tree=362
num_leaves=31
num_cat=0
split_feature=16 5 6 15 18 13 19 16 4 13 0 5 5 5 5 18 17 2 15 9 15 16 16 2 13 5 5 16 19 16
split_gain=7.63007 3.80218 3.78118 3.51022 3.78669 3.4333 6.89589 5.25132 4.53898 3.98495 3.89807 3.08166 3.01475 3.23569 3.68148 3.09322 6.98323 3.67721 2.96257 2.86462 2.55994 3.13574 4.35145 3.82457 3.70985 3.90959 2.99125 3.94668 2.88127 2.66769
threshold=18.594956516900002 23.605484525250002 15.635365317800002 28.444110612900001 14.032563378150002 115.13321943645001 14.451165964200003 22.494947397000004 327.2007166575001 116.86189801435002 86.681267041950008 10.726864994700001 23.195398057700004 20.315138807500002 21.191508333600002 13.24088655595 188.70679832985002 168.12216079815002 36.776646943950006 226.58992707320002 28.298162031900002 16.024962526700005 13.534968349350001 186.79363985910004 109.64607639220002 13.8160216159 17.513369806650005 16.759960807900004 10.650859343850001 17.684958644900004
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 5 3 11 -5 6 8 10 -2 -9 -7 -1 13 -11 15 16 -15 -17 -19 -3 21 22 28 -24 25 29 -27 -28 -13 -23
right_child=1 19 -4 4 -6 7 -8 9 -10 12 -12 20 -14 14 -16 17 -18 18 -20 -21 -22 24 23 -25 -26 26 27 -29 -30 -31
leaf_value=-0.00074170187999072091 0.00052388802606141965 -0.00021567862146134475 -0.0020386015993123221 0.0010119353433462276 -0.0023964586304125526 -1.7278502916061294e-05 -0.0022555188624631961 0.0020800426200991537 -0.0024282083449980647 0.0015112007794816622 0.0024144755558267142 0.00028636960395516254 0.0014870169698187401 -0.0016737551981450161 0.00046093550162533712 -0.0036881375619573979 0.0020066263600284425 -0.0021423852643726736 0.0012975213016495947 0.0021488211831059887 0.0029715026026136617 -0.00069048847822919871 0.00022865234788984714 0.0015611531648837991 0.0024388999644421919 -0.0026708355947345926 -0.0027992268162895526 0.001220806620344451 -0.0014607607780700717 0.0022459496635844371
leaf_weight=29.259119869675487 75.594770895317197 58.499969847500324 6.661196927772834 2.6638320516794902 7.7105962308123708 5.1122998297214535 6.4214101843535891 10.464265741407869 3.3016639500856391 12.526361487805842 18.466665767133236 11.887308101868259 16.035378437489271 6.4362649396061915 67.530047714710236 3.6564588993787748 6.098498672246933 3.315930187702179 2.8088674545288086 3.2869955748319617 1.9337598606944073 4.8971953094005647 35.738259927369654 20.638938311487436 2.1442770995199671 8.3881685901433212 2.494251678697764 3.6599351819604635 11.074622579384593 3.0492007248103619
leaf_count=1109 405 554 371 18 248 25 44 47 39 56 95 232 58 35 282 21 23 34 10 13 5 57 238 115 10 140 87 19 223 20
internal_value=0.000226484 0.00045479 -0.000222858 -0.000139754 -0.00152129 0.000596331 0.000200456 0.000817879 0.000400348 0.000622226 0.00188723 -3.37155e-05 0.000493392 0.000337753 0.00017415 -0.000693685 0.000116849 -0.00173239 -0.000564824 -8.98899e-05 0.000161883 0.000109628 0.000348113 0.000716463 -0.000658496 -0.000953829 -0.00171343 -0.000408487 -0.000556278 0.000436285
internal_weight=451.757 299.556 152.201 145.539 10.3744 237.769 85.3178 152.451 78.8964 128.872 23.579 135.165 118.408 102.372 89.8461 22.316 12.5348 9.78126 6.1248 61.787 105.906 103.972 79.3391 56.3772 24.633 22.4888 14.5424 6.15419 22.9619 7.9464
internal_count=4633 1741 2892 2521 266 1174 488 686 444 566 120 2255 519 461 405 123 58 65 44 567 1146 1141 808 353 333 323 246 106 455 77
is_linear=0
shrinkage=0.00246454


Tree=363
num_leaves=31
num_cat=0
split_feature=17 13 13 13 8 2 19 13 6 13 13 16 19 16 19 5 9 16 18 2 10 0 15 19 9 8 3 4 3 12
split_gain=0.974512 0.859258 1.51244 1.32653 1.52409 1.36358 1.27699 1.18185 1.65681 1.13793 1.33807 1.12421 1.66059 1.34159 1.77667 1.29698 2.33677 1.13265 2.09188 2.18714 1.65611 4.13216 2.3822 2.61656 2.75216 2.03591 1.68031 1.79763 4.36646 3.29857
threshold=158.19986339130003 95.937628385050019 92.792132372400019 92.146902421150017 2.9476996444500005 168.84984911130002 10.850875481800001 96.357027853400012 6.9201616884500003 89.208417684550014 73.265860971000009 13.534968349350001 11.850956171350001 14.969964993700001 12.451004585100002 13.713273242250002 54.842324361600014 15.564963602350003 15.329371696850002 86.916594916350007 71.053259929650025 95.988709089550014 23.884857921950005 12.551012654050002 192.57902085675002 7.943800736700001 82.705037467000025 309.25865594525004 87.130239549750016 254.38400358715003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=-1 2 3 4 5 -2 -4 -3 -9 10 -7 15 -13 14 -14 -10 -17 18 19 -15 26 25 23 -23 -25 -22 -19 -28 -29 -30
right_child=1 7 6 -5 -6 9 -8 8 11 -11 -12 12 13 17 -16 16 -18 20 -20 -21 21 22 -24 24 -26 -27 27 28 29 -31
leaf_value=-0.020066495475344132 -0.026416926337473546 0.016793531505069875 0.0017027932077204224 0.014093214001109937 -0.026497642495142082 -0.027399630742658419 -0.027737774214947105 -0.016410154825863651 0.0054801518182525655 -0.015207797842923965 0.009290281878710312 0.01162585883541124 -0.0033950376943007779 0.0087288570205044189 -0.033612730075787633 0.010384772689420761 -0.030130047810164352 0.021200632773758138 0.017328138296475552 -0.015223424357390644 -0.0005423766105537572 0.022612822671931172 0.0054595674067095682 0.018022161656050695 -0.026146403938721537 -0.02895667445693613 0.0025689246175769269 -0.031061837622957049 -0.018577366929367421 0.0027211196806049688
leaf_weight=1.4864198275026854 1.2438865956501164 3.1958245441783211 1.4859769633039821 3.2652565254829815 1.7731630281778041 0.72121979470830222 2.8729731582570821 3.5778335561044505 2.5968850078061214 2.0387407250236711 7.8839686425635591 10.342824575025586 7.2468500290997309 7.0549986809492129 1.5744702465599401 1.3755444334819911 3.0330471907509491 2.9233084544539443 8.1970705203711969 3.954893731046468 2.3869447372853738 1.2450895868241811 19.139627920929343 1.142098883166909 5.2427965113893151 5.630434603895992 187.44108240131754 3.4873023473191997 5.7936202897690228 29.179846945975441
leaf_count=250 161 34 45 50 251 126 143 175 21 90 220 85 122 27 34 18 164 8 60 40 36 8 187 6 104 198 1440 108 115 307
internal_value=0.000764035 0.0008559 -0.00415818 -0.000670436 -0.00419925 -0.000873271 -0.0177014 0.00119389 0.00103439 0.00211185 0.00621522 0.00123639 0.00147326 0.00111321 -0.00878843 -0.00897438 -0.0174888 0.00142204 0.00746682 0.000124892 0.000981617 -0.00425968 0.000603367 -0.0115783 -0.0182457 -0.0204971 0.00177842 0.00152709 -0.00355038 -0.000807136
internal_weight=338.534 337.048 21.2852 16.9262 13.661 11.8878 4.35895 315.762 312.567 10.6439 8.60519 308.989 301.983 291.64 8.82132 7.00548 4.40859 282.819 19.207 11.0099 263.612 34.787 26.7696 7.62998 6.3849 8.01738 228.825 225.902 38.4608 34.9735
internal_count=4633 4383 1086 898 848 597 188 3297 3263 436 346 3088 2885 2800 156 203 182 2644 127 67 2517 539 305 118 110 234 1978 1970 530 422
is_linear=0
shrinkage=0.025783


Tree=364
num_leaves=31
num_cat=0
split_feature=6 3 10 6 3 16 10 0 9 9 12 17 7 3 9 3 15 6 9 3 5 7 9 15 0 9 10 5 2 6
split_gain=5.50184 6.18258 5.9129 4.24151 6.6821 4.652 7.103 5.42607 4.98238 4.78805 6.04243 4.75183 4.44648 4.99095 4.65434 4.38158 4.28571 4.10624 3.96494 6.04274 3.81094 7.02337 3.76856 3.67967 5.0288 3.61278 3.55961 4.9225 3.88357 2.88044
threshold=13.665319288000001 93.883646373400012 61.917879202350001 13.775321858200002 85.589753040950015 19.224955043700003 66.859265246100009 90.321439350550008 203.42345995920002 181.33671263215004 133.01805689090003 199.59317753375004 23.109894804950002 93.499196860750018 194.82237869650001 84.812788641250009 28.826925781250004 16.525386113000007 187.45330412110005 94.109476856350014 17.687678651600006 23.853977146050003 206.50942114985003 36.270131511550012 87.380266155850009 214.52351813370004 60.87206898960001 29.110986871100003 319.32263744460005 14.195331671650001
decision_type=2 2 2 2 2 2 2 2 2 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 26 -2 15 -6 7 9 20 -7 11 -11 13 14 -12 22 -17 -15 19 -4 -8 -22 -5 24 -14 29 27 -3 -29 -24
right_child=1 2 18 4 5 6 8 -9 -10 10 12 -13 23 17 -16 16 -18 -19 -20 -21 21 -23 25 -25 -26 -27 -28 28 -30 -31
leaf_value=-0.00029415474022052884 0.0019863916781742408 -0.0017400707108574324 0.0010903047720305994 0.00064065085352165991 0.0018369168846454568 -0.0019225624809493349 0.0017648539692396552 0.0021930704173614615 -0.0037196958237119006 0.0016612253381296962 0.0010713658885169294 -0.0012248748381568225 -0.003136433945198757 -0.003116599764896472 -0.0015874651327415865 0.00019358123873102406 -0.0030542352072672678 0.0001650310343688192 -0.002582328356545881 -0.002575165204850518 -0.0037499826508086346 0.00079828552647568946 -0.0039099693642075497 0.00084950306703365883 0.00055454116097776278 0.00028881488124493865 0.0010992716208202231 0.00092824679981596864 -0.0028111276168517833 -0.00078602024851888636
leaf_weight=103.10450367094018 12.003922894597052 10.085594821954148 6.8159834053367394 24.107464659959078 19.214620208367705 4.6899373158812514 3.7972204834222785 13.852994054555891 3.426787629723548 40.704653352499008 13.148292876780038 3.89709798246622 3.6033716797828657 6.5080705825239402 5.9675469100475302 4.1742436029016954 6.4422708908095956 3.7451285943388939 9.6885257801040989 4.7635810440406203 3.8365247026085836 4.7215963192284107 3.3347209654748422 65.153502684086561 6.3688197359442711 7.2697363812476397 16.887777480296791 14.380961408838631 1.9685435667633999 4.1056272434070706
leaf_count=2056 56 248 27 151 100 28 11 57 33 197 51 24 40 69 34 27 181 15 154 237 36 25 39 290 29 58 86 168 50 56
internal_value=0.000209072 0.000366937 -0.000325504 0.000536304 0.000467249 0.000668042 0.000545594 0.000696355 -0.0010558 0.000561532 0.000639671 0.00140905 0.000311274 -0.0005125 0.000241337 -0.000355824 -0.00177725 -0.00191794 -0.00140372 -0.00041759 -0.000316962 -0.00124066 3.29313e-05 0.000633314 -0.000779163 -0.000963023 0.000203815 -0.000368237 0.000478012 -0.00218616
internal_weight=431.77 328.665 64.591 264.074 252.07 202.636 183.422 167.639 15.7821 153.786 149.096 44.6018 104.495 29.369 19.1158 49.4341 10.6165 10.2532 21.2681 11.5796 12.3553 8.55812 38.8175 75.1257 9.97219 14.7101 43.3229 26.4351 16.3495 7.44035
internal_count=4633 2577 970 1607 1551 1039 939 834 105 777 749 221 528 169 85 512 208 84 418 264 72 61 304 359 69 153 552 466 218 95
is_linear=0
shrinkage=0.00249688


Tree=365
num_leaves=31
num_cat=0
split_feature=5 5 2 14 8 2 15 13 7 10 9 7 7 0 10 5 2 7 17 19 13 6 8 10 2 6 15 6 6 10
split_gain=0.836143 2.39851 1.61244 1.41751 1.65714 1.77591 1.41589 2.11443 1.97781 3.62314 2.48863 2.22194 1.87125 1.70069 1.66224 2.60726 1.49807 1.57299 1.38295 1.63605 1.36716 1.34352 1.32681 2.91433 2.16791 1.581 1.51593 1.41281 3.02126 2.93936
threshold=23.605484525250002 23.195398057700004 373.97157030240004 121.36406917505002 10.441851282850001 92.716362671650018 20.734744936600006 116.60111757565001 22.929105819350003 61.740440965750004 201.65416293750005 23.781511574300001 24.068567769550004 86.162394622750014 61.885617704800005 24.148799123900002 98.91243606750001 21.698399695800003 168.09695031380002 13.351077205700003 117.97223122220002 16.515385879350003 8.8430989333000021 62.425997789000007 71.708303056200009 16.625388449550005 32.355961258350007 16.455384477450004 15.205355270700002 62.025417527550012
decision_type=2 2 2 2 2 2 2 2 2 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 -2 5 -5 -7 18 9 16 13 -12 -13 14 -10 -16 -9 20 19 -8 -18 -3 25 -24 -25 27 -26 28 -1 -29
right_child=2 21 -4 4 -6 6 7 8 10 -11 11 12 -14 -15 15 -17 17 -19 -20 -21 -22 -23 23 24 26 -27 -28 29 -30 -31
leaf_value=-0.00050061514144325808 -0.042936366837538029 0.020893562739257188 -0.036716162382794543 -0.038503531329875815 0.029265689846900141 -0.023165524201077134 -0.034619059806849616 0.029581261079886657 0.025755444212054696 -0.039388477436832318 -0.04152784909659793 0.013118462370410533 -0.021331660441743443 0.026272070177707045 -0.032318729724406629 0.0066574437253688707 -0.0012128111606798954 0.013804924172188102 0.019553995075343587 0.012518872986231128 -0.03928549181175732 0.0011794939743539157 -0.037019934754867076 0.017585674863537678 -0.032716450575909599 0.019607075205066118 0.0023985855890523273 0.0028867557361476177 0.0074888667174351133 -0.014209443056648102
leaf_weight=145.81496395502472 0.80678486078977485 9.4401727351360005 1.3289642038871523 1.2841121000237752 1.6840148176997889 2.7151798314880571 1.159899547696112 1.2480375338345746 2.359472885727885 3.7867045258171856 1.9519848693162183 3.2309160642325878 2.9375789221376181 4.0561224594712249 2.2958898320794088 6.1914769504219294 1.8276884877122941 2.0409972462803125 7.461445547756739 1.88823103508912 1.854122443590313 5.2493446096777907 2.8321927133947602 3.6889657825231534 2.2806072079110891 4.5449478588998309 2.5313218161463737 23.170854162424803 67.602792991092429 17.024381071329117
leaf_count=2806 10 51 37 67 15 131 102 10 11 171 31 24 49 14 18 63 27 17 79 23 74 29 29 17 33 26 15 102 444 108
internal_value=0.000889316 0.00155633 -0.00274828 -0.00185932 -0.00119616 -0.00225846 -0.00126831 7.40716e-05 -0.003733 -0.014791 0.00143378 -0.0124796 -0.00328748 0.00901507 0.00256189 -0.00388587 -0.00142915 -0.00819195 0.0123111 -0.00541844 -0.0203858 0.0138487 0.000886298 -0.00957519 -0.000431581 0.00134556 -0.0142441 0.00101829 0.00203016 -0.00435421
internal_weight=336.29 284.181 52.1096 50.7807 49.9739 48.2899 47.0057 44.2906 33.781 10.7576 23.0234 8.12048 6.16849 14.903 10.8468 8.48737 6.97085 5.72281 10.5096 3.04813 3.68181 14.6895 269.491 11.3331 8.50089 258.158 4.81193 253.613 213.418 40.1952
internal_count=4633 3660 973 936 926 911 844 713 509 299 210 104 73 106 92 81 128 118 204 125 101 80 3580 94 65 3486 48 3460 3250 210
is_linear=0
shrinkage=0.0312387


Tree=366
num_leaves=31
num_cat=0
split_feature=16 15 0 18 9 16 3 19 7 18 5 6 6 10 8 16 5 6 13 16 13 7 0 12 17 2 13 18 4 14
split_gain=8.07005 4.07764 3.97444 4.07796 6.38592 4.22378 3.68724 4.96459 3.69333 3.40493 3.35968 4.13636 3.2931 4.09079 3.0794 3.73038 3.6602 3.04763 3.21321 4.28078 3.03024 5.36806 2.91115 2.80941 3.91252 3.1703 2.98594 3.65024 2.77115 2.82694
threshold=18.594956516900002 28.444110612900001 86.09518316945001 13.829007611650001 196.40176798710004 22.654947022900004 90.988176966900014 14.551174033150001 24.775165158000004 14.032563378150002 11.783123780850001 15.635365317800002 16.375382608200002 62.186725015400008 8.543332867800002 22.554947256700004 20.971847224900007 16.525386113000007 117.56896250265002 22.634947069650003 109.58961877145002 23.822419043000004 94.770837556450019 206.14208420540004 208.35751021765003 323.30468295165002 98.050756475600011 17.370891598500005 248.32992249220004 256.87274144255008
decision_type=2 2 2 2 2 2 2 2 2 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 12 14 20 6 -6 8 -8 22 -1 23 13 -2 15 -4 -16 18 19 -17 -5 -22 -3 24 26 -25 27 -12 -14 -30
right_child=2 9 3 4 5 -7 7 -9 -10 -11 11 -13 28 -15 16 17 -18 -19 -20 -21 21 -23 -24 25 -26 -27 -28 -29 29 -31
leaf_value=-0.00064877436320167909 -0.002906227325864528 -0.0014865747699260462 0.0015851189149743384 -0.002563448477378381 0.00056185851616699287 0.0018812877857524565 -0.0021114291426063184 0.0012458181719603879 0.00082055847176820457 -0.002029461357826428 -0.0022720891753447978 -0.0017359888028317281 0.00046213100481765014 0.00039792887845179988 0.0013409567851859513 0.0008437255304559741 -0.00022860132592267569 -0.00085229983299415244 0.0015746507388057307 -0.0016237730367772796 -0.0016990498426363559 0.0013063639992270772 0.0026545025361893494 0.00076413418301968033 -0.0017962798308149006 -0.0012177837590831389 0.00023327434084973838 0.001179926652210037 -0.0030987941054469469 -0.00018621709804173903
leaf_weight=33.710334384115413 3.5046218559145919 1.4855381045490497 35.659897968173027 3.9137532971799365 63.628665698692203 8.6316134780645353 7.7020271867513639 4.4116832837462416 2.461711585521698 8.5272254440933448 4.58415499376133 5.0787205279339096 50.938194610178471 3.0367460213601589 9.7262992784380931 12.682819604873663 19.159254804253578 5.1162561848759642 15.165089912712572 4.0206343904137603 6.0471366345882398 4.5013786479830742 1.4630773961544035 40.287845721933991 5.3632801109924904 3.8383694114163509 51.099136828444898 1.8737010909244416 1.522660326212647 29.104741268791258
leaf_count=1191 41 37 165 56 339 41 75 16 10 248 196 349 311 15 37 60 92 25 47 22 43 19 3 298 81 58 412 19 17 310
internal_value=0.000214158 -0.000166071 0.000419751 0.000580271 0.000284468 0.000497983 0.000345304 -0.000600062 -0.00140129 -0.00136202 -7.19619e-05 0.000101456 5.02241e-05 -0.00137232 0.000875397 0.00110423 0.000299898 0.00064057 0.000880239 0.000249782 -0.000997537 -0.000416547 0.000568192 0.000188632 -9.40653e-05 0.000591735 6.45506e-05 -0.00127051 0.000164308 -0.000331018
internal_weight=448.247 157.311 290.935 202.828 101.298 86.8357 78.2041 14.5754 10.1637 11.4758 145.836 112.125 88.107 6.54137 101.53 72.6447 28.8856 36.9848 31.8685 16.7035 14.4623 10.5485 2.94862 107.046 62.9203 44.1262 57.557 6.45786 81.5656 30.6274
internal_count=4633 2892 1741 1047 599 481 440 101 85 288 2604 1413 694 56 448 319 129 154 129 82 118 62 40 1064 708 356 627 215 638 327
is_linear=0
shrinkage=0.00208376


Tree=367
num_leaves=31
num_cat=0
split_feature=16 15 13 6 6 15 6 19 5 16 3 3 16 13 3 0 0 2 7 5 15 18 18 2 14 16 9 13 18 17
split_gain=5.843 3.44489 3.35098 3.49389 3.26899 3.01144 2.84589 4.58612 3.20533 2.88042 2.66859 6.81103 3.9408 8.83972 4.66949 4.53536 3.98276 3.78917 3.69898 3.25191 4.71478 2.44278 2.71561 2.4061 3.16558 3.11575 3.67223 2.40225 2.82916 3.1695
threshold=18.594956516900002 46.055224235250002 118.84598011460001 19.835463452400003 15.635365317800002 31.445204138150004 13.665319288000001 13.051052998800001 25.606589548350005 14.504966081100003 85.589753040950015 84.812788641250009 19.224955043700003 112.67059178900001 87.684061924550022 90.321439350550008 89.861713010250014 133.24279810655003 24.176603375500004 17.886193876600004 35.645792850250011 15.454705336800002 14.951081515600002 346.74082678410008 329.73756363125005 22.564947233300003 206.78020849415003 101.66942111915002 12.933745112000002 204.73764675200002
decision_type=2 2 2 2 2 2 2 2 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 5 6 27 9 -9 -8 11 -2 17 14 19 16 -15 -12 -13 -14 -21 22 -11 24 25 -3 -27 -1 -29 -30
right_child=1 23 3 -5 -6 -7 7 8 -10 21 12 18 13 15 -16 -17 -18 -19 -20 20 -22 -23 -24 -25 -26 26 -28 28 29 -31
leaf_value=-0.00012995441588127852 0.00057634522888437101 0.001777200541398473 -0.0019743823307578298 0.00055122967490267571 -0.0018016722578160815 -0.0019115899296930985 -0.00098456548015950543 -0.0025753401347189228 0.001725103946445541 0.00095146642108073732 0.0022295077514072736 0.00017888248047431477 0.001050303890800587 0.00059259251030548154 -0.0030549771006118075 0.0018143655467175036 -0.0015551929993618434 2.894692972419618e-05 -0.0030266607484379115 -0.0030635371349592285 0.00069029356396193913 0.0019016483989138244 -0.00076725002893371461 -0.0030224797524263593 0.00063582935164746101 -0.0024848815722198969 0.0014587376216151989 0.0024661340776571355 -0.0026467785865975993 -6.0903710582450983e-05
leaf_weight=78.647457373794168 19.711885966360573 1.5523174125701249 5.8901134328916651 5.5534978173673153 6.1194106626790008 4.6117038624361149 4.7814070591703048 3.9965431895107022 1.1690490171313284 20.534150661900643 13.749465864151718 2.9000971987843496 5.0537591278553027 175.3260634765029 4.5857264026999465 15.78797275200486 4.6244545206427565 5.8085324172861865 5.3333143852651119 3.8286109492182732 3.2100541032850742 9.4329744949936849 6.2599817886948577 1.7902614194899786 10.134699982590972 6.6461867196485382 1.5126865208148954 0.97280308604240318 6.1664871512912196 4.1304355040192604
leaf_count=1756 95 7 110 29 371 183 68 85 6 151 51 22 18 849 47 68 29 56 80 26 18 41 38 27 74 129 6 5 136 52
internal_value=0.000204776 0.000391164 0.000461107 -0.000748722 -0.00016718 -9.60935e-05 -3.45721e-05 0.000426418 -0.00160209 0.000681936 0.000514373 -0.00015253 0.000594713 0.000504366 -0.00109212 0.000640396 0.000537398 0.00157596 -0.00189756 -0.000347757 -0.00135156 0.000901888 0.000549918 -0.00048607 -0.000257265 -0.00118931 -0.00175372 -0.000271299 -0.00125769 -0.0016095
internal_weight=439.822 293 271.364 11.4436 146.822 140.703 136.091 46.1741 5.16559 41.0085 259.92 27.9453 231.975 212.417 16.6782 195.738 179.951 19.558 8.23341 12.0924 7.03867 36.2271 26.7941 21.6362 19.8459 9.71119 8.15887 89.9172 11.2697 10.2969
internal_count=4633 1741 1498 139 2892 2521 2338 389 91 298 1359 197 1162 1055 109 946 878 107 102 62 44 230 189 243 216 142 135 1949 193 188
is_linear=0
shrinkage=0.00228442


Tree=368
num_leaves=31
num_cat=0
split_feature=19 0 3 3 8 0 19 6 17 9 7 3 6 4 17 5 9 8 6 9 12 7 9 17 17 9 18 7 0 10
split_gain=0.849844 0.876628 0.847414 1.81748 3.81734 2.31273 2.00895 1.94312 1.72967 1.58899 2.16135 2.14426 2.28826 1.88729 1.8519 2.0039 1.72467 2.81131 1.29712 2.33026 3.00714 4.06889 3.19871 2.75978 4.11013 4.5127 2.70368 2.96437 2.10122 2.37612
threshold=9.4507625164000029 95.117648655250022 93.883646373400012 94.227769014100019 8.2435668022500028 85.121961326250016 14.451165964200003 16.445384243750002 188.51582982015003 227.40597858270002 19.627338137150002 103.28787291370001 16.950396043250006 229.41769445250003 189.19102531915004 30.359384049000003 187.55294863440002 8.3434888241000014 14.825346391850003 181.33671263215004 133.01805689090003 23.109894804950002 188.55070358395002 188.06121519230001 190.03457182425004 195.34352961910002 13.581061237400002 23.225757870600003 95.44832900530001 70.128430332750014
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 18 4 -4 9 -6 -8 -7 10 11 -5 -13 14 15 16 17 -12 28 -20 26 22 -22 -24 -25 -26 -21 -28 29 -2
right_child=2 -3 3 5 6 8 7 -9 -10 -11 13 12 -14 -15 -16 -17 -18 -19 19 20 21 -23 23 24 25 -27 27 -29 -30 -31
leaf_value=0.021428302744386434 -0.0006074605080707325 -0.027353160200564556 0.0094431661951087237 0.019384292143512619 -0.037410553771642624 0.00056675769540063224 -0.034255719354317864 -0.0022852595036689845 0.027656871099046527 0.028021513985229396 -0.028988673100473938 0.0037132961221060471 -0.028131945081262523 -0.026454204117740365 0.027200890725174912 0.01682154160103053 -0.033070597487591023 0.016943129728241552 -0.015026073974731382 0.013219244737021341 0.0088132587252965407 0.0038708545059497413 -0.031187898130562105 0.0091409099298638604 -0.0070378789039744795 -0.046698727773559212 -0.016660574050123615 0.0070457738809381358 0.0013075969972328493 -0.015435075218482436
leaf_weight=0.30938920076005061 18.367778148269284 1.3134299773955715 4.4728392323013386 4.0685552237555447 3.0038648783229274 3.0171649788971981 1.815467733191326 4.4835802707821131 3.4157656622119248 1.1129573136568058 1.7118999320082351 6.7380807220470142 1.9857492126757277 3.9263045030529602 1.0839643254876135 1.5919638974592087 2.4260854608146474 1.9234939217567442 4.7665408588945857 32.446366246789694 5.9111582525074509 80.682773499749601 4.4241263885051039 5.9580354839563361 6.7582675637677294 2.7409495487809181 4.9032529518008259 13.340235423296688 95.920735982537735 12.242596735479308
leaf_count=6 192 320 35 31 54 27 37 43 20 6 237 107 180 120 5 9 65 8 35 202 44 488 35 26 41 25 39 83 1681 432
internal_value=0.00076848 -0.018053 0.000859591 -0.0023955 -0.0103497 0.000924754 -0.0198661 -0.0114996 0.0149511 -0.00247132 -0.00380449 0.00375407 -0.00353543 -0.0114399 -0.00469289 -0.00921004 -0.0160469 -0.00468607 0.00138744 0.00293286 0.00347752 0.000989223 -0.00802494 -0.0130313 -0.00783457 -0.0184818 0.00870426 0.000674283 -0.000590348 -0.00653775
internal_weight=336.863 1.62282 335.241 46.7777 13.7758 33.002 9.30291 6.29905 6.43293 26.5691 25.4561 12.7924 8.72383 12.6637 8.73741 7.65344 6.06148 3.63539 288.463 161.932 157.165 106.475 25.7925 19.8814 15.4573 9.49922 50.6899 18.2435 126.531 30.6104
internal_count=4633 326 4307 984 169 815 134 80 47 768 762 318 287 444 324 319 310 245 3323 1018 983 659 171 127 92 66 324 122 2305 624
is_linear=0
shrinkage=0.0260716


Tree=369
num_leaves=31
num_cat=0
split_feature=6 3 10 9 0 7 15 6 5 10 16 0 18 15 12 9 0 17 10 3 15 7 9 3 7 12 9 15 6 7
split_gain=4.75293 3.72428 3.38808 3.43581 3.47065 4.86414 3.09808 2.97909 2.87228 2.69856 8.387 3.67798 3.13074 4.87092 3.70458 3.86657 2.6967 2.68557 2.67492 4.47854 3.38702 3.28359 4.12683 3.2329 3.90862 2.49882 3.48167 2.78127 4.0328 3.11512
threshold=13.115306437050002 93.883646373400012 61.917879202350001 187.45330412110005 85.495657006400009 19.506002767000002 46.674706678850008 12.410289964450003 25.361845021250002 66.859265246100009 20.034953149600003 90.321439350550008 13.581061237400002 36.548474543700003 211.51213392550002 190.36745536595001 89.861713010250014 207.48293496715004 68.327163385350005 85.589753040950015 30.108785229950005 23.695207782600004 196.40176798710004 84.812788641250009 24.227986230350002 133.01805689090003 184.83999455315004 37.050691080100002 16.425383776450001 23.109894804950002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=7 6 -3 4 5 -4 9 -1 -8 11 12 16 -11 14 15 -14 25 -9 -17 21 -21 -20 -23 -24 -25 26 -2 28 -27 -29
right_child=1 2 3 -5 -6 -7 8 17 -10 10 -12 -13 13 -15 -16 18 -18 -19 19 20 -22 22 23 24 -26 27 -28 29 -30 -31
leaf_value=-0.00015438729645050721 -0.00063618942498741365 0.00018162888244700534 0.0021484624454267145 -0.0020523387998041941 0.00099213825820738282 -0.0027870851650318713 -0.0023145166483917543 -0.0026425957049744436 0.00019814258569568786 0.0018626931160032518 -0.0030710310971612848 0.0017772672628292578 -0.0025842422592914495 -0.0026271744654375994 0.0013105219148091317 -0.0020235867277192711 -0.0012289161668792121 0.00049477102979824273 0.0022810827300814469 0.0020731095741002613 -0.00016323447151120996 -0.0029733602969630622 0.000201270820350749 0.0011668747220770844 -0.0028425729681513059 0.000473178170675365 0.0013182381065816723 -2.1983620852632162e-05 -0.0017533340557788302 0.00091619873182290242
leaf_weight=90.125217452412471 5.4762936607003203 40.686221033334732 1.4147791415452973 8.6818561516702157 6.3584346249699593 4.0094785788096488 4.0512605682015401 4.8460619524121276 5.7848958354443312 6.3984582498669615 3.9863328225910655 14.024279743432997 2.7260531187057486 3.0693576163612297 15.810344689525662 2.7437438294291487 4.3292346969246855 2.0264326818287373 3.0101472288370124 10.796920837834479 5.2819984331727019 2.6244990266859523 41.449859379790723 1.8441923186182965 4.1139830071479082 10.678222337737681 37.203737497329712 28.670417979359627 7.0887938216328612 52.433703750371933
leaf_count=1803 31 555 8 154 27 235 56 106 44 30 44 67 33 83 126 16 30 14 9 40 24 44 276 8 117 56 196 134 58 209
internal_value=0.000180924 0.000310177 -0.000200407 -0.000959944 -0.000155034 -0.00149977 0.000424296 -0.000265138 -0.000836757 0.000471323 0.000184095 0.000657874 0.000314025 0.000208013 0.000304274 9.09906e-05 0.000550261 -0.00171751 0.00019247 0.000280435 0.00133846 -4.02863e-05 -0.000179949 -2.5306e-05 -0.00160156 0.000604675 0.00106746 0.000404902 -0.000415169 0.00058455
internal_weight=431.745 334.747 61.1508 20.4645 11.7827 5.42426 273.597 96.9977 9.83616 263.761 103.856 159.905 99.8696 93.4711 90.4017 74.5914 145.88 6.87249 71.8653 69.1216 16.0789 53.0427 50.0325 47.408 5.95818 141.551 42.68 98.8711 17.767 81.1041
internal_count=4633 2710 979 424 270 243 1731 1923 100 1631 850 781 806 776 693 567 714 120 534 518 64 454 445 401 125 684 227 457 114 343
is_linear=0
shrinkage=0.0022885


Tree=370
num_leaves=31
num_cat=0
split_feature=10 7 16 9 13 4 4 7 7 16 0 3 6 2 9 18 18 19 13 2 17 19 16 7 15 2 10 16 15 7
split_gain=0.857957 0.872032 1.6876 2.27497 1.32054 2.1903 1.94149 1.24106 1.18934 1.36148 1.64947 1.97926 1.49929 1.45376 1.37074 1.21232 1.17951 1.13823 1.02308 1.01725 1.65175 0.925188 0.942614 0.887621 0.838097 1.72314 1.23158 0.830775 0.819798 0.809445
threshold=54.884872733100003 26.756201080000004 17.684958644900004 219.46060697480002 81.769454037550005 371.16724128940001 312.24436677560004 29.911984439950004 26.459406588900006 11.864972254500001 105.7585659356 76.927540944650019 5.1351199812500008 309.88494104580008 209.24553857890001 16.922055371600006 17.689700380450002 11.550931964450003 96.789869612400011 224.74008820395002 196.70927211395002 9.8507947922000021 9.2349784046000014 19.773504439000003 46.723315192750007 247.02271001585004 62.025417527550012 23.044946110900003 49.977661466200011 22.721067571950005
decision_type=2 2 2 2 2 2 2 2 2 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 7 6 17 21 9 13 11 -11 -13 14 23 24 -4 -6 -19 20 -12 22 -3 -2 29 27 28 -26 -27 -14
right_child=1 2 16 -5 5 -7 -8 -9 -10 10 19 12 15 -15 -16 -17 -18 18 -20 -21 -22 -23 -24 -25 25 26 -28 -29 -30 -31
leaf_value=-0.028473529231911973 0.0047584628643633324 -0.028703778002946833 -0.0024683172112349803 -0.031482093716047994 -0.034513232911968922 -0.029431320746823031 0.020440513171248557 -0.028005891900174777 0.01291503771074619 -0.024762913537755171 -0.030402684367194503 -0.028552255437682604 0.0038585459007612678 0.0070132954724109178 0.014681776952979135 0.02224227568446913 0.029950169050790711 -0.028771570219043523 0.0051645750239688341 0.026718975262100896 0.025906409852788956 0.025133472528371961 0.025788308555626187 -0.029999272628428001 -0.031428628640300132 -0.0035082874989568647 -0.019525716586723682 7.7910095494592964e-05 0.018076998321201177 0.00053280764277328419
leaf_weight=0.76671588851604511 0.66218779375776549 0.59550046891673181 1.814750146120786 2.7307252336759111 1.172750293277202 2.917188827181235 2.232884201221168 0.57710143137956027 6.5154406274086787 2.2692988386843345 0.75000349711626657 1.2931184876942996 77.894817425170913 2.4584664008580148 0.79471573047339905 2.1093940883874884 1.6361606344580648 0.90316172293387387 2.7692595683038235 3.1154720168560743 0.85426325350999832 2.4273468393366784 0.41155948163941503 3.7707272368133999 2.4236036322545247 2.622864069417119 1.6843286287039516 0.87263158708810795 2.7771903946995735 200.56894174497575
leaf_count=137 20 85 27 142 161 150 26 188 80 101 38 152 954 36 11 14 15 74 23 26 10 32 3 300 84 34 36 5 19 1650
internal_value=0.000782355 0.000849589 -0.00472814 -0.00836311 -0.00385589 -0.00924181 -0.000920795 0.00956392 0.00120885 0.000960345 0.0012559 0.000995662 0.00119568 -0.0105461 -0.018804 0.00132789 0.0129021 -0.0107651 -0.00318137 0.0174948 -0.0004184 0.015877 -0.00643426 -0.0248072 0.00117515 -0.00654959 0.00114531 -0.0230877 0.00759279 0.00146312
internal_weight=334.393 333.626 20.1884 16.7375 14.0068 9.99524 7.07806 4.01151 313.437 306.922 299.236 294.516 292.247 7.6861 5.22763 290.954 3.45091 4.84517 3.67242 4.71974 1.60427 3.43441 1.00706 4.43292 288.844 10.3806 7.08438 3.29624 5.40005 278.464
internal_count=4633 4496 926 884 742 434 284 308 3570 3490 3123 3049 2948 367 331 2796 42 258 97 74 48 120 88 320 2782 178 89 89 53 2604
is_linear=0
shrinkage=0.0276883


Tree=371
num_leaves=31
num_cat=0
split_feature=5 5 5 2 10 5 13 6 9 4 3 13 16 19 6 10 6 6 16 5 0 15 0 19 6 6 4 5 17 17
split_gain=3.01427 2.27071 2.75966 2.1455 2.00187 2.51129 2.84189 4.79912 2.97225 2.78261 7.76037 6.71176 3.22375 6.42709 2.76762 3.1253 3.11546 2.73336 3.68046 2.62789 2.53518 3.40781 5.05382 3.55363 3.25287 3.1643 3.07204 3.54873 3.44438 5.91868
threshold=12.306951632950001 23.605484525250002 23.195398057700004 373.97157030240004 83.602982482550019 13.252098438300001 109.34496908160001 14.375335877400001 204.09084027260005 310.44950696480004 92.238309997550019 115.13321943645001 19.224955043700003 13.751109481500002 13.665319288000001 83.116371560950014 13.775321858200002 12.410289964450003 15.614963485400002 21.363989181350004 86.09518316945001 33.629340877950007 85.823648898300021 14.451165964200003 16.455384477450004 16.285380505300001 278.75859950360007 17.687678651600006 190.03457182425004 198.26219854015002
decision_type=2 2 2 2 2 2 2 2 2 2 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 -2 7 14 -9 12 11 -11 -8 -14 15 17 -16 -7 -19 -13 21 -15 -23 -24 25 26 27 -22 -29 -30
right_child=1 3 -4 -5 -6 6 9 8 -10 10 -12 19 13 20 16 -17 -18 18 -20 -21 24 22 23 -25 -26 -27 -28 28 29 -31
leaf_value=-0.00060934229308761952 0.0015653887952677915 -0.00015112837110184689 0.0015272546597300423 -0.0034978143472360365 -0.0019133006172015676 -2.1878430159386728e-05 0.0019297037668078811 -0.00047209488791119969 -0.0030179578613892112 -0.0031388289665025991 -0.0043791178667343163 -0.00055894860737171832 -0.0027998194298077357 0.0023154461914668919 0.0020761616827626415 0.0033207664374807029 0.00022618995151491172 -0.0034340999583282162 -0.00025086517415945033 0.0023858753872524649 0.0028158904149769627 0.0003644492488727272 -0.0039637086508934024 -0.00039371027681000566 6.2916433119206575e-05 0.0018620779066125812 0.0026410749407163678 0.0015434190934736777 -0.0024586221040074634 0.00077665734612114546
leaf_weight=35.632511450094171 13.360806640237568 57.46662875986658 16.611006305553019 1.6614199792966236 3.373232156969606 28.108823630027473 14.508305702824144 8.7929695879574847 6.8982715709134927 3.549833761528137 3.6152241975069037 3.7951331436634046 4.8274164181202641 4.5367919914424411 10.423446305096148 1.8652010262012471 29.086094032973051 5.4863014575093967 6.9281239323318005 7.8135248869657516 3.9675606116652515 22.883635506033897 4.6621461659669858 4.7400489114224911 30.456152305006981 32.375241879373789 5.3429665453732005 7.4709259420633343 9.1972150206565875 9.8944716937839967
leaf_count=1267 90 936 80 37 77 360 62 177 217 47 49 24 36 23 52 6 198 116 74 44 10 108 30 23 137 192 19 31 60 51
internal_value=0.000196545 0.000275499 0.000376579 -0.000245166 0.000310202 0.000336557 0.000276024 -0.000120399 -0.00159132 0.000498827 -0.000556789 0.000354817 0.000626797 0.000492117 0.000161422 -0.000353861 0.000714251 -0.000522996 -0.00165763 0.00142315 0.000609374 -4.07623e-05 -0.000371856 -0.00216392 0.000851913 0.00120401 0.000610103 0.00025467 -0.00012789 -0.000781904
internal_weight=399.331 363.699 304.571 59.128 287.96 284.587 271.226 97.5892 15.6912 173.637 18.7737 15.1585 154.863 140.355 81.898 42.3885 39.5095 40.5232 12.4144 11.6087 135.527 36.8226 32.2858 9.4022 98.7045 68.2484 35.8731 30.5302 26.5626 19.0917
internal_count=4633 3366 2393 973 2313 2236 2146 1200 394 946 164 115 782 720 806 556 250 550 190 68 684 184 161 53 500 363 171 152 142 111
is_linear=0
shrinkage=0.00290337


Tree=372
num_leaves=31
num_cat=0
split_feature=5 6 5 13 13 0 4 5 6 6 5 9 17 10 13 10 13 16 18 0 18 18 18 2 3 17 6 7 2 9
split_gain=0.774688 1.14787 1.14653 1.25537 1.32773 1.2487 1.56684 1.56173 1.98763 1.87029 1.31781 1.23087 1.21227 1.57155 2.9543 1.74456 2.04425 1.50223 0.991201 0.988665 1.74623 1.99174 2.22619 2.14632 1.64902 2.63909 1.59391 1.50619 1.44124 1.39594
threshold=12.306951632950001 9.3002172980500024 13.252098438300001 101.03763345850001 98.255079293500017 98.51854819030001 171.12466686440004 16.546942136250003 13.665319288000001 13.775321858200002 16.810410538500005 206.57490536735003 205.45998821870003 78.196493182200015 103.39541123890002 78.537927364800012 99.07774748140001 17.684958644900004 15.502113896900001 85.990333302400003 13.063922652800002 13.154691941050002 13.304953393500002 172.99241708655003 93.668569722950011 190.19286262750003 17.130400249100003 22.626138143200006 314.93386866815007 66.544071737050004
decision_type=2 2 2 2 2 2 2 2 2 2 2 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 7 -7 8 18 -10 -9 -11 13 14 -8 -15 -17 -14 -4 24 27 -22 23 -23 25 -12 -24 -21 29 -26
right_child=2 -3 5 -5 -6 6 12 10 9 11 19 -13 17 15 -16 16 -18 -19 -20 20 21 22 26 -25 28 -27 -28 -29 -30 -31
leaf_value=-0.0033744748479042426 -0.0043412244100796502 -0.038097072011652709 -0.025836925919797502 -0.007784275955676317 0.027901835494512747 -0.038391582921240563 -0.038149163675578635 -0.014450007795029932 0.03621322367743085 0.022394634393510811 -0.044233435460781866 -0.0032445164455624544 -0.037007305932770684 0.029248262605572662 0.010029627127127095 0.0047419660611516916 -0.041222365956865188 0.0068590179755383006 0.0087770539272583256 0.0061448080900848153 -0.018205544628490881 0.022930418015312239 0.0016681585333026432 -0.0023216617522620279 0.015535432168362675 0.0057838049706019183 -0.023962149285840006 0.03174674669364403 -0.035918388756784672 -0.0014597080430762668
leaf_weight=21.398059679253496 1.9684517551213483 1.1418740013614286 2.035874603316191 2.5824944637715816 5.5655439328402281 1.6154147959314311 3.0577245759777787 6.1519252983853212 4.27662818878889 4.0455470457673055 2.5867485981434575 4.5071125719696283 2.48134972481057 2.8251096270978442 2.7546802703291178 9.6402917024679464 1.2438463363796461 1.3850445868447421 1.7530507799237964 7.1010481296107155 5.4589951261878005 10.984494738280775 143.02535882208031 5.8859702181071034 6.0499611948616794 2.2422844264656305 2.8170772809535256 4.1428578451741487 1.290949668153188 60.852101708296686
leaf_count=1135 35 132 26 28 49 53 83 55 30 14 34 26 83 12 22 176 23 16 19 41 32 68 1245 36 49 14 23 18 81 975
internal_value=0.000906616 -0.00513352 0.00134533 0.0125182 0.0194775 0.000968824 -0.00625107 0.00162477 0.0116518 0.0179936 0.00098039 0.00888322 -0.00403112 -0.000612244 -0.0153157 0.00562169 -0.000510868 -0.0212932 -0.00982181 0.00135643 0.00270362 0.00184285 0.00251547 0.0141202 -0.00195363 -0.0210087 0.00117309 0.0155779 -0.000604261 7.71644e-05
internal_weight=332.868 22.5399 310.328 10.1165 7.534 300.211 25.0035 275.208 16.6182 12.8293 258.59 8.55266 23.388 19.5217 5.8124 13.7092 10.8841 3.86639 3.78893 252.438 179.416 168.172 162.713 16.8705 73.022 4.82903 145.842 11.2439 68.193 66.9021
internal_count=4633 1267 3366 112 84 3254 468 2786 115 70 2671 40 415 316 105 211 199 99 45 2616 1463 1404 1372 104 1153 48 1268 59 1105 1024
is_linear=0
shrinkage=0.0337431


Tree=373
num_leaves=31
num_cat=0
split_feature=15 6 3 14 10 9 9 4 6 15 19 13 9 8 17 18 3 16 19 18 5 8 2 6 8 17 16 18 0 6
split_gain=0.742422 1.07864 0.763506 1.48707 1.60913 2.3252 2.10887 2.95604 1.58033 1.47997 1.40149 1.39483 1.35399 2.35091 1.65714 2.74535 1.27113 1.42101 1.27703 1.61852 1.17489 1.13491 3.456 2.51225 1.99672 1.36209 4.10726 5.84186 3.84257 2.67638
threshold=51.19990836680001 17.995420460100004 93.883646373400012 385.54727331575003 61.917879202350001 187.45330412110005 185.62570708695003 209.52275111965002 16.575387281250006 42.968808980200009 14.651182102100002 117.60122400020002 191.61296531520003 10.441851282850001 188.85216786605002 12.351257465600002 108.48197402175002 21.074950717600004 13.351077205700003 11.780626785300003 25.704065249550002 8.8430989333000021 73.795394389500018 16.355382140900002 8.7431769115000026 201.39543491635001 22.644947046300004 14.380989918050002 89.237990724000014 15.975373262050001
decision_type=2 2 2 2 2 2 2 2 2 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 4 9 6 7 8 -6 12 20 -7 14 -14 15 16 18 -18 19 -4 21 24 -23 -24 25 -1 27 -27 -29 -30
right_child=1 -3 3 -5 5 11 -8 -9 -10 -11 -12 -13 13 -15 -16 -17 17 -19 -20 -21 -22 22 23 -25 -26 26 -28 28 29 -31
leaf_value=0.0017373324030845955 -0.031215706917655482 0.011802168224069133 -0.027607080091802998 -0.030048195089519003 -0.038398437466072487 -0.033918948220725956 0.024588729644452322 0.010114695252333682 0.0049086605755904308 0.01366839073489708 0.012853174105317352 -0.0070267419192213123 -0.026090908120822924 0.012190839583630363 0.029473588318931543 -0.024097912493479635 -0.029529850060593804 0.019765477507294783 0.020020672453197653 0.013196598658112971 0.018454538846433503 0.014609040883329868 0.0021849756141840834 -0.035443758357992898 0.012860275137855821 -0.025803376592464875 0.025973991834326693 -0.044562304755044704 -0.0011426325177509645 0.029140367914383295
leaf_weight=195.37144923664164 1.3083436521701508 0.69724546372890461 1.2310587102547343 1.4921414419077326 2.3929058815701851 3.4707822186173862 2.0966606270521879 3.5963632853236049 0.90667612827382971 6.7966171950101844 7.9879903532564631 2.6574509455822408 3.6906459853053084 1.8943577632308004 1.6438871105201531 2.937121821101754 1.3746739559574046 0.68307239562273014 5.1140623795799911 1.9765853332355616 2.9714603768661609 3.178111180663107 2.2007165418472141 3.7333749197423458 10.855157777667044 8.8610466066747886 3.5447901636362067 1.5261645652353752 41.161825311835855 2.410781765356659
leaf_count=2439 58 5 29 82 148 104 9 51 40 33 41 22 63 10 10 102 155 6 33 47 23 15 17 37 53 87 28 24 843 19
internal_value=0.000683819 -0.0162605 0.000787504 -0.00263842 -0.00167525 -0.00898769 5.52741e-05 -0.00740394 -0.0264983 0.00236872 0.00131811 -0.0222574 -0.00136931 -0.0131063 0.00301229 -0.000254265 0.00649288 -0.0131662 0.0113541 -0.00246341 0.000984035 0.000793769 -0.00889875 -0.0214888 0.00112866 0.000625055 -0.0031539 -0.0050674 -0.00099318 0.000532863
internal_weight=329.764 2.00559 327.758 43.9551 42.4629 15.1208 8.99261 6.89595 3.29958 27.3421 283.803 6.12823 20.5455 5.585 14.9605 13.3166 10.3795 2.05775 8.32171 3.20764 275.815 272.843 9.1122 5.93409 263.731 252.876 57.5046 53.9598 45.0988 43.5726
internal_count=4633 63 4570 944 862 374 248 239 188 488 3626 126 455 73 382 372 270 161 109 76 3585 3562 69 54 3493 3440 1001 973 886 862
is_linear=0
shrinkage=0.0279347


Tree=374
num_leaves=31
num_cat=0
split_feature=16 15 18 6 13 16 17 9 8 16 12 6 6 2 19 10 7 15 0 6 16 7 4 12 0 3 3 13 9 15
split_gain=3.94251 3.52023 4.205 2.66532 3.48215 3.73025 4.35472 3.66579 3.64918 3.41769 3.04833 2.80885 3.07696 2.94249 3.07823 2.39631 2.37411 2.35684 2.27431 2.7867 3.17228 2.73345 2.49706 3.14569 2.25947 2.24777 3.53199 2.23776 2.20024 5.30296
threshold=18.634956423400002 29.171703351550004 14.032563378150002 15.635365317800002 108.49810477050001 16.094962363000004 236.15709471040003 191.61296531520003 5.1459841250500009 13.534968349350001 247.65401887280004 11.085259005300001 9.1452136764500018 186.79363985910004 12.651020723000002 77.04583310240001 24.103872582350004 28.298162031900002 86.09518316945001 16.375382608200002 22.614947116400003 22.721067571950005 248.32992249220004 195.51336019310003 85.931187223550012 80.169821450000015 78.322850714350025 117.48293184245001 192.57902085675002 37.491361913600009
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 3 -3 4 5 9 7 8 -7 10 25 12 -11 14 -13 -15 -16 -9 19 20 -2 -20 27 -24 -25 26 -1 -21 29 -23
right_child=18 2 -4 -5 -6 6 -8 17 -10 11 -12 13 -14 15 16 -17 -18 -19 21 22 -22 28 23 24 -26 -27 -28 -29 -30 -31
leaf_value=-0.0017984855583748787 -7.2105610760100699e-05 0.0012273513295725314 -0.0027778157164253239 -0.0021919503496707002 0.0020294653319299924 -0.0015202994111904559 0.0015966403011482035 -0.0032129025146988154 0.0020998263408955405 1.8061078347681457e-05 0.00035635759388796964 0.00079052297686238622 -0.0036210363118882537 0.0025857472580675051 0.00045550896104868186 0.00016518094466236321 -0.003104864528687374 0.00075321732268429544 0.0014723776831066164 0.0020635333004452752 -0.0042402146467337178 -0.0019052766724518314 -0.0043580403822978415 7.3285743662722074e-05 -0.0021672958368282062 -0.00315771932409148 0.0009826990903030249 0.00031114400762678285 0.00057533838402977716 0.00094058001574597407
leaf_weight=9.8184878862230125 3.3504520258866242 2.7684379494748992 7.7413657731376588 4.3555855960585168 6.4153595520183435 6.7212326677981817 4.038157836534082 9.2548280917108041 3.1961672008037567 10.604753302410243 16.630533880670555 27.912291805259883 2.1788030602037898 10.869187902659176 2.7444149553775778 4.498278457671403 3.1056550815701485 1.33348799496889 23.27717762440443 6.5531726870685807 2.4658798240125179 9.6643405668437499 1.5484472662210489 22.839989784872163 4.1350891217589369 3.9218041109852484 5.5657446831464759 42.000754815060645 137.8511725096032 10.769862046465276
leaf_count=643 28 35 246 354 29 239 30 174 12 208 437 160 34 51 16 35 33 9 113 36 28 77 17 267 42 119 43 275 797 46
internal_value=0.000203147 -0.000168765 -0.0017228 -4.61161e-05 2.64436e-05 -7.85462e-05 -0.00105077 -0.00157212 -0.00035361 0.000165317 -0.000518872 0.000562444 -0.000602179 0.000865478 0.000404971 0.00187721 -0.0014346 -0.00271341 0.0004052 2.24048e-05 -0.00183921 0.000579968 0.000162884 -0.000492096 -0.00027018 -0.00127281 -0.000792302 0.000547659 0.000448732 -0.000405366
internal_weight=408.131 143.675 10.5098 133.165 128.809 122.394 24.5439 20.5057 9.9174 97.85 35.9366 61.9134 12.7836 49.1298 33.7624 15.3675 5.85007 10.5883 264.456 82.8938 5.81633 181.563 77.0775 28.5235 26.9751 19.306 15.3842 48.5539 158.285 20.4342
internal_count=4633 2907 281 2626 2272 2243 464 434 251 1779 1242 537 242 295 209 86 49 183 1726 693 56 1033 637 326 309 805 686 311 920 123
is_linear=0
shrinkage=0.00278911


Tree=375
num_leaves=31
num_cat=0
split_feature=16 6 0 6 10 15 18 15 10 3 2 18 9 16 0 10 16 10 5 15 8 5 16 6 13 16 8 6 9 16
split_gain=4.27298 2.9626 2.82023 2.93081 3.15558 2.78324 3.55874 2.6098 2.32489 3.32145 3.3965 2.22037 5.35415 3.33437 3.38247 2.95864 5.21289 3.84916 5.57569 2.8812 2.77365 3.30604 3.05808 3.74156 3.856 4.15123 2.72898 2.67739 2.45474 4.42304
threshold=18.594956516900002 15.635365317800002 86.09518316945001 16.375382608200002 62.186725015400008 28.444110612900001 14.032563378150002 28.298162031900002 62.068432857650002 93.668569722950011 116.68694986600001 13.829007611650001 196.40176798710004 22.654947022900004 89.711159354950013 64.294476189700006 20.834951278800002 66.859265246100009 19.841254985200006 36.136500007950012 8.543332867800002 20.971847224900007 22.554947256700004 16.525386113000007 117.56896250265002 22.634947069650003 7.943800736700001 16.565387047600002 205.22231928645002 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 5 3 4 -2 7 -7 -1 9 10 -5 20 19 14 27 -16 17 -17 26 -13 22 -22 -4 24 25 -24 -19 28 -14 -30
right_child=2 -3 11 8 -6 6 -8 -9 -10 -11 -12 12 13 -15 15 16 -18 18 -20 -21 21 -23 23 -25 -26 -27 -28 -29 29 -31
leaf_value=-3.4370172335706501e-05 -0.0033741786979932082 -0.0019900372871223897 0.0016764482197696331 0.00085511969809913243 0.00026779302067300633 0.0011923807887806006 -0.0023173567194748716 0.0029056550712359425 0.0013597902431780457 0.00015559284944619513 -0.0028989222587246723 -0.0018268450573295991 -0.0019192882889081128 0.0021277038027525974 0.002488641184819191 0.0023997711266923521 -0.0023232186928762773 0.0025912522934379294 -0.002179258019644689 0.00077367260135705485 0.0013960836589854654 -0.00046265052687903172 0.00078981650860695228 -0.001435390379786926 0.0018342595344544759 -0.0022082207403751331 0.00048725492426298115 0.0014221101110959142 -0.002167873891086487 0.0015959332927484129
leaf_weight=126.04378595214803 3.1924126250669351 5.2846782724373034 30.539552748203278 2.2272609248757353 2.7618641443550587 2.432515634223817 6.8955297986976802 1.9077203944325436 8.5409047789871675 65.756502163596451 4.5947185456752777 10.26212466880679 8.125648666173225 7.3432136103510848 5.1446800231933585 7.251010436564683 3.7581228017806998 4.4373441264033309 4.5357847902923814 3.5758030973374835 8.8758982270956057 18.105669002979994 11.724260151386263 4.8574265018105498 14.800856687128542 3.8084792867302886 28.362759748473763 3.6147261857986441 3.3312600702047339 4.6644459068775177
leaf_count=2249 41 371 165 9 15 18 248 6 47 535 47 96 62 41 26 29 31 10 52 22 37 92 60 25 47 22 162 15 28 25
internal_value=0.000193326 -0.000157014 0.000375482 4.56809e-06 -0.00168487 -8.64505e-05 -0.00140211 9.46476e-06 0.000128575 -1.63122e-05 -0.00167329 0.000548083 0.000278766 0.000524994 0.000364272 0.000689976 0.000498569 0.000736411 0.00041337 -0.00115486 0.000822322 0.000148802 0.00109879 0.000597492 0.000923025 5.47264e-05 0.000771893 -0.000518468 -0.000953584 2.7814e-05
internal_weight=416.757 142.564 274.193 87.0737 5.95428 137.28 9.32805 127.952 81.1194 72.5785 6.82198 187.119 94.4069 80.569 73.2258 53.4897 48.345 44.5869 37.3359 13.8379 92.7121 26.9816 65.7306 35.191 30.3336 15.5327 32.8001 19.7361 16.1214 7.99571
internal_count=4633 2892 1741 694 56 2521 266 2255 638 591 56 1047 599 481 440 310 284 253 224 118 448 129 319 154 129 82 172 130 115 53
is_linear=0
shrinkage=0.00249484


Tree=376
num_leaves=31
num_cat=0
split_feature=16 15 18 15 12 7 16 15 16 16 7 7 2 10 19 17 3 2 15 7 18 9 18 2 7 17 15 9 9 2
split_gain=0.770933 1.87876 2.24099 2.08983 1.62985 1.49988 1.65443 3.01074 1.46763 1.95613 1.45179 2.0816 2.04353 1.75984 3.41149 2.10957 1.74907 1.39434 1.4417 1.37549 1.80721 3.00355 3.23975 1.65972 2.13611 1.43254 1.36506 1.82872 2.55971 2.76506
threshold=18.594956516900002 28.444110612900001 14.032563378150002 28.298162031900002 206.14208420540004 26.093307009050005 17.684958644900004 20.343341900300004 11.864972254500001 16.414961614700005 22.375171215700004 19.052023743050004 175.26802860955004 70.816675614150014 12.751028791950002 236.15709471040003 75.357481396450012 80.759923107050014 25.023320983300003 23.781511574300001 15.917243450850002 202.16842692300003 14.780131328250002 63.548891378550003 25.024903008400003 203.09927826650002 28.579157549250002 181.33671263215004 186.70853236170004 54.465024697200008
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 3 -3 4 10 8 7 -7 -6 -10 11 -1 13 -12 16 17 -15 18 -16 -18 21 23 -23 -21 -25 -22 -2 -28 -29 -30
right_child=26 2 -4 -5 5 6 -8 -9 9 -11 12 -13 -14 14 15 -17 19 -19 -20 20 25 22 -24 24 -26 -27 27 28 29 -31
leaf_value=0.0096670465169168152 0.0075697083938645118 0.0078467508601143907 -0.02410628624067309 0.029077673283321476 -0.0062584872739239314 0.00058204954101506907 0.023745762058029689 -0.029554364307874829 0.012902382705610942 -0.0093601892807890601 0.021233040096829695 -0.021402987393817016 -0.030542558335703244 -0.018434722223699698 -0.00051102947936639237 0.021740674965858291 0.025033556724101357 -0.03106470386842981 -0.031788812484823716 -0.022012613926839165 0.01347440544163209 0.0045513358391569315 -0.037180386510545407 0.014875280317327719 -0.016536312967609226 -0.0077778816355414801 -0.01020296247141545 0.010570354722831937 -0.025053876688028335 0.00083769021010535411
leaf_weight=1.9438120768754723 22.973475699080154 2.1722060493193558 4.8646662780083716 1.6346655823290337 4.7999777661752914 9.1556844194419664 1.3393127918243397 3.0148762681055805 18.813511959044266 3.1527757212752467 2.3363383735995731 6.1204464270849712 1.6462908016983409 2.6780315113137467 3.2823062113020534 0.92806535493582565 1.9210361076984579 4.0187764688162133 1.4552448987960813 1.4217969961464429 10.791025867220013 2.1648625247180453 3.0884533105418086 7.1731071764370409 1.8665924046654252 2.7161707729101172 9.7617748565971834 18.799621642567217 2.8692150972783557 171.25599173852243
leaf_count=110 217 40 248 7 133 464 15 93 189 115 15 409 96 396 33 11 23 137 35 10 88 11 41 47 90 36 115 126 23 1260
internal_value=0.000666945 -0.00119041 -0.0142427 -0.000248029 -0.000748274 0.00325794 -0.00384687 -0.00688331 0.00684399 0.00970708 -0.00365283 -0.0139139 -0.00191034 -0.000882084 -0.00206971 -0.0157576 0.00184971 -0.019732 -0.0101187 0.003594 0.00218458 -0.00384598 -0.019983 0.00425732 0.00838915 0.00920077 0.00152706 0.000842158 0.00140103 0.000411052
internal_weight=330.16 104.5 7.03687 97.4632 95.8285 40.2761 13.5099 12.1706 26.7663 21.9663 55.5524 8.06426 47.4881 45.8418 43.5055 9.68439 33.8211 8.75633 4.73755 31.143 29.222 15.7148 5.25332 10.4615 9.0397 13.5072 225.66 202.687 192.925 174.125
internal_count=4633 2892 288 2604 2597 1009 572 557 437 304 1588 519 1069 973 958 216 742 205 68 346 323 199 52 147 137 124 1741 1524 1409 1283
is_linear=0
shrinkage=0.0261565


Tree=377
num_leaves=31
num_cat=0
split_feature=17 9 6 12 3 5 9 7 13 5 5 0 16 2 15 13 18 6 19 3 6 6 0 7 7 8 2 19 18 9
split_gain=0.747286 0.749934 1.75179 1.3771 1.34877 1.18233 1.13343 0.875399 1.74851 0.794244 1.75682 0.873217 0.703247 2.03531 1.95273 1.746 1.3288 1.67499 1.2249 1.18523 0.954046 2.66671 1.55963 3.21465 2.56735 3.07152 1.83828 1.97692 2.5273 1.68897
threshold=158.19986339130003 37.364870866050005 2.7350639043000005 296.06259987170006 68.017990700350012 4.9923198389000012 43.730860148300003 22.721067571950005 96.357027853400012 9.1899936892500005 5.3654262215500008 96.870523356300012 13.534968349350001 292.59177727695004 18.019770707250004 95.811270852950017 17.370891598500005 12.040281319250001 11.650940033400003 77.817420585800008 13.665319288000001 13.775321858200002 95.746747857800017 24.040556609400003 19.729453620400005 8.543332867800002 289.38090566025011 13.351077205700003 15.917243450850002 210.85023439230002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=-1 2 3 4 -2 -3 9 8 -4 10 -7 -12 13 14 15 -8 17 -17 19 -14 22 -22 24 -24 -20 -26 27 28 -25 -30
right_child=1 5 7 -5 -6 6 12 -9 -10 -11 11 -13 18 -15 -16 16 -18 -19 20 -21 21 -23 23 26 25 -27 -28 -29 29 -31
leaf_value=-0.019487577757711826 -0.028568067137574326 -0.028561204665064406 0.01359757034415787 -0.027887054628773469 0.019166586200432136 0.03006520750076425 -0.021236998144962854 -0.028695586165973931 -0.032403645982872424 0.027075359418246677 0.017590981422535464 -0.030431772641404807 -0.0011587839078732905 0.01047352752422224 -0.031535634356481164 0.0061451954218778295 0.025989461134620515 -0.031166727556010812 0.013224481176371167 0.022410301417516102 0.017002612899985042 0.00095751017858118842 0.027601346263584518 -0.024745004426198588 -0.032400994480165819 0.016879222915693742 -0.030036800556465428 0.010467829969075812 0.0056379344328277656 -0.021202071644716828
leaf_weight=1.3631058548926365 0.50913578673498561 1.0037099319742981 1.426389327272773 0.75085696176392946 3.1738006949890405 1.0778774721547955 3.1624873155960831 2.6107887447578833 1.0733182380208743 2.0555456494912505 0.39575659111142136 0.96500871004536748 2.6720656529068938 4.7419629556243299 2.5887600395362815 3.4421653072349727 1.4948353543877599 1.2036285877693442 1.942310158163308 3.8748641768470407 7.9271268360316745 244.15627848420991 2.7615381181240108 4.228500447701669 4.8139945503789932 1.1641763150691984 1.7806742393877346 7.1673613316379479 8.4697231911122781 2.1864312374964348
leaf_count=250 95 107 23 111 48 5 296 252 46 17 22 46 18 84 114 91 9 47 17 29 55 2329 17 108 116 9 60 67 103 42
internal_value=0.000628513 0.00071293 -0.00680568 0.00571671 0.0125677 0.000940539 0.00103476 -0.0176699 -0.00615432 0.0146091 0.00410123 -0.0164651 0.000837827 -0.00460779 -0.0106216 -0.00480185 0.00366242 -0.00352155 0.00114683 0.0127908 0.000880836 0.00146207 -0.00336431 -0.000205919 -0.0139691 -0.0228043 -0.003428 -0.00127937 -0.00693596 0.000130898
internal_weight=326.184 324.821 9.54429 4.43379 3.68294 315.277 314.273 5.1105 2.49971 4.49419 2.43864 1.36077 309.779 16.6338 11.8919 9.30312 6.14063 4.64579 293.145 6.54693 286.598 252.083 34.5147 26.5942 7.92048 5.97817 23.8327 22.052 14.8847 10.6562
internal_count=4633 4383 575 254 143 3808 3701 321 69 90 73 68 3611 641 557 443 147 138 2970 47 2923 2384 539 397 142 125 380 320 253 145
is_linear=0
shrinkage=0.0272254


Tree=378
num_leaves=31
num_cat=0
split_feature=6 5 5 2 15 17 15 15 15 16 16 2 5 7 6 18 0 9 5 18 2 0 6 3 18 16 17 19 9 5
split_gain=0.866472 0.718121 2.0985 1.43181 1.32898 3.46532 1.65533 2.19431 1.69043 1.89082 1.98111 1.58321 1.44396 3.40162 1.98351 1.68793 4.24636 2.92323 4.00272 1.87099 2.25896 2.62171 2.25473 2.82074 1.96775 1.27341 1.21911 3.66534 1.21285 2.02045
threshold=1.8500432259500001 23.605484525250002 23.195398057700004 373.97157030240004 42.33967733730001 205.96542837505004 41.29990759910001 40.957632625650007 40.42701969085001 22.674946976100003 22.714946882600003 165.32923687280001 22.245176011200005 22.598495330900004 14.055328400500002 13.552878921100001 86.420486603250012 182.80199813410005 20.872540794500004 13.551953225650001 83.777728670400009 85.990333302400003 16.455384477450004 91.996348765800022 13.087929333200002 22.624947093000003 192.92322630085002 14.351157895250003 219.87257840710004 19.688300142250004
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=-1 2 4 -3 6 -6 7 8 9 12 -11 -10 15 14 -14 17 -17 18 -2 20 24 -22 23 -23 -19 28 27 -4 -18 -30
right_child=1 3 26 -5 5 -7 -8 -9 11 10 -12 -13 13 -15 -16 16 25 19 -20 -21 21 22 -24 -25 -26 -27 -28 -29 29 -31
leaf_value=-0.028812865262991708 0.004943377557721289 -0.0017082382460772056 0.022638683888723841 -0.032367544701648029 -0.029332494247785453 0.017052054417956951 0.010989234914209119 -0.017683077445698359 0.028608962648628718 -0.022900789190077583 0.003206001742905998 0.0027929789039066611 -0.035190165891188119 -0.048811738391602084 0.015083307082189062 -0.05029133665018691 0.00041773984957121772 0.0073644259501693017 -0.038858276529559775 0.028438524829806008 -0.016879110660768613 -0.0041410265356430108 -0.0065328396213936088 0.021149146565461456 0.02764786226452327 0.014699537377946428 0.022189595824966723 -0.013459584131232334 -0.0049197471461941717 -0.043487476893395029
leaf_weight=0.77685140754328941 4.3538182536140075 47.175047088472638 4.5431072884239239 1.2132149112876494 3.5405077461618921 1.9337909966707227 12.097668099217115 5.0861280313692978 3.2147867754101744 5.376807011663912 3.8901297654956579 4.3280936181545258 0.82365595921873991 1.5108716241084037 2.3427829590509646 1.3025033915182564 146.50529811193701 10.062783926725386 2.5800562032964081 3.2474055588245383 4.8701141811907318 5.3591333180665996 7.7377116978168479 9.4869795292615873 5.8865409791469565 4.5860237479209891 5.329765645787119 4.2066059615463018 7.9980928560253215 1.2149784830398855
leaf_count=188 48 936 26 37 34 20 53 38 11 37 34 31 19 17 82 16 2371 48 43 56 28 26 36 52 42 22 26 28 206 22
internal_value=0.000581201 0.00065216 0.00120594 -0.00247694 0.000637113 -0.0129472 0.000930045 0.000426693 0.000815865 0.000388581 -0.0119415 0.0137958 0.000908265 -0.0144091 0.00200614 0.0012412 -0.000179918 0.00552717 -0.011355 0.00803644 0.00650996 0.00166449 0.00566334 0.0120199 0.0148506 0.000227246 0.0116834 0.00528369 -0.000198974 -0.0100059
internal_weight=322.581 321.804 273.416 48.3883 259.337 5.4743 253.862 241.765 236.679 229.136 9.26694 7.54288 219.869 4.67731 3.16644 215.191 161.607 53.5845 6.93387 46.6507 43.4033 27.4539 22.5838 14.8461 15.9493 160.304 14.0795 8.74971 155.718 9.21307
internal_count=4633 4445 3472 973 3392 54 3338 3285 3247 3205 71 42 3134 118 101 3016 2637 379 91 288 232 142 114 78 90 2621 80 54 2599 228
is_linear=0
shrinkage=0.027866


Tree=379
num_leaves=31
num_cat=0
split_feature=3 3 6 0 6 5 17 9 7 18 16 17 7 9 4 0 3 10 0 0 2 2 9 17 15 9 3 0 9 3
split_gain=0.660345 1.31377 0.669294 1.92868 5.22561 3.16189 2.74176 2.38831 2.06679 3.04148 3.65988 3.50954 2.48042 2.17621 2.62648 1.94324 3.13321 1.86899 2.86439 3.72958 1.77882 4.58075 2.81182 2.49292 2.45245 4.01589 1.69575 1.52976 2.01474 1.96548
threshold=108.48197402175002 112.7969493211 14.825346391850003 93.308316333500017 15.205355270700002 18.280220412300004 194.75204781875001 212.20546459280004 23.109894804950002 13.317304170000002 22.554947256700004 191.56943241645004 22.791048179400004 190.64005357525002 168.18037996940004 86.208098410950015 93.716961969300016 65.571493801650021 85.990333302400003 85.866664228400012 131.42729508740004 138.24741514690001 197.89372115420002 195.59800312745003 35.929665612950011 201.81004550795004 93.499196860750018 88.729872137350014 201.65416293750005 92.913112988300014
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 -2 -1 4 6 -5 -4 -7 9 11 13 12 17 -11 -15 16 -14 18 19 -6 22 -22 -10 -24 25 -23 -12 28 -26 -30
right_child=1 -3 3 5 8 7 -8 -9 20 10 26 -13 15 14 -16 -17 -18 -19 -20 -21 21 24 23 -25 27 -27 -28 -29 29 -31
leaf_value=-0.0010696528117524425 -0.031971206718216641 0.019047094528660793 -0.051254602558671633 0.026081061433713412 0.0019250841069430654 -0.013182735731086498 -0.01171401562286974 0.021584008583664559 0.028287883205593958 0.016654038233554828 -0.060459196535834481 0.020933729039470456 -0.052567291148052205 0.0032935041777669731 -0.03622859968874205 0.001195481295882424 -0.0084191702890980651 -0.024645340490878086 0.015430466402439688 -0.027273249631736857 -0.043991641463377487 -0.044169171180390376 -0.015323783128305254 0.015051905159781663 0.0099538305852651925 0.0036488960633779557 -0.018783677786196475 0.018988303047237896 0.0056521102565471482 -0.013563802208340463
leaf_weight=122.07991245845915 1.5034477267181494 0.67872268147766579 2.3180288645671672 7.6318994536995879 38.421794040710665 5.3177937604486925 5.4317063696216792 2.79150874260813 7.4214029312133816 2.9858887977316027 1.917080216109752 7.4555555381812146 2.4172529466450197 3.3807404455728829 2.8891062260372564 4.2901925891637802 3.8797103397082537 2.4407405331730834 12.441787282936273 4.5308585995808235 1.8587957769632328 2.4167866595089427 3.9450925271958095 6.8482647463679314 27.537333456799388 4.9799053911119699 1.7125806529074905 8.0086009055376035 11.305817909538748 8.7464732294902188
leaf_count=2720 180 9 39 43 567 40 41 20 84 29 15 57 26 21 28 19 36 15 65 44 12 26 21 38 144 47 26 51 67 103
internal_value=0.000583575 -0.0161029 0.000698296 0.00180329 0.000907818 0.0120192 -0.023541 -0.00121479 0.00201048 -0.00121883 -0.0148913 0.00110299 -0.00105784 -0.00473292 -0.014918 -0.0146029 -0.0253666 0.00142169 0.00257023 -0.0011549 0.00546118 0.00310067 0.0138658 0.00394925 0.00449023 -0.0119751 -0.0407955 0.00668075 0.00460958 -0.00272955
internal_weight=319.585 2.18217 317.403 195.323 179.581 15.7412 7.74974 8.1093 171.832 88.7633 12.8854 75.8779 68.4223 9.25574 6.26985 10.5872 6.29696 57.8352 55.3944 42.9527 83.0685 64.8537 18.2148 10.7934 62.9949 7.39669 3.62966 55.5982 47.5896 20.0523
internal_count=4633 189 4444 1724 1621 103 80 60 1541 948 119 829 772 78 49 81 62 691 676 611 593 450 143 59 438 73 41 365 314 170
is_linear=0
shrinkage=0.0304377


Tree=380
num_leaves=31
num_cat=0
split_feature=16 6 15 18 15 13 16 13 18 9 8 3 15 2 7 0 17 5 14 4 16 5 18 17 4 15 16 2 15 16
split_gain=3.41589 2.80489 2.47099 3.03605 2.35677 2.17241 2.58604 2.7241 2.57657 3.71935 2.83692 2.06971 2.1934 2.29751 2.96409 2.43413 1.87336 3.13327 1.80522 2.6783 5.32695 4.53853 4.03561 2.57119 2.04698 2.21826 3.79706 4.88383 3.86571 3.06461
threshold=18.594956516900002 15.635365317800002 28.444110612900001 14.032563378150002 28.298162031900002 109.64607639220002 16.094962363000004 104.04332964835001 17.549283450150003 191.61296531520003 5.1459841250500009 108.48197402175002 46.055224235250002 346.74082678410008 23.209106085000005 79.271876434400014 193.29780372785004 25.704065249550002 448.24445303175008 309.77412212245002 22.624947093000003 23.195398057700004 15.015859748200002 200.30016490490002 300.18666296715008 28.579157549250002 20.394952307700002 90.828344481500011 29.326787846200002 20.674951653000004
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 4 -4 5 6 7 -1 9 10 -8 12 18 14 15 -14 -16 -18 19 24 21 22 -21 -22 25 -2 27 28 -27 -28
right_child=11 -3 3 -5 -6 -7 8 -9 -10 -11 -12 -13 13 -15 16 -17 17 -19 -20 20 23 -23 -24 -25 -26 26 29 -29 -30 -31
leaf_value=-0.00013316429820569098 0.0013948064318594245 -0.0023262449892272326 0.0013188322674957331 -0.0027788341390639374 0.0033817925135071879 0.0030290738057294811 -0.0014440650864270012 0.0012261915493925223 0.0014441171500196167 -0.0029470594780221944 0.0020612305030056162 -0.001949834661026813 0.0020269345771501885 -0.0039593826642490932 0.0023459012875431157 -0.0027498438739034566 -0.0016297028568483523 0.0024381705212921626 0.0024623400171786382 -0.0036287905432939977 -0.00061995216927859429 0.00061230717569346681 0.00018984915770887549 0.0024573377539797237 0.0024018006722667678 0.00014751745287263686 0.0023681077293898501 0.0001088127160452978 -0.0044146698016042573 0.00052361895815609808
leaf_weight=67.916864428902045 23.659630624577403 5.2434236189583308 2.1786992494016868 5.9661043016240001 1.8036320507526387 1.9935299139469851 5.601146976463502 16.095015812665224 3.0747737255878738 8.2265272084623557 3.2032579444348812 3.2687877821736029 1.1544459462165892 1.5911836680024851 3.8995483331382257 5.1057470720261335 4.7628823835402727 2.5746197439730167 4.0849491804838172 8.0727538280189091 3.7963930740952474 6.6095701977610579 3.5024300552904597 6.4987966530025005 5.3356884680688372 2.6311235614120951 8.4154575616121274 25.582274744287133 4.3486484996974468 143.90325711481273
leaf_count=1690 125 371 18 248 6 10 238 86 34 178 13 91 5 27 15 115 68 13 33 94 36 50 29 34 17 13 35 149 62 730
internal_value=0.000212991 -0.000200844 -0.000104821 -0.00168273 1.42708e-05 -4.29689e-05 -0.000101789 0.000127261 -0.00105888 -0.00151077 -0.000168753 0.000399746 0.00042867 -0.000541527 -0.00023071 -0.00186896 0.000681961 -0.000202347 0.000503818 0.000470807 -0.000385048 -0.00135181 -0.00247334 0.00132257 0.000584773 0.000538283 0.000428672 -0.000492169 -0.00269489 0.000625525
internal_weight=390.101 121.303 116.06 8.1448 107.915 106.111 104.118 84.0119 20.1057 17.0309 8.8044 268.798 265.529 19.0884 17.4972 6.26019 11.2371 7.3375 246.441 242.356 28.4799 18.1848 11.5752 10.2952 213.876 208.54 184.881 32.562 6.97977 152.319
internal_count=4633 2892 2521 266 2255 2249 2239 1776 463 429 251 1741 1650 243 216 120 96 81 1407 1374 243 173 123 70 1131 1114 989 224 75 765
is_linear=0
shrinkage=0.00297089


Tree=381
num_leaves=31
num_cat=0
split_feature=16 16 18 10 9 8 2 7 7 16 15 2 2 5 7 10 7 5 9 4 16 18 12 18 5 3 14 19 13 17
split_gain=3.17299 2.97915 3.99436 3.07397 4.74274 3.9616 3.66549 3.38362 2.9104 2.69011 3.13809 2.80378 2.35524 4.0849 2.30171 2.74242 2.46261 2.24037 2.39485 2.21215 7.647 6.07346 2.94925 2.46373 4.73043 2.18464 2.18147 2.30669 2.38097 2.08129
threshold=18.594956516900002 16.094962363000004 17.549283450150003 71.053259929650025 191.61296531520003 3.0476216663000004 195.72231170465002 22.375171215700004 19.506002767000002 13.534968349350001 26.384523135650003 219.56639384385002 186.79363985910004 11.188452238700002 21.034091097450002 82.299080289250014 27.973342028250006 23.714185006400005 226.58992707320002 310.44950696480004 22.614947116400003 15.015859748200002 232.35148227425003 14.122113655700002 21.950234501100002 83.866451379300017 260.23832086035003 12.751028791950002 104.55682515125001 172.18378740490002
decision_type=2 2 2 2 2 2 2 2 2 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 6 5 -5 7 8 -3 11 12 -1 26 -14 -13 25 -17 19 -19 22 21 23 -2 -21 -25 -16 27 29 -29 -11
right_child=17 2 -4 4 -6 -7 -8 -9 -10 10 -12 14 13 -15 15 16 -18 18 -20 20 -22 -23 -24 24 -26 -27 -28 28 -30 -31
leaf_value=-0.0011927039045299913 0.00045425004111872047 0.00085435355980251302 0.0014247278726789911 -0.002622995569742082 -0.0024614194519958581 0.0016178575840508933 -0.0027163488044923759 0.0016489964680188312 -0.0026588820389916792 -0.0019243518187315408 -0.0025323423513607122 0.0019356427966968233 -0.0013188679938079266 0.0016267700823886868 -0.0029778410189226024 0.0014480295135992519 -0.00092961691889542326 -0.00026091059199994765 0.0020541377275233078 -0.0043046107217360862 0.0013764579303460591 0.00078378158264537715 0.0018668228260741758 -0.0034197138178266983 0.00082634528594990875 0.00074404891380789576 -0.0016669640290124452 -0.0031122616199892156 0.00070674355485729381 0.00071410868921120761
leaf_weight=16.344280593912117 180.8075153036043 2.7496257295133528 4.6226346287876359 2.0030882135033634 13.303527567535637 3.8986173896118999 2.7491321024717754 6.3533681407570839 2.9214700381271541 1.9128417707979704 2.1203189562074831 3.6716364391613778 3.3616470331326154 17.817893035709858 3.1010639108717433 6.2030824110843223 4.5262120345141739 48.993194792419672 2.8398702070116988 3.1487848274409789 10.222021136432884 5.0899972990155211 9.3374228626489622 3.8097473792731762 2.6883696652948856 1.3641164526343343 3.6252773553133002 2.2241757758893068 1.7540538213215766 29.397804172942415
leaf_count=776 960 103 37 123 322 24 118 36 220 73 41 36 101 109 70 73 289 532 13 28 58 38 34 56 22 19 54 41 8 219
internal_value=0.00016809 -0.000136581 -0.000712819 -0.00100362 -0.00165019 0.000178477 -0.000163103 0.000420642 -0.000955493 9.17362e-05 0.000398128 -0.000449635 0.000501526 0.00115923 0.000194109 -0.000226721 0.000445006 0.000323344 -0.000134072 0.000433566 -0.00025247 -0.00138235 0.000523617 -0.00252527 -0.00166305 -0.0018408 0.000143559 0.000329557 -0.00142841 0.000552919
internal_weight=402.963 136.026 38.6015 33.9788 19.2052 5.90171 14.7736 12.0245 5.6711 97.4244 62.214 35.2104 60.0937 21.1795 18.8661 15.1945 10.7293 266.937 51.8331 215.104 24.9589 14.7369 190.145 9.6469 6.49812 4.46518 38.9142 35.2889 3.97823 31.3106
internal_count=4633 2892 983 946 469 147 477 359 323 1909 646 1263 605 210 487 451 362 1741 545 1196 202 144 994 106 78 89 395 341 49 292
is_linear=0
shrinkage=0.00245095


Tree=382
num_leaves=31
num_cat=0
split_feature=16 0 6 15 4 15 6 15 4 14 0 5 12 6 19 16 7 13 10 18 5 5 17 16 15 13 16 17 7 15
split_gain=6.31817 3.31882 3.44113 3.74943 4.0577 3.7959 3.18792 2.92691 2.80941 3.38626 3.11462 2.78354 5.27429 2.70184 4.5382 3.29753 2.99812 2.83863 3.0599 2.75073 2.70775 3.13026 3.66421 3.07817 3.60995 2.68725 2.82431 2.91093 2.91025 2.86458
threshold=18.594956516900002 86.09518316945001 15.205355270700002 28.579157549250002 191.74731805145004 29.171703351550004 15.635365317800002 31.445204138150004 248.32992249220004 256.87274144255008 85.931187223550012 19.973460566700002 367.09662155515008 13.665319288000001 13.051052998800001 14.504966081100003 20.369725696500005 101.51349054760001 68.20618276945001 15.454705336800002 12.306951632950001 13.252098438300001 201.23649604560003 14.464966174600002 16.891056077300004 116.87802876315001 22.574947209950004 187.32964365115004 20.869210126600006 42.629181320700006
decision_type=2 2 2 2 2 2 2 2 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 -3 5 -5 7 13 25 -10 -11 -6 -13 17 15 -15 -16 18 -1 -17 -20 -22 23 24 -23 -2 -27 28 -28 -30
right_child=1 2 -4 4 11 -7 -8 -9 9 10 -12 12 -14 14 16 19 -18 -19 20 -21 21 22 -24 -25 -26 26 27 -29 29 -31
leaf_value=-0.002307729957232081 0.0015890901081010052 0.00093679874111458894 0.00069949182545497835 0.00072916298137977551 0.00036899539408958025 -0.0027533388698682006 -0.0016276132347583707 -0.0016913322062464854 -0.0031330143578803421 -5.5834309225541052e-06 -0.0018187955865442225 -0.0019425388412022497 0.0013512236334190732 -0.00097564164743731998 0.0016292100014517008 0.00045955908510220096 -0.0023042920128906789 -0.0011067708182958527 -0.00044472710664268515 0.0017306522257536222 0.0011760113757262431 0.00076663947488644804 -0.0018163944792195955 0.0015025566149970131 -0.00089127512507674678 -0.0013753401973911701 0.0012463401258633086 0.00078493624704542748 -0.0011397458581795038 0.00074117423970148396
leaf_weight=2.536034742370247 6.1411072425544253 16.767877355217934 131.65859597921371 1.8600538745522488 28.74438139423728 4.4183129481971264 5.8957245373167089 4.6478238310664883 1.8436734452843655 26.18973198719323 4.6681722979992619 6.4885651841759664 2.9610788710415363 4.9767397069372228 1.0221283845603455 26.640270636416972 3.9120026864111423 13.488122273702173 35.989229351049289 9.7175199910998327 12.53127002995461 10.243400316685443 4.1720511903986326 6.2569707334041587 11.842963298782704 4.5779552487656465 4.3627902120351818 24.83635529037565 12.385760426521303 4.660459764301776
leaf_count=55 29 71 658 7 147 65 371 183 24 278 45 79 20 68 5 189 86 205 1206 41 96 98 65 26 198 95 17 106 83 17
internal_value=0.000180523 0.000362099 0.000513205 0.000112714 -0.000197999 -0.0017216 -0.000152915 -9.41597e-05 3.70225e-05 -0.000440741 -0.000279885 5.24515e-05 -0.000910427 -4.23671e-05 0.000364302 0.000585586 -0.00148945 -0.000236227 -9.57252e-05 0.00079929 -2.65e-05 0.000307635 -2.70328e-05 0.000236356 -0.000122353 0.000311292 0.000156893 0.000308573 -0.000244051 -0.0006255
internal_weight=436.437 282.565 192.899 61.2403 44.4724 6.27837 153.872 147.977 89.666 32.7016 30.8579 38.194 9.44964 143.329 46.2687 41.3345 4.93413 97.06 83.5719 36.3578 81.0359 45.0467 32.5154 28.3433 22.0864 56.9644 50.8233 46.2454 21.409 17.0462
internal_count=4633 1741 1047 389 318 72 2892 2521 694 347 323 246 99 2338 389 298 91 1949 1744 230 1689 483 387 322 296 347 318 223 117 100
is_linear=0
shrinkage=0.00204504


Tree=383
num_leaves=31
num_cat=0
split_feature=10 7 5 18 16 19 9 0 6 17 15 7 16 7 5 15 10 19 15 10 18 18 17 10 9 9 17 17 9 2
split_gain=0.666483 0.935092 0.837368 0.694907 1.56133 1.78129 1.40386 1.32773 2.44835 2.27843 1.52482 2.23274 1.20907 1.20499 1.17764 1.15581 1.30892 2.40175 1.06807 1.05529 4.41793 2.60532 1.01654 1.48892 1.01606 1.57691 2.38709 2.21115 2.2063 1.75102
threshold=90.937096262400004 27.973342028250006 7.754880527600001 17.327266398450003 17.684958644900004 12.651020723000002 184.83999455315004 98.51854819030001 12.255286342800002 205.28496454895003 22.248428019100004 25.959674155500004 14.184966829400002 20.558604996750002 13.713273242250002 21.132409465200002 80.538140213850014 13.351077205700003 19.077611477100003 76.871083323950003 16.115468395400004 16.012058908900006 212.38791228795003 64.294476189700006 226.58992707320002 219.46060697480002 205.96542837505004 208.35751021765003 215.63980588275004 250.17063008210002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=3 2 -2 7 5 -5 -7 19 9 12 -10 -12 13 -9 -15 -14 17 -17 -11 21 -21 22 24 -24 25 27 -27 28 -1 -29
right_child=1 -3 -4 4 -6 6 -8 8 10 18 11 -13 15 14 -16 16 -18 -19 -20 20 -22 -23 23 -25 -26 26 -28 29 -30 -31
leaf_value=0.0012939048092420334 -0.037113500834652202 -0.036868558598367754 0.026968529606147294 0.012384504233677861 0.039327016641253883 0.018356966001878212 -0.040457126030415916 0.039256311068209607 -0.043817541371623012 0.0049887920980248796 -0.032751300779816243 0.02039994115004291 0.022442539059245706 -0.0021200847471965602 -0.030624236530688027 -0.041605775671347482 0.017748348459901732 0.020389260440350134 -0.041892888257707747 -0.045617617823672879 0.035061822964320311 -0.035489412735810848 0.034856487089918613 0.0011170834838790781 0.0236106505189311 -0.035807067607246688 0.01340231773273084 -0.037843981783547559 0.024558706661944429 0.0081359390702737833
leaf_weight=238.67396276554791 0.39781614934327014 1.4564034653303677 0.82726427650777623 7.8313765896018577 1.937437206506728 0.7670715115964416 1.7646762854419646 0.74390234798193589 3.1311030886135987 0.87228986760601346 2.4851085469126701 1.7919728476554153 5.8747855769470316 8.5696482239291054 2.4569296552799633 1.9448479730635884 2.9473333284258842 1.4275161847472189 2.4060514238663018 1.1417579203844059 4.1230862606316805 2.5316513613797715 2.934772200882434 4.1735945921391249 2.622276969254016 3.6059441464021793 2.0295800622552633 3.3144942983053616 5.4937191526405504 1.6265883259475229
leaf_count=2530 67 399 88 160 17 10 54 4 84 30 55 27 69 292 135 72 23 4 91 105 25 48 28 32 19 44 12 46 46 17
internal_value=0.000809265 -0.0172105 0.00615939 0.000960632 0.00941979 0.00382849 -0.0226376 0.000621614 -0.00607013 -0.00103906 -0.0245717 -0.0104825 0.00284321 -0.00545493 -0.00847135 0.0108528 7.90211e-05 -0.0153634 -0.0294188 0.00147326 0.0175653 0.00115596 0.00150674 0.0150468 0.00113277 0.000901386 -0.0180848 0.00133091 0.00181736 -0.0227075
internal_weight=321.905 2.68148 1.22508 319.223 12.3006 10.3631 2.53175 306.923 34.6515 27.2433 7.40818 4.27708 23.965 11.7705 11.0266 12.1945 6.3197 3.37236 3.27834 272.271 5.26484 267.007 264.475 7.10837 257.367 254.744 5.63552 249.109 244.168 4.94108
internal_count=4633 554 155 4079 241 224 64 3838 886 720 166 82 599 431 427 168 99 76 121 2952 130 2822 2774 60 2714 2695 56 2639 2576 63
is_linear=0
shrinkage=0.036296


Tree=384
num_leaves=31
num_cat=0
split_feature=10 18 17 13 5 16 18 2 15 3 6 10 5 13 19 10 15 0 3 0 18 6 4 10 9 2 6 8 6 8
split_gain=0.759557 0.837465 1.65787 1.13459 4.11899 1.33677 3.57065 1.6525 1.1984 2.7696 3.08263 3.3393 2.27325 0.814358 2.65199 2.63609 1.66706 1.6036 1.53838 1.68277 2.77614 2.77175 2.08103 6.55922 2.18144 2.89767 2.05832 2.2589 2.90375 2.49924
threshold=54.884872733100003 11.207537862500002 162.04221493815001 118.84598011460001 30.133297129900004 22.694946929300002 13.405741979600002 125.02712973155002 44.732387748900003 93.82450029455002 16.405383309150004 61.971648364950006 24.367802910700004 115.13321943645001 14.551174033150001 62.678712853250012 42.076928760450009 88.350799540950007 91.496295553550013 86.345209775600011 13.900697602550002 16.455384477450004 248.32992249220004 61.950140699950005 195.74493321760002 189.32640726775003 16.375382608200002 8.2435668022500028 16.555386813950005 8.0437227585500022
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=-1 -2 -3 5 -5 8 7 -7 13 10 12 -12 -10 14 16 18 -4 -17 -15 22 21 -21 26 24 25 -24 -20 28 -28 -30
right_child=1 2 3 4 -6 6 -8 -9 9 -11 11 -13 -14 15 -16 17 -18 -19 19 20 -22 -23 23 -25 -26 -27 27 -29 29 -31
leaf_value=-0.032140146393609743 0.020531972496988918 -0.026527411332594262 0.00050948863464653758 -0.036542587695927248 0.014735242721301023 0.0077758949866224818 0.030724073881940657 -0.018890095962437719 -0.039076298410653784 -0.034546699063414538 -0.020660900759536464 0.016878653524598202 2.6957619791172713e-05 -0.016656698711909657 -0.032925471226801561 -0.0014268964479131735 -0.032965831005097535 0.023976870901633709 -0.019938340429583968 0.017830526302763682 -0.011572283144526152 -0.00037490434222904286 -0.053116959737399008 -0.039268971295072577 0.021583131887149602 0.0056286809077431667 0.024767923690627688 -0.0013975645440531795 -0.040158495949585982 0.016824296130394961
leaf_weight=0.690593593462835 2.0707289185374966 2.1937294270028351 160.3742630778288 3.2741963132284573 2.8826102646999061 7.138215631246565 5.3333609029650679 3.3375360881909728 3.0884093064814868 2.9897026945836833 3.1406534295529118 8.8624743875116092 2.7506262185052037 4.3702889978885642 2.3993596720974883 3.361841954290866 1.4691491574048985 8.7884067222475988 3.6313179917633525 20.681181035935879 6.5716344509273759 13.542924493551252 1.1374587612226585 5.265654031187295 4.1060643158853054 2.9597043469548225 8.8670015931129438 20.470658510923386 1.4602747939061367 1.5556394755840299
leaf_count=137 14 290 2853 99 21 37 34 32 42 122 33 42 30 24 21 21 25 60 30 144 62 57 12 48 14 54 50 101 119 5
internal_value=0.000631614 0.000702767 0.000572829 0.000762277 -0.0125344 0.00102837 0.00988811 -0.000719792 0.000548442 -0.00668187 -0.00201274 0.00705632 -0.0206557 0.00110421 -0.000278386 0.00323104 0.000205613 0.0169479 0.00146964 0.0023474 0.0070505 0.0106264 -0.00153231 -0.0120214 0.0054689 -0.0106803 0.00239367 0.00490018 0.0157493 -0.0107662
internal_weight=318.766 318.075 316.004 313.811 6.15681 307.654 15.8091 10.4758 291.845 20.8319 17.8422 12.0031 5.83904 271.013 164.243 106.77 161.843 12.1502 94.6198 90.2495 40.7957 34.2241 49.4538 13.4689 8.20323 4.09716 35.9849 32.3536 11.8829 3.01591
internal_count=4633 4496 4482 4192 120 4072 103 69 3969 269 147 75 72 3700 2899 801 2878 81 720 696 263 201 433 128 80 66 305 275 174 124
is_linear=0
shrinkage=0.0312825


Tree=385
num_leaves=31
num_cat=0
split_feature=16 0 2 16 6 13 2 15 7 0 5 9 8 9 17 5 19 15 16 13 12 16 5 2 7 5 13 13 6 5
split_gain=4.77295 3.95805 3.65184 3.6573 3.40611 4.1093 2.89183 10.2098 5.28278 3.83738 2.39996 2.68438 2.38536 2.92448 2.87421 2.73902 2.56129 2.3409 3.40717 7.98363 3.38965 4.3879 2.74759 3.55473 5.31774 2.50948 2.30899 2.31949 4.05796 4.3
threshold=20.394952307700002 86.345209775600011 325.13486840910008 20.034953149600003 16.375382608200002 117.39690118230001 100.92170827030002 40.42701969085001 22.172877373800002 81.90387694410002 23.636018850950002 189.34276022045003 8.4434108459500017 198.91155909545003 192.44445991605002 24.148799123900002 14.351157895250003 32.99104187950001 20.674951653000004 115.13321943645001 133.59172866980003 22.574947209950004 21.252944829650001 223.32247823975004 25.290974689350005 20.911722254300006 116.67639440335002 109.40142670235001 14.375335877400001 26.144057174750003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 4 3 26 5 -2 -6 8 9 -8 -9 -12 16 -14 -15 -16 -13 18 -3 -20 21 -19 23 25 -25 -22 27 28 -1 -30
right_child=1 17 -4 -5 6 -7 7 10 -10 -11 11 12 13 14 15 -17 -18 20 19 -21 22 -23 -24 24 -26 -27 -28 -29 29 -31
leaf_value=9.1382179793574546e-05 0.00059417393457253528 0.0014875054781239066 -0.0013835121355698066 -0.0022334070559807632 0.0007089049702077272 -0.0030484980480198084 -0.0025727588955244737 0.00078644067169369471 -0.0036483608466678268 0.0026088213990031746 -0.0020037698510511643 -0.0007382130914066271 -0.0028920569659491076 0.0010134499974222429 0.00050536387357622546 -0.002872748800651245 0.0016518693609072199 0.0023936142340101 -0.0023995720034687539 0.0014070486169115318 0.00095056826996658484 -0.00029426751657627494 0.00090281970376725304 -0.0042550944159055063 0.0003039561563732173 -0.00096036779944901562 -0.0023663685247747304 0.00055155092294565235 -0.0013532967811698564 0.0016885036719322152
leaf_weight=120.08967514662072 2.7912593781948081 4.9511412680149105 10.649298997130243 3.7716047521680585 35.068478178232908 3.8036256423220038 1.4475174155086263 24.677195884287357 5.8210942223668098 1.5264712870121 3.683882397599521 3.4280972052365559 2.3088346347212783 5.8884295718744379 2.2922663539648056 2.7380386255681515 7.2811936065554619 13.081001579761507 6.6860147044062597 5.0103369355201721 13.879172705113893 4.1616064757108679 57.671949118375778 2.3144348934292784 3.1266914941370487 4.8105347082018843 2.0586224701255551 39.384407497942448 19.298668027622629 2.7615467961877576
leaf_count=2006 12 24 326 41 168 52 37 92 51 5 62 34 39 32 16 41 29 87 47 23 58 18 257 32 23 22 148 365 455 31
internal_value=0.000171597 0.000403983 -8.47709e-05 -1.09539e-05 7.83366e-05 -0.00150675 0.000187044 -0.000112513 -0.00238534 8.68119e-05 0.000269714 -0.000191945 8.6895e-05 -0.000560717 -6.77404e-05 -0.00133337 0.000886792 0.000693216 -9.78487e-05 -0.000768939 0.000826178 0.00174488 0.000632531 -1.34493e-05 -0.00163528 0.000458713 3.47026e-05 6.19311e-05 -7.37242e-05 -0.000972517
internal_weight=416.463 218.449 198.014 187.365 102.756 6.59489 96.1615 61.093 8.79508 2.97399 52.2979 27.6207 23.9369 13.2276 10.9187 5.0303 10.7093 115.693 16.6475 11.6964 99.0454 17.2426 81.8028 24.1308 5.44113 18.6897 183.593 181.534 142.15 22.0602
internal_count=4633 1261 3372 3046 670 64 606 438 93 42 345 253 191 128 89 57 63 591 94 70 497 105 392 135 55 80 3005 2857 2492 486
is_linear=0
shrinkage=0.00227998


Tree=386
num_leaves=31
num_cat=0
split_feature=16 15 18 3 6 6 4 19 16 13 10 18 7 5 12 18 13 4 4 16 7 6 2 0 10 15 6 8 18 0
split_gain=3.53397 2.86628 2.60552 2.79015 2.34859 2.73321 3.41675 4.00055 2.56644 2.26344 2.9069 2.79071 2.61373 3.60907 3.09129 2.93768 3.68963 2.10227 4.31225 3.49018 3.04268 4.25751 4.58643 2.78885 2.86899 2.51348 2.07847 3.57081 2.68643 2.42177
threshold=18.594956516900002 28.444110612900001 14.032563378150002 84.850427055100013 15.635365317800002 13.665319288000001 198.95919911430005 12.851036860900001 14.544965987550002 103.75835308650001 68.20618276945001 13.24088655595 22.958251375150002 15.332427622700001 144.66294237600002 15.015859748200002 98.255079293500017 309.25865594525004 312.24436677560004 22.674946976100003 23.131311951800004 15.745367888000002 358.71993462570009 88.729872137350014 62.041548276350007 25.186533201700005 13.185308072600002 7.1444245619500011 15.105469479800002 104.03526427400001
decision_type=2 2 2 2 2 2 2 2 2 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 9 7 -7 -8 10 -1 -11 14 15 -12 -14 26 -2 -19 20 25 22 -22 24 -23 -20 27 29 -29 -17
right_child=17 2 -4 -5 -6 6 8 -9 -10 11 12 -13 13 -15 -16 16 -18 18 19 -21 21 23 -24 -25 -26 -27 -28 28 -30 -31
leaf_value=-0.0030965127533026486 0.00049878800418741887 0.0034189017585850778 -0.0025687845014280997 -0.0021422302506715085 -0.0020333008680628751 0.00048838901861472173 -0.00061166821391592772 -0.0025927773420877389 0.0016642523225739534 0.0017613004124289611 -0.003128255303589672 -0.0031690664651494033 -0.0030866490293242344 -0.0033514336076438029 0.0012578376687495912 -0.0029819788378056262 0.0007883292403460581 -0.0030599858589968661 0.00083256631985095114 0.001877872536356713 -0.0028181876177802833 0.00099920089004543883 0.0021105457875705311 0.0026780790505902302 -0.001525444678737704 -0.0036058281158825533 0.0016651050239187171 0.002199940130436459 -0.0030167799148216263 -2.3252084469210862e-05
leaf_weight=2.4259128412231794 216.74776077596471 1.3497380316257461 6.490107003133744 1.3578973952680824 4.3160426137037566 10.988110674545167 4.5577748115174499 4.4388739559799424 20.161885496228933 1.1131186671555031 1.3083961866796041 3.8082765936851501 2.4793074284680179 2.7899499027989796 15.347983539337291 2.288310554809871 23.83509778091684 3.5425458028912535 1.3452688641846169 6.8121151952072969 5.9629298299551037 10.618289008736612 1.8579043038189409 4.3449863586574784 4.9522456862032405 3.3194465660490096 2.7763094734400502 0.83162603806704183 6.769309458322823 22.332019350724295
leaf_count=55 1293 3 248 37 349 112 64 67 102 10 47 69 88 56 153 72 216 96 13 52 71 61 11 28 42 74 16 4 399 725
internal_value=0.000199296 -0.000148489 -0.00162714 0.000629957 -4.5899e-05 2.09825e-05 0.000613353 -0.000398168 0.00124462 -0.00024894 -0.000142153 -0.00205392 -5.34064e-05 -0.000304597 0.0009133 -0.000165954 -4.28707e-05 0.00038929 -0.000165802 9.56601e-05 -0.000279039 6.51917e-05 -0.00164733 0.000737698 0.000196231 -0.00232583 -0.000608959 -0.000804902 -0.00244601 -0.000298248
internal_weight=401.27 141.766 9.19774 2.70764 132.568 128.252 40.1466 15.427 24.7197 88.1056 83.1842 4.9214 80.7583 64.1019 16.6564 61.312 58.8327 259.503 42.7557 39.2132 32.4011 27.7364 7.82083 19.9155 15.5705 4.66472 34.9976 32.2213 7.60094 24.6203
internal_count=4633 2892 288 40 2604 2255 345 179 166 1910 1831 79 1776 1576 200 1520 1432 1741 448 352 300 213 82 131 103 87 1216 1200 403 797
is_linear=0
shrinkage=0.00273913


Tree=387
num_leaves=31
num_cat=0
split_feature=15 6 19 13 2 9 0 13 6 18 9 5 2 18 3 8 8 8 3 6 17 3 0 16 12 18 7 13 17 9
split_gain=0.693391 0.940352 0.718011 2.131 1.70754 2.52639 3.46573 3.30473 2.71404 2.91322 3.0071 2.61961 2.09877 2.06475 1.82269 1.75428 3.77707 2.62902 2.3636 1.68405 2.29978 1.99518 1.63551 1.61392 1.80013 6.58761 3.06061 1.72767 1.60471 1.59724
threshold=51.19990836680001 17.995420460100004 14.351157895250003 113.89115178020002 285.01633004880006 195.34352961910002 85.990333302400003 115.13321943645001 16.525386113000007 13.122774073950001 186.70853236170004 20.201591378100002 180.42199898520002 12.816643511250001 93.077108934250006 9.5425530862500008 8.8430989333000021 8.6432548896500023 92.695347879750017 16.585387514950003 183.58889821140002 100.48918799990001 86.345209775600011 22.694946929300002 322.74414298955008 14.646070254650002 26.168093931450006 82.420060905150009 195.18216166535004 200.84251237905002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 -2 19 -4 5 6 8 -7 9 10 -5 -9 28 -10 -6 16 17 18 29 23 21 -21 -20 24 -1 -26 -27 -28 -8 -13
right_child=1 -3 3 4 14 7 12 11 13 -11 -12 15 -14 -15 -16 -17 -18 -19 22 20 -22 -23 -24 -25 25 26 27 -29 -30 -31
leaf_value=0.00075750543588049219 -0.031981715635955837 0.010944272456323404 -0.019726400394631416 -0.007656608790388506 0.027239741940093723 -0.037351501376797977 0.025549843135183933 0.019769922925458795 -0.0077735819486752259 0.0059899340177744205 -0.045715292745680751 -0.0071046883959679039 -0.00014348322866654565 0.016302615854420846 -0.003208062091318398 0.012782275090431418 -0.030732518172416203 0.010150200010171808 -0.016122668201915269 0.011594905583683882 -0.041622196039771873 -0.018212671582418797 0.0063848017754585392 0.021215709202876559 -0.041522214775051969 0.017858441496766259 0.010242748084227496 -0.026854992045769042 0.0024238526515468349 -0.038050764794159322
leaf_weight=186.14708247280214 1.2235340198967595 0.66179955005645741 3.4454980737064025 5.0938885100185889 4.8762152902781954 2.1961763352155677 12.821636475622656 4.6151380091905585 4.2729492122307411 6.1802863036282361 2.6593812054488808 2.5683602392673555 5.2535605430603018 10.044920109212397 2.5045008324086666 4.8835406042635432 4.4350451417267314 9.8268331168219429 4.1269825277850014 3.3434518188005296 1.8072021406260317 4.3470346567046363 7.953384967520833 3.065085992217063 3.9940892406739286 5.2338955120649171 1.5940562835312446 3.1329667251557112 3.1445544660091391 3.0953399054706097
leaf_count=2862 58 5 38 37 46 16 121 27 30 38 38 14 26 45 32 34 62 60 46 38 26 358 43 20 99 94 112 156 16 36
internal_value=0.000627545 -0.0169136 0.000731981 0.00270738 0.00347608 0.00241207 0.00690189 -0.0026706 0.000247264 -0.00886757 -0.0207108 -0.000835491 0.0157617 0.00911744 0.0169079 -0.00341338 -0.00588454 -0.00188751 -0.00855411 -0.000234035 -0.0121739 -0.00525378 -0.00130436 0.000324132 4.12256e-06 -0.0100453 0.00257616 -0.0143448 0.0209952 -0.0240174
internal_weight=318.548 1.88533 316.663 103.998 100.553 93.172 49.4712 43.7008 28.2514 13.9336 7.75327 41.5046 21.2198 14.3179 7.38072 36.8895 32.0059 27.5709 17.7441 212.665 9.49769 7.69049 12.0804 203.167 200.102 13.955 9.96092 4.72702 15.9662 5.6637
internal_count=4633 63 4570 805 767 689 351 338 188 113 75 322 163 75 78 295 261 199 139 3765 422 396 89 3343 3323 461 362 268 137 50
is_linear=0
shrinkage=0.0290103


Tree=388
num_leaves=31
num_cat=0
split_feature=19 3 15 6 19 3 12 6 15 8 7 16 14 13 18 16 7 10 17 13 0 7 7 7 10 19 10 10 8 8
split_gain=0.685892 0.85119 0.612001 0.849397 0.63925 0.985382 0.745354 0.731708 2.78394 1.74309 1.08187 1.00543 1.51331 0.949218 1.29873 1.04741 0.808463 3.19811 1.3996 1.31874 2.11314 1.28495 1.80431 2.32178 1.25553 1.15739 1.07841 0.88673 0.80798 1.80396
threshold=9.4507625164000029 85.850533479600017 51.19990836680001 17.995420460100004 14.651182102100002 93.883646373400012 58.770113158150004 17.435407375500002 32.145494189350011 9.5425530862500008 22.435297587800004 22.794946695500006 144.12207640715005 117.97223122220002 11.336736528850002 22.704946905950003 19.052023743050004 61.821094709650005 171.19957438235002 117.69263157665002 85.619326080400015 19.506002767000002 22.502236473750006 22.721067571950005 61.917879202350001 11.550931964450003 55.887667615750004 61.923256118600001 8.8430989333000021 8.7431769115000026
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 4 -4 6 -6 -2 11 -9 10 -10 12 -8 15 -15 16 18 25 26 20 21 -19 -23 -24 -22 -18 -14 -26 29 -29
right_child=2 -3 3 -5 5 -7 7 8 9 -11 -12 -13 13 14 -16 -17 17 19 -20 -21 24 22 23 -25 27 -27 -28 28 -30 -31
leaf_value=-0.027946811337591769 0.015638565225603682 0.02175422861064957 -0.028918553529754237 0.0092374200045465139 0.012294539759327748 -0.0046036338617089995 -0.020919339268367334 -0.03529613397664922 0.0028399502584768111 0.012960642068863666 -0.027611815796648908 0.015805393955392506 -0.011633172007610776 0.009028406912139372 -0.033755741740396597 0.011154091040586773 0.0073045526366562986 0.022991595085362988 0.025596682059585336 0.013100908794676996 -0.018073526593529947 -0.03351253446435834 0.013343735937978668 -0.030838859336039977 0.021793979916991342 -0.038981020384302206 0.012680752545866234 0.00048442556119426524 -0.010545738932485251 0.013384899228635576
leaf_weight=1.1561684812186275 2.2508683986961833 0.30512737436220039 1.1165935937315214 0.64477750658988942 7.6008373089134675 3.5453434083610773 2.3093693512491873 1.9259247708541787 1.5278366196434947 3.7470823572948575 1.7577433297410605 3.0072876606136552 2.4243565401993683 0.81200423045083825 1.2816541960928587 6.5902824643999329 0.46932395070325528 0.59206120111048122 2.4227885892614722 5.7044501528143874 2.4901251122355452 2.8161781392409466 2.0144219553330918 1.4211288937367497 1.4035575091838826 1.9556848874781279 2.7029229663312435 236.53711392235709 4.3998392859939477 7.8461283035576335
leaf_count=320 15 6 58 5 41 37 17 209 18 32 34 17 52 19 31 39 15 4 22 25 20 232 14 51 5 89 25 3096 45 40
internal_value=0.00052291 -0.0175689 0.000607289 -0.014951 0.000695247 0.00691962 0.000464303 0.000349749 -0.00710029 0.000621257 -0.0134514 0.00058053 0.000420548 0.000594146 -0.0171623 0.000726074 0.000476352 0.000235399 0.00901813 0.00051206 0.000235348 -0.0142773 -0.0178068 -0.00493257 0.000628425 -0.0300231 0.00118428 0.000814567 0.000696208 0.000898606
internal_weight=314.779 1.4613 313.318 1.76137 311.556 11.1462 300.41 298.159 8.95859 7.03266 3.28558 289.201 286.193 283.884 2.09366 281.79 275.2 267.65 7.55007 265.225 259.521 6.84379 6.25173 3.43555 252.677 2.42501 5.12728 250.187 248.783 244.383
internal_count=4633 326 4307 63 4244 78 4166 4151 293 84 52 3858 3841 3824 50 3774 3735 3636 99 3532 3507 301 297 65 3206 104 77 3186 3181 3136
is_linear=0
shrinkage=0.0264688


Tree=389
num_leaves=31
num_cat=0
split_feature=13 13 5 0 7 0 16 10 16 10 16 6 3 5 14 16 17 16 19 5 17 5 6 5 6 12 5 16 16 3
split_gain=6.16345 4.92452 4.54675 2.77882 6.27863 5.05201 3.37899 3.28534 3.42617 2.69113 2.59225 2.55706 4.02265 2.49389 2.48646 6.78597 4.40954 3.42398 8.08849 2.87372 2.47536 3.66766 2.52287 2.42047 2.37285 2.30904 2.29053 2.12145 2.09342 2.08223
threshold=109.34496908160001 108.87986582505 23.605484525250002 95.44832900530001 20.797746106000002 97.886760529650019 16.759960807900004 78.196493182200015 14.969964993700001 90.937096262400004 18.714956236300004 16.405383309150004 93.14163192940002 16.316541761950003 305.23266569440005 22.614947116400003 216.28597325495002 19.224955043700003 13.751109481500002 21.950234501100002 172.18378740490002 20.872540794500004 14.745344522600002 13.153721664750002 13.665319288000001 245.75615448465001 14.608687763150002 22.674946976100003 21.124950600700004 86.26455603170001
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 3 14 4 6 13 25 8 -7 -9 -4 27 -13 23 17 16 19 -2 -19 -16 21 -6 -22 -5 26 -1 -10 28 -12 -20
right_child=2 -3 10 5 20 7 -8 9 24 -11 11 12 -14 -15 15 -17 -18 18 29 -21 22 -23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.00093785006041753431 0.0013132570007005834 -0.0022419062631674333 -0.001542994066285215 -0.00019741488916364661 0.0015947221516672686 -0.0022827508655266912 0.0018846664178401823 0.00010786934584417981 -0.0001559190948581483 -0.0011494303369112434 0.00035305357459123921 0.0017583841351930499 -3.0450073659192313e-05 0.00024537016733521363 -0.0025825239116481534 0.00096234244597234893 0.00085202169362203265 -0.0017711023416973584 0.0015854528108399314 -0.00065874199723842076 -0.001694780917141034 -0.0020708322707983524 0.00011159318582394362 0.0015421509176704123 0.00063665695931428468 0.00094612654018239462 -0.0017619350966026628 0.00082465770113575635 -0.0020240924531004286 0.0004845111353369274
leaf_weight=4.9598606480285508 16.493485764600337 3.4451488023623815 3.8734439517138517 3.3647624421864739 2.3484326153993638 4.2302611237391856 3.8817871231585732 58.120536961127073 6.2406606329605001 6.0923757802229366 1.6035459190607051 4.5395896136760703 39.534509733319283 32.063144830986857 4.5789662115275878 11.143329814076422 3.3622443526983252 5.1314097084105006 5.7818383648991576 5.5804958790540695 14.876832184381785 1.4181183497421441 3.0114394407719365 11.265784848481415 4.559573868289589 3.6639334406936541 5.3362249694764614 1.7238022480159996 4.768416658975184 148.127541013062
leaf_count=105 63 86 299 39 19 90 13 890 82 554 12 15 452 184 63 61 24 36 16 37 382 82 43 50 33 30 79 12 70 712
internal_value=0.000154746 -0.000112193 0.000330675 -6.78415e-05 -0.000525102 5.11484e-05 0.000490246 -0.000211188 -0.000841022 -1.14204e-05 -0.000122445 -1.69737e-05 0.000153798 0.000526337 0.00045752 -7.75589e-05 -0.000934549 0.000532706 0.000451758 -0.00152581 -0.00111146 0.000214629 -0.00139068 0.00114208 -0.000463065 -0.000137418 -0.000896193 -0.000946672 -0.00142587 0.00052587
internal_weight=425.121 168.879 256.243 165.434 34.1604 131.273 12.5056 84.5796 20.3667 64.2129 56.0433 52.1699 44.0741 46.6937 200.199 24.665 13.5217 175.534 159.041 10.1595 21.6548 3.76655 17.8883 14.6305 16.1365 8.62379 11.5769 8.09576 6.37196 153.909
internal_count=4633 2761 1872 2675 674 2001 148 1728 284 1444 860 561 467 273 1012 185 124 827 764 100 526 101 425 89 194 135 161 94 82 728
is_linear=0
shrinkage=0.00179978


Tree=390
num_leaves=31
num_cat=0
split_feature=16 13 17 4 6 6 5 9 5 6 0 5 9 3 3 16 19 18 0 10 5 10 3 8 15 15 5 17 10 5
split_gain=3.4665 3.1878 2.84584 3.51324 4.0698 2.50647 2.35679 2.40159 2.21933 2.567 2.36336 4.63694 2.56149 2.14045 6.24706 3.29894 7.01857 2.53392 1.9467 1.87556 1.82112 1.82284 1.81143 1.89971 2.03127 1.87986 2.21474 2.19303 2.06775 2.19287
threshold=18.594956516900002 105.40368946235002 191.86029796145002 195.04069921150003 14.355335410100002 15.635365317800002 23.714185006400005 226.58992707320002 12.306951632950001 14.355335410100002 98.51854819030001 14.47989612135 53.361180680650008 85.589753040950015 84.812788641250009 19.224955043700003 13.751109481500002 14.390586827150001 82.250688042950017 83.602982482550019 16.222050829800004 75.629015667650023 82.234557294150008 7.1444245619500011 26.912781836550003 23.585080304000005 7.754880527600001 201.39543491635001 90.679004281900021 5.3654262215500008
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 8 3 -3 -5 -6 13 -8 22 10 20 19 -13 14 -2 -15 -17 -16 -7 -12 -10 -22 23 25 -25 26 27 28 29 -1
right_child=6 2 -4 4 5 18 7 -9 9 -11 11 12 -14 15 17 16 -18 -19 -20 -21 21 -23 -24 24 -26 -27 -28 -29 -30 -31
leaf_value=0.00098503695688852296 0.00063565386050476414 -0.0021873296415349263 -0.00311006886692611 -0.0033579704328072181 0.0019242087143530634 -0.0028799045795694089 -0.00030160321304356104 0.0022701322149544963 0.0018527626557989772 -0.0025085984080794733 0.0007513616156003851 0.0014524392380032647 -0.0021338582120394686 0.0019517444362950806 -4.4754149973628228e-05 -0.0031857310548618041 0.00060729929788782199 -0.0034803566065378998 0.0034738032405795356 -0.0020404508095195669 0.00076805336130120725 -0.0014154201058359209 -0.0030668355242969973 -0.0030712750478954095 0.0030510482927436828 -0.003012814770096807 0.0010795137243682197 -0.002897876018062755 -0.0028569856047230744 -0.0028810767047590603
leaf_weight=7.8107196027413135 18.731486439704899 6.8125419316347751 4.4094493768643579 1.8883531121537078 6.9475011648610216 1.6930097951553764 46.928167766425759 2.965515971183776 10.523489877581595 2.4421002515591672 24.136547445785258 1.8148116320371617 9.7419768329709751 13.374199725687502 2.4490435272455207 3.8327943179756394 167.96888904459774 5.0481105167418718 0.47415289282798756 2.0017125187441698 22.952071833889935 3.3678908986039451 2.1186868774238965 3.1902334589976813 0.47873716056346882 1.6304722125641991 9.6675911897327733 2.6885594935156396 1.7558434848906461 1.316964467987418
leaf_count=121 95 366 134 29 57 139 532 13 63 79 284 11 201 63 19 33 903 83 1 58 192 24 134 257 2 55 156 214 227 88
internal_value=0.000209128 -0.000160967 -0.00111659 -0.000623189 0.000345252 0.00111248 0.000393062 -0.000148748 3.63479e-05 0.000287495 0.000379103 -0.0001088 -0.00157069 0.000520935 -0.000220068 0.000625892 0.000522679 -0.00235807 -0.00148978 0.00053756 0.000878283 0.000488657 -0.000594272 -0.000410714 -0.00227242 -0.000136066 6.57641e-05 -0.000656344 -0.000102618 0.000427225
internal_weight=391.162 129.863 22.225 17.8156 11.003 9.11466 261.298 49.8937 107.638 76.9806 74.5385 37.695 11.5568 211.405 26.2286 185.176 171.802 7.49715 2.16716 26.1383 36.8435 26.32 30.6578 28.5391 3.66897 24.8702 23.2397 13.5721 10.8835 9.12768
internal_count=4633 2892 726 592 226 197 1741 545 2166 912 833 554 212 1196 197 999 936 102 140 342 279 216 1254 1120 259 861 806 650 436 209
is_linear=0
shrinkage=0.00277154


Tree=391
num_leaves=31
num_cat=0
split_feature=16 16 17 10 9 2 9 7 16 7 6 7 4 4 4 16 7 6 2 15 0 10 9 19 16 0 6 4 6 0
split_gain=4.71599 3.17062 3.59651 3.84585 4.80075 4.43869 3.75388 3.60671 2.8577 2.81219 2.77251 4.29905 2.66151 2.36781 5.08728 3.35665 2.99549 3.54264 4.86964 3.00745 2.99571 2.806 2.31089 2.22236 2.66358 2.98771 2.98719 4.34687 2.73484 3.58526
threshold=18.594956516900002 16.094962363000004 236.15709471040003 71.053259929650025 191.61296531520003 195.72231170465002 73.466513400400018 22.375171215700004 15.124964631250002 19.506002767000002 13.005303866850001 24.040556609400003 267.06082587310004 309.25865594525004 312.24436677560004 22.674946976100003 23.131311951800004 15.745367888000002 358.71993462570009 25.186533201700005 88.729872137350014 62.041548276350007 196.17233399030002 12.250988447150002 13.534968349350001 104.22883325935001 12.625294988000002 233.57190478505004 11.085259005300001 104.03526427400001
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 8 3 5 6 7 -5 9 23 -3 11 -10 -12 -2 -15 16 19 18 -18 -16 21 22 -19 24 -1 26 28 -28 29 -26
right_child=13 2 -4 4 -6 -7 -8 -9 10 -11 12 -13 -14 14 15 -17 17 20 -20 -21 -22 -23 -24 -25 25 -27 27 -29 -30 -31
leaf_value=-0.00052879306929644136 0.00053633510452308147 0.00097300300247172905 0.0014958915820047691 -0.0028958263930735093 -0.0027614444462725012 -0.0030818762582366689 0.0017925654791789579 0.0019263022772309682 0.0012778642025805334 -0.0029712275669763807 0.00053306993984038862 -0.0031625461045168119 0.0025008105925476954 -0.0031073312166061359 0.0013246451545083637 0.0018408331574895863 -0.0025919382106345946 0.0026766936376156707 0.0022188967051106311 -0.0037776697831262852 0.0025987133094240388 -0.001518396309091941 7.1601408004904855e-06 -0.0013935049736407774 -0.0034408075329448668 -0.0019780707956035845 -0.0031255674991392422 0.0010696634499686227 0.0023870355146627538 0.00211978033692141
leaf_weight=33.967553858994506 222.55661388859153 2.6100242841057462 4.3182896925136438 1.9165601732675011 14.33002818841487 2.9886530518997452 3.7345533249899745 6.8733499124646187 3.5047863135114339 2.7565626970026642 13.934652760159226 3.0021926290355623 8.0387556962668878 3.9394507408142081 1.1871282085776318 7.0576860792934886 6.3201116099953669 3.6684954427182692 2.0720451921224594 3.078614772297442 4.7245066314935675 5.1711827237159005 6.9822329711169004 10.41285592119675 1.5661723678931656 2.8758287834934881 2.7609445373527688 5.4425024837255478 10.910635272040961 1.9070968069136143
leaf_count=1195 1293 103 38 122 323 118 23 36 37 220 74 64 43 96 13 52 71 10 11 74 28 42 51 197 29 93 62 52 43 20
internal_value=0.000210637 -0.000198358 -0.000849747 -0.00113743 -0.00192317 -0.000106466 0.00020251 0.000620047 6.35123e-05 -0.00105296 0.000790566 -0.000770854 0.00125295 0.000421992 -0.000153731 0.000135265 -0.000227259 8.67866e-05 -0.00140413 -0.00235773 0.00069575 0.000127515 0.000926644 -0.000232961 -2.96222e-05 0.000636265 0.000969123 -0.00034228 0.00171704 -0.000387609
internal_weight=404.61 137.852 39.528 35.2097 19.9811 15.2286 5.65111 12.2399 98.324 5.36659 28.4804 6.50698 21.9734 266.758 44.2015 40.262 33.2043 28.9386 8.39216 4.26574 20.5464 15.8219 10.6507 69.8436 59.4307 25.4632 22.5874 8.20345 14.3839 3.47327
internal_count=4633 2892 983 945 468 477 145 359 1909 323 218 101 117 1741 448 352 300 213 82 87 131 103 61 1691 1494 299 206 114 92 49
is_linear=0
shrinkage=0.00272331


Tree=392
num_leaves=31
num_cat=0
split_feature=6 6 3 19 0 2 3 7 12 16 2 0 13 16 7 5 13 13 16 5 10 5 16 5 5 16 2 16 3 9
split_gain=4.45677 3.6516 3.47323 4.32563 4.00659 4.09027 3.3859 4.03349 3.17564 2.84778 2.90205 2.64875 3.38677 7.75172 4.23458 7.00236 3.65668 5.30252 2.95169 3.0073 2.85817 2.32149 2.28388 3.56044 2.26527 2.19972 2.19779 3.15562 2.00302 2.87705
threshold=13.665319288000001 13.775321858200002 85.589753040950015 12.651020723000002 86.538778761000017 319.32263744460005 84.812788641250009 24.040556609400003 94.177001085000015 19.134955254150004 145.83272221200002 93.843319501450011 112.67059178900001 19.934953383400003 24.385896469550001 18.811785479000005 113.19215266625001 113.98793627290001 22.494947397000004 21.363989181350004 64.369753017350021 20.315138807500002 15.124964631250002 16.316541761950003 16.904667913650005 18.764956119400004 147.79312796670004 22.614947116400003 108.48197402175002 66.544071737050004
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=-1 -2 3 22 5 21 9 -8 -6 10 24 12 13 14 -10 -16 -14 -18 20 26 -19 -4 23 -3 25 -5 -20 -28 29 -23
right_child=1 2 4 6 8 -7 7 -9 11 -11 -12 -13 16 -15 15 -17 17 18 19 -21 -22 28 -24 -25 -26 -27 27 -29 -30 -31
leaf_value=-0.00024111374321898822 0.0017216516488605196 0.0011911679508788669 0.0017333429164472858 -0.0024102755486006848 -0.00077960939723912149 -0.0029206464908817474 0.00064595680638568939 -0.0029955844002871016 0.0017086193455864936 0.0023224575619031286 -0.002282402574473675 0.0023476549148082554 0.0024691833009968878 -0.0025357295516659877 0.0020103457726862654 -0.0035904196419509786 -0.0013428805210174615 0.0022993453979665824 -0.0016228693503878219 0.0010979507831076643 0.00049076663095281258 0.0016778932448923746 0.0014009177908593171 -0.0023576319305341491 0.00060507335957266236 0.00081607677479082134 -0.0012251340012712345 0.0012399515979433901 -0.0015992111946142068 7.3826123737502945e-05
leaf_weight=99.016152792493813 11.064687736332415 3.6921240631490972 5.4468376263976088 3.7215071115642884 7.6847753077745429 2.5614387289388096 2.4245093762874586 6.933627116959542 9.9593564495444316 2.1877485811710349 4.6428993642330161 6.4450976662337771 8.5069228485226613 5.7518721483647814 2.4687733314931384 2.8291801437735558 6.3188831657171241 15.397582493722441 4.5111496895551708 30.799660816788673 7.7620576545596114 7.0165936872363082 10.443818384781478 3.0480108000338078 9.9202386867254955 1.8777618482708929 4.8266000673174849 8.412318140268324 3.9111265356186768 112.21764627750963
leaf_count=2056 58 16 36 53 40 86 16 188 51 6 88 25 30 51 11 31 35 97 22 146 38 31 38 30 71 6 42 33 180 1022
internal_value=0.00020823 0.000350475 0.000300191 -0.000292733 0.000414852 0.000120188 -0.000824867 -0.00205213 0.000732472 -0.000311005 -0.000596752 0.000834411 0.000743723 -0.000131528 0.000774835 -0.00098054 0.000956218 0.000791269 0.000979326 0.000638791 0.00169319 0.000180759 0.000689177 -0.000413663 -9.24635e-05 -0.00132829 -0.000157936 0.000341239 0.000112087 0.000168221
internal_weight=411.801 312.785 301.72 48.8922 252.828 131.154 31.7083 9.35814 121.674 22.3502 20.1624 113.989 107.544 21.0092 15.2573 5.29795 86.5352 78.0283 71.7094 48.5497 23.1596 128.592 17.184 6.74013 15.5195 5.59927 17.7501 13.2389 123.145 119.234
internal_count=4633 2577 2519 512 2007 1355 428 204 652 224 218 612 587 144 93 42 443 413 378 243 135 1269 84 46 130 59 97 75 1233 1053
is_linear=0
shrinkage=0.0024302


Tree=393
num_leaves=31
num_cat=0
split_feature=16 5 16 2 6 5 2 0 2 6 8 16 2 18 18 13 17 13 6 6 3 16 3 17 5 5 4 13 13 6
split_gain=5.58193 4.15857 3.22738 3.32262 2.62527 3.14947 5.3644 2.65944 3.57686 2.54004 2.32883 2.28786 3.37176 5.25974 3.19768 2.62459 7.1129 2.24659 2.17144 2.0035 3.0915 1.95785 3.94924 1.93838 2.22651 4.7297 3.85517 3.58553 5.9038 4.9985
threshold=20.394952307700002 23.714185006400005 20.179952810500001 325.13486840910008 16.455384477450004 22.825270530250005 191.54391932205002 85.990333302400003 113.96113505555 16.375382608200002 2.8477776226000002 22.614947116400003 222.85070906495002 14.741741751300003 14.122113655700002 117.55283175385001 199.05253715360001 116.67639440335002 16.565387047600002 16.405383309150004 93.292185584700022 22.674946976100003 94.297668925450012 162.04221493815001 26.144057174750003 20.769304081650002 379.39767044025007 111.38282034450002 109.40142670235001 14.375335877400001
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 4 3 17 7 6 21 9 -9 -2 -5 12 -10 14 -14 16 -13 23 -7 -3 -21 -6 -23 -1 25 27 -27 28 29 -25
right_child=1 19 -4 10 5 18 -8 8 11 -11 -12 15 13 -15 -16 -17 -18 -19 -20 20 -22 22 -24 24 -26 26 -28 -29 -30 -31
leaf_value=-0.0014197685880679154 -0.0014814226982394567 -0.0012057653752076786 -0.0036207733919566879 -0.00033684345788134458 0.00042179757192493868 0.0015142905212206363 -0.0022497787656215336 0.0017065150165235118 0.00075489671728874047 0.00056804130970388095 -0.0024148783574834431 -0.0015978927314600471 -0.0038915382428144152 0.0011186812876573973 -0.00063453265996049732 0.0021339388234575046 0.0016484569583106747 -0.0022814710487710039 -0.00016156189987794371 0.0016843269593084746 -0.00021303661314542874 -0.0020624352720541132 0.001033902963784174 0.00015558384688087065 0.0010138583126158669 -0.0019875020883999219 0.001392726486250777 -0.0017823679154207891 0.0011735739698695274 -0.0011163898628066228
leaf_weight=4.2041697003878644 4.2414564657956353 7.4020750173367551 1.2158777220174659 5.9810889393556845 39.456959962844849 13.447912663221361 4.63427535817027 23.145556133240461 28.411794971674681 9.2111266404390317 4.5680356544908136 4.6563594341278103 2.5793161131441575 4.3328170925378799 3.2994517385959625 9.3762763589620572 10.66566154360771 2.003402655478566 5.1294039376080027 4.7906070202589026 29.64330868050456 4.7028867676854116 3.4145483523607254 115.50219890556764 11.614391436101867 8.9283395512029511 1.9796430994756509 4.6356235295534125 23.992593478411436 17.023795592598617
leaf_count=335 31 77 13 157 164 44 52 150 118 36 169 23 23 28 25 37 50 153 29 16 308 29 21 1756 137 227 20 37 92 276
internal_value=0.000199984 0.000447783 -6.11997e-05 -3.96065e-05 0.000599534 0.000276651 9.13023e-07 0.000828274 0.000969293 -7.81329e-05 -0.00123668 0.000699821 0.000366718 -0.000713315 -0.00206355 0.00122073 0.000661892 2.68979e-05 0.00105157 -0.000171415 5.09335e-05 0.000220155 -0.00075998 5.15124e-05 8.51885e-05 2.25023e-05 -0.00137404 0.000117029 0.000173284 -7.80916e-06
internal_weight=414.191 212.542 201.649 200.433 170.706 70.786 52.2087 99.9198 86.4672 13.4526 10.5491 63.3217 38.6234 10.2116 5.87877 24.6983 15.322 189.884 18.5773 41.836 34.4339 47.5744 8.11744 187.881 183.677 172.062 10.908 161.154 156.519 132.526
internal_count=4633 1261 3372 3359 860 339 266 521 454 67 326 304 194 76 48 110 73 3033 73 401 324 214 50 2880 2545 2408 247 2161 2124 2032
is_linear=0
shrinkage=0.00219145


Tree=394
num_leaves=31
num_cat=0
split_feature=13 13 0 4 0 7 0 10 16 16 16 19 6 5 19 7 13 16 2 2 12 5 15 16 18 10 0 17 16 12
split_gain=4.7719 4.53817 3.93923 2.58205 2.70329 5.30445 3.33014 2.75339 3.41621 2.66596 2.52431 7.46328 3.08506 2.48995 2.40776 2.55007 2.86263 4.94988 2.48211 2.38442 2.29321 4.07462 4.62889 3.24258 2.71457 2.56254 8.67466 2.24266 2.24132 2.57036
threshold=109.34496908160001 108.87986582505 86.09518316945001 147.36370056065002 95.44832900530001 20.797746106000002 97.886760529650019 78.196493182200015 14.969964993700001 18.754956142750004 19.224955043700003 13.751109481500002 17.130400249100003 16.316541761950003 9.4507625164000029 24.103872582350004 98.255079293500017 9.7049773055000017 223.87650328090004 159.92742394165003 133.01805689090003 19.897785533950003 30.505324983850006 22.554947256700004 13.900697602550002 62.025417527550012 86.345209775600011 166.68115439205005 12.504970757900002 228.97256901260002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 3 -2 -1 5 27 13 8 -8 -7 19 -12 20 -6 -9 18 17 -17 -16 -4 21 22 -13 -23 -24 -22 -27 -5 -19 -30
right_child=2 -3 10 4 6 9 7 14 -10 -11 11 12 -14 -15 15 16 -18 28 -20 -21 25 23 24 -25 -26 26 -28 -29 29 -31
leaf_value=0.002164598064044542 -2.8633364688149049e-05 -0.0031070295084966578 0.0020806885084857047 -0.0018441091924599402 0.0015741537642606563 -0.0010330794653674439 -0.0032274645429068226 -0.0026965624426470835 -0.00056588980096316448 -0.0031460955144782181 -0.0024664845340762981 0.001519525743927961 -0.0014579605776071192 0.00020705658484824013 -0.0011477644782663698 0.00084857082338876308 0.00058714052863914352 -0.0026984144748326308 0.0023705206235556248 -0.00012617899630005424 0.0011442426987355262 0.0026348907908883583 4.2526806833264885e-05 0.00068825480497472621 -0.0031439499518697493 -0.0036059666542705431 0.00044976423022074461 0.001186797848410658 9.3241065088884895e-05 -0.0023021161937615072
leaf_weight=3.214384324848651 86.740632768371142 3.3126460011117151 13.352134279906752 1.9434363353066171 12.258615118451415 13.773067636881025 3.9954659109935191 2.0910666380077592 14.40672788210213 5.3880824446678153 5.1903787776827803 8.158191613852976 4.3942860141396514 29.286068725399673 1.7177570210769761 9.387646618299188 21.118622487410903 6.0217004877049503 5.3561135325580835 4.1665476001799098 28.732388742268085 14.653805315494539 4.1471579298377028 8.9342601895332319 2.9802969247102737 3.6061409935355178 66.504903089255095 8.5494857528246921 7.7523452274035645 4.6477225325070322
leaf_count=12 993 86 49 57 87 440 90 308 193 83 39 32 25 180 47 224 196 373 29 29 127 96 20 49 28 28 357 89 145 122
internal_value=0.000194436 -0.000158297 0.000410682 -9.35686e-05 -0.000142715 -0.000830156 2.99844e-05 -0.000285266 -0.00114377 -0.00162726 0.000641881 0.000533186 0.000642744 0.000610447 -1.33169e-05 8.68734e-05 -0.00011977 -0.000656602 0.00151617 0.00155582 0.000709774 0.00123382 0.000209546 0.00189758 -0.00128988 0.000503673 0.000241159 0.000625431 -0.00142363 -0.000804573
internal_weight=405.782 154.221 251.561 150.908 147.694 29.6541 118.04 76.4952 18.4022 19.1612 164.82 147.302 142.111 41.5447 58.093 56.0019 48.928 27.8094 7.07387 17.5187 137.717 38.8737 15.2856 23.5881 7.12745 98.8434 70.111 10.4929 18.4218 12.4001
internal_count=4633 2761 1872 2675 2663 669 1994 1727 283 523 879 801 762 267 1444 1136 1060 864 76 78 737 225 80 145 48 512 385 146 640 267
is_linear=0
shrinkage=0.00254682


Tree=395
num_leaves=31
num_cat=0
split_feature=6 0 2 13 17 18 10 17 18 6 3 2 4 5 15 17 6 12 15 15 9 14 3 0 6 0 2 5 12 6
split_gain=0.817083 1.77279 2.43921 1.7468 2.71647 3.18217 3.08536 2.06257 1.86264 1.61241 1.81355 1.92092 1.84393 1.64891 2.57155 5.24795 1.43493 2.55936 2.36277 1.6974 1.3681 2.80557 1.50956 2.9407 4.93102 1.89624 1.7424 1.74092 1.54576 3.30763
threshold=14.825346391850003 86.538778761000017 319.32263744460005 108.06526301150002 205.28496454895003 14.508675588850002 71.053259929650025 206.35686538205002 14.243842826850001 13.665319288000001 80.785478361850011 189.32640726775003 244.71629622840001 16.043149448600001 23.949961253350004 184.89106522365003 16.375382608200002 121.79144674955002 40.292677025400003 20.734744936600006 184.83999455315004 147.98468416440002 85.589753040950015 93.308316333500017 15.205355270700002 94.625660817400004 156.97960885415003 18.280220412300004 133.59172866980003 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=3 2 16 9 5 6 8 -6 -5 -1 -11 12 13 -12 15 -15 17 -2 -19 -18 -3 -22 25 24 26 -23 -24 -25 29 -26
right_child=1 20 -4 4 7 -7 -8 -9 -10 10 11 -13 -14 14 -16 -17 19 18 -20 -21 21 22 23 27 28 -27 -28 -29 -30 -31
leaf_value=-0.0017810514830356502 -0.035571999759081305 0.022297271555078397 -0.032164231150022669 -0.007884374488252471 0.02598959096544428 -0.030749008067115738 -0.029356959215176885 -0.0035599573888107521 0.015130662716330611 -0.020488841189939839 0.023010686062242224 0.020411713384542063 -0.013877691761583278 0.0050225694868085711 0.011922919999536308 -0.041076294133718494 -0.034954369269549708 0.01150951603908771 -0.022812238905054946 0.0012159168591021005 -0.023999072520639712 -0.023309940139577299 -0.028599829916008762 0.028963478572722579 0.020945661217158112 0.0085422810465973723 -0.0016843509583813335 0.0068141782286985876 0.0034228265979051038 -0.0028274307362768205
leaf_weight=66.537825514620636 2.1476148005458509 2.9176747072488061 1.6912623273965426 6.4078110009431892 2.5125139430165282 4.929633582243695 3.0394058758392921 4.8793012890964746 4.0165427196770906 1.8225142955780018 3.5642169266939225 5.8695148760452858 3.6315523637458673 6.5637258135247993 11.176170930266379 2.3563135042786598 0.92007087491219763 3.6283900442067534 2.3015990988351405 91.766070448677056 2.4683690667152396 2.9326102463528505 4.1035627275705329 5.5110409110784513 11.614297019317748 2.3750179102644324 2.8695875443518162 4.5473922044038773 47.932526210322976 6.3589611761271945
leaf_count=2013 40 15 86 39 15 151 121 49 18 33 14 53 42 92 61 19 95 42 38 974 17 27 38 25 105 25 20 23 304 39
internal_value=0.00072906 0.00180224 -0.000606289 -0.000923924 -0.00708269 -0.0125348 -0.00586585 0.00648408 0.000983406 0.000640321 0.00524565 0.00665999 0.00370249 0.00640081 0.00345492 -0.00715489 -7.66065e-05 -0.0107877 -0.00181174 0.000856864 0.00443776 0.00386333 0.00464269 0.00551941 0.0036658 -0.00905695 -0.0175236 0.0189498 0.00590774 0.0125347
internal_weight=323.393 196.086 102.455 127.307 25.7852 18.3934 13.4638 7.39182 10.4244 101.522 34.984 33.1615 27.292 23.6604 20.0962 8.92004 100.764 8.0776 5.92999 92.6861 93.631 90.7134 88.245 82.9374 72.8789 5.30763 6.97315 10.0584 65.9058 17.9733
internal_count=4633 1913 1275 2720 393 329 178 64 57 2327 314 281 228 186 172 111 1189 120 80 1069 638 623 606 554 506 52 58 48 448 144
is_linear=0
shrinkage=0.0264974


Tree=396
num_leaves=31
num_cat=0
split_feature=16 0 6 15 4 15 5 12 15 18 6 5 2 2 16 13 15 5 12 7 16 16 8 10 19 10 16 15 9 6
split_gain=4.97683 3.11769 3.13445 4.54023 3.67953 4.44886 3.55197 6.15792 3.06803 3.17433 2.95051 5.06443 4.88167 4.40144 4.3054 3.0981 2.88424 2.83808 2.78154 3.13354 3.00378 3.82694 2.97487 3.17277 2.95303 4.78551 2.94736 3.94295 2.85809 2.60916
threshold=18.594956516900002 86.09518316945001 15.205355270700002 28.579157549250002 191.74731805145004 29.171703351550004 19.973460566700002 367.09662155515008 28.444110612900001 14.032563378150002 16.455384477450004 22.825270530250005 195.72231170465002 131.42729508740004 22.624947093000003 117.55820867010002 28.298162031900002 19.768819263000005 206.14208420540004 26.093307009050005 11.864972254500001 16.414961614700005 5.1459841250500009 83.602982482550019 12.651020723000002 71.053259929650025 17.684958644900004 20.343341900300004 191.61296531520003 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=8 29 3 -3 5 -5 -6 -8 16 -10 13 12 -12 17 15 -15 18 -4 22 20 -20 -22 -1 24 -24 -26 27 -21 -27 -2
right_child=1 2 10 4 6 -7 7 -9 9 -11 11 -13 -14 14 -16 -17 -18 -19 19 26 21 -23 23 -25 25 28 -28 -29 -30 -31
leaf_value=-0.0010771182234064626 -0.0013386845364785072 0.0010363825638602538 0.00050191151756866031 0.00094039441662690224 0.00037052945433463982 -0.0029409140539350034 -0.0022736884770387308 0.001430643988339518 0.00066592837803394734 -0.0020316716229884838 9.8189383544393326e-05 0.0013272169694113131 -0.0023747641691735694 0.00023292227397740052 0.0012729056238266609 -0.0019072336243680448 0.0025262643891439309 0.0018406408752342184 -0.00066975025089938665 -0.00014606242980933767 0.0012195693965704696 -0.00096763773164217201 0.00039358054494498983 -0.0023169364423479182 0.0016717969239133179 0.00075963989859136819 0.0020659682647656669 -0.0024929365422369388 -0.001704959812020638 0.00010734360982359263
leaf_weight=20.39347348921001 6.2028595115989438 17.102385319769382 10.043140806257723 1.9553539007902134 28.504613669589162 4.50125377997756 6.7290843110531551 2.9927272908389568 2.7754633636213821 7.3346586623229086 27.393919184803966 13.749789111316202 4.2573016639798871 25.956823460757736 19.681828614324331 3.5491492226719847 1.9559437204152335 26.857405118644238 6.7903928428422651 14.336815535789361 26.137978924671192 4.3000999414362004 32.75935410708189 2.8487754925154141 3.1965611772611764 2.6787526421248904 1.9865319058299054 4.2942637717351309 11.479252060875295 80.64325694181025
leaf_count=857 56 71 49 7 147 65 79 20 40 248 119 49 46 127 90 26 7 152 133 464 189 115 290 229 24 12 15 93 176 638
internal_value=0.000175609 0.000342196 0.000494132 9.49917e-05 -0.000265325 -0.00176548 -1.19424e-05 -0.00113336 -0.000150104 -0.00129112 0.000681684 0.000238511 -0.000234439 0.000915404 0.000494634 -2.45081e-05 -6.34713e-05 0.00147628 -0.000102079 0.000250198 0.000622327 0.000910575 -0.000379872 -0.000111395 1.39815e-05 -0.000702569 -0.000421741 -0.000686992 -0.00123865 4.06312e-06
internal_weight=423.389 280.121 193.275 61.7854 44.683 6.45661 38.2264 9.72181 143.268 10.1101 131.489 45.401 31.6512 86.0883 49.1878 29.506 133.158 36.9005 131.202 57.8461 37.2285 30.4381 73.3562 52.9627 50.1139 17.3546 20.6176 18.6311 14.158 86.8461
internal_count=4633 1741 1047 389 318 72 246 99 2892 288 658 214 165 444 243 153 2604 201 2597 1009 437 304 1588 731 502 212 572 557 188 694
is_linear=0
shrinkage=0.00214848


Tree=397
num_leaves=31
num_cat=0
split_feature=5 5 17 10 13 17 8 5 9 17 15 15 5 16 6 9 9 2 12 9 0 0 6 13 3 5 18 9 3 17
split_gain=0.766247 1.74296 1.67821 1.37984 0.890828 1.32211 0.805142 1.6477 1.18183 0.845846 1.40675 1.44073 1.77701 1.51099 1.39303 1.09083 2.39369 2.00315 3.61763 3.06743 1.8088 1.78828 3.39363 1.84448 1.92892 3.56426 1.8223 1.70589 1.99597 1.61013
threshold=7.754880527600001 5.3654262215500008 201.39543491635001 90.679004281900021 86.968932061850012 190.92966541395 1.6487133604500002 8.3129063967000025 43.730860148300003 168.62011096010002 26.912781836550003 18.019770707250004 30.359384049000003 12.184971506200002 15.945372561050002 186.70853236170004 185.98753508445003 118.20523333310003 125.34039073870001 182.80199813410005 103.37390357390002 85.732241321850012 16.465384711100004 117.60122400020002 95.002044955650021 30.133297129900004 12.783127173500002 191.20686769655003 93.571785230250015 240.41195881570002
decision_type=2 2 2 2 2 2 2 2 2 2 2 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 11 13 -13 -10 -14 16 17 18 -11 -20 21 22 -17 -24 -25 -26 -23 28 -28 -22
right_child=6 -3 -4 -5 5 -7 8 -9 9 15 -12 12 14 -15 -16 20 -18 -19 19 -21 29 26 23 24 25 -27 27 -29 -30 -31
leaf_value=0.022958823877311487 0.017302907874748974 -0.033164093175916204 -0.033395600061553857 -0.032903910070372494 0.014161638024027479 -0.033717661484474186 0.019618326470329933 -0.035865979866477375 -0.033739152541998489 0.00055239214803085176 0.0077482068759697374 -0.037123791539187267 0.035772573892026899 0.01035995215210915 -0.033979477283134829 -0.040856782221534389 0.02723726454101582 0.0082632679668058085 -0.020718164248196551 -0.10428592513146343 -0.033809040448797678 0.028017092163524295 -0.031295288667833328 0.011358955724473787 -0.038259405025003246 0.014637644258840289 -0.0033254650814204742 0.0022332238253562732 -0.032456682021479562 0.0069796069440478531
leaf_weight=3.1506628976203483 0.94472194882109706 2.2028513455297798 1.3595763643970711 0.83168034598929796 1.7280220072716477 0.91179730370640744 3.597001312300562 1.6686097271740434 1.0654144812142456 14.075905800331386 4.6496273104567072 3.6689591163303703 0.73248727619647958 3.2781711411953438 0.49760604539187625 2.871333654504272 4.8246790927369139 31.03389478410827 1.7446587420999997 0.61473689973354328 2.9191099656745783 2.6939062774181357 2.0385698069585478 8.1555215637199563 2.8248908389359704 2.4717700183391571 13.835058460943403 196.34323079418391 2.9537798673845819 1.5247236990835515
leaf_count=45 17 279 180 201 32 51 29 75 179 133 68 289 3 38 53 60 40 486 73 5 225 11 54 59 65 13 94 1679 33 64
internal_value=0.00085135 -0.00783159 -0.00084016 0.0058437 0.011409 -0.00237594 0.00113567 -0.0166454 0.00128634 0.00107001 -0.00668497 -0.0139458 -0.0259052 -0.000456877 0.00755598 0.00144033 0.00564834 0.00345408 -0.00562686 -0.0424916 0.000518183 0.000903997 -0.00873379 -0.00277954 0.00154179 -0.0135742 0.00172396 0.00139163 -0.00845073 -0.019814
internal_weight=321.213 10.1846 7.98174 6.62216 5.79048 2.63982 311.028 2.61333 308.415 304.818 13.8923 9.24264 4.89905 4.34359 1.23009 290.926 52.2939 47.4692 16.4353 2.3594 238.632 234.188 18.3621 15.4908 13.4522 5.29666 215.826 213.132 16.7888 4.44383
internal_count=4633 788 509 329 128 83 3845 92 3753 3724 630 562 345 217 56 3094 737 697 211 78 2357 2068 251 191 137 78 1817 1806 127 289
is_linear=0
shrinkage=0.03217


Tree=398
num_leaves=31
num_cat=0
split_feature=16 16 0 2 2 15 18 10 13 13 18 16 6 5 8 8 15 10 5 10 16 4 8 9 13 8 7 7 18 7
split_gain=5.02702 4.33113 3.82543 3.45901 3.098 6.79446 3.28501 3.08266 3.22133 4.44503 6.34807 5.1497 2.77709 2.77517 3.4072 3.71315 2.60351 2.69451 4.99514 3.30806 2.3999 3.24589 2.76459 2.27395 2.20909 2.12376 2.0555 2.44898 2.02945 3.04798
threshold=20.394952307700002 20.034953149600003 86.538778761000017 325.13486840910008 100.92170827030002 37.050691080100002 13.141419083100002 66.859265246100009 113.19215266625001 115.13321943645001 13.471502260950002 22.494947397000004 16.395383075500003 21.363989181350004 8.543332867800002 8.3434888241000014 33.629340877950007 61.998532946250002 21.556055031700001 61.950140699950005 11.864972254500001 398.10712430820007 8.0437227585500022 196.40176798710004 117.51519334005 2.8477776226000002 24.581118242250003 24.209421447000004 11.634276750250001 19.052023743050004
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 3 4 20 6 -6 16 8 -4 10 -10 -11 24 14 15 -13 -2 19 -19 -18 21 22 -1 -8 -7 -5 27 -15 -22 -30
right_child=2 -3 7 25 5 12 23 -9 9 11 -12 13 -14 26 -16 -17 17 18 -20 -21 28 -23 -24 -25 -26 -27 -28 -29 29 -31
leaf_value=-0.0019148232872770357 0.0017241175610276005 -0.0025547623471040585 0.0022268659143684449 -0.00043717485484723854 -0.0032707477439690488 -0.0029730692693485071 0.0025606118729534517 -0.001342491073393859 0.00084008419400643749 0.0021643386214868009 -0.0021591210129003435 8.9670155944474036e-05 0.00017489216828715548 0.0010600120144703062 0.0012709381845201538 -0.0026498492707016596 -0.00027321922196647249 -0.0027596153758047723 0.00096777417592823056 0.0022395285466775801 -0.0021586131779292817 0.00089908664047697311 0.0010763296500924235 0.00040030738967609161 -2.5701772698510509e-05 -0.0026362909433234132 0.0020334042157359178 -0.0010073074042240904 0.0015878756603142333 9.1300889881315645e-05
leaf_weight=10.750498379115017 5.4455694779753712 3.9818005412816992 9.2528737187385541 5.8962990280706418 3.7948023192584506 3.0350535511970511 7.3965122103691083 3.7243459746241561 10.104850791394712 16.756816759705544 6.7895660139620295 8.9025658443570155 62.539836990181357 18.201047405600555 7.1693822219967833 4.1855936199426642 9.495260167866947 4.9142831787466985 3.5731892958283424 4.4175660014152518 2.1907696451526126 4.754446036880835 2.1304553805384776 4.5155574157834053 2.8257729699835181 4.4223331999965012 9.206596374511717 4.0269189104437819 8.2385868737474066 158.27361614769325
leaf_count=671 28 42 34 157 57 38 42 30 43 99 49 45 419 72 40 25 56 33 15 11 129 146 37 20 21 168 48 36 57 1965
internal_value=0.000193756 -7.78665e-05 0.000452932 -2.77157e-05 0.000149717 -0.00014641 0.000687448 0.00079819 0.000882471 0.000736713 -0.000365243 0.0010087 2.69248e-05 0.000634075 -5.8302e-05 -0.000786428 0.000236455 -0.0001252 -0.0011904 0.000524622 4.71496e-05 -0.000794854 -0.0014201 0.0017417 -0.00155201 -0.00137967 0.00108027 0.000685487 0.000135169 0.000165347
internal_weight=410.913 200.639 210.274 196.657 111.953 72.1955 39.7579 98.3206 94.5962 85.3433 16.8944 68.4489 68.4007 51.6921 20.2575 13.0882 27.8459 22.4003 8.48747 13.9128 186.338 17.6354 12.881 11.9121 5.86083 10.3186 31.4346 22.228 168.703 166.512
internal_count=4633 3372 1261 3330 740 535 205 521 491 457 92 365 478 266 110 70 143 115 48 67 3005 854 708 62 59 325 156 108 2151 2022
is_linear=0
shrinkage=0.00239883


Tree=399
num_leaves=31
num_cat=0
split_feature=6 0 6 3 17 17 7 18 16 17 7 9 15 17 17 18 7 4 17 0 7 13 15 9 2 17 17 6 15 0
split_gain=0.759685 1.71296 4.35295 3.95047 3.44329 2.42412 2.04095 2.56584 3.15993 3.12885 1.94254 1.75469 2.22247 1.6784 2.60028 4.41184 2.70671 2.14414 1.8416 1.57686 2.07235 2.66802 2.14097 2.04635 2.79747 1.66809 2.14451 1.57579 1.83723 3.09128
threshold=14.845346859150002 93.308316333500017 15.205355270700002 85.589753040950015 192.19686994285004 194.75204781875001 23.109894804950002 13.317304170000002 22.554947256700004 191.56943241645004 22.791048179400004 190.64005357525002 32.548041893900006 191.06791329340004 188.27285108100003 13.075178189100003 22.532843451200005 191.74731805145004 186.34046889365004 95.44832900530001 20.797746106000002 109.47132661375001 16.701926737050005 202.86134752310002 326.27519084675004 201.61829342215003 205.96542837505004 15.575363915900002 36.270131511550012 87.525442894850016
decision_type=2 2 2 2 2 2 2 2 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 -3 -2 7 9 11 10 13 -9 -13 14 15 16 18 -17 -4 20 -1 22 -22 -23 -25 -24 -27 -8 29 -29
right_child=1 3 6 -5 -6 -7 27 8 -10 -11 -12 12 -14 -15 -16 17 -18 -19 -20 -21 21 23 25 24 -26 26 -28 28 -30 -31
leaf_value=0.0075433162503100856 -0.045595011576642808 0.011489259795163225 -0.0005276503642714902 0.022521310235700528 -0.037470749699428631 -0.0096548157230712823 0.020409708684749929 0.014255752957886128 -0.03581605785685902 0.01878679449639371 -0.012234285726400019 0.0017143256357075936 -0.032947367324960355 -0.028867945060361687 0.012754653420768329 0.0011991318241891577 0.014248684287509699 -0.056744195071309206 -0.020529270235138897 0.00094818396082962161 0.013465568670634212 0.01162533507367724 -0.026988516958879449 -0.025023837685217983 0.015258218595500691 0.013594914815799088 -0.03380972608977522 -0.021817341650232441 0.0064975659696923102 0.0045118407847187427
leaf_weight=7.0961590025108299 2.1794722441118202 2.7007093429565421 28.008688215573784 9.0298276599496585 2.030135627835989 4.9599990940187126 5.1810680106282225 2.8879089986439777 3.494080919539555 7.2165350569412103 10.32100147125311 3.6194720864295959 2.5397364478558302 1.468058994039892 13.57496150312363 0.74606063589453642 9.2485590586438757 1.6654782267287371 4.2817200380377463 93.157507084368262 1.5948553774505878 6.2079338375478965 10.25171433854848 4.1206412948668003 2.0997560396790504 2.0974334958009417 1.2165089382324366 5.4010194800794151 60.510655922815204 10.776169542223213
leaf_count=88 38 14 591 44 34 37 29 29 41 57 81 29 20 13 104 63 51 20 38 1999 38 27 458 52 19 26 29 51 434 79
internal_value=0.000719482 0.00184982 0.00110372 0.0115054 -0.00952083 -0.0206263 0.00201128 -0.000964264 -0.0128734 0.00098729 -0.000865867 -0.0040127 -0.0125783 0.00112305 0.00188843 -0.00146781 0.000700557 -0.0388182 -0.00317987 -0.000976715 -0.00614664 -0.00966785 -0.0176655 8.79916e-05 -0.0114262 -0.0213255 -0.00380677 0.00524864 0.00422435 -0.00427859
internal_weight=319.684 191.841 178.081 13.7607 4.73084 7.13947 170.941 89.0723 12.5412 76.5311 69.3145 9.04712 6.15921 58.9935 57.5255 43.9505 41.539 2.41154 32.2904 127.843 34.685 27.5888 15.1605 12.4283 6.2204 13.5657 3.31394 81.8689 76.6878 16.1772
internal_count=4633 1897 1805 92 48 75 1730 1137 119 1018 961 78 49 880 867 763 680 83 629 2736 737 649 551 98 71 513 55 593 564 130
is_linear=0
shrinkage=0.0284045


Tree=400
num_leaves=31
num_cat=0
split_feature=16 6 5 15 18 5 2 15 19 6 15 6 3 16 8 16 2 4 5 15 18 3 17 4 16 18 12 18 5 18
split_gain=6.10507 4.06821 3.16689 3.13083 3.80454 3.42111 3.15347 2.82958 3.20565 3.60306 3.06099 2.77404 4.31014 2.67571 2.60261 2.35064 2.19055 3.53225 2.28279 3.37323 4.1334 2.52716 2.48224 1.9926 8.11572 5.79534 2.41041 2.2849 4.95633 2.03923
threshold=18.594956516900002 15.635365317800002 23.714185006400005 28.444110612900001 14.032563378150002 10.726864994700001 185.00267682035005 28.298162031900002 12.751028791950002 11.085259005300001 26.912781836550003 16.405383309150004 93.292185584700022 13.534968349350001 2.9476996444500005 16.024962526700005 83.777728670400009 191.03149642590003 16.546942136250003 25.585355160750002 13.154691941050002 81.93344998355002 198.39433209390003 310.44950696480004 22.614947116400003 15.015859748200002 232.35148227425003 14.122113655700002 21.950234501100002 13.900697602550002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 3 23 5 -5 -1 7 8 9 -7 -10 -4 -13 14 -8 -15 -11 -18 21 20 -20 22 -19 26 25 27 29 -25 -29 -2
right_child=2 -3 11 4 -6 6 13 -9 10 16 -12 12 -14 15 -16 -17 17 18 19 -21 -22 -23 -24 24 -26 -27 -28 28 -30 -31
leaf_value=-0.00061894537548962364 0.00062297301453597407 -0.0017368149935555089 -0.0012098842100871517 0.00095947319224423558 -0.0019675796902283256 -0.0023813134855491754 0.00048768816498507607 0.002489571216319362 -0.0015309178602641311 0.00089177286120161608 0.000988586356607164 0.0017157486357530453 -0.00012983571805100504 0.001328281108389325 -0.0014482781709240905 0.00010898998752567984 -0.0025715220825757038 0.00057526816273330338 0.001443698609273789 0.0015155323212455549 -0.0027516888900711383 0.0021675591251077556 -0.0014061459187043022 -0.0034577036582662218 0.001272647968364581 0.00074855164260513661 0.0015277038862178828 -0.0028469571199201981 0.00079746881532674109 0.00016465595705863827
leaf_weight=29.122783450176939 131.22630150616169 6.5103525160811833 7.7999306735582641 2.501474700868128 7.1404938912019134 2.3788806665688744 8.3217100901529175 1.6674433648586262 11.126747852191327 13.127978147007523 2.4555820301175109 6.044630639255046 41.66927336063236 20.204983828589324 4.4438198660500339 9.7932239044457656 2.254426070488992 11.910338534507906 1.3008300843648601 1.8107857853174207 3.9680738211609423 3.0681353360414496 3.3878782289102665 3.0809785202145594 10.589267849922178 4.765667423605918 9.6548216417431814 3.70667714625597 2.6839820258319378 58.578346434980631
leaf_count=1109 613 371 83 18 248 80 74 4 158 89 19 21 441 119 123 108 128 105 14 7 72 10 36 28 58 38 34 56 22 347
internal_value=0.000179276 -0.000158524 0.000356139 -8.51218e-05 -0.0012082 -2.0441e-06 0.000175448 -0.000132897 -0.000209898 6.21785e-05 -0.00107541 -8.06305e-05 0.000103972 0.000596949 -0.000186243 0.000930231 0.000204549 -0.000121144 9.59504e-05 -0.000889388 -0.0017159 0.00047577 0.000136473 0.000464245 -8.14334e-05 -0.00108856 0.000532165 -0.0020129 -0.00131635 0.000481525
internal_weight=426.296 146.496 279.8 139.986 9.64197 130.344 101.221 58.4571 56.7897 43.2073 13.5823 55.5138 47.7139 42.7637 12.7655 29.9982 40.8284 27.7005 25.446 7.07969 5.2689 18.3664 15.2982 224.286 24.8266 14.2373 199.459 9.47164 6.39066 189.805
internal_count=4633 2892 1741 2521 266 2255 1146 722 718 541 177 545 462 424 197 227 461 372 244 93 86 151 141 1196 202 144 994 106 78 960
is_linear=0
shrinkage=0.00204248


Tree=401
num_leaves=31
num_cat=0
split_feature=19 3 15 2 10 19 13 17 2 16 17 19 5 5 5 12 2 16 6 17 3 17 7 9 17 7 15 17 7 17
split_gain=0.71314 0.800326 0.702391 1.75389 0.959674 0.933806 2.42065 3.59432 2.27537 2.71521 2.09076 2.87902 2.15278 2.23552 2.00338 1.69533 1.78487 3.67859 1.61778 2.72111 1.72117 1.59854 2.74061 2.45661 1.62438 3.45649 3.42571 2.54575 2.38064 1.85114
threshold=9.4507625164000029 85.850533479600017 46.723315192750007 247.02271001585004 62.025417527550012 14.351157895250003 115.13321943645001 199.59317753375004 285.01633004880006 22.494947397000004 204.04920942250001 14.551174033150001 20.201591378100002 21.482549112100006 21.482549112100006 96.350437043050007 136.64906039505004 22.604947139800004 16.585387514950003 183.58889821140002 100.48918799990001 187.32964365115004 20.869210126600006 186.70853236170004 189.31980273685002 23.109894804950002 39.324897478350003 192.92322630085002 23.623818563000004 200.30016490490002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 5 -4 -5 18 7 -7 9 14 12 -12 -11 15 -8 -14 17 -17 -2 20 -20 22 -15 -23 -25 26 -26 -28 -27 -30
right_child=2 -3 3 4 -6 6 8 -9 -10 10 11 -13 13 21 -16 16 -18 -19 19 -21 -22 23 -24 24 25 28 27 -29 29 -31
leaf_value=-0.036127814327043629 0.00059643789145798611 0.026210369231894948 -0.028743698242007728 0.0090845133196501161 -0.021801893269094628 0.012224692193179374 0.03493606860891612 -0.032987994031349256 0.027372454939001669 0.027535793804157948 -0.045682410132120134 0.011957446767814342 0.011938717889952821 0.019374394582436765 0.0046534525217078859 0.00053436878042874508 0.0025887507723652563 -0.042176060068309457 0.013035688251070973 -0.056125605830494016 -0.020040889344611061 0.027816696203964233 -0.024501180223894151 0.021413212858987233 0.020385594188790941 0.020591798738729121 -0.043870221053447629 -0.0040026298431738248 -0.023310086301677378 0.015367203205716995
leaf_weight=1.1514871196122829 200.2559951756848 0.30552459461614478 3.2276762481778842 5.142650549300015 1.5304224715800954 3.6181490272283536 5.474217660725115 4.7914926158264279 5.3312836587429038 4.0777124762535086 2.4267795309424391 1.7476113103330133 3.9087483957409885 2.5985576510429373 4.8134205425158143 4.4262679405510408 5.2555717751383773 5.0751202926039696 3.240651462110689 1.5123333105002528 4.2810592500318307 6.5467571541666976 4.6665294514968991 5.6927680633962146 2.4800012148916739 10.616177946329119 4.1818959135562181 3.4083217764273286 3.3435863489285103 2.5628580525517464
leaf_count=320 2990 6 89 53 36 17 72 51 46 37 41 12 19 13 29 27 23 37 38 24 358 31 53 22 13 48 49 25 41 13
internal_value=0.000844114 -0.023056 0.000954231 -0.00802192 0.00200093 0.00124434 0.00402062 -0.0135358 0.00568637 0.00429849 0.00197808 -0.0215514 0.00340487 0.00188551 0.0207673 -0.0081118 -0.0134227 -0.0222792 -4.29666e-05 -0.0142165 -0.00579019 0.0059336 -0.00880788 0.00869156 0.00481343 0.0012599 -0.0145525 -0.025968 0.0108972 -0.00652767
internal_weight=317.692 1.45701 316.235 9.90075 6.67307 306.334 97.0438 8.40964 88.6342 83.3029 73.0153 4.17439 68.8409 64.7632 10.2876 18.6657 14.757 9.50139 209.29 9.03404 7.52171 46.0975 7.26509 38.8324 32.2856 26.5928 10.0702 7.59022 16.5226 5.90644
internal_count=4633 326 4307 178 89 4129 719 68 651 605 504 53 451 414 101 106 87 64 3410 420 396 308 66 242 211 189 87 74 102 54
is_linear=0
shrinkage=0.0342406


Tree=402
num_leaves=31
num_cat=0
split_feature=5 5 17 10 13 5 8 5 6 16 19 19 9 18 16 15 19 9 16 18 2 6 8 16 8 8 9 17 7 4
split_gain=0.678995 1.61448 1.54206 1.23195 0.787337 1.26656 0.71106 1.49352 1.09754 0.818979 1.70203 1.25057 1.11759 1.14947 1.04123 1.15868 1.10109 1.96555 0.96964 1.74887 1.93055 1.83742 1.52702 1.48411 3.45252 2.1329 2.36728 2.14318 1.42717 1.58697
threshold=7.754880527600001 5.3654262215500008 201.39543491635001 90.679004281900021 86.968932061850012 2.7155367820000005 1.6487133604500002 8.3129063967000025 5.4301268740500008 13.534968349350001 10.650859343850001 11.850956171350001 187.45330412110005 13.845746551550002 14.969964993700001 23.116804452750003 12.250988447150002 210.25104900155003 15.564963602350003 15.329371696850002 86.916594916350007 13.665319288000001 8.1436447804000007 17.809958352600002 8.1436447804000007 8.0437227585500022 191.61296531520003 168.62011096010002 26.614251743050001 309.25865594525004
decision_type=2 2 2 2 2 2 2 2 2 2 2 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 -10 -11 13 -12 15 16 -13 -18 19 20 -16 -21 -22 24 25 26 27 -20 29 -25
right_child=6 -3 -4 -5 5 -7 8 -9 9 11 12 14 -14 -15 18 -17 17 -19 23 21 22 -23 -24 28 -26 -27 -28 -29 -30 -31
leaf_value=0.021389075574788589 0.015511038540170441 -0.032678452461256585 -0.032892592681502381 -0.032451221361437389 0.013570027122786548 -0.033348124620894697 0.024917227659584512 -0.035118456394510104 0.0041613677929985323 0.012160732304953611 -0.033665383221268455 0.0051458352516586996 -0.034600801660189542 -0.0009181774767184096 0.010064671136085775 -0.039741033590055555 -0.040109739438165329 0.0054145247046782918 -0.034655206078651156 -0.0040015217572763684 0.0024267408290317518 0.029530757305127778 -0.037560085639800567 0.0023205081080349098 -0.03338326359572516 0.025895421819498578 -0.026605808041502171 0.0098986305174918205 0.021216820973458363 -0.0052236280119529613
leaf_weight=3.0787023562006635 0.94752387469634358 2.038350937422365 1.2684912878903558 0.76338650044635858 1.7073862822726371 0.87966005713678885 1.9429642613977183 1.5489819054491816 8.4733017178368772 10.437168402597306 1.4211504269624109 4.6062962221913022 2.3542007168289274 4.5261994057800621 6.8502112925052661 1.1173648722469796 1.9618444908410313 1.8683212948963044 1.2796782460063711 2.3397284243255845 1.8833729198668154 5.5840695686638355 1.9732540510594843 188.74300920974929 4.1370569956488898 2.5440999567508689 3.8823475788813075 7.3266783074941486 3.6517486711964002 33.063721607788466
leaf_count=45 17 279 180 201 29 54 14 75 349 100 80 71 168 78 27 35 55 22 175 32 26 36 16 1608 95 20 101 99 39 507
internal_value=0.000716369 -0.00754132 -0.000884939 0.00543029 0.0105343 -0.00238331 0.000980429 -0.0159025 0.00112001 0.000965897 -0.00585377 0.00136978 -0.0160761 -0.00874329 0.00095694 -0.00934442 -0.00531855 -0.0179034 0.00133078 0.00831637 -5.60398e-05 0.0196294 -0.0180326 0.000798768 -0.00768625 -0.000614382 -0.00601475 0.00327393 0.00152022 0.00119594
internal_weight=314.2 9.73598 7.69763 6.42914 5.66575 2.58705 304.464 2.49651 301.968 300.025 16.7749 283.25 8.30155 5.94735 272.813 9.55383 8.43646 3.83017 263.259 18.6306 10.7068 7.9238 3.85663 244.628 19.1699 15.0328 12.4887 8.60636 225.458 221.807
internal_count=4633 788 509 329 128 83 3845 92 3753 3739 675 3064 326 158 2964 183 148 77 2781 137 69 68 42 2644 490 395 375 274 2154 2115
is_linear=0
shrinkage=0.0317651


Tree=403
num_leaves=31
num_cat=0
split_feature=5 5 13 6 16 5 13 6 15 2 18 17 2 0 2 5 5 7 16 16 2 9 13 12 0 0 7 2 9 15
split_gain=3.51109 3.00348 3.27774 4.01687 3.28265 3.29354 2.90535 2.5346 3.09234 4.67768 3.27562 4.94381 4.44984 3.27828 2.57274 2.51611 2.40087 2.5202 2.67629 6.45571 2.99219 2.30399 2.28479 2.99315 2.92414 2.85848 3.85646 1.99237 2.69118 4.03847
threshold=12.306951632950001 23.605484525250002 115.13321943645001 16.425383776450001 22.454947490600002 21.612734424500001 116.86189801435002 16.165377701450002 28.579157549250002 283.83865810395008 14.032563378150002 196.21449749970003 133.24279810655003 91.886121982450007 90.828344481500011 22.825270530250005 20.315138807500002 24.613673730750005 22.674946976100003 22.714946882600003 221.01224434660003 226.58992707320002 109.40142670235001 231.00184921595005 102.65877371115 94.625660817400004 20.797746106000002 100.92170827030002 197.00658341100004 35.929665612950011
decision_type=2 2 2 2 2 2 2 2 2 2 2 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 -4 -6 8 22 10 12 -12 -10 -13 -15 16 -8 18 20 -20 -18 -3 23 24 25 26 -2 -16 -29 -30
right_child=1 21 4 -5 6 -7 15 -9 9 -11 11 13 -14 14 27 -17 17 -19 19 -21 -22 -23 -24 -25 -26 -27 -28 28 29 -31
leaf_value=-0.00054964704623497505 0.00043958318978266344 -0.00033456582022846251 0.0024248488372791092 -0.0022330837168737204 0.0018677578498710573 -0.00030711911408873332 0.0012815831022717776 0.0014686859145539991 0.0014084501581688078 -0.0031734203722754198 -0.002287264491284512 -0.0031801986278482079 -0.001518593244208465 -0.0022193016464407186 0.0028362938721919052 0.0010960138038159024 0.00026011704909672623 0.0017772697035746225 -0.0034093952602943598 0.00063612378120514836 -0.0019434786903891135 0.001929701834209821 0.0015453595340474014 0.0010100936815926557 -0.0021273496414853221 0.00030112702416309892 -0.0031772335429444839 -0.0020532772608504455 0.0011117399690925137 -0.0021000038856814102
leaf_weight=36.972661964595318 3.6083511654287568 61.779956965823658 10.830243565142153 4.2971141887828699 8.7883163616061193 3.5617638602852812 10.917636893689631 8.7824492659419757 13.035440467298033 3.3725639870390287 8.1979075372219068 1.9324326887726808 4.1619051098823538 2.4827804751694229 1.905305959284308 24.381047375500202 57.985942721366882 4.7871649116277686 4.5515296012163144 5.0587773285806179 4.0010424777865401 2.8557480014860621 9.1099573173560184 23.166792130097747 3.772168308030813 54.311290124896914 3.5545783531852067 2.7731339726597097 14.007642024196686 2.8641944569535545
leaf_count=1267 43 959 85 37 51 18 57 44 61 76 182 21 23 46 6 96 251 23 28 31 46 14 45 203 103 519 128 36 75 59
internal_value=0.000174047 0.000247386 0.000351147 0.000118562 0.000636284 0.00174874 0.000503386 0.000181313 0.000107055 -0.000361779 -0.000177154 -0.000618741 0.000700081 -9.195e-05 0.000156368 0.000396023 0.000200536 4.60214e-05 -6.9734e-05 -0.00127987 0.000117883 -0.000234525 0.00037018 0.000249091 -2.1115e-05 0.000108127 -0.00135525 0.000430066 0.000196693 0.000566508
internal_weight=401.808 364.835 300.199 165.336 134.863 14.392 120.471 161.039 152.256 54.7333 51.3607 34.1634 17.1973 25.9655 24.0331 111.683 87.3021 76.3845 71.5973 9.61031 61.987 64.6357 97.5231 88.4132 65.2464 61.4742 7.16293 21.5503 19.645 16.8718
internal_count=4633 3366 2393 1707 686 103 583 1670 1626 585 509 425 84 243 222 532 436 379 356 59 297 973 1041 996 793 690 171 176 170 134
is_linear=0
shrinkage=0.00246454


Tree=404
num_leaves=31
num_cat=0
split_feature=6 15 0 6 3 7 9 0 2 18 15 2 6 2 6 13 5 15 19 5 5 2 3 2 6 17 15 17 6 9
split_gain=0.638306 1.59396 1.53802 3.48653 3.21205 2.60243 1.73767 1.55006 1.58291 1.49259 1.44885 2.56787 1.39123 2.73112 1.74783 4.92077 1.91325 3.79641 1.67434 2.57783 1.53253 2.67624 1.8343 1.41321 1.30371 1.93205 1.23553 1.15147 1.03979 2.7191
threshold=14.845346859150002 20.734744936600006 93.308316333500017 15.205355270700002 85.589753040950015 24.453757170650004 197.00658341100004 86.538778761000017 56.799426908350007 13.845746551550002 38.469938489650012 344.91334945730006 16.435384010100005 109.21625436180001 16.245379570700006 113.98793627290001 22.627560662300002 38.86986296220001 14.351157895250003 22.705169530700005 23.435546682850003 184.20633225945002 92.813640037450014 96.242542698950004 16.375382608200002 192.19686994285004 32.99104187950001 167.17143786700004 14.375335877400001 204.09084027260005
decision_type=2 2 2 2 2 2 2 2 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 27 3 6 5 -4 -3 9 -9 24 28 -12 13 26 15 -15 17 -17 -16 -20 21 23 -23 -14 25 -5 -10 -2 -1 -30
right_child=1 2 4 7 -6 -7 -8 8 12 -11 11 -13 20 14 18 16 -18 -19 19 -21 -22 22 -24 -25 -26 -27 -28 -29 29 -31
leaf_value=0.00076962868563392264 0.0060913415272273634 -0.040614659612982752 0.017373844081600875 -0.029072303634880243 0.022601716183175934 -0.028991160213196209 -0.0086717324516986764 -0.017073527869599241 0.011273021856972584 -0.027408169888354726 -0.034376619712564782 0.013404804911006395 -0.011735052728983782 -0.026770246082866232 0.024734461394661629 -0.0033559970418283432 -0.012612734232927029 0.030196112116949021 -0.016551044875415869 0.021034532564622163 0.019094574245085809 -0.047021949076607117 -0.0038577232998486602 0.0086879078432348187 0.0012053232640005769 0.0039271870376877422 0.03156273833690966 -0.036348668817558799 0.0011701839417766822 -0.023648630905877925
leaf_weight=102.90113885651226 0.870722537132678 2.3395318714901796 1.9193012975156296 3.2232533720089114 8.6240775268524867 2.4862920753657818 4.3697856068611145 2.6337430253624907 4.8056413475424034 1.7749858568422485 2.8980511962436131 1.5416973112151025 4.3265789337456289 4.7574379071593311 6.4240895323455316 6.0033049136400205 3.1674208715558043 6.0664275139570236 3.1004038602113724 3.4489158093929291 3.2833444476127616 1.8501914460211986 1.6813891492784021 10.127999246120451 89.357160184532404 3.1279217093251646 6.0861465036869049 1.6672753125894813 11.916645872872325 5.9076398564502588
leaf_count=2285 53 29 10 60 44 34 30 17 30 37 68 16 27 33 35 35 26 36 24 23 18 35 8 47 1001 28 76 101 184 183
internal_value=0.000651325 0.00175545 0.00207847 0.00132769 0.0119868 -0.0087922 -0.0198102 0.00218593 0.00566067 -0.000229458 -0.00100289 -0.0177846 0.00658002 0.00962442 0.00533413 -0.000213666 0.00807799 0.0135078 0.0138844 0.00324177 0.000302152 -0.00312838 -0.0264714 0.00257486 0.000274593 -0.0128202 0.0226106 -0.0217886 -0.000385729 -0.00705571
internal_weight=312.689 187.523 184.985 171.956 13.0297 4.40559 6.70932 165.246 67.763 97.4833 125.165 4.43975 65.1293 43.8598 32.968 19.9946 15.2372 12.0697 12.9734 6.54932 21.2695 17.9862 3.53158 14.4546 95.7083 6.35118 10.8918 2.538 120.725 17.8243
internal_count=4633 1897 1743 1655 88 44 59 1596 470 1126 2736 84 453 318 212 130 97 71 82 47 135 117 43 74 1089 88 106 154 2652 367
is_linear=0
shrinkage=0.0299121


Tree=405
num_leaves=31
num_cat=0
split_feature=6 5 13 16 15 17 18 13 6 0 13 6 12 13 16 5 2 16 4 19 7 6 6 17 0 6 8 15 5 0
split_gain=6.13013 3.51147 3.82218 6.62869 4.25506 6.52814 4.01266 3.40237 4.84937 3.26634 3.47199 3.20927 3.06769 3.03745 3.03364 3.5536 3.03796 2.72359 4.28811 3.62514 3.66069 3.38669 2.46828 2.45056 2.43946 4.42554 2.39702 6.78512 4.30529 2.31933
threshold=13.115306437050002 23.605484525250002 112.67059178900001 20.034953149600003 30.054399297400007 197.91512403570002 13.921859755900002 109.40142670235001 14.375335877400001 90.321439350550008 113.98793627290001 12.410289964450003 222.66054638440002 108.18355516925001 19.794953710800005 19.841254985200006 119.08834621750002 11.864972254500001 398.10712430820007 12.050972309250001 27.528149546950004 5.1351199812500008 12.145283772600001 207.48293496715004 98.230883170350012 13.400313096150002 7.3442686056500008 24.212507723600002 13.8160216159 95.550490414250007
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=11 2 3 4 7 6 -6 8 12 10 -4 17 24 -10 15 16 -7 18 -1 20 22 -21 -19 -13 -2 -26 29 -28 -29 -23
right_child=1 -3 9 -5 5 14 -8 -9 13 -11 -12 23 -14 -15 -16 -17 -18 19 -20 21 -22 26 -24 -25 25 -27 27 28 -30 -31
leaf_value=-0.0015215127966566721 0.00051683490467950425 -0.00010832390763723557 -0.00088105715732162998 -0.0024160706838726388 0.0014937169953333797 -0.0012363648787104748 -0.0019928441391250415 0.0011619407990263594 -0.0019104303660430154 0.0014472616930974998 0.00053969641013615018 -0.0021740838463107834 0.0015743576732284985 -3.1668390244535324e-05 0.0020332000333814584 -0.0022119785173021884 0.00091055249434801827 0.00046222329791074425 0.00014598079912656108 -0.0019949336523999561 -0.0020122488784675187 -0.000605855275484392 0.0021841260979666736 0.00030604891656885413 0.0005994488202905405 -0.0023168343635375371 -0.0019995479842836424 0.0016228123403121389 -0.00098154951638755551 0.0008188990954648913
leaf_weight=11.562827887944879 28.736771704629064 64.873154789442196 6.3575261235237113 3.5816635191440573 1.3300208151340509 3.1732428967952755 9.6196321686729771 17.088965056929737 5.3096915101632458 13.453242067247627 143.96274448931217 5.0213553998619309 7.7180775515735141 7.1452433364465833 2.9287728965282431 2.2979944311082354 8.8120192578062397 27.034274457953874 10.341444951947777 4.0433130161836734 1.9456508001312602 6.2950385659933117 3.3073510825633994 1.9609920009970663 4.1654066927731028 3.3022877918556333 7.5788472965359714 4.8428101139143092 4.1916360831819475 11.312786141410468
leaf_count=623 146 958 35 43 4 50 198 69 155 63 697 106 41 53 7 55 48 270 264 196 79 63 11 14 35 53 121 27 58 91
internal_value=0.000162446 0.000284578 0.000379338 9.95197e-05 0.000188176 -0.000433623 -0.00156934 0.000426529 0.000203613 0.000559096 0.000479608 -0.000247603 0.00049745 -0.000832608 0.000288879 -6.87934e-05 0.00034213 -0.000154717 -0.000734256 2.5213e-05 0.000489493 -0.000366544 0.000649917 -0.00147754 0.000267875 -0.00069016 -0.000174145 -0.000686775 0.000414488 0.00030953
internal_weight=433.295 333.856 268.983 105.21 101.628 28.1617 10.9497 73.4664 56.3775 163.774 150.32 99.4383 43.9225 12.4549 17.212 14.2833 11.9853 92.456 21.9043 70.5517 32.2873 38.2644 30.3416 6.98235 36.2045 7.46769 34.2211 16.6133 9.03445 17.6078
internal_count=4633 2710 1752 957 914 362 202 552 483 795 732 1923 275 208 160 153 98 1803 887 916 360 556 281 120 234 88 360 206 85 154
is_linear=0
shrinkage=0.00188144


Tree=406
num_leaves=31
num_cat=0
split_feature=7 13 16 14 2 17 18 7 16 2 0 3 2 9 18 7 18 18 9 17 9 6 0 7 15 5 10 3 5 18
split_gain=0.662323 1.27611 1.88466 1.54176 1.47832 1.54164 1.18363 1.17699 1.19068 1.45162 1.40513 1.59856 1.32436 1.3074 1.15375 1.1342 1.03954 1.02279 0.957988 1.19811 0.990676 0.914424 1.64757 1.65601 0.909985 2.11603 1.45454 3.57862 1.69422 1.6765
threshold=26.756201080000004 81.769454037550005 17.684958644900004 366.02505068985005 247.02271001585004 243.29790314680005 17.689700380450002 26.459406588900006 11.864972254500001 309.88494104580008 105.7585659356 76.927540944650019 219.56639384385002 209.24553857890001 16.399957653700003 29.911984439950004 16.922055371600006 15.192788671300002 36.083943265750008 195.44378352670003 43.730860148300003 10.715250360100002 95.746747857800017 19.975862989550006 18.581945927850004 20.852055640250004 70.182199495350019 84.812788641250009 17.687678651600006 14.170404054850001
decision_type=2 2 2 2 2 2 2 2 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 15 3 4 5 14 -4 8 9 13 11 -10 17 -1 -3 -2 18 -12 19 -13 -20 22 23 -22 25 -23 28 -28 -26 -29
right_child=1 2 6 -5 -6 -7 -8 -9 10 -11 12 16 -14 -15 -16 -17 -18 -19 20 -21 21 24 -24 -25 26 -27 27 29 -30 -31
leaf_value=-0.024021308293176943 0.015437317147491407 -0.00040348565131656105 -0.0048996324791386291 -0.028379375647249478 0.024351154944506001 0.016738500175218482 0.028680721412155965 0.012410898911342658 -0.022922043666665934 0.0066304420323897275 0.022620660746898016 -0.031121100917587775 0.024711112058423152 0.013931419309291506 -0.024551179764963516 -0.026974037780237426 0.020266300857718331 -0.029308967370892645 0.018409716970832171 0.011134141961349866 0.011435910611713562 0.017225384476759555 0.0065720181838104345 -0.031717727007209789 0.014959473254828376 -0.013645060413980696 -0.00072524731482079643 -2.5991885817148564e-05 0.0012611871955338497 -0.030677236915530363
leaf_weight=4.2308470736024892 3.2407396009075486 2.1685414584353548 1.5869533028453582 3.2549425745382896 0.96785643696784962 1.2178828131873158 1.4207799956202505 6.1925760147278188 2.0344295343384138 2.5324107751657721 0.44683918356895336 1.4368820828385644 3.2240769919008017 0.76551167666912068 4.0561309682088904 0.52300722108338948 1.9562065489590157 0.68782673915848136 2.277004526462405 0.71903425222262729 0.83287057280540411 6.3799759084358794 2.6098271068185568 2.6743582270573825 6.6742956191301337 2.1102923247672152 48.116182922851294 1.7691811379045237 190.40307847433724 4.5570608383277431
leaf_count=322 123 28 27 190 4 41 15 80 101 39 2 96 29 11 287 211 18 43 43 20 4 42 24 73 27 75 515 23 1920 200
internal_value=0.000574563 -0.00433821 -0.00789906 -0.0127623 -0.00671832 -0.0107587 0.0109629 0.000884086 0.000634885 -0.00985218 0.000917969 0.000678969 0.0159722 -0.0182064 -0.0161386 0.00954387 0.000855159 -0.00885873 0.000714812 -0.0170283 0.000857331 0.000707151 -0.0095059 -0.0214699 0.000947426 0.0095524 0.000656957 -0.00320963 0.0017251 -0.0221054
internal_weight=311.068 18.4368 14.6731 11.6654 8.41041 7.44256 3.00773 292.631 286.438 7.52877 278.909 274.551 4.35874 4.99636 6.22467 3.76375 272.516 1.13467 270.56 2.15592 268.404 266.127 6.11706 3.50723 260.01 8.49027 251.52 54.4424 197.077 6.32624
internal_count=4633 926 592 550 360 356 42 3707 3627 372 3255 3181 74 333 315 334 3080 45 3062 116 2946 2903 101 77 2802 117 2685 738 1947 223
is_linear=0
shrinkage=0.026724


Tree=407
num_leaves=31
num_cat=0
split_feature=19 16 9 13 10 7 10 6 13 17 7 18 2 10 15 8 2 3 0 16 13 15 2 16 10 15 19 3 12 14
split_gain=0.626365 0.866311 0.709899 0.596389 1.53847 1.94514 1.3279 1.54261 1.51732 0.743962 1.1948 1.24012 1.18893 1.52897 1.16713 1.15155 0.884565 0.760451 1.34741 0.636784 0.698333 0.605401 1.55846 0.920566 0.891692 0.76259 0.677185 0.911733 0.723237 1.30017
threshold=9.8507947922000021 8.3649804390000018 40.734022239000005 81.769454037550005 87.313054702550019 24.573979631000004 86.751166953300014 5.1351199812500008 86.968932061850012 246.55589432395001 27.014969757650004 17.108018746400003 253.84121610105004 78.728807892050014 14.882823222300003 7.7439566930000003 312.25197865035005 74.107348365850015 102.65877371115 8.3649804390000018 81.543623554650011 46.723315192750007 247.02271001585004 23.044946110900003 62.025417527550012 49.977661466200011 14.651182102100002 93.883646373400012 74.22129117770001 147.98468416440002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 -3 19 6 -6 7 8 -5 10 11 14 13 -12 16 -15 -9 -16 21 -2 -21 26 23 -23 25 -24 28 -28 -19 -30
right_child=3 2 -4 4 5 -7 -8 9 -10 -11 12 -13 -14 15 17 -17 -18 18 -20 20 -22 22 24 -25 -26 -27 27 -29 29 -31
leaf_value=-0.041416151661787033 0.029948354624569462 -0.040710428631903398 0.031658275487057658 0.016491430965817979 0.018910740584908527 -0.040748347360247128 0.032368856363386947 -0.042714994199029938 -0.041037006472715402 0.026447245263920983 0.03161020900806176 0.021162549908917958 -0.044773845204638452 0.0084342583800068975 0.024647425663496973 -0.047150452105571762 0.027286989584180337 0.013625654643496701 -0.033295056800069098 -0.040735900469019141 0.03729129755394113 -0.044397954494661947 -0.0052261012884785357 0.0023088474707234994 -0.024191469022044838 0.025070438643580235 0.019913139268753873 -0.0046836777751255712 -0.022923917061309876 0.001193866557223024
leaf_weight=1.2541270389629056 2.0838443422690029 0.30778566357912485 0.64115894021233544 0.97514058509841506 1.1863973671570409 2.8588381144218147 2.0648435016628346 1.5181123298825685 2.5238650075625628 1.7738141070585687 1.1820056429132813 4.762055365368723 1.6755870552733538 1.0083674080669882 2.1081324834376565 1.3207659528125075 0.33873409597435955 6.9966617156751445 1.7431326950900246 0.4779465571627951 0.27852252963930368 2.2496686044614749 2.4894532598555088 0.90898316726088513 1.4861123918090013 2.6119985580444336 6.7358247973024827 3.5203100629150867 3.4779280980583271 245.24720900028478
leaf_count=329 45 41 17 27 16 301 31 104 264 24 13 47 65 10 37 35 12 48 71 69 5 84 34 5 36 19 37 33 32 2742
internal_value=0.000759576 -0.0200507 0.00818583 0.000909596 0.000742003 -0.0232514 0.00106692 0.000849045 -0.0250044 0.00115762 0.00100367 0.00134132 -0.0176275 -0.00467268 0.00100593 -0.0230858 -0.0299449 0.0012115 0.00103344 0.0187742 -0.0120073 0.00125046 -0.00833753 -0.0309569 0.00250815 0.0102861 0.0016018 0.0114705 0.00120599 0.000856627
internal_weight=307.807 2.20307 0.948945 305.604 302.764 4.04524 298.719 296.654 3.49901 293.155 291.381 286.194 5.18673 3.51114 281.432 2.32913 1.85685 279.575 277.467 2.84031 0.756469 275.724 9.74622 3.15865 6.58756 5.10145 265.978 10.2561 255.722 248.725
internal_count=4633 387 58 4246 4127 317 3810 3779 291 3488 3464 3341 123 58 3294 45 116 3178 3141 119 74 3070 178 89 89 53 2892 70 2822 2774
is_linear=0
shrinkage=0.0391687


Tree=408
num_leaves=31
num_cat=0
split_feature=5 8 15 15 5 13 13 6 6 5 8 2 15 10 10 12 10 18 16 9 13 18 2 15 16 18 6 16 15 10
split_gain=0.568033 1.02835 1.41075 1.33972 1.00338 1.03833 1.36501 1.01255 1.50784 1.10996 1.72429 1.53083 2.24457 1.27325 1.17846 1.14777 1.53563 1.03078 2.28051 2.86632 1.84199 1.4612 1.34673 1.15667 2.45554 3.00745 1.71153 1.4787 1.73899 1.31154
threshold=12.306951632950001 7.1444245619500011 23.457191196800004 26.912781836550003 13.252098438300001 101.03763345850001 98.255079293500017 13.005303866850001 12.625294988000002 20.971847224900007 7.7439566930000003 187.91736117530004 23.884857921950005 70.311245485600026 65.765062787050013 326.14630530935011 81.573196594050017 17.108018746400003 14.544965987550002 66.544071737050004 102.83621194775002 15.957401718700002 201.25557642380002 28.579157549250002 18.684956306450005 13.956123578150001 14.935348962050002 18.734956189500004 29.171703351550004 66.859265246100009
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 -1 -3 5 6 -2 8 9 10 13 12 -12 14 -6 16 -15 18 19 -9 -20 23 -23 -22 25 -25 -27 -26 -29 -30
right_child=4 3 -4 -5 7 -7 -8 17 -10 -11 11 -13 -14 15 -16 -17 -18 -19 20 -21 21 22 -24 24 27 26 -28 28 29 -31
leaf_value=0.0012867486201397918 -0.0053837323419153203 -0.033796439322277376 -0.025285160092387435 0.033044918279739641 0.010009488525640143 -0.0068716729936475858 0.025767883741742246 0.018179810040032923 -0.035095086830690909 -0.022542343163100546 -0.026148294511390283 -0.028686209165291979 0.011832940360432547 0.010280477856800793 -0.036882902441528226 0.030588974113387311 -0.025009630440451115 0.022649948238576439 0.024046016920341189 -0.033185041909446197 0.0057687513328265579 -0.040199664625656231 0.0031260732327769926 0.013633215327353627 0.024088024608500194 -0.036561951811229662 0.0074225820032136599 -0.021628321019806433 0.0020855842903369642 -0.0063442244896823249
leaf_weight=15.59193826821866 1.8614462721161524 1.9584602705435821 2.182155024027451 0.33667597174644459 0.90890515549109396 2.3110866975039244 4.8821790032088757 1.4309091931208957 1.5144467197824258 2.5920742605812839 2.3924901946447772 3.2195395450107753 3.9549070950597525 8.2977071498753485 1.1801420995034275 2.0822869136463842 1.3774510719813395 2.1251106071285895 3.4043604191392651 3.8182861012755893 46.223003847844666 1.5634781541302794 1.226626652292907 2.2649027106817803 2.6294903084635726 4.6495204258244485 1.0365326618775723 3.2785664843395343 155.0782933884766 19.958033027127385
leaf_count=861 35 258 146 2 12 28 49 17 46 47 86 69 35 87 31 22 96 22 24 158 753 33 23 29 15 205 8 29 1211 196
internal_value=0.000540046 -0.00449329 -0.00197553 -0.0239914 0.000894159 0.011033 0.0171691 0.000561784 -0.0050719 -0.00332348 -0.00119578 -0.0113012 -0.00248312 0.00578634 -0.0164809 0.00974275 0.00525623 0.00118521 0.00100021 -0.0191832 0.00143925 0.00111576 -0.0211522 0.00138001 0.000306075 -0.0165293 -0.0285438 0.00104585 0.000706058 0.0011244
internal_weight=305.331 20.0692 17.7741 2.29514 285.262 9.05471 6.74363 276.207 27.52 26.0055 23.4134 9.56694 6.3474 13.8465 2.08905 11.7574 9.67516 248.687 246.562 5.2492 241.313 237.908 2.7901 235.118 188.895 7.95096 5.68605 180.944 178.315 175.036
internal_count=4633 1267 1007 260 3366 112 84 3254 531 485 438 190 121 248 43 205 183 2723 2701 175 2526 2502 56 2446 1693 242 213 1451 1436 1407
is_linear=0
shrinkage=0.0309526


Tree=409
num_leaves=31
num_cat=0
split_feature=16 6 15 18 15 0 18 7 3 3 3 19 14 10 6 2 13 8 16 19 3 19 5 19 18 0 7 7 10 19
split_gain=3.36529 2.64746 2.50356 3.03375 2.39706 2.22693 2.65335 4.92534 2.96953 2.78764 8.70879 2.21802 2.2181 5.69662 2.85967 2.34285 2.38319 2.33438 2.10413 3.91854 2.10748 4.07981 2.09463 2.16187 2.73676 2.2955 2.01401 1.89261 3.05818 2.16357
threshold=18.594956516900002 15.635365317800002 28.444110612900001 14.032563378150002 28.298162031900002 86.09518316945001 13.956123578150001 23.822419043000004 87.399085362750014 85.589753040950015 84.812788641250009 14.051133688400002 314.01641298495002 62.041548276350007 16.455384477450004 131.42729508740004 117.55283175385001 8.543332867800002 18.764956119400004 13.751109481500002 90.730084986350008 14.551174033150001 22.825270530250005 14.351157895250003 13.304953393500002 87.261973998100004 24.775165158000004 19.506002767000002 65.571493801650021 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 2 4 -4 27 -2 8 -8 -7 10 -9 -10 14 -14 15 17 -17 -13 -11 -20 -21 26 23 -16 -25 -26 -22 -1 -29 -30
right_child=5 -3 3 -5 -6 6 7 9 11 18 -12 12 13 -15 22 16 -18 -19 19 20 21 -23 -24 24 25 -27 -28 28 29 -31
leaf_value=0.0015734742148312345 -4.3679966758440713e-08 -0.0019533872594174415 0.00099418703566051176 -0.0022576513210995426 0.0027951377362115471 0.0024142283233433903 -0.0016700812715930578 0.0005957553364846289 -0.00095404433467936357 0.0020467935831858042 -0.0026856067754764024 0.0021355897348399543 0.00099156916954885356 -0.0032921070322447597 -0.0011576587459871592 0.00024107374982948386 0.0018103502253254762 -6.191126854039398e-05 -0.0016822582099428112 0.0012415112853736894 -0.0018009111629939301 0.0025215916726170936 0.001347063896681389 0.0017789303340596662 -0.0011782626001236513 0.0011518407584810376 0.00089243499750397482 -0.0027638665899548261 0.00013294759070559345 -0.00074180233440508756
leaf_weight=4.1715151807293287 82.590691069606692 4.6579097537323824 2.3469189284369332 6.1534103215672076 1.7993359677493561 5.9282790645956984 7.9780398663133374 17.400850044563416 4.9087278991937628 6.1518425159156314 6.6087771188467732 18.85195975005627 5.3341234028339368 2.8052233085036278 7.5423132851719883 18.317992843687538 8.3399851582944375 3.3751807510852805 4.2680104393512002 21.230441445484761 5.4102667830884439 2.6347822919487953 8.178531236946581 5.6978174373507526 6.7095347270369512 3.9941499605774879 2.3618648126721382 2.4877251917496315 87.282036709249951 20.718634260585532
leaf_count=35 694 371 18 248 6 21 59 87 36 35 96 140 27 28 36 77 34 17 34 126 68 12 29 20 35 19 11 126 1742 346
internal_value=0.000167586 -0.000152028 -8.48815e-05 -0.00135983 8.17649e-06 0.000329022 0.00048519 0.000136023 0.000743772 0.000354123 -0.000307457 0.000638484 0.000726174 -0.000484798 0.000847848 0.00121848 0.000732024 0.0018019 0.000731806 0.000506503 0.000801776 -9.52976e-05 0.00028381 -7.9368e-05 0.000416489 -0.000308769 -0.000982433 -3.55588e-05 -9.63082e-05 -3.48627e-05
internal_weight=386.237 129.617 124.96 8.50033 116.459 256.619 174.029 74.0449 99.9838 66.0668 24.0096 94.0555 89.1468 8.13935 81.0075 48.8851 26.658 22.2271 42.0572 35.9054 31.6374 10.4069 32.1223 23.9438 16.4015 10.7037 7.77213 114.66 110.488 108.001
internal_count=4633 2892 2521 266 2255 1741 1047 528 519 469 183 498 462 55 407 268 111 157 286 251 217 91 139 110 74 54 79 2249 2214 2088
is_linear=0
shrinkage=0.00243348


Tree=410
num_leaves=31
num_cat=0
split_feature=16 6 5 6 3 15 18 15 13 5 13 0 13 18 18 3 7 13 17 16 17 5 2 5 16 18 17 16 9 8
split_gain=4.71051 2.75627 2.7157 2.35615 3.6786 2.18053 2.74223 2.37553 2.07433 5.82402 5.92592 3.84556 3.44646 3.31472 3.23954 3.70172 6.94652 2.88479 2.69562 2.53724 4.48094 2.90236 3.84906 3.4311 2.92184 5.16579 2.53603 2.52917 2.66086 2.50452
threshold=18.594956516900002 15.635365317800002 23.714185006400005 16.405383309150004 93.292185584700022 28.444110612900001 14.032563378150002 28.298162031900002 112.67059178900001 20.769304081650002 111.38282034450002 92.168410086200012 113.19215266625001 14.032563378150002 14.380989918050002 85.589753040950015 24.872345000050004 113.98793627290001 212.38791228795003 22.494947397000004 199.59317753375004 21.836296031200003 223.32247823975004 20.315138807500002 22.644947046300004 13.055593598800002 191.20566072810004 22.624947093000003 204.99169312540002 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 5 8 -4 -5 7 -7 -1 9 10 13 -12 -10 -2 -15 16 -16 26 19 20 29 22 23 -21 -25 -26 -14 28 -23 -19
right_child=2 -3 3 4 -6 6 -8 -9 12 -11 11 -13 17 14 15 -17 -18 18 -20 21 -22 27 -24 24 25 -27 -28 -29 -30 -31
leaf_value=-6.2151827192911588e-05 0.0018702498310406309 -0.0018621957345677819 -0.0013078181865333709 0.0018477050257070004 -0.00016409602982032305 0.00090451908686639277 -0.0020571203786568047 0.0025558193846479914 0.0020523598238018858 -0.0028371477623067758 -0.0032588505833562142 0.00028749268094667131 0.00039114497240163296 -0.0012680049573586527 -0.0023224885520193419 0.001752019505816185 0.00077141704469351131 0.0022855367994016182 0.0022901558487997908 0.0013467554336399888 -0.00066435469426002981 -0.0001816126589641326 -0.0021208739049591247 0.00028528035178673359 0.00021755548461893876 -0.0028179439810969253 -0.0021948856181566497 0.0011417014594999036 0.0017213864119492838 0.00062340984097083898
leaf_weight=119.16795170144178 8.3501394763588888 4.7817248028004533 7.3501795241609207 5.4052491858601561 37.526496673002839 2.242941487580536 5.9006612175144255 1.8294085636734951 8.1073664501309377 3.3201615810394278 3.7457039132714263 2.7612365856766701 4.2344224080443373 5.9064297545701256 4.9422696102410617 9.5610938258469087 15.936687599867581 12.91582421585918 4.7455150783061972 10.563784442842005 5.3594219982624045 19.779495425522331 4.0445642508566371 28.404737815260887 6.9352110512554628 5.0266406536102295 3.6883629616349936 34.848086841404438 4.7335866764187804 7.4198427125811568
leaf_count=2249 31 371 83 21 441 18 248 6 33 51 38 12 17 38 82 41 71 88 28 56 30 100 47 123 35 33 28 155 21 38
internal_value=0.000186277 -0.00016237 0.000362065 -0.000115018 8.91964e-05 -9.94298e-05 -0.00124141 -2.25696e-05 0.00047347 8.91633e-05 0.000278912 -0.00175395 0.000603774 0.000574857 0.000277257 0.000577091 3.90569e-05 0.000526863 0.000600172 0.000542901 0.00119029 0.000397411 1.99389e-05 0.000189949 -0.000112783 -0.00105803 -0.000812752 0.000746991 0.000185865 0.00167908
internal_weight=399.535 133.923 265.613 50.2819 42.9317 129.141 8.1436 120.997 215.331 54.5237 51.2036 6.50694 160.807 44.6966 36.3465 30.4401 20.879 152.699 144.777 140.031 25.6951 114.336 54.9749 50.9304 40.3666 11.9619 7.92279 59.3612 24.5131 20.3357
internal_count=4633 2892 1741 545 462 2521 266 2255 1196 364 313 50 832 263 232 194 153 799 754 726 156 570 294 247 191 68 45 276 121 126
is_linear=0
shrinkage=0.00227998


Tree=411
num_leaves=31
num_cat=0
split_feature=6 6 3 3 10 3 16 10 5 8 0 19 0 12 9 14 4 3 15 18 5 17 15 9 9 10 3 6 13 0
split_gain=3.83496 4.64636 3.32171 5.17786 4.97537 4.49339 4.18872 6.86407 5.05265 5.15992 4.94391 3.75829 3.46544 3.59146 3.82619 3.44716 3.30319 3.26615 6.27447 6.97524 3.10433 3.1629 2.96647 2.88982 3.50032 2.62796 3.3919 2.58718 2.77871 2.58124
threshold=13.665319288000001 13.775321858200002 93.883646373400012 85.589753040950015 61.917879202350001 84.812788641250009 19.224955043700003 66.859265246100009 17.687678651600006 8.1436447804000007 90.321439350550008 12.851036860900001 89.861713010250014 133.01805689090003 185.62570708695003 245.99173885435002 158.18845385165005 93.292185584700022 41.29990759910001 13.122774073950001 24.458659404000002 192.80507188075003 40.42701969085001 206.50942114985003 213.03443802080002 71.053259929650025 83.613736315050019 14.235332606250003 106.01665791610002 85.121961326250016
decision_type=2 2 2 2 2 2 2 2 2 2 2 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 29 23 -5 10 -9 -10 12 -7 13 14 -8 22 -13 -15 19 -19 21 -20 -6 25 27 -3 -27 -25 -29 -4
right_child=1 2 4 6 15 11 7 8 9 -11 -12 16 -14 17 -16 -17 -18 18 20 -21 -22 -23 -24 24 -26 26 -28 28 -30 -31
leaf_value=-0.00024221669440241059 0.0017901696839127887 0.002723017180112895 -0.00010200091009484825 0.0016593167733808347 -0.0014737610894024432 0.0020329566109166322 -0.00059378268979879225 0.001205815856739818 0.0002549063605933031 -0.0031219556702952009 0.0020078331206157137 0.00081045806151258399 -0.0018001729847054607 0.00057575382186423533 0.0014134582010157106 -0.0028291653333520489 -0.002960665484095606 0.00045647772884327827 -0.00019792511306736344 -0.0039479784425664102 -0.0014094347496887969 0.0017019576210317189 0.00082833425516094133 -0.0035735754485568495 0.00024336350053814348 0.00074539745154357344 -0.001634925180687159 0.0016215944578031644 -0.0029265980519929168 0.0013679217452673804
leaf_weight=97.697721892502159 11.260962646454571 2.7682676613330868 31.516071576508693 17.144849240779877 8.3858983546961117 1.2990444442257274 6.2991943955421439 3.9372604936361304 3.9448742400854808 7.1254768576472998 12.490459661930798 1.5892287902533988 3.7277781367301932 65.467795204371214 34.594978682696819 5.5658912600483736 7.2454956760630012 3.4507615715265256 10.624552905559545 4.8582059144973755 4.990511347539722 9.152985602617262 5.0219429088756433 3.276598446071147 8.0300911525264365 16.715222235769037 4.2041443372145286 1.5896603465080263 1.4334663469344375 8.514735986478625
leaf_count=2056 58 8 513 100 252 8 34 14 24 67 57 8 25 325 192 140 192 14 50 40 67 30 26 42 67 69 74 5 39 37
internal_value=0.000166427 0.000296799 0.000239787 0.000365492 -0.000262911 -0.000327528 0.00054317 0.000431043 -0.00109892 -0.00191862 0.000578554 -0.00172913 0.000453858 0.000514117 0.00110427 -0.00126205 -0.0022823 0.000269215 -0.000337502 -0.00211878 0.000260066 0.000681335 -0.000611505 4.60769e-05 -0.000793614 0.000554047 0.000267026 -0.00211542 -0.000535007 0.000210658
internal_weight=403.924 306.226 294.965 235.961 59.0045 48.1512 187.81 170.665 15.0076 11.0704 155.657 10.1338 143.167 139.439 40.8942 18.9737 8.83472 98.5448 33.077 8.30897 24.768 19.7775 13.4078 38.0175 14.3298 23.6876 20.9194 6.29973 3.02313 40.0308
internal_count=4633 2577 2519 1551 968 512 1039 939 105 91 834 208 777 752 226 418 200 526 201 54 147 80 278 304 153 151 143 86 44 550
is_linear=0
shrinkage=0.00236883


Tree=412
num_leaves=31
num_cat=0
split_feature=16 15 18 15 16 12 16 6 13 18 10 9 9 8 9 0 6 15 4 15 5 12 9 6 5 2 2 16 13 5
split_gain=5.17969 3.5628 3.2577 3.11618 3.07782 3.89392 2.74985 3.96814 3.34166 2.38201 2.546 4.67886 4.47314 4.0615 2.41806 2.33128 2.59732 3.60896 4.17889 3.76187 3.38637 7.54415 3.04013 2.59392 4.39504 4.52506 2.94296 4.41677 2.71322 2.4623
threshold=18.594956516900002 28.444110612900001 14.032563378150002 28.298162031900002 16.094962363000004 104.24845815275002 15.404963976500001 13.005303866850001 97.873318238950006 17.549283450150003 70.940344688150006 192.57902085675002 73.466513400400018 5.1459841250500009 58.084576609100004 86.09518316945001 15.205355270700002 28.579157549250002 191.74731805145004 29.171703351550004 19.973460566700002 367.09662155515008 197.00658341100004 16.455384477450004 22.825270530250005 195.72231170465002 131.42729508740004 22.624947093000003 117.55820867010002 19.768819263000005
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 3 -3 4 6 -6 -1 8 -8 10 13 12 -12 14 -7 -2 17 -17 19 -19 22 -22 -20 26 25 -25 29 28 -28 -18
right_child=15 2 -4 -5 5 9 7 -9 -10 -11 11 -13 -14 -15 -16 16 23 18 20 -21 21 -23 -24 24 -26 -27 27 -29 -30 -31
leaf_value=-0.00013449760368542646 5.0452966859352709e-05 0.00067103544562071855 -0.0023852429017213565 0.0029339208068998421 -0.0029538983329880598 0.00047354220851160092 0.0011225081637362586 0.0014177399067683177 -0.0029355824648105316 0.001303341390732532 -0.0026008755029602827 -0.002825932074365654 0.0023310185864650551 0.0021543686284471275 -0.0026374409954821902 0.0011034791626261995 0.0005414486563965062 0.00089700379011930554 -0.001304604185004005 -0.0032167310474435569 -0.002607851792004488 0.0018442722064369124 0.00085552547685576797 0.00013299511488792115 0.0014567674483023949 -0.00260480385540038 0.0002904322906897246 0.0015181140121588105 -0.0020067033953886956 0.0019881393139063825
leaf_weight=75.639947021030821 83.069135606754571 2.8485470223240537 7.6371581903658807 2.0135998204350463 4.3253142414614585 2.9410079037770682 2.2188497614115503 16.696446053683758 2.6473689004778862 3.9013751577585927 1.8207760825753192 6.8493206240236759 2.7407728470861912 3.7065284755080938 3.0048347311094403 16.627365790307522 9.9833153188228589 1.852626048028468 4.6213071830570724 4.6205133609473705 6.8165292888879758 3.390271257609129 24.026917666196823 27.347785755991939 13.053037382662295 4.1342167798429719 25.903897076845173 19.430364605039358 3.4682935029268256 23.411046221852303
leaf_count=1722 694 40 248 7 120 37 30 85 44 34 108 130 15 15 257 71 49 7 46 65 79 20 101 119 49 46 127 90 26 152
internal_value=0.000195042 -0.000187937 -0.00155497 -7.63911e-05 -0.000124311 -0.000817394 8.45341e-05 0.000852878 -0.00108521 -0.000447228 -0.000771471 -0.00155137 0.000362416 0.000150517 -0.00109865 0.00039092 0.000540809 0.000131539 -0.00022499 -0.00203937 7.72808e-05 -0.00112904 0.00050707 0.00074089 0.000266836 -0.000226533 0.000997737 0.000615972 1.91845e-05 0.00155565
internal_weight=410.748 138.992 10.4857 128.506 126.493 29.2899 97.2026 21.5627 4.86622 24.9646 21.0632 11.4109 4.56155 9.65237 5.94584 271.757 188.687 61.9555 45.3282 6.47314 38.855 10.2068 28.6482 126.732 44.535 31.482 82.1969 48.8026 29.3722 33.3944
internal_count=4633 2892 288 2604 2597 716 1881 159 74 596 562 253 123 309 294 1741 1047 389 318 72 246 99 147 658 214 165 444 243 153 201
is_linear=0
shrinkage=0.00243902


Tree=413
num_leaves=31
num_cat=0
split_feature=16 16 18 16 2 10 9 8 2 7 6 6 2 15 7 3 18 8 13 2 5 19 3 3 7 16 13 7 7 2
split_gain=5.85847 3.51908 4.10202 3.94469 3.50688 3.40776 5.08884 4.48953 4.44534 4.17221 3.15382 3.43402 3.17488 3.15323 2.75014 2.71663 4.18002 2.65498 2.56544 3.3058 2.41955 2.31432 2.29223 6.62969 3.52482 2.9256 7.93271 4.7792 5.77998 3.86079
threshold=18.594956516900002 16.094962363000004 17.549283450150003 13.534968349350001 219.56639384385002 71.053259929650025 191.61296531520003 3.0476216663000004 195.72231170465002 22.375171215700004 11.085259005300001 9.1452136764500018 186.79363985910004 44.732387748900003 19.506002767000002 80.785478361850011 17.108018746400003 2.9476996444500005 117.97223122220002 94.087390192850009 11.188452238700002 12.651020723000002 85.589753040950015 84.812788641250009 23.960918281000001 19.224955043700003 112.67059178900001 24.385896469550001 23.822419043000004 146.87900114440004
decision_type=2 2 2 2 2 2 2 2 2 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 8 7 -7 9 14 11 20 21 18 -3 16 -14 -6 22 -20 -5 -12 23 -2 -25 29 27 28 -27 -24
right_child=13 2 -4 10 17 6 -8 -9 -10 -11 12 -13 15 -15 -16 -17 -18 -19 19 -21 -22 -23 25 24 -26 26 -28 -29 -30 -31
leaf_value=-0.0010338930612044783 0.00052247148996260428 0.00053831031558143833 0.0010940083865592027 -0.00061913880890968314 0.00040852304777957678 -0.002057352045480648 -0.0019516452457197665 0.0012867832945511761 -0.0021566751577281138 0.0013357227163798089 0.00043638434008062767 -0.0024978427866616383 -0.0016266936399872537 -0.00023195231071340184 -0.0020919874858695256 0.0017114583114768017 0.0017820934807784609 -0.001530230186646199 0.00051916656059099913 -0.0014641244881497145 0.0012301853380037018 -0.00088577415400377868 0.0017645267714128401 0.001084970617375262 -0.0021606946590482048 -0.0014893379901160624 0.00057521545313992469 -0.002817868492878778 0.001090226434996924 -0.00031233698915733598
leaf_weight=18.688310313853435 20.22939965873957 2.7528773766243848 4.6027294788509598 8.1790370712988061 17.125838272506375 2.2826033621095148 14.593014068901537 4.1164511581882834 3.2534480332396916 7.0466392803937197 28.839361019432545 2.5018610358238211 2.6482397802174118 31.870164549909532 3.0814261827617884 12.170041490346192 2.6150896921753883 3.0425741765648118 6.3358409497886878 5.9710889752022922 3.7852954454720011 5.8195707197301081 13.554579490795733 1.5125735402107228 6.4120155461132526 6.8006041124463099 169.06555229797959 3.4615984894335261 5.9629838578402996 4.3164633554406455
leaf_count=776 95 103 37 182 334 123 322 24 118 36 232 41 34 309 220 62 13 153 50 126 27 55 57 7 95 49 845 34 24 50
internal_value=0.000169194 -0.000138907 -0.000608993 4.71786e-05 -0.000437022 -0.000820121 -0.0013281 9.38985e-05 -0.000159205 0.000345313 0.000329854 -0.000460149 0.00054924 0.000333755 -0.000850899 0.00121497 6.69651e-05 0.000116046 0.00040776 -0.000443089 -3.40466e-05 0.000214381 0.000453028 -5.8394e-05 -0.00154119 0.000523901 0.000452626 -0.00082475 -0.000284199 0.00126289
internal_weight=422.637 147.144 41.7292 105.415 38.8567 37.1265 20.9921 6.39905 16.1344 12.8809 66.5585 14.4662 52.0923 275.493 5.8343 17.4334 5.26333 20.1684 243.623 12.3069 11.9643 34.6589 231.316 28.154 7.92459 203.162 185.291 16.2252 12.7636 17.871
internal_count=4633 2892 983 1909 1263 946 469 147 477 359 646 250 396 1741 323 109 47 487 1432 176 209 287 1256 197 102 1059 952 107 73 107
is_linear=0
shrinkage=0.0019125


Tree=414
num_leaves=31
num_cat=0
split_feature=16 15 15 13 6 8 2 5 13 6 3 7 5 10 19 5 9 16 6 5 18 0 6 16 16 17 4 16 5 17
split_gain=5.53061 3.32048 3.22758 2.98232 3.6828 3.09944 2.78687 4.20414 2.69706 3.18043 2.37746 2.34086 4.06037 2.61045 3.47926 2.46668 3.88388 2.27024 2.94925 2.73536 2.26796 2.66134 2.07851 3.37751 2.06741 3.14767 2.66567 5.86028 3.96861 3.72047
threshold=18.594956516900002 46.055224235250002 28.444110612900001 95.937628385050019 15.635365317800002 2.9476996444500005 185.00267682035005 12.306951632950001 118.84598011460001 19.835463452400003 112.7969493211 22.375171215700004 23.286780469550006 71.053259929650025 12.651020723000002 17.352342178450005 191.61296531520003 23.044946110900003 16.495385412050002 24.367802910700004 14.032563378150002 94.604153152350008 16.475384944750001 22.584947186600004 22.694946929300002 193.29780372785004 310.44950696480004 22.624947093000003 21.363989181350004 209.54662559615002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 8 3 5 6 -1 11 -8 24 10 -10 12 -5 -13 -15 16 -16 18 19 -3 21 -4 23 -21 26 -26 -2 28 -28 -30
right_child=1 17 20 4 -6 -7 7 -9 9 -11 -12 13 -14 14 15 -17 -18 -19 -20 22 -22 -23 -24 -25 25 -27 27 -29 29 -31
leaf_value=-0.00023693076849577764 0.00047547603405418982 -0.0019901338125820076 -0.0016358025773556919 -0.0023047916884997681 -0.0016172645525535086 -0.0016077544681174169 -0.0023275545630337693 0.0008347573995125746 -0.0023595158627779866 0.00053144001062607976 0.001194593508714612 0.0016644697922267449 0.001327260492947578 0.00031824909379398993 0.00050723178009193985 0.00089482638658426735 -0.0019605691444886985 0.0014060623503718951 -0.002453508971168234 0.0012784660422696806 -0.001922305273738384 0.0022633087179987658 0.0014249059338633057 -0.0014806089359327918 0.00042151215364753558 0.0021350289528985901 -0.0021633138931357091 0.0012076874637669895 -0.00077970183633126156 0.0015886294658489838
leaf_weight=30.01080633723177 196.86584121920168 3.1844102125614944 1.531980918720363 4.414067469071596 4.860294717596843 8.9276867518201453 1.8528043781407166 32.827589370310307 4.3720290688797814 5.133053220808506 0.957057625055313 3.9899849481880656 1.810795336961746 33.354972636327147 3.7777544269338241 2.7718999944627276 8.9958835784345847 2.407965086400508 3.2909409077838054 2.9699351070448738 6.9072668626904488 1.3954799547791479 3.64067592471838 4.9124431605450809 11.383335426449777 7.366384044289588 6.0448370166122976 8.9411091655492765 11.377418590243904 3.6564250066876403
leaf_count=762 1032 44 36 154 349 449 75 244 102 29 8 15 14 308 59 16 159 10 60 21 248 4 20 88 48 32 75 43 105 24
internal_value=0.000166103 0.000336451 -0.000153385 -7.25902e-05 0.000116323 -0.000551229 0.000206154 0.00066581 0.000399632 -0.000615999 -0.00172123 -6.35063e-05 -0.00124824 7.59288e-05 -5.36865e-05 -0.000851723 -0.00123073 -0.000456467 -0.00070565 -0.00031455 -0.00128377 0.00022285 0.0001485 -0.00044104 0.00044289 0.00109472 0.000389024 -0.000177919 -0.000765663 -0.000203693
internal_weight=423.933 276.504 147.429 137.595 98.656 38.9385 93.7958 34.6804 256.097 10.4621 5.32909 59.1154 6.22486 52.8905 48.9005 15.5455 12.7736 20.4064 17.9984 14.7075 9.83473 2.92746 11.5231 7.88238 245.635 18.7497 226.886 30.0198 21.0787 15.0338
internal_count=4633 1741 2892 2604 1393 1211 1044 319 1498 139 110 725 168 557 542 234 218 243 233 173 288 40 129 109 1359 80 1279 247 204 129
is_linear=0
shrinkage=0.00204248


Tree=415
num_leaves=31
num_cat=0
split_feature=17 9 13 13 13 8 19 2 18 10 17 16 9 3 19 8 18 0 13 13 10 10 16 18 12 16 10 18 17 4
split_gain=0.694444 0.770257 0.675563 1.30496 1.27678 1.31918 1.27344 1.25937 1.09442 1.41812 1.10596 2.50032 2.54688 0.982784 1.26888 1.46571 0.908003 1.41712 1.08507 1.84761 1.81335 4.22979 1.28593 1.00173 1.7175 0.969775 3.27369 2.93283 1.61034 1.26019
threshold=158.19986339130003 43.730860148300003 95.937628385050019 92.792132372400019 92.146902421150017 2.9476996444500005 10.850875481800001 168.84984911130002 17.108018746400003 81.573196594050017 211.79441883225005 17.684958644900004 201.81004550795004 74.895066598050008 9.4507625164000029 2.0484014478500003 16.399957653700003 97.789976036950009 99.07774748140001 101.12635257680002 78.196493182200015 77.094225348750015 16.614961147000002 14.365787915650001 211.51213392550002 15.954962690350003 73.007768990450018 15.454705336800002 191.20566072810004 309.25865594525004
decision_type=2 2 2 2 2 2 2 2 2 2 2 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 -5 -2 9 16 -10 12 -12 14 -9 -16 18 -18 23 22 21 25 -20 24 -4 27 29 28 -21 -27
right_child=2 -3 8 6 -6 -7 -8 13 10 -11 11 -13 -14 -15 15 -17 17 -19 19 20 -22 -23 -24 -25 -26 26 -28 -29 -30 -31
leaf_value=0.021140668331456388 -0.032939652142079071 -0.035629694279387683 -0.034851998395976136 0.0028347860704622859 0.017957262332246114 -0.032957749946937655 -0.034520167256953033 -0.034355509923820894 0.028004953222637536 -0.02720335169708556 0.027484079889419623 0.034406340658416315 -0.036427210373741761 -0.022794931810584146 0.0028633661239868403 0.036440742515408013 0.013521211039168051 -0.019061260549012627 -0.037930560028234347 0.005507345889740705 0.032236213630750285 -0.040289290007557377 0.0018724273928946524 0.01646557635615702 0.013185770971564734 0.0024441832346542404 -0.026687086865534677 0.030761129298372852 -0.024882233029851895 -0.0041564026689487046
leaf_weight=0.32493039208929886 1.1643825077626413 1.0390970414737237 1.2086346244905137 1.4799575903452922 3.0790346618741742 1.5503883425844822 2.6156902478542179 0.72169083089101871 3.1302095577120772 1.8380782734602679 0.97264690883457694 1.680181488394737 1.9216166618280111 1.3780956505797792 6.1341940900310874 1.7250788956880567 1.8930533158127207 5.126242205966264 2.1224797531031068 15.053505985881207 1.9508635981474061 2.5331319987308225 1.3919797125272451 8.8869982527103257 2.12806573335547 193.76976176700555 4.3724856685148543 4.6190193854272357 2.0521006217459208 35.435707527503837
leaf_count=32 161 218 50 45 50 251 143 122 21 119 6 17 54 57 251 6 21 94 62 176 33 74 42 75 27 1709 114 36 21 546
internal_value=0.00080643 -0.0221062 0.000906622 -0.00483862 -0.00063104 -0.00514696 -0.021022 -0.00127069 0.00129703 0.000972787 0.0132652 0.00317898 -0.0149492 0.00243195 0.00648337 0.0102335 0.00115609 -0.010274 0.00144728 0.00101213 0.00132569 0.00109181 -0.0221657 0.0108205 -0.00421469 0.00150239 0.000897494 0.00800613 0.00186161 0.00142372
internal_weight=313.299 1.36403 311.935 19.8485 15.7529 12.6738 4.09565 11.1234 292.087 284.382 7.70465 4.57445 2.89426 9.95906 8.58096 7.85927 282.544 7.0193 275.525 263.301 259.787 257.836 3.51446 12.2237 3.3367 255.303 233.578 21.7246 17.1056 229.205
internal_count=4633 250 4383 1086 898 848 188 597 3297 3199 98 77 60 436 379 257 3080 115 2965 2813 2709 2676 104 152 77 2602 2369 233 197 2255
is_linear=0
shrinkage=0.0321822


Tree=416
num_leaves=31
num_cat=0
split_feature=16 16 9 15 0 15 16 15 4 17 6 2 5 17 9 16 3 6 17 4 9 16 10 10 0 9 13 7 17 16
split_gain=0.612774 1.62992 3.04902 1.59638 1.30041 1.18294 1.65746 1.47406 2.64593 1.41493 1.29186 4.51571 2.69295 2.25436 3.5229 1.79961 2.93902 2.21419 2.00446 2.80625 1.73062 1.64297 3.67637 2.62078 2.77304 1.36433 1.67788 1.24657 1.2384 2.47314
threshold=18.594956516900002 18.369957043050004 187.45330412110005 31.445204138150004 76.535026057600007 28.579157549250002 19.274954926800003 29.583625105200003 206.71522889875004 212.38791228795003 15.155354102400002 98.91243606750001 19.973460566700002 205.96542837505004 196.17233399030002 20.674951653000004 89.732667019950014 15.945372561050002 196.58703564235003 201.80971861865004 212.80230024750003 22.494947397000004 62.229740345500012 64.369753017350021 86.681267041950008 204.20786774030003 109.51703040195001 23.543468673550006 201.39543491635001 22.604947139800004
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 3 -3 4 -1 6 -2 8 -7 10 11 -9 20 14 -14 18 -17 -18 19 -12 25 23 28 24 -19 26 -13 -26 -23 -30
right_child=5 2 -4 -5 -6 7 -8 9 -10 -11 15 12 13 -15 -16 16 17 21 -20 -21 -22 22 -24 -25 27 -27 -28 -29 29 -31
leaf_value=-0.027799156044099126 0.014176526155028355 0.018446415472424545 -0.032896627378863952 -0.028608971812016808 0.00041621052139936712 -0.00023292460173179259 -0.0007957637448519773 -0.03566936683365049 -0.035856929538484114 0.014076897294702193 -0.030018112469683424 -0.012603840083758502 0.0092171289964072187 0.010870009456384926 -0.04192127644034975 -0.019736165565675014 0.012274875083534507 -0.0045603371007257856 0.021861054468007495 0.02494496969965224 0.0166900684658422 0.0010842389077236083 -0.027536096051519635 -0.016223033099591267 0.028701433751974956 -0.0164864680839177 0.013841380557449826 0.0035268907479471139 -0.026315982719627193 0.0089021210045747388
leaf_weight=1.2327190235082515 12.132751063676553 1.2158394430298347 2.9472785640973598 1.4730775242205698 87.514621209906181 4.9720147475600234 10.06856167479418 3.1108345873653915 2.2554104393348098 6.1472002901136866 1.5688840807415529 2.738171095028525 1.4663220159709442 1.7139931153506038 3.1693822490051389 4.9208843521773806 13.359704047441481 3.9704537205398074 6.3948002811521292 1.2358566573821006 6.0372935440391293 101.01462676504161 3.6340675079263738 2.5296834185719481 6.5590422451496107 3.199742317199707 5.1315046772360802 1.8842961713671682 3.5453236997127524 2.5520222038030624
leaf_count=248 95 49 180 92 2323 34 122 62 33 51 33 37 10 21 56 36 71 29 38 15 26 719 30 17 83 18 19 8 56 22
internal_value=0.000619485 -0.00121329 -0.0179019 -0.000443218 2.42932e-05 0.00142289 0.00738641 0.00073729 -0.0113499 0.00120725 0.000767098 -0.00478611 -0.000690307 -0.0158619 -0.0257457 0.0017303 0.000982835 0.00171607 0.0134279 -0.00579966 0.0049411 0.000593761 -0.000551932 0.00908449 0.0142417 -0.00146682 0.00464004 0.0230832 0.00036358 -0.0115756
internal_weight=309.696 94.3835 4.16312 90.2204 88.7473 215.313 22.2013 193.112 7.22743 185.884 179.737 26.5672 23.4564 6.3497 4.6357 153.17 143.97 139.049 9.19954 2.80474 17.1067 125.69 110.746 14.9435 12.4138 11.0694 7.86968 8.44334 107.112 6.09735
internal_count=4633 2892 229 2663 2571 1741 217 1524 67 1457 1406 249 187 87 66 1157 1071 1035 86 48 100 964 827 137 120 74 56 91 797 78
is_linear=0
shrinkage=0.0272798


Tree=417
num_leaves=31
num_cat=0
split_feature=10 7 5 18 18 3 10 8 16 19 5 2 9 19 16 19 15 6 10 7 5 10 7 3 5 18 19 17 9 13
split_gain=0.606215 0.803873 0.706516 0.579051 1.25735 1.25014 2.65204 1.6305 1.16947 1.44486 1.10568 1.15056 1.10532 1.06085 0.905446 1.53294 1.4606 1.1998 1.71751 1.08667 0.786291 0.736812 0.982221 0.672181 0.669907 1.0731 0.646135 0.991546 0.619163 0.609486
threshold=90.937096262400004 27.973342028250006 7.754880527600001 17.327266398450003 16.399957653700003 80.785478361850011 76.871083323950003 7.7439566930000003 17.684958644900004 12.651020723000002 10.726864994700001 229.44804549725004 184.83999455315004 11.750948102400001 11.864972254500001 10.650859343850001 17.480288512750004 5.1951213832000009 70.348883899450016 22.532843451200005 3.1519685025000004 66.52858489605002 18.737592104000004 74.346621139400014 18.678742451450002 16.012058908900006 11.150899688650002 164.83847936535003 219.87257840710004 95.811270852950017
decision_type=2 2 2 2 2 2 2 2 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 14 7 -7 10 9 28 -6 13 -11 -12 15 19 21 18 -18 -1 -21 22 -16 -19 25 -23 27 -25 29 -5
right_child=1 -3 -4 8 5 6 -8 -9 -10 12 11 -13 -14 -15 16 -17 17 23 -20 20 -22 24 -24 26 -26 -27 -28 -29 -30 -31
leaf_value=0.015881189549155003 -0.028213942036201905 -0.028011484057159301 0.019346859894264688 0.0063808579707974305 -0.022843113591506439 -0.018635998888812545 0.025897650280894871 -0.032136011380466234 0.02934507016400063 0.012043549493741037 0.0075596038321881828 0.022066791374322228 -0.030283094702844415 -0.032370296085557512 0.018344771320960438 -0.029862112289003505 0.033080820764066113 0.018949465040854541 -0.029335282004566188 0.029961581217364159 -0.028718324534485504 -0.0020390169776893503 -0.029953968279874336 0.0012396391391078347 0.030797530695477148 0.025030390055373566 0.00090726360258091296 -0.031694696636794334 -0.011752630525806572 0.024764067038597508
leaf_weight=1.7101514098467299 0.35042177786817708 1.2955724975909104 0.74517581379041076 4.2701689531095308 1.8909505970077569 1.9881531156133849 2.096393056679517 2.6824715542607009 1.5273524783551682 0.69584785215556655 1.157355985138566 1.4639096194878218 1.4557235846295951 0.90455855801701535 0.63474494835827389 1.9605649759469086 0.40492585301399175 1.560114194639026 1.9885203212033955 0.21145516633987405 0.9904385965783149 2.3109253474976867 0.6506589048076421 1.7047834980767214 1.8543362021446226 2.1639984790235758 261.3360949017806 1.1807010709308086 0.93779744370840479 2.0307423528283834
leaf_count=30 67 399 88 112 148 34 18 98 17 10 25 13 54 22 8 110 1 20 213 1 122 50 40 44 7 14 2796 24 31 17
internal_value=0.000572008 -0.0132826 0.00413476 0.000681068 0.000448194 -0.00823935 0.00422089 -0.0145232 0.00692752 0.00328125 -0.00580107 0.00333883 -0.0165941 -0.00995758 0.000825328 -0.0109788 0.00103388 0.000695131 -0.0187757 0.00173453 -0.0183945 0.0129641 -0.00610358 0.000870472 0.0168365 0.0110513 0.000763723 -0.0122366 0.00918882 0.0123056
internal_weight=306.155 2.39117 1.0956 303.764 292.846 12.1838 4.08455 8.09925 10.9176 9.39028 5.41677 3.52582 2.15157 2.06191 280.662 4.87261 275.79 268.175 2.39345 2.91205 1.20189 7.61466 1.2854 265.782 6.32926 4.47492 264.222 2.88548 7.23871 6.30091
internal_count=4633 554 155 4079 3838 358 52 306 241 224 208 60 64 47 3480 263 3217 3098 214 153 123 119 48 2884 71 64 2864 68 160 129
is_linear=0
shrinkage=0.0276241


Tree=418
num_leaves=31
num_cat=0
split_feature=3 16 7 5 3 9 4 16 0 7 3 15 15 7 15 7 0 7 13 3 16 19 16 10 13 6 13 2 13 13
split_gain=0.570609 1.39425 0.911879 1.29313 1.23591 2.01137 2.1785 1.67889 1.9666 2.99579 2.74927 1.75594 1.25968 1.82626 2.10383 1.12648 1.90812 1.90293 1.12839 4.87494 2.37535 4.52334 1.8807 3.55153 3.27845 2.62104 1.88356 4.08506 2.83647 2.86357
threshold=108.48197402175002 21.074950717600004 19.250086031950001 30.922794813800003 95.002044955650021 227.40597858270002 229.41769445250003 22.704946905950003 85.619326080400015 22.502236473750006 94.16862293520002 42.80317728375001 32.548041893900006 20.869210126600006 42.968808980200009 22.721067571950005 85.732241321850012 22.747724408400003 109.34496908160001 84.643415779050017 19.224955043700003 13.751109481500002 19.934953383400003 66.859265246100009 113.19215266625001 15.105352934150002 115.13321943645001 154.46567853970001 116.86189801435002 117.28936285705002
decision_type=2 2 2 2 2 2 2 2 2 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 12 8 9 -4 -11 -9 -6 -14 -15 -10 -17 -18 19 -19 -20 -22 -23 24 -24 -25 27 -26 -28 -30
right_child=1 -3 4 -5 5 -7 -8 11 15 10 -12 -13 13 14 -16 16 17 18 20 -21 21 22 23 25 26 -27 28 -29 29 -31
leaf_value=0.022235505346912786 -0.036731739981164559 0.023701812754002405 -0.049995102403618277 -0.004936290507251832 -0.029398792304848716 0.037532596268578584 -0.043177228237374451 0.0010765747978962259 0.0058686898287935562 -0.030137008704079312 0.022866371320177509 0.029969458377500917 0.024844924202637852 -0.037242614653207884 0.013294195692842577 -0.028411023084042319 -0.033185749999603026 -0.0002633753613303002 0.018073062460446664 -0.033166690526591339 -0.034064172958468655 0.024616162480973768 0.028697151798939488 -0.0022043487270318419 0.0051967126199920655 -0.046535556321437674 0.021090291071297475 -0.046632839869074433 -0.023344083433057185 0.0028641630285476975
leaf_weight=5.615275120129807 1.4738219807040871 0.69702016934752453 2.3875105235492802 3.5397527627646923 2.202007781655988 0.9964487701654442 2.5671791618515281 5.5025085434317571 46.377342807361856 2.2735839140368626 2.6006709646899253 4.9556515105068684 2.5316120041534305 2.146058252081275 1.9479705691337583 2.9273912659846237 2.0943867969326666 81.778885282255942 11.335233954712747 5.9906127004651344 4.3439145218580952 4.5966823771595946 5.9200481474399558 3.4690760374069205 4.9128427356481543 3.1584093999117613 9.723982557654379 3.0586387347429991 5.6004083156585684 66.90930092567578
leaf_count=76 183 6 52 52 281 6 110 35 480 59 26 30 13 38 8 41 16 1979 71 300 39 20 34 26 29 37 74 31 37 444
internal_value=0.000658513 -0.0173276 0.000788031 0.0117296 0.000445342 -0.0104357 -0.0146304 0.000927019 0.000389842 -0.0176837 -0.00185692 0.0147676 -0.00632861 0.00133868 -0.0131968 0.000890403 -0.000179376 0.000208825 0.000540617 -0.00250916 0.00271635 0.00115787 0.00258313 0.00159748 0.0033162 -0.0233309 0.00165048 -0.0146902 0.00323449 0.000839925
internal_weight=303.634 2.17084 301.463 9.15503 292.308 12.3913 11.3948 279.917 269.459 7.26177 4.87425 10.4582 8.82765 6.62564 4.09403 262.197 215.82 212.892 210.798 87.7695 123.029 111.693 107.349 102.753 96.1252 6.62749 90.2052 7.97148 82.2337 72.5097
internal_count=4633 189 4444 128 4316 456 450 3860 3795 137 85 65 340 59 46 3658 3178 3137 3121 2279 842 771 732 712 649 63 615 60 555 481
is_linear=0
shrinkage=0.0352078


Tree=419
num_leaves=31
num_cat=0
split_feature=16 16 18 10 9 7 9 18 7 16 6 12 6 2 15 13 5 17 5 5 2 16 3 10 15 19 7 8 9 0
split_gain=3.3047 3.04899 2.86418 2.85685 3.76966 3.63356 3.08586 2.87758 2.81997 2.64401 2.66222 2.62702 2.5853 2.53284 2.17656 2.2727 2.54982 4.8455 2.15364 2.05373 2.18514 2.40206 1.97912 2.63317 2.45842 1.86764 2.15512 1.83865 2.10194 1.78452
threshold=18.594956516900002 16.094962363000004 17.549283450150003 71.053259929650025 191.61296531520003 22.375171215700004 73.466513400400018 14.804191144800003 19.506002767000002 13.534968349350001 11.085259005300001 247.65401887280004 9.1452136764500018 186.79363985910004 46.055224235250002 118.84598011460001 30.133297129900004 162.43086425485004 24.367802910700004 24.458659404000002 247.02271001585004 23.044946110900003 80.169821450000015 83.75622459600001 18.019770707250004 12.651020723000002 24.103872582350004 2.9476996444500005 31.257715529350005 98.752444047600008
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 9 3 5 6 8 -5 -7 -3 11 12 22 -11 25 15 -2 17 -17 -16 -20 21 -21 23 24 -1 -12 -27 28 -13 -15
right_child=14 2 -4 4 -6 7 -8 -9 -10 10 13 27 -14 29 18 16 -18 -19 19 20 -22 -23 -24 -25 -26 26 -28 -29 -30 -31
leaf_value=0.00089953767351075753 0.00052483886173987717 0.00054903423229777574 0.0014892689900970243 -0.003014036398603097 -0.0027699324959985562 0.0022055211351697072 0.0016209221982424805 -0.0020985479555033662 -0.0031336711742631553 -0.00010022329159935014 0.00064673184211111521 -0.0029078220380032954 -0.0034938484428273168 0.0023950049732890679 -0.002780646238781952 0.001801031348614127 0.0015468427043209576 -0.0034106060776999594 0.002319000480246686 -0.0033093055672315896 0.00033200712016621871 0.0011776923443927256 -0.0031237992957734379 -0.0023786972645790014 -0.0030846946534266589 0.00056423587590789435 -0.0029819502200068245 -0.0020522370178373819 0.0010895949913580219 0.00023399919494824568
leaf_weight=6.9011302860453743 228.81334855081514 2.7794702431419882 3.6826092703267923 1.7073182256426687 12.200865562539546 5.4719340866431594 3.5038692988455296 1.6056662909686563 4.1319890357553959 10.447542390320448 26.12128974264488 1.1545355707639817 2.1659378046169868 10.299819418229161 2.8980666962452259 2.0555098149925453 2.4681080598384142 4.653172658290714 2.3328216373920432 3.4732695659622541 8.0911787694785726 1.3142807111144064 3.6983398697338989 5.1703591416589907 1.5081581608392296 2.8032326579559586 2.6779712829738855 2.2219817985314867 11.749815823510287 4.3409637082368127
leaf_count=143 1359 121 37 122 322 26 25 65 265 209 232 131 41 62 44 17 19 103 18 96 79 6 135 483 60 21 34 132 179 47
internal_value=0.000213047 -0.000161088 -0.000869377 -0.00114599 -0.00191029 -0.000194679 0.000102391 0.00122907 -0.00165266 0.000111201 0.000468237 -0.000537294 -0.000682963 0.000782243 0.000397623 0.000469514 -0.00090994 -0.00181378 -0.000547148 -0.000121628 -0.000563717 -0.00207753 -0.00129043 -0.000791118 0.000184988 0.000331922 -0.00116834 0.000322968 0.000731951 0.00175427
internal_weight=382.445 126.345 35.0837 31.4011 17.4121 13.9891 5.21119 7.0776 6.91146 91.2611 58.8568 32.4043 12.6135 46.2433 256.1 237.99 9.17679 6.70868 18.1096 15.2116 12.8787 4.78755 17.278 13.5796 8.40929 31.6025 5.4812 15.1263 12.9044 14.6408
internal_count=4633 2892 983 946 469 477 147 91 386 1909 646 1263 250 396 1741 1498 139 120 243 199 181 102 821 686 203 287 55 442 310 109
is_linear=0
shrinkage=0.00282697


Tree=420
num_leaves=31
num_cat=0
split_feature=6 0 7 6 13 0 9 16 0 3 10 2 17 8 3 17 2 9 13 9 10 16 16 6 16 15 18 0 5 5
split_gain=4.46063 4.09458 3.48232 4.2003 4.26581 4.82114 3.90399 3.35281 3.18032 2.84068 2.64588 3.9319 2.7071 2.51486 2.49426 3.12691 2.59282 2.41633 2.38101 2.04292 1.94394 6.22484 4.32339 3.06682 6.15468 3.24964 4.11102 4.47255 2.80351 2.76076
threshold=13.665319288000001 85.990333302400003 22.721067571950005 13.775321858200002 109.34496908160001 95.988709089550014 206.50942114985003 18.094957686100003 86.538778761000017 93.394346993650018 62.025417527550012 154.46567853970001 193.09202135800004 8.6432548896500023 93.668569722950011 190.19286262750003 314.93386866815007 197.61184394335004 108.64328150955002 211.24289424260004 64.369753017350021 20.834951278800002 22.494947397000004 15.695366719750002 20.034953149600003 31.445204138150004 14.390586827150001 93.047535894850014 21.363989181350004 19.841254985200006
decision_type=2 2 2 2 2 2 2 2 2 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 9 -4 5 7 -7 18 10 13 12 -12 -6 -3 15 -2 -16 -13 -5 -8 22 23 -10 24 25 -22 -27 -28 -24 -29
right_child=1 2 3 4 8 6 19 -9 20 -11 11 17 -14 -15 16 -17 -18 -19 -20 -21 21 -23 28 -25 -26 26 27 29 -30 -31
leaf_value=-0.00022362828160975415 -0.0028756785738099835 0.0012322428535699399 0.001670106024451724 -0.0012181525577804975 -0.00044843442451712598 0.00084150315737074248 -0.0025037197973901255 -0.0020455113597016416 0.0019754608444080887 0.0024164688153632432 0.00050573106435757888 -0.0031816800537420743 0.0012855890969284503 -0.00074445568465708015 7.7476645949733116e-05 0.00033176636168623629 -0.0023575113450822745 -0.00080714113362018592 0.0020480232768438919 -0.00029483952977107496 0.0012135896401643379 -0.0016158159799156161 -0.00010912074148361718 0.0016292071763568451 -0.0022009315644247428 -0.0026714296488719743 0.0026785342783998398 0.00094168101358030624 0.00099278310215103493 -0.0027430355659122867
leaf_weight=96.871126351528801 3.2405154369771472 13.078629496507352 11.164245218038557 2.3225473621860138 8.1863701455295139 17.726798675954345 2.5514164436608544 9.8086803299374861 13.939110063016413 7.0109504302963606 6.1828378885984412 3.4307727795094234 8.8593581803143007 3.9634995311498633 83.12755387625657 2.5800988897681236 2.1193167519522822 4.9435642957687378 1.9323879368603227 8.8159357011318189 17.661095689982183 6.7043546158820382 16.992306865751743 10.947607334703205 4.0697520524263373 2.6384822614490968 2.7143720015883446 1.8565829992294314 30.494216553866863 1.9920209273695944
leaf_count=2056 34 68 55 41 40 70 29 279 97 34 25 24 32 20 1017 14 76 29 6 70 71 45 95 52 42 20 7 8 145 32
internal_value=0.000183725 0.000310585 0.000471061 0.00037523 0.000296991 -0.000301349 0.000203815 -0.00134641 0.000479341 0.0012517 -0.000128484 -0.000809149 0.000452808 0.000772521 -7.70699e-05 -0.00145392 1.69406e-05 -0.00177993 0.000265188 -0.000790625 0.000653952 0.000329019 0.000910957 0.000640358 0.000290383 0.000667824 -0.000379707 0.000541624 0.000598484 -0.000965513
internal_weight=407.927 311.055 219.988 195.935 184.771 43.1578 29.0942 14.0636 141.613 24.0531 31.6029 14.5572 17.0457 17.0421 91.0675 5.82061 85.2469 8.37434 4.25494 11.3674 110.01 48.5843 61.4256 41.8799 30.9323 26.8626 9.20146 6.56298 47.4865 3.8486
internal_count=4633 2577 1436 1314 1259 495 169 326 764 122 150 78 72 88 1141 48 1093 53 47 99 614 277 337 232 180 138 67 47 240 40
is_linear=0
shrinkage=0.00217391


Tree=421
num_leaves=31
num_cat=0
split_feature=6 6 3 5 5 5 5 15 3 9 9 3 15 0 15 2 17 16 15 7 7 18 18 3 7 18 3 3 3 17
split_gain=0.615754 2.57762 1.37246 1.36052 1.18852 1.40705 2.13586 2.35323 1.13024 2.16797 3.31361 2.88283 3.45064 1.84178 3.61446 1.69234 1.65352 1.38009 1.34504 1.19607 2.73743 1.2214 2.59508 2.35008 1.77314 1.84419 2.50162 2.49491 2.5571 2.59562
threshold=13.665319288000001 13.775321858200002 81.699554126200013 15.839549529050002 20.971847224900007 18.678742451450002 15.332427622700001 32.145494189350011 85.589753040950015 206.50942114985003 214.52351813370004 84.643415779050017 28.826925781250004 93.501885318850015 32.145494189350011 73.795394389500018 204.73764675200002 18.369957043050004 23.949961253350004 25.487785026200005 25.024903008400003 14.349689277800001 14.577219465650002 86.821066864700015 24.581118242250003 13.988302431200003 87.399085362750014 88.813214339350012 89.614374862250017 203.37411447725003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=4 -2 -3 -4 5 6 -1 -8 9 11 15 16 -13 19 -15 -11 17 18 -5 20 21 23 -23 -10 25 26 -25 -27 -29 -30
right_child=1 2 3 8 -6 -7 7 -9 13 10 -12 12 -14 14 -16 -17 -18 -19 -20 -21 -22 22 -24 24 -26 27 -28 28 29 -31
leaf_value=-0.00031754446553665253 0.019302465129241921 -0.022081815630503637 0.029948237081688669 -0.0039458357916897996 -0.018841169605689004 0.012274722116818121 -0.032991658005120647 0.0064814903178613166 -0.034518875963163248 0.0050629944118897223 0.0019983332542104727 0.0094797238123640829 -0.03855906219782574 0.027539744025848883 -0.016656503120528417 -0.042790036100725327 0.027640559387029806 -0.018931080337483343 0.017154126848869633 0.024180135149230727 -0.036080263973654596 0.022597095450297245 -0.015717852282961953 0.036292360369682072 0.02164856653803951 -0.043196848831499608 0.00091940369426208939 0.02800748303922946 -0.047773598534485449 -0.0028591208588857257
leaf_weight=46.21525516998372 7.9977353885769835 2.6686328789219251 1.6634488627314556 5.9920905232429558 4.0982511553447685 7.2341808411292723 4.5291356776142484 2.3640892568510026 1.9384578689932812 0.91966156661510279 4.9520164048299193 2.6837756540626279 3.6016131499782205 6.9832874760031682 2.6160793611779809 4.3806351968087256 3.3102898634970179 2.5430608750320962 6.4537873119115829 2.2769913794472805 2.0474251061677924 6.8919389527291042 2.4695111627224833 2.0850241035222998 4.1689641997218123 2.136589938774704 148.96085341108846 1.9382147714495639 1.7284824769012628 5.6454098785761744
leaf_count=1728 58 45 8 26 90 93 126 19 13 6 53 18 144 36 35 111 11 53 37 23 23 52 34 9 30 21 1638 12 23 58
internal_value=0.000653231 0.00140323 0.000783666 0.00105084 -0.002129 -0.000993969 -0.00280137 -0.019454 0.000838825 -0.00447537 -0.016864 0.000690972 -0.0180472 0.00180361 0.0154951 -0.034487 0.00712711 0.00259674 0.00699551 0.00108261 0.000790446 0.00121463 0.0124898 0.000588594 0.000996928 0.000467089 0.00140769 -0.0119425 -0.00477145 -0.0133873
internal_weight=303.495 239.054 231.056 228.388 64.4409 60.3427 53.1085 6.89322 226.724 34.8369 10.2523 24.5846 6.28539 191.887 9.59937 5.3003 18.2992 14.9889 12.4459 182.288 180.011 177.963 9.36145 168.602 166.664 162.495 151.046 11.4487 9.31211 7.37389
internal_count=4633 2577 2519 2474 2056 1966 1873 145 2466 459 170 289 162 2007 71 117 127 116 63 1936 1913 1890 86 1804 1791 1761 1647 114 93 81
is_linear=0
shrinkage=0.0320699


Tree=422
num_leaves=31
num_cat=0
split_feature=6 6 3 3 19 4 9 9 0 16 19 6 6 16 4 10 0 17 5 5 16 14 0 16 15 6 5 2 9 8
split_gain=3.07097 3.85693 2.92596 3.46183 3.70054 3.16308 3.10775 3.27208 2.64003 3.6434 6.25175 2.48741 2.45267 3.51406 2.13496 3.35236 3.16252 2.61239 2.54899 4.04272 2.2575 2.61845 3.32231 1.99508 2.95378 2.43982 1.82876 1.8139 1.90321 3.26788
threshold=13.665319288000001 13.775321858200002 85.589753040950015 84.812788641250009 12.851036860900001 158.18845385165005 206.50942114985003 214.52351813370004 85.990333302400003 19.224955043700003 13.751109481500002 17.130400249100003 14.195331671650001 16.684960983300005 195.04069921150003 66.859265246100009 90.321439350550008 201.61829342215003 21.252944829650001 20.911722254300006 22.674946976100003 244.17581037495003 86.162394622750014 22.614947116400003 36.080675573650005 16.505385645700006 19.221712148250003 314.93386866815007 66.544071737050004 5.9453602998000008
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=-1 -2 3 6 -5 -6 -3 12 27 26 -11 14 -8 -14 17 16 18 -12 19 23 21 -20 -23 24 25 -16 -10 28 -4 -30
right_child=1 2 8 4 5 -7 7 -9 9 10 11 -13 13 -15 15 -17 -18 -19 20 -21 -22 22 -24 -25 -26 -27 -28 -29 29 -31
leaf_value=-0.00025536658489983937 0.0019105002348702956 0.00060581655503887913 0.0014010613402424081 0.0024753933340041223 0.00092895346686131658 -0.0033792644730847267 -0.0040687602336845147 0.00031247047718172178 0.0026714346442959151 -0.0032062451827319345 0.0014584759800145056 -0.0015400060759354483 0.0019225765938908151 -0.0033253990494848109 -0.0045622368491382266 -0.0021196488046047921 0.0021360241601038605 -0.000808535185092796 0.0013557587317164143 -0.0026299128627064691 0.0020683593036874308 -0.0019336675405185633 0.00035404687336706769 0.0013129943075645149 0.0014017852317989472 -3.5170709070558098e-05 0.00078885350852924742 -0.0028905900020772374 -0.001778218329083046 0.0001052729998143055
leaf_weight=92.387558972346596 10.512523319572209 22.757700960151851 6.7790991039946666 1.234048112295566 1.5345620214939115 6.334749145898968 3.1641859300434572 6.7413151971995831 8.4613557122647745 3.3131138775497666 29.991844229400158 4.0340009033679953 1.7555665373802187 1.954659095034003 1.8624977916479131 3.7032856084406367 7.7556223981082431 4.2007015421986571 15.13976803421974 4.9682769402861586 6.6895738411694756 5.3559309355914584 32.667213387787342 6.2497512474656105 2.4385740831494331 1.6079820096492765 6.7037606379017225 1.5639229181688268 7.4575771406525737 63.819998790509999
leaf_count=2056 58 151 46 8 8 192 39 58 40 28 200 25 6 50 15 34 41 27 57 28 40 37 170 26 15 29 56 77 507 509
internal_value=0.000170417 0.00031053 0.00024829 -0.000374525 -0.00185937 -0.00253914 -2.90515e-06 -0.00102034 0.000374305 0.000590421 0.000444716 0.000540212 -0.00232734 -0.000842216 0.000608642 0.000387754 0.000497338 0.00117996 0.000332242 -0.000583614 0.000594319 0.000408838 3.18e-05 0.000252536 -0.000869065 -0.00246471 0.00183924 -1.96608e-05 3.78604e-05 -9.17915e-05
internal_weight=373.141 280.753 270.241 45.4768 9.10336 7.86931 36.3734 13.6157 224.764 145.143 129.978 126.665 6.87441 3.71023 122.631 88.4385 84.7352 34.1925 76.9796 17.1271 59.8525 53.1629 38.0231 12.1588 5.90905 3.47048 15.1651 79.6206 78.0567 71.2776
internal_count=4633 2577 2519 512 208 200 304 153 2007 868 772 744 95 56 719 492 458 227 417 113 304 264 207 85 59 44 96 1139 1062 1016
is_linear=0
shrinkage=0.00269235


Tree=423
num_leaves=31
num_cat=0
split_feature=16 15 13 5 17 16 16 18 12 6 8 6 10 9 7 8 7 6 0 16 8 13 18 16 18 13 18 10 19 5
split_gain=6.31241 3.28774 3.14568 3.30914 5.53932 2.95361 4.19935 4.0076 3.99622 3.87112 3.52324 3.10401 3.05972 5.24988 4.54991 4.41608 3.48838 2.89317 6.93991 3.75253 2.88614 2.8738 2.80984 2.52571 3.41166 2.46547 2.34531 2.59485 3.58812 2.27419
threshold=18.594956516900002 46.055224235250002 118.84598011460001 30.133297129900004 162.43086425485004 16.094962363000004 13.534968349350001 17.549283450150003 234.58875745590004 11.085259005300001 2.9476996444500005 9.1452136764500018 71.053259929650025 191.61296531520003 22.375171215700004 3.0476216663000004 19.506002767000002 12.325287978400002 98.752444047600008 15.404963976500001 7.6440346712000009 73.265860971000009 14.741741751300003 23.044946110900003 13.164254432300002 95.811270852950017 16.115468395400004 80.677940036650014 12.651020723000002 13.8160216159
decision_type=2 2 2 2 2 2 2 2 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 -4 6 8 12 20 11 21 26 14 15 16 -14 -7 -11 19 -19 -1 -10 -16 24 -3 -22 27 28 -8 -27
right_child=1 23 3 -5 -6 7 9 -9 10 17 -12 -13 13 -15 22 -17 -18 18 -20 -21 25 -23 -24 -25 -26 29 -28 -29 -30 -31
leaf_value=-0.0015808394340811008 0.00042627854109268562 -0.0021916266818301855 0.0011211916159225854 0.0010900464494564767 -0.0023183420188334102 0.0003854976988435239 -0.0021095179377211472 0.0010726247234758403 -0.0020046300722555773 0.00130856022456067 -0.001604265816983492 -0.0023613559575329365 -0.0020088862383491816 -0.0018958796069717522 0.0015648860702800098 0.0012803019642920711 -0.0020720922699433751 -9.1020090729780886e-06 -0.001357999053667298 0.001280928833522112 -0.0020751161863456409 0.00066370063123326675 -0.0010306481442184327 0.0013833285500479159 -0.00021215345035660037 0.0010883350878120124 -0.0011182741894463213 0.0015440730211424528 0.0016295717540400804 -0.0013715267452347009
leaf_weight=13.022979135857897 243.86329700192437 3.9273865101859036 2.3890521544963104 2.9153499957174063 5.3602567436173558 3.3439107136800903 2.2675801981240498 4.6058201119303694 1.5550140447448999 13.10353555716574 3.5456060029100618 2.6763011999428263 2.1931542614474919 14.322045263834296 5.6103482488542786 4.1985206883400679 5.2213123561814427 15.164018761832269 7.3403189200907937 16.747319265268743 1.8542287857271711 16.974983275867999 1.9956598472781477 2.4683030173182479 14.124979560729114 4.6174481073394418 5.2099229074083269 4.0880450140684843 1.5082640508189795 1.8611181220039723
leaf_count=575 1359 90 17 19 103 121 55 37 120 56 145 41 123 322 24 24 265 148 112 80 133 214 67 10 143 29 117 24 13 47
internal_value=0.000154121 0.000324283 0.000382603 -0.000616096 -0.00125796 -0.000151724 7.46144e-06 -0.000579652 -0.000449013 0.000298559 0.00011148 -0.000518044 -0.000785972 -0.00126406 -0.000173595 0.000151694 -0.00111264 0.00054422 0.000289057 0.000667916 -0.0010284 0.000439778 0.000883871 -0.000399088 -0.000642798 -0.000165009 -0.000140706 0.000506946 -0.000615936 0.000381683
internal_weight=428.076 275.049 254.528 10.6647 7.74931 153.027 111.537 41.4908 43.4314 68.1053 22.0756 15.7501 36.885 20.7137 16.1712 6.39167 8.56522 52.3552 39.2517 31.9113 21.3558 18.53 7.60601 20.5207 18.0524 8.3328 13.0738 7.86389 3.77584 6.47857
internal_count=4633 1741 1498 139 120 2892 1909 983 1263 646 479 250 946 469 477 147 386 396 340 228 784 334 91 243 233 209 209 92 68 76
is_linear=0
shrinkage=0.00187865


Tree=424
num_leaves=31
num_cat=0
split_feature=16 16 16 18 12 15 10 9 7 8 6 2 6 0 6 7 5 8 9 5 6 3 10 13 0 16 0 15 5 2
split_gain=3.94288 2.65805 3.46566 3.12805 3.02922 2.97459 2.88142 4.51083 4.09724 3.54921 2.62666 3.38208 2.59805 4.37102 2.58027 2.54067 2.37489 2.21601 2.33778 2.12875 2.05978 3.31128 1.99296 1.96676 4.53037 2.20095 2.14236 3.0919 1.96578 2.55322
threshold=18.594956516900002 16.094962363000004 13.534968349350001 17.549283450150003 247.65401887280004 26.384523135650003 71.053259929650025 191.61296531520003 22.375171215700004 3.0476216663000004 11.085259005300001 186.79363985910004 12.255286342800002 98.230883170350012 9.1452136764500018 19.506002767000002 23.714185006400005 2.9476996444500005 31.257715529350005 11.188452238700002 16.405383309150004 93.292185584700022 77.443724905700023 117.60660091645001 85.799452775150016 21.074950717600004 85.866664228400012 28.444110612900001 18.428229854150004 113.96113505555
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 4 6 -1 10 8 9 15 -8 14 12 -12 -14 19 -3 -2 18 -6 -4 -18 -22 -13 26 25 -25 27 -23 -10 -30
right_child=16 3 5 -5 17 -7 7 -9 28 -11 11 22 13 -15 -16 -17 20 -19 -20 -21 21 23 -24 24 -26 -27 -28 -29 29 -31
leaf_value=-0.0011684609553024377 0.00046358414483952748 0.00033526719359982697 -0.00069976752267069677 0.0012658385878701523 -0.0024058254623185609 -0.0023627652503453614 -0.0024811093395845679 -0.0023313775035577848 0.0019289190398840003 0.0014926995689511068 0.0014937507895143901 0.0022559022956057462 0.00046089408900709238 -0.001934590238132714 -0.0030052732953963525 -0.0025712332359939367 -0.0012854196453838296 -0.001851424504213118 0.00085364506669777533 0.0015430284116056789 0.0018273871630376018 0.00091863750354665623 0.00031855205029998764 -0.002464903882979555 -0.0036316366008969448 6.4931490108329645e-05 0.0014788849900162142 -0.0016294738100952537 0.0026800015577500879 -0.0031800786011589076
leaf_weight=18.796731238719076 205.59371159691364 2.7532545533031243 7.6549741798080486 3.9562765900045624 1.3216833084588895 2.0699995290487996 1.8173594549298311 12.409310270566491 4.9429696490988135 3.7551793530583382 7.957968156784772 10.009564436040817 20.01855607517064 5.2360716219991437 1.8490314818918694 4.0482385195791721 6.9440708113834253 2.4523844639770678 12.914177413098512 3.2999922037124634 5.2176485657691947 5.7726143049076217 4.0695048924535504 2.1311568543314996 2.4438802674412718 15.517787124961613 6.5003207055851808 4.7132755578495562 0.65109044313430775 1.0723544280044732
leaf_count=821 1196 121 181 37 131 41 123 322 22 24 34 55 165 85 31 265 83 132 179 25 21 61 29 85 33 131 24 107 2 67
internal_value=0.000183247 -0.000142449 5.62126e-05 -0.000690364 -0.000525836 0.000388453 -0.000936448 -0.00154792 -0.00012003 0.00019673 0.000483219 0.000737148 0.000330718 -3.57645e-05 -0.000454668 -0.00139468 0.000353303 0.000197982 0.00055103 -2.41644e-05 -0.00010715 8.62924e-05 0.00169592 -0.000158709 -0.000653009 -0.000240553 0.000425993 -0.000226706 0.00118045 -0.000966232
internal_weight=387.891 133.057 97.6506 35.406 35.485 62.1657 31.4498 17.9818 13.4679 5.57254 60.0957 47.2917 33.2126 25.2546 12.804 6.80149 254.834 16.6882 14.2359 10.955 49.2408 42.2967 14.0791 37.079 20.0928 17.6489 16.9862 10.4859 6.66641 1.72344
internal_count=4633 2892 1909 983 1263 646 946 469 477 147 605 368 284 250 237 386 1741 442 310 206 545 462 84 441 249 216 192 168 91 69
is_linear=0
shrinkage=0.00233427


Tree=425
num_leaves=31
num_cat=0
split_feature=16 0 6 10 10 16 16 5 6 6 15 5 6 2 15 13 7 10 16 15 7 15 18 15 12 16 7 16 12 16
split_gain=3.14275 3.07966 3.74835 3.89775 3.24892 5.0975 3.90671 2.76837 3.00161 2.65593 2.56166 2.52802 2.13958 3.8178 2.17292 2.96138 3.04021 3.05053 3.54207 4.41164 3.11572 2.06522 3.01877 2.20317 2.00606 2.59597 1.94961 2.15265 2.7877 2.61023
threshold=18.594956516900002 86.345209775600011 16.375382608200002 62.186725015400008 64.369753017350021 21.004950881300005 22.454947490600002 21.252944829650001 16.455384477450004 15.635365317800002 45.793006327050001 20.389142059250002 16.245379570700006 216.39684782960003 28.579157549250002 113.98793627290001 25.350214218950004 70.128430332750014 19.934953383400003 33.787611863550005 24.227986230350002 28.444110612900001 14.032563378150002 28.298162031900002 323.50112601465008 23.044946110900003 19.250086031950001 16.094962363000004 104.24845815275002 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=9 2 3 -2 6 12 -3 8 -8 21 -9 -4 13 14 -6 16 17 18 20 -20 -16 23 -23 26 -13 -26 -1 29 -29 -28
right_child=1 4 11 -5 5 -7 7 10 -10 -11 -12 24 -14 -15 15 -17 -18 -19 19 -21 -22 22 -24 -25 25 -27 27 28 -30 -31
leaf_value=0.0019620275140837641 -0.0036138382301632516 0.0023975839829002191 0.0019555750710109352 0.00051354834125441617 0.0012201650256543797 -0.0023633426395723652 0.00057958434212408174 0.001353470439733594 -0.0016235215733278717 -0.002114266037485758 -0.00074128678992653127 0.00012933097350281434 0.0015154948613321255 -0.0023850017267868519 0.0021698129871194744 0.0019952848514630949 0.0012559631047573843 -0.0021330956518136146 -0.0031157390832168737 0.00030290358583118248 -0.0007415367736324013 0.0012441205324859195 -0.0025416816164751952 0.0030216390996333667 -0.003263203513455386 0.0017101428285846408 -0.00055518884694295129 -0.0033072400951931666 -0.00046784046470563662 0.00046898750152605926
leaf_weight=3.4876245907507828 4.0555701358243814 12.329794034361838 5.375974364578723 2.8523231148719788 16.489256620407104 5.2061591167002907 16.337615914642814 40.101379528641701 6.2604812718927851 4.8652185597456983 4.7821644470095626 90.339082960505038 10.858036898076532 3.8781735859811297 6.5519285649061256 5.1219682842493048 8.2453032713383418 7.2018483411520711 4.8762253075838071 6.3739801421761513 4.5647629499435425 2.1700104456394902 5.3227249132469296 1.765162874944507 2.7488654367625709 1.0660452693700788 28.202002281381283 2.9537326693534878 17.6684293912258 51.417198135051876
leaf_count=31 52 91 35 15 76 41 78 176 49 371 39 623 53 54 22 21 29 104 44 29 27 18 248 6 75 8 1223 64 406 525
internal_value=0.00021056 0.000373697 1.74597e-05 -0.00190961 0.000611901 0.000224324 0.000997323 0.000741477 -3.07548e-05 -0.00015712 0.00113028 0.000151208 0.000405979 0.000215671 0.000385394 6.48064e-05 -0.00019668 -0.000601752 -0.00010868 -0.00117885 0.000974347 -7.28451e-05 -0.00144526 2.46305e-05 4.8183e-05 -0.00187344 -2.63698e-05 -9.55506e-05 -0.00087453 0.000106213
internal_weight=383.469 265.617 106.438 6.90789 159.179 79.3676 79.8114 67.4816 22.5981 117.852 44.8835 99.53 74.1615 63.3034 59.4253 42.936 37.814 29.5687 22.3669 11.2502 11.1167 112.987 7.49274 105.494 94.154 3.81491 103.729 100.241 20.6222 79.6192
internal_count=4633 1741 808 67 933 500 433 342 127 2892 215 741 459 406 352 276 255 226 122 73 49 2521 266 2255 706 83 2249 2218 470 1748
is_linear=0
shrinkage=0.00270533


Tree=426
num_leaves=31
num_cat=0
split_feature=17 9 6 3 7 7 9 17 17 17 5 18 15 3 18 16 4 18 14 9 9 8 12 13 0 6 16 5 3 7
split_gain=0.689601 0.685688 0.656186 1.08099 1.65908 1.45882 1.2837 1.33366 1.77509 1.2438 1.91669 1.1164 1.57973 1.03097 1.06784 1.15637 1.51869 1.00042 1.66288 0.868812 2.05611 2.17092 2.34999 2.59346 1.74608 3.12763 2.12769 1.57549 2.87243 1.9174
threshold=158.19986339130003 43.730860148300003 10.715250360100002 84.049266532200008 20.797746106000002 24.068567769550004 43.163935383200005 194.75204781875001 176.44238483465003 238.05090660085003 2.7155367820000005 16.435318745950003 5.1773271655500013 76.927540944650019 17.108018746400003 11.864972254500001 402.75382129015003 15.079587624050001 403.37416045950005 186.70853236170004 185.98753508445003 8.3434888241000014 148.96091148645004 117.57433941890001 85.732241321850012 16.465384711100004 22.624947093000003 20.093158056800004 93.733092718100025 22.375171215700004
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 3 5 -5 6 7 8 -2 10 11 -7 -13 -4 15 16 -15 -12 -19 20 21 22 27 -24 25 -21 -27 -17 -29 -30
right_child=2 -3 13 4 -6 9 -8 -9 -10 -11 17 12 -14 14 -16 19 -18 18 -20 24 -22 -23 23 -25 -26 26 -28 28 29 -31
leaf_value=0.017726220968115165 0.016411567177251001 -0.033640039800687326 -0.019689177143825932 0.0033294800563076318 -0.035240657024324405 0.026749029655636341 0.023340991134383083 0.01859272201483976 -0.034610268979253581 0.0084118350533473659 0.0072547867918334565 0.026521504973069078 -0.031662891105236055 -0.032409004032153813 0.015308263855634524 0.012305147953273492 0.0090487821462393696 -0.032623674460121072 -0.0050924756899657945 -0.037936744928172873 0.02430243010559827 0.024981087981669634 0.0116128029516098 -0.024115498504662387 0.0014889374751522594 -0.036711514199026123 0.00043688112408435902 -0.034217896187643745 -0.010250538283785535 0.021500590125582166
leaf_weight=0.31903203896945243 1.0334157366305645 1.0031641446985302 2.1613167286850503 1.8939439002424467 2.3003803442697972 1.6739434031769662 3.5518896579742432 1.8778619901277123 1.6478005596436558 4.1901857163757077 1.3082172113936383 0.73502516839653242 1.0634110327810047 2.1190787066007029 5.098550245165824 3.1062959497794536 1.3455859349342061 5.0218883015913871 3.445255015627481 2.7979379227617782 4.7308492176234713 3.8227558890357605 18.190093976852953 2.1120378321502349 199.48997620167211 1.5862048269482354 15.1699386164546 3.8470299001783124 8.1674132952466589 2.2621059343218795
leaf_count=32 13 218 95 17 146 14 31 36 73 135 15 35 171 171 49 28 16 444 172 60 40 29 257 40 1721 60 159 33 313 10
internal_value=0.00074707 -0.0212459 0.000842177 -0.00346474 -0.0178243 -0.00110734 0.00958558 -0.00113099 -0.014945 -0.00608098 -0.010665 0.0088123 -0.00788279 0.0013063 0.00147201 0.00120951 -0.0163079 -0.0175836 -0.0214213 0.00143829 0.00523968 0.003067 0.000844037 0.00789598 0.000635849 -0.00806733 -0.00307974 -0.00739221 -0.011678 -0.00336389
internal_weight=307.073 1.3222 305.75 29.7432 4.19432 25.5489 8.11097 4.55908 2.68122 17.4379 13.2477 3.47238 1.79844 276.007 273.846 268.747 3.46466 9.77536 8.46714 265.283 46.2386 41.5077 37.685 20.3021 219.044 19.5541 16.7561 17.3828 14.2765 10.4295
internal_count=4633 250 4383 1302 163 1139 153 122 86 986 851 220 206 3081 2986 2937 187 631 616 2750 750 710 681 297 2000 279 219 384 356 323
is_linear=0
shrinkage=0.030519


Tree=427
num_leaves=31
num_cat=0
split_feature=16 5 6 5 16 16 0 6 19 0 18 9 10 17 0 7 9 2 7 18 13 5 0 18 18 3 7 5 0 6
split_gain=5.97464 4.18508 3.55731 2.90291 2.85193 3.43007 2.78851 5.97682 2.78815 3.98511 2.70258 3.46106 6.05279 4.27114 2.98472 3.30024 2.61975 2.46522 2.36308 3.31793 2.28988 5.71209 4.68115 3.5828 3.69782 4.29039 6.05638 3.85085 2.78252 2.65864
threshold=18.594956516900002 23.714185006400005 15.635365317800002 10.726864994700001 16.024962526700005 13.534968349350001 98.51854819030001 12.325287978400002 12.050972309250001 105.7585659356 17.549283450150003 191.61296531520003 71.053259929650025 191.75825325995004 95.746747857800017 19.506002767000002 226.58992707320002 178.46521675150004 21.034091097450002 14.262527874400002 112.67059178900001 20.769304081650002 91.886121982450007 14.032563378150002 14.380989918050002 85.589753040950015 24.872345000050004 17.687678651600006 90.321439350550008 14.995350363950001
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 20 3 -1 5 18 17 8 -8 -10 11 14 13 -13 15 -6 -3 -7 19 -5 21 22 29 -24 27 26 -26 -25 -22 -2
right_child=1 16 -4 4 10 6 7 -9 9 -11 -12 12 -14 -15 -16 -17 -18 -19 -20 -21 28 -23 23 24 25 -27 -28 -29 -30 -31
leaf_value=-0.00067294693224112306 0.00014912179330823534 -0.00023641111596551942 -0.0017009333666369816 -0.0012835994131089445 0.0021560011078095472 0.00049663323288361475 0.0013514688293588416 -0.0014468861307882868 -0.0024373309102071481 0.0014820245036338889 0.0012831167186923699 0.0022996174533910911 -0.0020059599336509481 -0.0022768528928532954 0.0015415805547325057 -0.001496986918015201 0.0017429941237233049 0.0016754442334111978 -0.00077381771249812852 0.002128504038450915 0.0005263419660442016 -0.0025488872260549245 0.0018961686954279988 0.00053924754735910701 -0.0019480016199344054 0.0017327777093352848 0.00067484143544350094 -0.0024307974707381292 0.0014738690450431923 -0.0027249641878615925
leaf_weight=27.870365381473675 2.3573442846536627 53.605238430667669 5.9613243325147769 1.930679115466776 1.3271090537309698 19.183555316179994 10.345310475677254 7.7385220788419238 2.3129641711711875 2.0435470677912235 3.2767077051103106 2.7795003522187498 12.02685554185882 1.2304288581945 4.2903888043947518 4.6881113545969129 2.9502688646316519 12.098734606057404 16.741263504140079 3.1145966425538063 155.84426930174232 3.1602960499003521 6.623113475739955 3.4383385404944411 4.8083171267062488 9.3326450102031213 15.716866105794905 3.8926943875849247 14.137399837374685 3.1377115547657013
leaf_count=1120 12 532 371 50 5 89 49 118 38 20 31 12 321 65 21 114 13 63 394 11 758 51 23 16 82 41 72 31 74 36
internal_value=0.000191027 0.000363582 -0.000155429 -8.61557e-05 6.94074e-05 0.000280366 0.000557934 7.83108e-06 0.000773543 -0.000598844 -0.000468398 -0.000686267 -0.0012805 0.000895348 0.000238432 -0.000691046 -0.000133154 0.00095255 -0.000404079 0.000822792 0.000489873 0.000116408 0.000287238 0.000510397 0.000263599 0.000583136 6.0403e-05 -0.00103781 0.000605148 -0.001492
internal_weight=417.964 279.005 138.96 132.999 105.128 75.5092 53.7226 22.4403 14.7018 4.35651 29.6191 26.3424 16.0368 4.00993 10.3056 6.01522 56.5555 31.2823 21.7865 5.04528 222.449 52.4673 49.307 43.812 37.1889 29.8578 20.5252 7.33103 169.982 5.49506
internal_count=4633 1741 2892 2521 1401 832 377 225 107 58 569 538 398 77 140 119 545 152 455 61 1196 364 313 265 242 195 154 47 832 48
is_linear=0
shrinkage=0.00204504


Tree=428
num_leaves=31
num_cat=0
split_feature=6 6 3 0 2 19 5 3 7 9 6 8 16 17 2 5 7 17 17 19 10 9 16 9 12 0 13 16 7 5
split_gain=3.86208 3.59975 3.05595 5.03925 3.75251 3.35933 3.02593 2.80095 3.74548 2.5909 3.66079 3.34003 3.28576 2.48191 2.48102 6.66299 3.45716 4.5565 3.05907 2.69465 2.42421 2.51126 2.33188 2.30966 2.27407 2.26112 2.39481 5.24645 3.89043 5.43617
threshold=13.665319288000001 13.775321858200002 85.589753040950015 86.345209775600011 314.93386866815007 12.651020723000002 20.315138807500002 84.812788641250009 24.040556609400003 66.544071737050004 16.375382608200002 5.9453602998000008 22.614947116400003 190.78889055330004 151.08605618930002 22.458857822500004 23.131311951800004 189.31980273685002 192.92322630085002 14.351157895250003 71.053259929650025 206.50942114985003 21.074950717600004 206.50942114985003 94.177001085000015 93.843319501450011 112.67059178900001 19.934953383400003 24.385896469550001 18.811785479000005
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=-1 -2 5 4 6 23 -4 20 -9 -8 12 22 13 -11 -13 -16 17 19 -19 -17 21 -7 -12 -3 -5 26 27 28 -26 -30
right_child=1 2 3 24 -6 7 9 8 -10 10 11 14 -14 -15 15 16 -18 18 -20 -21 -22 -23 -24 -25 25 -27 -28 -29 29 -31
leaf_value=-0.00023146448438388968 0.0016361174632411252 0.0011729260677137657 0.0017250961611920896 -0.00057213484531947519 -0.0028337700558276812 0.0025966420517135914 0.0012997430403963773 0.00058853493420972535 -0.0028401333987871417 -0.0020579883715565791 -0.0020930194827351182 0.0004984535679754792 -0.0034986552996036304 0.0010133284456830447 -0.0041692560759668687 -0.0013355042434803253 0.00059782543914023369 -0.0036247481239520159 -0.00028047000728107771 0.0012436415724913295 -0.00079607577279925995 -0.00042456945898228005 0.0024275231237090261 -0.0006691825937470352 0.0015206719150475487 0.0021960543836131614 0.00082736553004382311 -0.0021159916392950824 0.0017321549738390422 -0.003362732706817047
leaf_weight=96.249974849168211 10.682627506554125 11.003644399344923 5.6965475380420676 7.520391844213008 2.4828821633709586 2.7466768622398439 7.527479311451315 2.4106913283467275 6.2031565285287797 2.8467161653097701 5.7334367850562549 47.122013520682231 3.0853414232842624 2.888122795149684 2.2850264050066462 3.7520564338192326 19.538480073213577 4.031614081002771 2.3643646147102118 5.3610108476132154 15.423741315491496 3.3004425931721926 0.69739256054162968 5.5941177736967793 9.4001056551933306 5.6234768014401189 98.621359400451183 5.0511467717587939 2.0562017895281306 2.5640247985720634
leaf_count=2056 58 42 35 40 83 8 47 16 188 124 386 254 33 20 18 39 124 56 17 44 179 37 3 42 53 25 513 51 11 31
internal_value=0.000175978 0.000305143 0.000256605 0.000360412 4.87567e-06 -0.000290979 6.72864e-05 -0.000756086 -0.00188058 -2.07815e-05 -0.000120477 1.8861e-05 -0.00155625 -0.000511242 0.000142342 -0.00030715 -5.53486e-05 -0.000878225 -0.00238849 0.000181749 -0.000304953 0.000947702 -0.00160279 0.000552061 0.000674035 0.000750032 0.00068094 -7.62488e-05 0.000658615 -0.00109529
internal_weight=399.864 303.614 292.932 246.249 115.412 46.6825 112.93 30.0847 8.61385 107.233 99.7056 90.8854 8.82018 5.73484 84.4546 37.3326 35.0475 15.509 6.39598 9.11307 21.4709 6.04712 6.43083 16.5978 130.837 123.316 117.693 19.0715 14.0203 4.62023
internal_count=4633 2577 2519 2007 1283 512 1200 428 204 1165 1118 941 177 144 552 298 280 156 73 83 224 45 389 84 724 684 659 146 95 42
is_linear=0
shrinkage=0.00233427


Tree=429
num_leaves=31
num_cat=0
split_feature=6 6 3 3 19 10 5 6 16 10 0 9 0 5 7 3 7 10 5 2 12 3 15 18 5 17 19 9 10 15
split_gain=4.57633 4.7819 3.54784 4.67446 3.91327 3.87142 3.76321 3.75057 3.34432 6.39671 5.16842 4.86073 3.64328 3.45566 6.1552 3.33296 3.98859 2.89955 3.77378 2.99038 2.89826 3.59328 7.66982 7.97383 3.6037 3.34878 3.01493 2.89362 2.72786 2.6644
threshold=13.665319288000001 13.775321858200002 85.589753040950015 93.883646373400012 12.651020723000002 61.917879202350001 23.435546682850003 16.395383075500003 19.224955043700003 66.859265246100009 90.321439350550008 203.42345995920002 89.861713010250014 17.687678651600006 23.853977146050003 84.812788641250009 24.040556609400003 60.87206898960001 29.110986871100003 319.32263744460005 133.01805689090003 93.292185584700022 41.29990759910001 13.122774073950001 24.458659404000002 192.80507188075003 14.251149826300002 185.62570708695003 71.053259929650025 36.270131511550012
decision_type=2 2 2 2 2 2 2 2 2 2 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 8 -3 17 7 -7 -4 10 12 13 20 -11 -15 28 -17 18 -5 -20 27 29 23 -23 25 26 -24 -10 -6 -22
right_child=1 2 3 5 15 6 -8 -9 9 11 -12 -13 -14 14 -16 16 -18 -19 19 -21 21 22 24 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.00022395651418920622 0.0016511947076034966 0.0005531760974792244 0.0014316189936567946 -0.0014276038780369241 0.00094002823706287376 -0.0027133682862653702 -0.002224911236562154 0.00039449945040697927 -0.00037063427756443113 0.0015010670504669577 0.0018638584233355521 -0.0032481630370257645 -0.0016806485139767109 -0.0032127280875642967 0.00060898811237882454 0.00055571010460152433 -0.0026757783987155876 0.00093363457070270365 0.0007253574278328626 -0.002408120902667254 -0.00046811758554499144 0.00047736383285034811 0.0010819211213715665 -0.0038392994559707126 -0.001350743546884192 0.0016586911411194854 -0.0011863217316095218 0.001231601695889015 -0.00075285592177882154 0.00076183884203520559
leaf_weight=103.94730449665803 12.022275380790232 17.156178472563624 17.304419858381152 8.6108020893298107 6.2542192880064311 2.3023905660957125 7.2904946990311137 9.2390645635314268 6.3284910693764678 3.6211664453148833 13.152839742600916 3.3384382724761954 3.7528088912367812 3.5469466149806959 4.587439987808466 2.4569177553057653 6.9170671291649342 15.531407838687299 13.276231390656902 1.6222361989784975 9.7511815354228002 3.4228533878922445 5.3425065577030235 4.9956495724618435 4.9862089417874804 9.5568744093179685 5.8022836409509182 34.606449604034424 16.274287497624755 58.586780183017254
leaf_count=2056 58 84 100 246 45 89 283 46 34 11 57 33 25 36 25 16 188 86 168 50 68 14 17 40 67 30 33 192 179 257
internal_value=0.000171897 0.000303935 0.000249875 0.000354779 -0.0002859 -0.000188203 -0.000999532 -0.000225485 0.000517865 0.000427706 0.000555389 -0.000928174 0.000438418 -0.000269325 -0.00105745 -0.000737129 -0.00182881 0.000203155 -0.000279436 0.000384165 0.000493883 0.000298081 -0.000279486 -0.0020842 0.000311961 0.00071244 -9.89884e-05 0.000983898 -0.000282888 0.000586336
internal_weight=415.584 311.637 299.615 250.556 49.0587 57.8726 18.8319 11.5415 192.683 175.379 160.285 15.094 147.132 11.7556 8.13439 31.9025 9.37398 39.0407 23.5093 14.8985 143.379 102.444 34.1064 8.4185 25.6879 20.7017 11.1448 40.9349 22.5285 68.338
internal_count=4633 2577 2519 2007 512 968 418 135 1039 939 834 105 777 72 61 428 204 550 464 218 752 526 201 54 147 80 50 226 224 325
is_linear=0
shrinkage=0.00217865


Tree=430
num_leaves=31
num_cat=0
split_feature=6 6 3 5 5 5 10 13 8 10 10 5 6 3 0 10 16 0 15 10 17 2 8 16 3 5 18 15 7 13
split_gain=0.685715 2.35804 1.27281 1.28418 1.54761 1.8576 1.50479 2.82397 1.9438 1.35146 1.6601 1.55237 1.36138 1.2172 2.55249 1.48091 4.06274 3.9136 3.06589 2.66378 1.43968 3.10118 2.19087 2.49989 1.83893 8.34489 2.88749 2.18739 1.93047 1.91114
threshold=13.665319288000001 13.775321858200002 81.699554126200013 16.222050829800004 16.411347766100004 16.546942136250003 71.053259929650025 108.06526301150002 7.943800736700001 70.816675614150014 70.182199495350019 17.687678651600006 14.815346158200002 85.589753040950015 93.843319501450011 66.859265246100009 19.224955043700003 90.321439350550008 35.645792850250011 65.765062787050013 188.27285108100003 108.01392853780001 8.8430989333000021 22.694946929300002 93.292185584700022 22.533652790000001 13.278511569200001 46.435439118750004 23.050081659550006 117.54207792135001
decision_type=2 2 2 2 2 2 2 2 2 2 2 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 9 -8 -9 10 11 -7 -12 -13 15 17 -17 19 -18 20 -15 -22 23 24 26 -26 -23 28 -27 -28
right_child=1 2 3 4 5 6 7 8 -10 -11 12 13 -14 14 -16 16 18 -19 -20 -21 21 22 -24 -25 25 27 29 -29 -30 -31
leaf_value=-0.0018171019535357688 0.016654860450632206 -0.018451141376890152 0.023665546861376157 -0.0256876093291756 0.027560453611232109 0.016961112044045067 5.6649383828513094e-05 0.0075222864525273693 -0.032587863391024839 0.019908467302775894 -0.033795067133319485 -0.01765069093875006 -0.00058784253620362988 -0.0025373956983393425 0.02511121887126086 0.0096504009317518978 -0.032976536852660054 0.020311964249117888 0.0042206171798383043 -0.033902339496311114 0.012170406144159386 0.023409318489560453 -0.020578558496412137 0.017304027910783861 -0.049568300293380781 -0.0089392443921407407 -0.0037820010369256671 -0.021094985724779927 0.011226531609925972 0.0087864279712501006
leaf_weight=66.157572337076999 8.0509903579950315 2.7270032903179517 2.050069708377122 1.7618972314521659 2.1543215587735167 5.312868818640708 15.038952795555817 1.2694015828892578 4.3940907181240618 3.2562484594527623 1.9638730199076224 2.7189963292330495 2.0640810485929251 54.503309025021736 3.6873912177979937 6.2803365625441065 5.5400498453527671 8.8875115895643813 2.6800319934263825 1.7776159771019582 24.133379995822906 5.1139377802610388 3.8194907996803513 7.4477649908512822 3.1872213035821941 5.9254204427998109 27.571756457909942 3.3206231308868146 11.153760476270689 15.354190424084662
leaf_count=2056 58 45 11 14 6 22 121 20 172 20 81 23 22 925 23 51 58 58 22 17 190 21 51 61 27 47 177 90 65 79
internal_value=0.000760073 0.00146129 0.000940981 0.00116856 0.000968315 0.0011738 0.000922719 -0.00641438 -0.0235977 0.00166115 0.00136765 0.00173603 -0.0167784 0.00131714 0.00158803 0.00112343 -0.00763926 0.00186132 -0.020849 0.000857209 0.00123973 0.00316322 0.000540909 0.00156103 -7.59282e-05 -0.00660466 0.00312961 0.000107882 0.00423025 0.000713603
internal_weight=309.304 243.147 235.096 232.369 230.319 228.557 226.402 20.7024 5.66349 205.7 202.444 198.416 4.02795 193.103 190.384 186.696 14.5004 172.196 8.22008 163.308 161.531 107.028 82.8942 79.0747 71.6269 23.587 48.0399 20.3998 17.0792 42.9259
internal_count=4633 2577 2519 2474 2463 2449 2443 313 192 2130 2110 2007 103 1985 1962 1939 131 1808 80 1750 1733 808 618 567 506 229 277 202 112 256
is_linear=0
shrinkage=0.0285509


Tree=431
num_leaves=31
num_cat=0
split_feature=5 5 5 9 16 15 10 5 13 0 15 16 17 6 2 13 18 9 16 16 18 15 16 10 5 7 5 2 15 6
split_gain=3.89153 2.04879 2.87417 2.06965 1.87949 1.85167 1.77033 1.88809 2.55167 5.38625 2.90249 2.73134 2.94109 2.73099 3.60208 2.93537 2.63497 3.78246 2.65104 2.35076 2.67461 2.33503 2.22465 2.2071 2.0919 2.03412 2.05161 1.91071 2.09478 1.84657
threshold=12.306951632950001 23.605484525250002 23.195398057700004 226.58992707320002 14.544965987550002 52.561095883800007 83.602982482550019 13.252098438300001 109.34496908160001 95.217121606100008 29.171703351550004 18.764956119400004 208.00356650210003 16.455384477450004 191.54391932205002 117.61735474900001 17.108018746400003 206.16422279835004 15.954962690350003 14.854965262600002 15.534793034950003 24.673905035600004 14.464966174600002 61.928633034850002 16.904667913650005 22.398098708400003 13.951472829300002 95.315866703450013 23.241064975550003 16.515385879350003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=-1 2 6 4 -3 -6 7 -2 9 10 24 12 16 23 29 -16 17 22 19 21 -21 -19 25 -10 -9 -11 -27 -24 -29 -15
right_child=1 3 -4 -5 5 -7 -8 8 13 11 -12 -13 -14 14 15 -17 -18 18 -20 20 -22 -23 27 -25 -26 26 -28 28 -30 -31
leaf_value=-0.00056320630195813798 0.0012127057920700705 -0.0026721831470758101 0.0013034436398197255 0.0018957554747840544 -9.5647099039974668e-05 -0.0029523660127961406 -0.0015016290297731136 -0.0030828690437994617 -0.0010764199840155864 0.0010200483385888592 -0.0026228149589070191 0.0013115400504927234 -0.0014286079873316387 -0.00049039161142160634 -0.0033029914748919148 0.00029559160736500567 0.0024486905170076614 -0.0032041060176183967 -0.0027643355758728322 -0.00095037365762371613 0.0018333099105932633 0.00030142894336034211 5.3568615013403788e-06 0.00072013938527781894 -0.00025066691700386903 -0.00015565260690445491 -0.0028592594044510194 0.0023745622340197573 0.0006720812878287509 0.00050709790045200915
leaf_weight=36.792476883740164 12.344665113836525 1.756140230456366 16.58642413187772 2.7177629880607119 55.608217642293312 1.3265709348488588 3.1517176562920204 1.6923870909959102 4.0550840236246577 3.7010133331641537 5.6110948221757999 11.420555364340542 6.9193193814717224 15.260644651949404 3.2171238772571078 2.1657709367573261 2.8817596882581702 2.6196365579962713 3.3513474073261014 4.0133283957839012 3.8731329329311848 1.8522298745810983 9.0039881598204392 105.38728934712708 12.404637122526763 4.2261271141469479 2.5819980874657631 6.9631267264485386 10.132656212896107 34.684020597487688
leaf_count=1267 90 78 80 14 834 47 77 35 28 26 230 39 123 74 47 11 11 48 71 26 22 20 56 626 231 84 76 34 68 160
internal_value=0.000176222 0.000253618 0.000337555 -0.000142908 -0.000237311 -0.000162208 0.000278982 0.000299739 0.000256059 -5.98327e-05 -0.00116925 0.000237481 4.00178e-05 0.000434831 2.14275e-06 -0.00185513 0.000224109 0.000101577 -0.000879269 -0.000368075 0.000416726 -0.00175213 0.000522479 0.000653573 -0.000590681 -0.000405856 -0.001181 0.000896275 0.0013655 0.000202314
internal_weight=388.302 351.51 290.101 61.4087 58.6909 56.9348 273.515 270.363 258.018 93.2483 19.7081 73.5402 62.1197 164.77 55.3276 5.38289 55.2003 52.3186 15.7097 12.3583 7.88646 4.47187 36.6089 109.442 14.097 10.5091 6.80813 26.0998 17.0958 49.9447
internal_count=4633 3366 2393 973 959 881 2313 2236 2146 1200 496 704 665 946 292 58 542 531 187 116 48 68 344 654 266 186 160 158 102 234
is_linear=0
shrinkage=0.00238964


Tree=432
num_leaves=31
num_cat=0
split_feature=10 7 19 5 5 2 12 6 2 15 13 7 10 9 7 2 18 16 6 7 14 17 7 17 2 5 18 15 15 17
split_gain=0.673921 0.816157 0.699812 0.682446 1.95961 1.43779 1.28271 1.40017 1.42987 1.16891 1.86085 1.93645 2.82476 1.95856 1.8435 1.57015 1.50357 2.06606 2.42087 1.47146 1.42527 1.25304 1.29517 1.16276 1.13437 1.12646 1.09991 1.61652 1.071 2.32367
threshold=90.937096262400004 27.973342028250006 10.850875481800001 23.605484525250002 23.195398057700004 373.97157030240004 66.834523482800009 22.560527123150003 92.716362671650018 20.734744936600006 116.60111757565001 22.929105819350003 61.740440965750004 201.65416293750005 23.781511574300001 98.91243606750001 13.629518043050002 22.594947163200004 16.495385412050002 24.068567769550004 256.87274144255008 164.30394926590003 17.438655379850001 167.17143786700004 201.25557642380002 26.144057174750003 13.391483899700001 42.968808980200009 42.33967733730001 203.83164298205003
decision_type=2 2 2 2 2 2 2 2 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 28 6 -5 8 -8 23 21 12 15 16 -15 -12 17 -13 24 -16 -17 22 -11 -10 -19 -23 27 -6 -1 -30
right_child=1 -3 -4 5 26 -7 7 -9 9 10 11 13 -14 14 19 20 -18 18 -20 -21 -22 25 -24 -25 -26 -27 -28 -29 29 -31
leaf_value=0.0014107662298514126 -0.035872981221331611 -0.035863600823465791 0.023474078663887954 -0.047615088602720117 -0.01045453749867562 -0.040698309204070408 -0.044861577420487506 0.029809884629884157 0.0070919316400515787 0.038336205059394078 0.033585852987865164 0.025025001133794553 -0.04340313087012506 -0.045807685872713354 0.013614024167434785 -0.029587334261405435 0.033130821300036334 -0.0094518531862287699 0.0070125406821842746 -0.022638145521965032 0.0074656357386012557 -0.010433127871072961 -0.048150971856243487 -0.043930424178893625 -0.056885556947560083 0.023074879077988344 0.027352483709430515 0.021089457847660961 -0.032609587206906501 0.016986748785675458
leaf_weight=237.19128271850059 0.36417742143385046 1.3612141100747974 0.78303484246134758 0.75235389545559783 3.7284092211630178 1.2193468150799152 0.96520396030973543 1.7683786302804936 0.88045525236520861 0.30436441511846968 1.1711036711931244 3.8407977235037851 3.3832300652284175 1.6736093312501896 2.9639430306851864 2.6971033252775669 2.6889734137803307 1.1694582467898729 5.2671896889805794 2.6557716447860003 2.5049072303809226 1.5055197146721164 0.75136383867356926 1.529391470714472 1.369195911567658 7.5464274124242365 5.3548301942646495 4.4680398292839527 3.309100931743159 1.8383277207612989
leaf_count=2972 131 399 24 10 30 37 68 11 43 6 10 15 171 31 24 82 18 21 27 49 37 23 78 88 25 99 31 19 32 22
internal_value=0.000916103 -0.017342 0.00463462 0.00106651 0.00179631 -0.0027754 -0.00179962 -0.00106051 -0.0022772 -0.00134098 4.98824e-05 -0.00420086 -0.0172821 0.00169978 -0.0132223 -0.00341542 0.00929149 0.00378747 -0.00666227 -0.00351807 -0.0117453 0.0132488 -0.0232169 -0.025289 -0.0350347 0.0175018 0.0148855 0.00674069 0.00106438 -0.014897
internal_weight=307.007 2.50843 1.14721 304.498 255.89 48.6081 47.3887 46.6364 44.868 43.9028 41.493 31.3853 9.75634 21.6289 7.29332 6.37311 14.3356 11.6466 7.80584 5.61971 5.20201 10.1077 1.05573 2.40985 2.53865 9.05195 13.5513 8.19645 242.339 5.14743
internal_count=4633 554 155 4079 3106 973 936 926 915 847 716 510 300 210 104 129 106 88 73 73 119 206 84 131 46 122 80 49 3026 54
is_linear=0
shrinkage=0.0353699


Tree=433
num_leaves=31
num_cat=0
split_feature=6 6 0 9 3 10 14 15 9 9 0 3 19 16 10 9 0 3 7 5 7 0 12 9 3 15 18 5 17 19
split_gain=2.74733 3.5438 2.03998 2.8722 2.18539 3.72824 3.20836 2.50077 2.04443 3.42354 2.01792 2.00949 4.09339 3.091 4.42163 3.70541 3.64304 2.75268 3.28802 2.61593 4.71339 2.56451 2.60982 2.92029 2.71139 6.20253 6.20682 2.65799 2.89648 2.36014
threshold=13.665319288000001 13.775321858200002 97.886760529650019 218.96512164950002 93.883646373400012 61.917879202350001 245.99173885435002 40.42701969085001 188.08209940425004 185.62570708695003 85.121961326250016 85.589753040950015 12.651020723000002 19.224955043700003 66.859265246100009 203.42345995920002 90.321439350550008 84.812788641250009 24.040556609400003 17.687678651600006 23.853977146050003 89.861713010250014 133.01805689090003 185.98753508445003 93.292185584700022 41.29990759910001 13.122774073950001 24.458659404000002 192.80507188075003 14.251149826300002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=-1 -2 4 -4 11 10 7 8 9 -7 -6 12 -3 -13 16 19 21 -14 -19 -16 -21 22 23 -15 -24 26 -26 28 29 -27
right_child=1 2 3 -5 5 6 -8 -9 -10 -11 -12 13 17 14 15 -17 -18 18 -20 20 -22 -23 24 -25 25 27 -28 -29 -30 -31
leaf_value=-0.00024357236964681747 0.0019939833042778047 0.0011391306196423577 -0.0042259165803202742 0.0010117559162705347 -5.5182607654476088e-05 -0.0019937893845283472 -0.0033185089133037859 0.0010659567670808061 -0.0039351386442209452 0.0031558604412838301 0.0015888676150463514 0.0018122335222784136 -0.00022859531880787843 -0.00055486509014279241 0.0017584588721515403 -0.0040431884340698413 0.0022152277119048768 0.00072453996408908402 -0.0034859405532909073 -0.0039431521240222041 0.00076673383804105855 -0.0019723775982611663 0.00062212145145832396 0.0015556136846815358 0.0004508933925457921 0.0011873800833072303 -0.0047235675707982408 -0.0016157884038141778 0.0019930586534238925 -0.0015345107306045836
leaf_weight=89.932670642738231 10.0785776078701 13.554360641166566 1.9327436890453094 1.5322520975023506 28.173886209027842 4.0150842570001277 4.7401742551010093 4.7756149061024189 2.1456206447910517 1.4289194941520689 7.7767351707443586 14.747707258909939 19.853865453042093 6.5241307988762847 3.2787377983331663 2.823465595021843 10.42936212942004 2.1271767541766158 5.2526318463496864 3.1293559763580561 3.8913899920880795 3.4418921396136275 61.962469466030598 29.794026248157024 3.1977229341864613 4.9866013899445587 4.6356573477387428 4.6681056311354032 8.8147395923733693 5.4347529038786888
leaf_count=2056 58 57 29 16 513 200 140 26 48 4 37 100 206 36 11 33 57 16 188 36 25 25 325 190 14 17 40 67 30 33
internal_value=0.000190723 0.00033064 0.000268336 -0.00190977 0.000296751 -0.000221978 -0.00131998 -0.000553849 -0.00157308 -0.000642131 0.000300454 0.000426235 -0.000143852 0.000561614 0.000444147 -0.0011435 0.000588944 -0.0007824 -0.0022723 -0.000348594 -0.0013326 0.000461856 0.000526296 0.00117649 0.000274281 -0.000404822 -0.00261126 0.000318226 0.000787561 -0.00023209
internal_weight=369.08 279.148 269.069 3.465 265.604 53.056 17.1054 12.3652 7.58962 5.444 35.9506 212.548 40.788 171.76 157.012 13.1229 143.889 27.2337 7.37981 10.2995 7.02075 133.46 130.018 36.3182 93.7 31.7376 7.83338 23.9042 19.2361 10.4214
internal_count=4633 2577 2519 45 2474 968 418 278 252 204 550 1506 467 1039 939 105 834 410 204 72 61 777 752 226 526 201 54 147 80 50
is_linear=0
shrinkage=0.00285714


Tree=434
num_leaves=31
num_cat=0
split_feature=19 3 15 6 3 4 7 5 3 5 9 16 16 0 7 3 15 8 8 5 8 7 7 9 18 18 16 19 18 3
split_gain=0.620229 0.714002 0.618511 0.929611 0.609839 1.37873 0.749767 1.26501 1.23775 1.96379 1.51886 1.91493 1.25971 1.5726 2.96066 2.44016 1.53402 1.06113 2.04002 2.48953 1.0314 1.2753 1.6856 3.57511 1.56113 5.0642 3.37865 3.08643 2.86338 1.9339
threshold=9.4507625164000029 85.850533479600017 51.19990836680001 17.995420460100004 108.48197402175002 160.20223982390002 19.250086031950001 30.922794813800003 95.002044955650021 30.133297129900004 186.70853236170004 22.834946602000002 22.704946905950003 85.619326080400015 22.502236473750006 94.16862293520002 42.80317728375001 9.3427090425500019 8.8430989333000021 21.072048321250005 8.7431769115000026 22.721067571950005 22.929105819350003 186.70853236170004 13.480563334700001 13.531614672700002 22.584947186600004 14.451165964200003 13.552878921100001 93.292185584700022
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 4 -4 6 -6 7 -2 12 10 11 -10 13 14 -8 -16 -14 18 20 -20 21 -15 23 -23 26 -26 -24 -28 -27 -30
right_child=2 -3 3 -5 5 -7 8 -9 9 -11 -12 -13 16 17 15 -17 -18 -19 19 -21 -22 22 24 -25 25 28 27 -29 29 -31
leaf_value=-0.030139158150179857 0.017608386113046586 0.020567486127306005 -0.031661156853215959 0.011102681517173793 0.019187238327803505 -0.030219824221321575 -0.040336227714443548 -0.0040985055969926677 -0.012930073296706521 0.014477819083106013 -0.028061390185268979 0.030776807951969534 0.0011194476346786106 0.0055135267961727123 -0.022565429319514062 0.01900609232407607 0.023694705329512223 0.015335168035432445 -0.00019887275158649126 -0.03628498692593788 0.010468296473338056 0.011823601723393851 0.018587116268231677 -0.020170023392048694 -0.041834509564963852 0.021808899908531281 -0.00925039347297801 0.018134604262069538 -2.7359215627054955e-05 -0.022635238458775141
leaf_weight=1.0378705969487771 5.6479465751908702 0.29610435524955381 1.148877742467447 0.66628652811050404 0.68965493934228961 1.4616454141214488 2.2054999502142882 3.6774500049650669 4.2935640854993817 2.455946020258124 3.9354365317849442 1.0313851684331892 5.6417643316090089 41.610876475344412 2.1501449455972761 2.5732742834370583 4.4799832310527563 4.2846182752400628 3.8733832710422567 2.6857410930097103 9.7758357413113099 4.2615665283519766 11.914928253740074 9.0528872422873956 2.4149057716131201 4.9253170788288108 12.01548668369651 4.7696331664919844 147.63652903947514 3.2071358477696768
leaf_count=320 63 6 58 5 14 175 35 52 311 33 103 6 35 437 52 20 26 26 32 29 53 35 59 62 17 66 73 20 2381 29
internal_value=0.000713218 -0.0188837 0.000799073 -0.015964 0.000899603 -0.0143811 0.00100899 0.00904832 0.000751536 -0.00841991 -0.0144926 -0.00446452 0.00113602 0.00076117 -0.012783 8.23439e-05 0.0111115 0.00111878 0.000882817 -0.0149749 0.00129625 0.000925441 -2.81843e-05 -0.0099298 0.000677252 -0.000444066 0.00685754 -0.00146872 0.000197615 -0.000508033
internal_weight=305.822 1.33397 304.488 1.81516 302.673 2.1513 300.521 9.3254 291.196 11.7163 9.26039 5.32495 279.48 269.358 6.92892 4.72342 10.1217 262.429 258.144 6.55912 251.585 241.809 200.198 13.3145 186.884 158.184 28.7 16.7851 155.769 150.844
internal_count=4633 326 4307 63 4244 189 4055 115 3940 453 420 317 3487 3426 107 72 61 3319 3293 61 3232 3179 2742 97 2645 2493 152 93 2476 2410
is_linear=0
shrinkage=0.0288028


Tree=435
num_leaves=31
num_cat=0
split_feature=16 16 12 15 18 7 8 16 7 5 18 13 10 12 13 3 8 3 5 15 9 13 18 17 7 15 2 5 15 4
split_gain=0.648477 1.62736 2.2262 1.56028 1.38858 2.01971 1.49061 2.91074 1.77851 1.62389 1.42152 2.14903 1.34791 1.24163 3.09327 1.7893 1.78514 1.72315 1.68679 1.46903 1.4375 1.42591 1.26637 1.46536 0.965611 0.954039 1.68529 1.5661 1.29314 2.23109
threshold=18.594956516900002 16.094962363000004 96.350437043050007 26.384523135650003 18.281462078100002 25.139463727750002 5.1459841250500009 18.369957043050004 22.375171215700004 9.1899936892500005 17.142803710550002 109.64607639220002 71.104340634100012 211.51213392550002 102.54048155345002 75.357481396450012 7.6440346712000009 82.912048743050008 23.286780469550006 6.8054746905500005 66.544071737050004 96.975373223400013 17.448621627850002 207.11089388870002 17.438655379850001 28.579157549250002 207.58106365020004 31.373072367600006 29.583625105200003 206.71522889875004
decision_type=2 2 2 2 2 2 2 2 2 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 5 6 8 12 24 -10 11 -7 -8 15 16 19 21 -17 -19 -1 -20 -15 -18 -24 -4 26 -2 -28 29 -27
right_child=25 2 4 -5 -6 10 7 -9 9 -11 -12 -13 -14 14 -16 17 22 18 20 -21 -22 -23 23 -25 -26 28 27 -29 -30 -31
leaf_value=0.029340045024684434 0.01131240632561116 -0.038979915121307329 0.033828175796323051 -0.03306149347548544 0.028820614530793993 -0.035481306115742836 0.036323565888016461 -0.032775218535114017 -0.034396036900855173 0.031378598680131507 0.00057729989932206666 0.034498477495333232 0.0063312820342002907 0.0012567106234915174 0.028563605063607847 0.0027211872581036005 -0.039339890508034082 -0.03600640290069454 0.027212491499036956 -0.033222952209677456 -0.033577536451745299 0.023982573029902251 0.026410372005699723 -0.035082708331633454 -0.02939169062212027 -0.00048005089720723097 -0.048476209359393327 0.005959512184371127 0.0015139152038784365 -0.041118948899813691
leaf_weight=0.4554968307493249 19.174216239713136 2.2867609249660772 0.27216068271082461 1.3750245622359205 1.1718979366123665 5.1043715385021624 2.6312083844095469 1.4146626424044368 0.54609141242690373 1.4033293374814091 2.400870064040646 0.50507636368274678 3.8888000538572669 15.625554466387266 5.5691583743318906 32.20539868879132 1.7342392606660717 2.5344854178838423 1.1254333155229685 2.8683710014738608 0.63855992420576502 3.5481564542860715 0.95242955320281886 0.70722609350923449 3.600160858273739 4.5761337447911492 1.0003427125047886 1.2392028626054523 180.41214696282987 2.0480945259332657
leaf_count=32 168 101 7 41 16 222 11 104 88 9 46 3 43 603 53 382 27 118 11 456 87 33 13 53 333 34 17 32 1457 33
internal_value=0.000730728 -0.00149203 -0.00853066 0.00106859 -0.00549516 -0.00734269 0.000179778 0.00930474 -0.012257 0.0129531 -0.0202613 -0.0291803 0.0184349 0.0017591 0.00696327 -0.00191745 0.00163281 0.000152416 -0.0190935 -0.0246494 0.0052067 0.0054622 -0.0200013 0.000206436 -0.0249484 0.0017391 0.00820962 -0.0183554 0.000998289 -0.0130449
internal_weight=303.015 94.5649 25.2254 69.3395 22.9386 21.7667 13.7564 7.93467 5.82174 1.94942 8.01032 5.60945 6.52001 67.9645 28.1368 39.8277 22.5676 36.5039 4.29848 3.32387 1.76399 19.1737 3.39389 1.65966 3.87232 208.45 21.4138 2.23955 187.036 6.62423
internal_count=4633 2892 983 1909 882 866 595 158 437 97 271 225 54 1868 782 1086 729 598 216 488 98 636 93 66 340 1741 217 49 1524 67
is_linear=0
shrinkage=0.0323624


Tree=436
num_leaves=31
num_cat=0
split_feature=6 6 3 0 19 16 10 5 8 0 8 3 2 6 3 7 15 9 16 10 0 4 8 16 2 5 2 3 17 9
split_gain=4.22591 4.02811 3.00078 3.55966 3.41868 3.15128 6.56436 4.36403 3.99648 3.71238 3.38204 2.8721 3.23645 3.29878 2.79856 2.93898 2.86506 2.56847 2.52043 2.18993 3.91015 2.69512 2.15379 2.05656 3.23836 1.97932 1.92669 1.94794 2.8258 1.90939
threshold=13.665319288000001 13.775321858200002 85.589753040950015 85.990333302400003 12.651020723000002 19.224955043700003 66.859265246100009 17.687678651600006 8.1436447804000007 90.321439350550008 8.8430989333000021 89.732667019950014 131.42729508740004 16.455384477450004 84.812788641250009 24.040556609400003 24.474073043650005 206.50942114985003 22.694946929300002 62.025417527550012 86.345209775600011 286.34948838025008 8.543332867800002 19.134955254150004 145.83272221200002 19.221712148250003 314.93386866815007 93.668569722950011 190.19286262750003 213.03443802080002
decision_type=2 2 2 2 2 2 2 2 2 2 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 26 17 25 9 -8 -9 10 11 -7 13 -13 16 -16 -6 -3 19 21 -21 -14 -15 24 -18 -5 27 28 -4 -12
right_child=1 2 3 5 14 6 7 8 -10 -11 29 12 18 22 15 -17 23 -19 -20 20 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.0002383771790503854 0.0016976523624907796 0.0012139714120365701 -0.0028749954324325169 0.0023459984269024485 -0.0025027616484093037 -0.0014946491935482458 0.0011230572510957781 9.4667993820236779e-05 -0.0029166005306198585 0.0019117829049816587 0.00013593015549172617 0.0019260566129691719 0.0016431705077307262 -0.00067145823021085124 0.00038173943749327926 -0.0028373646385121886 0.00031388378543126559 -0.00069760859223142737 0.0020356040472857082 -0.0021872974949784692 0.00020092341615104265 8.0263576128712378e-05 0.0012901153788261325 0.002204821882522686 -0.0020902242899673105 0.00065422453603688276 -0.0025173692768896516 0.00013187153613512391 0.00054742027139041466 -0.0022410377760922655
leaf_weight=99.979180226684548 11.359073430299757 11.374728973954918 2.968403371050953 8.636346183717249 2.9091081600636306 3.4190899133682242 3.8265274316072455 3.8586793318390828 6.6811991538852453 11.726173415780066 3.8965713679790488 19.471196860075001 11.883297529071571 5.8254044726490957 2.1661939099431029 5.7575817294418812 12.915958685800438 5.9370205365121356 4.9243348613381377 4.2728116177022448 34.730371359735727 12.633123327046631 6.6559132784605026 2.1024695783853522 4.0955495331436387 6.9080100627616039 1.674894363968632 76.332956657162867 2.4390890076756477 3.6160567030310631
leaf_count=2056 58 42 34 40 28 21 14 24 67 57 20 141 43 28 16 188 109 42 28 30 181 67 24 6 81 56 77 1015 13 27
internal_value=0.000180193 0.000322053 0.000266963 0.000375308 -0.000274961 0.000588792 0.000475069 -0.00103183 -0.00181417 0.000650997 0.000518199 0.000628655 0.000700966 0.00132002 -0.000756713 -0.00195733 -0.000324738 0.0005584 0.000411965 0.000286093 -6.0707e-05 0.000837817 0.00037459 6.75233e-06 -0.000264909 0.00159416 -1.61736e-05 3.50769e-05 -0.00133129 -0.00100818
internal_weight=394.977 294.998 283.639 236.38 47.2586 152.965 137.421 14.3664 10.5399 123.054 111.328 103.816 100.396 31.9525 29.9469 7.92378 22.0231 17.3117 68.4439 63.5196 39.0032 24.5164 12.4813 19.114 17.0115 15.5444 83.4153 81.7404 5.40749 7.51263
internal_count=4633 2577 2519 2007 512 868 772 105 91 667 610 563 542 193 428 204 224 84 349 321 211 110 52 196 190 96 1139 1062 47 47
is_linear=0
shrinkage=0.00235581


Tree=437
num_leaves=31
num_cat=0
split_feature=6 6 5 7 18 18 4 4 2 4 7 7 10 18 4 16 6 8 8 9 0 15 19 5 12 3 5 9 3 3
split_gain=0.58811 1.95955 1.26069 1.37637 1.63115 1.2667 1.10281 1.06393 1.31012 1.14579 1.09713 1.09686 1.76344 1.43044 2.17962 1.39442 1.66403 2.82571 1.33867 1.31119 1.23877 1.07487 1.38248 1.50292 1.37997 1.02035 1.19135 1.12944 1.0368 2.00228
threshold=13.665319288000001 13.775321858200002 20.971847224900007 19.975862989550006 13.317304170000002 13.391483899700001 296.43037955425007 169.78554988275002 82.092636011950006 248.32992249220004 25.959674155500004 24.103872582350004 70.311245485600026 17.232128601400003 274.81987900165007 17.684958644900004 11.755274660100001 7.1444245619500011 1.6487133604500002 32.593970107800011 110.98492854115001 21.288946184100002 11.750948102400001 1.6209823962500003 353.27941817285006 81.699554126200013 15.839549529050002 214.94003843055003 85.589753040950015 84.812788641250009
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 6 3 -1 -5 -6 -2 -7 10 -10 -9 12 -11 14 -13 16 17 19 20 -15 -14 22 23 -16 -23 27 -27 -3 29 -28
right_child=1 25 -4 4 5 7 -8 8 9 11 -12 13 18 15 21 -17 -18 -19 -20 -21 -22 24 -24 -25 -26 26 28 -29 -30 -31
leaf_value=0.029624196977935419 0.007983797085767819 -0.046284820922600216 -0.02103705353854585 -0.043876131661505752 0.033149337298844568 -0.037102788355395683 0.034917925606423289 0.0021881098997631118 -0.012649083728521495 -0.037621657066513749 0.035959019510919746 0.0054053814272886514 -0.037420681436698605 -0.035995027842795485 0.033455151919903718 0.036949064042107703 0.025246010560362186 -0.03800586786575133 0.021792918630339581 0.01222950243511205 0.027445393490020509 -0.041064147613816535 0.0051426141173571442 -0.0385369985166805 0.0038460552126023343 0.031580757374130332 -0.00037954035835811352 -0.00062818077201480397 0.002038095721965547 -0.021721095391665692
leaf_weight=1.741380453808232 4.5451485663652411 1.1593539761379354 4.0268937861546865 1.098276660311966 1.2887687161564816 1.0171301021473471 3.1079593375325203 2.8032742913346729 11.162368166900704 0.84257283667102356 2.0024320395314135 7.2942910083802479 0.99131863424554267 0.78045374772045573 0.41360904695466016 1.5284848287701596 2.7361611272208384 2.4103924439987168 6.9206951902015135 5.5725516477832571 0.55908646015450358 3.8320529741467908 3.4715088380035013 2.3673028215998784 1.0607030049432067 1.5615359097719181 27.005559380166233 1.5209455536678431 189.77391825674567 6.652802192606031
leaf_count=25 27 26 90 20 7 53 31 30 433 31 82 114 98 178 6 17 28 165 75 250 9 118 78 119 30 8 251 19 2007 208
internal_value=0.000763911 0.00157879 -0.00214503 -0.000915907 -0.00180001 -0.0010175 0.0189219 -0.00177976 -0.00114666 -0.00275706 0.0162597 -4.948e-05 0.0104547 -0.00315848 -0.00940324 0.00568015 0.00152399 -0.00588265 0.0152366 0.00630522 -0.0140295 -0.0190952 -0.00952251 -0.0278295 -0.031328 0.00099581 0.00125042 -0.0203768 0.00103844 -0.00459784
internal_weight=301.249 235.327 65.9217 61.8948 60.1534 59.0552 7.65311 57.7664 56.7493 51.9436 4.80571 40.7812 9.31367 31.4675 18.4395 13.028 11.4996 8.7634 8.4711 6.35301 1.55041 11.1452 6.25242 2.78091 4.89276 227.674 224.994 2.6803 223.432 33.6584
internal_count=4633 2577 2056 1966 1941 1921 58 1914 1861 1749 112 1316 213 1103 465 638 621 593 182 428 107 351 203 125 148 2519 2474 45 2466 459
is_linear=0
shrinkage=0.0348455


Tree=438
num_leaves=31
num_cat=0
split_feature=16 0 16 9 7 6 6 10 4 14 0 15 17 13 17 0 13 3 9 2 13 8 0 7 10 0 10 15 0 9
split_gain=4.08298 3.32969 2.85703 3.0464 2.8368 2.51664 2.48022 3.7391 2.71216 3.06921 2.57292 2.47111 2.4134 2.30097 2.81026 5.65603 2.72712 2.1913 2.67841 2.1285 2.03725 2.47458 2.18984 1.97526 3.15511 4.95077 2.9334 3.48055 4.86747 2.94936
threshold=18.594956516900002 86.09518316945001 18.369957043050004 187.45330412110005 22.721067571950005 12.535292885100002 16.375382608200002 62.186725015400008 248.32992249220004 256.87274144255008 85.931187223550012 31.445204138150004 162.04221493815001 117.53132408880002 187.32964365115004 85.769879735700016 117.69263157665002 93.394346993650018 193.49750438550004 314.93386866815007 95.937628385050019 2.9476996444500005 76.535026057600007 23.109894804950002 66.859265246100009 91.886121982450007 66.235542959850008 36.136500007950012 87.380266155850009 198.73585755510001
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 6 11 -4 17 -6 7 -2 13 -10 19 12 -1 -8 15 -15 -16 18 -3 -11 21 -14 -22 -7 26 -26 27 28 -25 -29
right_child=1 4 3 -5 5 23 8 -9 9 10 -12 -13 20 14 16 -17 -18 -19 -20 -21 22 -23 -24 24 25 -27 -28 29 -30 -31
leaf_value=-0.0018798602900086331 -0.0029190970870734156 0.0012607513289490816 0.0010054557244471847 -0.0025180802777169226 -0.0013450135965208075 -0.00019447660020800912 0.0013180442013838464 0.00039870863446846079 -0.0033798354647569468 0.00016405444940658639 -0.0018237502453488958 -0.0022642231377359751 -0.0001349996546994514 4.4072087810405974e-05 0.00027327838500307815 -0.0032322528308296136 0.00214711769246445 0.0023759874508833961 -0.0006372058470328995 -0.0022857910880677416 -0.002190525822896674 -0.0015753966471536696 0.00022800501653559609 -0.0022773033026276647 -0.0021167475251067727 0.00028032292382916053 0.0019425749396764589 0.001410676866753217 0.00047646512593962128 0.00048003814026765303
leaf_weight=3.1326295734615988 3.2238592789508393 14.387599609792238 1.4983950657770027 4.2941100890748203 3.7768821548670521 21.028369873762131 9.434775729198007 2.9399860519915819 1.5269679278135324 22.175393540877856 4.1739934384822837 2.2967791021801522 24.560787460883152 17.503528403118256 14.129489392042162 2.7616395503282538 4.6806884072720996 5.2124209702014914 4.3939058035612097 1.7307673878967751 1.7291345865232859 6.9207819842267773 85.298638073028997 4.1597510538995257 4.2851031683385363 43.452191568911076 8.3663878142833692 24.31403386592865 9.6385024189949018 42.123857468366623
leaf_count=339 41 63 49 180 35 102 48 15 17 210 42 92 706 164 66 17 16 29 21 58 183 360 983 42 46 271 35 132 49 222
internal_value=0.000164011 0.000313334 -0.000146098 -0.00160662 0.000472924 0.000371297 -3.72344e-05 -0.00133659 6.52916e-05 -0.000442171 -0.000282424 -7.78384e-05 -3.65563e-05 0.000375011 0.000147315 -0.00040241 0.000739561 0.00115546 0.000816727 -1.33104e-05 1.21689e-05 -0.000451651 0.000179952 0.000412489 0.000506104 6.51517e-05 0.000743681 0.00061867 -0.000353712 0.000820621
internal_weight=399.151 269.42 129.731 5.79251 185.139 161.145 84.2811 6.16385 78.1172 29.6071 28.0802 123.939 121.642 48.5101 39.0753 20.2652 18.8102 23.9939 18.7815 23.9062 118.509 31.4816 87.0278 157.368 136.34 47.7373 88.6025 80.2361 13.7983 66.4379
internal_count=4633 1741 2892 229 1047 934 694 56 638 327 310 2663 2571 311 263 181 82 113 84 268 2232 1066 1166 899 797 317 480 445 91 354
is_linear=0
shrinkage=0.00212766


Tree=439
num_leaves=31
num_cat=0
split_feature=16 6 4 4 7 0 5 4 0 6 18 7 3 9 18 18 16 2 19 0 18 16 13 16 17 16 9 6 0 19
split_gain=4.53762 2.28933 2.28059 4.64051 3.43808 4.256 3.60737 2.57668 2.1339 2.97711 2.29143 5.40072 5.99127 5.62966 3.43263 3.26434 3.48518 3.40358 3.12226 2.63461 2.27615 4.34295 2.10451 3.21689 2.18941 2.01335 2.00803 1.99765 3.01239 2.67994
threshold=18.594956516900002 15.635365317800002 309.25865594525004 312.24436677560004 23.131311951800004 92.464140480550014 31.373072367600006 396.73263321595005 85.990333302400003 16.375382608200002 13.317304170000002 23.209106085000005 92.913112988300014 192.57902085675002 13.744231039150002 13.988302431200003 22.454947490600002 145.83272221200002 14.351157895250003 92.773313165550022 13.063922652800002 22.574947209950004 116.60111757565001 22.584947186600004 187.52613723835003 22.664946999500003 190.36745536595001 15.745367888000002 88.729872137350014 14.451165964200003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 8 -4 6 25 -5 -8 9 -2 18 12 14 19 -12 16 -15 -18 20 -13 -10 -22 -11 -24 -25 27 -26 -6 29 -29
right_child=2 -3 3 4 5 -7 7 -9 10 22 11 13 -14 15 -16 -17 17 -19 -20 -21 21 -23 23 24 26 -27 -28 28 -30 -31
leaf_value=-9.869948376128049e-05 -0.0016495909289746696 -0.0018533364362297814 -0.002610405565730434 -0.003293908944541729 -0.0010640505317649639 -0.0020591070608255084 0.0022047282800242689 -0.0024698370011994471 0.0012950814097778399 0.0015554422486119932 0.00085318069931844998 -0.0032395565554590665 -0.0032406892276824403 0.0022757816514721108 -0.0018440526018945172 0.00037839903369332745 -0.0008332254237806584 0.0012064360026146129 0.0018298249384209563 7.3561965146935797e-05 0.001041159741351881 -0.0019409607821599239 -0.0014770898800572899 -0.00021789241061474104 0.0014198316275022618 0.0018874428335166594 0.00015555832617840406 -0.00075799738525821265 0.002314812830868223 0.0011546972333610903
leaf_weight=125.75577559298836 4.7508864486590019 4.1865659479517481 3.6926082558929911 3.03841025289148 4.2990523613989415 3.444859640672802 1.6720390301197769 1.0434832037426529 10.296741455793383 6.2215642202645531 8.4795690253376979 2.7678387537598601 4.0552306845784178 13.165175236761568 3.6895838528871527 45.497629324905574 5.4526395797729519 24.433004606515169 18.068008743226528 2.4792538098990917 6.210614398121832 4.6556732803583145 6.0913598709739736 22.631596071645617 13.175780038349332 6.0214816685765973 14.247021693736313 7.980755381286146 4.7573360577225676 7.9851993266493082
leaf_count=2521 46 371 96 52 40 42 8 39 39 34 35 20 30 94 32 280 23 89 86 32 25 25 119 140 60 40 84 64 28 39
internal_value=0.000201023 -0.000155232 0.000378863 -0.000106006 0.000123794 0.000402477 -0.00154661 0.000408451 0.000477319 0.000131636 0.000632773 0.00046006 -0.000783446 0.000675157 3.54025e-05 0.000814367 0.00127511 0.0008343 0.00111713 -0.00167411 0.000508664 -0.000236533 0.000267322 0.000124585 0.0003195 0.000675633 0.000763001 0.000384018 0.00068442 0.000198616
internal_weight=390.247 129.942 260.304 43.9352 40.2426 34.4887 5.75393 2.71552 216.369 67.1182 149.251 110.02 16.2244 93.7955 12.1692 88.5484 43.0508 29.8856 39.231 5.24709 21.163 10.8663 62.3673 56.1458 50.0544 31.0438 27.4228 25.0223 20.7233 15.966
internal_count=4633 2892 1741 448 352 253 99 47 1293 483 810 635 97 538 67 486 206 112 175 52 89 50 437 403 284 211 144 171 131 103
is_linear=0
shrinkage=0.00233427


Tree=440
num_leaves=31
num_cat=0
split_feature=16 6 15 15 18 15 10 13 8 17 16 12 13 13 5 19 5 0 16 7 17 3 10 7 13 18 8 8 16 2
split_gain=4.93841 3.50751 3.11137 2.95226 3.61301 2.87868 2.65016 2.55743 2.86915 3.03762 2.41432 3.12961 2.77632 2.73422 2.36634 2.24982 2.19647 2.3465 2.22591 3.4354 3.62615 2.31903 2.16032 2.23311 2.53402 2.83814 2.09607 2.15147 2.28118 2.08839
threshold=18.594956516900002 15.635365317800002 46.055224235250002 28.444110612900001 14.032563378150002 28.298162031900002 90.937096262400004 118.84598011460001 10.441851282850001 162.43086425485004 16.094962363000004 104.24845815275002 108.64328150955002 104.04332964835001 1.6209823962500003 14.651182102100002 24.367802910700004 86.780739992750014 23.044946110900003 23.209106085000005 192.44445991605002 93.292185584700022 68.20618276945001 22.703933514050004 98.050756475600011 15.589604336850003 7.943800736700001 1.6487133604500002 16.499961415900003 90.828344481500011
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 3 7 5 -5 6 10 15 9 -9 13 -12 26 14 -1 -2 -4 18 19 -18 -21 -22 -16 -24 -25 29 27 -13 -29 -26
right_child=2 -3 16 4 -6 -7 -8 8 -10 -11 11 12 -14 -15 22 -17 17 -19 -20 20 21 -23 23 24 25 -27 -28 28 -30 -31
leaf_value=0.0019994930862959194 0.00036774753510948404 -0.0016568389048999617 -0.0019505289981592315 0.00091984870876218069 -0.0019328147602697004 0.002349757741710882 -0.0013215614007540957 0.0010682613558281101 0.0011984863485909529 -0.0018714006059725621 -0.0023933948050066452 -0.0021353682030126496 0.0015012632850500509 0.00087896807725911907 -0.0014945187257773772 0.0012204610144854306 -0.0022312431413766551 0.0018924354642166213 0.0013444375157575989 0.0015181174399509288 0.00022168089585268406 -0.0023487965168106813 0.0008269610921704299 -0.00058376141953733545 0.00025661262998411731 0.00066093532549433231 -0.001718328800353066 -0.0013310329870913442 0.00075303542709828782 -0.0016995562331264087
leaf_weight=2.2211820781230918 232.73442408069968 5.667908629635348 3.0874274978414205 2.3232223950326425 6.454695938155055 1.9744378309696902 5.8844433675985774 1.7568991202861051 2.5784460604190826 5.8764250800013542 3.0448034531436887 1.7815446332097113 2.9408684503287068 17.125642616301775 3.8036506529897443 12.547385096549986 4.0336114708334234 1.9163775667548169 2.35226772353053 3.4662728533148748 2.7244406566023827 2.6778508126735687 11.123253141529856 25.784854389261454 4.3181251995265502 20.276105090975761 4.4496706686913958 2.7536618066951615 7.5942528755404055 4.0879127997905016
leaf_count=9 1308 371 44 18 248 6 554 17 10 112 64 93 14 86 91 51 106 7 10 12 16 48 109 696 31 149 89 105 108 51
internal_value=0.000162683 -0.000146833 0.000312652 -7.99392e-05 -0.00117781 9.32448e-07 -3.8641e-05 0.000371324 -0.000590503 -0.0011948 2.91838e-05 -0.000543728 -0.00025521 0.000174863 6.48672e-06 0.000411368 -0.00042731 -0.000153425 -0.000410441 -0.000730383 -4.77598e-05 -0.00105247 -5.73061e-05 2.60395e-05 -0.000137525 0.000263636 -0.00056678 -0.000144337 0.000198448 -0.000694685
internal_weight=409.362 133.61 275.752 127.942 8.77792 119.164 117.19 255.494 10.2118 7.63332 111.306 22.5648 19.52 88.7407 71.6151 245.282 20.2582 17.1708 15.2544 12.9022 8.86856 5.40229 69.3939 65.5903 54.467 28.6821 16.5791 12.1295 10.3479 8.40604
internal_count=4633 2892 1741 2521 266 2255 2249 1498 139 129 1695 473 409 1222 1136 1359 243 199 192 182 76 64 1127 1036 927 231 395 306 213 82
is_linear=0
shrinkage=0.00196157


Tree=441
num_leaves=31
num_cat=0
split_feature=16 16 2 5 6 5 2 13 10 13 5 5 4 13 13 6 9 18 15 15 17 8 16 3 10 13 6 18 3 6
split_gain=1.99246 3.23424 2.66295 2.24707 2.4228 3.38553 4.93187 2.67609 2.26526 2.16212 1.88945 3.61179 3.94485 3.09544 4.0549 3.0398 2.62443 2.42894 1.94289 1.89669 3.41889 1.83221 1.78334 3.94961 2.21673 2.4162 2.40054 2.89603 1.61559 2.37854
threshold=20.394952307700002 20.179952810500001 325.13486840910008 23.714185006400005 16.455384477450004 22.825270530250005 191.54391932205002 117.67650082785001 67.031326566450005 116.67639440335002 26.144057174750003 20.769304081650002 379.39767044025007 111.38282034450002 109.34496908160001 14.375335877400001 204.09084027260005 11.634276750250001 28.444110612900001 30.054399297400007 200.37850214585004 2.8477776226000002 22.674946976100003 94.297668925450012 62.009286778800011 117.54745483760001 16.565387047600002 13.317304170000002 93.292185584700022 15.045351532250001
decision_type=2 2 2 2 2 2 2 2 2 2 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 7 6 22 8 28 10 11 13 -13 14 15 -1 18 -12 -17 -16 -21 -4 24 -24 -6 26 27 -26 29 -2
right_child=3 -3 21 -5 5 -7 -8 -9 -10 -11 17 12 -14 -15 19 16 -18 -19 -20 20 -22 -23 23 -25 25 -27 -28 -29 -30 -31
leaf_value=0.00017978654640940487 -0.00014405265002757298 -0.0056118680127259712 -0.00049381956247186362 -0.00028681163402990821 0.0014512462238176875 0.0013998696074621229 -0.0035700879070317015 -0.0018781366054165009 -0.0016263836471226835 -0.0034322829822260744 -0.0025882994198697567 -0.0029704998858934004 0.0024593848102337909 -0.0026243190213779731 0.0024017568258492142 0.0011226340891248186 -0.0033606537243526936 0.0020046072538768725 -0.0025336495948876294 -0.0014127987573312839 0.0027840070509137283 -0.0035901429172233248 -0.0033689900857096062 0.0016151048798052473 0.00093173476870899016 -0.0026082736137784464 0.0012394204946061095 -0.0027559695061236881 0.00032730140378038961 0.0016986830577516486
leaf_weight=98.198930777551141 8.9547012113034707 1.1463114004582156 4.8802977384766546 38.551270695170388 12.58855815976858 17.057459669187665 4.6283606551587573 3.4944588206708422 3.2650649808347216 1.9112036149017502 1.4503291458822776 7.8145930974278581 1.8102561442647127 4.2729243338108054 12.442623047158124 4.2970493342727405 5.1962234298698604 9.8913371386006457 2.5403399867936969 4.9776179976761323 3.7302867472171783 3.6841588101815432 4.5650453716516486 2.8288849592208862 4.3891068622469955 4.022252954542636 11.166469134390352 5.0091693326830864 18.52868103608489 54.682080660015345
leaf_count=1924 64 13 157 401 45 73 52 24 28 153 102 311 22 37 54 30 183 114 59 32 12 169 29 21 17 22 52 28 105 300
internal_value=0.000200193 -6.36747e-05 -2.56135e-05 0.000429346 0.000607261 0.00012748 -0.000313673 0.000964731 0.00108102 7.16357e-05 0.000114393 1.26796e-05 -0.00194924 0.000151879 0.000242168 -1.28835e-05 -0.00158515 0.00141728 -0.000235809 0.00157145 0.000385026 -0.00182576 2.44928e-05 -0.0014621 0.000320164 -0.000258951 0.000200553 -0.00103377 0.0011886 0.00143938
internal_weight=361.976 168.244 167.098 193.732 155.18 66.2553 49.1978 88.925 85.4305 158.534 156.623 145.281 9.62485 135.656 131.383 110.233 12.0336 11.3417 6.83739 21.1505 8.7079 8.56446 44.5695 7.39393 37.1756 24.587 20.5647 9.39828 82.1655 63.6368
internal_count=4633 3372 3359 1261 860 339 266 521 497 3033 2880 2664 333 2331 2294 2196 272 216 89 98 44 326 214 50 164 119 97 45 469 364
is_linear=0
shrinkage=0.00331438


Tree=442
num_leaves=31
num_cat=0
split_feature=16 0 18 16 9 0 10 6 5 19 9 5 2 9 10 3 6 8 16 16 6 13 5 5 15 5 4 12 0 2
split_gain=4.69635 3.11337 2.69352 7.00089 4.84997 3.19299 3.83864 7.60048 4.16505 3.41293 3.81811 3.34653 2.81802 4.03946 2.6628 2.62659 2.49766 2.27802 2.90478 4.81741 3.87333 3.23289 4.25433 2.14133 2.36551 2.01974 1.96604 3.15285 2.82166 2.35703
threshold=18.594956516900002 86.09518316945001 13.829007611650001 22.634947069650003 196.40176798710004 90.321439350550008 66.859265246100009 15.105352934150002 19.841254985200006 14.551174033150001 205.22231928645002 21.869642762900003 100.92170827030002 194.29956510785004 63.452988794850008 87.399085362750014 15.635365317800002 8.543332867800002 20.804951349000003 22.554947256700004 16.525386113000007 117.56896250265002 20.971847224900007 10.36813655115 31.445204138150004 20.971847224900007 248.32992249220004 195.51336019310003 85.931187223550012 314.93386866815007
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=16 14 15 4 12 9 -7 8 -8 10 -6 -12 13 -4 26 -3 23 18 -17 -20 21 22 -21 -1 -25 -19 -2 -28 29 -29
right_child=1 2 3 -5 5 6 7 -9 -10 -11 11 -13 -14 -15 -16 17 -18 25 19 20 -22 -23 -24 24 -26 -27 27 28 -30 -31
leaf_value=-0.00058320934576233869 0.0001723452386752614 0.0020595821043894536 0.0010237264572365856 0.0015588278298690262 -0.0019787389624973282 0.0014952789023534995 0.00068679018119197674 -0.0026326206177241518 -0.0014282533134730433 0.0007701311521948333 -0.0017597507833182608 0.00091395742672017023 -0.0021151492090083581 -0.0017961451159210424 0.0018568025250347787 -0.00069097597714256795 -0.0015085024406105894 0.00093011782286320645 0.0015565223399634503 0.0012149618569506826 -0.0011199375471093597 0.001347058236426373 -0.00076660663209508447 8.8748493171938073e-05 -0.0015079799104595955 -0.00021554953158512338 -0.0027679410957060909 0.00014247219029021155 -0.0016258062514026683 -0.0020295475742186531
leaf_weight=24.522245004889555 52.730956791900098 4.5621519535779944 3.8295600898563844 11.885223038494585 6.5665013641119021 10.281549280509351 29.88460735231638 3.0972724184393874 3.7185438973829141 5.9637163653969756 2.5307597815990448 4.8478469178080559 5.2825275827199221 3.4119628518819809 2.6818024814128867 4.3880589902400962 4.5163120048819101 7.784575559198859 23.592886120080948 6.8996764272451427 4.7919956594705573 14.444541133940218 8.7017828896641713 100.09469595132396 3.4076923821121445 18.347516067326069 1.9111864566803003 23.294737025164075 4.6152252219617358 1.9209165978245426
leaf_count=1028 339 16 17 59 56 55 155 31 46 27 25 30 67 31 9 24 371 32 130 37 25 47 45 1310 183 92 24 217 45 60
internal_value=0.000159837 0.0003016 0.000440073 0.00020981 7.91604e-06 0.000209445 0.000477487 0.000192354 0.000452738 -0.000423095 -0.000933386 -3.08741e-06 -0.00106845 -0.000304902 7.96576e-06 0.000664886 -0.000131053 0.000593354 0.000787879 0.000898938 0.000453611 0.000704574 0.000109733 -8.24613e-05 3.61781e-05 0.000125737 -5.07301e-05 -0.00042131 -0.000270968 -2.29913e-05
internal_weight=404.509 271.968 184.813 91.3001 79.4148 66.8908 46.982 36.7004 33.6032 19.9088 13.9451 7.37861 12.5241 7.24152 87.1548 93.5132 132.541 88.951 62.8189 58.4309 34.838 30.046 15.6015 128.025 103.502 26.1321 84.473 31.7421 29.8309 25.2157
internal_count=4633 1741 1047 599 540 425 287 232 201 138 111 55 115 48 694 448 2892 432 308 284 154 129 82 2521 1493 124 685 346 322 277
is_linear=0
shrinkage=0.00188464


Tree=443
num_leaves=31
num_cat=0
split_feature=16 0 6 10 6 6 5 2 15 5 12 9 18 17 16 4 12 0 13 17 0 13 6 17 13 15 9 15 18 15
split_gain=3.44801 3.00713 2.59866 3.19971 2.54706 3.6768 4.01944 4.31477 3.41302 2.95449 4.60632 4.18035 3.80728 2.81675 2.62807 2.37021 2.70133 2.83058 2.4225 2.34991 3.34876 2.60079 2.28206 2.10874 3.2885 4.00391 2.03966 1.95289 3.14337 2.36165
threshold=18.594956516900002 86.09518316945001 16.375382608200002 62.186725015400008 15.205355270700002 16.455384477450004 22.825270530250005 195.72231170465002 42.33967733730001 19.973460566700002 367.09662155515008 196.40176798710004 13.391483899700001 204.04920942250001 22.644947046300004 248.32992249220004 195.51336019310003 85.931187223550012 117.48293184245001 187.32964365115004 85.823648898300021 117.69263157665002 15.635365317800002 201.39543491635001 117.22752832010001 32.99104187950001 197.47612518640003 28.444110612900001 14.032563378150002 28.298162031900002
decision_type=2 2 2 2 2 2 2 2 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 -2 9 8 7 -7 23 11 -11 12 -3 14 -10 18 -17 -18 -4 20 -20 -21 27 -6 25 -25 -13 29 -29 -1
right_child=1 4 15 -5 5 6 -8 -9 13 10 -12 26 -14 -15 -16 16 17 -19 19 21 -22 -23 -24 24 -26 -27 -28 28 -30 -31
leaf_value=-5.0858944948810043e-05 -0.0031931013511802418 0.0017319177204687002 0.0017671941598074864 0.00032483762676070152 0.0014370795405985936 2.9796348857900701e-05 0.0012893446196015324 -0.0025922200612514741 -0.0020241970025591301 -0.0023069092508715429 0.0014776122578819655 0.0023190151317897577 -0.0017536328283100618 0.00175537614903094 0.00065800802715221761 -0.0035013937065152029 4.2943747361029303e-05 -0.0020754058387008798 -9.613988770771134e-06 0.00032664115165128725 -0.0029362614746369785 0.002384268361518874 -0.0018696761447101605 -0.00079320426077369153 -0.0015704065069867246 0.0020312219561506987 0.0005148400819311096 0.0011751244298519362 -0.0022767918276068713 0.0027325193630860813
leaf_weight=107.15448701370042 3.1800982102286062 2.2898463904857627 6.4787458237260571 2.7624979969114065 53.091570250689983 26.302290759980682 12.349330067634581 4.1555059254169455 4.9725917652249318 6.1887858454138023 2.6163438372313976 4.0389431193470946 8.2393210846930725 3.1215424910187712 3.6016016229987144 1.5742649529129291 23.5409847390838 4.2592785228043786 19.338960699737076 15.95864348113537 2.5276970937848082 4.5036264210939398 4.2515265367692328 4.4525247476995018 3.5837962850928298 8.0735528245568258 31.730678314343095 2.1210780031979075 5.221673296764493 1.7718430152162898
leaf_count=2249 41 10 36 15 272 119 49 46 38 79 20 13 86 20 19 17 268 42 171 73 15 16 371 32 24 39 181 18 248 6
internal_value=0.000185951 0.000339467 -3.33555e-05 -0.00155774 0.00051487 0.000705346 0.000138628 -0.000327938 0.00100523 8.72651e-05 -0.00118238 0.000328727 -0.000995608 -0.000189483 -0.000897533 8.25122e-05 -0.000454166 -0.000281609 0.000405508 0.000197092 -0.000347923 0.000779513 -0.000148964 0.00120715 0.000449377 0.00102725 0.000718559 -8.60444e-05 -0.00127965 -5.5833e-06
internal_weight=383.454 262.933 84.1248 5.9426 178.808 123.704 42.8071 30.4578 80.8972 55.1039 8.80513 46.2988 10.5292 11.6957 8.57419 78.1822 29.3745 27.8003 48.8077 42.3289 21.8667 20.4623 120.521 69.2014 16.1099 12.5261 35.7696 116.269 7.34275 108.926
internal_count=4633 1741 694 56 1047 658 214 165 444 389 99 290 96 77 57 638 327 310 311 275 186 89 2892 367 95 71 194 2521 266 2255
is_linear=0
shrinkage=0.0023912


Tree=444
num_leaves=31
num_cat=0
split_feature=10 7 5 5 5 2 12 8 2 15 13 14 13 2 15 17 9 2 6 16 0 0 0 12 7 5 12 15 16 9
split_gain=0.71342 0.773735 0.700836 0.690309 1.73703 1.34579 1.1185 1.36287 1.57788 1.12541 1.59105 1.52998 2.92439 1.18945 1.82563 1.18193 1.13028 2.16975 1.34206 2.07466 1.87613 1.52034 1.16329 2.41883 1.09107 1.04027 1.03581 1.66513 2.08463 1.76978
threshold=90.937096262400004 27.973342028250006 7.754880527600001 23.605484525250002 23.195398057700004 373.97157030240004 66.834523482800009 10.441851282850001 92.716362671650018 20.734744936600006 116.60111757565001 276.70898201215005 117.69263157665002 98.91243606750001 43.153128509050006 164.30394926590003 190.64005357525002 211.60292443180003 16.405383309150004 22.644947046300004 86.162394622750014 85.931187223550012 85.866664228400012 258.77736187310006 17.438655379850001 26.144057174750003 386.53797981375004 42.33967733730001 22.614947116400003 219.87257840710004
decision_type=2 2 2 2 2 2 2 2 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 -5 8 -8 -10 15 12 -12 -14 -15 24 17 -13 19 -18 21 22 23 -20 -11 -17 27 29 -29 -1
right_child=1 -3 -4 5 -6 -7 7 -9 9 10 11 16 13 14 -16 25 18 -19 20 -21 -22 -23 -24 -25 -26 -27 -28 28 -30 -31
leaf_value=0.001770148975303226 -0.032969225074555755 -0.032674932592676655 0.020634278280720633 -0.041718853988247824 0.01302089734918929 -0.036709740326002813 -0.039620207015825283 0.029300218407005797 -0.022890958746781577 0.033465415428119691 -0.039704934039668738 0.030358050053184444 0.028705996535877978 -0.037669957320587526 0.0045028165372793822 -0.0090411037441988328 -0.042797452018036655 -0.039180770866775232 -0.031938902415314295 0.0072971432670516602 0.025803178626181797 -0.02459778111496002 0.019743252025604775 0.01267929961493448 -0.043242079421564959 0.020049068148635385 0.02056834738564935 -0.039098498171679132 0.0042932025718291442 -0.012994709533820077
leaf_weight=228.31537508638576 0.37487104249885239 1.3576655199285594 0.77786355512216687 0.71203970164060493 13.320097282063214 1.1650469825253811 1.130420104949734 1.4853095128200937 2.3210232162964521 0.26421763689722766 3.1312853456474858 0.64332941779867114 1.1089008711278436 1.5187650648877022 3.559794619679451 1.5398171287961284 1.5029086123686313 1.6820707116276024 1.9562775106169263 1.9963340163230894 4.3580292500555506 1.9918430186808098 3.931483390275389 3.5409408081322908 0.70663424610393122 7.4105468518100679 2.7957806864287695 2.3995263484539455 2.2019973546266556 8.7418552809394878
leaf_count=2754 67 399 88 10 80 37 67 15 131 6 139 7 10 76 19 22 33 68 54 16 16 16 13 42 77 99 58 32 15 167
internal_value=0.000896976 -0.0162007 0.00320234 0.0010375 0.0016958 -0.00252319 -0.0016665 -0.00104355 -0.00206105 -0.00107742 0.000162195 -0.00343814 -0.0143451 -0.00151122 -0.00810913 0.0113836 0.00126666 -0.0199426 0.00382505 -0.0142183 0.00782654 0.000966735 0.00636732 -0.00319884 -0.0223661 0.0150444 0.00107871 0.000853228 -0.018334 0.00122567
internal_weight=307.942 2.5104 1.15273 305.432 257.775 47.657 46.492 45.7799 44.2946 43.1642 40.8432 30.922 9.31875 6.18746 5.07856 9.92122 21.6032 2.3254 19.2778 3.49924 15.7786 11.4205 9.4287 5.49722 0.970852 8.95036 244.455 241.659 4.60152 237.057
internal_count=4633 554 155 4079 3106 973 936 926 911 844 713 509 244 105 95 204 265 75 190 49 141 125 109 96 83 121 3026 2968 47 2921
is_linear=0
shrinkage=0.0322042


Tree=445
num_leaves=31
num_cat=0
split_feature=16 0 6 10 4 5 6 5 17 9 18 6 15 19 6 3 16 12 16 12 6 6 6 3 5 18 7 10 9 7
split_gain=2.89964 2.36474 3.1986 3.42669 2.82219 5.36351 2.31139 3.16194 4.02936 3.67707 3.62498 2.62511 4.36393 2.49977 2.30338 3.75443 2.19981 2.84985 2.2511 2.44154 2.02175 2.43394 2.15782 4.85712 2.58729 2.01246 3.31869 2.95675 2.00595 2.03043
threshold=18.594956516900002 86.345209775600011 16.375382608200002 62.186725015400008 239.38000160390004 22.458857822500004 15.205355270700002 19.973460566700002 205.96542837505004 196.40176798710004 13.391483899700001 16.455384477450004 37.882159664350006 14.351157895250003 16.605387982250004 92.738363209800013 16.094962363000004 96.350437043050007 13.534968349350001 247.65401887280004 11.085259005300001 9.1452136764500018 12.325287978400002 80.785478361850011 16.222050829800004 17.549283450150003 25.139463727750002 69.999384342500022 197.47612518640003 25.334697901700004
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=16 2 3 -2 -4 -6 7 9 -9 10 -3 -8 13 -13 15 -15 18 -18 19 -1 21 -20 -22 -24 -25 26 -19 -28 -11 -30
right_child=1 6 4 -5 5 -7 11 8 -10 28 -12 12 -14 14 -16 -17 17 25 20 -21 22 -23 23 24 -26 -27 27 -29 29 -31
leaf_value=-0.0013890237584375876 -0.0039304211631803025 0.0021808858018548842 0.00062560388692338409 0.00054167280129854692 -0.0050351314010336351 -0.00017474457880197028 0.0012146026182841422 -0.0032429775308871348 0.0010544236222572313 0.0028736239761566326 -0.0021034966304652098 -0.0027038379104424733 0.0015697512973617996 -0.0038940515200007386 0.001278676897575154 0.00068886772792046286 -0.0036042013367516314 -8.4322517403179258e-05 -5.4085970563612303e-05 0.00031748038813430261 0.0019100006822219198 -0.0036902122455737822 -0.0021526679199461527 0.0023095203101337718 0.00027815202592331996 0.0017001381850246199 0.0033194579901930804 -0.0029287377960738686 -1.8596302116203046e-05 0.0015302260642975332
leaf_weight=16.152284519979734 3.6576504423283032 2.290447995066641 51.541642347350717 2.6719495868310332 2.1665557213127604 36.774379703449085 68.812324624508619 5.0870020193979126 3.2049389779567719 4.0749446153640738 7.9797557219862938 4.6854764297604623 11.308280386030672 2.8886787444353086 5.6552478447556496 3.6416268944740295 3.079188568750399 17.170606320491068 9.3899083998985571 14.195034828619098 10.482393035665153 2.0149399861693373 5.7794838771224013 8.0184841267764586 19.131029379088432 3.1463224198669186 0.74844512343406489 7.7467797617428005 18.090909229591492 13.187974525615571
leaf_count=821 52 10 350 15 18 373 392 67 32 13 86 29 43 39 29 12 101 595 209 442 56 41 112 44 184 37 3 247 129 52
internal_value=0.000202666 0.000386647 2.04608e-05 -0.00204259 0.000164779 -0.000445162 0.000621568 0.000123269 -0.00158198 0.000433189 -0.001148 0.000898564 0.000126816 -0.000840352 -0.000123821 -0.00133839 -0.00018669 -0.000859185 6.51402e-05 -0.000590802 0.000428283 -0.000696495 0.000723779 0.000346165 0.000878107 -0.000565822 -0.000843601 -0.00237826 0.000892521 0.000634427
internal_weight=364.775 247.72 96.8122 6.3296 90.4826 38.9409 150.908 53.916 8.29194 45.624 10.2702 96.9916 28.1793 16.871 12.1856 6.53031 117.055 31.8913 85.1636 30.3473 54.8162 11.4048 43.4114 32.929 27.1495 28.8122 25.6658 8.49522 35.3538 31.2789
internal_count=4633 1741 808 67 741 391 933 389 99 290 96 544 152 109 80 51 2892 983 1909 1263 646 250 396 340 228 882 845 250 194 181
is_linear=0
shrinkage=0.00300193


Tree=446
num_leaves=31
num_cat=0
split_feature=16 15 18 6 15 0 6 5 12 9 18 4 10 17 0 19 9 0 3 16 18 13 16 12 9 13 3 3 0 17
split_gain=3.85037 2.43423 2.80289 2.36788 2.27063 2.26251 2.78212 3.05851 4.36341 3.44696 3.84534 2.68534 4.88545 5.73915 2.30959 2.17539 2.15762 2.4602 4.97002 4.84097 2.53006 2.20077 2.19108 1.98235 2.53106 2.48346 3.07108 4.16867 2.56297 2.458
threshold=18.594956516900002 28.444110612900001 14.032563378150002 15.635365317800002 28.298162031900002 86.538778761000017 15.205355270700002 19.973460566700002 367.09662155515008 196.40176798710004 13.391483899700001 240.27283890470002 62.041548276350007 189.90635174060003 86.264556031700025 13.851117550450002 197.47612518640003 96.631250582750013 85.589753040950015 19.224955043700003 14.194363735100003 107.78028644965002 19.134955254150004 206.14208420540004 32.593970107800011 108.64328150955002 82.912048743050008 93.862138708350017 104.22883325935001 208.35751021765003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 3 -3 4 23 11 7 9 -9 10 -7 -2 14 -14 -13 -12 -11 18 21 -20 -21 -18 -23 25 -25 26 28 -28 29 -1
right_child=5 2 -4 -5 -6 6 -8 8 -10 16 15 12 13 -15 -16 -17 17 -19 19 20 -22 22 -24 24 -26 -27 27 -29 -30 -31
leaf_value=0.00018692341154257701 0.00045802698734990295 0.00075979176796977285 -0.0024599272797988891 -0.0020758245795192507 0.0028628926915426124 0.0019478169971443996 0.00090427339958628564 -0.0024974150078520998 0.0015641290008201398 0.0025477220744104948 -0.0033459656010183946 -0.00021858086856161937 0.00043232333816553418 -0.0036725941794361248 0.0014900484628318188 -0.00061191539912797621 0.00083517159091164015 0.0015989886883148072 0.0029390636062398882 0.0011551075945772614 -0.001829252324425051 -0.0034540818572335562 -0.00040328729049498007 -0.0014797264613278858 0.0005321573354477321 0.002265591210723665 -0.0029532938455184804 0.0010013789779604316 -0.0017910421120973133 -0.0019477985485313908
leaf_weight=41.319671921432018 65.345378890167922 2.6033276002854091 6.0996315442025661 3.8524222230771548 1.8330253455787886 2.4569798409938803 84.0380331967026 5.9504854874685389 2.5499203912913799 4.1794256493449202 3.3959572184830886 33.105086927302182 3.8566845490131509 5.6887281984090805 6.3651862218976012 4.657196469604969 2.1356371641159075 10.484381198883055 5.4852746874093992 4.0566646233201027 3.6345412582159042 3.8670624997466803 2.6963571161031723 4.6648990944959214 44.226627624128014 2.3448197003453961 6.5058244294486922 2.4861348099075258 6.1287270898465058 3.9915708480402818
leaf_count=420 420 40 248 349 6 10 474 79 20 13 48 336 35 63 24 38 8 33 20 18 27 60 15 268 707 11 195 84 488 76
internal_value=0.000199931 -0.000171214 -0.00149681 -7.29083e-05 -4.92603e-06 0.000384163 0.000606102 0.000155018 -0.00127905 0.000414109 -0.000896927 0.000113266 -0.000346354 -0.00201406 5.69618e-05 -0.00176484 0.000791214 0.000564354 6.84796e-05 0.00107456 -0.000255176 -0.00145544 -0.00220077 -5.2001e-05 0.000340197 -0.000357451 -0.000459228 -0.00185989 -0.000214385 -1.12912e-06
internal_weight=380.006 126.057 8.70296 117.354 113.501 253.949 139.588 55.5499 8.50041 47.0495 10.5101 114.361 49.0157 9.54541 39.4703 8.05315 36.5393 32.3599 21.8755 13.1765 7.69121 8.69906 6.56342 111.668 48.8915 62.7767 60.4319 8.99196 51.44 45.3112
internal_count=4633 2892 288 2604 2255 1741 863 389 99 290 96 878 458 98 360 86 194 181 148 65 45 83 75 2249 975 1274 1263 279 984 496
is_linear=0
shrinkage=0.00259775


Tree=447
num_leaves=31
num_cat=0
split_feature=16 16 12 15 18 7 18 10 8 16 7 5 10 16 16 2 5 12 16 8 9 2 19 10 5 7 10 0 19 9
split_gain=0.742007 1.46062 2.06796 1.39362 1.26125 1.81987 1.43748 2.10225 1.39036 2.62658 1.60559 1.53707 1.37077 1.2275 1.76592 1.56407 2.83424 1.55191 1.38411 1.48889 1.61565 1.33841 1.23568 2.26221 1.2144 1.34526 1.48519 1.20325 1.07272 0.991955
threshold=18.594956516900002 16.094962363000004 96.350437043050007 26.384523135650003 18.281462078100002 25.139463727750002 17.142803710550002 69.999384342500022 5.1459841250500009 18.369957043050004 22.375171215700004 9.1899936892500005 71.104340634100012 13.534968349350001 12.919969787500003 186.79363985910004 11.188452238700002 247.65401887280004 12.604970524100002 8.0437227585500022 34.606214986650009 170.01157529015003 12.751028791950002 74.927328095600004 23.636018850950002 22.773029501100002 82.299080289250014 111.60596236935002 9.4507625164000029 210.85023439230002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 3 -3 13 5 8 7 -7 10 12 -4 -12 -10 14 17 21 -17 18 19 20 27 22 29 -24 25 -19 -27 -1 -28 -15
right_child=-2 2 4 -5 -6 6 -8 -9 9 -11 11 -13 -14 15 -16 16 -18 24 -20 -21 -22 -23 23 -25 -26 26 28 -29 -30 -31
leaf_value=0.02024139957442013 0.001693678902496037 -0.033036310424478799 -0.021159522786306711 -0.027636487228749285 0.023788134733207775 0.029751775523167382 0.0010378267892641095 -0.030479094607973028 0.031042136297840566 -0.026558595581695134 -0.029570718831817212 0.026187742750363306 0.0048233903205742732 0.0065781135498848998 -0.033251825945125588 -0.015906259591872869 0.017219346192876891 0.021850214801700359 0.0061593678684632508 0.0084014119862311082 -0.029796301614690622 -0.024133578733524196 0.010081770250884012 -0.036912312635119397 -0.031180186973667309 -0.030211671059426345 -0.029560706378609806 -0.029318333360767834 0.010423345739739439 -0.0072793057316847994
leaf_weight=1.055309538729494 213.51412240334321 2.1882363741751787 3.7541735623381154 1.3209334022831161 1.1593102901242662 0.49834355711936851 2.4117843315470964 4.8917495872592553 2.5547746252268553 1.4442543159238992 0.53872304328251619 1.3597793509252367 3.9820411368273199 20.792143174214299 1.4904632295365434 2.4242775053717187 11.965487526729701 3.5822779152076656 3.291944818571209 1.6375556645216418 4.717223560961429 1.6332708345726121 1.528217445360496 1.6764857897069303 0.6553571223048501 1.0307380394078789 0.58442106237635005 0.59955914906458918 5.0382156549021602 5.0013655264629042
leaf_count=28 1741 101 340 41 16 3 46 222 11 104 88 9 43 264 94 101 109 33 36 44 522 38 9 41 22 44 142 114 184 43
internal_value=0.000780436 -0.00127624 -0.0071049 0.000786624 -0.00459354 -0.00612852 -0.0168891 -0.0249104 2.91804e-05 0.00753724 -0.0105715 0.0103656 0.0150704 0.0013331 -0.00381544 0.00404144 0.0116386 -0.00183848 -0.00909065 -0.0153584 -0.0214644 0.000472524 0.00185842 -0.0145024 0.0056871 0.0080476 0.000616055 0.0022859 0.00626737 0.00389116
internal_weight=308.323 94.8084 24.7832 70.0252 22.5949 21.4356 7.80188 5.39009 13.6337 7.98107 5.65268 1.8985 6.53682 68.7043 23.6831 45.0212 14.3898 22.1926 11.3016 8.00965 6.37209 30.6315 28.9982 3.2047 10.891 10.2357 6.65337 1.65487 5.62264 25.7935
internal_count=4633 2892 983 1909 882 866 271 225 595 158 437 97 54 1868 1263 605 210 1169 744 708 664 395 357 50 425 403 370 142 326 307
is_linear=0
shrinkage=0.0279367


Tree=448
num_leaves=31
num_cat=0
split_feature=16 6 0 18 16 9 8 3 8 16 16 6 13 5 2 9 5 12 5 3 7 0 9 9 16 10 10 5 2 18
split_gain=2.89604 2.31757 2.1974 2.31726 4.87656 4.25119 2.73972 2.26681 2.36742 2.66379 4.59333 3.15155 3.54765 3.56839 2.19862 3.52701 2.07553 2.78878 2.75112 2.10416 4.32694 3.68655 2.81511 4.74873 3.07623 2.61534 6.336 2.28917 2.01445 2.00741
threshold=18.594956516900002 15.635365317800002 86.09518316945001 13.829007611650001 22.654947022900004 196.40176798710004 7.943800736700001 87.399085362750014 8.543332867800002 22.554947256700004 20.804951349000003 16.525386113000007 117.56896250265002 20.971847224900007 100.92170827030002 194.29956510785004 16.632399885950004 100.38148940995002 17.687678651600006 85.589753040950015 25.139463727750002 90.321439350550008 205.22231928645002 202.38851837455002 22.584947186600004 66.859265246100009 69.545034918450014 18.513175162200003 177.45016916930004 13.453871405300001
decision_type=2 2 2 2 2 2 2 2 2 2 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 7 5 14 -7 -4 9 10 -9 12 13 -11 15 -5 -8 18 -18 20 -19 22 23 -21 28 -23 -27 -28 -24 -2
right_child=2 -3 3 4 -6 6 16 8 -10 11 -12 -13 -14 -15 -16 -17 17 19 -20 21 -22 25 24 -25 -26 26 27 -29 -30 -31
leaf_value=-8.116736810131457e-05 0.00013808175256605661 -0.0022595177918888422 0.0030124793421603918 0.0014634234187781028 0.002506746315634233 0.0024648765749116907 0.0022804719833630256 -0.00096830018188800635 4.7623333601218137e-05 0.0016117674243099631 0.002311512817633378 -0.0016274438506434293 0.0019602137101237069 -0.0012810460963642118 -0.0029652949201145352 -0.0026933473941580192 0.00022359270821182515 -0.0039624129453827749 -0.0042326182420376708 -3.0731351778652975e-05 0.00013221611838461892 0.0023970303795485212 0.00058319719331418555 -0.0044619658731675973 0.0019739076315960866 -0.0025353471252390703 0.0032356605894746666 0.00025759668569501294 -0.0027609185910903826 -0.0014082177225407156
leaf_weight=117.7663137310883 74.527257265523076 4.118399034603498 3.9205089509487143 3.5612830370664579 7.0240447893738738 4.4617654215544453 3.5096780657768241 4.1412309557199505 24.555268205702305 5.9625234752893475 21.755310907959938 4.6055399850010863 13.671992138028143 8.3248937800526601 5.1081791277974844 3.1202345415949821 2.1366204507648936 2.814605417661368 2.3929155450314283 5.4332465305924433 8.313127348199485 9.796356191858651 3.2236056849360448 3.0915510952472687 5.89512088149786 3.9969456214457741 4.4474137872457487 3.9893355090171099 2.6942749582231045 7.5315265641547731
leaf_count=2521 593 371 16 17 43 16 12 24 124 37 130 25 47 45 68 31 11 35 40 37 46 54 14 31 34 34 18 31 27 101
internal_value=0.000206913 -0.000154772 0.000380467 0.000563871 0.000228775 2.36035e-05 0.000304853 0.000891539 0.000791377 0.00110377 0.00178702 0.000560431 0.000920823 -7.37972e-05 -0.00155555 -0.000477767 0.000148741 2.02455e-05 -0.00213059 0.000201681 -0.000903463 0.000490578 -0.000387634 -0.00163774 0.000514497 0.00129404 0.000425 0.00182748 -0.000939302 -3.84084e-06
internal_weight=375.891 121.885 254.006 171.948 85.0103 77.9863 66.1966 86.9373 83.0168 58.4615 25.8965 32.5649 27.9594 14.2874 11.7897 6.68152 61.7348 58.2251 4.52954 53.6956 11.1277 42.5679 20.3378 8.5248 11.813 22.2301 12.4337 8.43675 5.91788 82.0588
internal_count=4633 2892 1741 1047 599 556 440 448 432 308 154 154 129 82 116 48 424 412 51 361 81 280 143 68 75 137 83 49 41 694
is_linear=0
shrinkage=0.00285438


Tree=449
num_leaves=31
num_cat=0
split_feature=6 6 3 0 19 3 7 16 5 8 5 2 6 5 2 15 17 13 3 16 5 2 10 2 9 8 15 6 5 3
split_gain=5.99098 4.43799 3.50078 5.27292 4.11235 3.07814 3.98691 2.90262 3.59534 2.59956 3.42244 4.8038 2.41038 4.385 4.05871 2.8721 3.52939 2.74229 9.58576 3.90289 2.69434 2.51345 2.42108 2.19141 2.33044 3.92391 3.73462 2.61398 2.29622 2.60802
threshold=13.665319288000001 13.775321858200002 85.589753040950015 86.09518316945001 12.651020723000002 84.812788641250009 24.040556609400003 15.124964631250002 16.316541761950003 7.943800736700001 17.352342178450005 148.55984234940004 16.455384477450004 22.825270530250005 195.72231170465002 43.376643616500012 204.04920942250001 112.67059178900001 87.684061924550022 19.224955043700003 17.886193876600004 113.96113505555 61.971648364950006 314.93386866815007 66.544071737050004 5.9453602998000008 33.423812040500003 18.460431325050003 20.971847224900007 93.668569722950011
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=-1 -2 4 23 7 9 -7 8 -3 -6 -11 -12 15 14 -14 17 22 18 19 -5 -21 -19 -17 24 -4 -26 27 -27 -28 -30
right_child=1 2 3 12 5 6 -8 -9 -10 10 11 -13 13 -15 -16 16 -18 21 -20 20 -22 -23 -24 -25 25 26 28 -29 29 -31
leaf_value=-0.00025999859559143506 0.0016165543182684111 0.00095093093980284265 0.001174098170078195 0.0016294475118881126 0.0012881380111064754 0.00056749883912104169 -0.0025948948219463547 0.0012777413459887203 -0.0021805773705843947 -0.001909031774297048 0.00089191960293800391 -0.0019872097361408546 7.7754750214592842e-05 0.0012386659111444178 -0.0021777604604110855 0.0007008926031522721 0.0015204342324147452 0.0017184609390558409 -0.0027701411989267872 0.0010881258234779281 -0.001041712429091019 0.0008622838524505092 -0.0019957793889883034 -0.0022962996108908738 -0.0013355129151953391 0.0023242538638504357 -0.0015906277907572043 -0.00040706983553276806 -0.0010272808708074227 0.00021841306394383098
leaf_weight=99.679878311231732 11.84698064252734 3.5671474821865585 7.5120736518874756 12.936608832329517 4.0076717641204658 2.4821034669876081 6.6129204989410937 10.837999477982519 3.1039236150681973 6.0926418025046614 8.8104863632470352 3.7357840351760379 27.139282949268821 13.22826363891363 4.1660092659294596 2.2097914367914182 3.3495248183608055 22.199369698762894 3.8721232544630757 4.824784502387045 6.0736215114593506 51.603973608464003 4.7399504687637091 1.8566364769358177 9.7028645141981524 5.3557515684515229 4.1487174257636061 2.2536798557266593 8.8510315828025323 54.191737867426127
leaf_count=2056 58 16 47 63 25 16 188 38 30 74 57 68 122 50 46 8 21 143 56 16 37 227 49 78 509 28 26 37 65 379
internal_value=0.000193973 0.000339331 0.000288804 0.000390865 -0.000229712 -0.000686336 -0.00173185 0.000598086 -0.000506101 -0.000266449 -0.00060071 3.46285e-05 0.000630196 0.000211594 -0.000222402 0.000796924 -0.000273644 0.000905544 0.000334795 0.000839208 -9.88213e-05 0.00111981 -0.00113833 -7.73857e-06 3.84385e-05 -6.25174e-05 0.00010261 0.00151532 -5.7379e-05 4.35211e-05
internal_weight=410.993 311.313 299.466 250.216 49.2507 31.7416 9.09502 17.5091 6.67107 22.6466 18.6389 12.5463 156.343 44.5336 31.3053 111.81 10.2993 101.51 27.7071 23.835 10.8984 73.8033 6.94974 93.8725 92.0159 84.5038 74.8009 7.60943 67.1915 63.0428
internal_count=4633 2577 2519 2007 512 428 204 84 46 224 199 125 838 218 168 620 78 542 172 116 53 370 57 1169 1091 1044 535 65 470 444
is_linear=0
shrinkage=0.00212766


Tree=450
num_leaves=31
num_cat=0
split_feature=6 5 13 16 0 15 12 0 3 0 6 13 16 0 18 2 6 16 4 19 6 6 16 15 13 17 3 7 13 7
split_gain=5.63375 3.05371 3.09141 6.59294 3.99865 3.17065 2.65068 3.32822 5.06901 3.83205 4.44844 3.74171 3.44435 2.67782 3.06065 2.53332 2.41024 2.59724 4.14257 3.24317 2.91543 2.7564 3.69782 5.28155 2.97597 2.48993 2.33565 2.19023 2.17658 2.16745
threshold=13.115306437050002 23.605484525250002 112.67059178900001 20.034953149600003 90.321439350550008 36.548474543700003 211.51213392550002 92.168410086200012 85.589753040950015 95.988709089550014 14.745344522600002 111.12203990580001 19.224955043700003 97.722764583650005 17.108018746400003 138.24741514690001 12.410289964450003 11.864972254500001 398.10712430820007 12.050972309250001 5.1351199812500008 11.085259005300001 13.534968349350001 18.019770707250004 92.980324441600018 207.48293496715004 84.974096129100005 23.913271136350005 113.98793627290001 26.614251743050001
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=16 2 3 5 28 6 7 11 9 10 -9 27 -10 -11 15 -15 17 18 -1 21 -21 24 23 -23 29 -18 -12 -2 -4 -19
right_child=1 -3 4 -5 -6 -7 -8 8 12 13 26 -13 -14 14 -16 -17 25 19 -20 20 -22 22 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.0015290806486448032 -0.00094616951670733736 -9.0334319859702899e-05 -0.00061732502520705146 -0.0023799481461417959 0.0014837011004311012 -0.0016052496609686552 0.00097148436308004151 -0.0017152470689382939 0.00175907625109613 0.0006008549651944715 0.0013603033604630084 -0.0032898132774538871 0.00014690257395638627 -0.00037754154061895933 0.0012192073149492829 -0.0026046306595707341 -0.0021139976525163615 0.0008678295848356224 0.00016012519906719638 -0.0019589990425516041 -0.00019106584264497905 0.0011958354407446297 0.0015972093846703455 -0.0022866789413476273 -0.0016488202312256763 0.00044204615882028708 -0.00071463550989752007 0.0021379800789932618 0.0004850478887677456 -0.0011002215814116462
leaf_weight=10.716816219617614 3.2702345314901313 62.674129843362607 6.4021042659878722 3.5020272880792609 13.612085293978451 3.2068168772384515 15.112552511505781 8.5631771031767148 10.609236447140576 25.863176662474871 3.4195378981530657 1.9502070769667623 7.8879291638731948 5.8652075659483653 2.7136227237060657 2.4814208578318357 4.3842702135443679 7.1800014954060334 9.2208968969061953 3.5532994777895501 30.673976048827171 3.7326920293271568 10.849042892456053 2.470902964938432 3.4633765863254657 1.8501601591706274 4.0403851382434368 1.0348572134971616 136.21641888469458 2.6030645314604044
leaf_count=623 119 958 35 43 63 84 139 212 46 108 14 15 35 63 15 31 106 78 264 196 360 21 42 53 70 14 30 3 697 96
internal_value=0.000159462 0.000275179 0.000364752 0.00011023 0.000526885 0.000201053 0.000263464 0.000125753 0.000238907 -5.19924e-05 -0.00080657 -0.00116661 0.00107158 0.00027546 -0.000485439 -0.00103965 -0.000246798 -0.000164966 -0.000747848 1.51356e-05 -0.000374604 0.000455403 0.000946582 -0.000191256 -0.000176909 -0.00135545 0.000236491 -0.000204802 0.000435563 0.000344173
internal_weight=409.124 318.425 255.751 99.5204 156.231 96.0184 92.8115 77.699 71.4437 52.9465 16.0231 6.2553 18.4972 36.9234 11.0603 8.34663 90.6985 84.4641 19.9377 64.5264 34.2273 30.2991 17.0526 6.20359 13.2464 6.23443 7.45992 4.30509 142.619 9.78307
internal_count=4633 2710 1752 957 795 914 830 691 554 473 256 137 81 217 109 94 1923 1803 887 916 556 360 116 74 244 120 44 122 732 174
is_linear=0
shrinkage=0.00184769


Tree=451
num_leaves=31
num_cat=0
split_feature=6 6 5 7 18 18 5 3 3 19 4 9 9 6 16 6 3 3 15 15 4 5 18 3 5 18 9 12 0 5
split_gain=0.724895 1.91183 1.10088 1.25038 1.52402 1.13609 1.11181 1.03519 1.9185 2.73625 2.36649 1.81896 3.32388 1.77314 2.37225 1.58315 2.18903 2.3952 2.15975 2.054 2.72501 2.06954 1.75141 2.09418 1.78389 1.66441 1.5937 1.565 2.02598 1.55019
threshold=13.665319288000001 13.775321858200002 20.971847224900007 19.975862989550006 13.317304170000002 13.391483899700001 23.195398057700004 85.589753040950015 84.812788641250009 12.851036860900001 158.18845385165005 206.50942114985003 214.52351813370004 14.195331671650001 16.684960983300005 16.455384477450004 90.461239173300015 92.122706297950018 44.024213102900006 41.54912092575001 278.29044475435006 31.373072367600006 13.258241318650002 93.668569722950011 24.310960779100004 13.278511569200001 200.52256857420005 94.177001085000015 93.843319501450011 25.834968130800004
decision_type=2 2 2 2 2 2 2 2 2 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 -4 8 11 -10 -11 -3 13 -13 -15 18 -17 -18 27 20 -19 -22 23 -21 -24 -20 -27 -9 -29 -26
right_child=1 7 6 4 5 -7 -8 15 9 10 -12 12 -14 14 -16 16 17 19 25 22 21 -23 24 -25 29 26 -28 28 -30 -31
leaf_value=0.029601997337682706 0.019913752199819452 0.0064978523631413591 -0.043488749943530774 -0.045447691658354605 0.033038452189426061 -0.001939549203665143 -0.0044961466255853547 -0.010110327733162304 0.03393577182097865 0.010968534485782604 -0.043936969312881095 -0.052922077890755675 0.0073404454845987597 0.021163022977108984 -0.043641801505189676 -0.03600790209156976 0.026368194468052525 -0.0027224033230413137 -0.047792668485300359 -0.038367415160309948 -0.040435139547458115 0.003706846928827202 0.020818044463056535 0.0018210535425902186 -0.020052673301222852 0.009996110413878323 -0.02071910251568871 0.0073728205118908374 0.034124501944790615 0.021193328248739145
leaf_weight=1.7238417903427024 7.7194735407829276 19.858966305386279 1.6830093953758467 1.0585475012194354 1.2676536142826069 58.704701391048729 2.3298895293846726 6.4264392047189167 1.0127248815260816 1.36805048212409 4.4978269144194201 2.7232489939779025 6.0205090921372175 1.4638966843485834 1.5583343463949857 2.3273803303018203 4.3474209904670706 45.182839905493893 1.3690867071272794 1.9941080939024676 4.8341285526985294 2.0091651286347769 12.683836627751591 13.214275196660308 3.2518663983792058 4.7674117725109664 4.2874182444065809 84.169683981104754 3.9609703142195931 1.9464910537935791
leaf_count=25 58 151 51 20 7 1914 39 51 8 8 192 39 58 6 50 25 23 634 50 27 90 66 52 103 58 44 47 696 22 19
internal_value=0.00108613 0.00201308 -0.00228743 -0.00110045 -0.00196766 -0.00120021 -0.0208496 0.00142575 -0.00405578 -0.021552 -0.0311318 -0.000250251 -0.0116399 -0.0315288 -0.0122519 0.00249835 -0.00100821 -9.7709e-05 0.00556436 -0.00144948 -0.00597828 -0.0274752 0.00567085 -0.00344842 0.0134266 -0.0102273 -0.00454739 0.00730522 0.00857516 -0.00460838
internal_weight=309.763 242.996 66.7676 62.7547 61.0309 59.9724 4.0129 235.276 38.5036 6.8786 5.86588 31.625 11.766 5.74548 3.02223 196.773 91.7915 89.4641 104.981 85.1167 52.0261 6.84329 33.0906 15.2084 17.8822 10.4239 9.05483 94.5571 88.1307 5.19836
internal_count=4633 2577 2056 1966 1941 1921 90 2519 512 208 200 304 153 95 56 2007 1097 1072 910 1049 790 156 259 130 129 141 91 769 718 77
is_linear=0
shrinkage=0.0365552


Tree=452
num_leaves=31
num_cat=0
split_feature=17 6 6 3 6 3 7 7 8 17 17 5 4 18 4 8 0 5 5 19 0 5 16 0 13 9 18 7 5 12
split_gain=0.721603 0.714279 1.13911 0.9562 1.02127 0.948228 1.61679 1.29944 1.25031 1.75905 0.99412 1.836 1.17431 0.946226 1.65091 0.989354 0.849709 2.64234 2.03486 1.67324 1.53899 1.28253 1.26359 1.21916 1.44844 1.65694 1.07845 1.25464 0.997264 0.932191
threshold=158.19986339130003 10.715250360100002 10.395242883200002 76.927540944650019 11.215262042800001 84.049266532200008 20.797746106000002 24.068567769550004 1.6487133604500002 195.44378352670003 238.05090660085003 2.7155367820000005 398.74932484100003 15.079587624050001 404.75570863780007 1.3489472949000001 98.51854819030001 14.252017113900001 16.546942136250003 12.050972309250001 101.91675926715001 16.810410538500005 12.644970430600003 96.978061681550017 104.19926021995002 206.78020849415003 17.370891598500005 25.024903008400003 16.612197276950003 232.35148227425003
decision_type=2 2 2 2 2 2 2 2 2 2 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 7 -7 8 9 -2 11 12 -9 -13 -15 -16 18 19 23 22 29 28 26 -6 25 -25 27 -18 -20 -19
right_child=1 3 -4 4 16 6 -8 10 -10 -11 -12 13 -14 14 15 -17 17 20 21 -21 -22 -23 -24 24 -26 -27 -28 -29 -30 -31
leaf_value=-0.026816418902568372 -0.040743013055989173 -0.022861076915767626 -0.032615972982534845 0.016664045310638025 0.038625465975183369 0.015005230009649701 -0.043569264847987871 0.02109552843399521 0.023662572677075264 0.021521959991305507 0.0099517111808503297 0.009126048622582289 -0.038211510992974186 -0.039523455904578016 -0.039076540302819991 0.0055827917165855636 0.015574638854376084 -0.042471892829312817 -0.0035495950271880201 -0.021246939683546854 0.013751470838714199 0.001724901074054827 0.029523643701145255 0.033007990881782232 -0.013752768334981841 -0.0018486198223223722 0.025068268107473868 -0.043510031345987875 -0.037367909267728878 -0.011488114265079903
leaf_weight=1.2992970382329065 1.2284734344575654 2.19736942090094 1.8746547310147423 6.4242424983531228 2.7420226903632274 1.0222660191357129 1.8607412270503116 3.0362393338873548 5.0132705075666308 1.3155813151970503 4.2574556312756604 1.3887567920610298 0.55251507309731085 4.4848833849537169 0.9293843497289348 2.7485363379819319 0.87157897837460296 3.8745773136615744 2.9976920150220385 2.3394361957907677 1.2706965086981652 231.41705903282855 3.9301104098558426 4.6084354221820814 2.5776749737560749 3.2602749597281218 1.2914631366729734 1.1905411798506973 2.0597718050703406 2.0945450933650136
leaf_count=250 74 95 63 34 14 8 132 118 50 26 132 15 102 414 83 85 7 122 17 36 12 2466 23 33 30 23 8 81 36 44
internal_value=0.00100986 0.00112845 -0.00438316 0.00172364 0.00192156 -0.00248192 -0.0227997 -0.000134649 0.0128205 -0.00854456 -0.00576219 -0.0108535 0.0119648 -0.0194269 -0.0242846 -0.0057023 0.00156621 -0.0065632 0.0021153 0.00628425 -0.02364 0.00131753 0.0151269 0.0164197 0.010591 0.0185657 -0.00174476 -0.0185372 -0.0173229 -0.0315998
internal_weight=306.16 304.86 29.7128 275.147 272.95 27.8381 2.88301 24.9551 7.55733 2.54405 17.3978 13.1403 3.58875 9.55156 8.1628 3.67792 266.526 16.8629 249.663 9.62313 7.23982 236.475 7.28369 13.1884 10.4464 7.86871 3.35358 2.06212 5.05746 5.96912
internal_count=4633 4383 1302 3081 2986 1239 140 1099 150 100 949 817 220 597 582 168 2952 333 2619 155 178 2519 119 100 86 56 96 88 53 166
is_linear=0
shrinkage=0.0374183


Tree=453
num_leaves=31
num_cat=0
split_feature=10 7 19 3 16 15 2 13 16 19 3 14 6 8 9 4 7 0 17 6 17 10 9 16 10 13 13 6 8 16
split_gain=0.670408 0.735092 0.65495 0.642704 1.23745 0.660418 1.50384 0.938618 0.893675 0.729732 1.03195 0.801974 0.777413 2.39265 1.40232 1.53827 0.958807 1.6777 1.0632 1.23411 0.99224 0.96086 0.854977 0.835516 1.41329 0.96819 1.01069 3.09488 2.03422 3.16513
threshold=90.937096262400004 27.973342028250006 10.850875481800001 108.48197402175002 21.074950717600004 46.723315192750007 247.02271001585004 117.56896250265002 23.044946110900003 14.651182102100002 93.883646373400012 121.36406917505002 17.435407375500002 9.3427090425500019 213.03443802080002 191.74731805145004 19.052023743050004 81.446839061900008 171.19957438235002 16.455384477450004 162.04221493815001 55.887667615750004 38.283670303850009 22.764946765650006 61.821094709650005 117.69263157665002 117.61735474900001 16.525386113000007 8.4434108459500017 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=3 2 -2 5 -5 9 8 -8 -7 11 -11 -1 16 -14 -15 -16 18 -18 19 -13 22 -21 -19 24 -22 26 -26 28 29 -28
right_child=1 -3 -4 4 -6 6 7 -9 -10 10 -12 12 13 14 15 -17 17 20 -20 21 23 -23 -24 -25 25 -27 27 -29 -30 -31
leaf_value=0.022197218004867927 -0.030905795704867713 -0.030856954059137263 0.019435687346275377 -0.031730298091547239 0.018369212951950511 -0.034505307516090183 -0.020388786546043033 0.0076139492714399635 0.0013631112095111638 0.015918352898314878 -0.0042765020739520664 0.022203791074652039 -0.03304866528676631 0.021391041206904833 -0.03253509415163143 0.0097996646666677154 -0.025705095755513191 0.025731559578324039 0.029463699220225681 -0.023488438085452434 -0.020010195332898943 0.012239348792410185 -0.033103362379106313 0.014941970844855997 0.0015011604244099025 0.014073661076876689 -0.032445854834515182 -0.028203411583124824 0.013358491378339185 0.0054713848372317363
leaf_weight=1.6339860334992398 0.35426233481848546 1.2912981164699884 0.73518028389662504 1.4402824932767537 0.66737939417362202 2.2283497838070603 1.4164269630564374 5.0726597858592868 0.90292374044656742 6.958473075181244 3.5270621255040169 2.0498468503355971 2.5183155331760636 2.2214882919797674 1.4973479839973154 1.6901447111740706 2.1900779101997605 0.27642312599345942 2.2383117042481899 1.6815919680520894 2.9393679273780426 1.1884170705452559 1.3172281164443118 4.0142181552946559 226.1005911299726 5.2921347096562377 3.291503522545101 4.3871874175965777 6.689197175204753 5.3408682718873024
leaf_count=10 131 399 24 183 6 84 36 53 5 37 33 14 77 30 23 22 219 7 17 35 35 12 144 21 2835 20 28 28 29 36
internal_value=0.000742399 -0.0153337 0.00306576 0.000869648 -0.0158666 0.000987755 -0.00685165 0.00150156 -0.0241624 0.00124868 0.00912533 0.000952183 0.000826827 -0.00856036 0.00284091 -0.0100874 0.00110347 0.000803235 0.0120856 0.00417936 0.00102683 -0.00869423 -0.0228983 0.00117458 0.000957035 0.00120247 0.000925366 -0.0056802 0.000769104 -0.00898637
internal_weight=303.153 2.38074 1.08944 300.772 2.10766 298.664 9.62036 6.48909 3.13127 289.044 10.4855 278.558 276.924 7.9273 5.40898 3.18749 268.997 261.839 7.15817 4.91986 259.649 2.87001 1.59365 258.055 254.041 251.101 245.809 19.7088 15.3216 8.63237
internal_count=4633 554 155 4079 189 3890 178 89 89 3712 70 3642 3632 152 75 45 3480 3402 78 61 3183 47 151 3032 3011 2976 2956 121 93 64
is_linear=0
shrinkage=0.0304144


Tree=454
num_leaves=31
num_cat=0
split_feature=16 6 0 18 16 9 0 10 0 5 2 9 16 9 4 7 10 4 12 8 5 16 6 13 5 15 5 2 16 13
split_gain=4.37185 2.89588 2.50447 2.76823 5.50825 4.41469 2.61871 3.66714 6.85493 3.01162 3.446 2.83004 4.15775 3.71744 2.59885 2.63335 3.18222 2.58266 3.01007 2.47533 3.0952 3.04672 3.19232 3.23461 3.66755 2.09526 2.27645 2.29016 2.29075 2.73424
threshold=18.594956516900002 15.635365317800002 86.09518316945001 13.829007611650001 22.634947069650003 196.40176798710004 90.321439350550008 66.859265246100009 92.168410086200012 19.327153142150006 163.83567356360001 205.22231928645002 22.584947186600004 202.38851837455002 223.79242650755 23.960918281000001 68.846035804500005 248.32992249220004 195.51336019310003 8.543332867800002 20.971847224900007 22.554947256700004 16.525386113000007 117.56896250265002 20.971847224900007 32.548041893900006 10.36813655115 178.46521675150004 18.369957043050004 108.49810477050001
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 25 17 19 5 14 11 -8 -9 -10 -11 13 -13 -7 15 16 -5 -2 -19 21 -21 -4 23 24 -23 26 -1 28 29 -28
right_child=2 -3 3 4 -6 6 7 8 9 10 -12 12 -14 -15 -16 -17 -18 18 -20 20 -22 22 -24 -25 -26 -27 27 -29 -30 -31
leaf_value=-0.00062319470994376901 0.00030833285984956289 -0.0017921796172584356 0.0014827213363674237 -0.0016305076916933239 0.0016745038713596222 -0.00035346079895888228 0.0016881540363532755 -0.00317992423716197 0.00077865073986799595 -0.0033198462903373032 0.0002184312820836786 -0.00088507379930699679 0.0018192712641324764 -0.0033641498580973231 -0.0031879155445880586 -0.002696594709897214 0.0013535050506113004 -0.0032024603237420903 -0.00031268487994424733 0.0012415402458477453 -0.00033481612624581739 0.0013438646493800026 -0.0011321832141485951 0.0015549442908485433 -0.00081155447517050226 -0.0023179041047953243 -0.0002106661518943842 0.0004685624048669349 -0.0021014435073798553 0.0018448937809154413
leaf_weight=26.338614105130546 54.628597004339099 4.9033436679746947 30.306878738105297 3.1367726102471334 10.631139762699602 5.8058764487504977 9.8723014853894693 2.6663621403276911 26.197650646790862 1.9489388549700368 3.9977566096931696 6.1908769756555539 4.8074698448181152 2.9410980865359306 2.5375545639544717 2.3312251586467028 3.7168108373880386 1.8274882249534155 28.06320783146657 8.8825521841645259 17.831710439175367 6.5502293705940273 4.7251705750823012 14.081751614809034 8.8140591755509359 1.9696375257335592 52.676846797810867 44.528565504355356 2.8328518867492667 3.2715303823351851
leaf_count=1028 347 371 165 29 59 39 55 26 144 19 43 43 28 28 36 36 14 24 323 37 92 37 25 47 45 106 749 511 113 14
internal_value=0.000170773 -0.000145893 0.000335469 0.000482328 0.000203401 -1.97517e-06 0.000222096 0.000514491 0.000181641 0.000460482 -0.000941185 -0.000439584 0.000297018 -0.00136578 -0.00123351 -0.000693556 -1.22286e-05 2.62235e-05 -0.000489363 0.000747765 0.000189326 0.000979135 0.000532498 0.000799628 0.000107361 -8.45612e-05 -5.0632e-05 9.53417e-05 -0.000187384 -9.04692e-05
internal_weight=399.015 136.521 262.493 177.974 86.7818 76.1507 64.4283 44.683 34.8107 32.1443 5.9467 19.7453 10.9983 8.74697 11.7224 9.18481 6.85358 84.5193 29.8907 91.1924 26.7143 64.4781 34.1712 29.446 15.3643 131.618 129.648 103.31 58.7812 55.9484
internal_count=4633 2892 1741 1047 599 540 425 287 232 206 62 138 71 67 115 79 43 694 347 448 129 319 154 129 82 2521 2415 1387 876 763
is_linear=0
shrinkage=0.00218174


Tree=455
num_leaves=31
num_cat=0
split_feature=16 6 15 7 16 9 13 0 6 10 4 5 18 16 9 8 16 2 4 7 8 18 17 8 7 9 7 5 12 5
split_gain=0.608474 1.29492 1.26962 0.886817 1.17879 2.46994 1.147 0.88677 2.17665 2.54168 1.83662 4.09952 1.30758 3.86185 3.29042 2.38451 2.24647 2.57327 2.14156 2.10331 2.29306 1.99231 3.18314 1.88829 2.0508 1.86014 2.38409 1.49951 1.64176 2.43032
threshold=18.594956516900002 15.635365317800002 32.548041893900006 18.737592104000004 18.369957043050004 187.45330412110005 108.64328150955002 86.345209775600011 16.375382608200002 62.186725015400008 239.38000160390004 22.458857822500004 13.829007611650001 22.644947046300004 196.40176798710004 7.943800736700001 22.574947209950004 136.64906039505004 223.79242650755 23.960918281000001 8.1436447804000007 13.344136431100003 194.99099661610003 8.543332867800002 22.995234593000003 191.20686769655003 22.626138143200006 16.632399885950004 100.38148940995002 17.687678651600006
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 3 -1 6 -6 -5 8 9 -2 -10 -12 16 14 18 -16 23 -18 19 20 -14 -19 -23 25 -25 26 -9 -17 29 -29
right_child=7 -3 -4 4 5 -7 -8 12 10 -11 11 -13 13 -15 15 27 17 21 -20 -21 -22 22 -24 24 -26 -27 -28 28 -30 -31
leaf_value=0.031677151783487081 -0.043459272722685911 -0.026117180770046673 -0.035792971228211998 -0.00070857346871816584 0.038738002853262517 -0.042393650973443442 0.024557182523403071 0.021820664474038 0.0049526009507793959 0.0048564979909069992 -0.053570467868234557 -0.0026038907289425615 0.021031586616671601 0.025449283499098641 0.026667835193837575 0.023286273858531121 -0.021716897992579365 0.023086463275924018 -0.050593848154797026 -0.042179061561778482 -0.021865951155535582 -0.026648611115467499 0.010877604554393452 -0.017501157367485715 0.014935332943491118 0.025539680541856239 -0.013043643701269146 0.0034837156629767018 -0.00023830772192276166 -0.049350738693549438
leaf_weight=1.0063813722226758 2.9434895815793416 2.4604448533500536 1.2100987306330342 81.359988633921603 0.57309994101524298 1.9424708592705426 2.1757324477657667 5.1178617402911204 46.101296174572781 2.277669133618474 1.9781888388097275 31.486500720260665 2.797247186303137 6.6482383087277404 4.0438902145251623 2.8859859928488723 5.3312912695109871 5.3040698543190983 2.1380224861204624 2.0110493078827858 3.0962472409009933 4.1060074493288976 7.6002341993153095 4.2820584625005704 4.963285356760025 15.188459053635595 4.2208801880478859 2.05146200954914 43.166634707711637 2.0556204216554761
leaf_count=21 52 371 106 2252 2 124 16 27 350 15 18 373 13 51 16 12 29 22 36 36 30 23 37 27 28 118 28 11 349 40
internal_value=0.000809412 -0.00154374 -0.000858763 -0.000373179 -0.000748011 -0.0239102 -5.05134e-05 0.00181745 -0.000902248 -0.0223821 0.00050727 -0.00561666 0.00363303 0.000532978 -0.00204538 0.0012999 0.00754963 -0.000898501 -0.0201011 -0.0118534 -0.00150536 0.0056263 -0.00228485 0.0131383 -8.78993e-05 0.0181239 0.00606286 -0.000745275 -0.00221236 -0.0229603
internal_weight=302.524 90.7282 88.2678 87.0577 86.0513 2.51557 83.5357 211.796 84.7871 5.22116 79.566 33.4647 127.009 70.8944 64.2462 54.2036 56.1141 22.3416 10.0426 7.90454 5.89349 17.0103 11.7062 33.7725 9.24534 24.5272 9.33874 50.1597 47.2737 4.10708
internal_count=4633 2892 2521 2415 2394 126 2268 1741 808 67 741 391 933 594 543 428 339 111 115 79 43 82 60 228 55 173 55 412 400 51
is_linear=0
shrinkage=0.0343417


Tree=456
num_leaves=31
num_cat=0
split_feature=6 0 7 6 13 0 3 15 0 9 13 10 16 16 16 17 5 6 16 15 17 18 2 18 5 9 9 15 13 6
split_gain=4.46328 3.64148 3.18543 3.44618 3.91354 5.74485 2.65726 2.69154 2.18453 2.35886 5.21747 2.30847 6.8759 5.00847 2.69087 3.37832 2.77635 2.5756 6.37786 2.70641 3.48644 2.13754 2.10899 2.07121 2.25641 2.06577 2.06927 2.00332 1.96934 1.9614
threshold=13.665319288000001 85.990333302400003 22.721067571950005 13.775321858200002 109.34496908160001 95.988709089550014 93.394346993650018 33.423812040500003 86.538778761000017 201.65416293750005 117.64961624655002 64.369753017350021 20.834951278800002 22.494947397000004 22.624947093000003 196.70927211395002 21.191508333600002 15.695366719750002 20.034953149600003 31.445204138150004 198.79333437865003 13.204116077450001 314.93386866815007 13.304953393500002 22.958759589950002 206.50942114985003 211.24289424260004 29.171703351550004 108.18355516925001 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 22 6 -4 5 27 7 -3 9 21 -11 13 17 -10 16 -16 -15 18 19 -13 -21 -6 29 -23 -25 -7 -27 28 -5 -2
right_child=1 2 3 4 8 25 -8 -9 11 10 -12 12 -14 14 15 -17 -18 -19 -20 20 -22 23 -24 24 -26 26 -28 -29 -30 -31
leaf_value=-0.00021955671216293446 -0.00093204735307213693 -0.00064758946941886203 0.0015158819629335573 -0.0022997804459722018 -0.0009524790589350412 0.00070259960974822168 0.0022330159797967022 0.0012009225308136416 0.0018879924041795106 -0.0025071011089907048 0.00096111127322648837 0.0011236734867026653 -0.0016701808352383137 -0.00090191595267259932 -6.6522504472530357e-05 0.0016069136692639359 0.00055024353899076148 0.001429990650367145 -0.0021598520491499492 -0.0015360848136963105 0.0010271149240900746 0.0016585247538159764 -0.0022161564526338496 -0.0006167191230511159 0.0011075261288210178 -0.0021986691702553839 1.1450219451052566e-05 -0.0022792777017673189 8.5991331521109647e-05 9.0116834949231623e-05
leaf_weight=94.493014250765555 8.8007642910815758 4.492865411564714 9.9988169483840448 2.1033493727445585 4.671951472759253 16.501610593870286 6.7174006458371869 12.470204859971998 14.610833525657652 4.3043934516608706 3.149673230946064 16.340744357556112 6.773931596428155 8.4949233420193213 7.7424623593688038 14.591945592314003 15.766759529709814 10.530959658324717 3.9814155809581271 4.5389675702899677 4.3649025838822126 5.4408625662326839 1.8709255200810719 7.1406265273690206 5.7410717755556107 2.247568553313612 8.471901919692753 5.9925373704172671 4.6760297417640686 74.554446493042633
leaf_count=2056 178 35 55 54 25 70 34 53 97 37 12 71 45 59 32 72 77 52 42 42 25 20 77 34 22 29 70 239 33 886
internal_value=0.000168081 0.000291376 0.000435167 0.000346095 0.000280451 -0.00028366 0.00114298 0.000711323 0.000443712 -4.05887e-05 -0.00104163 0.000580584 0.000236808 0.00084193 0.000513923 0.0010268 4.17881e-05 0.000561727 0.000248868 0.000628755 -0.000279539 0.000283915 -6.6064e-05 0.000599176 0.000151737 0.000247946 -0.000451949 -0.00141669 -0.000654211 -1.78047e-05
internal_weight=391.578 297.085 211.859 188.178 178.179 39.993 23.6805 16.9631 138.186 30.4486 7.45407 107.738 46.5309 61.2069 46.5961 22.3344 24.2617 39.757 29.226 25.2446 8.90387 22.9945 85.2261 18.3226 12.8817 27.2211 10.7195 12.7719 6.77938 83.3552
internal_count=4633 2577 1436 1314 1259 495 122 88 764 150 49 614 277 337 240 104 136 232 180 138 67 101 1141 76 56 169 99 326 87 1064
is_linear=0
shrinkage=0.00204771


Tree=457
num_leaves=31
num_cat=0
split_feature=6 5 6 7 18 5 3 4 7 5 3 9 4 16 2 15 7 8 3 6 15 7 3 0 6 10 4 18 19 16
split_gain=0.772 0.716357 1.70448 0.793424 0.632548 1.50463 0.583957 1.15424 0.602276 1.13775 1.00937 1.88384 2.28247 1.27125 1.1117 1.45381 2.01931 2.23646 1.07992 1.90978 2.24345 2.67786 1.27515 1.97644 2.26502 3.2539 1.6573 1.2276 4.01622 1.85051
threshold=1.8500432259500001 2.7155367820000005 3.6650856341500009 24.021206791900003 16.435318745950003 1.6209823962500003 108.48197402175002 160.20223982390002 19.250086031950001 30.922794813800003 95.002044955650021 227.40597858270002 229.41769445250003 22.724946859200003 145.83272221200002 32.548041893900006 20.869210126600006 8.543332867800002 93.883646373400012 16.395383075500003 44.732387748900003 22.435297587800004 93.776108048150022 85.990333302400003 16.465384711100004 61.987779113750001 197.71977442185002 13.317304170000002 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 4 3 -3 -2 -6 8 -8 9 -4 13 12 14 18 15 -12 -17 -18 22 -20 21 -21 23 24 -10 -26 -24 28 29 -25
right_child=1 2 6 -5 5 -7 7 -9 10 -11 11 -13 -14 -15 -16 16 17 -19 19 20 -22 -23 26 27 25 -27 -28 -29 -30 -31
leaf_value=-0.037936995997468768 0.033844669986360675 0.018662430683146925 0.021684229292628802 -0.038139474346762479 0.038317300199934977 -0.038228018629034709 0.021244610871866281 -0.038402722247703781 -0.041351283467500756 -0.0052336676364380863 -0.039181909835382257 0.039098423522231619 -0.045172107963585797 0.016762737994868038 0.040919363792318836 0.025732264393144435 0.011330111129216025 -0.045508917502386753 -0.045505265390760372 -0.018883853760838523 -0.032298323549815128 0.017633478688056866 0.024993276269333273 0.0042223253198096864 -0.03474126133268126 0.0092420690970642996 -0.0019915011644487772 0.00057711131002967646 0.023907332767373109 -0.021750777293011225
leaf_weight=0.69119483084068534 1.6710379272699349 0.39305221545509939 5.1615410991944355 2.1326611393596977 0.69742400944232918 0.68893620790913701 0.65150153741706063 1.3351319715438874 2.9326019375585011 3.5954043697565794 1.6724833667976726 0.98289261758327562 2.4571995473816068 6.9991765879094592 0.65756693296134461 2.4023523349314928 1.8459985479712488 1.8916719565168021 1.6710499563487271 4.4371973201632482 2.9970815817359826 6.9632374905049801 6.8906590417027456 14.980281853349881 3.3359418213367444 7.1047123111784458 5.5422245943918824 189.80041974340566 13.25266254134476 4.9173783930018535
leaf_count=188 11 10 62 231 6 65 14 175 32 52 278 6 110 42 4 13 9 36 36 29 110 33 27 103 35 34 39 2729 85 29
internal_value=0.000843465 0.000932796 0.000750676 -0.0292999 0.0186245 0.00027896 0.00100842 -0.0188418 0.00114324 0.0106323 0.000850378 -0.00961748 -0.0139994 0.00130903 -0.00495609 -0.00881736 -0.000546351 -0.0174367 0.000900602 -0.00832978 -0.004015 0.00342046 0.00149684 0.000893549 -0.0128241 -0.00481125 0.0129642 0.00171637 0.00823915 -0.0021965
internal_weight=300.753 300.061 297.004 2.52571 3.0574 1.38636 294.478 1.98663 292.492 8.75695 283.735 11.9102 10.9273 271.825 8.47007 7.81251 6.14002 3.73767 264.825 16.0686 14.3975 11.4004 248.757 236.324 13.3733 10.4407 12.4329 222.951 33.1503 19.8977
internal_count=4633 4445 4363 241 82 71 4122 189 3933 114 3819 456 450 3363 340 336 58 45 3321 208 172 62 3113 3047 101 69 66 2946 217 132
is_linear=0
shrinkage=0.0367371


Tree=458
num_leaves=31
num_cat=0
split_feature=6 6 4 10 19 3 12 12 17 10 3 17 18 7 16 10 13 17 16 10 9 9 16 5 7 6 9 5 13 10
split_gain=0.587597 1.55039 1.14531 1.08449 1.30653 3.57512 2.62235 1.93759 1.90548 1.73319 1.76303 1.1512 2.12412 2.1786 2.02463 1.62384 1.53345 1.30662 1.18744 1.0423 1.01372 1.21914 0.937348 0.938086 0.872109 0.863766 0.964269 1.14168 1.15997 0.903386
threshold=13.665319288000001 13.775321858200002 296.43037955425007 78.196493182200015 12.651020723000002 83.613736315050019 219.88098848225005 212.31925379130004 207.48293496715004 72.327589083450007 79.669768237700012 201.39543491635001 17.108018746400003 26.296311413900003 17.874958200600002 78.537927364800012 99.07774748140001 201.00900942685004 14.184966829400002 73.007768990450018 210.85023439230002 210.25104900155003 14.274966618900002 14.361338546400001 27.973342028250006 13.185308072600002 193.24048816455004 10.098719381700002 81.769454037550005 90.679004281900021
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=3 2 -2 4 5 -1 -7 9 -9 -6 -11 15 -13 -14 20 -5 17 18 25 -8 21 24 -20 -24 -15 26 27 28 29 -17
right_child=1 -3 -4 11 7 6 19 8 -10 10 -12 12 13 14 -16 16 -18 -19 22 -21 -22 -23 23 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.046299835070129768 0.0070341631521005608 0.0011717174038299093 0.039333102642089481 0.032181472201687406 0.015661645940655895 -0.042028485849234742 -0.0046989216385906821 -0.049418853092384252 -0.000540691981323175 0.01293599472963786 -0.043744011087383142 -0.042811060481053945 0.036247229616311508 0.00044245305432615717 0.040050283212872836 0.023664275845667521 -0.047040670009614968 0.039338810837155271 0.02998933697835212 0.035672167914138402 -0.042940094987028977 0.04814396943516111 -0.028175851321090368 0.018879691839949028 -0.041187734262800486 0.022800700133705328 -0.030402259087984714 0.0096093385074490344 -0.035976197041994333 -0.040184233716824752
leaf_weight=4.4442253161687422 4.3261151537299147 226.32268936856417 2.8434994742274284 3.3530661491677192 8.9539035437628645 1.5841235552215946 1.7817670777440069 2.2707994672236955 2.7632705518044531 1.6061516227200621 1.8403403605334459 2.2710758012253782 2.0076999347656947 1.8857323313131935 1.0411616470664737 1.278267111163595 0.92933343746699293 1.5875026553403575 3.4753301534801713 2.2762821489013731 1.9593818609137086 0.52282889140769828 1.1472265103366228 1.5657852888107298 1.3490485434012951 1.5951441004872311 2.4285689403186543 5.3343680538237095 2.3888250929885544 0.47502003537374538
leaf_count=152 27 2519 31 55 65 72 36 69 39 25 90 122 22 58 15 35 32 14 21 17 136 5 55 6 183 12 222 125 199 174
internal_value=0.00082458 0.00174507 0.0198441 -0.00252757 -0.00845634 -0.0197809 0.00110759 -0.00190475 -0.022589 0.00649223 -0.0173297 0.00193105 -0.00873881 8.86952e-05 -0.0106532 0.00653863 0.0026665 0.0048377 0.00205585 0.0179464 -0.0198872 -0.0078664 0.0163954 -0.00101826 -0.0169192 -0.00451725 -0.00817755 -0.00248195 -0.0180536 0.00636573
internal_weight=297.609 233.492 7.16961 64.1162 27.5209 10.0864 5.64217 17.4345 5.03407 12.4004 3.44649 36.5954 11.0369 8.76585 6.75815 25.5584 22.2054 21.276 19.6885 4.05805 5.71699 3.75761 6.18834 2.71301 3.23478 13.5002 11.905 9.47648 4.14211 1.75329
internal_count=4633 2577 58 2056 565 277 125 288 108 180 115 1491 541 419 397 950 895 863 849 53 382 246 82 61 241 767 755 533 408 209
is_linear=0
shrinkage=0.0395325


Tree=459
num_leaves=31
num_cat=0
split_feature=16 16 18 4 4 16 7 6 2 0 10 9 7 8 15 0 9 9 2 5 6 14 7 10 13 18 12 0 5 4
split_gain=5.30478 2.93645 3.4414 2.75777 5.41097 3.4664 3.21058 4.22206 4.69462 3.75864 2.7418 4.40316 3.78724 3.48238 2.69373 2.66041 4.27787 3.07617 2.64352 3.21817 2.63479 2.62007 2.50858 2.44295 2.15998 2.59591 3.14452 3.23703 2.651 2.91342
threshold=18.594956516900002 16.094962363000004 17.549283450150003 309.25865594525004 312.24436677560004 22.674946976100003 23.131311951800004 15.885371159150003 358.71993462570009 88.729872137350014 71.053259929650025 191.61296531520003 22.375171215700004 3.0476216663000004 25.186533201700005 102.65877371115 95.611857730950007 58.084576609100004 159.92742394165003 17.089764221050004 14.355335410100002 329.73756363125005 19.506002767000002 62.041548276350007 104.04332964835001 15.917243450850002 211.51213392550002 99.647700605050019 13.951472829300002 170.02009443710003
decision_type=2 2 2 2 2 2 2 2 2 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 10 -2 -5 6 14 8 21 23 12 13 22 -12 -6 20 17 -17 -14 -20 24 -8 -3 -9 25 26 28 -28 -1 -30
right_child=3 2 -4 4 5 -7 7 9 -10 -11 11 -13 18 -15 -16 16 -18 -19 19 -21 -22 -23 -24 -25 -26 -27 27 -29 29 -31
leaf_value=0.0001497846176650704 0.00040611982021656636 0.0002339525026595375 0.0010394265639476063 -0.0022100750282550373 0.00074298508196849204 0.0013437399974805771 0.0002787321657356823 0.00064803715509059961 0.0015381448768435686 0.0020835220215173981 -0.0020447634989718155 -0.0019014800478382998 0.0017658125146915095 0.0012000644880061305 -0.0025499488201921302 -0.00028527984740263671 -0.0015515128596999856 0.0017617640267552537 0.0017352125947513249 -0.002483438955398121 -0.0010934933704253968 -0.0024834174953925511 -0.0021032981149292649 -0.00097654933009398584 0.00098600725885730116 0.00066277855136350351 0.00098319256778452396 -0.0018789570064971684 0.00060787351198772065 -0.0021249012271585123
leaf_weight=5.7683089505881098 222.41970268147998 2.8250135186826792 4.1432447759434572 4.1435853131115428 1.2647813856601704 6.8407666655257335 1.689594697207214 10.343170363456013 2.0266380719840527 4.640861213207244 1.8171183140948439 13.260894373990594 4.2813502177596092 3.733356106095016 3.3482585744932294 17.443830520729541 9.0562131189508346 3.2123562395572653 1.1783367143943908 1.5435535470023749 5.0205922828754401 5.0985393766313791 4.2498634969815612 5.1105464547872534 15.070773150771855 19.93719646660611 9.0040843286551517 1.7428816407918919 1.8366951104253511 6.7023600446991622
leaf_count=112 1293 121 37 96 13 52 10 61 11 24 123 322 15 24 74 656 470 17 7 69 165 65 265 42 67 148 83 44 10 137
internal_value=0.000162896 -0.000152606 -0.000611633 0.000318714 -0.00011809 9.66683e-05 -0.000157816 7.98288e-05 -0.00102936 0.000566391 -0.000819625 -0.00129978 -0.000178036 0.00013777 -0.00164711 2.6717e-05 -0.000449906 3.30671e-05 0.000824105 -0.000657138 0.00024431 -0.00179591 -0.00117003 0.000110786 0.000356137 0.00014515 -0.000266757 0.000519025 -0.000856997 -0.0015371
internal_weight=398.754 131.828 37.0327 266.926 44.5067 40.3632 33.5224 28.9094 8.81477 20.0946 32.8895 18.8114 14.0781 5.55047 4.61304 94.7953 29.7124 20.6562 7.00324 2.72189 65.0829 6.78813 7.07488 15.4537 60.0623 44.9915 25.0543 10.747 14.3074 8.53906
internal_count=4633 2892 983 1741 448 352 300 213 86 127 946 469 477 147 87 1909 1143 673 91 76 766 75 386 103 601 534 386 127 259 147
is_linear=0
shrinkage=0.00192234


Tree=460
num_leaves=31
num_cat=0
split_feature=6 6 3 5 19 3 7 16 2 16 5 5 7 18 5 15 19 6 14 13 15 0 17 2 6 18 7 13 16 16
split_gain=3.82835 3.96834 3.32491 3.2158 3.16256 2.5257 3.585 2.63116 2.8275 2.42513 3.31244 2.0971 2.18089 2.12211 2.05527 3.05426 2.18948 2.04229 3.42484 3.61616 2.53584 2.30814 2.27493 2.06289 2.02236 2.91677 2.01861 1.96944 7.84788 3.55611
threshold=13.665319288000001 13.775321858200002 85.589753040950015 23.714185006400005 12.651020723000002 84.812788641250009 24.040556609400003 19.134955254150004 145.83272221200002 15.124964631250002 16.316541761950003 20.971847224900007 19.975862989550006 13.317304170000002 17.352342178450005 26.564181852100003 13.151061067750001 16.455384477450004 279.85995519795006 117.64961624655002 40.42701969085001 85.990333302400003 192.80507188075003 125.02712973155002 16.375382608200002 13.141419083100002 23.695207782600004 112.67059178900001 20.034953149600003 19.224955043700003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=11 -2 4 17 9 7 -7 8 14 10 -3 12 -1 -14 15 -6 -16 21 20 26 -19 24 23 -22 25 -4 -20 28 29 -23
right_child=1 2 3 -5 5 6 -8 -9 -10 -11 -12 -13 13 -15 16 -17 -18 18 19 -21 22 27 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=0.0021535184449994588 0.001798522580295063 0.0010264078720110185 -0.0031636324274807552 -0.00014662307295811573 -0.0025020277557160696 0.00065517479057757206 -0.0029893325796349996 0.0022433143234199746 -0.0023545583737458629 0.0012917900156269807 -0.0025191975701725189 -0.001692341645380252 -0.0032329338599459997 -0.00016781723294661302 0.0017313841964122106 0.00078133282454854504 -0.00098528142591249946 6.2146702279687838e-05 -0.0037876334826174446 0.0011697666646075856 0.0016900708481811342 0.0016384257443229182 0.0025294263701367893 -0.00024072041983379055 0.00053423460944434088 0.00054730069844745278 -0.00062331321537790292 0.0011028552394951963 -0.0031887530082082729 -0.00024475876401734909
leaf_weight=2.4213640014640978 10.761919029057024 3.3895877972245243 2.7252511731348923 52.003676122403704 4.0227421037852853 2.2690879777073842 5.9074129657819867 2.1125465407967559 4.5416132211685172 10.035695824772118 3.032055951654911 5.7286822167225173 1.395373546052723 81.790759461349808 4.9434654731303453 3.0072676874697208 2.8354895394295454 41.103576563531533 3.0765051022171965 2.3423565737903118 6.071235693991186 13.902526071295148 5.2630335688590995 7.5292937010526657 8.7267387583851797 2.4368280156049877 2.0341265667229891 70.847056861966848 3.3828912116587153 10.839136822149156
leaf_count=25 58 16 102 917 58 16 188 6 88 38 30 90 20 1921 24 15 33 220 25 9 20 82 16 35 36 25 30 391 41 58
internal_value=0.000191132 0.000330076 0.000273308 0.000393294 -0.000331307 -0.000812325 -0.00197793 -0.00036828 -0.000653394 0.000535005 -0.000647692 -0.000248724 -0.00015212 -0.000219232 -0.000131681 -0.00109749 0.000741138 0.000549038 0.000209651 -0.00136597 0.000405477 0.00075178 0.00115359 0.000621179 -0.000189065 -0.00141184 -0.00252818 0.00088381 0.000332026 0.000813417
internal_weight=380.479 289.143 278.381 232.284 46.097 29.6396 8.1765 21.4631 19.3506 16.4573 6.42164 91.3362 85.6075 83.1861 14.809 7.03001 7.77896 180.281 67.4201 7.45299 59.9671 112.86 18.8636 13.6005 13.8888 5.16208 5.11063 98.9716 28.1246 24.7417
internal_count=4633 2577 2519 2007 512 428 204 224 218 84 46 2056 1966 1941 130 73 57 1090 355 64 291 735 71 55 163 127 55 572 181 140
is_linear=0
shrinkage=0.00246454


Tree=461
num_leaves=31
num_cat=0
split_feature=6 0 2 10 12 5 16 16 5 13 2 5 18 0 9 17 9 2 9 8 13 7 18 3 19 5 3 15 8 15
split_gain=0.573003 1.45743 2.59069 1.6716 1.85682 1.37895 1.461 4.9048 2.99421 3.38722 2.40299 2.70691 1.77218 1.70677 1.47302 1.47877 3.76925 1.83163 1.45237 2.51648 1.40241 1.3848 1.38112 1.33472 1.27738 1.21476 2.08304 1.20953 2.15686 1.12713
threshold=14.825346391850003 86.538778761000017 319.32263744460005 63.910026677050006 66.834523482800009 20.315138807500002 22.614947116400003 22.624947093000003 21.757682542950004 117.60660091645001 103.92649527695001 21.869642762900003 11.634276750250001 85.732241321850012 186.70853236170004 187.32964365115004 198.91155909545003 144.94098043750003 70.238863950400017 5.9453602998000008 117.62810858150002 21.698399695800003 12.98549864095 93.794927255050013 14.451165964200003 24.225659292200003 93.499196860750018 38.469938489650012 8.543332867800002 46.435439118750004
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=27 2 3 5 -5 -2 10 23 9 -9 13 -12 -13 20 22 16 -16 -17 -14 -20 -7 -18 -10 -8 -19 26 -21 -1 -29 -27
right_child=1 -3 -4 4 -6 6 7 8 14 -11 11 12 18 -15 15 17 21 24 19 25 -22 -23 -24 -25 -26 29 -28 28 -30 -31
leaf_value=-0.00055117322768650091 0.020076432304146498 0.005173454191746322 -0.04185743696386221 0.037045261080516201 -0.046798324414601952 -0.041170996477693692 -0.051582256417254342 -0.038830573089021193 0.001954929853396866 -7.7343041896634119e-06 -0.028089104435482296 -0.030870911421587613 0.024489204729944921 0.025512359392124585 -0.044939604757120138 0.023681491380886127 -0.012215076612723518 0.0068734129307311195 -0.037829343826700272 0.010410427454750822 0.01413239723269738 0.022558930318743647 0.029735574683546918 -0.015955717315071723 -0.014482169599386465 0.038434239595830831 -0.019410948959578806 -0.040318608070649152 0.016499734672426977 0.0053725131487697732
leaf_weight=107.84663022944005 4.0765565261244765 87.007243022322655 1.8002058966376342 0.38592743873596136 1.6589767542900515 0.91005200432846267 2.9024949967861167 4.6315501369535905 4.0213245656341297 6.2702489085495472 3.6995093619916615 1.659688845451458 4.1197539489949149 8.5282631143927556 2.744690961204471 4.8671237144153592 2.8149085007607937 9.3221646733582002 1.7157393279485429 8.0266856104135531 1.3494856343604622 2.6217139326035976 4.4894083719700575 2.1847120807506144 5.1564419786445788 2.2312229201197615 4.2446404835209242 2.3324606881942596 1.1990397148765621 2.702939550159499
leaf_count=2642 35 638 86 2 73 64 23 33 33 33 25 138 37 42 40 22 28 71 192 35 22 21 29 38 71 12 38 63 15 32
internal_value=0.00075287 0.00192161 -0.000932381 -0.000175484 -0.0309748 0.000485454 -0.000390103 -0.00417171 -0.000691632 -0.0165013 0.00463044 -0.000624015 0.00348953 0.0184634 0.00409097 0.000220611 -0.0120502 0.00540995 0.00596458 0.00193118 -0.00814161 0.00455407 0.0166092 -0.0362824 -0.00073221 0.00589612 9.52406e-05 -0.00120041 -0.0210272 0.020323
internal_weight=297.522 186.144 99.1364 97.3362 2.0449 95.2913 91.2148 52.0268 46.9396 10.9018 39.188 28.4002 24.7007 10.7878 36.0378 27.527 8.18131 19.3457 23.041 18.9212 2.25954 5.43662 8.51073 5.08721 14.4786 17.2055 12.2713 111.378 3.5315 4.93416
internal_count=4633 1913 1275 1189 75 1114 1079 442 381 66 637 509 484 128 315 253 89 164 346 309 86 49 62 61 142 117 73 2720 78 44
is_linear=0
shrinkage=0.0344288


Tree=462
num_leaves=31
num_cat=0
split_feature=15 6 6 3 7 7 17 13 10 5 9 12 6 15 13 7 18 17 10 18 16 8 5 0 5 8 17 15 16 10
split_gain=0.536492 0.803111 0.540712 1.08382 1.36862 1.03748 0.954953 1.70189 1.31428 1.07135 1.46869 1.25604 0.925277 0.887976 0.87753 1.29503 0.838399 1.08208 0.7955 1.27194 0.762187 1.68312 0.746867 0.861105 2.46396 1.72926 1.87278 0.946372 1.01883 1.56001
threshold=51.19990836680001 17.995420460100004 10.715250360100002 84.049266532200008 20.797746106000002 24.068567769550004 238.05090660085003 92.563613431350021 90.679004281900021 2.7155367820000005 38.283670303850009 216.20511703005005 5.0851188130000002 36.080675573650005 95.811270852950017 21.034091097450002 17.108018746400003 211.79441883225005 81.339300736700025 15.105469479800002 17.874958200600002 7.1444245619500011 13.153721664750002 97.886760529650019 16.222050829800004 7.7439566930000003 189.90635174060003 21.132409465200002 15.954962690350003 73.448676123850007
decision_type=2 2 2 2 2 2 2 2 2 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 12 7 8 9 -7 -11 -12 -1 -9 15 -4 18 -18 22 -20 21 -8 -16 24 -24 -25 -27 -28 -29 -30
right_child=1 -3 14 4 -6 6 20 13 -10 10 11 -13 -14 -15 16 -17 17 -19 19 -21 -22 -23 23 25 -26 26 27 28 29 -31
leaf_value=-0.023001743648524496 -0.044099180355563032 0.014084155953283762 0.011225400495326502 0.0028102103684726435 -0.046659896406372074 0.025463499163012292 0.020312506830177629 -0.043751013264832134 -0.040968058796558023 -0.042075926710638992 -0.041476529005366101 0.019812235038721985 0.016733416892805907 0.010189228990126146 0.023981498887297972 -0.044838080211065792 0.032658738060084312 -0.0056049268431069329 0.021212432579670062 -0.043663502081413244 0.037742405971929058 -0.044416459933393666 0.035000449756060294 0.012777371341210446 0.0015306563840477318 -0.048787286027724558 -0.03062477070509622 0.0094629197504363001 0.022163828180664251 -0.044469788672120127
leaf_weight=1.1222796246875137 1.0299920109100629 0.62285582721233357 1.166454829508438 1.6403804253786796 2.0690338161075488 2.4865121270995605 1.993524560471996 3.1856472778599705 1.2497499319433698 1.4014632708858696 0.68839441554155234 2.6650144131854177 6.5824890134390444 0.59214128553867329 2.422086600214242 1.597090088878758 3.1477725543081752 1.9634363604709504 0.73339957930147592 1.5174697218462823 1.1505527310073373 0.98050742328632612 3.655447991564869 4.967184140346947 231.54175874328939 2.2580468552187076 2.3142180144786817 5.0462326817214489 0.87026327848434482 1.6934200352989135
leaf_count=75 58 5 24 17 146 57 41 176 477 118 79 46 90 2 21 96 24 36 3 118 17 77 33 38 2537 59 53 43 3 64
internal_value=0.000806366 -0.0221735 0.00093613 -0.0044296 -0.0247832 -0.00129661 -0.0070503 -0.0127107 -0.00266215 0.00394885 -0.00730202 0.00723076 0.0109456 -0.0352963 0.00149941 -0.0211744 0.00173845 0.01796 0.00141586 -0.022525 0.00978703 -0.00102796 0.00162737 0.00141281 0.00205085 -0.00733755 -0.0155392 -0.00797429 -0.00108616 -0.0218505
internal_weight=294.355 1.65285 292.702 27.8077 3.70941 24.0983 16.3935 12.2689 8.49113 7.24138 4.75487 3.35341 7.70477 3.77779 264.894 2.76354 262.131 5.11121 257.02 2.25087 4.12458 2.97403 254.769 252.347 235.197 17.1494 12.1822 9.92413 7.60992 2.56368
internal_count=4633 63 4570 1418 163 1255 1090 955 777 300 243 125 165 178 3152 120 3032 60 2972 121 135 118 2851 2830 2570 260 222 163 110 67
is_linear=0
shrinkage=0.0404487


Tree=463
num_leaves=31
num_cat=0
split_feature=16 16 5 2 6 14 10 0 2 15 16 2 18 18 13 17 17 2 7 18 7 17 6 10 5 9 13 7 17 18
split_gain=3.86176 3.51366 2.83014 2.74977 1.85032 2.8966 3.57582 2.44354 3.36754 2.37169 2.27064 3.13645 4.42014 2.78857 2.25269 6.00403 1.96358 2.14286 1.93432 1.96647 2.41124 1.93011 1.93371 1.99698 1.92932 1.91545 3.35701 1.83404 1.82184 1.76825
threshold=20.394952307700002 20.034953149600003 23.714185006400005 325.13486840910008 16.455384477450004 279.85995519795006 61.950140699950005 86.09518316945001 113.96113505555 40.42701969085001 22.614947116400003 222.85070906495002 14.741741751300003 14.122113655700002 117.55283175385001 199.05253715360001 192.44445991605002 125.02712973155002 22.995234593000003 13.480563334700001 24.227986230350002 182.37451917730002 16.565387047600002 61.93938686740001 21.191508333600002 186.70853236170004 117.56896250265002 23.695207782600004 162.04221493815001 11.634276750250001
decision_type=2 2 2 2 2 2 2 2 2 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 28 7 9 -7 25 -9 21 11 18 13 -13 15 -12 17 -11 -10 -20 -21 -6 23 -23 -25 -2 -27 -8 -1 -30
right_child=2 -3 -4 -5 5 6 27 8 10 16 14 12 -14 -15 -16 -17 -18 -19 19 20 -22 22 -24 24 -26 26 -28 -29 29 -31
leaf_value=-0.0016110555268771308 0.00085203845596528338 -0.0023808025036596821 -0.00014924180345326075 -0.001329771506267504 0.001563932558810239 0.001280856068183255 -0.0034875036252193185 0.0017896625797938774 -0.00072215495868051239 0.0016807582089590409 -0.0015974390987905395 -0.0042088111258103177 0.0010990416506133336 -0.00075733166721014453 0.0022389737008805246 0.0017644469678341273 0.0022969954647030989 -0.00022714383322593225 0.0019260021613855733 -0.00055058790326943392 0.0014995823026512803 0.00091630060981937771 0.00050920389762394149 -0.002034417656684983 -0.00028160438102058831 0.000410421899888862 -0.0028062553263237264 -0.00052501012914036162 -0.0030558250598828746 0.00012979106830582476
leaf_weight=3.5989860066911197 6.3361953310668451 3.6150030400604001 37.626106329262257 8.4296244805445877 4.7393200844526282 2.3645642399787894 2.9610038585960865 20.802717216312885 4.4547102972865131 6.1782083660364169 4.503890477120879 2.4142011199146491 3.6860081851482391 3.0037606842815876 8.4129250124096853 9.3289183005690557 5.8655327409505835 7.3948089778423309 8.2363897413015383 6.8181233927607519 6.3212395757436752 3.9695797413587597 17.726204806938767 6.0398013070225707 8.8544427007436735 4.4642259310930967 3.1741061359643936 2.003294825553894 1.0026694834232319 156.74822007201146
leaf_count=346 28 42 401 325 21 9 25 148 22 20 22 23 28 25 37 50 18 33 32 34 28 16 93 35 39 23 21 30 52 2607
internal_value=0.000212398 -4.80622e-05 0.00044086 1.60735e-06 0.000579584 0.000280814 -0.00113928 0.00080083 0.000965837 0.000452083 0.000666121 0.000285875 -0.000920992 -0.00229528 0.00126325 0.000669834 0.0011409 0.000641301 0.000711236 0.00100995 0.000435732 0.000128108 -5.78668e-05 -0.000590739 -0.000992392 -0.000119965 -0.000926267 -0.00229202 7.11644e-05 0.000109543
internal_weight=371.075 173.395 197.68 169.78 160.054 68.0968 7.32886 91.9574 77.9829 60.7679 57.1802 34.9344 9.10397 5.41796 22.2457 13.8328 19.4386 13.573 25.8305 21.3758 13.1394 41.3293 36.59 18.8638 14.8942 13.9745 7.63833 4.9643 161.35 157.751
internal_count=4633 3372 1261 3330 860 339 64 521 449 275 301 192 76 48 109 72 71 53 116 94 62 204 183 90 74 72 44 55 3005 2659
is_linear=0
shrinkage=0.0023912


Tree=464
num_leaves=31
num_cat=0
split_feature=3 3 7 7 10 0 10 15 8 16 7 16 17 13 13 13 15 13 16 18 17 5 5 15 13 0 5 7 17 7
split_gain=0.509439 1.07967 0.619973 2.13185 2.01848 3.91171 2.67958 2.55055 2.34271 1.91662 1.90458 2.60132 2.31501 2.36741 2.89079 4.44191 1.75171 1.74295 1.91319 2.12638 1.8399 1.73365 1.68772 1.66501 1.63222 2.2353 1.56262 1.3554 1.5008 1.8775
threshold=108.48197402175002 112.7969493211 22.721067571950005 23.109894804950002 66.859265246100009 91.886121982450007 66.235542959850008 36.548474543700003 8.9430209551500024 22.694946929300002 23.445318439400001 22.454947490600002 212.38791228795003 116.17096427480001 116.86189801435002 117.28936285705002 42.33967733730001 117.41840884735002 22.604947139800004 13.900697602550002 208.00356650210003 24.082771358500001 25.704065249550002 45.484733152800011 117.54745483760001 86.264556031700025 24.225659292200003 22.532843451200005 188.70679832985002 20.797746106000002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 -2 27 16 6 -6 8 -7 9 10 11 -5 13 -12 -15 -16 -4 -17 19 -19 -21 -20 -23 -18 -13 -26 -25 28 29 -1
right_child=1 -3 3 4 5 7 -8 -9 -10 -11 12 24 -14 14 15 17 23 18 21 20 -22 22 -24 26 25 -27 -28 -29 -30 -31
leaf_value=0.0069154922957123215 -0.038039502482188264 0.021729363976908351 -0.0048348575919330639 0.031533278579131845 -0.037259582633292071 0.00020711524127062258 0.029365830548561303 -0.040378144382693354 -0.027708653129812875 0.026564132600811578 -0.037316514579082069 -0.012402502191449921 0.030686440586729778 0.032825911624097773 -0.038237402660104315 0.018637169054604306 -0.045145871797287511 -0.0025090147062478544 0.013238500064173379 -0.055061608140325714 -0.0017039086782090359 -0.037315023282411756 0.016399634188262485 0.015870789156318916 -0.00097214510007614377 0.030152539670780493 -0.041242543933037452 0.012261053881552407 0.012922406498978736 -0.0084679010174429671
leaf_weight=18.037251650588587 1.2410530937486317 0.60368341021239746 23.247420455561954 6.454713772051039 4.0740486013237378 100.45649007614702 5.925975687801837 2.1247714943019664 3.0491975368931881 5.186370455659925 2.6063336785882703 5.4231041278690126 2.8448853343725196 3.0815252661705008 4.486913699656724 5.9499233812093761 3.1910158023238173 6.4265380008146185 10.006462022662161 2.552334311883897 1.3162562400102613 2.0997832417488094 1.2563274372369049 1.672788283787668 7.6953288055956346 5.1930598840117455 1.0464206300675867 18.743407417670824 11.064678820781408 26.069896978791803
leaf_count=461 180 9 157 87 64 2278 38 88 37 49 33 30 26 21 30 23 28 32 45 47 18 48 12 10 39 20 46 156 141 380
internal_value=0.000722718 -0.0184804 0.000844334 -0.000141857 0.00128703 -0.00203258 0.00562832 -0.00063353 0.00376835 0.00509075 0.00343824 0.011523 -0.00125897 -0.00354342 -0.00117567 -0.00424879 -0.00936522 0.000902046 -0.00355835 -0.0154347 -0.0369071 0.00559177 -0.0172075 -0.0271851 0.00446948 0.0115688 -0.00610787 0.0037445 0.000851185 -0.00217699
internal_weight=293.128 1.84474 291.283 217.368 188.21 106.655 81.555 102.581 75.6291 72.5799 67.3935 24.7662 42.6273 39.7824 37.1761 34.0945 29.1576 29.6076 23.6577 10.2951 3.86859 13.3626 3.35611 5.91022 18.3115 12.8884 2.71921 73.9152 55.1718 44.1071
internal_count=4633 189 4444 3306 3065 2430 635 2366 597 560 511 176 335 309 276 255 241 225 202 97 65 105 60 84 89 59 56 1138 982 841
is_linear=0
shrinkage=0.0366575


Tree=465
num_leaves=31
num_cat=0
split_feature=6 6 7 3 9 19 7 13 19 13 10 16 9 17 17 7 5 3 5 0 5 5 18 18 18 8 6 10 10 10
split_gain=0.479122 1.02742 0.973993 1.46048 0.978514 0.90301 0.845325 1.35384 1.66167 1.38672 1.99025 1.70958 1.29624 1.26215 1.44375 1.06292 0.822363 0.805182 0.788806 0.768746 2.0153 1.54411 1.055 2.00185 1.03605 1.4547 1.05063 1.01821 1.10809 0.833558
threshold=10.715250360100002 10.510245570250001 19.975862989550006 84.049266532200008 43.730860148300003 9.4507625164000029 24.068567769550004 81.769454037550005 11.550931964450003 92.563613431350021 87.313054702550019 17.874958200600002 43.163935383200005 194.75204781875001 176.44238483465003 26.459406588900006 12.679739965100001 76.927540944650019 13.252098438300001 98.51854819030001 14.47989612135 16.222050829800004 15.589604336850003 15.957401718700002 17.370891598500005 7.7439566930000003 11.215262042800001 75.629015667650023 75.424692849750016 81.011308844800013
decision_type=2 2 2 2 2 2 2 2 2 2 2 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 16 -4 12 -8 -9 10 -10 -11 13 14 -7 -12 -5 -2 -19 21 24 -20 -22 -24 25 29 -27 28 -23 -21
right_child=17 -3 3 4 -6 6 7 8 9 11 15 -13 -14 -15 -16 -17 -18 18 19 20 22 27 23 -25 -26 26 -28 -29 -30 -31
leaf_value=0.030597955845316608 -0.019588484033134068 -0.043236092165799996 -0.034830188071490964 -0.034368598628365797 -0.038092759912598195 0.027256693730815299 0.015671701638840387 -0.034195189070695194 0.028131492010094381 -0.02884447192424603 0.036933789291735145 0.0090204432350392411 0.026417390752377572 0.017393130027814296 -0.036936961006862626 -0.033999653472420267 0.035731359874127705 0.014038940077603956 0.016909999161578721 0.026829885587900004 -0.037528120226942248 0.00089354636908615037 0.022751565886345269 -0.028776450727122354 0.02363203919348994 -0.0024006601159324318 -0.037631077389939899 -0.018511995249677803 0.019067999897903511 -0.0036002973717961452
leaf_weight=0.9257779575418742 2.0365768352057776 0.68989533046260376 0.82190676630125992 0.31429138343082685 2.0330707365646958 0.50837534759194003 2.9990625482751048 2.2987148463143958 2.6786719723604602 3.2866333199199289 0.28556680679321278 2.1266936105675995 2.9330730140209198 1.7863280395977197 1.4952819710597394 1.1499215234071014 0.42800503969192505 5.0680169817060223 6.7470105309039345 1.9468898959457859 2.4898983768653116 226.90016993615427 1.3051359658129515 2.1803749012760818 2.0905619859695435 2.2014210373163228 1.5705807060003278 2.8775276424130416 3.6918010115623465 1.9522001934237776
leaf_count=19 97 27 299 81 75 6 158 244 45 161 1 32 28 35 70 135 2 43 61 10 96 2635 17 58 15 11 54 28 18 72
internal_value=0.000595656 -0.00359923 -0.00255037 -0.00377078 -0.0262862 -0.000977398 0.000313831 -0.00407527 -0.00908299 -0.00302413 0.0113766 -0.0139688 0.00999239 -0.00271893 -0.0206495 -0.0198886 0.00605075 0.00102241 0.00118322 0.000928671 -0.00611726 0.00139026 -0.0211686 -0.00948199 0.0030961 -0.00250045 -0.0170699 0.00094176 0.00118452 0.0115941
internal_weight=289.819 26.7613 26.0714 25.1456 2.77537 22.3702 21.5483 14.8253 11.8262 9.52749 4.11416 5.41333 6.72306 3.78999 2.00366 1.43549 0.742296 263.058 261.022 255.954 15.7371 240.217 5.97541 3.48551 9.76165 7.67109 3.772 233.469 230.592 3.89909
internal_count=4633 1418 1391 1372 158 1214 915 776 618 374 181 193 139 111 76 136 83 3215 3118 3075 333 2742 171 75 162 147 65 2681 2653 82
is_linear=0
shrinkage=0.032907


Tree=466
num_leaves=31
num_cat=0
split_feature=6 5 6 7 10 15 7 13 18 17 13 5 16 13 16 19 9 13 4 16 18 3 10 16 16 10 10 10 16 7
split_gain=0.648549 0.510164 1.16688 0.703696 0.647028 0.639027 0.781729 0.639235 0.605233 1.17689 0.875514 3.49841 1.14724 2.2111 1.98856 0.909471 0.847507 0.723833 0.844908 2.26328 2.01426 2.04832 2.85507 1.96107 1.92739 2.11582 4.92181 1.79093 3.07363 1.57764
threshold=1.8500432259500001 2.7155367820000005 3.6650856341500009 24.021206791900003 54.884872733100003 10.623212892000003 20.253927392100007 83.654063187050014 11.207537862500002 162.04221493815001 118.84598011460001 30.133297129900004 22.834946602000002 117.97223122220002 22.764946765650006 14.651182102100002 43.730860148300003 117.76521994615001 240.79927845295001 22.674946976100003 13.829007611650001 87.399085362750014 65.765062787050013 22.674946976100003 20.804951349000003 66.859265246100009 68.846035804500005 70.128430332750014 19.154955207400004 23.623818563000004
decision_type=2 2 2 2 2 2 2 2 2 2 2 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 -4 6 -6 -7 -9 16 12 -12 13 14 15 17 -10 18 19 20 21 -11 -23 -20 25 -22 -27 -28 -29 -25
right_child=1 2 4 -5 5 7 -8 8 9 10 11 -13 -14 -15 -16 -17 -18 -19 23 -21 24 22 -24 29 -26 26 27 28 -30 -31
leaf_value=-0.032662011267152145 0.014912058220184819 0.016575115118360628 -0.032422004495646965 -0.032522176434767944 0.028966133964005814 0.01914573239165886 -0.033507276941423386 0.019081897381683768 0.034152496263895923 0.027545005179185313 -0.036584158478605279 0.014443806109477484 0.021099980772383418 -0.031642363201167943 0.034466584857640807 0.01103452876010126 -0.034538482830551109 -0.016401479239459449 -0.0022759747540240468 -0.017127058062028033 0.027010372818199773 0.007224951893450072 -0.025056240685634827 -0.0032372208278356194 -0.02588495468899887 -0.041695807092797119 0.013118376709435798 0.00013398202003551857 -0.043139728641124683 0.026586799865622048
leaf_weight=0.58654402880347234 2.4572136687347657 0.35485827689990301 0.58962880575563659 1.6232144936511756 0.24730922095477481 1.881765996076864 1.0399182870460206 1.7706654896028329 0.20450150966644187 4.5930562713183454 2.7721084284130475 2.5945959663949907 2.7945660389959803 2.0845801534596822 1.7606738954782475 8.3676772848702949 1.4463612324907442 2.5167734809219828 114.86341508501209 5.6650507524609557 2.8439247384667388 55.775837683002464 2.873786765150725 2.9663360749837002 2.9125752225518218 2.8034089021384707 10.220679946243761 40.382021238037851 1.7064638957381237 4.3842669203877449
leaf_count=188 82 10 137 231 2 84 175 14 1 26 99 21 16 37 9 54 157 15 1725 32 19 569 32 35 24 34 51 694 21 39
internal_value=0.000514931 0.000582854 0.000458892 -0.0237143 0.000628417 0.000697651 -0.0215045 0.000799652 0.000675604 0.000557747 0.000717421 -0.0119141 0.000968946 0.000758023 0.00101325 0.000789184 -0.0260294 0.000452338 0.000620667 0.0023954 0.0032865 0.00723384 0.0056432 -0.00126389 -0.000814765 0.000445125 -0.000925698 0.0012593 -0.00162054 0.0145513
internal_weight=287.084 286.497 284.04 1.97807 282.062 281.472 1.28723 280.185 278.303 276.533 274.882 5.3667 269.515 266.721 264.636 262.875 1.65086 254.508 251.991 129.777 124.112 63.2427 58.6496 122.214 60.8691 57.9565 55.1126 52.3092 42.0885 7.3506
internal_count=4633 4445 4363 241 4122 3985 177 3808 3724 3710 3552 120 3432 3416 3379 3370 158 3316 3301 1502 1470 627 601 1799 843 819 800 766 715 74
is_linear=0
shrinkage=0.0315834


Tree=467
num_leaves=31
num_cat=0
split_feature=15 6 8 6 2 5 10 7 18 16 13 2 16 2 16 7 9 16 8 0 8 5 6 15 6 8 6 4 10 8
split_gain=0.508322 0.668679 0.477218 1.95192 0.990591 1.12577 2.33496 0.871168 0.7797 0.733125 1.18857 1.87957 1.79947 0.693129 2.39936 1.63086 0.83213 0.709805 1.00305 1.69999 1.63986 0.989484 0.814215 1.25298 1.1567 0.716271 2.23601 1.57099 1.09064 0.771926
threshold=51.19990836680001 17.995420460100004 9.5425530862500008 17.435407375500002 35.561888367500011 22.458857822500004 60.87206898960001 21.698399695800003 11.634276750250001 22.834946602000002 117.97223122220002 122.71527679435002 22.764946765650006 59.078594408600004 20.834951278800002 23.567644028800004 203.09362050815002 22.704946905950003 8.8430989333000021 88.350799540950007 8.7431769115000026 21.869642762900003 16.625388449550005 23.180824130700003 16.585387514950003 8.6432548896500023 16.285380505300001 274.12249728105002 62.057679025150001 8.543332867800002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 -2 3 9 -5 -6 -7 8 -4 10 12 -12 13 14 15 -1 -17 18 20 -20 22 -22 24 -24 25 29 27 -27 -28 -15
right_child=1 -3 7 4 5 6 -8 -9 -10 -11 11 -13 -14 17 -16 16 -18 -19 19 -21 21 -23 23 -25 -26 26 28 -29 -30 -31
leaf_value=0.014341816153655327 -0.038183517653237985 0.009824169269268733 0.011113958825310374 0.037556643415697859 -0.044080581371009404 -0.038085065050147776 0.019282654277797368 0.022708224176633717 -0.025791086817297425 0.023374162514455867 0.014085933894825573 -0.045519462226342407 0.038034443077779867 0.00027579965802706412 -0.042561307348163067 -0.054255345167350151 -0.0040432414831427501 0.012932857712157341 -0.037471054721615708 0.0030608479206447026 0.025394425354494321 0.0017120774616093462 -0.03617103693659858 0.022789128022245312 -0.024388010545573189 -0.055722610650953457 -0.012027307470511795 -0.0067419157081464809 0.014325033869650059 0.0077714464491304546
leaf_weight=3.9551477786153546 0.93493817158741765 0.58143165707588196 1.7724502086639398 0.35245099663734336 2.0276333168148994 1.870577405090444 1.6498474688269196 3.2824982095044106 1.1771208635764194 1.7738579772412766 1.0709818098694079 1.6776514112716538 1.6060642078518856 200.16717932475149 2.021260567009449 0.7611675285734234 0.87844827212393284 6.0387431383132926 2.2592841661535195 2.945600118720904 5.3582330476492626 3.675055967643857 0.50562783743953232 3.7361418822547421 2.3363824209664008 1.7260032254271194 3.658445343375206 1.5230737160891292 4.1325447913259268 18.549248177441768
leaf_count=24 58 5 11 2 24 212 12 27 46 11 10 46 9 3529 16 18 28 39 23 29 28 24 79 63 26 24 25 16 22 147
internal_value=0.000521971 -0.0197756 0.000630926 0.000413927 -0.0195864 -0.0232166 -0.0111997 0.0102501 -0.00361418 0.000850434 0.000701676 -0.0222947 0.000939451 0.000713975 -0.0097364 0.00212249 -0.0273535 0.00102413 0.000737137 -0.0145328 0.00106105 0.0157596 0.000499237 0.015761 0.000220311 0.000470552 -0.00826519 -0.0327619 0.00195066 0.000911502
internal_weight=284.005 1.51637 282.489 276.257 5.90051 5.54806 3.52042 6.23207 2.94957 270.356 268.582 2.74863 265.834 264.228 7.61602 5.59476 1.63962 256.612 250.573 5.20488 245.368 9.03329 236.335 4.24177 232.093 229.756 11.0401 3.24908 7.79099 218.716
internal_count=4633 63 4570 4486 250 248 224 84 57 4236 4225 56 4169 4160 86 70 46 4074 4035 52 3983 52 3931 142 3789 3763 87 40 47 3676
is_linear=0
shrinkage=0.0351512


Tree=468
num_leaves=31
num_cat=0
split_feature=15 6 13 8 18 7 0 13 6 9 5 16 9 5 13 9 9 8 4 6 4 5 3 6 7 6 0 6 13 18
split_gain=0.442385 0.608739 0.443706 1.25654 1.16616 1.26861 1.2218 0.953759 1.12022 0.930422 0.843081 1.09471 1.12152 1.16949 0.861748 0.859785 2.20474 2.12784 1.68204 2.40866 1.96806 1.64649 2.21674 2.0946 2.14389 1.74648 1.53631 2.68466 1.7784 1.618
threshold=51.19990836680001 17.995420460100004 95.937628385050019 2.9476996444500005 14.693728290050002 21.698399695800003 104.03526427400001 96.357027853400012 6.9201616884500003 58.084576609100004 13.252098438300001 13.534968349350001 54.842324361600014 13.713273242250002 100.88707980320002 186.70853236170004 185.98753508445003 8.3434888241000014 208.25848595475003 16.665389384150004 204.11408090635004 20.093158056800004 93.733092718100025 16.405383309150004 22.375171215700004 16.575387281250006 85.732241321850012 16.465384711100004 117.60122400020002 12.783127173500002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 -2 3 4 -1 -6 -7 -4 -9 -8 14 12 -12 -14 -10 16 17 18 20 -20 21 -13 -23 -24 25 -25 27 -17 -29 -28
right_child=1 -3 7 -5 5 6 9 8 10 -11 11 15 13 -15 -16 26 -18 -19 19 -21 -22 22 23 24 -26 -27 29 28 -30 -31
leaf_value=-0.030336376377178391 -0.036629676668058372 0.0087174196109088484 0.022091943037641174 -0.022580088020591096 0.031367890818213652 -0.035797339894861523 -0.0015674774036269997 -0.021916392025913622 0.018097522139606116 0.028757576795608218 0.012599495752777435 0.018845018274064457 0.0052183366347917119 -0.038780441534766834 -0.0048387321024973449 -0.042054627402191576 0.027937977373278147 0.028124613289460771 0.0096794203729307741 -0.038950394110772502 -0.061569080865817895 -0.033624046199922028 -0.040310104894242138 -0.026234987563548463 0.03977149774412643 0.01321382928272557 0.028518464937147749 -0.033872147377264843 0.00080121282516896521 0.00044898867194426709
leaf_weight=1.3120005466043974 0.85208119283197337 0.57062506675720215 2.4277877919375888 3.6047746948024715 1.6193273228127498 1.045746543444692 7.820901435276026 2.50483638170408 6.2486304747872037 1.3731252960860727 1.1764059104025353 2.6025906708091471 0.98518335539847646 2.387813991663279 2.7118565980345011 2.5509087158134234 4.4254480600357047 3.436356918886303 18.603448444511745 1.2551946389430657 0.764127795002424 3.5124642178416243 1.336912413709795 2.3532124648336321 1.6626424044370649 2.8828605185262859 2.4018031731247893 1.9919808962149534 11.967833932489155 183.64726573170628
leaf_count=56 58 5 34 449 24 71 603 175 87 10 19 17 10 175 38 52 38 17 217 136 29 24 91 82 5 178 11 73 131 1718
internal_value=0.000457244 -0.0184417 0.000553061 -0.00480505 5.97722e-05 0.00342257 -0.000996729 0.000893752 0.000696878 0.00296156 0.000915655 0.000548541 -0.0159663 -0.0259293 0.011156 0.000854712 0.00522822 0.00261168 0.000104881 0.0066057 -0.00843624 -0.00560709 -0.011024 -0.00138522 0.00615809 -0.00451538 -7.01527e-05 -0.0100033 -0.00414647 0.000811352
internal_weight=282.036 1.42271 280.613 16.7759 13.1711 11.8591 10.2398 263.838 261.41 9.19403 258.905 249.944 4.5494 3.373 8.96049 245.395 42.8353 38.4098 34.9735 19.8586 15.1148 14.3507 11.7481 8.23563 6.89872 5.23607 202.56 16.5107 13.9598 186.049
internal_count=4633 63 4570 1213 764 708 684 3357 3323 613 3148 3023 204 185 125 2819 834 796 779 353 426 397 380 356 265 260 1985 256 204 1729
is_linear=0
shrinkage=0.0339776


Tree=469
num_leaves=31
num_cat=0
split_feature=9 9 9 9 17 9 9 7 17 17 4 15 15 15 9 17 9 13 16 12 12 14 8 15 4 4 2 12 7 17
split_gain=0.402891 0.756737 1.36925 1.05385 1.63553 0.970626 1.66084 2.0057 1.17791 0.957371 1.51512 0.931778 1.00848 1.04746 0.855392 0.735762 0.723719 0.745361 0.687157 0.674477 1.65891 1.50712 2.39798 1.45283 1.28861 2.87412 1.09439 2.17448 1.40893 1.29881
threshold=233.77854820110002 224.20824026050005 219.87257840710004 215.63980588275004 208.00356650210003 210.61272793875003 212.49340169810003 24.314922763450003 202.18556316275001 197.26918533450001 168.18037996940004 35.133229767950006 27.471913688500003 24.796623416850004 210.09631269260004 189.19102531915004 209.03603029655002 109.43099974175001 18.044957803000003 91.208648993800026 74.22129117770001 144.12207640715005 8.2435668022500028 17.661843862450002 158.55438663830003 158.74242509745002 103.92649527695001 121.79144674955002 22.721067571950005 166.68115439205005
decision_type=2 2 2 2 2 2 2 2 2 2 2 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 14 7 -7 9 10 -8 12 13 -4 16 -12 19 -18 -3 20 -1 -22 23 -23 -21 -26 27 -27 -29 -28
right_child=-2 18 11 4 -6 6 8 -9 -10 -11 15 -13 -14 -15 -16 -17 17 -19 -20 24 21 22 -24 -25 25 26 29 28 -30 -31
leaf_value=0.0081968901543846978 -0.017444787144064697 -0.0091430298677585911 -0.034611407086822969 0.018848269326176611 -0.01143801678610936 0.0041896561385764792 0.016195622489740994 -0.033349826076349086 -0.017906294802363866 0.013552670058270566 -0.0042554820298674207 0.0012138292701424766 -0.043635901996002556 0.01212248535521452 0.015637066721535493 -0.04330125665278977 -0.02817244880564123 0.0030831628745528017 0.017050062752401028 0.018570690793383495 -0.04740019678229173 0.0075742135977212655 0.0012204313521015115 -0.041724507179013014 -0.04313129491078125 0.0019649489626066261 -0.016106653379171505 -0.0048248399889265613 0.025185869456805197 0.0004029414889240527
leaf_weight=6.2755460953339961 1.2699707298888814 1.2767191157327022 0.90595163329271544 6.9359355162596312 2.4219788822811097 2.2141020821873125 1.5249145147390648 4.0612077612313442 2.8191993051441377 5.7006303608650342 0.87480762280756597 2.1806646226905286 1.6167741883546112 1.033843921497464 3.8031474403105667 1.0928185505326835 1.7799879972590127 1.3512633647769687 4.7970435325987637 4.2050069421529761 1.0928478435380373 0.77843650087015559 7.9133088178932667 2.652647880546283 1.4865886531770218 37.712788430886576 4.9505632002837947 1.9902788642793874 7.547234084806405 155.01154595139087
leaf_count=53 81 54 43 90 51 27 7 95 54 38 24 31 21 9 32 22 55 20 46 38 16 24 66 99 35 525 387 16 94 2480
internal_value=0.00038604 0.000467493 0.00022009 0.00055063 0.0110097 0.000169554 -0.00687529 -0.0201049 3.58916e-05 0.00553808 -0.00754356 -0.0151163 -0.025129 -0.00970386 0.000709622 -0.0259415 0.000467783 -0.0146844 0.0115442 0.000672626 -0.00510282 -0.0118135 -0.00838535 -0.0305397 0.00118025 0.000829854 0.00114524 0.005388 0.0189233 -0.000108003
internal_weight=279.278 278.008 271.934 266.197 9.35791 256.839 18.2877 6.27531 12.0124 9.19317 3.49254 5.73723 3.55657 1.9398 238.551 1.96763 234.748 3.13125 6.07376 231.617 18.7128 12.4372 11.3444 3.43108 212.904 208.699 207.212 47.2503 9.53751 159.962
internal_count=4633 4552 4452 4348 141 4207 267 122 145 91 53 104 73 52 3940 46 3908 75 100 3833 258 205 189 123 3575 3537 3502 635 110 2867
is_linear=0
shrinkage=0.0317296


Tree=470
num_leaves=31
num_cat=0
split_feature=16 16 2 0 10 2 13 17 9 6 0 13 9 6 19 5 8 5 7 6 0 8 6 9 8 17 18 9 3 16
split_gain=2.95969 3.23354 2.71307 2.54794 2.60958 2.39841 5.08366 4.55569 3.51904 2.53696 2.39167 4.18569 2.36833 4.61253 2.4162 2.20885 4.07402 3.64392 2.88033 3.2519 2.12049 2.02139 1.92054 1.91801 4.84879 2.22112 2.69116 2.11659 2.00449 1.92024
threshold=20.394952307700002 20.034953149600003 325.13486840910008 86.538778761000017 66.859265246100009 163.12111328040001 117.55283175385001 189.00567661160002 191.61296531520003 16.715390552450003 90.321439350550008 113.98793627290001 195.34352961910002 16.435384010100005 14.551174033150001 21.191508333600002 8.543332867800002 19.841254985200006 24.581118242250003 16.355382140900002 86.264556031700025 2.8477776226000002 16.375382608200002 202.49517884540003 9.5425530862500008 188.70679832985002 13.055593598800002 190.36745536595001 93.915907870950022 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 2 -1 5 10 22 7 -7 9 -8 11 -5 13 -13 15 16 17 -14 19 -17 -10 -4 -2 25 -25 26 28 -27 29 -24
right_child=3 -3 21 4 -6 6 8 -9 20 -11 -12 12 14 -15 -16 18 -18 -19 -20 -21 -22 -23 23 24 -26 27 -28 -29 -30 -31
leaf_value=5.4882880674920536e-05 -0.0010201031763497613 -0.0021491797655480336 -0.00028556431945318551 -0.0012446250878350696 -0.001258317682544521 0.00094576021845981363 -0.0030627856288030762 -0.0029977290811164852 9.8879901635112013e-06 0.00093855184615951781 0.001549316836333579 0.0018838441180009428 6.6817119672379774e-05 -0.00042059808807760603 0.0013849767329909444 -0.0011867099977512056 0.00073980026344793099 -0.0032011279445663789 0.0016858256938266914 0.00080657794218768133 0.0014807555761970246 -0.002371892055562074 0.001991634011163694 -0.0025164857442834844 0.00092193878066687486 0.001831486189632925 -0.0012693356793838935 0.00047803672751247722 -0.00021269334093621117 0.00038109929794070231
leaf_weight=163.99416363495402 4.4427972657140335 3.4370624357834449 5.2120036475826037 5.825226128101348 3.4276039507240048 1.8903187063988287 2.6811836501583488 5.3668310230132192 21.908688325434927 1.0531254615634678 12.980074832215903 15.902957752346994 2.894153065979479 5.605830304324626 9.4800828248262388 6.391644783318049 5.7698875851929188 3.7224089913070202 7.2299678102135649 10.04151991009712 5.9466916844248763 3.8552079026121646 5.993518188595778 3.3789358232170326 4.6508498229086399 10.914945289492609 4.7760127857327452 11.142373060807584 10.39850589353591 8.604332432150839
leaf_count=3005 35 42 157 35 30 24 63 62 183 10 74 105 12 26 42 49 39 33 37 39 22 168 19 33 29 56 27 55 88 34
internal_value=0.000153197 -5.1099e-05 -9.43034e-06 0.000340588 0.000610793 0.000106737 -0.000321822 -0.00197054 5.69411e-05 -0.00193435 0.000685424 0.000531528 0.000685865 0.00128324 0.000403658 0.000145598 -0.000601784 -0.00177169 0.000536814 3.12928e-05 0.000323895 -0.00117263 0.000365642 0.000468493 -0.000524951 0.000622403 0.000233167 0.00114778 0.000520248 0.00104235
internal_weight=368.919 176.498 173.061 192.42 89.2714 103.149 38.8468 7.25715 31.5897 3.73431 85.8438 72.8637 67.0385 21.5088 45.5297 36.0496 12.3864 6.61656 23.6631 16.4332 27.8554 9.06721 64.3023 59.8595 8.02979 51.8297 29.7724 22.0573 24.9964 14.5979
internal_count=4633 3372 3330 1261 521 740 364 86 278 73 491 417 382 131 251 209 84 45 125 88 205 325 376 341 62 279 168 111 141 53
is_linear=0
shrinkage=0.00218447


Tree=471
num_leaves=31
num_cat=0
split_feature=15 6 7 7 18 7 7 16 16 5 5 13 10 18 0 8 9 2 9 4 15 5 6 10 7 8 19 5 18 2
split_gain=0.404778 0.546673 0.406702 1.9729 1.59256 3.46088 2.3184 2.12328 1.9209 2.08267 2.47082 2.63256 1.764 1.65558 1.60725 1.60389 1.58631 1.57414 1.50346 2.04095 2.26004 2.21038 2.06465 1.19189 1.18467 1.13656 1.53965 3.25523 1.13525 1.64131
threshold=51.19990836680001 17.995420460100004 22.721067571950005 23.109894804950002 13.956123578150001 23.822419043000004 23.695207782600004 22.644947046300004 22.454947490600002 21.869642762900003 20.911722254300006 117.51519334005 61.971648364950006 13.565012728250002 86.904409066750006 8.4434108459500017 190.36745536595001 158.58656282205001 186.70853236170004 163.62029285410003 36.548474543700003 21.950234501100002 16.505385645700006 62.046925192600007 22.502236473750006 8.7431769115000026 14.251149826300002 15.332427622700001 14.349689277800001 305.67240907785003
decision_type=2 2 2 2 2 2 2 2 2 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 24 18 8 6 16 12 13 10 -10 -12 -7 -5 17 -15 -6 -11 -4 -20 -21 -22 -23 -19 28 26 27 -26 29 -1
right_child=1 -3 3 4 5 7 -8 -9 9 14 11 -13 -14 15 -16 -17 -18 23 19 20 21 22 -24 -25 25 -27 -28 -29 -30 -31
leaf_value=-0.00031681829846659829 -0.035306287246707882 0.0074208774821424199 0.0078045901231256929 0.030116308325866599 -0.036280826998997352 -0.04043036851744488 -0.045611076777965984 0.026444589217940514 0.006882145870197056 0.029420060126584619 -0.034125592124001784 0.00078712170810323219 0.00015218748463364742 -0.0077387028549644691 0.026338997968130207 0.025478053612289893 -0.00051082303777612455 0.0053686237032725126 0.012305525255438775 -0.045684891991135818 0.0051682515844342072 -0.033341052320186547 -0.0056500349637244535 -0.01425117697632626 0.02711845288234211 -0.009179532970727761 0.017106211807201625 -0.045798136846696515 0.017189372806824376 -0.035487605760010116
leaf_weight=45.205533470987575 0.78696856193710008 0.55422036349773407 5.1208361042663482 5.6760674100369197 1.8246247711358572 1.1762047037482251 2.7526630809297785 3.3254152610898009 7.9769010767340687 2.4984146030619803 5.0878702253103238 4.3516673818230629 105.10016721463762 3.8757102405652404 4.3089800067245951 2.6636146157979965 5.137418620288372 18.895789287984375 3.2408561483025577 2.4282466787844923 5.6589824147522476 6.0315306994598341 5.6758744879625738 4.0905528054572633 1.298968107439584 3.010522471740841 14.21867419418413 1.3621512427926061 3.8458809388102955 1.4884227415022895
leaf_count=971 58 5 53 86 90 18 44 34 35 12 28 19 2392 35 26 18 35 147 20 19 27 69 36 29 25 24 101 17 77 83
internal_value=0.000410459 -0.0176501 0.000497801 -0.000238502 0.00103871 -0.00115655 -0.0200083 0.000514406 0.00544642 0.00243261 -0.00662036 -0.0180307 -0.000296957 0.0170942 0.00772467 0.00579123 -0.00988549 0.00457735 -0.00834651 -0.0119369 -0.015906 -0.0117422 -0.0199162 0.00187717 0.0026608 0.00947368 0.0128005 -0.0102055 -2.04634e-05 -0.00143793
internal_weight=278.67 1.34119 277.329 206.898 178.742 119.316 9.71471 109.602 59.4256 47.2102 17.4164 9.43954 106.276 12.2154 29.7937 6.53932 6.96204 25.4848 28.1563 23.0355 19.7946 17.3664 11.7074 22.9863 70.4302 19.8903 16.8798 2.66112 50.5398 46.694
internal_count=4633 63 4570 3272 3048 2613 169 2444 435 296 82 47 2410 139 214 53 125 188 224 171 151 132 105 176 1298 167 143 42 1131 1054
is_linear=0
shrinkage=0.0329546


Tree=472
num_leaves=31
num_cat=0
split_feature=17 9 18 13 5 16 13 16 19 13 13 6 6 13 18 5 18 7 2 17 2 0 0 17 2 6 17 18 7 19
split_gain=0.515721 0.474311 0.457905 0.775766 2.92209 0.926369 1.61339 1.64395 0.81693 0.654209 0.776246 0.859008 1.55176 3.1764 1.59613 1.50826 1.75528 2.56584 1.70235 1.60066 1.60692 1.69356 2.27004 1.98822 1.17453 1.16315 1.14959 1.08193 2.15183 1.04308
threshold=158.19986339130003 43.730860148300003 11.207537862500002 118.84598011460001 30.133297129900004 22.834946602000002 117.97223122220002 22.764946765650006 14.651182102100002 117.76521994615001 117.69263157665002 16.455384477450004 16.425383776450001 117.56896250265002 13.565012728250002 22.458857822500004 13.055593598800002 22.835261448650005 176.47634813035003 166.68115439205005 163.12111328040001 86.162394622750014 86.036037090600004 193.29780372785004 184.20633225945002 16.565387047600002 188.27285108100003 12.697414448800002 22.502236473750006 14.451165964200003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 -2 5 -5 6 7 8 9 10 11 12 29 14 -14 16 -13 -18 25 -17 26 22 23 24 -22 -19 27 -21 -29 -4
right_child=2 -3 3 4 -6 -7 -8 -9 -10 -11 -12 15 13 -15 -16 19 17 18 -20 20 21 -23 -24 -25 -26 -27 -28 28 -30 -31
leaf_value=0.019244717512071182 0.01991011298892028 -0.041283533985428625 0.001125783346253561 -0.042618205560970804 0.014910978085227542 0.023351779697259691 -0.033940633691150121 0.03999078932296659 0.012210420786363916 -0.018918853898412427 0.013994883003103526 0.0047119624544720131 0.031112725507066973 -0.013386786287830575 -0.0058979583958227574 -0.045026973443835258 -0.042679371788518515 -0.012219034493624324 -0.035213035940737825 0.026372713612619419 -0.031428931381377569 0.011758161973921195 -0.055185182886805094 -0.045948587618876269 0.0062602513648068858 0.010644620304691097 0.029911386668599167 -0.053185285532140594 0.0096455389077279505 -0.0089895341446533869
leaf_weight=0.23652351356577028 1.6749277508934017 0.73765826324233785 158.34822381628328 2.4798351851059115 2.4068720682989806 2.4681882187724105 1.8727593107614655 1.4652725234627713 7.970630465541034 2.472978137433528 5.6025371439754954 7.8587110117077854 8.4113001509103906 4.4977990111801764 1.9941300717182446 0.97743563505355524 4.0000480905873728 8.2760926187038439 2.8953226376324883 2.0708692143671232 1.3356875587487609 6.8558414764702311 1.4409863092005242 1.4521136130206276 7.9645083257928491 4.9009368792176238 4.2909607663750648 1.023923058062792 2.8610570020973682 15.48144630412571
leaf_count=32 56 218 2979 103 22 16 39 9 54 15 28 39 111 32 11 100 36 41 42 70 33 36 13 52 130 30 22 85 14 165
internal_value=0.000426407 -0.0265878 0.000521982 0.000403325 -0.0142831 0.00067033 0.000460125 0.000703743 0.000484846 0.000118354 0.000304774 -5.82801e-06 0.00121241 0.0127305 0.0240199 -0.00395605 -0.0101894 -0.0160235 -0.00938944 0.00179497 0.00335715 -0.00303168 -0.0113475 -0.0054725 0.000847358 -0.00371535 0.0152342 0.00465983 -0.00691412 0.000224903
internal_weight=276.326 0.974182 275.351 273.676 4.88671 268.79 266.322 264.449 262.984 255.013 252.54 246.937 188.733 14.9032 10.4054 58.2045 27.9311 20.0724 16.0724 30.2734 29.2959 19.0491 12.1933 10.7523 9.3002 13.177 10.2468 5.95585 3.88498 173.83
internal_count=4633 250 4383 4327 125 4202 4186 4147 4138 4084 4069 4041 3298 154 122 743 188 149 113 555 455 264 228 215 163 71 191 169 99 3144
is_linear=0
shrinkage=0.0371939


Tree=473
num_leaves=31
num_cat=0
split_feature=6 6 3 0 16 10 7 0 8 5 3 15 8 7 10 16 9 9 6 16 2 9 8 6 9 18 3 17 5 19
split_gain=3.87693 3.31402 3.17862 3.87686 3.28847 5.13648 4.32228 3.7294 3.31691 5.35336 3.23155 3.81524 2.83985 2.7518 3.52518 4.93277 2.54385 3.49487 2.47186 3.57592 2.08152 2.27788 3.96457 2.95111 2.2998 1.96374 1.8876 2.28278 1.85517 1.64774
threshold=13.665319288000001 13.775321858200002 85.589753040950015 85.990333302400003 19.224955043700003 66.859265246100009 24.385896469550001 90.321439350550008 8.1436447804000007 17.886193876600004 84.812788641250009 28.826925781250004 8.8430989333000021 22.673598830200003 64.630533455950015 22.454947490600002 206.50942114985003 214.52351813370004 14.195331671650001 16.684960983300005 314.93386866815007 66.544071737050004 5.9453602998000008 16.375382608200002 177.59430306730005 11.890615410500002 93.668569722950011 190.19286262750003 19.221712148250003 14.451165964200003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=-1 -2 10 20 28 7 8 12 -7 -10 16 -12 13 -6 15 -15 -3 18 -18 -20 21 -4 25 -24 -25 -23 27 -26 -5 -17
right_child=1 2 3 4 5 6 -8 -9 9 -11 11 -13 -14 14 -16 29 17 -19 19 -21 -22 22 23 24 26 -27 -28 -29 -30 -31
leaf_value=-0.00019944455538807796 0.0013521677367987158 0.00041675875954045238 0.0011172835636250036 0.00195223732708305 0.0013270489238035739 0.0013250407765561809 -0.0027646437869846968 0.001600590483723383 0.00065572894903381937 -0.002739057452102059 0.00020985863816861146 -0.0023495100533373896 -0.00073578575533034762 0.0019574945841322969 -0.00097509129591552806 0.00010354327775139879 -0.0028956348042651738 0.00034939174028664622 0.0014143931919970531 -0.0023651325262984504 -0.0021204419163556392 -0.00017406181114111287 -0.0015994114185718152 0.001981735739580011 -0.0023082789929620173 -0.0021639573557884996 0.00021535607292549856 0.00037585811171166988 0.00060005577159103147 0.00071240938423571931
leaf_weight=89.444818969815969 10.448562938719986 23.017258366569877 6.6577560175210229 8.8061850387603027 13.795725382864473 3.8707525338977558 3.0799183025956145 11.511475533246992 3.8306729048490524 3.3457552194595337 3.8427077401429397 5.3667899263091385 7.5181291513144961 8.0244272947311384 6.7625470831990233 44.555397631600499 3.1819343678653222 6.8721827808767557 1.841377452015877 2.0163133721798658 1.7861014005029563 3.1385859070578581 3.7733784057199946 2.6288499161601058 2.6154610440134993 4.8578864496666938 52.082740491488948 2.280242882668972 7.0033348994329563 27.720207314938307
leaf_count=2056 58 151 46 40 58 16 35 57 15 39 27 181 47 80 38 230 39 58 6 50 77 157 44 14 30 350 408 13 56 157
internal_value=0.000156882 0.000268231 0.000227164 0.000321519 0.000507474 0.0004077 -0.000710571 0.000539473 -0.000137902 -0.00092697 -0.000242472 -0.0012816 0.000426763 0.000513422 0.000384496 0.000498995 1.66696e-05 -0.000645283 -0.0016163 -0.000561065 -2.75193e-05 2.03845e-05 -8.19295e-05 8.22123e-05 0.000188666 -0.00138293 0.000105938 -0.0010581 0.00135325 0.000337065
internal_weight=375.677 286.233 275.784 229.646 149.825 134.015 14.1271 119.888 11.0472 7.17643 46.1386 9.2095 108.376 100.858 87.0626 80.3 36.9291 13.9118 7.03963 3.85769 79.821 78.0349 71.3771 63.3807 59.6073 7.99647 56.9784 4.8957 15.8095 72.2756
internal_count=4633 2577 2519 2007 868 772 105 667 70 54 512 208 610 563 505 467 304 153 95 56 1139 1062 1016 509 465 507 451 43 96 387
is_linear=0
shrinkage=0.00196078


Tree=474
num_leaves=31
num_cat=0
split_feature=17 9 13 13 13 12 15 9 9 18 12 10 10 0 9 17 16 18 10 18 18 19 17 10 18 9 9 17 17 2
split_gain=0.462396 0.43354 0.423746 1.3429 0.912653 1.11912 0.948377 0.941217 1.0754 0.828985 1.5099 1.31975 0.851766 1.15573 1.29626 0.967263 1.3503 1.55133 0.898398 2.96011 1.58555 0.80164 0.796182 1.28024 0.788158 0.746442 0.993802 1.7995 1.77255 1.44313
threshold=158.19986339130003 43.730860148300003 95.937628385050019 92.792132372400019 92.146902421150017 216.20511703005005 6.8054746905500005 72.978853106700015 31.257715529350005 17.327266398450003 289.5226792078501 81.573196594050017 81.011308844800013 98.51854819030001 191.61296531520003 199.59317753375004 14.464966174600002 15.589604336850003 76.871083323950003 16.115468395400004 16.012058908900006 10.850875481800001 212.38791228795003 64.294476189700006 15.265416824250002 226.58992707320002 219.46060697480002 208.35751021765003 205.96542837505004 250.17063008210002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 3 4 5 6 -2 8 -7 11 -11 12 13 18 24 16 -16 -18 20 -20 22 -5 25 -24 -15 26 27 -4 -28 -29
right_child=2 -3 9 21 -6 7 -8 -9 -10 10 -12 -13 -14 14 15 -17 17 -19 19 -21 -22 -23 23 -25 -26 -27 28 29 -30 -31
leaf_value=0.015689594970951778 0.025343851424806295 -0.036517625382682578 0.00125422920279307 -0.0018605088966441293 0.017961835467093634 -0.02111472003725811 -0.033932937406670936 -0.033997930845471917 0.011603736200454948 0.024209570252112275 -0.020234161834186075 -0.029127953290438036 0.013978428317586191 -0.011730793316512387 -0.037471585633242148 -0.02904367958426261 -0.024599346770719531 0.012853640888150268 -0.04001402944779292 0.031033570401452184 -0.027850686427289873 -0.035371089528263844 0.030826605792326198 0.00019206032087197079 0.021897927573196543 0.020275085120514867 -0.029421509924122291 -0.033562177279243363 0.011827371824154579 0.0066764823437903895
leaf_weight=0.23541527183260669 0.35126928874524521 0.68161225618678145 209.64850286512228 1.2301963961217546 2.5476403660140923 1.3662966659467199 1.9188664364628492 0.73782780682086002 5.7808826119580772 3.7915911823511115 1.0805518205743281 1.6387047581374634 5.2305803820490828 1.2322972530964755 1.324819365516303 3.4728181592654437 1.8591401008889077 3.5202402994036674 0.80946272285655085 3.1771299839019775 2.1161312221083781 2.1714761801995337 2.5367744192481032 3.6743206903338432 2.0290855942294002 2.1145322360098353 3.1160257395822546 2.9414242794737211 1.8127232510596512 1.4707221165299413
leaf_count=32 29 218 2398 45 50 182 348 116 173 43 34 122 39 40 59 112 48 22 97 17 48 143 28 32 21 19 44 45 12 17
internal_value=0.000397495 -0.0231152 0.000475986 -0.00474403 0.000212259 -0.00424061 -0.0247607 0.00166725 0.00534908 0.000801069 0.0143528 0.000540843 0.000733707 0.000453067 -0.00900518 -0.0148366 -0.00747722 -9.02943e-05 0.000997601 0.0166076 0.000726361 -0.0232522 0.000992392 0.012704 0.00919148 0.000663398 0.00047403 0.000813068 -0.0142508 -0.0201492
internal_weight=275.619 0.917028 274.702 16.1045 12.7028 10.1551 2.27014 7.88501 7.14718 258.598 4.87214 253.725 252.087 246.856 13.4384 10.177 6.7042 5.37938 233.418 3.98659 229.431 3.40167 227.315 6.2111 3.26138 221.104 218.989 214.061 4.92875 4.41215
internal_count=4633 250 4383 1086 898 848 377 471 355 3297 77 3220 3098 3059 302 241 129 70 2757 114 2643 188 2595 60 61 2535 2516 2460 56 62
is_linear=0
shrinkage=0.0331673


Tree=475
num_leaves=31
num_cat=0
split_feature=15 2 2 10 2 15 17 6 6 3 3 3 15 6 15 15 13 3 6 17 15 13 3 5 4 17 7 15 17 17
split_gain=0.409566 1.13154 0.799177 0.740859 1.44799 0.525087 1.68312 3.56303 1.11888 2.12889 2.41529 1.95453 1.63804 1.85379 2.82757 1.5632 1.44923 1.17892 1.57688 1.57428 1.90861 1.53647 1.92508 1.82335 1.91258 1.41767 1.27672 1.11083 1.08764 0.866983
threshold=46.674706678850008 247.02271001585004 195.72231170465002 61.982402197500001 285.01633004880006 42.80317728375001 204.04920942250001 16.395383075500003 16.455384477450004 90.461239173300015 92.122706297950018 92.738363209800013 42.33967733730001 15.205355270700002 38.469938489650012 37.050691080100002 117.67650082785001 93.292185584700022 16.435384010100005 185.54770736950005 38.86986296220001 117.28936285705002 90.988176966900014 20.093158056800004 170.02009443710003 200.85989963400002 23.131311951800004 20.734744936600006 197.18249712500003 204.55825889135002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=5 2 -2 -3 -5 8 7 -7 12 -10 -11 15 13 14 -1 -12 17 21 19 -19 -21 22 23 24 -15 -23 -25 -13 -29 -28
right_child=1 3 -4 4 -6 6 -8 -9 9 10 11 27 -14 16 -16 -17 -18 18 -20 20 -22 25 -24 26 -26 -27 29 28 -30 -31
leaf_value=-8.4449209751806067e-06 -0.0061677007335618631 0.012419173513514634 -0.042510016440394469 0.015984266425669691 -0.038747541225131112 -0.033184307231633632 0.029263349660760021 0.0072882515369914252 -0.040591807738688507 0.024279371950307251 -0.046821448714614924 -0.043877820698516035 -0.034548611934294676 0.0099146127320975629 -0.040613219180903284 -0.0026590674899861977 -0.017778057799470118 0.013442683655485023 0.020091821539474766 -0.039923471322174664 -0.0026405677644178276 0.023520508552527096 -0.020623195817992282 -0.00023423227169024868 -0.02159534247742443 -0.0048555103184133325 0.032727907543362945 -0.00063258529352307961 -0.020091144179070982 0.010337772458495511
leaf_weight=115.69679353579704 1.4682882626075282 3.4275403106585145 1.5189255294390021 1.124470357783139 1.2700545412953941 3.0815026598284083 3.1815134519711128 20.799036665819585 1.9093082174658764 3.771180346608161 2.3505996111780396 0.80178182982490298 1.5434155571274448 6.2440517693758064 2.1554617588408282 1.7072021812200544 2.803997114300727 3.0482556358911079 3.3298810921260147 2.7153211142867804 4.5050555318593979 14.304004892706873 3.0503281364217392 3.4815044179558745 3.8374935677275062 2.5613957643508902 5.958200032822786 44.293332657252904 3.8525370173156253 3.3244305346161127
leaf_count=2789 38 32 64 8 51 43 30 148 23 23 37 109 15 40 47 8 23 51 34 26 30 132 18 21 39 14 34 639 36 31
internal_value=0.0003792 -0.00707163 -0.0246469 0.00194597 -0.0130455 0.000627533 0.00526319 0.00206574 9.87539e-05 -0.00410899 -0.00288213 -0.00481459 0.00148168 0.00179583 -0.000751087 -0.0282414 0.00686921 0.00809545 -0.000913397 -0.00772491 -0.0166613 0.0109603 0.00558692 0.00908647 -0.00207951 0.019211 0.0179057 -0.00287249 -0.00218962 0.0247092
internal_weight=273.117 8.80928 2.98721 5.82207 2.39452 264.308 27.0621 23.8805 237.246 58.6859 56.7766 53.0055 178.56 177.016 117.852 4.0578 59.1639 56.3599 13.5985 10.2686 7.22038 42.7614 25.896 22.8457 10.0815 16.8654 12.7641 48.9477 48.1459 9.28263
internal_count=4633 193 102 91 59 4440 221 191 4219 875 852 829 3344 3329 2836 45 493 470 141 107 56 329 183 165 79 146 86 784 675 65
is_linear=0
shrinkage=0.0351263


Tree=476
num_leaves=31
num_cat=0
split_feature=16 15 18 15 16 12 16 2 16 5 6 8 13 8 15 18 2 18 10 8 0 2 5 3 2 5 9 18 4 10
split_gain=2.90101 2.64952 2.82791 2.59057 2.23059 3.12634 1.98536 2.13746 1.95865 1.95214 2.47009 1.82786 1.90278 1.76219 1.74894 1.85714 1.68494 2.17536 3.10996 3.13554 2.38788 1.64339 2.9306 2.00189 1.78505 3.09635 3.9853 2.50586 2.08241 1.52693
threshold=18.594956516900002 28.444110612900001 14.032563378150002 28.298162031900002 16.094962363000004 104.24845815275002 13.534968349350001 219.56639384385002 16.499961415900003 14.050239455300002 11.755274660100001 2.9476996444500005 73.265860971000009 1.6487133604500002 12.17254680215 16.480789591400004 250.17063008210002 17.549283450150003 71.365121072750014 7.6440346712000009 81.446839061900008 186.79363985910004 11.188452238700002 75.357481396450012 83.274686722450014 16.043149448600001 201.16241229375001 15.152522491700003 258.68722567540004 79.728914316550018
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 3 -3 4 6 -6 7 9 29 10 14 12 -9 -10 15 -1 17 18 20 -20 -15 23 -23 -8 -25 28 27 -27 -26 -7
right_child=-2 2 -4 -5 5 8 21 11 13 -11 -12 -13 -14 16 -16 -17 -18 -19 19 -21 -22 22 -24 24 25 26 -28 -29 -30 -31
leaf_value=0.0019448161082340609 0.00028102929181929586 0.00067758535411982447 -0.0020454315634755873 0.0024786658843567507 -0.0025541899155722622 -0.0024289309304896868 -0.0022621348684819776 -0.0022939359370876137 -0.0023046865500214037 -0.0023046261329194803 0.000684529791718277 -0.001593373324156621 0.00069261812223478944 -0.0012068267462795157 -0.0022214829708524118 -0.0021886850832072225 -0.0015694635382012211 0.0022700874793766283 0.0010446974752724128 -0.0023901515496825556 0.0019187121934552307 -0.0011303029059614115 0.0011852871120201563 0.00082137665152414851 0.00079690877072657645 -0.00090923303704032335 -0.0033172078888252044 0.0028042157125805658 -0.0013191159713409556 0.00093038464119624782
leaf_weight=1.183754222583959 243.82519234903157 2.4318730540107918 6.1154558737762272 1.8371265721507359 3.3841859552776468 2.9919040864333541 1.6232256516814221 1.0527319491375262 1.4313835818320537 3.6477273057680568 4.6003003539517522 2.2862591855227938 12.889301666989921 1.4987082033767345 3.9674235221464187 0.85337109491229046 2.1862511183135203 2.456331852823495 1.9015942364931104 3.3457541856914759 4.3574595712125301 2.9449900775216546 16.26416555698961 12.169654620811341 11.3887344757095 4.0000734804198137 2.7998028001748025 1.0457891225814817 2.6075760824605814 0.77776298392564047
leaf_count=19 1741 40 248 7 120 114 73 122 86 158 37 153 212 169 355 207 50 18 38 84 21 101 117 65 84 108 30 2 38 16
internal_value=0.000147211 -0.0001246 -0.00127068 -3.67385e-05 -7.88804e-05 -0.000649354 8.37965e-05 -0.000353243 -0.000341612 -0.000956792 -0.00049318 0.000176827 0.00046711 -3.56445e-05 -0.00139547 0.000213253 0.000170621 0.000451174 4.87918e-05 -0.00114539 0.00111883 0.000326691 0.00083028 5.52294e-05 0.000165827 -0.000199424 -0.00127356 -0.000139596 0.000402684 -0.00173583
internal_weight=363.866 120.041 8.54733 111.493 109.656 24.3313 85.3249 30.4809 20.9471 14.2526 10.6048 16.2283 13.942 17.1775 6.00455 2.03713 15.7461 13.5598 11.1035 5.24735 5.85617 54.844 19.2092 35.6349 34.0116 21.842 7.84567 5.04586 13.9963 3.76967
internal_count=4633 2892 288 2604 2597 716 1881 1263 596 776 618 487 334 466 581 226 380 330 312 122 190 618 218 400 327 262 140 110 122 130
is_linear=0
shrinkage=0.00213593


Tree=477
num_leaves=31
num_cat=0
split_feature=16 0 18 16 9 8 14 5 0 2 9 8 16 6 13 5 5 15 18 15 7 3 16 10 9 0 19 6 4 14
split_gain=2.83824 2.31804 2.33325 4.91797 4.3976 2.72226 2.49831 6.44988 2.94077 2.3884 3.00881 2.28052 3.07111 3.07838 3.35478 2.97381 2.55457 2.16668 2.5675 2.50466 2.06203 5.32129 2.86204 2.303 3.58481 3.44507 2.26315 2.05854 1.95795 2.42147
threshold=18.594956516900002 86.09518316945001 13.829007611650001 22.634947069650003 196.40176798710004 7.943800736700001 300.29716420680006 21.363989181350004 88.350799540950007 100.92170827030002 194.29956510785004 8.543332867800002 22.554947256700004 16.525386113000007 117.56896250265002 20.971847224900007 20.971847224900007 28.444110612900001 14.032563378150002 28.298162031900002 25.334697901700004 85.589753040950015 18.974955628300005 66.859265246100009 201.65416293750005 90.321439350550008 14.551174033150001 15.635365317800002 248.32992249220004 256.87274144255008
decision_type=2 2 2 2 2 2 2 2 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 28 11 4 9 -6 20 -8 -9 10 -4 12 -3 14 15 -14 -13 19 -19 27 21 -7 -23 25 -25 26 -24 -1 -2 -30
right_child=1 2 3 -5 5 6 7 8 -10 -11 -12 16 13 -15 -16 -17 -18 18 -20 -21 -22 22 23 24 -26 -27 -28 -29 29 -31
leaf_value=-1.5990088493305841e-05 0.00021900735043571112 0.0012801886347815622 0.00089407522611850568 0.0014419702569988958 0.0016383857006111848 -0.0014705423690333243 -0.0025144138663489171 -0.00085269925858785138 0.0011956154941004059 -0.002139143100453472 -0.0017210387092418827 0.0010107972165306215 0.0010619867100401814 -0.0010372103812675709 0.0013375403212723953 -0.0007157526294349079 -0.000288774092786285 0.00063144158151207835 -0.001774634892393142 0.0022226116768247141 0.0011050093474510639 0.0018806853029225054 -0.00093633483208218553 0.00051609621391999604 -0.0021188043543547649 0.0017990809277677103 0.00090829809759703992 -0.0015254252766374254 -0.0026784853526175575 -0.0002757778776725612
leaf_weight=104.05724526062841 49.655176708474755 28.215618021786213 3.4161648638546449 9.8314088061451894 4.4751684367656699 6.5131757827475658 4.5227287281304589 4.8764844760298711 5.5339717268943787 4.7966249939054251 3.1069742143154144 8.2638545855879801 5.8660394176840809 4.6376358792185775 13.64729583263397 8.5557247623801214 17.315042402595282 2.3210010821931055 5.5919004613533616 1.8005667771212746 9.5341521892696601 4.4156255722045925 5.2523759230971354 4.2524299733340731 3.466118648648262 5.7575976699590674 4.6265015825629234 3.4523330564261405 1.6488526314497018 26.208010335220024
leaf_count=2249 347 165 17 59 16 82 65 46 38 67 31 37 37 25 47 45 92 40 248 7 35 20 28 20 28 27 20 348 24 323
internal_value=0.000149515 0.000265916 0.000391039 0.000163509 -5.09893e-06 0.000192538 8.24056e-05 -0.000596904 0.00023614 -0.001109 -0.000351505 0.000612983 0.000815314 0.000414272 0.00065409 7.34122e-06 0.000131082 -9.71328e-05 -0.00106889 -2.6788e-05 0.000313915 9.39155e-05 0.000460835 0.00019239 -0.000667142 0.000616676 -7.24515e-05 -6.44609e-05 -9.92321e-06 -0.000417995
internal_weight=365.614 248.391 170.879 84.3775 74.5461 63.2263 58.7512 14.9332 10.4105 11.3198 6.52314 86.5012 60.9223 32.7067 28.0691 14.4218 25.5789 117.223 7.9129 109.31 43.818 34.2838 27.7706 23.355 7.71855 15.6365 9.87888 107.51 77.512 27.8569
internal_count=4633 1741 1047 599 540 425 409 149 84 115 48 448 319 154 129 82 129 2892 288 2604 260 225 143 123 48 75 48 2597 694 347
is_linear=0
shrinkage=0.00192311


Tree=478
num_leaves=31
num_cat=0
split_feature=19 3 19 3 15 12 2 8 9 2 8 7 17 17 15 7 7 7 9 12 3 13 7 5 3 13 0 10 15 10
split_gain=0.455531 0.551405 0.37262 0.794883 0.552262 0.524531 1.29375 0.633486 1.70846 1.9411 1.15889 0.843022 0.791786 3.11029 2.33419 1.15808 1.9979 1.79198 2.85491 1.59679 1.49415 1.40289 1.3627 1.88892 1.75367 1.14961 1.07632 1.26949 1.32915 1.16568
threshold=9.4507625164000029 85.850533479600017 14.651182102100002 93.883646373400012 39.324897478350003 74.22129117770001 54.465024697200008 8.8430989333000021 226.58992707320002 151.08605618930002 8.7431769115000026 22.502236473750006 183.93802912725002 182.37451917730002 34.139075990150012 22.721067571950005 22.398098708400003 22.929105819350003 186.70853236170004 175.541285848 94.109476856350014 117.50981642375002 22.276766275150006 21.482549112100006 88.151853639250007 117.69263157665002 85.866664228400012 61.928633034850002 49.977661466200011 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 -1 5 4 -4 -2 -7 10 9 11 12 -9 13 -8 -15 16 20 18 -17 -18 22 -21 24 -24 -14 26 27 -19 -29 -28
right_child=2 -3 3 -5 -6 6 7 8 -10 -11 -12 -13 15 14 -16 17 19 25 -20 21 -22 -23 23 -25 -26 -27 29 28 -30 -31
leaf_value=-0.034846344623846039 0.0099744306560833312 0.024119642471895224 0.022265362619543379 -0.0070868594586121075 0.0035502551625372935 -0.02781624707841996 5.1868727601074755e-06 0.0084718108387073533 0.020797800174118572 -0.043583308605030076 0.012099221164651744 -0.015186919002680686 -0.016171521976248632 -0.008926308915679311 -0.049165348505062073 0.011394489233167146 0.018228998922737449 0.019158158426482816 -0.025117490609053529 0.019664554144773652 -0.027865525355481771 -0.022857572444043323 -0.043048678925110197 0.012350252984919558 0.019288493438258059 0.019298491329445153 -0.024578073174687302 -0.041013216351902977 0.0082559111053616997 0.0011567189527534564
leaf_weight=0.78798520180862286 5.983489610021933 0.22412138059735298 3.5152828097343427 3.1388679863885045 3.4253898896276951 1.8215287849307049 33.32422357465839 2.7728411570424196 1.9066721184644837 1.8939465950243173 9.2527858698740584 4.1185787683352828 2.1453276120591926 4.0027371275937176 2.627274964703247 3.494561408297157 15.435388479381801 0.83305377699434702 7.2340256330789998 1.3967552581452758 2.2624381828645701 2.1956906481646001 1.5059403700288387 1.2305761277675626 5.3899256470031105 3.6091010421514502 1.9631526768207539 2.1426299258600925 0.8381299030734225 143.30109511228511
leaf_count=320 51 6 20 37 23 34 1042 53 23 42 66 37 67 107 26 31 112 9 63 17 56 30 26 18 35 23 18 63 16 2162
internal_value=0.00042352 -0.0217889 0.000505941 0.00676473 0.013029 0.000265781 3.94782e-05 0.000238555 -0.00766434 -0.0138414 0.000584596 -0.00566756 0.000131093 -0.00412291 -0.0248718 0.00100281 0.00681976 -0.000120673 -0.0132247 0.0135932 -0.00346288 -0.00632482 0.00191199 -0.0181365 0.00919283 0.00080008 0.000352243 -0.0170425 -0.0271597 0.00080893
internal_weight=273.774 1.01211 272.761 10.0795 6.94067 262.682 256.698 254.877 10.692 8.78537 244.185 6.89142 234.932 39.9542 6.63001 194.978 31.562 163.416 10.7286 19.0278 12.5342 3.59245 10.2718 2.73652 7.53525 152.687 149.078 3.81381 2.98076 145.264
internal_count=4633 326 4307 80 43 4227 4176 4142 155 132 3987 90 3921 1175 133 2746 361 2385 94 159 202 47 146 44 102 2291 2268 88 79 2180
is_linear=0
shrinkage=0.0331706


Tree=479
num_leaves=31
num_cat=0
split_feature=10 19 0 17 17 15 18 13 16 7 16 19 7 5 18 15 4 6 17 5 5 10 6 2 8 16 13 18 2 19
split_gain=0.395427 0.611571 0.569942 0.431286 0.604777 1.56525 0.614474 0.950005 1.33695 1.51636 0.880779 1.24438 1.105 1.01491 0.746056 1.30066 1.21579 0.976375 1.11803 0.9604 1.09189 1.03813 0.743767 1.24831 2.10964 1.21896 1.7692 1.74846 1.42402 1.0025
threshold=90.937096262400004 10.850875481800001 116.38335246710001 243.29790314680005 222.25139668490002 24.322764446600004 17.108018746400003 99.07774748140001 9.7049773055000017 26.545218975000001 11.864972254500001 10.650859343850001 22.773029501100002 2.5717997438000002 16.399957653700003 17.480288512750004 260.65496565085004 14.055328400500002 197.75665858550005 11.783123780850001 13.252098438300001 72.327589083450007 13.005303866850001 183.27506507165003 3.1475436881500003 15.054964794950001 104.19926021995002 14.668863553700001 168.84984911130002 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=3 -2 -3 4 6 -6 10 8 -8 -10 11 12 -1 -14 15 -12 17 18 -16 21 -21 -17 23 29 -25 27 28 -24 -27 -22
right_child=1 2 -4 -5 5 -7 7 -9 9 -11 14 -13 13 -15 16 19 -18 -19 -20 20 22 -23 25 24 -26 26 -28 -29 -30 -31
leaf_value=0.022721430864261309 -0.041983819193712607 -0.041970983454335635 0.028762549687727963 0.018870749230426229 -0.046029419918719817 0.0036115830557944405 0.023353218447523288 0.042007991614711436 0.018254685511759912 -0.044969906049725866 0.019454199505653975 -0.044153507590451203 0.043665917151598767 -0.042895948117559368 0.013062262838371851 -0.00092746663896408157 -0.035021209881054997 0.042437893743843068 -0.045635851986259628 0.023154720961359329 -0.0064731681450989889 -0.043730429589092588 0.0045945706681094689 0.0069173073992537491 -0.04612695318854064 0.0064941556226102573 0.00087931879538908719 -0.046675240288582574 0.041782703760123781 0.025835339280030678
leaf_weight=1.6175757348537438 0.94121206476120167 0.28896605351474136 0.60389098554151133 2.2011153388302764 1.7001867981161911 3.0355149877723306 3.1100633312016717 1.4973570611327884 1.1754372145514937 1.4582917764782903 6.4326456694543586 1.819677950319601 0.28664620220661152 1.2277787249186074 1.3958217198960481 2.2193623748607929 2.5942701540188864 0.811182141304016 0.92612705519422878 3.7291323225945225 7.6731535717844945 1.7299955198541281 2.3814208034891626 2.174434406682848 3.1498628375120461 4.9395922590047103 203.05489431731985 2.1914140300359577 3.2546998001635075 2.0983695816248655
leaf_count=38 436 84 34 41 64 62 46 12 26 113 119 124 2 177 20 59 95 4 54 42 135 200 80 29 84 42 2329 44 30 8
internal_value=0.000480329 -0.0186876 0.00587021 0.000610589 0.00046044 -0.0142103 0.000724659 0.0126235 0.00496327 -0.0167527 0.000387706 -0.0169118 -0.00108443 -0.0265118 0.000729318 0.00107474 -0.0140485 0.00331708 -0.0103499 0.000579224 0.000920159 -0.0196771 0.00056109 -0.00832746 -0.0244638 0.00118281 0.0016408 -0.0199752 0.0205105 0.000464869
internal_weight=271.72 1.83407 0.892857 269.886 267.685 4.7357 262.949 7.24115 5.74379 2.63373 255.708 4.95168 3.132 1.51442 250.756 245.029 5.7274 3.13313 2.32195 238.596 234.647 3.94936 230.918 15.0958 5.3243 215.822 211.249 4.57283 8.19429 9.77152
internal_count=4633 554 118 4079 4038 126 3912 197 185 139 3715 341 217 179 3374 3201 173 78 74 3082 2823 259 2781 256 113 2525 2401 124 72 143
is_linear=0
shrinkage=0.0414211


Tree=480
num_leaves=31
num_cat=0
split_feature=16 15 15 15 18 0 5 5 2 16 6 13 5 7 19 14 4 16 5 18 0 15 4 17 17 8 4 19 16 5
split_gain=2.31662 1.95757 2.45374 1.91548 1.87639 1.92855 1.87635 2.76916 2.43367 1.92278 1.7826 1.67824 2.30837 1.52979 1.4302 1.31559 2.35761 4.91833 2.99231 4.16193 2.36492 2.24372 1.50062 1.28462 4.03361 2.16171 2.70757 3.21688 1.86135 1.89907
threshold=18.594956516900002 28.444110612900001 28.298162031900002 46.055224235250002 14.032563378150002 94.770837556450019 24.367802910700004 24.458659404000002 247.02271001585004 23.044946110900003 15.635365317800002 118.84598011460001 28.543718473100004 28.961691114250005 14.651182102100002 448.24445303175008 310.44950696480004 22.624947093000003 23.195398057700004 15.015859748200002 86.162394622750014 25.186533201700005 300.18666296715008 182.02915412410002 183.44170283300005 8.8430989333000021 165.86037890555002 14.351157895250003 22.744946812400002 23.636018850950002
decision_type=2 2 2 2 2 2 2 2 2 2 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 11 5 -3 -5 -8 9 -9 -1 14 -13 -6 15 16 22 18 19 -18 21 -20 23 -2 -25 28 -27 -28 29 -26
right_child=3 4 -4 6 13 -7 7 8 -10 -11 -12 12 -14 -15 -16 -17 17 -19 20 -21 -22 -23 -24 24 25 26 27 -29 -30 -31
leaf_value=-1.7290646348214143e-05 0.0010322897389526187 -0.0016832507820388311 0.0026704030906315795 -0.0022679195115885803 -0.0024760018769650282 0.0026976215572815034 0.0021749273953923331 -0.0027212716283857049 0.00023944077895398036 0.00069805965500688261 -0.0017957234860043886 -0.0021135839022263475 0.00040496727077517398 0.0021834327792749561 0.0012175721315893302 0.0017084454362257505 -0.0027238752230671444 0.0012091934784764485 0.00087261348851748759 0.0006020578616026405 0.0014809368102502777 -0.0032355331926995417 0.0017753853333028189 -0.0019097620381658565 0.00045966183890129987 0.0010029141244164762 1.8480762288218875e-05 -0.0036130641528877541 0.0019499726306700415 -0.00087965865799626453
leaf_weight=95.549483218637761 14.824660022277383 1.0592970713041716 1.753182076383381 2.5299970414489534 4.4026839232537895 1.063958019018173 2.3267176747322074 3.4918080114293826 7.6226422036997974 1.1564199663698671 3.0729577042511655 3.3973246337845913 4.4278192115016282 0.4065907560288905 10.616733621805905 3.7101058363914481 7.3826644849032217 7.3420164659619322 1.2926507964730256 2.7195956725627184 3.4197921678423882 1.5376583035103975 4.2032992504537097 4.1553445495665065 135.25868295505643 2.8995415419340116 2.6115361675620079 2.5433486998081207 4.2390913888812056 5.8336810749024144
leaf_count=2249 108 37 7 44 241 3 18 96 79 6 348 82 57 7 51 33 94 49 11 26 15 32 14 28 788 15 16 24 17 38
internal_value=0.000174264 -0.000106374 -2.47928e-05 0.000299982 -0.00128758 0.000511994 -0.000440641 -0.000123945 -0.000559841 -0.00187059 -7.27045e-05 0.000357015 -0.000688474 -0.00208208 0.000395139 0.000352332 0.000327209 -0.000353537 -0.00105519 -0.00182851 0.000194771 -0.00135927 0.00041856 0.000385473 0.000324607 0.000385138 -0.000773864 -0.00177327 0.000449371 0.000404286
internal_weight=346.851 107.308 100.376 239.543 6.93253 2.12326 17.1276 14.5976 12.2709 4.64823 98.6224 222.416 7.82514 4.80927 214.59 203.974 200.264 23.6944 16.3524 10.1023 6.2501 2.83031 176.569 172.366 157.541 153.386 8.05443 5.15488 145.331 141.092
internal_count=4633 2892 2604 1741 288 40 243 199 181 102 2597 1498 139 248 1359 1308 1275 227 178 120 58 43 1048 1034 926 898 55 40 843 826
is_linear=0
shrinkage=0.00229835


Tree=481
num_leaves=31
num_cat=0
split_feature=6 0 6 17 5 16 4 0 2 9 12 10 12 15 8 6 7 16 2 16 18 9 15 8 6 15 18 13 15 6
split_gain=0.366786 1.26671 2.5715 2.05742 2.05677 2.5244 1.75892 1.295 2.24763 1.65155 1.90519 1.32911 1.1597 2.34974 3.17667 2.24251 1.90199 1.47768 2.59608 1.49482 1.24667 1.17731 1.06894 2.13453 1.0431 1.03491 0.914935 0.897215 1.26296 1.50636
threshold=14.825346391850003 93.308316333500017 15.205355270700002 194.75204781875001 18.280220412300004 19.154955207400004 218.45625741980004 86.538778761000017 319.32263744460005 184.83999455315004 82.088033630950022 63.910026677050006 133.59172866980003 36.270131511550012 8.543332867800002 16.455384477450004 23.032419884600003 22.494947397000004 162.11899991435004 22.624947093000003 13.713893333650001 204.99169312540002 36.548474543700003 8.543332867800002 16.355382140900002 32.99104187950001 12.854871756700001 116.60111757565001 22.853312863800003 15.635365317800002
decision_type=2 2 2 2 2 2 2 2 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 -2 -3 -6 -5 8 11 -9 -11 27 15 14 -14 25 -15 20 -19 -20 -18 -21 -1 -24 -16 -12 -13 28 29 -4
right_child=1 4 7 6 5 -7 -8 9 -10 10 12 26 13 16 24 -17 17 18 19 21 -22 -23 23 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.00037074041390157099 -0.044604879138772979 0.023434400533329552 0.028075314498023723 -0.02611627221042815 0.01212089062146967 -0.026681005939123283 0.010272173669542294 0.031359141106906838 -0.037000467002332359 -0.023991261152200981 0.010599704654439993 0.0087883236937468037 -0.031514867306611946 -0.014840306196103426 0.021980996167479498 -0.002345129660675556 0.033313007460319219 -0.018762326345501602 0.00091767177461668102 0.025758770896562994 0.0087655282501644793 0.0028495118267181478 -0.029095627797173257 0.012890102739148162 -0.0099912101543449122 0.031555267309360528 -0.041124934600723854 -0.00078754363063679618 0.016905426312416743 -0.036910581836663327
leaf_weight=96.742497786632157 1.8794721431913775 5.9070147816091758 0.49385144235566147 2.3535919301211834 4.5667863069102168 2.2986128330230713 2.496101368451491 2.047774087637662 1.5555398899014097 2.1708880588412276 3.9687566049396974 0.46527387108653684 3.983178572729229 3.6750551089644423 2.0165110751986508 5.7787762284278861 3.390374697744849 3.7220275625586536 10.2849990837276 5.8641559854149801 4.2538318373262882 3.1415088213980198 3.243754939408972 1.6741212712367994 1.7279193755239246 4.6874498724937439 1.1952043563942423 78.696647701435722 5.6297629776381655 0.95290659254533239
leaf_count=2597 39 43 4 21 39 21 20 12 84 16 28 35 40 23 16 39 23 20 70 35 27 23 103 20 27 75 34 853 111 135
internal_value=0.000364727 0.00122608 0.00047948 -0.0177823 0.0103701 -0.000870421 -0.00738741 0.00130035 -0.00101956 0.00470073 0.00377019 -0.000379425 0.00483697 0.00230228 -0.0127424 0.0122223 0.00568862 0.00814956 0.00432846 0.0087837 0.0196529 0.0177672 -0.00106891 -0.014803 0.00722698 0.0219474 -0.027139 0.000138612 0.0104382 -0.0147276
internal_weight=270.864 169.204 156.432 6.72917 12.7724 6.8654 4.84969 149.702 88.9892 60.7132 58.6654 87.4336 56.4945 42.0596 7.72761 14.435 34.332 30.6569 23.0127 19.2907 7.64421 9.00566 101.66 4.91788 3.74443 8.65621 1.66048 85.7732 7.07652 1.44676
internal_count=4633 1913 1810 80 103 60 41 1730 1256 474 462 1172 446 304 83 142 221 198 148 128 50 58 2720 123 43 103 69 1103 250 139
is_linear=0
shrinkage=0.0301981


Tree=482
num_leaves=31
num_cat=0
split_feature=16 16 17 16 10 9 2 9 18 6 6 2 19 0 4 14 0 7 13 16 6 2 15 13 7 10 8 2 16 5
split_gain=3.6245 2.96217 2.62085 2.22595 2.03821 3.82813 3.13471 3.08772 2.56646 1.99585 2.06373 1.97745 1.91562 1.89695 2.00721 2.78753 1.99577 2.33204 1.93605 4.638 2.05669 3.92919 2.13975 2.80737 3.26587 2.68826 3.38922 3.43391 2.36225 3.40562
threshold=18.594956516900002 16.094962363000004 236.15709471040003 13.534968349350001 71.053259929650025 191.61296531520003 195.72231170465002 73.466513400400018 13.913874241250001 11.085259005300001 9.1452136764500018 219.56639384385002 12.851036860900001 86.09518316945001 248.32992249220004 256.87274144255008 85.931187223550012 23.276000438150003 115.13321943645001 21.004950881300005 16.245379570700006 216.39684782960003 28.983869461100003 113.98793627290001 25.350214218950004 70.128430332750014 8.1436447804000007 133.24279810655003 19.744953827700005 19.768819263000005
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 3 4 11 6 7 8 -6 -3 10 -5 -1 -11 14 -2 -16 -17 -18 19 20 21 22 -15 24 25 26 -24 28 -28 -30
right_child=13 2 -4 9 5 -7 -8 -9 -10 12 -12 -13 -14 18 15 16 17 -19 -20 -21 -22 -23 23 -25 -26 -27 27 -29 29 -31
leaf_value=-0.00095191492890559415 0.00027320366920838485 -0.00062042605011676608 0.001073638506901931 -7.5666080444862499e-05 -0.0022095109959908953 -0.002033659058545011 -0.0023254199079450477 0.0012975718121086585 0.0015305231260281358 0.00064182335958326499 -0.0024911555299103947 0.0001159149563772881 -0.0010534987265093359 0.00088238328906207217 -0.0031052845077544898 -1.4227162157433693e-05 -0.0029449089212773305 0.00026503246338121741 0.00061882080879018659 -0.0018894748958489397 0.0011742847825785823 -0.0018303653600043155 0.001205096905734885 0.0014844863500040309 0.00096503596017756413 -0.0016073198133865743 0.0011568924984536333 -0.0028449065483263166 -0.0021695906357142225 0.00077548425282697735
leaf_weight=14.518312453990804 51.034439284354448 5.795727311982775 3.2981025641784063 9.3874099883250874 1.6189056925941283 11.475612448528407 2.5302092656493178 3.3581766677089036 4.1362266698852181 39.405759491259232 1.8408262068405736 15.712039809091946 3.1304666730575255 18.516477361321449 1.5901927659288073 22.111821629339833 2.3623840361833564 1.688793336972594 94.433471916243434 4.4686700459569684 10.082196440547703 4.0406486988067618 5.784018184989697 5.0037626177072516 8.1857957169413549 7.4243717473000279 3.731114983558653 2.6251349151134482 3.9627800285816193 3.003271110355854
leaf_count=776 347 324 38 209 122 323 118 23 35 359 41 487 37 87 24 278 34 11 549 39 53 54 26 21 29 103 15 20 36 15
internal_value=0.000154085 -0.000150304 -0.000688079 5.59387e-05 -0.000889025 -0.00137102 -0.000252687 0.000156816 0.000275351 0.000310568 -0.000471676 -0.000396917 0.000517056 0.000295546 2.76793e-05 -0.000423807 -0.000260827 -0.0016068 0.000418776 0.000172891 0.000300255 0.000158757 0.000296768 2.37708e-05 -0.000186765 -0.000542143 -0.000128234 -0.000707114 -0.00018249 -0.000899882
internal_weight=366.257 116.208 32.213 83.9948 28.9149 16.4527 12.4622 4.97708 9.93195 53.7645 11.2282 30.2304 42.5362 250.049 78.7876 27.7532 26.163 4.05118 171.262 76.8282 72.3596 62.2774 58.2367 39.7202 34.7165 26.5307 19.1063 13.3223 10.6972 6.96605
internal_count=4633 2892 983 1909 945 468 477 145 359 646 250 1263 396 1741 694 347 323 45 1047 498 459 406 352 265 244 215 112 86 66 51
is_linear=0
shrinkage=0.00208594


Tree=483
num_leaves=31
num_cat=0
split_feature=17 17 17 12 17 17 5 7 7 10 10 3 15 16 7 12 8 9 7 6 16 3 7 6 10 13 0 10 5 18
split_gain=0.378372 1.00549 1.17506 1.72829 1.29395 1.90574 1.63804 1.16569 1.77705 1.05108 1.44662 1.16428 0.914043 1.44098 1.0034 0.898655 1.15006 2.27182 1.16343 1.07474 0.933009 1.45003 0.758478 0.757045 1.01633 0.912287 1.40587 1.15629 1.11774 0.998738
threshold=168.62011096010002 174.47088669260003 179.88087463185005 66.834523482800009 182.02915412410002 183.58889821140002 14.050239455300002 22.343045670750005 23.080728504150006 68.846035804500005 67.031326566450005 77.489428693900024 26.912781836550003 15.054964794950001 25.024903008400003 77.955876436550014 8.8430989333000021 207.89602404040002 22.626138143200006 16.645388916850006 22.724946859200003 94.383699585650007 17.438655379850001 16.625388449550005 61.821094709650005 117.69263157665002 85.619326080400015 61.917879202350001 23.374630421750002 13.328768336950002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=12 -2 3 -3 -4 6 -6 -8 -9 10 -5 -11 13 14 -1 -7 20 -18 -19 -20 23 -22 -15 24 -17 26 28 -28 -26 -29
right_child=1 2 4 9 5 15 7 8 -10 11 -12 -13 -14 22 -16 16 17 18 19 -21 21 -23 -24 -25 25 -27 27 29 -30 -31
leaf_value=0.0033959833344338933 0.0097856426272081125 0.02382604898559372 0.013133212906819913 -0.017223223918874157 0.0093337220222836151 -0.022748729297138236 -0.0036089641801314745 -0.064889935654878356 -0.018806464387721315 -0.0078103143641909626 0.026754020018041703 -0.048312709198187739 0.0078436101862869225 0.017598004493370172 -0.034788254714732417 -0.031944415974565127 -0.050007400121513022 0.021778582739020832 0.0015486142740950444 -0.026332207008518758 0.028560554568745067 -0.0037931853864451408 -0.038792932770435377 0.017173555865095221 -0.0042090468756630865 0.013927508556363174 -0.021929926207269183 0.0057607060349531879 -0.038529767303320445 2.1409714507641083e-05
leaf_weight=4.878114503604591 12.416386885044629 1.2843008637428264 8.6223467991803755 3.5276052516419441 2.1377455859910679 1.7329977843910445 2.0044355187565088 1.3505449648946521 2.6956212681252509 1.2888120505958798 1.0418247054331002 1.8710872996016403 3.8978598290705113 0.29022378136869553 0.87230144036584523 1.012492190231568 1.3343827906064669 1.5451486278325317 3.5683499325532466 2.5483323456719518 3.3470488712191573 2.6839054580777884 2.2052935466490453 3.0929507301334516 2.5271067731082431 5.6948406621813765 2.3294432759284964 42.104863535612822 1.7112747821956871 144.45753808740119
leaf_count=149 270 9 86 145 44 37 26 17 44 69 15 48 68 16 234 18 24 14 36 40 23 29 250 31 17 29 20 289 100 2436
internal_value=0.000415239 0.000681556 0.000221137 -0.0113991 0.000664011 0.000192209 -0.0153404 -0.0240581 -0.0341884 -0.0172521 -0.00719646 -0.0317932 -0.00524128 -0.0114265 -0.00239632 0.000771144 0.000958152 -0.0105217 -0.00364483 -0.0100671 0.00145238 0.0141624 -0.0322348 0.00107465 0.000825479 0.000992356 0.000610936 0.00103002 -0.0180663 0.0013167
internal_weight=270.075 257.931 245.515 9.01363 236.501 227.879 8.18835 6.0506 4.04617 7.72933 4.56943 3.1599 12.1438 8.24593 5.75042 219.691 217.958 8.99621 7.66183 6.11668 208.961 6.03095 2.49552 202.931 199.838 198.825 193.13 188.892 4.23838 186.562
internal_count=4633 3916 3646 286 3360 3274 131 87 61 277 160 117 717 649 383 3143 3106 114 90 76 2992 52 266 2940 2909 2891 2862 2745 117 2725
is_linear=0
shrinkage=0.0327912


Tree=484
num_leaves=31
num_cat=0
split_feature=16 13 17 4 6 13 6 0 7 3 9 15 15 19 9 7 10 0 18 0 13 18 0 15 8 8 5 15 18 10
split_gain=2.52383 2.40745 2.73126 3.11962 3.13729 2.28042 1.95175 1.66647 1.81511 2.01786 1.76662 3.28096 1.91957 2.28772 2.31094 2.04711 2.43705 3.20097 2.61134 3.03834 4.8864 3.94845 2.54823 2.77881 3.41896 2.62096 2.75983 2.5361 2.34091 2.00596
threshold=18.594956516900002 105.40368946235002 191.86029796145002 195.04069921150003 14.355335410100002 110.65693664925001 14.355335410100002 86.09518316945001 22.721067571950005 93.394346993650018 192.57902085675002 37.491361913600009 45.102215827400009 14.451165964200003 200.84251237905002 23.032419884600003 66.859265246100009 91.886121982450007 14.032563378150002 96.082805124100005 109.34496908160001 14.380989918050002 90.321439350550008 41.195083317300011 8.3434888241000014 8.543332867800002 21.252944829650001 36.270131511550012 14.646070254650002 70.077349628250019
decision_type=2 2 2 2 2 2 2 2 2 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 -6 -1 -2 9 -9 11 -10 15 14 -14 -12 22 -18 -19 20 -20 -22 23 24 27 26 -26 -17 -23 -30
right_child=7 2 -4 4 5 -7 -8 8 10 -11 12 -13 13 -15 -16 16 17 18 19 -21 21 28 -24 -25 25 -27 -28 -29 29 -31
leaf_value=7.1286240938367966e-05 1.5083425629348177e-05 -0.0015031280906388058 -0.0021322570399235764 -0.0022280954391341811 0.0012196915465965063 -0.00140140988740104 -0.001795629356231338 0.00059151714846511646 -0.0011167822604284717 0.0021116677029441163 -0.00056709355900086324 0.00049461809204309661 0.00012101604674056317 0.00067604847773894416 -0.002454588656460044 -0.00050157628580377019 -0.0016239324919292716 0.0019856847563398845 -0.001773172926472232 0.00091435934784151601 -0.0012056445478142864 0.0018520772428267669 0.0015213806722805495 0.0012590875644509553 -0.0018923102701945119 0.00039708762614702129 -3.7848470782931501e-06 0.0014051283829610594 -0.0011408756791594472 0.00089984829063593542
leaf_weight=87.004137320327573 79.419366317568347 5.581853024777959 4.011256727622821 1.5420038606971491 6.915474934037773 1.4910832424066027 2.1197699959157026 16.485584985464815 8.9196920152753609 4.0121583193540564 7.2532361447811118 9.7988654132932407 2.3026549778878671 3.5806767717003822 2.9195342473685741 3.249466359615325 3.5523907765746108 3.0640750750899306 5.9497079420834806 12.213302254676817 4.9835764318704632 4.9129691254347545 11.801294829696415 14.855623342096804 4.9511515870690364 15.866542674601076 6.7689691632986069 12.472455926239489 2.8086503557860851 4.8599474187940359
leaf_count=2087 694 366 134 29 99 98 79 84 78 29 43 46 17 25 33 24 43 9 85 43 28 22 70 62 30 86 35 100 29 26
internal_value=0.000137043 -0.000107099 -0.000718151 -0.00035291 0.000292444 0.000754783 2.68825e-05 0.00024445 0.000353149 0.000889066 0.000278464 -0.00027324 0.000358914 -0.000507435 -0.00131891 0.000422699 0.000486622 0.000122627 0.000282568 0.000136507 -0.000267499 0.000242507 0.00070692 0.000541669 0.000295582 -0.000112167 -0.00080159 0.00101104 0.000816122 0.000152426
internal_weight=355.667 108.666 19.5417 15.5304 9.94856 8.40656 89.1239 247.002 167.583 20.4977 147.085 18.7186 128.366 8.80287 5.22219 119.563 112.31 42.3446 38.7922 35.7282 23.5149 17.5651 69.9655 58.1642 43.3086 27.5867 11.7201 15.7219 12.5816 7.6686
internal_count=4633 2892 726 592 226 197 2166 1741 1047 113 934 124 810 75 50 735 692 285 242 233 190 105 407 337 275 151 65 124 77 55
is_linear=0
shrinkage=0.00192234


Tree=485
num_leaves=31
num_cat=0
split_feature=10 7 5 5 15 18 15 16 19 10 2 19 16 2 0 7 8 9 16 15 2 10 6 7 5 6 6 5 17 3
split_gain=0.384181 0.583697 0.54023 0.376368 0.557844 1.07912 0.594328 0.715907 1.39686 0.9088 0.839872 0.446194 1.0985 1.31193 1.48841 1.23467 1.15942 0.819424 0.617158 1.03684 0.752893 0.731277 0.971871 0.71708 1.12465 0.610915 1.56359 1.40815 1.03059 0.980874
threshold=90.937096262400004 27.973342028250006 7.754880527600001 1.6209823962500003 11.870705757150002 18.563642556900003 12.38011581135 11.864972254500001 10.650859343850001 86.100560085750018 166.72194812590001 11.950964240300001 14.969964993700001 158.58656282205001 98.752444047600008 29.467962229850006 8.7431769115000026 210.85023439230002 14.184966829400002 18.019770707250004 162.11899991435004 78.27445846800002 11.135260173550002 20.797746106000002 13.6045160441 13.005303866850001 11.945279099550001 15.332427622700001 210.59174899425003 84.049266532200008
decision_type=2 2 2 2 2 2 2 2 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 -6 8 9 10 -8 17 13 16 -15 -16 -13 18 19 20 -9 22 -20 -21 -25 26 29 -27 -28 -14
right_child=1 -3 -4 4 6 -7 7 11 -10 -11 -12 12 25 14 15 -17 -18 -19 21 23 -22 -23 -24 24 -26 27 28 -29 -30 -31
leaf_value=0.021103219452128109 -0.033738310333239027 -0.033526221191751596 0.022539530134042168 -0.029608084359845695 0.019643654447113083 0.024342853860748557 -0.033904533955268282 -0.0026954643519744611 -0.035026423767474363 -0.036689047322640708 0.019283512560096822 -0.036300229488673293 0.0041466833257763989 0.022826350021418525 -0.030625354218535426 0.027150606277860513 0.011980696375564447 -0.015847396324794517 -0.042601779036752066 0.016358743162949892 0.022942263597292217 0.021984797666619881 0.011831521898673579 -7.7516857747901522e-05 -0.03787024434182986 0.02560747932022709 -0.038829613881209757 0.0009085044903916641 0.0062907466083861659 -0.015385187191351636
leaf_weight=0.97224913304671545 0.27528913339483441 0.90731025219429284 0.58639755527838133 1.6426488798024359 1.7847264675074246 0.54139923700131465 0.3892510485020465 2.1120465266285517 1.8273395303403956 0.54698393575381477 2.0089375032112002 2.8280145437456663 11.087150565814229 1.8359873061999676 1.7550211013294759 0.52859890647232521 0.67707259423332278 1.7608883668435726 0.48520223423838515 0.95552190043963481 3.1114010519813746 5.0849242492113262 1.3989292546175418 2.0544389430433516 1.4935488624032585 2.566011879593133 2.1807981925085183 211.46768853522372 0.74625198356807221 3.7889950764947562
leaf_count=17 67 399 88 105 45 9 90 44 137 51 36 116 242 32 87 8 7 34 13 14 57 46 53 62 68 17 67 2447 10 165
internal_value=0.000419287 -0.0149742 0.00456005 0.000521035 0.000445992 -0.0162343 0.000583738 0.000454245 -0.0122643 0.00185852 0.0106505 0.000689588 0.000306899 -0.0120704 0.000609895 -0.0172517 -0.0269739 0.00565463 0.0079224 0.0025291 0.0125759 0.01545 -0.00218616 -0.00912381 -0.0159866 0.000713967 -0.00518472 0.00120462 -0.0273262 -0.000828138
internal_weight=269.401 1.769 0.861687 267.632 266.66 2.18405 264.476 262.691 4.77251 2.94517 2.39819 257.918 239.462 7.62469 4.11961 2.28362 3.50509 18.4569 16.696 9.72696 5.22345 6.96906 1.88413 4.50351 3.54799 231.837 17.8032 214.034 2.92705 14.8761
internal_count=4633 554 155 4079 4062 114 3948 3903 314 177 126 3589 3198 250 127 95 123 391 357 245 101 112 66 144 130 2948 484 2464 77 407
is_linear=0
shrinkage=0.0331409


Tree=486
num_leaves=31
num_cat=0
split_feature=13 16 18 7 5 13 9 9 16 8 19 0 19 2 12 4 10 18 0 13 6 18 17 10 4 5 7 4 16 17
split_gain=0.362946 1.0233 0.98614 0.979915 0.826889 0.743343 1.516 0.700176 1.72818 1.26485 0.79582 0.731193 1.43821 2.16758 1.45078 1.80934 1.40623 1.29087 0.994316 1.37076 0.869609 0.840536 0.820358 1.15074 1.13091 4.09991 2.37912 1.44204 1.42322 1.62646
threshold=95.937628385050019 14.274966618900002 14.693728290050002 21.350715310200005 11.926356180100003 96.357027853400012 38.283670303850009 54.842324361600014 12.604970524100002 3.0476216663000004 11.850956171350001 98.51854819030001 13.351077205700003 219.56639384385002 99.140885195450011 171.12466686440004 76.279622535200005 15.771515858900001 97.615226258450022 104.19926021995002 13.855323727400002 17.549283450150003 212.38791228795003 64.294476189700006 309.25865594525004 21.363989181350004 25.412871131150002 312.24436677560004 22.664946999500003 203.09927826650002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 -1 -4 -5 -2 -7 -8 -9 -10 -11 16 13 14 15 -13 17 18 22 -20 -19 -14 24 -24 -12 26 -26 -27 29 -29
right_child=5 -3 3 4 -6 6 7 8 9 10 11 12 21 -15 -16 -17 -18 20 19 -21 -22 -23 23 -25 25 27 -28 28 -30 -31
leaf_value=-0.030826885097242074 0.021242705394650809 -0.031412283843960109 0.030820059917440537 0.0023837208482001041 -0.023607451444420394 -0.03989343903929992 0.013274938225204164 -0.038137790944841328 -0.032499570530238539 0.011084257137197866 0.0011609713459898325 -0.039185106901141083 -0.0048371240728196669 0.013020869827799797 -0.039499702714741888 0.031446424547658607 0.02187182557205912 -0.0023271247119057824 0.035376330272714973 0.00017775363155840353 -0.043968233721981012 0.026081255198888632 0.032792417826908296 -0.00066877678607137015 -0.0568228718823513 -0.038109614505295673 -0.0074002849894974658 -0.0081528140791290015 0.023807383176848884 0.01583062047923255
leaf_weight=1.3148724574712094 2.1889817059272891 1.6279881625669066 1.2701546160969872 9.0648268225195334 1.8427452782634635 1.154779411444905 5.442972883291076 1.4436522781033989 1.4291707556694735 9.1876139226369542 173.83512810217508 0.8522430220618824 2.5991709928493938 2.237303507514298 4.1052569900639355 0.97044983878731728 3.9461273010820141 1.1734319131355726 2.4551109559833995 3.1735865585505962 1.3485356662422416 1.9073501601815221 2.3312346637248984 2.8675371780991554 2.8404937093146172 1.1866734931245471 2.1342314179055393 13.466899625986121 3.174359639408066 4.7981625115498892
leaf_count=80 34 96 23 909 105 111 107 150 32 111 1867 45 51 48 143 5 28 17 26 27 37 25 28 25 66 67 64 213 45 48
internal_value=0.000401069 -0.0049218 -0.00172552 0.00141666 -0.00200728 0.000720137 0.000540487 0.000728076 0.000447574 0.000677736 0.000874817 0.000469463 -0.00779127 -0.016644 -0.0278401 -0.00157901 0.000948032 0.000563612 0.000862508 0.0155306 -0.0245933 0.00824884 0.000462952 0.0143359 0.000104912 -0.00654635 -0.0356198 -0.000154057 0.00194679 -0.00185246
internal_weight=267.371 15.1206 13.4926 12.1777 10.9076 252.25 250.061 248.907 243.464 242.02 240.591 231.403 12.6718 8.16525 5.92795 1.82269 218.732 214.785 212.263 5.6287 2.52197 4.50652 206.635 5.19877 201.436 27.6008 4.97473 22.6261 21.4394 18.2651
internal_count=4633 1213 1117 1037 1014 3420 3386 3275 3168 3018 2986 2875 317 241 193 50 2558 2530 2476 53 54 76 2423 53 2370 503 130 373 306 261
is_linear=0
shrinkage=0.0353713


Tree=487
num_leaves=31
num_cat=0
split_feature=15 5 0 7 3 19 13 17 2 5 18 19 17 9 17 6 16 13 9 6 17 6 7 17 6 15 19 8 19 13
split_gain=0.39339 0.976914 0.956738 0.669094 0.843931 0.475269 1.95809 2.70934 2.38828 2.17527 1.54283 1.85051 1.49677 1.31188 2.14267 1.32155 1.3 2.17069 1.58254 2.23283 1.19623 1.13974 1.58405 4.24875 1.55795 2.46695 1.67854 1.59869 2.42863 2.04968
threshold=46.674706678850008 25.361845021250002 85.431134011250023 23.209106085000005 100.48918799990001 14.351157895250003 115.13321943645001 199.59317753375004 285.01633004880006 20.201591378100002 13.956123578150001 14.551174033150001 200.17087924040001 195.34352961910002 187.52613723835003 16.285380505300001 22.704946905950003 117.61735474900001 194.03220695150003 16.405383309150004 198.26219854015002 16.445384243750002 23.322419822750003 186.69708271700003 16.100376182700003 43.376643616500012 14.251149826300002 8.6432548896500023 12.951044929850001 113.89115178020002
decision_type=2 2 2 2 2 2 2 2 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 21 7 -7 9 -8 12 -12 13 14 -11 -15 17 18 19 -16 -17 24 23 -23 25 27 -26 29 -29 -1
right_child=1 3 -4 -5 -6 6 8 -9 -10 10 11 -13 -14 15 16 20 -18 -19 -20 -21 -22 22 -24 -25 26 -27 -28 28 -30 -31
leaf_value=-0.00057904609600504381 0.016917592968551168 -0.042786072628426486 -0.034459469427620078 0.010904174263625629 0.015378425115490337 0.010572473501589958 0.025454058327481325 -0.037082658174039898 0.031644757915948458 -0.016021100827005502 -0.045027293069627841 0.0090831080126123447 0.024977481926352206 -0.03138737692477668 -0.017936820734420121 0.00084152503898795856 0.03343398558013435 -0.014453079193122489 0.032558066723539794 0.014462271093141526 -0.025637212610907418 -0.0037988685498080189 0.0066336908882166081 -0.044448068138260216 0.02313448786765138 -0.05146738630622294 -0.0012998631364627812 0.0062486637832102846 -0.052420195363339944 0.017892409341542074
leaf_weight=111.35575858716038 0.64867185102775549 0.87546882592141606 2.5574584171408787 3.7516957968473434 0.60029619932174683 3.0243506431579581 5.7089491747319689 3.8984382601920515 4.4306753836572161 5.5333783805835983 2.1683542933315034 1.5452174376696346 3.9794197576120487 2.5877519547939327 3.9167354665696754 17.942278538830582 2.9379583448171607 5.4064905531704417 4.3924131691455832 13.513344112783669 2.8182333484292021 16.991633869751247 8.5382348429411632 4.6822838335938277 8.7836988064227643 1.3406008263118554 7.3905222453176966 1.9965634196996678 2.0328284138813615 9.2915326948277635
leaf_count=2832 14 64 73 38 4 17 54 51 44 44 42 11 23 18 30 138 16 37 70 73 37 555 53 46 74 24 40 17 29 65
internal_value=0.000384539 -0.00764465 -0.0240647 0.0024262 -0.0191265 0.000648836 0.00298291 -0.0162636 0.00471596 0.00306915 0.00115438 -0.022512 0.00254879 0.00103727 0.00559168 -0.00592659 0.00955601 0.00697962 0.0122895 0.00718183 -0.00275296 -0.000485736 -0.00715035 -0.0125804 0.000930329 -0.000486559 0.0119696 6.16184e-05 -0.0233498 0.000843515
internal_weight=264.641 8.43359 3.20613 5.22746 1.47577 256.208 83.804 6.92279 76.8812 72.4505 66.7416 3.71357 63.028 59.0486 35.7003 23.3483 30.1669 27.229 21.8225 17.4301 20.7605 172.404 30.2122 21.6739 142.192 126.017 16.1742 124.677 4.02939 120.647
internal_count=4633 193 87 106 68 4440 705 68 637 593 539 53 486 463 270 193 226 210 173 103 175 3735 654 601 3081 2967 114 2943 46 2897
is_linear=0
shrinkage=0.0377832


Tree=488
num_leaves=31
num_cat=0
split_feature=15 6 7 7 13 12 17 15 7 16 0 2 8 5 5 12 2 10 5 0 13 19 7 7 10 15 8 6 6 3
split_gain=0.391022 0.397442 0.363278 1.04777 0.860951 1.22163 1.04686 0.78771 0.745599 0.741473 1.11331 0.907217 0.782472 0.777553 0.823243 0.769511 0.768745 1.03682 0.732532 0.701033 0.626922 1.17787 0.586694 0.586148 0.556738 0.552749 0.743658 0.586656 1.68351 1.1899
threshold=51.19990836680001 17.995420460100004 26.756201080000004 26.459406588900006 81.769454037550005 285.94642765385009 236.15709471040003 29.712811603950005 29.911984439950004 11.864972254500001 105.7585659356 309.88494104580008 8.0437227585500022 11.926356180100003 12.901187908600003 168.12479758145003 219.56639384385002 78.537927364800012 9.742971831900002 104.09978726910002 107.18613720285002 12.150980378200002 22.673598830200003 19.773504439000003 80.538140213850014 17.319441631400004 2.8477776226000002 13.665319288000001 13.775321858200002 85.589753040950015
decision_type=2 2 2 2 2 2 2 2 2 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 9 8 6 19 -7 -4 11 13 12 23 15 -15 18 17 -12 22 24 21 -5 -11 -1 -6 26 -16 -27 -29 -30
right_child=1 -3 4 20 5 7 -8 -9 -10 10 16 -13 -14 14 25 -17 -18 -19 -20 -21 -22 -23 -24 -25 -26 27 -28 28 29 -31
leaf_value=0.0061499622920831972 -0.039383747222227275 0.0051451887568723584 0.020836340314377623 0.023164859063472116 -0.02291296884943303 -0.039537500202526561 0.018630561070261672 0.00074198311171731041 -0.037076819164324044 0.018742140503660711 0.042566828543026652 0.0085353460485281685 0.017908350005351695 0.023914958337227992 0.039553432874702144 -0.038352581980154982 0.033046006434992108 -0.039208975324126281 -0.041925435043784272 -0.037735453571490274 0.037786865636724988 -0.023978813952323076 -0.02319288676245081 -0.039217309168802228 0.0061164606126883373 -0.0057866906239204515 0.0034869024701573233 0.020526437574074935 -0.0060343300150789564 0.0015609023766045233
leaf_weight=0.45892959472257633 0.66805626865243428 0.45687086880207062 2.3048881141876332 2.3882873207621738 1.3778730547055587 2.4278154194180392 2.326640963088721 0.90111600537784386 0.34609976137289766 1.4512255830923093 0.3447414338588709 1.6818754882988285 0.50024075782857824 2.0488399998284867 1.1276807039976113 1.3436108420137314 2.3643803969025612 0.53643039078451693 0.55183462146669615 1.0644208363955838 1.4635141054168341 1.0253536731470374 0.65561230678576965 2.4090064972697292 2.5479111114982516 19.804325222503394 2.4663213677122258 5.7184747122228137 33.587921154219657 165.46230686477793
leaf_count=22 58 5 123 39 35 172 78 29 211 35 1 39 12 23 6 146 29 44 20 245 11 30 54 299 33 380 64 54 477 1859
internal_value=0.000345581 -0.021299 0.000438983 0.000757393 -0.00548515 -0.0101569 -0.00175031 -0.0286342 0.0132755 0.000417844 0.000714515 -0.0135322 -0.0245515 0.000417971 0.000697475 -0.0156594 0.0221149 -0.00721577 -0.00419095 -0.0112527 0.0176413 0.00900434 0.00569267 -0.0319576 -0.0040723 0.000488992 0.0148034 0.000259908 0.000844708 0.000279276
internal_weight=261.813 1.12493 260.688 247.391 13.2968 10.6458 7.31685 3.32893 2.65099 242.514 237.464 5.05005 3.36818 234.218 230.216 4.00228 3.24555 0.881172 2.65867 4.99021 4.87716 3.41364 2.10684 2.86794 3.92578 228.167 3.594 224.573 204.769 199.05
internal_count=4633 63 4570 3644 926 592 391 201 334 3564 3192 372 333 3118 2863 255 74 45 109 313 80 69 89 321 68 2840 70 2770 2390 2336
is_linear=0
shrinkage=0.0367914


Tree=489
num_leaves=31
num_cat=0
split_feature=10 19 2 3 16 7 17 6 3 8 5 7 7 12 8 8 0 15 12 2 10 16 15 8 0 18 17 7 2 5
split_gain=0.34252 0.49822 0.480848 0.331185 0.908096 0.449925 0.979241 1.01449 0.975838 1.24812 0.805833 0.527461 1.4057 1.71024 1.15133 1.33829 1.23548 0.748678 1.23136 0.71644 0.667517 0.559902 1.37428 1.20527 0.939436 1.61256 1.50595 1.48625 1.4652 1.76592
threshold=90.937096262400004 10.850875481800001 260.77742537720002 108.48197402175002 21.074950717600004 19.052023743050004 171.19957438235002 16.455384477450004 103.28787291370001 10.641695326550002 30.475484469950004 20.797746106000002 21.698399695800003 219.88098848225005 9.5425530862500008 9.1428649988500013 87.028078140750011 19.198394745150004 245.75615448465001 103.92649527695001 73.007768990450018 22.704946905950003 42.80317728375001 8.543332867800002 86.09518316945001 13.431207332600001 200.30016490490002 23.164713644150002 164.37582864125002 24.148799123900002
decision_type=2 2 2 2 2 2 2 2 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 6 7 -1 11 -10 -9 17 13 19 15 21 -17 18 -7 -13 -15 24 23 -23 25 27 -27 28 -14 -30
right_child=1 2 -4 4 -6 8 -8 10 9 -11 -12 12 14 20 -16 16 -18 -19 -20 -21 -22 22 -24 -25 -26 26 -28 -29 29 -31
leaf_value=0.026757485302212215 -0.041882441381171018 -0.041921368111537669 0.027374702036217301 -0.042689617027961903 0.025799498772237788 -0.04561996433397917 0.036916880411192537 0.011620756142795613 -0.048164820195031495 0.046531118261207385 -0.03439064515024181 -0.018595045683031483 -0.0029439787381272259 -0.012841108716232322 0.026249110327548692 -0.052570575078542722 0.00083876730384746241 0.017895899768503906 0.019406332408638951 -0.050686893277850205 0.028835437999814903 0.0165682359611781 0.0280367039469471 -0.02351751706777732 0.0015607980519196014 -0.053848143191189864 0.0027286425239004971 0.014862168133974979 -0.060061166038260408 -0.0067154824613669568
leaf_weight=1.6094020884484042 0.79709603267838136 0.25507688807556406 0.52322775253560394 0.96356278190796618 0.50541094411164522 0.94201856967992936 1.8394623864442108 1.133259288966656 1.3530939032643789 0.28931260108947743 1.5343858040869234 2.8884078149567349 22.361214431934062 1.2311750694643708 2.9901101433206341 1.559890870470553 1.4140254585072396 6.228461540187709 1.0596397612243889 2.0274721713503823 1.4139009136706588 2.5339428633451444 4.2592937364242971 2.6049491763114929 181.22970989282476 2.1526558218756686 1.2875641474383881 6.4845774695277205 1.8350033834576596 2.5247497590607964
leaf_count=14 436 89 29 183 6 46 20 22 208 1 38 39 145 39 29 32 15 107 15 126 14 19 37 37 2665 61 20 30 19 92
internal_value=0.000350202 -0.0188868 0.00466402 0.00046755 -0.0191254 0.000579633 0.0116687 0.00080999 0.000309055 -0.031484 -0.0148442 0.000518738 0.000166645 -0.017394 0.000735916 0.000404589 -0.0271757 0.0108204 -0.0111963 -0.0318308 0.0094367 0.000765482 0.010655 -0.00375158 0.000338892 -0.00570398 -0.0326733 -0.00290986 -0.00722273 -0.0291685
internal_weight=259.832 1.5754 0.778305 258.257 1.46897 256.788 6.11651 4.27705 250.671 1.64241 2.66765 249.029 240.799 7.56096 233.238 230.248 2.97392 8.23012 2.00166 4.91588 2.64508 227.274 9.39819 5.13889 217.875 36.6458 3.44022 33.2055 26.721 4.35975
internal_count=4633 554 118 4079 189 3890 94 74 3796 209 60 3587 3419 218 3201 3172 47 168 61 165 53 3125 93 56 3032 367 81 286 256 111
is_linear=0
shrinkage=0.0413819


Tree=490
num_leaves=31
num_cat=0
split_feature=13 13 0 16 19 4 14 16 9 13 0 15 0 10 16 7 0 17 19 4 6 12 5 15 16 10 3 7 17 5
split_gain=2.20443 3.38564 2.08979 2.57095 5.45873 2.0009 2.15362 1.74629 1.99019 2.6179 1.69127 3.93475 2.04364 2.22684 2.16458 1.81112 2.14985 1.84505 1.68556 1.57272 1.52655 1.94711 3.00315 3.09242 2.48528 2.01298 3.75496 1.78702 3.78325 2.2868
threshold=109.34496908160001 108.87986582505 86.09518316945001 19.224955043700003 13.751109481500002 147.36370056065002 156.96193988595004 18.714956236300004 64.155439819650013 116.60111757565001 95.217121606100008 29.171703351550004 97.886760529650019 78.196493182200015 14.969964993700001 20.797746106000002 94.496614827150012 166.68115439205005 9.4507625164000029 328.87382113970006 17.130400249100003 133.01805689090003 19.897785533950003 31.445204138150004 22.554947256700004 62.041548276350007 93.216908757050007 23.989000783400005 196.01244718945003 21.020044509750004
decision_type=2 2 2 2 2 2 2 2 2 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 -2 -9 -10 11 15 -12 14 -14 17 19 -8 -15 -17 21 22 23 -6 -24 -23 27 28 -27 -30
right_child=2 -3 3 4 20 6 10 8 9 -11 12 -13 13 18 -16 16 -18 -19 -20 -21 -22 25 24 -25 -26 26 -28 -29 29 -31
leaf_value=0.0016208338833103124 -0.0015874264329143861 -0.0023836378292407465 0.0011889944471439398 -0.0018294037141242008 0.00071784112171294429 -0.0028850524671061302 -0.0014190564974588637 -0.0026113359741483117 0.0012727884040354904 -3.6112800762964972e-05 0.00043360831860543943 -0.0022235527380212029 -0.0024367853300697527 -0.0021395088028391446 -0.0004698555439716289 -0.0023994910260447515 0.00034894170571763664 0.00099788269049629172 0.00013057161582992639 -9.4841460497384117e-05 -0.00087989025148850811 0.00071382665800032922 0.0020205151090046591 -0.0014282801121164061 0.00055831381993866021 0.00031846948973411599 -0.0020311762003058426 0.00054328197530589394 -0.00031487116994174838 -0.0023926138744683662
leaf_weight=2.8809307627379885 2.7405949304811648 2.5225944260600945 14.84849566221237 4.6524818371981373 9.7657173871994001 1.088483010418712 1.5622584735974721 1.1202976405620564 6.7976253246888509 66.062896645627916 37.639063563896343 4.497467052191495 2.7917517460882655 1.361716863233595 11.775684309424831 3.383965334040111 4.1564735893625766 6.9037160751176998 42.354441697709262 1.8457810145337132 3.7202906385064116 27.822126839309931 10.411161422729494 3.747337542474269 8.5301025882363302 19.11796082183719 3.2767659910023204 27.592735627666116 4.5685224011540395 4.0138063579797745
leaf_count=12 305 86 78 39 48 17 57 26 52 610 280 173 90 308 191 201 70 84 1133 59 25 148 96 32 49 89 26 197 27 25
internal_value=0.00013245 -8.05897e-05 0.000253936 0.000398177 0.000305876 -3.30638e-05 -7.29828e-05 -1.31612e-05 4.5157e-05 8.6003e-05 -4.71027e-05 -0.000544647 6.88234e-05 -0.000166752 -0.000846804 -0.000121684 -0.000729206 0.000551876 5.98608e-05 -0.00158609 0.000386929 0.000426585 0.000846 0.000122695 0.00136202 0.000269025 5.77337e-05 0.000181526 -0.000178825 -0.0012866
internal_weight=343.553 124.764 218.789 142.068 127.219 122.242 119.361 76.7214 73.9808 72.8605 118.272 22.3497 95.9227 58.2836 14.5674 17.8522 9.38622 8.46597 43.7162 5.22975 122.567 118.846 32.4543 13.5131 18.9413 86.3919 58.5698 55.293 27.7003 8.58233
internal_count=4633 2761 1872 879 801 2675 2663 993 688 662 2646 644 2002 1722 281 471 330 141 1441 260 762 737 225 80 145 512 364 338 141 52
is_linear=0
shrinkage=0.00200836


Tree=491
num_leaves=31
num_cat=0
split_feature=15 5 13 10 15 17 6 15 0 9 16 6 13 13 8 16 15 2 3 6 3 3 3 6 13 19 6 14 7 18
split_gain=0.342684 0.877065 0.762616 0.601436 0.450169 1.35214 2.622 1.18995 2.06464 1.07533 1.12253 0.958934 1.57946 1.1255 1.0444 1.20893 0.76161 1.41611 1.42436 1.15421 1.75329 2.19927 1.71549 1.57961 1.00943 0.921973 1.59498 0.908591 1.40182 1.59359
threshold=46.674706678850008 25.361845021250002 117.67650082785001 62.025417527550012 41.29990759910001 204.45912381470004 16.355382140900002 40.957632625650007 86.420486603250012 195.13041324455003 22.624947093000003 16.565387047600002 117.64961624655002 117.59584708395001 8.4434108459500017 22.604947139800004 40.42701969085001 165.32923687280001 92.238309997550019 16.455384477450004 90.461239173300015 92.122706297950018 92.695347879750017 16.425383776450001 117.56896250265002 14.651182102100002 16.415383542800004 173.35860777470003 23.666491602800004 13.511883313150003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=4 2 -2 -3 7 6 9 16 -9 -6 -11 12 13 14 -8 -16 19 -18 -19 23 -21 -22 -23 25 -25 26 -1 -24 29 -29
right_child=1 3 -4 -5 5 -7 11 8 -10 10 -12 -13 -14 -15 15 -17 17 18 -20 20 21 22 27 24 -26 -27 -28 28 -30 -31
leaf_value=0.00054680253537523187 -0.042107577329575742 0.0097810861950234154 -0.0037204902073852248 -0.022331551577434845 0.0018820906244858002 0.028339836840206956 0.016461418808658299 -0.049249214915890668 0.0050179669478894783 -0.057133063425971096 -0.011086429870864938 -0.0070000551592192825 0.023352170736474977 -0.01692121079915522 0.011193967695118495 -0.022964189008468514 0.035919159652980676 0.02465452131139155 -0.024252713794265007 -0.043481760604980949 0.025347871411580302 -0.035638074160223243 0.0030997932034674464 0.024591603394203625 -0.00064079673050589092 0.038447151957991969 -0.039375414335939586 -0.0099862766249128217 0.012329651800546113 -0.04726240641238965
leaf_weight=144.09473877504934 1.5997128895251065 3.8454134466592222 1.4823052771389482 1.1194704705267211 1.5476103592663992 3.2041191644966593 8.4729744140058809 1.9661688655614842 2.218048699432984 1.8227364243939521 1.3851951751857994 6.6304588923230758 8.2795105800032598 3.4136817455291739 3.3844097517430773 2.8270126553252339 2.5104616656899443 1.6316937517840417 1.9352857954800127 1.7528765983879555 3.452733051031827 2.8363441135734311 14.108298696606651 6.8451901757507567 3.5948712155222893 0.93980800360441108 1.5032897666096676 15.395423339636187 3.5998488417826584 1.9173357677063894
leaf_count=3103 74 60 13 46 14 39 50 18 22 32 14 52 38 24 18 31 11 18 23 23 23 31 187 109 19 4 11 478 26 22
internal_value=0.000343485 -0.00748886 -0.0236452 0.0025404 0.000594316 0.00429194 0.00225155 -0.000125996 -0.0204822 -0.0245151 -0.03725 0.00610789 0.00940279 0.00302123 0.00765725 -0.00435248 0.000287238 0.0137338 -0.00188039 -0.000121283 -0.00571313 -0.00411052 -0.00679725 0.0014127 0.0159032 0.000380323 0.000134608 -0.00446143 -0.00956246 -0.0141145
internal_weight=259.317 8.0469 3.08202 4.96488 251.27 40.9677 37.7636 210.302 4.18422 4.75554 3.20793 33.008 26.3776 18.0981 14.6844 6.21142 206.118 6.07744 3.56698 200.041 43.0629 41.31 37.8573 156.978 10.4401 146.538 145.598 35.0209 20.9126 17.3128
internal_count=4633 193 87 106 4440 312 273 4128 40 60 46 213 161 123 99 49 4088 52 41 4036 790 767 744 3246 128 3118 3114 713 526 500
is_linear=0
shrinkage=0.0385571


Tree=492
num_leaves=31
num_cat=0
split_feature=6 6 3 2 19 9 0 16 10 5 0 8 0 3 7 15 5 2 6 0 10 0 8 17 4 13 17 6 2 9
split_gain=3.1464 3.33122 1.96581 2.68182 2.42328 2.18446 2.09447 2.46465 4.83983 3.92883 3.65803 3.25023 2.24707 1.82862 2.85107 2.77677 1.81072 1.64399 2.73003 2.07005 1.91658 2.45073 1.87584 1.84643 1.68654 1.6417 1.8378 1.58025 1.50408 1.48707
threshold=13.665319288000001 13.775321858200002 85.589753040950015 228.51532141640004 12.651020723000002 206.50942114985003 85.990333302400003 19.224955043700003 66.859265246100009 17.687678651600006 90.321439350550008 8.1436447804000007 89.861713010250014 84.812788641250009 24.040556609400003 24.474073043650005 19.221712148250003 131.42729508740004 16.455384477450004 86.264556031700025 62.041548276350007 86.345209775600011 8.543332867800002 195.18216166535004 286.34948838025008 117.58509325145 196.81899330385002 14.815346158200002 314.93386866815007 66.544071737050004
decision_type=2 2 2 2 2 2 2 2 2 2 2 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 28 16 10 -10 12 -11 17 15 -15 -6 -8 18 22 -20 24 -22 -9 -21 -19 -26 -27 -18 29 -4
right_child=1 2 6 -5 13 -7 7 8 9 11 -12 -13 -14 14 -16 -17 27 20 19 23 21 -23 -24 -25 25 26 -28 -29 -30 -31
leaf_value=-0.00022751371334018717 0.0015056588958797452 0.0011615520537980666 0.0011215269419875044 -0.0028943118846098343 -0.002213608980475291 -0.00061624683437305956 0.0021182097626296138 0.0019149722429758649 0.0010627832114744966 0.00012294087480390655 0.0017519675262860229 -0.0025859615422685143 -0.0013822701475717512 0.00058352633927904833 -0.0025869856497667092 0.00016848432234066612 0.0018774536010085913 0.0012921561172932847 0.001451606584957173 -0.0014742090742404343 -0.0017391311325984492 0.00012223941980795297 -5.1924080508624466e-05 0.00045207551428318399 0.0011979316621778815 -0.0016534525148477008 0.00041779640971524357 -0.00041588484076014043 -0.0023673811219555889 -5.6862048798616696e-05
leaf_weight=82.531338749220595 10.188410978764294 10.48578719049692 5.6979951700195661 1.7457457776181389 2.7940052729100051 4.9665447152219704 7.2282837172970158 12.261715270578863 3.6177553161978713 3.3168311221525055 10.667352236807345 6.191339960321784 3.3702059984207144 2.0536339767277232 4.2353438697755337 16.348170596640557 2.416860718280077 12.575720220804216 4.4076572060585013 4.2209194526076299 3.850562607869505 33.087268643081188 2.9291990995407096 5.7075982391834259 4.8673599772155276 3.4586303941905481 5.2745613679289818 3.7205492965877056 1.2877083902130824 62.50921720470069
leaf_count=2056 58 41 46 52 28 37 40 130 14 24 57 67 25 16 170 168 20 53 16 23 32 197 14 30 31 23 36 36 77 1016
internal_value=0.000147332 0.000268422 0.000217033 -0.000213994 -9.95433e-05 0.000590148 0.000307697 0.000469863 0.000369523 -0.000895777 0.000525208 -0.00164099 0.000388909 -0.00051861 -0.00155167 -0.000179208 0.00136927 0.000453342 0.000883415 0.000192236 0.000252139 -7.17981e-05 0.0015357 -0.000366848 0.000709252 0.000170271 -0.000402486 0.000487213 -3.05697e-06 4.158e-05
internal_weight=338.014 255.483 245.295 42.6292 40.8835 15.4523 202.665 133.17 119.805 13.1259 106.679 9.50817 96.0114 25.4312 6.28898 19.1422 13.3657 92.6412 29.5271 14.3362 63.1141 36.9378 15.1909 9.92852 26.1763 13.6006 8.73319 6.13741 69.4949 68.2072
internal_count=4633 2577 2519 512 460 78 2007 868 772 105 667 91 610 382 186 196 96 585 213 69 372 229 144 53 143 90 59 56 1139 1062
is_linear=0
shrinkage=0.00220822


Tree=493
num_leaves=31
num_cat=0
split_feature=16 15 16 16 18 10 9 2 8 0 6 6 6 12 9 6 5 3 5 13 5 5 7 10 13 6 3 3 10 15
split_gain=4.39523 2.65766 2.47539 2.62438 2.58104 2.52352 4.05914 3.20929 2.73446 2.59122 2.48337 2.25614 2.11602 2.03157 1.91052 1.95499 1.83098 2.1754 1.86322 2.28992 1.8008 1.70838 2.25149 2.05769 1.67196 2.58253 1.97484 1.65433 2.06661 1.92829
threshold=18.594956516900002 46.055224235250002 16.094962363000004 13.534968349350001 17.549283450150003 71.053259929650025 191.61296531520003 195.72231170465002 3.0476216663000004 81.446839061900008 11.085259005300001 9.1452136764500018 14.355335410100002 247.65401887280004 205.73475031020004 11.215262042800001 24.367802910700004 92.813640037450014 24.458659404000002 117.56896250265002 25.361845021250002 23.636018850950002 22.773029501100002 82.299080289250014 118.84598011460001 19.835463452400003 112.7969493211 80.169821450000015 83.75622459600001 18.019770707250004
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 24 3 13 5 7 8 9 -7 -4 11 -5 14 27 -12 -16 -3 -18 -19 -20 -21 22 -15 -24 -2 26 -26 28 29 -1
right_child=1 16 4 10 -6 6 -8 -9 -10 -11 12 -13 -14 21 15 -17 17 18 19 20 -22 -23 23 -25 25 -27 -28 -29 -30 -31
leaf_value=0.00050257445206113179 0.00041498028020840792 -0.0019424409623553444 -0.0014094636751367949 -0.00011037195518892872 0.00095377542798434417 -0.0020637019286022583 -0.0019104561077947085 -0.0021682867466008594 0.0011374897296780343 0.00088182558315728107 0.00098208945829962569 -0.0024193307679313495 -0.00099415764465400538 0.0014895948416028524 0.0015593531184205233 -0.00025364985100044486 0.0018928209025281199 0.0015047671431712584 -0.0023083241487850212 -0.001384658040024464 0.00047699258759929629 -0.0023438186607785275 -0.0022727399940170607 0.0001777391004910825 -0.0022109834544522798 0.0005445365120193298 0.0012153387859510046 -0.0021427094039459952 -0.0016420871550416113 -0.0021100914150752842
leaf_weight=6.2086115004494804 221.72686534468085 2.5752498824149397 2.4860270220087868 9.1077108185272646 3.7149119600653639 1.4483648496679986 11.759641129989175 2.4126277102623126 3.5172228654846549 8.0171260950155538 24.45278536900878 1.980892514809965 3.2800664063543072 4.1631483491510144 2.8228202909231177 12.039895858615635 1.7634780835360278 1.665792554616927 2.6545294816605738 3.2002908997237665 5.3161507155746222 1.0158212294336397 1.5959450411610285 7.5501019620569423 3.4252302451059204 4.7402382865548134 0.79729197546839703 3.3303894897690034 4.4333918099873699 1.3163638715632258
leaf_count=143 1359 44 231 209 37 123 322 118 24 128 144 41 113 37 11 128 7 17 64 52 59 22 51 332 102 29 8 135 483 60
internal_value=0.000178311 0.000326018 -0.000135536 4.52107e-05 -0.000586906 -0.00078 -0.00128276 -0.000128953 0.000203765 0.000339493 0.000303704 -0.000522849 0.000518875 -0.000423389 0.000645106 9.0687e-05 -0.000418081 -0.000149209 -0.000429737 -0.000718206 -0.000222575 0.000107175 0.000294247 -0.000249859 0.000381419 -0.000448848 -0.00156403 -0.000920509 -0.000580127 4.55339e-05
internal_weight=364.519 247.865 116.654 83.2979 33.3559 29.641 16.7252 12.9158 4.96559 10.5032 53.6842 11.0886 42.5956 29.6138 39.3155 14.8627 17.1755 14.6002 12.8368 11.171 8.51644 14.325 13.3092 9.14605 230.69 8.96276 4.22252 15.2888 11.9584 7.52498
internal_count=4633 1741 2892 1909 983 946 469 477 147 359 646 250 396 1263 283 139 243 199 192 175 111 442 420 383 1498 139 110 821 686 203
is_linear=0
shrinkage=0.00196078


Tree=494
num_leaves=31
num_cat=0
split_feature=6 6 3 19 3 7 16 16 5 2 7 3 16 10 5 0 8 0 12 3 15 18 5 17 15 5 10 9 0 9
split_gain=3.14444 3.08768 2.71271 2.99942 2.60843 3.02841 2.52133 2.38826 3.09278 2.26231 2.33635 2.01015 2.86751 4.35632 4.0009 3.5944 3.33955 2.90709 2.63523 2.49336 6.0267 5.98896 2.16113 2.30091 2.11416 2.88635 2.08543 2.85684 3.7649 2.05431
threshold=13.665319288000001 13.775321858200002 85.589753040950015 12.651020723000002 84.812788641250009 24.040556609400003 19.134955254150004 15.124964631250002 16.316541761950003 145.83272221200002 26.614251743050001 93.883646373400012 19.224955043700003 66.859265246100009 17.687678651600006 90.321439350550008 8.1436447804000007 89.861713010250014 133.01805689090003 93.292185584700022 41.29990759910001 13.122774073950001 24.458659404000002 192.92322630085002 36.270131511550012 20.201591378100002 61.917879202350001 187.45330412110005 85.495657006400009 184.83999455315004
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=-1 -2 3 7 6 -6 9 8 -3 -5 -11 12 -4 15 -15 17 -16 18 29 24 21 -21 23 -22 25 -20 -13 28 -28 -14
right_child=1 2 11 4 5 -7 -8 -9 -10 10 -12 26 13 14 16 -17 -18 -19 19 20 22 -23 -24 -25 -26 -27 27 -29 -30 -31
leaf_value=-0.00019786239464488211 0.0013555762047649962 0.00080449812425538079 0.0012487465989201036 -0.00012080639731711895 0.00037676335117586509 -0.0024341632443551598 0.0018256874756918109 0.001059483167540143 -0.0020475516638415099 -0.0026052369771770163 0.00091718076824362602 0.00023105515426010076 -0.00035859746534901512 0.00099828389472027788 0.00010683717864799934 0.0015622581004640969 -0.0023206013278667384 -0.0014896692111456391 0.00057927284263696957 0.00038458833325385214 -5.3691811434046208e-05 -0.0032166721531093657 -0.0010716885157965297 0.0013933492506710058 0.00059106370964183105 -0.001793090678272827 -0.0017887959292086962 -0.0017145766972230562 0.0010150103944155052 0.0010455295494455879
leaf_weight=82.760134306794498 9.7760494388639909 3.2593374419957426 14.695862046442924 14.338920794427404 2.1468517929315558 5.4568341560661793 2.0811282396316519 9.8820003187283856 2.8779800646007061 3.258958227466791 0.9859319645911454 29.625567674578633 4.861500732600688 3.7549438178539267 3.5875660646706802 10.381061047315596 6.2422088757157326 3.413976937532424 4.5378089249134046 3.0740932449698475 10.442375443875795 4.6858052499592304 3.9901232956908634 7.6553585007786742 51.461111918091774 3.7777850963175297 2.9142217871849407 6.2969467699294901 5.6721421889960766 30.255357898771763
leaf_count=2056 58 16 100 130 16 188 6 38 30 75 13 550 30 14 24 57 67 25 25 14 52 40 67 28 257 43 237 154 27 196
internal_value=0.000143347 0.000249751 0.000207459 -0.000243716 -0.000636493 -0.00164052 -0.000267062 0.000449403 -0.000532917 -0.000501421 -0.00178711 0.000302012 0.000403017 0.000321314 -0.000762172 0.00042756 -0.00143466 0.000335645 0.000385601 0.00020319 -0.00027006 -0.00179003 0.000263935 0.000558408 0.000439494 -0.000498495 -7.65493e-05 -0.000688843 6.33953e-05 0.000851145
internal_weight=348.15 265.39 255.614 44.2879 28.2686 7.60369 20.6649 16.0193 6.13732 18.5838 4.24489 211.326 166.817 152.121 13.5847 138.536 9.82977 128.155 124.741 89.6245 29.8478 7.7599 22.0879 18.0977 59.7767 8.31559 44.5089 14.8833 8.58636 35.1169
internal_count=4633 2577 2519 512 428 204 224 84 46 218 88 2007 1039 939 105 834 91 777 752 526 201 54 147 80 325 68 968 418 264 226
is_linear=0
shrinkage=0.00200494


Tree=495
num_leaves=31
num_cat=0
split_feature=16 13 17 4 6 6 7 4 12 5 7 8 18 5 2 6 6 16 0 6 18 7 9 17 9 15 18 16 2 19
split_gain=2.98143 2.41908 2.54113 3.15649 3.43507 2.11115 2.20555 2.06294 3.01825 2.13189 2.94467 2.92969 2.71669 2.5026 2.30101 1.97498 2.68426 1.9506 1.8139 2.32147 2.11839 3.98436 4.93564 4.43352 3.65235 5.92943 2.30999 3.0755 2.30403 2.02599
threshold=18.594956516900002 105.40368946235002 191.86029796145002 195.04069921150003 14.355335410100002 15.205355270700002 19.164717746300003 309.25865594525004 249.73381652755003 21.363989181350004 23.131311951800004 8.6432548896500023 14.646070254650002 31.373072367600006 325.13486840910008 14.355335410100002 13.665319288000001 15.054964794950001 85.990333302400003 16.375382608200002 13.317304170000002 23.209106085000005 192.57902085675002 191.20566072810004 190.64005357525002 31.264641197600003 13.988302431200003 22.454947490600002 146.87900114440004 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 15 3 -3 -5 -6 -7 18 -9 12 13 -12 -10 -11 -15 16 -1 -18 19 -2 29 23 -23 -22 -25 -26 27 -24 -29 -20
right_child=7 2 -4 4 5 6 -8 8 9 10 11 -13 -14 14 -16 -17 17 -19 20 -21 21 22 26 24 25 -27 -28 28 -30 -31
leaf_value=-0.00013235222248862181 -0.0012883821681154541 -0.0014852955452578855 -0.0020918130880256559 -0.0022192362218033022 0.0015927792985826954 0.00071248607073884482 -0.002507112330017948 -0.0020863298175052307 -0.0022058617952548701 -0.0025140584237834233 0.00078541932350591334 -0.0010962292686971576 0.00033270275623838245 0.0017186924457996463 -0.0020035047102614886 -0.0017442792287024301 -0.00026234094784268201 0.00092766354006018701 0.00046496717518378761 0.00017249813581519683 0.0013008873780007298 -0.0013045824439823364 0.001796741922078044 0.0005022509194044279 0.00068251765971760845 -0.0029123085529462822 0.00029931664997287938 -0.0004308685035165827 0.00088734568032743382 0.0013799747291273394
leaf_weight=66.63198588276282 4.1481753326952449 5.7186519192764562 3.8062008761335155 1.6307566082105029 4.7294020750559849 2.2863449719152418 1.1288865087553857 2.6336129512637845 3.1794822439551345 2.3368814699351814 19.715690618380908 3.4539084844291201 2.8302057441323996 1.4577662525698545 0.9908668401185422 2.1981507183518252 6.7672652741894153 17.660014746710658 19.671035960316658 56.318170330952853 3.3937882818281642 5.1891663223505011 10.540004648268221 3.3093422800302488 2.3062073811888695 5.5559997111558914 44.701189186424017 6.0206640213727978 21.625232543796301 15.264844607561825
leaf_count=1939 46 366 134 29 46 78 73 87 31 51 149 53 30 8 39 79 57 91 89 437 16 52 94 18 13 50 280 25 87 86
internal_value=0.000147418 -0.000104737 -0.000712071 -0.00037313 0.000277493 0.0007774 -0.000351735 0.000268376 -0.000142697 8.01172e-06 0.000226935 0.000504921 -0.00101035 -0.00111896 0.000212464 2.09543e-05 6.35666e-05 0.000597988 0.000344342 7.22773e-05 0.000463917 0.00032748 0.00047848 -0.000585616 -0.00115871 -0.00185784 0.000590109 0.000930516 0.000600268 0.00086477
internal_weight=347.2 112.558 19.3002 15.494 9.77539 8.14463 3.41523 234.642 36.5984 33.9648 27.9551 23.1696 6.00969 4.78551 2.44863 93.2574 91.0593 24.4273 198.044 60.4663 137.577 102.642 88.0763 14.5653 11.1715 7.86221 82.8871 38.1859 27.6459 34.9359
internal_count=4633 2892 726 592 226 197 151 1741 448 361 300 202 61 98 47 2166 2087 148 1293 483 810 635 538 97 81 63 486 206 112 175
is_linear=0
shrinkage=0.00188464


Tree=496
num_leaves=31
num_cat=0
split_feature=2 18 0 9 15 2 12 7 17 17 6 6 19 15 8 17 12 17 8 17 15 16 3 9 9 15 17 12 17 18
split_gain=0.389063 2.27556 2.33435 1.15108 1.00136 0.980374 1.65435 1.45336 0.784517 1.91104 1.13071 1.42025 2.10765 1.0018 2.38098 0.812298 0.738696 0.708439 0.704451 0.62496 2.08917 1.24342 0.879028 0.592411 1.66853 0.97004 0.897802 1.9693 1.06986 1.20123
threshold=325.13486840910008 13.956123578150001 92.464140480550014 72.978853106700015 45.102215827400009 309.04644204820005 328.37985594320008 25.169498800150006 208.35751021765003 209.54662559615002 8.0101871567500016 14.195331671650001 14.551174033150001 23.884857921950005 7.4441906275000003 215.11020472680005 350.01304375890004 208.71070186110003 1.3489472949000001 205.28496454895003 35.293770423450006 18.754956142750004 81.075831839950027 219.87257840710004 215.63980588275004 35.133229767950006 201.39543491635001 104.24845815275002 202.02515103195003 15.435145470700002
decision_type=2 2 2 2 2 2 2 2 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 16 -3 6 8 -7 19 -10 -11 13 -13 14 -12 -16 -4 -9 -18 23 21 22 -21 24 26 -25 -1 -28 -29 -30
right_child=1 2 3 -5 -6 7 -8 17 9 10 11 12 -14 -15 15 -17 18 -19 -20 20 -22 -23 -24 25 -26 -27 27 28 29 -31
leaf_value=0.0012920351321613975 -0.045071626971846634 0.032898765833914052 -0.038372197045622503 -0.040168916667495475 -0.00464111271004208 0.02667127889443844 -0.038561216713020249 -0.048254092907334824 -0.04482810093085042 -0.037126219767617478 0.035393702165558483 -0.038998146264061555 0.016181999643709394 0.016390019285658287 0.0041750619483876088 -0.039294137115252772 -0.036354560519023103 0.0038488815852757365 0.01478523050293762 -0.015013134073620808 0.038461817605212854 -0.01694812673933491 0.030369512813492653 -0.028189949329486839 0.02011896575240946 0.0043692365573793999 -0.044901702581642784 -0.029782944647241898 0.0044766127733746148 -0.025629123041083755
leaf_weight=195.19039873786096 1.6124767569563108 2.7355725634261017 0.59961753294919651 1.6527880135981829 1.3393608988262711 4.0182622356805942 1.3670693257590745 0.51942272210726492 1.5239461268647563 1.1292913585493796 1.1490959266666307 2.3682462712749834 1.3899851143360136 5.8549843048676848 0.77935394877567921 1.8010472905007189 0.41310484841233153 0.90652998781297356 1.9484960867557672 0.76837421627715174 2.4337980556301773 2.9343109969049692 1.8175468179397283 2.2904335413768413 5.6993601344875051 2.3416455832775682 1.5943434247747088 1.7152743571205054 11.421576519554945 1.9656903483846679
leaf_count=3103 90 42 48 104 19 75 30 51 48 140 12 48 11 54 22 94 67 21 38 51 13 39 15 63 76 26 22 33 93 85
internal_value=0.000514755 -0.00626174 0.00094053 -0.0163868 0.0205601 0.000790695 0.000462289 0.0157226 0.000679002 -0.00693857 -0.00294869 -5.59976e-05 -0.0185897 0.00721138 -0.00719829 -0.0261652 -0.00311288 -0.0151303 0.00583956 0.00120839 0.0110057 -0.00109937 0.0168846 0.000857707 0.00112569 -0.0117304 0.000614804 -0.00730218 -0.00333287 5.61022e-05
internal_weight=263.281 10.3014 8.68894 4.61401 4.07493 252.98 247.536 5.44421 246.169 15.996 14.472 13.3427 3.75823 9.58448 3.7295 2.5804 2.96122 1.42595 2.3616 230.173 7.95403 5.52023 2.58592 222.219 217.587 4.63208 211.887 16.6969 15.1025 13.3873
internal_count=4633 408 318 257 61 4225 4078 147 4048 429 381 241 59 182 128 116 153 72 105 3619 118 105 66 3501 3412 89 3336 233 211 178
is_linear=0
shrinkage=0.0355722


Tree=497
num_leaves=31
num_cat=0
split_feature=6 5 9 7 13 15 13 3 7 13 12 13 18 12 10 0 7 13 7 4 15 16 18 7 15 6 16 7 13 7
split_gain=0.561671 0.463939 0.920588 0.735285 1.43546 0.59954 0.599964 0.537768 0.522367 0.479423 1.42288 0.966716 0.756634 1.23549 1.02515 0.672017 0.649626 0.846512 0.599335 0.962902 0.511488 2.39237 2.72497 1.37037 1.35684 1.33576 1.24645 1.25472 1.46938 3.21159
threshold=1.8500432259500001 2.7155367820000005 37.364870866050005 23.883283491600004 96.357027853400012 10.623212892000003 83.654063187050014 79.47351079420001 20.253927392100007 95.811270852950017 216.20511703005005 92.792132372400019 17.327266398450003 289.5226792078501 81.573196594050017 105.50316241320002 27.014969757650004 99.322397171300011 25.959674155500004 315.43554467000007 28.579157549250002 18.684956306450005 14.032563378150002 23.567644028800004 28.298162031900002 14.935348962050002 18.734956189500004 26.417313068900004 109.58961877145002 25.350214218950004
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=-1 -2 3 4 7 8 -7 -3 -4 10 -8 15 14 -14 16 -12 20 -18 -17 -20 24 22 23 -22 -11 -24 -23 28 29 -28
right_child=1 2 5 -5 -6 6 9 -9 -10 12 11 -13 13 -15 -16 18 17 -19 19 -21 21 26 25 -25 -26 -27 27 -29 -30 -31
leaf_value=-0.036867717841408972 0.016907163935133775 -0.0021336428580303849 0.029951961957957015 -0.036515194778664085 -0.040559783504134063 0.023343942803443703 -0.037042835244018989 0.038723680693068099 -0.03739899426509579 0.0022733449521853042 -0.019785390469625016 -0.025480064153115226 0.025121755016560429 -0.019885274736001376 -0.029552277247413255 0.031705453472159591 0.01084750944324488 -0.042445513312374616 0.036561643885469987 -0.036679113828440385 -0.014883218971151522 0.026574808111646104 -0.041083084076697064 0.038117121491219319 0.02309699807692665 0.0052362089243630054 -0.033346123762548897 0.027285364774546593 0.00097217943452861479 0.0079701976072267949
leaf_weight=0.50820861739339207 2.1688530221290412 1.0012835757806891 0.1745997481048096 1.4646422037912996 0.92827078024856735 1.4799586215813167 1.6804435282829207 0.68576152715831984 0.87268804054474458 62.891560951029533 0.70097081433050368 1.2504500859067773 3.5329163819551459 0.9855690556578337 1.4140091587323684 1.7251329598948362 0.6136716604232777 0.97462043864652514 0.41096116718836118 0.50606469795457087 1.2184266324620687 2.3454036237671962 4.5381858263863251 1.2473164387047289 4.2184940467122933 0.95152356196194876 4.9316463391296548 2.1753049045801154 148.63645227375673 4.588627221994102
leaf_count=188 82 48 2 235 82 56 260 5 213 1261 23 48 46 36 128 14 2 40 3 56 36 15 238 5 31 10 109 16 1324 21
internal_value=0.000463379 0.00053626 0.000398717 -0.0163515 -0.00505929 0.000667704 0.000778792 0.0144743 -0.0261705 0.000646027 -0.00905629 0.00118187 0.000894219 0.0153049 0.00062375 0.0111544 0.000802035 -0.0218546 0.0193628 -0.00385659 0.000953397 -8.05552e-05 -0.0191127 0.0119274 0.00358231 -0.0330546 0.000850179 0.000473868 0.0001051 -0.0134323
internal_weight=260.822 260.314 258.145 4.07996 2.61532 254.065 253.018 1.68705 1.04729 251.538 6.27402 4.59358 245.264 4.51849 240.745 3.34313 239.331 1.58829 2.64216 0.917026 237.743 170.633 7.95545 2.46574 67.1101 5.48971 162.677 160.332 158.157 9.52027
internal_count=4633 4445 4363 370 135 3993 3778 53 215 3722 404 144 3318 82 3236 96 3108 42 73 59 3066 1774 289 41 1292 248 1485 1470 1454 130
is_linear=0
shrinkage=0.0355447


Tree=498
num_leaves=31
num_cat=0
split_feature=8 9 0 9 9 9 0 10 6 0 10 12 7 15 17 15 18 15 7 6 5 12 18 0 18 4 19 12 17 17
split_gain=2.35611 5.15664 2.96738 3.04435 1.64269 2.86116 3.13733 4.04474 2.08695 3.99637 3.37723 2.10552 5.39472 3.29178 3.05162 2.73315 5.56853 2.05843 2.91949 2.03208 4.63426 1.83255 2.04835 3.27809 2.29967 2.03918 1.86643 2.36236 1.79733 3.27438
threshold=5.1459841250500009 74.737174262250008 103.37390357390002 177.59430306730005 181.33671263215004 186.70853236170004 85.732241321850012 61.928633034850002 14.825346391850003 96.082805124100005 70.128430332750014 133.01805689090003 23.109894804950002 35.293770423450006 201.61829342215003 31.264641197600003 13.405741979600002 28.444110612900001 24.227986230350002 16.625388449550005 28.006145904900002 105.28371344000001 15.288668002700001 97.886760529650019 14.295312909150001 215.30949546175 12.250988447150002 209.45123619680001 188.06121519230001 190.03457182425004
decision_type=2 2 2 2 2 2 2 2 2 2 2 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 19 9 10 -8 13 28 14 15 -10 -17 18 -12 -7 -21 -11 24 -24 -23 -26 -25 -28 -13 -30
right_child=2 -3 -4 4 5 6 8 -9 11 21 17 12 -14 -15 -16 16 -18 -19 -20 20 -22 22 23 26 25 -27 27 -29 29 -31
leaf_value=-2.425733367444459e-05 0.0018800622058056042 -0.001958743570600894 -0.0011514689610909099 -0.00069063496827627467 0.0008514280884402704 0.00090042075519915026 7.7366181623297149e-05 -0.0016101599378731922 0.0011755543779497298 0.00086984427938447263 -0.0022609140451741944 -0.0015922560821144175 0.00044091121091490733 0.0014223864482946985 -0.0012362546696918018 0.00085163277499516164 -0.0017369737978390986 -0.0020604096955022955 0.00050848044383431604 -0.0019303001067497993 0.00065279083275036703 0.001204879488610716 0.00097059012320273612 0.00033397432202823601 -0.00037984365172459263 -0.0023283316679101312 -0.0017895448878646582 1.2125187297424776e-05 0.00070105229427243874 -0.0010342048454458079
leaf_weight=44.866075003927108 3.7779948683455578 5.2553159290109752 5.3892905312823123 6.7428842745721331 23.327405300922692 5.9830002067610648 11.301828105933966 7.3159876395948222 12.878909528255468 13.101022030226884 2.064102089032529 4.9589108144864467 80.890442985109985 14.775170132517813 3.6187043646350494 8.2842887043952924 4.3146518170833579 6.2737918610218912 3.508519534021616 4.1947547756135446 5.4542753510177135 1.8163718283176402 14.488200386054812 12.05280913016759 4.948531755246222 2.9130864478647709 4.2627838733606023 5.9561517583206296 6.358811028301715 8.9204133208841068
leaf_count=1330 21 423 464 43 146 32 90 156 60 72 40 38 488 102 39 36 37 251 21 63 33 5 84 169 42 65 89 90 40 64
internal_value=0.000142808 -0.000227092 0.000206766 0.000232497 0.000210322 0.000232497 0.000174891 -0.000476265 0.000240519 6.26846e-06 -0.000645187 0.000374102 0.000227453 0.000712143 0.000351483 0.000576995 -3.48653e-05 -0.00133452 -0.000517305 5.44128e-05 -0.000470165 0.000259549 8.73729e-05 0.000286486 -0.000668919 -0.00110185 -0.000158537 -0.000739434 -0.000625726 -0.000312036
internal_weight=339.994 50.1214 289.873 284.484 280.706 273.963 250.636 22.948 227.688 82.6872 23.1482 145 101.129 43.8717 29.0966 25.4779 12.5989 11.8464 5.57262 15.632 9.64903 59.539 46.4379 36.7599 9.67799 7.86162 22.2717 10.2189 20.2381 15.2792
internal_count=4633 1753 2880 2416 2395 2352 2206 284 1922 1018 402 904 630 274 172 133 73 312 61 128 96 616 544 432 112 107 348 179 142 104
is_linear=0
shrinkage=0.00184769


Tree=499
num_leaves=31
num_cat=0
split_feature=6 6 3 0 16 10 5 0 8 13 2 19 3 7 16 5 6 0 16 2 7 5 6 2 3 17 3 10 16 5
split_gain=2.40155 2.72649 1.95683 2.98203 2.65125 4.87225 3.52725 3.24973 3.17209 2.72163 2.65645 2.58267 2.42776 2.72981 2.33551 2.44784 2.22038 2.08341 2.07425 2.4317 1.71467 1.69489 1.74045 1.66999 1.7489 1.89027 1.59229 3.68146 1.80596 2.31666
threshold=13.665319288000001 13.775321858200002 85.589753040950015 85.990333302400003 19.224955043700003 66.859265246100009 17.687678651600006 90.321439350550008 8.1436447804000007 113.98793627290001 124.11382646410001 12.651020723000002 84.812788641250009 24.040556609400003 15.124964631250002 16.316541761950003 16.455384477450004 86.264556031700025 19.134955254150004 145.83272221200002 26.614251743050001 19.221712148250003 14.815346158200002 314.93386866815007 93.668569722950011 189.90635174060003 93.292185584700022 62.025417527550012 22.604947139800004 21.100330328400002
decision_type=2 2 2 2 2 2 2 2 2 2 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 23 21 7 -7 9 -8 -6 16 14 18 -14 15 -3 -11 -18 19 -13 -21 -5 -23 24 25 -4 28 -28 29 -12
right_child=1 2 3 4 5 6 8 -9 -10 10 26 12 13 -15 -16 -17 17 -19 -20 20 -22 22 -24 -25 -26 -27 27 -29 -30 -31
leaf_value=-0.00017373858256134752 0.0014176655982794722 0.00075873930811775801 -0.0025547643887473487 0.0020711477684885035 -0.0010562788073201193 0.00097569048055550064 0.00012957651686154229 0.0016712813614314164 -0.0024504540966434492 0.0016452848460393342 -0.0012938537976854879 -2.5883083683194227e-05 0.00040079560727282438 -0.0025168941459555137 0.001143092479289785 -0.0020901217339278962 0.0015585859776082751 -0.0002099036758954985 0.0018733825881655458 -0.002697494191856963 0.00078560930242565542 0.0019563755494232489 -0.00033874843448197133 -0.002291861369436815 9.4550441927942843e-05 0.00012260614929839644 0.00038146481471457866 -0.0019253214324160056 0.00083857604347008468 0.00035057825959897685
leaf_weight=73.484594345733058 9.0106455869972688 2.8815085291862479 2.4452466145157805 7.4513039756566268 5.3905662670731536 3.5346696227788916 3.3894142434000951 10.457986965775488 6.0630329791456461 14.327357672154905 4.7904341090470579 13.800200162455448 2.0614413395524016 5.0389570277184248 9.5802939427085203 2.633598243817687 4.7625632733106604 8.3980705812573415 1.9585606083273877 3.0055426387116309 0.82091122679412354 2.4896718580275774 3.8205361729487777 1.470797880378085 68.324988954525907 2.3681594785302877 9.9653982296586019 4.61939722765237 26.695053763687611 21.228621192276478
leaf_count=2056 58 16 21 40 35 14 24 57 67 132 51 130 16 188 38 30 16 45 6 75 13 20 36 77 1015 26 51 36 143 101
internal_value=0.000167604 0.000263057 0.000222061 0.000305327 0.000492012 0.000393013 -0.000844626 0.000538296 -0.00152532 0.000420018 0.000503976 -0.000200425 -0.000599832 -0.00166981 0.000505646 -0.000601661 0.00106347 0.000430076 -0.000211924 -0.00044363 -0.00195024 0.00138134 0.000566785 -3.84321e-05 6.88393e-06 -0.00123752 0.000275452 -0.000349156 0.000448267 4.78177e-05
internal_weight=336.27 262.785 253.774 211.993 137.384 123.623 12.9871 110.635 9.45245 100.177 94.7869 41.781 26.6856 7.1004 15.0954 5.51511 27.488 13.1606 19.5852 17.6267 3.82645 13.7615 6.31021 74.6092 73.1384 4.81341 67.2989 14.5848 52.7141 26.0191
internal_count=4633 2577 2519 2007 868 772 105 667 91 610 575 512 428 204 84 46 193 61 224 218 88 96 56 1139 1062 47 382 87 295 152
is_linear=0
shrinkage=0.00213593


Tree=500
num_leaves=31
num_cat=0
split_feature=3 16 7 3 8 17 6 5 12 2 9 3 12 14 10 9 3 18 0 6 6 19 0 9 17 18 7 18 19 18
split_gain=0.346631 0.862223 0.423412 0.962371 1.15212 0.884472 0.776063 0.688309 0.475455 0.947974 0.766526 0.550649 1.47185 1.88362 1.95644 1.72865 1.07339 1.58557 0.964151 0.82434 0.96046 0.804507 1.01866 2.56681 2.73629 1.65047 1.1368 0.923925 4.55875 1.80279
threshold=108.48197402175002 21.074950717600004 19.052023743050004 103.28787291370001 10.641695326550002 171.19957438235002 16.455384477450004 30.475484469950004 74.22129117770001 54.465024697200008 192.57902085675002 93.883646373400012 113.06878671485002 245.99173885435002 61.917879202350001 187.55294863440002 94.472418703950012 13.023955459300002 85.769879735700016 18.195425133200001 17.130400249100003 14.651182102100002 85.990333302400003 192.57902085675002 187.14705358135004 13.063922652800002 22.626138143200006 13.193283301750002 14.351157895250003 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=2 -2 5 8 -5 6 -1 -8 10 -10 -4 18 15 -14 16 -13 -15 -18 -11 20 21 22 23 24 -20 26 -24 28 -27 -29
right_child=1 -3 3 4 -6 -7 7 -9 9 11 -12 12 13 14 -16 -17 17 -19 19 -21 -22 -23 25 -25 -26 27 -28 29 -30 -31
leaf_value=0.020972934668773369 -0.03731388571729824 0.020723327353844984 0.022933473989636452 -0.041609407946746405 0.040356557427120993 0.030673108062448991 0.0097735142657938649 -0.027045617535970221 -0.025810985460277085 0.016431889879641792 -0.0031660751218988026 -0.0054654279194953645 0.0089253424823320781 0.024267984082948543 -0.041024474518928503 -0.04729954237651611 0.010489809320990631 -0.044392967120714222 -0.058297801819440428 0.029217722103847713 -0.02177792306256816 0.014955568980087576 0.007584126646124803 0.0047200886435508271 -0.0099836756463569862 -0.04530941511760387 0.036373856782100242 0.017366467833200939 0.015196135329144923 0.00017278280898842821
leaf_weight=1.5924845780245949 0.95789065168355481 0.51670055370777845 3.1512934176716945 1.3214128829131357 0.2709677219390868 1.8847988196648655 1.1861483231186869 1.5174652338027952 1.805158182978629 5.2473869817331424 2.7746254964731634 3.4775537305686184 11.827802624495236 1.5049026301130641 2.4320524460636079 2.0637873648665845 1.5693622853723357 1.2321245865896342 2.1513598002493408 1.3228937182575453 2.4977316223084918 5.1427634954452506 5.3633527909405512 9.2081924967933428 5.3829599877353758 3.0421435786411157 2.7056138014886528 8.4012887747958285 3.5244798213243484 165.84715167405375
leaf_count=23 183 6 22 208 1 25 22 38 35 33 21 40 180 14 134 48 23 37 21 11 24 32 43 57 50 26 16 72 21 3167
internal_value=0.000529247 -0.0169775 0.000628748 0.000400225 -0.0276617 0.00999269 0.000919702 -0.0108921 0.000577776 0.000333374 0.0107132 0.000526839 -0.00466838 0.000219706 -0.0150611 -0.0210459 -0.000398107 -0.0136482 0.00109655 0.000721556 0.000544794 0.000809331 0.00045553 -0.00810498 -0.0237794 0.00121433 0.0172376 0.000499278 -0.0128345 0.00100177
internal_weight=260.924 1.47459 259.449 253.268 1.59238 6.1809 4.2961 2.70361 251.676 245.75 5.92592 243.945 24.1076 18.5662 6.73844 5.54134 4.30639 2.80149 219.837 214.59 213.267 210.769 205.627 16.7425 7.53432 188.884 8.06897 180.815 6.56662 174.248
internal_count=4633 189 4444 4336 209 108 83 60 4127 4084 43 4049 476 388 208 88 74 60 3573 3540 3529 3505 3473 128 71 3345 59 3286 47 3239
is_linear=0
shrinkage=0.0362108


Tree=501
num_leaves=31
num_cat=0
split_feature=16 16 18 4 12 16 17 6 9 16 5 12 7 2 16 10 18 7 5 6 6 6 19 9 18 2 18 8 2 8
split_gain=3.40359 3.00942 2.53987 2.39235 3.50211 2.80364 2.47023 3.21675 2.22704 2.19721 2.01571 1.95831 2.01313 1.80587 1.79249 1.77576 2.14568 1.76429 1.71645 2.29145 1.69198 2.03894 1.87704 1.95393 2.86594 3.04151 1.85239 2.02084 1.59253 1.47322
threshold=18.594956516900002 16.094962363000004 18.281462078100002 309.25865594525004 254.38400358715003 22.674946976100003 199.05253715360001 14.995350363950001 198.14098854835004 13.534968349350001 23.967536448650005 96.350437043050007 25.139463727750002 219.56639384385002 22.594947163200004 70.311245485600026 17.142803710550002 25.121320584100001 14.050239455300002 11.755274660100001 11.085259005300001 9.1452136764500018 12.851036860900001 205.73475031020004 15.534793034950003 85.298498744850022 16.399957653700003 8.2435668022500028 346.74082678410008 2.9476996444500005
decision_type=2 2 2 2 2 2 2 2 2 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 11 -2 8 6 10 28 -5 13 -6 -3 17 18 -12 -14 -17 -13 19 -1 21 -11 23 -22 25 -25 -26 -28 -8 -15
right_child=3 2 -4 4 5 -7 7 -9 -10 20 14 12 15 29 -16 16 -18 -19 -20 -21 22 -23 -24 24 26 -27 27 -29 -30 -31
leaf_value=-0.001302160217849916 0.00037241605231073607 -0.0022823819240783074 0.0017896845342320713 0.00013969544805365555 -0.0024602567658175878 0.001344970572170927 -0.0017840552455801442 0.00078021468022316468 -0.0023091358301691378 -4.7975172395606449e-06 0.00016554231857726585 -0.00030954448496691626 0.0016778573366455841 0.0003783711436508723 -0.0022972031152814145 -0.0021258456127251752 -0.00015296897738724068 0.0029024453802249306 -0.0020728116981838332 0.00056682785363836637 0.0009118788568645244 -0.0023002420532551924 -0.00097569624147384381 0.00060587609919264139 0.0011594801787884381 -0.0027642025928960156 -0.0017834634373868261 0.00094265774065863713 0.00048526067263722364 -0.0014379316801954958
leaf_weight=5.4650088729104045 201.30909140524454 2.7853178631048712 1.5327907744795073 2.0708454251289359 2.4948168024420792 5.5429847138002506 3.4255134873092201 12.46646469272673 4.0687584988772869 7.9814678558614087 4.6784942701924592 16.273850034747745 0.70192158967256446 11.698099259403532 1.424717894522473 6.3454008623957616 3.000417391769588 0.6574784517288198 3.3154029079014427 4.3565982775762677 24.997963700443506 1.7420973265543578 3.0731851081363848 1.7093302905559529 6.811622027307747 2.3503805506043136 2.1096105091273785 1.9188184030354021 1.7148465961217878 1.9212929088971566
leaf_count=581 1293 101 16 36 24 49 46 92 85 209 67 594 4 334 36 221 46 1 158 37 223 41 37 11 35 36 44 10 13 153
internal_value=0.000160013 -0.000118604 -0.000623498 0.000289013 -0.000154135 0.000102881 -0.000159852 0.000252593 -0.00148316 8.02832e-05 -0.00100445 -0.000747771 -0.000589337 -0.000368343 -0.000409355 -0.00127099 -0.00149247 -0.000184816 -0.000876842 -0.000473128 0.00030808 -0.000416055 0.000471939 0.000583445 3.24187e-05 -0.00134524 0.000548366 -0.000484959 -0.001027 0.000122145
internal_weight=349.945 110.748 31.2972 239.197 37.8874 31.7478 26.2049 17.6068 6.1396 79.4509 8.59803 29.7644 26.9791 26.7564 6.10321 10.0477 9.34582 16.9313 13.137 9.82161 52.6945 9.72357 42.9709 39.8977 14.8998 4.05971 10.8401 4.02843 5.14036 13.6194
internal_count=4633 2892 983 1741 448 327 278 151 121 1909 127 967 866 1263 103 271 267 595 776 618 646 250 396 359 136 47 89 54 59 487
is_linear=0
shrinkage=0.00192234


Tree=502
num_leaves=31
num_cat=0
split_feature=6 0 6 5 17 2 7 18 16 17 9 15 17 17 18 15 9 0 6 16 10 18 9 0 8 16 5 8 0 18
split_gain=0.361341 1.28469 2.44399 1.93464 1.70525 1.32742 1.19634 2.13047 2.63484 2.24564 1.46334 1.61194 1.45746 1.4116 3.10623 1.63519 1.571 2.27859 1.2612 2.10255 1.95866 1.27418 2.21286 1.76414 1.69324 1.96537 2.3482 2.31541 1.43854 1.2744
threshold=14.825346391850003 93.308316333500017 15.205355270700002 18.280220412300004 194.75204781875001 110.58799860680001 23.109894804950002 13.317304170000002 22.554947256700004 191.56943241645004 190.64005357525002 32.548041893900006 191.06791329340004 188.27285108100003 13.075178189100003 41.831907381600011 188.55070358395002 86.692020874450009 16.525386113000007 22.634947069650003 61.885617704800005 13.480563334700001 193.24048816455004 86.135510041400025 8.4434108459500017 20.719951547750004 21.252944829650001 8.543332867800002 86.904409066750006 13.900697602550002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=-1 2 4 -3 -2 -5 7 9 10 12 -9 -12 13 14 -4 -15 17 -16 21 -20 -21 28 -23 -24 29 -26 27 -27 -8 -25
right_child=1 3 6 5 -6 -7 18 8 -10 -11 11 -13 -14 15 16 -17 -18 -19 19 20 -22 22 23 24 25 26 -28 -29 -30 -31
leaf_value=-0.0011868902042059815 -0.04991821686464433 0.027571423564504691 -0.00019148173734411244 -0.022332954213001112 -0.0093943046686388275 0.01104436638844819 0.0094935015187545858 0.016842771284975636 -0.043493094745688098 0.021583428116520198 0.0014994716540352108 -0.038219454997257353 -0.027636428868765894 0.014689892375654233 -0.051486841794017295 -0.014083422766600868 -0.055549035799436153 0.022842071569810069 0.0040865222619865015 -0.003218922002123452 -0.058076774006893199 -0.025436225192107861 -0.024123499127761155 0.024474938765094139 0.020489697812661689 -0.054394599817550099 0.0047516704566748849 -0.0042305748906495445 0.033466940870446237 0.0050724644764304312
leaf_weight=97.226772109468584 1.794984568376093 5.7269857237115485 36.927225113788154 2.2871259162202477 4.7190506675397046 4.2926967609673738 13.565102544613184 2.5812314599752408 3.1057382986182347 6.0096064941026262 2.9476933774421923 2.2610052095260471 2.4867889662273219 12.639811877510509 0.95803450280800406 3.0751152786542653 1.9648659466765819 1.1205852925777433 7.7447620546445233 1.6835133549757304 1.5799584612250326 3.0359621979296199 2.279301610775291 9.5401802435517329 4.3643546234816339 2.1115142032504064 7.804676896892488 2.5362767651677132 4.0763621106743804 7.6295154150575391
leaf_count=2720 39 43 702 21 41 39 67 29 41 57 29 20 24 84 72 52 22 5 59 37 15 22 53 91 34 14 50 32 27 92
internal_value=0.000520211 0.00153941 0.000640742 0.0125323 -0.0205609 -0.000557487 0.00159963 -0.00144843 -0.0159327 0.000972727 -0.00494476 -0.0157418 -0.00112052 4.2733e-05 -0.00341578 0.0090595 -0.0328618 -0.0114161 0.00501221 -0.00595271 -0.0297775 0.00713194 0.00358539 0.00601491 0.00803614 5.49855e-05 -0.00710699 -0.0270203 0.015033 0.0158533
internal_weight=260.077 162.85 150.543 12.3068 6.51404 6.57982 144.029 76.0777 10.8957 65.182 7.78993 5.2087 59.1724 56.6856 40.9707 15.7149 4.04349 2.07862 67.9515 11.0082 3.26347 56.9432 39.3018 36.2658 33.9865 16.8168 12.4525 4.64779 17.6415 17.1697
internal_count=4633 1913 1810 103 80 60 1730 1137 119 1018 78 49 961 937 801 136 99 77 593 111 52 482 388 366 313 130 96 46 94 183
is_linear=0
shrinkage=0.0353875


Tree=503
num_leaves=31
num_cat=0
split_feature=16 16 9 15 5 6 16 19 6 6 2 18 5 15 19 15 5 5 2 16 17 15 3 3 16 13 7 7 5 0
split_gain=2.87123 2.39299 3.01875 2.20526 1.66565 1.89107 1.75191 1.85341 2.1443 4.08644 1.98469 1.86222 3.93333 2.57894 1.7786 1.61976 1.77683 2.29277 2.62752 1.67368 1.41584 1.45905 1.38042 6.08174 2.98495 5.04063 3.99082 4.25793 3.97855 3.09038
threshold=18.594956516900002 18.369957043050004 187.45330412110005 31.445204138150004 10.726864994700001 15.575363915900002 13.534968349350001 11.850956171350001 13.665319288000001 11.945279099550001 189.32640726775003 14.951081515600002 16.043149448600001 23.949961253350004 10.650859343850001 46.055224235250002 24.367802910700004 24.458659404000002 247.02271001585004 23.044946110900003 180.19381692845005 6.8054746905500005 85.589753040950015 84.812788641250009 19.224955043700003 112.67059178900001 24.385896469550001 23.822419043000004 17.687678651600006 90.321439350550008
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 3 -3 4 20 6 14 -8 9 -9 11 -10 -13 -14 -6 22 -17 -18 19 -19 -1 -22 23 -2 -24 26 27 28 -26 -27
right_child=15 2 -4 -5 5 -7 7 8 10 -11 -12 12 13 -15 -16 16 17 18 -20 -21 21 -23 24 -25 25 29 -28 -29 -30 -31
leaf_value=-0.0020335148531728351 0.00049097694469830825 0.0012552872967687187 -0.0022541587587795574 -0.0020412859767075442 0.00022074908442132194 -0.0014898909575849619 0.0010489179252667642 0.00036258224047301278 0.00068071240465221981 -0.0013512482521335504 0.0014140336888302091 0.00082124083346596149 -0.00281307677413701 1.8060279190916716e-05 -0.001031727230111356 -0.001843272858882121 0.0018143317033412795 -0.0022573086714353934 0.00034935882721979551 0.00058784533221126916 0.0013528034700635769 -0.00048908255666267532 0.0012103103117007963 -0.0016027902413446669 0.00051774704592624527 0.00033387092936613743 -0.0027231986121910925 0.001032187527249545 -0.0026470017480126227 0.0013627898689383305
leaf_weight=1.9548351733246843 18.184595424681905 1.1907235211692739 3.7168352308217436 1.9730301736854006 8.8080810724059138 2.5763134950539088 10.804683053866027 13.568933100905271 14.365838132798677 8.2198994839563948 6.8345214352011672 4.8128194119781238 2.8210724927484989 2.039811878465116 7.9251506563741705 2.3785799266770473 2.0638499651104203 3.2022522913757694 6.7790029104799032 0.99775311350822438 1.7440234081586847 17.074260535999201 14.713191144401206 7.0962299127131692 2.4842619597911817 151.99550625029951 3.0630267076194277 5.1349768657237291 3.5502796452492476 11.55700523778796
leaf_count=251 95 49 180 92 232 301 58 202 141 169 49 25 28 26 221 44 18 96 79 6 71 797 111 102 10 1013 36 24 39 68
internal_value=0.000161473 -9.33232e-05 -0.00140266 -3.243e-05 5.84644e-06 0.000127716 0.000179679 0.000325247 0.000176774 -0.000283965 0.000501932 0.000242618 -0.000407969 -0.00162502 -0.000372446 0.00028213 -0.000318615 -4.05689e-05 -0.000389256 -0.00158141 -0.000479783 -0.000318382 0.00032467 -9.67354e-05 0.000380013 0.000311299 -0.000783581 -0.000251678 -0.00134416 0.000406577
internal_weight=343.631 110.431 4.90756 105.523 103.55 82.7771 80.2008 63.4676 52.6629 21.7888 30.8741 24.0395 9.6737 4.86088 16.7332 233.201 15.4214 13.0429 10.979 4.20001 20.7731 18.8183 217.779 25.2808 192.498 177.785 14.2325 11.1695 6.03454 163.553
internal_count=4633 2892 229 2663 2571 1452 1151 698 640 371 269 220 79 54 453 1741 243 199 181 102 1119 868 1498 197 1301 1190 109 73 49 1081
is_linear=0
shrinkage=0.00191816


Tree=504
num_leaves=31
num_cat=0
split_feature=16 6 15 0 6 4 13 16 5 15 15 7 18 15 6 5 9 18 12 9 9 19 0 3 16 18 13 16 19 16
split_gain=1.87107 1.97169 1.4927 1.41535 1.59472 2.04698 1.56867 1.59096 3.57354 1.60234 1.44318 2.1493 1.88362 1.56312 1.40269 2.19271 3.19954 2.64841 2.44579 2.4328 1.93896 1.5745 1.45958 3.40451 4.30883 2.48599 1.60932 1.6815 1.35097 1.67972
threshold=18.594956516900002 15.635365317800002 32.548041893900006 86.09518316945001 16.375382608200002 183.81532008410002 117.51519334005 22.624947093000003 21.950234501100002 49.024931650700005 40.042228346200012 20.869210126600006 12.854871756700001 36.776646943950006 15.205355270700002 19.973460566700002 196.40176798710004 13.391483899700001 367.09662155515008 192.57902085675002 197.47612518640003 13.851117550450002 96.631250582750013 85.589753040950015 19.224955043700003 14.194363735100003 107.78028644965002 19.134955254150004 14.151141757350002 21.074950717600004
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 -1 4 5 -2 -6 8 -8 28 11 -9 -13 -14 15 16 17 -5 19 -17 -18 -19 23 26 -25 -26 -22 -28 29 -10
right_child=3 -3 -4 14 6 -7 7 10 9 -11 -12 12 13 -15 -16 18 20 21 -20 -21 22 -23 -24 24 25 -27 27 -29 -30 -31
leaf_value=7.3875782646043446e-06 -0.0029578989026153215 -0.0017300792509793118 -0.0023294065611212497 0.0014225773276182482 0.0008415912995873709 5.5225726599620729e-05 0.0012376191766681093 0.0012819672391379373 -0.0023101983460584838 0.00047773133112806275 0.00047097090766288791 -0.0021446439490470396 0.00070896077163760149 -0.0013074864364272269 0.00055371652274087153 0.0010954754698966845 0.0021071981458153678 -0.0027836030133431347 0.0011100252842123504 -0.0026864478512684782 0.00059899536028333719 -0.00065283477715137248 0.001129864100140894 0.0024802492115263055 0.00095298954654393371 -0.0017232024093415974 -0.0027953736457929481 -0.00033136586534336578 -0.002462965447297205 0.0011507553073871902
leaf_weight=100.11778171063634 1.9782816544175137 3.4795324211008838 1.3757904609665264 1.9481585919857005 11.932497028261421 2.5781798043753952 3.4637292474508277 2.9805958569049826 1.3704482498578712 1.8630666467361141 26.972840988542885 3.7197898235172016 4.1729468367993832 3.5173182189464569 100.80240831710398 1.0736188292503346 3.8050970882177344 2.8741533719003201 1.8620323892682789 3.9561299085617065 2.0391585156321588 4.2939998470246792 9.4788059219717962 4.6549878418445569 3.70519994571805 3.2217262275516987 3.1326267756521702 2.4507167488336563 5.3915660921484232 1.4151022657752035
leaf_count=2415 21 371 106 10 125 35 13 15 80 21 215 43 20 24 658 6 13 48 20 73 8 38 33 20 18 27 60 15 76 6
internal_value=0.000164047 -8.08304e-05 -2.42887e-05 0.000280544 2.24164e-05 -0.00125298 0.000109412 -4.98211e-05 -0.000713866 -0.0013871 0.000166969 -0.00040283 -0.000842942 -0.000213307 0.000403914 9.25416e-05 0.000285373 -0.000881098 -0.00107155 -0.00187918 0.000612688 -0.00150719 0.000414428 6.13068e-05 0.000822391 -0.000291712 -0.00109511 -0.00171384 -0.00181198 -0.000551981
internal_weight=325.628 104.973 101.494 220.655 71.3564 4.55646 66.7999 54.8674 13.5039 10.0402 41.3635 14.3907 11.4101 7.69027 149.299 48.4964 41.6046 9.11631 6.89178 5.02975 32.4883 7.16815 28.6832 19.2044 11.5819 6.92693 7.6225 5.58334 8.17712 2.78555
internal_count=4633 2892 2521 1741 694 56 638 513 196 183 317 102 87 44 1047 389 290 96 99 79 194 86 181 148 65 45 83 75 162 86
is_linear=0
shrinkage=0.00222816


Tree=505
num_leaves=31
num_cat=0
split_feature=13 15 2 16 9 3 19 8 18 0 17 12 7 3 8 17 15 17 16 3 14 4 12 8 6 10 16 7 16 19
split_gain=0.563614 0.364188 0.851048 0.730295 0.564731 0.780776 0.444188 0.902129 0.448456 0.835118 0.585903 1.47109 0.515442 1.68339 0.952886 0.674252 0.895332 0.477211 2.59509 2.33926 1.4328 1.23 1.24853 1.21433 0.959202 2.05064 1.73516 1.42164 1.31559 1.17476
threshold=73.265860971000009 46.674706678850008 247.02271001585004 22.724946859200003 202.70031010240004 92.913112988300014 14.651182102100002 8.6432548896500023 11.207537862500002 71.096275259750016 162.43086425485004 254.38400358715003 19.052023743050004 101.29303698090001 10.641695326550002 171.19957438235002 22.853312863800003 201.39543491635001 22.644947046300004 90.988176966900014 162.62753922915002 163.62029285410003 104.24845815275002 1.7486353823000003 15.885371159150003 68.846035804500005 22.544947280100004 24.103872582350004 19.794953710800005 13.851117550450002
decision_type=2 2 2 2 2 2 2 2 2 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 -4 -6 8 -8 -2 -10 11 -11 15 17 -15 16 -12 -14 19 20 -19 -22 -23 -24 25 26 -25 -26 29 -27
right_child=1 2 4 -5 5 -7 7 -9 9 10 12 -13 13 14 -16 -17 -18 18 -20 -21 21 22 23 24 27 28 -28 -29 -30 -31
leaf_value=-0.039208129476551945 0.020707508364651538 -0.041744083571556539 0.012714015974790539 -0.0016158599296173322 0.0098654214634985894 -0.032850204930736433 0.019539956487169944 -0.0051807700181324958 -0.039185562099941694 -0.040999016646795762 -0.026024915272933515 0.030710323998620215 0.0016919196483153216 -0.043485533623924648 0.041039075083139316 0.031082162344700591 0.014736828176733522 -0.045775018692049071 0.033685022649822177 -0.030334375289647334 0.050740543116546577 -0.044702717727390602 -0.039059982109592689 -0.050519835375696244 -0.0081691644109344996 0.0018517890311265514 -0.0017856916683551822 0.03236107660330776 0.032783547212251116 -0.035124796793766816
leaf_weight=0.50670215977879607 1.5818058465956699 1.5293939688708618 2.9027391544077545 1.1242696754634378 1.1977031379938128 1.2488106377422807 5.1109498217701894 3.5908765522763133 0.75461244655889359 1.3890259381732892 1.0799030668567859 0.57913901898427855 184.90492534960504 1.7519900738989225 0.21380983293056477 1.8156415056437252 2.6817465163767338 1.0308200540021051 2.6528377346694461 4.5926675935043013 0.65493034571409126 0.93231003824621339 1.1248549615847867 2.1022715745493796 2.078679032623767 22.615541391249288 2.0731508871540427 3.0516433017328382 1.8677195357158769 1.2980064935982216
leaf_count=208 95 90 44 12 16 31 31 39 100 232 25 18 2443 240 1 21 41 15 32 67 2 23 147 29 19 519 20 32 13 28
internal_value=0.000617598 0.000695352 -0.00724263 -0.0247431 0.00143901 -0.0119386 0.000947915 0.00933876 0.000647226 0.000515695 0.000640269 -0.0198983 0.000809742 0.00053786 -0.0342922 0.0121654 0.00303485 0.000834287 -0.00260747 -0.0048247 -0.00180751 -0.000608471 -0.00151386 -0.000401923 0.000837416 -0.00174889 -0.0263227 0.0159392 0.00223098 -0.000155268
internal_weight=260.039 259.533 8.00292 2.65366 5.34925 2.44651 251.53 8.70183 242.828 241.246 240.492 1.96816 238.523 232.946 1.9658 5.57729 3.76165 230.98 46.0754 43.4226 38.8299 37.7991 37.1442 36.2119 35.087 29.9567 4.17542 5.13032 25.7813 23.9135
internal_count=4633 4425 193 102 91 47 4232 70 4162 4067 3967 250 3717 3630 241 87 66 3389 946 914 847 832 830 807 660 609 49 51 560 547
is_linear=0
shrinkage=0.0377983


Tree=506
num_leaves=31
num_cat=0
split_feature=2 18 13 15 2 12 7 4 17 17 6 6 7 15 8 17 7 10 18 17 18 0 13 16 16 5 18 6 17 7
split_gain=0.351381 2.09322 2.0319 0.970327 0.891128 1.4093 1.27158 0.795959 0.677013 1.6387 0.981275 1.17892 2.30254 0.928046 2.08896 0.758403 0.665835 0.855416 1.25203 0.636107 1.01331 0.92868 3.1973 1.29453 0.783972 1.117 0.958861 1.10029 0.662416 0.836714
threshold=325.13486840910008 13.956123578150001 115.13321943645001 45.102215827400009 309.04644204820005 328.37985594320008 25.169498800150006 436.81694392880007 208.35751021765003 209.54662559615002 8.0101871567500016 14.195331671650001 24.355397875400005 23.884857921950005 7.4441906275000003 215.11020472680005 27.902905420600003 84.92839234085001 14.830595894550003 194.75204781875001 13.405741979600002 86.538778761000017 117.55283175385001 22.644947046300004 22.624947093000003 22.533652790000001 13.781134552700001 16.455384477450004 194.12402802835004 23.623818563000004
decision_type=2 2 2 2 2 2 2 2 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 5 8 -6 -3 19 -10 -11 13 -13 14 -12 -16 17 18 -9 28 -21 22 -22 -24 25 26 27 -23 -1 -30
right_child=1 2 3 -5 6 -7 -8 16 9 10 11 12 -14 -15 15 -17 -18 -19 -20 20 21 24 23 -25 -26 -27 -28 -29 29 -31
leaf_value=0.00020110619179043178 -0.049161161174727859 -0.044525139536769551 0.040643191685083027 -0.0025967695860007189 0.0283693215619874 -0.040875221927408951 -0.015389247195587451 0.020714070088955247 -0.048326040760591625 -0.040756418003243255 0.037722385676994395 0.028685791293712588 -0.039833845889632714 0.016941918685517511 0.0035492933636117898 -0.043094958378499623 -0.040388940265884445 0.032267636647276811 -0.042759182621017557 0.035158808933639076 -0.037304243392681596 0.036284996262823242 0.019566367352666494 -0.017410858459621138 0.016802650707784802 -0.01778756277359805 0.0030707770876537369 0.004403217789514734 -0.031784089606111211 0.0006649400515145482
leaf_weight=139.26499640956172 1.516114824276882 1.1176678303163479 2.1148209050297742 1.289682561997324 3.8881506812758735 1.2631396668730293 1.3921581566100938 0.89785674598533738 1.3671713721996628 0.9984737902705082 1.0523134758695945 1.0798809565603726 2.5324995936825871 5.695008194539696 0.78759781992994282 1.6985893289092926 0.71933459000138089 0.95525009091943491 1.0300992506672626 1.583215171471237 3.6304520331905206 3.0493460744619361 4.7806738223880529 2.1050383802503347 7.7907653450965872 3.5598187190480521 52.035774028787273 3.6968207135796547 2.2968467584578312 2.6327321834396571
leaf_count=2491 90 46 31 17 75 30 72 16 48 140 12 9 50 54 22 94 122 16 70 13 33 63 39 30 49 37 783 16 23 42
internal_value=0.000578545 -0.00678071 0.00112771 0.0242632 0.000864421 0.000517303 0.0168323 -0.015559 0.000733678 -0.00728994 -0.00323751 -0.000321273 -0.0193507 0.0071235 -0.00867866 -0.0283186 -0.00657243 0.0018645 -0.0131994 0.00127271 0.00403032 0.00341924 -0.00746863 0.00826202 0.00505185 0.00358336 0.00487758 0.0188142 -0.000299911 -0.0144541
internal_weight=257.822 9.64083 8.12471 3.4045 248.181 242.901 5.28031 4.72021 241.638 15.2115 13.8444 12.8459 3.61238 9.23351 3.5385 2.48619 3.60254 2.88321 1.92796 226.426 82.2319 80.6487 10.5162 6.88571 70.1325 62.3418 58.7819 6.74617 144.195 4.92958
internal_count=4633 408 318 48 4225 4078 147 270 4048 429 381 241 59 182 128 116 224 102 86 3619 1063 1050 102 69 948 899 862 79 2556 65
is_linear=0
shrinkage=0.0392896


Tree=507
num_leaves=31
num_cat=0
split_feature=6 13 14 12 10 15 8 9 0 0 6 3 9 18 5 14 3 10 16 9 7 18 17 16 13 7 2 17 6 0
split_gain=0.335512 1.25682 1.75611 1.27983 2.54848 1.36037 1.49196 1.46818 2.34973 1.13063 2.02577 1.8859 1.57728 1.51314 1.42677 1.41635 1.04592 1.39458 1.23772 1.34844 1.50588 1.94983 3.2349 1.94169 2.53037 1.14538 1.59781 0.977599 1.17783 1.07822
threshold=14.825346391850003 108.06526301150002 162.62753922915002 92.791843202150019 71.246828915000023 36.548474543700003 8.543332867800002 207.40106631805003 97.722764583650005 93.308316333500017 15.205355270700002 85.589753040950015 197.00658341100004 14.329845562450002 18.280220412300004 216.18714566720004 92.367355987800025 63.910026677050006 22.644947046300004 188.55070358395002 22.929105819350003 13.480563334700001 196.81899330385002 20.719951547750004 114.57939706160001 23.853977146050003 231.02502004595001 205.28496454895003 14.745344522600002 93.972365491700018
decision_type=2 2 2 2 2 2 2 2 2 2 2 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 27 -9 10 12 13 -2 -11 -13 -15 18 -18 19 -12 -21 -22 -23 -24 -25 -26 -27 28 29 -5
right_child=9 2 3 4 -6 6 -8 8 -10 11 16 14 -14 15 -16 -17 17 -19 -20 20 21 22 23 24 25 26 -28 -29 -30 -31
leaf_value=0.0009859735515668855 -0.046973541408860106 -0.0369325497295463 0.048115597473634156 0.0068337088918924071 -0.043388990503153119 -0.035081258844847849 0.012586503570210112 -0.048039023784845057 0.017417085590244626 0.025298885702751621 0.029490216811090209 0.039694373016035844 -0.0069016930672973001 -0.047907994432816216 0.0066876550757134397 0.0036004273526852705 0.00022250567110460747 -0.032915510362222296 0.027088292078776374 -0.015976165449485828 0.029669369762907467 -0.040544202843537339 0.026123906289739662 -0.036222153117980833 0.022128777329557529 -0.020743040372687115 0.014659005613159866 0.043604698150406192 0.026676589931372893 -0.041595485810353508
leaf_weight=76.140361055004178 2.0978267011232665 2.8603656757622984 0.62022004090249794 2.3050293484702729 2.3607336448039851 2.8169685492757699 1.3961462656734509 1.5737203778699043 1.5452872067689893 1.4314775541424731 2.8453557826578608 3.9918223507702351 4.1769789513200521 1.493023591116071 3.4894253257662058 1.5436513316817579 101.08098467789387 1.8383204720157653 3.8991048745810977 5.2775135166011777 4.1892055645585087 2.3157478384673622 5.2690168470144298 2.3718700567260376 4.2372671589255315 3.525666493922472 3.7299816235899925 1.400311544537544 2.7596396766602993 0.91223065508529533
leaf_count=2327 46 67 2 11 65 88 20 37 5 8 19 26 34 23 23 23 1354 75 38 36 29 21 42 28 28 26 34 4 18 76
internal_value=0.000503723 -0.00124734 -0.00952178 -0.0050897 -0.00702285 -0.00118636 -0.0192851 0.00607834 -0.0156093 0.00156989 0.000662364 0.0127231 -0.0202987 -0.00665939 0.0242993 -0.0217244 0.00159797 -0.000369398 0.00697438 0.00465144 0.00236542 0.00614087 0.00154564 0.00663974 -0.00076481 0.00655276 -0.00254357 0.0152477 0.00860396 -0.00689804
internal_weight=255.495 96.691 20.5507 17.6903 17.0701 14.7093 4.21311 10.4962 3.11901 158.804 146.855 11.9494 6.27481 4.46815 7.48125 3.03667 140.58 102.919 37.6607 33.7616 30.9163 25.6388 21.4496 19.1338 13.8648 11.4929 7.25565 7.37721 5.9769 3.21726
internal_count=4633 2720 393 326 324 259 108 151 42 1913 1810 103 80 54 49 46 1730 1429 301 263 244 208 179 158 116 88 60 109 105 87
is_linear=0
shrinkage=0.0377052


Tree=508
num_leaves=31
num_cat=0
split_feature=17 9 6 13 17 5 16 13 16 19 13 13 4 16 12 9 7 0 9 12 12 12 4 15 10 15 16 9 9 6
split_gain=0.31265 0.665245 0.375107 0.793053 1.2492 1.36876 0.912552 1.20508 1.42546 0.57622 0.422887 0.528103 0.512322 1.34685 1.36109 2.66846 1.72258 1.93656 1.66866 2.20683 2.57546 1.40634 2.43594 1.74577 2.36296 2.19854 3.58435 1.6473 1.48992 1.34078
threshold=159.52695360440003 58.084576609100004 22.560527123150003 118.84598011460001 162.43086425485004 31.794087907800002 22.834946602000002 117.97223122220002 22.764946765650006 14.651182102100002 117.76521994615001 117.69263157665002 240.79927845295001 22.674946976100003 144.66294237600002 182.80199813410005 19.729453620400005 78.252950803000019 188.90361612170003 148.96091148645004 154.32008656120004 133.01805689090003 201.80971861865004 33.221582556000008 61.950140699950005 31.264641197600003 21.979948601300006 185.62570708695003 210.61272793875003 15.785368822600002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 3 6 -5 -6 7 8 9 10 11 12 13 14 15 16 17 -2 -16 -20 -21 23 -23 25 -25 28 -27 -26 -17 -24
right_child=2 -3 -4 4 5 -7 -8 -9 -10 -11 -12 -13 -14 -15 18 21 -18 -19 19 20 -22 22 29 24 27 26 -28 -29 -30 -31
leaf_value=0.018821258318053938 -0.049230857330625176 -0.043080059408451235 0.020100637790692714 0.029617584953817215 -0.041537188450197639 0.017868740209265897 0.026068819806852613 -0.032054900221747062 0.042897104354135726 0.01186283198749917 -0.016479047284344375 0.013013340795459599 -0.0018667197728115977 -0.018485256066893239 0.02686404019631107 0.0066165287775718689 -0.037854693670990737 0.034235830028045311 0.030599130672991217 -0.036328920277644929 0.0055910922475790716 -0.053766946968794915 -0.010410702137783287 -0.025912654662611671 -0.011474198089873563 -0.037830169257772481 0.036507574803009972 0.023803578079758452 -0.017211898150912043 0.027691675358078847
leaf_weight=0.44558988540666067 0.66807349841110353 0.74867648679355625 1.5752160809934128 0.76048493012785812 2.5913412588415672 0.82199164456687857 2.2709485813975325 1.8132625544676546 1.2853339575231064 7.0234955628402522 2.4198810234665862 5.2014267072081557 110.48004854263127 4.9639634266495696 7.4727202327922013 35.289915055385791 4.5499144984787563 1.3531069532036779 4.0858966833911863 2.9376951754093161 11.951454581459982 1.785755322780459 7.1512557032401656 2.0964166149497059 2.4613303691148785 4.8708545963745555 1.3281801566481588 15.805786696262656 4.7957439332967615 1.8756766766309736
leaf_count=47 55 239 13 11 107 8 16 39 9 54 15 29 2406 30 106 453 306 17 38 37 83 16 90 12 15 122 8 157 86 9
internal_value=0.000490785 -0.0199842 0.000587939 0.000465048 -0.0168731 -0.0272312 0.000759294 0.000523412 0.000767663 0.00054257 0.000202131 0.000376783 8.58522e-05 0.00195447 0.00287285 0.000375104 -0.0241666 0.00664706 0.0108089 0.00448606 -0.00267991 0.002457 -0.0109615 0.00463396 0.0144213 0.000327889 -0.0219029 0.0190502 0.00376576 -0.00249353
internal_weight=252.881 1.19427 251.687 250.112 4.17382 3.41333 245.938 243.667 241.854 240.569 233.545 231.125 225.924 115.444 110.48 84.032 6.57109 2.02118 26.4478 18.975 14.8891 77.4609 10.8127 66.6482 20.3635 46.2847 6.19903 18.2671 40.0857 9.02693
internal_count=4633 286 4347 4334 126 115 4208 4192 4153 4144 4090 4075 4046 1640 1610 1346 378 72 264 158 120 968 115 853 184 669 130 172 539 99
is_linear=0
shrinkage=0.0401119


Tree=509
num_leaves=31
num_cat=0
split_feature=6 6 3 0 19 16 19 3 7 15 16 5 10 19 3 12 12 10 17 3 0 2 7 19 16 10 10 18 3 17
split_gain=2.81201 3.27785 2.233 3.38749 3.3109 2.57629 5.3232 2.48892 2.80186 2.42865 2.23686 2.87909 1.80226 2.17495 3.5908 3.33261 2.07156 2.73365 1.89383 1.89003 1.87893 2.3943 1.87219 1.81176 1.94171 1.73104 1.68815 2.07328 1.68424 1.89716
threshold=13.665319288000001 13.775321858200002 85.589753040950015 85.990333302400003 12.651020723000002 19.224955043700003 13.751109481500002 84.812788641250009 24.040556609400003 24.474073043650005 15.124964631250002 16.316541761950003 78.196493182200015 12.651020723000002 83.613736315050019 219.88098848225005 212.31925379130004 72.327589083450007 207.48293496715004 79.669768237700012 102.75018128760001 145.83272221200002 24.103872582350004 12.250988447150002 15.839962959300001 73.007768990450018 81.339300736700025 17.370891598500005 93.668569722950011 190.03457182425004
decision_type=2 2 2 2 2 2 2 2 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 4 28 10 -5 -7 9 -9 -6 11 -3 13 14 -1 -16 17 -15 -18 -19 23 -22 -23 26 -25 -17 -14 -28 29 -4
right_child=1 2 3 5 7 6 -8 8 -10 -11 -12 -13 20 16 15 25 18 19 -20 -21 21 22 -24 24 -26 -27 27 -29 -30 -31
leaf_value=-0.0023135905370551702 0.0013383845281945677 0.00082912809554526359 -0.0022952626955425963 0.0012838590508224945 -0.0019936369475183598 -0.002199896202009615 0.000444428761357053 0.0003347773012410889 -0.0023362966512899407 1.9783496624686277e-05 0.0010756585254655961 -0.0018868490009612921 0.0012494737259459907 0.00078899126944713329 -0.0021603449874710045 -0.00061071815983112447 -0.0023655358108328433 0.00041542449571136617 -4.7959078844569409e-05 -0.0022048606376252854 -0.0017539739954987774 0.0011196454505810226 -0.00031949396140314537 -0.0023188268079079853 0.0003235252147209117 0.0017503736433954491 -0.001225028719261233 0.0013938277610407339 2.4493769375679428e-05 0.00021482554229864374
leaf_weight=5.7232323451898974 10.117522135376928 3.211524471640586 2.6258898954838505 13.437063492834566 2.6702241338789525 3.001189772039651 118.18492171168327 2.0978640019893637 5.38674715324305 16.763243186753243 9.8811477189883572 2.8166961055248976 11.138091581873597 10.570483817718925 2.3221516590565443 2.1540761459618807 2.6112584925722322 1.8739396603777994 2.8191101150587201 2.4317464339546859 3.6446873542736311 4.3170111277140704 17.826865587208886 1.58421169547364 3.2890385810751468 2.6780465985648334 2.8111091391183427 1.9814537577331064 69.696645879477728 2.0704763252288103
leaf_count=152 58 16 33 96 28 28 744 16 188 196 38 30 60 65 72 36 69 25 39 90 307 59 802 31 95 17 125 12 1091 15
internal_value=0.000145935 0.00024409 0.000200128 0.000283703 -0.000207757 0.000469264 0.000378942 -0.000626885 -0.00158762 -0.000256867 0.000501392 -0.000439917 -0.000176374 -0.00052559 -0.00115595 -0.000229877 -0.000125841 0.000252541 -0.00116239 -0.00106445 7.23444e-05 -0.000281316 -3.89297e-05 0.000510743 -0.000535459 0.00069784 0.00083078 -0.00014228 -5.20907e-05 -0.00118865
internal_weight=341.738 261.961 251.844 209.016 42.8274 134.623 121.186 26.9181 7.48461 19.4335 15.9094 6.02822 79.7765 33.184 12.8775 7.15427 20.3065 14.8762 5.43037 4.30569 46.5925 25.7886 22.1439 20.8039 4.87325 4.83212 15.9307 4.79256 74.393 4.69637
internal_count=4633 2577 2519 2007 512 868 772 428 204 224 84 46 2056 565 277 125 288 180 108 115 1491 1168 861 323 126 53 197 137 1139 48
is_linear=0
shrinkage=0.00196078


Tree=510
num_leaves=31
num_cat=0
split_feature=15 2 2 7 15 16 19 13 2 0 6 17 9 6 3 3 3 6 6 13 2 10 2 15 12 19 16 17 6 15
split_gain=0.320436 1.03499 0.628506 0.502985 0.450422 1.28085 1.4794 1.52404 1.48607 1.38216 1.08945 1.19089 0.71845 0.633813 1.48235 1.86093 1.48348 1.67322 1.09624 1.84728 0.935157 3.46649 1.2524 1.41686 1.21846 0.749057 1.62893 1.53634 1.23374 1.68228
threshold=46.723315192750007 247.02271001585004 184.20633225945002 24.227986230350002 42.80317728375001 22.704946905950003 14.451165964200003 117.60660091645001 226.19683278270003 85.866664228400012 16.395383075500003 203.83164298205003 199.17419511990002 16.455384477450004 90.461239173300015 92.316275283350009 92.738363209800013 16.525386113000007 16.425383776450001 117.56896250265002 177.45016916930004 61.993156030000002 189.32640726775003 41.54912092575001 225.44236677700002 14.451165964200003 22.534947303500005 192.19686994285004 15.205355270700002 37.646552559600003
decision_type=2 2 2 2 2 2 2 2 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 13 6 7 10 9 -8 11 -6 -12 18 -15 -16 17 -17 25 -20 -18 22 -22 24 -24 28 -27 -28 29 -1
right_child=1 3 -4 -5 5 -7 8 -9 -10 -11 12 -13 -14 14 15 16 20 -19 19 -21 21 -23 23 -25 -26 26 27 -29 -30 -31
leaf_value=-8.8677615832522016e-06 -0.0035242629420148774 0.008591661232500292 -0.042937211195317619 -0.01786748884059847 -0.047047386177306499 0.02166955096876674 -0.026611751713418872 -0.029275338526957372 0.032137277320992856 0.014809643965998362 -0.0016352141311038984 0.0037599661385969343 0.022040123326161273 -0.037431415845888473 0.021305238556633389 -0.0046986800970376021 0.00022337914926989357 -0.058077897334897467 0.024001414975174717 -0.0049803168619965916 -0.027480156287884274 -0.050591844327319467 0.022444514477782576 0.04316728362229344 -0.015500225179527946 -0.028348182086936416 -0.024832296823884912 0.0085942621141994122 0.0076025640192698011 -0.03573139628985076
leaf_weight=106.90513472814928 0.86693418351933305 3.7923932588892058 1.3571390890283508 1.2486453675664959 1.15079560806044 4.9861154817044726 1.6232335553504516 2.9487130157649508 3.2626551538705826 2.9996334947645664 4.2369283493608236 1.2675594659522174 2.7724331989884377 1.6072708652354766 4.0714950934052458 1.737175561487674 35.921614700666396 1.3758912868797777 6.8765712461899948 4.9420794248580933 1.7305709760839798 2.3590451275522355 1.76759949082043 1.1679934589192269 2.958249486197019 3.6455137035809448 2.4109585098922235 7.0685086925514042 30.908976450184127 1.751873604604042
leaf_count=2766 28 57 61 32 27 36 33 23 19 27 41 19 11 23 27 28 594 13 111 27 25 34 27 5 99 37 21 62 264 56
internal_value=0.000456175 -0.00702732 -0.0275742 0.00203783 0.000678582 0.00525197 0.00121189 -0.00658704 0.0134524 0.000265293 0.000509194 -0.0204172 0.00772916 0.000151822 -0.00322014 -0.00218441 -0.00413548 -0.0282908 0.00127295 0.0118824 -0.00249737 -0.012287 -0.000435165 0.00750588 -0.00130783 0.000451748 -0.00780685 9.27245e-05 0.0012284 -0.000584821
internal_weight=251.72 7.26511 2.22407 5.04104 244.455 25.2481 20.262 12.3764 7.88552 4.62287 9.42772 2.41836 7.00936 219.207 54.6969 53.0896 49.0181 3.11307 164.51 11.8187 45.9051 9.98346 7.62441 5.89384 4.72585 152.691 13.125 9.47947 139.566 108.657
internal_count=4633 178 89 89 4455 236 200 121 79 60 98 46 52 4219 875 852 825 41 3344 138 784 190 156 131 126 3206 120 83 3086 2822
is_linear=0
shrinkage=0.0361589


Tree=511
num_leaves=31
num_cat=0
split_feature=16 16 17 13 8 12 0 10 8 5 9 15 9 10 8 17 0 5 5 5 18 7 0 8 5 10 7 5 5 5
split_gain=2.85869 2.45127 2.61717 1.84105 1.96062 1.85233 2.3717 1.85335 3.44026 1.75882 1.77045 1.71914 1.65932 3.52932 3.4058 3.11066 1.58597 1.5153 1.86033 1.65642 1.47964 2.26127 1.96114 1.76176 1.66078 2.02137 1.30395 2.3194 1.28691 1.27506
threshold=18.594956516900002 16.094962363000004 236.15709471040003 95.937628385050019 2.9476996444500005 206.14208420540004 96.631250582750013 77.04583310240001 7.6440346712000009 18.850689434250004 54.842324361600014 46.055224235250002 191.61296531520003 71.053259929650025 5.1459841250500009 191.75825325995004 86.474255765850003 24.367802910700004 24.458659404000002 25.361845021250002 14.693728290050002 21.698399695800003 104.03526427400001 2.0484014478500003 5.3654262215500008 90.679004281900021 22.375171215700004 9.1899936892500005 10.098719381700002 23.286780469550006
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 3 12 4 20 6 29 9 -9 -7 -11 -2 14 15 26 -14 -12 -13 -19 -20 -1 -22 -23 24 25 -24 -3 -28 -26 -5
right_child=11 2 -4 5 -6 7 -8 8 -10 10 16 17 13 -15 -16 -17 -18 18 19 -21 21 22 23 -25 28 -27 27 -29 -30 -31
leaf_value=-0.0016947108253494536 0.00033390438455670716 -0.0016040065538974091 0.0010691746711259035 -0.0021899466827565313 -0.0014041229071410045 0.0018692161469441449 0.00020186755553978783 0.0013767144668137903 -0.0014450873479499721 0.0017940779038221602 0.00090907931836210906 -0.0017987955286616483 0.0015625561680828351 -0.0018244061769986904 0.0011307585418421254 -0.0021553469713152949 -0.0016070004162920001 0.0016504520939467284 -0.0014777365704007064 0.00014560076340266087 0.0018566005038721182 -0.0020848507802755734 0.0006651170982747101 0.0015158938632249778 -0.0020369590238823593 -0.0019671384993979919 -0.0020196889443439381 0.0016068101295723042 0.00059390891780112523 -6.6536910379009308e-05
leaf_weight=1.8912884760648072 211.71075770631433 4.9227683253702761 3.2044771090149871 2.5313552891602731 5.1756388886715277 6.6756741013377923 33.337977273622528 3.0971153634600332 3.2954623559489846 2.202677370980382 1.8040142295067201 2.2530252062715581 2.5575130521319802 10.013071166817097 4.2563766874372959 1.2322939715813843 1.9016536828130481 1.9271085141226638 3.5204204027540964 6.8279719108249992 2.3377397693693664 1.755263135768472 6.6460293959826213 2.5497482717037192 2.6113560295780194 1.2868158954661337 1.1336868833750489 1.5329783149063585 0.93241890147328366 1.7797506194328887
leaf_count=54 1498 378 38 77 438 41 350 29 54 10 30 44 39 323 20 65 28 18 74 107 24 71 149 17 170 263 109 11 9 95
internal_value=0.000166161 -8.7024e-05 -0.000568785 8.28816e-05 -0.000349511 0.000275204 2.83647e-05 0.000764926 -7.79635e-05 0.00119311 0.000429191 0.000290007 -0.000773427 -0.00122639 -0.000245632 0.000353642 -0.000382108 -0.000349673 -8.3703e-05 -0.000406642 -7.67422e-05 9.21403e-05 -0.00016923 7.04913e-05 -0.000250632 0.000238129 -0.00101755 6.50664e-05 -0.00134474 -0.00131334
internal_weight=336.904 110.665 28.8532 81.812 25.1863 56.6257 37.6491 18.9766 6.39258 12.584 5.90835 226.239 25.6487 13.8029 11.8458 3.78981 3.70567 14.5285 12.2755 10.3484 20.0107 18.1194 15.7816 14.0264 11.4766 7.93285 7.58943 2.66667 3.54377 4.31111
internal_count=4633 2892 983 1909 1195 714 522 192 83 109 68 1741 945 427 518 104 58 243 199 181 757 703 679 608 591 412 498 120 179 172
is_linear=0
shrinkage=0.00192234


Tree=512
num_leaves=31
num_cat=0
split_feature=6 0 0 7 13 15 9 8 13 10 9 9 7 2 7 8 5 6 9 10 6 17 5 4 0 5 0 9 7 16
split_gain=1.79946 2.4025 1.84256 2.79199 3.54875 2.74727 2.00686 2.60681 1.64006 1.96089 2.15652 1.6988 1.55084 1.52745 1.4759 1.45694 1.43175 1.90756 2.79466 2.14865 2.67345 2.2172 1.64207 1.86371 1.4391 3.07915 2.83 2.2624 2.24667 1.54979
threshold=14.825346391850003 86.09518316945001 95.44832900530001 20.797746106000002 109.47132661375001 16.701926737050005 202.86134752310002 8.543332867800002 95.937628385050019 78.290589216800015 70.238863950400017 58.084576609100004 21.946499523750003 314.93386866815007 22.673598830200003 8.6432548896500023 30.133297129900004 16.375382608200002 194.03220695150003 59.98487780655001 16.845393589950003 162.43086425485004 24.453399453300005 331.66683542155005 85.866664228400012 23.435546682850003 85.968825637350008 186.16747084260001 22.375171215700004 22.704946905950003
decision_type=2 2 2 2 2 2 2 2 2 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 3 -1 5 -5 -6 -8 9 -4 11 12 -11 16 15 -3 17 18 -2 21 22 -19 24 -24 27 26 -26 28 -21 -29
right_child=1 14 8 4 6 -7 7 -9 -10 10 -12 -13 -14 -15 -16 -17 -18 19 -20 20 -22 -23 23 -25 25 -27 -28 29 -30 -31
leaf_value=0.00058618436796074468 -0.002153373577653884 0.0014014298689767775 -0.0021864954409352845 0.0008667012210736185 0.00091241319908946859 -0.0017071905338681573 -0.0017752943121191937 0.001016814332471899 0.00024024085419123661 0.0017913074279879483 -0.0013758526622834996 0.0020032423843507857 -0.00029112062620911756 -0.0021161534737594921 0.00035026647852703723 9.1292218992294618e-06 0.00079271424868630595 0.00078556957504669544 0.00095404653174651201 0.0002995258639653509 0.0014793984197948628 -0.0017721201504155859 -0.002248748707493579 0.00011466421945667527 -0.0026631088085154052 0.00064820454504934397 -6.0118899699372603e-05 -0.00036820554605530268 0.00210600684697031 0.00097949681777758724
leaf_weight=8.2258066912181658 3.821446983027271 10.906340384855865 2.1461807047016945 1.8965294972294966 5.8377575520426017 13.230020669754593 3.6479384042322636 2.1118575260043144 77.435907782753929 1.6062984629534245 4.6946523230872108 1.7848183587193478 13.070252122939563 1.3673169051762659 110.76086320914328 4.1503662765026084 8.4354160822695103 1.8905414205510158 1.660813665948808 6.3623373955488223 5.467063865158706 4.7923290317412466 2.6142346989363423 2.7266308087855577 3.3368470035493356 5.6261114999651909 3.3460071831941605 14.522132731974127 4.8553360253572464 4.461656939238309
leaf_count=87 83 53 78 38 25 505 48 18 840 22 413 9 637 78 748 22 129 60 17 29 71 203 184 29 25 24 17 106 15 20
internal_value=0.000140951 0.000261034 -3.70237e-05 -0.000432704 -0.000746322 -0.00138448 8.60224e-05 -0.000751554 0.000100253 -0.000364943 -0.000180155 0.000160848 -6.3206e-05 -2.15608e-05 0.000430132 0.00101764 1.7184e-05 -8.27179e-05 -0.001212 2.04638e-05 0.000154455 -0.00104857 3.07872e-06 -0.00104217 0.000134401 -0.000442009 -0.00135983 0.000369323 0.00108142 -5.14624e-05
internal_weight=336.792 201.104 135.688 34.9499 26.7241 15.1266 11.5976 5.7598 100.738 23.3022 21.156 16.4614 14.6766 75.2862 125.818 15.0567 73.9189 65.4835 5.48226 60.0012 53.3184 6.68287 47.8513 5.34087 42.5104 12.309 6.68285 30.2015 11.2177 18.9838
internal_count=4633 1913 2720 721 634 543 91 66 1999 1159 1081 668 659 1090 823 75 1012 883 100 783 520 263 449 213 236 66 42 170 44 126
is_linear=0
shrinkage=0.002


Tree=513
num_leaves=31
num_cat=0
split_feature=16 6 15 18 15 0 6 10 4 5 6 15 4 15 5 12 9 9 12 7 17 17 17 16 12 13 13 9 17 8
split_gain=2.71727 2.22083 1.96534 3.21379 2.34268 1.72928 2.93329 3.11513 2.31506 4.86993 2.21122 2.54819 3.40127 2.78856 2.31309 3.76953 2.57083 2.18119 1.86521 1.63301 1.83741 4.60364 1.69589 1.59554 2.60208 2.48142 1.72974 1.72179 3.47904 3.09417
threshold=18.594956516900002 15.635365317800002 28.444110612900001 14.032563378150002 28.298162031900002 86.345209775600011 16.375382608200002 62.186725015400008 239.38000160390004 22.458857822500004 15.205355270700002 28.579157549250002 191.74731805145004 29.171703351550004 19.973460566700002 367.09662155515008 197.00658341100004 195.74493321760002 323.50112601465008 23.276000438150003 189.00567661160002 192.92322630085002 188.27285108100003 16.094962363000004 104.24845815275002 108.64328150955002 104.04332964835001 192.57902085675002 236.15709471040003 5.1459841250500009
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 4 -4 23 6 7 -2 -8 -10 11 -7 13 -13 17 16 -16 -14 19 20 22 -22 -11 26 -25 27 -1 29 -29 -26
right_child=5 -3 3 -5 -6 10 8 -9 9 18 -12 12 14 -15 15 -17 -18 -19 -20 -21 21 -23 -24 24 25 -27 -28 28 -30 -31
leaf_value=-4.9454507304637051e-05 -0.0025246144705928504 -0.0015893213082979276 0.00099159290147411054 -0.0018787167140109785 0.0022633297077792754 0.00078065142670362376 0.00040978911305029995 0.00032672361968787063 -0.0031565079467664992 -0.000117823642114206 0.00058747175445015816 0.00049585540939107834 -0.0011451099299302485 -0.0025098778007772897 0.00040390981393415481 0.0012001488218120443 -0.0025731868979362248 0.00057797336853329965 -0.0015798549210938985 0.0006755066181825069 -0.0024260470938949753 0.00064741535873176839 0.0018343472680831575 -0.0023579678983923469 -0.00087054747676286654 0.0015308222130855469 0.00069051081784006919 -0.0021891601887509002 0.00088492843663258284 0.0017902699201529618
leaf_weight=60.236559434386436 3.3579312213696531 3.7909982929704702 2.1144921793602398 5.1586531437933445 1.746036329306661 14.510729670524595 51.996867569163442 2.6244709682650864 2.0704246200621119 10.200059196911758 88.544038981199265 1.7056847140192974 3.2501421142369535 3.9001020006835461 1.5434086434543122 2.3830789178609848 4.0193577036261559 21.567229244858027 2.8404642781242719 11.28142622951418 4.0959363984875372 3.4536008886061609 2.0556941095273933 2.5979521099943694 4.6429977915249783 2.5525260204449287 15.212950124405323 4.7866500876843929 2.00969482306391 2.6331545114517212
leaf_count=1690 52 371 18 248 6 71 350 15 18 107 544 7 43 65 14 20 65 104 83 90 61 22 10 64 225 14 86 132 27 11
internal_value=0.000143054 -0.000115266 -6.13739e-05 -0.00104424 1.27669e-05 0.000261002 5.48392e-05 -0.00127374 0.000145164 -0.000237075 0.000397998 8.07345e-05 -0.000183966 -0.00159532 5.75158e-05 -0.000863232 -0.00174718 0.000352314 -5.89149e-05 8.00569e-05 -0.000259121 -0.00102007 0.00020962 -2.874e-05 -0.000533041 -0.000247864 9.97453e-05 -0.000570489 -0.00128015 9.23713e-05
internal_weight=342.883 107.483 103.692 7.27315 96.4185 235.401 93.9769 5.9824 87.9945 35.9976 141.424 52.8797 38.369 5.60579 32.7632 7.94585 5.56277 24.8174 33.9272 31.0867 19.8053 7.54954 12.2558 94.6725 19.223 16.625 75.4495 14.0725 6.79634 7.27615
internal_count=4633 2892 2521 266 2255 1741 808 67 741 391 933 389 318 72 246 99 79 147 373 290 200 83 117 2249 473 409 1776 395 159 236
is_linear=0
shrinkage=0.00196078


Tree=514
num_leaves=31
num_cat=0
split_feature=16 16 12 16 6 6 4 10 8 2 2 5 9 18 18 7 8 16 7 5 0 7 10 6 9 3 5 6 9 2
split_gain=3.19733 2.68904 2.47139 2.02405 1.96556 2.10713 1.94368 1.94881 2.72185 1.83267 1.82784 3.3716 3.53164 2.51103 1.82096 1.96398 2.23522 3.20408 1.94675 1.90718 1.66248 1.74942 1.71445 1.73222 3.48627 1.6805 1.65501 2.2847 1.59676 1.55401
threshold=18.594956516900002 16.094962363000004 96.350437043050007 13.534968349350001 11.085259005300001 9.1452136764500018 280.97264888340004 77.04583310240001 7.6440346712000009 219.56639384385002 83.274686722450014 16.043149448600001 201.16241229375001 15.152522491700003 18.281462078100002 25.139463727750002 5.1459841250500009 18.369957043050004 22.375171215700004 9.1899936892500005 86.09518316945001 22.721067571950005 63.452988794850008 16.375382608200002 194.03220695150003 93.394346993650018 13.812766882300002 11.755274660100001 66.544071737050004 68.96170560420002
decision_type=2 2 2 2 2 2 2 2 2 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 9 5 -5 10 -8 -9 26 29 -12 13 28 15 16 18 -18 -4 -20 22 25 23 24 -2 -22 27 -1 -13 -6
right_child=20 2 14 4 6 -7 7 8 -10 -11 11 12 -14 -15 -16 -17 17 -19 19 -21 21 -23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.0012320128948349472 -0.0024548028220449107 -0.0022688009017316187 -0.0015498856854216597 -4.4001127439670586e-05 9.7183844316287398e-05 -0.0022605009786720335 0.0015811975290676407 0.0018185229572408588 -0.0014785326091577883 0.0001377779817363476 0.00054927879934526733 0.00097070882615395149 -0.0028443947587460626 0.0024532649236589758 0.001723068543269842 -0.0012429298466868242 0.0010422586349064997 -0.0016838157718990178 -0.0019841264424767802 0.0017613236310705094 0.00065805317367181252 0.00032037297297454807 0.0017378412776800874 8.350619724546414e-05 0.00089019820825621081 0.0020592532018581132 -0.0018507717011867486 0.00071928331315624934 -0.0016228082930845324 0.0014363933999373196
leaf_weight=4.9799538882216456 2.7549334452487519 2.8176476608496186 5.179304505116316 8.0083549749106151 6.1625228729099053 1.8812719285488118 8.7030971329659206 1.5586825162172311 2.0710111800581217 13.300887134973889 9.8995382022112626 1.2017004489898671 2.7122759858611971 1.026215612888336 1.3458794150501479 8.8628293259534967 7.3236672086641175 1.9362692660652099 0.71074312296696041 1.5062297377735374 16.754944819957021 132.7472417075187 2.0925966650247565 67.725792897632346 1.8497734852135179 3.7140821814537039 4.0865211747586718 3.7258435096591711 2.8262215564027429 6.1480255927890539
leaf_count=521 37 101 340 209 56 41 62 10 36 487 64 9 30 2 16 271 54 104 88 9 84 934 9 631 17 29 228 27 100 27
internal_value=0.000160513 -0.000106582 -0.000589614 7.65473e-05 0.000290794 -0.000465639 0.000467607 0.00109738 -6.26933e-05 -0.000352049 0.000208509 -0.00017998 -0.00110954 -0.000178534 -0.000413497 -0.00052618 -0.000144795 0.000472232 -0.000917296 0.000560563 0.000287202 0.000399452 5.61112e-05 7.45702e-06 -0.00111107 0.000912299 -0.000861349 -0.000396911 -0.000849052 0.000766
internal_weight=335.614 107.975 29.6826 78.2921 52.1989 9.88963 42.3093 12.3328 3.62969 26.0932 29.9765 17.666 7.76641 5.05414 26.8649 25.519 16.6562 9.25994 7.39628 2.21697 227.639 153.216 74.4231 72.3305 4.60471 20.469 12.7923 8.7058 4.02792 12.3105
internal_count=4633 2892 983 1909 646 250 396 108 46 1263 288 205 141 111 882 866 595 158 437 97 1741 1047 694 685 54 113 776 548 109 83
is_linear=0
shrinkage=0.00188464


Tree=515
num_leaves=31
num_cat=0
split_feature=13 0 7 0 10 16 6 6 4 0 7 5 18 2 9 16 18 0 8 15 2 16 16 5 15 17 10 16 2 5
split_gain=3.29388 4.42428 4.56476 2.6125 2.89059 2.42917 1.97855 2.05063 1.93608 2.99089 2.74513 2.5012 2.11541 2.05467 3.69914 1.91665 2.01373 2.96086 2.32958 3.80362 1.86849 1.80022 1.79478 1.77713 2.25525 5.09154 2.56121 2.16609 3.04181 1.78752
threshold=109.34496908160001 95.44832900530001 20.797746106000002 97.886760529650019 78.196493182200015 14.969964993700001 13.665319288000001 11.630271739450002 309.25865594525004 92.464140480550014 23.131311951800004 31.373072367600006 14.380989918050002 229.44804549725004 198.73585755510001 18.594956516900002 13.988302431200003 92.168410086200012 8.543332867800002 30.247508226550003 186.79363985910004 16.759960807900004 16.024962526700005 16.222050829800004 23.949961253350004 184.16216363550004 75.28220456885002 18.764956119400004 141.45287911200003 13.153721664750002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 21 23 5 -5 7 20 12 10 11 -10 15 14 -12 -2 17 -17 19 -18 -7 22 -1 29 25 -25 27 28 -26 -3
right_child=8 3 -4 4 -6 6 -8 -9 9 -11 13 -13 -14 -15 -16 16 18 -19 -20 -21 -22 -23 -24 24 26 -27 -28 -29 -30 -31
leaf_value=0.00030994837748499736 -0.0013761606316541892 -0.00017746614934233579 -0.0012727349333296514 -0.002270972932723641 9.7174763119354141e-05 0.00070386745856991539 0.00067290293753270313 -0.0018152988569601625 -0.0024775994828850471 -0.0022953779614081778 0.001860026928483327 0.00035541586546827169 0.00099631582210784535 0.00050246883196547823 -0.0021581340717561769 0.00035823512954218594 0.00035556348273150395 0.0020018025165622864 0.00061725784438397156 -0.0020597314477377436 -0.0017749584732885723 0.0016423566776571407 -0.0021265384748373342 0.00054169959015614019 0.00028153856068160381 -0.0021556750045396479 0.0018421060820256686 0.00090010677818832836 -0.002347924952517449 0.0017311634746957618
leaf_weight=5.237430632143516 2.3645784745458505 2.3877841411158425 19.026178684085608 3.2692735097371068 47.09596190135926 3.420528360642491 3.8949787002056828 4.6743102129548788 2.6999204393068856 2.1101811602711669 1.1508877053856879 1.87603416852653 17.67261004820466 21.231863616965711 2.7782034147530794 130.23904572566971 4.4387423023581487 4.0131121128797522 5.8086219411343327 4.8423211462795734 1.5785312433727083 2.6803620755672455 1.3508058176375923 6.802253367379306 5.4991419911384645 3.9167748875916004 4.7122787013649932 8.9070645496249181 2.182936386205256 6.4530562348663807
leaf_count=113 284 39 600 90 1444 35 33 87 85 38 5 55 95 192 75 933 20 15 38 37 39 13 31 34 34 30 17 32 53 37
internal_value=0.00014693 -8.30953e-05 -0.000744391 9.54556e-05 -0.000142436 -0.000812644 -0.000461261 -0.000917932 0.000299067 -0.000127262 2.65914e-05 -0.00131613 0.000379226 0.000270788 -0.000981157 0.00030734 0.000333995 0.000407365 -0.000318775 -0.000904597 -7.88606e-05 0.00034017 -0.000189612 0.000467673 0.000261151 -0.000443932 0.000615953 0.000267655 -0.000465649 0.00121567
internal_weight=334.316 133.09 28.2948 104.795 63.9336 16.8376 13.5683 9.67337 201.226 31.8471 29.7369 4.57595 169.379 25.161 3.92909 151.706 149.342 134.252 15.0897 9.28106 4.99906 9.2686 6.58824 40.8613 32.0204 10.719 21.3014 16.5891 7.68208 8.84084
internal_count=4633 2761 757 2004 1728 284 194 161 1872 450 412 140 1422 272 80 1327 1043 948 95 57 74 157 144 276 200 64 136 119 87 76
is_linear=0
shrinkage=0.00188464


Tree=516
num_leaves=31
num_cat=0
split_feature=16 16 17 0 6 0 10 15 16 12 9 10 8 17 13 2 2 15 8 13 10 13 6 9 10 0 2 3 3 5
split_gain=3.28159 2.24442 2.74631 2.21787 2.1789 2.71879 3.49012 2.92761 2.08336 2.68133 1.90124 4.3562 4.07459 3.39712 1.89656 1.89908 1.88382 2.80215 2.29554 3.28947 2.52371 2.18302 1.8326 3.0137 1.949 2.12802 3.29531 1.81989 2.47676 2.05773
threshold=18.594956516900002 16.094962363000004 236.15709471040003 86.09518316945001 14.825346391850003 96.082805124100005 70.128430332750014 27.063546193350003 13.534968349350001 247.65401887280004 191.61296531520003 71.053259929650025 5.1459841250500009 191.75825325995004 92.146902421150017 186.79363985910004 83.274686722450014 21.086216674150005 8.2435668022500028 104.04332964835001 80.538140213850014 103.191088421 16.375382608200002 193.70978346765003 62.068432857650002 85.931187223550012 116.68694986600001 80.169821450000015 77.709882260600011 5.3654262215500008
decision_type=2 2 2 2 2 2 2 2 2 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 10 22 5 6 -5 -8 9 27 12 13 -3 -12 -10 16 -16 21 19 20 -19 -18 23 -2 25 -24 -27 28 29 -1
right_child=3 2 -4 4 -6 -7 7 -9 14 -11 11 -13 -14 -15 15 -17 17 18 -20 -21 -22 -23 24 -25 -26 26 -28 -29 -30 -31
leaf_value=8.222687668617817e-05 -0.0021469491248095416 -0.000995910660064945 0.0010127115406025982 9.876009466603991e-05 0.00053440989239663165 0.0006842827937561934 0.00089282002907448968 -0.002220253249460475 -0.0016771250740520891 0.00027518839740039855 0.0015823883831456601 -0.0018073729013467657 0.001201932766966428 -0.0020972991875373576 0.00067924150088469301 0.0008338778730455856 0.00072635057825818955 -0.0024386510728934717 -0.0026257053340891469 0.0011891967303063863 0.00018838143974547679 -0.0014739491636200127 0.00011086826298900401 0.00075174828111052852 0.0010265815509756049 0.00073201815324980485 -0.0022286990600941616 -0.0020787678289592589 0.00046729596885684746 -0.0019681061059636301
leaf_weight=2.7335605881526188 3.3112568324431768 8.1991245411336475 3.660378986503928 13.933634417131545 124.69174174685031 12.424129277467726 1.354876123368739 5.1571886446326971 1.6979847946204234 13.824414377100764 2.9063585305120787 10.873338007368146 4.7212500497698775 1.285213134717196 12.298405967652796 18.504044119268656 10.157509416807445 3.1260945862159115 2.2823882417287669 2.7501946585252881 2.2221854468807578 1.9013984668999899 57.382928746053949 2.0705756321549416 7.3666214346885672 2.1575367599725714 3.5034233778715134 3.4084932478144756 5.2308988105505705 4.7766371215693653
leaf_count=168 37 498 38 105 776 52 8 106 76 442 39 323 20 65 86 195 82 57 29 18 23 80 538 19 47 9 44 135 69 449
internal_value=0.000164198 -9.40421e-05 -0.000522433 0.000293189 0.00042062 -1.10405e-05 -0.000433564 -0.00157256 6.56097e-05 -0.000334054 -0.000723224 -0.00117815 -0.000192794 0.000454128 0.000283656 0.000346189 8.64105e-05 -0.000238498 -0.000956297 -0.000485809 -0.00134713 0.000379416 2.82761e-05 -0.00103172 0.000109297 2.11322e-06 -0.00110029 -0.000855579 -0.000528352 -0.00122183
internal_weight=349.914 116.56 31.6457 233.354 157.562 32.8698 20.4457 6.51206 84.9142 29.974 27.9853 15.0649 12.9204 4.19157 54.9402 53.2422 34.7382 22.4398 10.3809 8.09847 5.34828 12.0589 75.7923 5.38183 70.4105 63.0439 5.66096 16.1496 12.7411 7.5102
internal_count=4633 2892 983 1741 1047 271 219 114 1909 1263 945 427 518 104 646 570 375 289 127 98 80 162 694 56 638 591 53 821 686 617
is_linear=0
shrinkage=0.00188464


Tree=517
num_leaves=31
num_cat=0
split_feature=13 13 0 2 16 16 19 4 14 0 15 5 16 17 13 18 0 5 9 16 13 12 19 15 6 17 5 2 13 16
split_gain=2.95225 3.19598 2.45933 3.18397 2.02616 2.01946 5.24525 1.79509 2.49425 1.63963 4.18195 2.11762 1.88606 1.77023 1.58939 4.30593 2.6444 2.19602 1.80646 1.79613 1.74523 1.68904 1.59772 4.03051 1.56092 2.4717 1.51922 1.50767 1.47891 5.66837
threshold=109.34496908160001 108.87986582505 86.538778761000017 319.32263744460005 18.714956236300004 19.224955043700003 13.751109481500002 147.36370056065002 156.96193988595004 95.44832900530001 29.171703351550004 16.904667913650005 18.764956119400004 166.68115439205005 104.19926021995002 14.780131328250002 98.51854819030001 14.47989612135 53.361180680650008 15.054964794950001 98.255079293500017 156.08429227995003 12.050972309250001 24.212507723600002 16.375382608200002 192.19686994285004 30.475484469950004 135.87377242040003 112.67059178900001 19.934953383400003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 7 3 4 -2 27 -7 -1 -9 10 11 -10 14 26 16 -16 19 20 -19 21 -18 -11 -22 -24 25 -6 -13 -4 29 -8
right_child=2 -3 5 -5 24 6 28 8 9 12 -12 13 -14 -15 15 -17 17 18 -20 -21 22 -23 23 -25 -26 -27 -28 -29 -30 -31
leaf_value=0.0014110276460708455 -0.0015392044338468263 -0.0021656750369076442 0.0014219377190379629 -0.0022401379083045827 -0.0019557789040218275 -0.0015518754101132887 0.0013149558634008985 -0.0027618835452984589 -0.0014981502784263336 -0.0012058006039979495 -0.0020534459480590949 -0.0020040467786359454 0.00079102010716621842 0.0004200793701095196 0.00021636810033263067 -0.0018747303397816913 -0.00026012875175274408 0.00091481448933261307 -0.0013254636016541772 0.0010945655138513753 0.00095179534318120065 0.00065173958493394473 -0.0015657326237102896 0.0011899599510705153 0.00021552586184179763 0.0003392616602203512 0.0021517815668268677 9.0749358452901037e-05 0.000559629589551958 -0.0012319955105841072
leaf_weight=2.8344422988593569 2.4689699185546479 2.4684564801864317 11.515471346676348 1.9989264204050403 2.9865499313455066 4.6363294012844554 5.243412781506775 1.1693740002810944 3.1042049427051159 2.7586161792278316 4.6686208853498092 1.8985896252561354 10.605627767741678 13.677355390042065 8.5922615984454733 5.5226374836638561 27.154193792259321 1.4657022021710853 7.6027243507560343 12.153404827695338 10.369690557941796 4.2394235166721046 3.6005785679444662 3.6477018650621176 93.798666415154003 3.4557800488546491 0.35673215985298146 3.8843672815710297 76.304774090647697 6.9203999172896147
leaf_count=12 297 86 47 78 42 39 21 17 145 22 179 135 45 200 50 108 1250 11 183 85 73 39 81 39 734 26 1 31 493 64
internal_value=0.0001383 -8.36482e-05 0.000271429 6.94239e-05 0.000114372 0.000466368 0.000363851 -4.26714e-05 -7.62835e-05 -5.04186e-05 -0.000486343 -0.000102025 5.53386e-05 0.000169985 -3.42336e-05 -0.000601801 7.55203e-05 -0.000134229 -0.000963374 0.00066519 3.3711e-05 -8.04998e-05 0.0004866 -0.000178929 0.0001551 -0.000724678 -0.0013467 0.00108617 0.000464248 -0.00013409
internal_weight=341.104 127.89 213.214 104.709 102.71 108.505 93.1049 125.422 122.587 121.418 23.7055 19.0369 97.7126 15.9327 87.1069 14.1149 72.992 53.8406 9.06843 19.1514 44.7722 6.99804 17.618 7.24828 100.241 6.44233 2.25532 15.3998 88.4686 12.1638
internal_count=4633 2761 1872 1177 1099 695 617 2675 2663 2646 660 481 1986 336 1941 158 1783 1637 194 146 1443 61 193 120 802 68 136 78 578 85
is_linear=0
shrinkage=0.00184769


Tree=518
num_leaves=31
num_cat=0
split_feature=16 16 17 16 12 6 2 6 8 9 19 7 7 12 10 8 16 8 5 18 15 13 6 7 5 10 18 10 19 5
split_gain=3.448 2.93017 3.18861 2.29985 2.78023 2.14974 2.50964 2.08899 2.02048 2.10394 2.00777 2.07925 1.93493 2.76893 2.04559 1.93981 3.03622 1.90404 2.30379 2.42346 1.79784 2.04174 2.23467 1.71856 2.05569 1.71791 1.70751 1.74468 2.41503 1.67834
threshold=18.594956516900002 16.094962363000004 236.15709471040003 13.534968349350001 247.65401887280004 11.085259005300001 186.79363985910004 9.1452136764500018 2.9476996444500005 31.257715529350005 12.651020723000002 24.103872582350004 25.139463727750002 96.350437043050007 69.999384342500022 5.1459841250500009 18.369957043050004 7.6440346712000009 5.3654262215500008 16.480789591400004 46.055224235250002 118.84598011460001 19.835463452400003 22.375171215700004 9.1899936892500005 71.104340634100012 16.115468395400004 80.677940036650014 12.651020723000002 24.367802910700004
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 3 12 4 17 7 10 26 9 -6 -7 -12 13 -3 -14 23 25 18 19 -1 21 -2 -23 -15 -25 -17 27 28 -5 -22
right_child=20 2 -4 5 8 6 -8 -9 -10 -11 11 -13 14 15 -16 16 -18 -19 -20 -21 29 22 -24 24 -26 -27 -28 -29 -30 -31
leaf_value=0.0014961815902652231 0.00036262117866200466 -0.0021444187459004269 0.0010427265411072121 -0.0019573675563895948 -0.0018266994785635074 0.00040531429827924287 0.0011167634636141302 -0.0021131530327622335 -0.0013395047703370622 0.00073127860485331178 0.00028463127510384089 -0.0019441374697275731 0.0018999332670017689 -0.0014379247816953366 -0.0017072351714404147 0.0019911103925926389 -0.0016531450058518452 -4.790367463318681e-05 -0.0017725428585013327 -0.0018422089124353423 -0.0016679735437477889 -0.0014543606640260668 0.00034751974997120137 -0.0018802270589033095 0.0016001481798869068 0.00021207856864425762 -0.0010445459210708958 0.00142424243501679 0.0013625672103901479 -4.9950176584570271e-05
leaf_weight=1.647454229183497 205.57294085412286 2.6289910168852755 3.4860777496360233 1.5721018924377843 1.1077246973291028 24.838654408231381 13.437778016552327 1.8561086589470495 2.1574175163987084 12.003785063745452 2.7123093786649397 2.5721526201814413 0.52965614199638178 5.0829907605657381 7.7670725034549832 2.7466770671308023 1.8721887515857814 6.6576514729531473 7.6000410048291087 1.1749783150153232 2.3842665641568592 4.1676432767417264 4.5307213962078094 0.8188512087799612 1.5455210534855721 4.5443310150876641 3.46332594496198 3.1745557156391442 1.233133293688297 13.304992500692604
leaf_count=16 1359 96 38 55 131 232 109 41 132 179 21 34 3 340 251 11 104 214 437 154 44 110 29 88 9 43 117 24 13 199
internal_value=0.000157751 -8.8719e-05 -0.000557481 7.80306e-05 -0.000297543 0.000299493 0.000478541 -0.000390776 0.000253113 0.000515168 0.000193833 -0.000800197 -0.000760066 -0.000450919 -0.00147696 -0.000182885 0.00036425 -0.000789806 -0.00126372 0.00010641 0.00028447 0.000326961 -0.000515814 -0.000856078 0.000394793 0.000882278 -5.22307e-05 0.00052249 -0.000497981 -0.000295838
internal_weight=348.192 118.232 31.0224 87.2092 32.3491 54.8601 43.5609 11.2992 15.2689 13.1115 30.1231 5.28446 27.5363 19.2396 8.29673 16.6106 9.1632 17.0801 10.4225 2.82243 229.961 214.271 8.69836 7.44736 2.36437 7.29101 9.44312 5.97979 2.80524 15.6893
internal_count=4633 2892 983 1909 1263 646 396 250 442 310 287 55 945 691 254 595 158 821 607 170 1741 1498 139 437 97 54 209 92 68 243
is_linear=0
shrinkage=0.00177594


Tree=519
num_leaves=31
num_cat=0
split_feature=16 16 17 16 2 8 4 12 7 5 0 9 10 8 17 13 2 2 5 9 18 14 3 16 8 7 4 5 0 18
split_gain=3.58385 2.6909 2.28808 2.11073 2.016 2.02266 1.96347 3.22899 2.31269 2.49578 2.16723 1.86257 3.92468 3.15638 2.98471 1.77671 1.74083 1.87071 2.99142 3.85726 2.73007 2.36685 1.75992 2.6613 1.68897 1.66753 1.70824 1.64672 1.62257 2.17861
threshold=18.594956516900002 16.094962363000004 236.15709471040003 13.534968349350001 219.56639384385002 7.6440346712000009 309.25865594525004 249.73381652755003 23.131311951800004 31.373072367600006 92.464140480550014 191.61296531520003 71.053259929650025 5.1459841250500009 191.75825325995004 92.146902421150017 186.79363985910004 83.274686722450014 16.043149448600001 201.16241229375001 15.152522491700003 260.23832086035003 79.47351079420001 14.504966081100003 2.9476996444500005 26.168093931450006 371.16724128940001 5.3654262215500008 86.09518316945001 13.988302431200003
decision_type=2 2 2 2 2 2 2 2 2 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 4 5 27 28 -8 9 -9 -10 13 14 -3 -13 -5 17 -17 21 20 -20 22 23 -19 -6 -18 -27 -1 -2 -30
right_child=6 2 -4 15 24 -7 7 8 10 -11 -12 12 -14 -15 -16 16 25 18 19 -21 -22 -23 -24 -25 -26 26 -28 -29 29 -31
leaf_value=8.0807318487909135e-06 0.00014146168995906734 -0.00095300719911576562 0.0009360832152791002 -0.0016898893929991527 0.00040841688009007264 -5.8016974365610366e-05 -0.002143263324910221 -0.0025477251792527674 0.00042796235284058205 0.00035659245428390095 -0.0014221402878787574 0.0015777767156875718 -0.0018408555393705716 0.0011047455533350723 -0.0021596438538173733 0.00071322186679022227 0.0011687959815276114 0.00096797627315212511 -0.00091348774131653479 -0.0029715175935402906 0.0025430166982769098 -0.0015867865061415301 0.0013875042051783794 -0.0015734362399443193 -0.0014681881705819807 0.00065845520019434641 -0.0020943051879745724 -0.0020255630561068329 0.00069606449200160063 0.0001832974706673509
leaf_weight=1.9671280703623795 64.240761200198904 7.7795007770182618 3.2094652648083857 1.6000177892856289 13.034975953167303 6.4455770931672305 2.6374533828347912 2.4104394849855444 26.377545043826107 2.001114905346185 2.5675196852535001 2.608846942428499 10.697872214950619 4.2646998912096024 1.1323473658412693 12.382706221193073 13.768905559089037 3.7004803698509949 3.8465910304803392 2.8268912276253104 1.0819330811500547 2.0899263904429963 5.8450776448007673 2.5872538513503969 2.0511790538439518 2.4302076827734704 1.2675592210143802 5.8387172932270914 85.902375526726246 47.578920758329332
leaf_count=158 503 498 38 76 334 211 87 51 221 47 42 39 323 20 65 86 135 23 108 30 2 43 39 44 153 21 39 407 461 329
internal_value=0.000181627 -0.000100345 -0.000596803 7.77631e-05 -0.000336516 -0.000854985 0.000317305 -9.56571e-05 6.62438e-05 -0.0012303 0.000263852 -0.000782571 -0.00124818 -0.000224383 0.000446572 0.000305248 0.000366841 0.000115653 -0.000221024 -0.00118145 -0.000154699 0.000302677 0.000628145 -7.77548e-05 0.000153266 0.000860986 -0.000285165 -0.00151307 0.000392482 0.000513291
internal_weight=346.174 112.458 29.6927 82.7651 29.3376 14.2514 233.716 35.9941 33.3566 4.41155 28.9451 26.4833 14.4391 12.0442 3.74119 53.4276 51.8275 34.3609 21.9782 7.75542 4.92852 14.2227 12.1328 6.28773 15.0862 17.4667 3.69777 7.80585 197.722 133.481
internal_count=4633 2892 983 1909 1263 776 1741 448 361 98 263 945 427 518 104 646 570 375 289 140 110 149 106 67 487 195 60 565 1293 790
is_linear=0
shrinkage=0.00192234


Tree=520
num_leaves=31
num_cat=0
split_feature=16 16 18 7 12 13 8 17 10 8 16 7 5 17 18 10 4 16 5 0 8 2 17 4 15 6 9 4 18 10
split_gain=3.35356 2.25191 2.58293 2.55994 2.97104 2.36435 2.37808 2.22526 1.96504 1.92909 2.92247 2.02144 2.36955 1.87583 2.23823 2.16803 1.79718 2.913 3.37008 2.77466 2.36992 2.3044 1.88723 3.93587 1.7885 1.58396 1.71613 2.72909 3.75112 2.27869
threshold=18.594956516900002 16.094962363000004 17.549283450150003 25.139463727750002 96.350437043050007 95.937628385050019 2.9476996444500005 162.04221493815001 70.311245485600026 5.1459841250500009 18.369957043050004 22.375171215700004 9.1899936892500005 211.79441883225005 17.108018746400003 81.573196594050017 309.25865594525004 22.624947093000003 21.363989181350004 87.261973998100004 8.1436447804000007 226.19683278270003 203.09927826650002 377.6847677435 19.198394745150004 14.355335410100002 206.78020849415003 181.92062232470002 15.534793034950003 77.209829048350016
decision_type=2 2 2 2 2 2 2 2 2 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 6 -1 -7 -5 11 -11 -6 -13 14 15 25 -2 18 20 -19 -18 -20 23 -23 -10 26 -9 -28 -29 -30
right_child=16 2 -4 8 9 7 -8 13 24 10 -12 12 -14 -15 -16 -17 17 19 21 -21 -22 22 -24 -25 -26 -27 27 28 29 -31
leaf_value=-0.00012009544532740938 0.00036382976154164965 -0.0023629995219856034 0.00093132947956951144 0.0016636085542757954 -0.0015521646896055215 -0.0021849440150255102 -0.0015186986646283449 0.00068589324978571297 0.00090690829481042542 0.0010420210046533796 -0.001587513131235153 -0.0020708348696193003 0.001955928177666059 -0.0016065780280288672 0.0018333270117840638 -0.0016526377016432728 8.6861348851436759e-05 -0.00039455593803098524 -0.0023207075158344264 0.0013423332960512718 -0.0028500562684984801 0.00041353620612183146 0.0010039137972249997 -0.0021653434179424317 -0.0021836607394567216 -0.00092349869452227663 0.0013528507467048853 -0.0028974539263728108 0.0010385165161671673 -0.0011538357792786127
leaf_weight=21.380321985285267 200.15190526051447 2.4964087218977573 3.9736981717869631 0.64661834388971229 4.9617901123128858 1.3881283220835019 5.9818225539056575 34.745066709816456 0.79669565707444956 7.806016054004429 2.0522065409459174 0.84568013017997179 1.6739623295143244 1.868511490523814 3.851830815896391 2.1301442030817261 1.5141703467816139 6.2655017869547001 1.6888138279318834 8.1173601225018484 3.4937821980565786 7.1793619843665528 5.619363645091652 3.3309463262557983 7.4681729511357844 3.4162791267735875 3.423222165554761 2.2559593115001899 3.8294124230742455 3.4783959202468395
leaf_count=757 1293 96 37 4 340 62 438 267 9 54 104 88 9 32 21 102 20 98 37 55 55 46 54 83 242 129 17 30 19 35
internal_value=0.000155034 -0.000111412 -0.000550419 -0.000755237 -0.000363052 5.22924e-05 -0.000425854 0.000268947 -0.0016282 -7.51169e-05 0.000494625 -0.000825862 0.000604406 0.000326682 0.000389912 0.000285558 0.000290266 -0.000105443 -0.000540932 0.000585705 -0.00196207 -0.000141516 8.66503e-05 -0.000403767 -0.00188574 0.000366277 0.000458589 -0.000149536 -0.000687295 -5.00692e-06
internal_weight=357.832 120.47 32.7212 28.7476 19.8361 87.7491 27.3621 60.387 8.91149 17.3397 9.85822 7.48143 2.51964 58.9988 57.1303 53.2785 237.361 37.2093 22.8264 14.3829 5.00795 17.8185 16.1297 10.5103 8.26487 51.1483 47.7321 12.987 9.56377 7.30781
internal_count=4633 2892 983 946 691 1909 1195 714 255 595 158 437 97 652 620 599 1741 448 295 153 75 220 183 129 251 497 368 101 84 54
is_linear=0
shrinkage=0.00196078


Tree=521
num_leaves=31
num_cat=0
split_feature=6 6 10 0 19 17 3 3 19 4 9 9 6 16 0 5 10 3 8 0 10 3 12 7 6 4 16 16 8 5
split_gain=0.416914 1.79679 1.06482 1.18344 1.57986 1.22573 0.989691 1.75555 2.25239 2.10049 1.46084 2.46233 1.42545 2.06708 1.40236 2.19381 1.09712 1.57467 1.37072 0.989708 0.971535 1.38547 1.24295 1.01576 1.16871 0.895139 0.88406 1.24038 0.884048 0.8436
threshold=13.665319288000001 13.775321858200002 78.196493182200015 97.615226258450022 13.351077205700003 166.68115439205005 85.589753040950015 84.812788641250009 12.851036860900001 158.18845385165005 206.50942114985003 214.52351813370004 14.195331671650001 16.684960983300005 93.501885318850015 18.811785479000005 71.104340634100012 83.613736315050019 7.943800736700001 93.047535894850014 68.327163385350005 87.963661570150023 143.62136700335003 20.797746106000002 13.115306437050002 296.43037955425007 18.764956119400004 15.124964631250002 1.3489472949000001 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=2 25 3 5 28 -1 7 10 -9 -10 16 12 -12 -14 19 -16 -3 -18 -19 29 21 -7 -22 -23 -25 -2 27 -13 -5 -8
right_child=1 6 -4 4 -6 20 14 8 9 -11 11 26 13 -15 15 -17 17 18 -20 -21 22 23 -24 24 -26 -27 -28 -29 -30 -31
leaf_value=-0.048627997343862563 0.011031455605157812 0.034409140254167962 0.0030272904293223743 0.014192317762900275 0.0027814967850675267 -0.04216337088599726 -0.029189656423361222 0.037739697054673484 0.011328613657208803 -0.050712733454379676 -0.05783103106494783 0.017866032251564544 0.022477901756290393 -0.050029870894482041 0.035227010456690896 -0.010197210829123379 0.0083180600966709251 0.016211383094516758 -0.046930016537940857 -0.024662504087005151 -0.030200121485480753 0.022221531787585378 0.017208508466867327 -0.057056026766809841 0.011630854304961828 0.042241775800176948 0.027489041100652641 -0.036161865822094394 -0.04038034414173429 0.0024098237303157512
leaf_weight=0.94393916451372462 4.3012403771281233 2.1973609607666793 30.37928298713814 0.59951098007149806 3.1713353507220745 1.8647456523030985 1.5423682997934509 0.87317643407732148 1.2972299195826051 4.1153523183893412 2.4484677230939251 1.6196143608540299 1.4291976690292361 1.4134514585603026 5.5228302218019945 2.9471940891817212 14.001798907294871 0.92015231214463655 1.9140489948913453 2.5395098254084578 1.159984748926943 2.1272829547524457 7.2263895164942369 0.85790136107243575 0.93647453002631664 2.7058047205209732 2.2089389637112617 1.4607180873863397 5.1063395880628377 153.21050243868376
leaf_count=39 27 11 1491 18 35 54 14 8 8 192 39 13 6 50 33 38 69 7 64 18 48 19 115 19 21 31 8 37 197 1904
internal_value=0.00105566 0.00191964 -0.00226006 -0.0089545 -0.0212755 -0.0017191 0.00118427 -0.00521554 -0.0256217 -0.0358433 -0.000884175 -0.0135488 -0.0340546 -0.0135752 0.00257029 0.0194214 0.00615591 0.00246842 -0.0264305 0.00166288 0.00140514 -0.0119952 0.0106511 0.00234978 -0.0212087 0.0230835 0.00696417 -0.00775443 -0.0346464 0.00209488
internal_weight=263.042 208.669 54.3732 23.9939 8.87719 15.1167 201.662 35.8995 6.28576 5.41258 29.6137 10.5804 5.29112 2.84265 165.762 8.47002 19.0334 16.836 2.8342 157.292 14.1728 5.7864 8.38637 3.92166 1.79438 7.00705 5.28927 3.08033 5.70585 154.753
internal_count=4633 2577 2056 565 250 315 2519 512 208 200 304 153 95 56 2007 71 151 140 71 1936 276 113 163 59 40 58 58 50 215 1918
is_linear=0
shrinkage=0.0425139


Tree=522
num_leaves=31
num_cat=0
split_feature=6 6 10 0 0 7 9 7 0 6 9 2 5 6 10 6 9 17 5 7 9 0 17 9 7 10 0 19 13 7
split_gain=3.55832 3.15764 2.22296 3.50928 3.02775 2.19714 1.94659 1.82261 1.70724 3.39078 1.64596 1.5619 1.90539 2.02285 2.50667 2.75803 2.50073 2.46493 2.29288 2.8195 1.83217 1.76206 3.31483 1.92892 2.46815 1.53049 2.16124 2.45669 1.91771 2.58725
threshold=13.665319288000001 13.775321858200002 70.182199495350019 95.988709089550014 85.990333302400003 22.747724408400003 206.50942114985003 22.580797808900005 94.625660817400004 14.745344522600002 211.24289424260004 314.93386866815007 30.133297129900004 16.375382608200002 59.98487780655001 16.845393589950003 66.544071737050004 162.43086425485004 24.225659292200003 23.209106085000005 194.03220695150003 85.866664228400012 189.90635174060003 186.16747084260001 22.375171215700004 78.196493182200015 97.615226258450022 13.351077205700003 98.255079293500017 24.374195395050005
decision_type=2 2 2 2 2 2 2 2 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 4 5 11 -4 -5 -6 -7 -10 -8 12 13 16 17 18 -3 -15 21 -20 -18 23 -23 24 -16 26 -1 -28 29 -27
right_child=1 2 3 6 7 8 10 -9 9 -11 -12 -13 -14 14 15 -17 20 -19 19 -21 -22 22 -24 -25 -26 28 27 -29 -30 -31
leaf_value=-0.00012662753171192723 0.0013364003160164148 0.00094130941305160961 0.0019267502452267804 0.00062628978718003853 0.0012156873101612871 -0.002318802901443887 -0.0019740538654710997 0.00041041481323749655 -0.0016457513702117911 0.00081991178118856001 -4.556014933415226e-05 -0.0020425797619121029 0.00087728455764670354 0.00080376377013900713 0.00027271601328951369 0.0014416552788501691 -0.00233387297397634 -0.0017509038537963607 -0.0021761364325091981 0.00013740597178326654 0.000468743232985541 -0.0017792344261139932 0.00067989240704401023 4.6163253359179426e-05 0.0020573649479836897 0.00076855758897190077 -0.0016835832641070199 0.00014373623547172759 0.00051927268278627249 -0.00055374257552932241
leaf_weight=21.979281624080613 9.8919744566082937 1.7192978486418713 0.89048291300423343 16.311602629721168 11.3204851411283 3.5844501587562254 2.0879490431398136 125.88333687372506 5.6576253743842226 3.2421920038759708 7.5468616774305701 1.3622135606128711 8.7451098538003844 1.9299307747278351 6.5770818665623683 5.7305601006373754 4.0461395035963506 5.0421794864814728 3.5820819546934208 4.2634998522698879 1.0953266303986309 4.1236789524555189 3.9813157171010971 18.031663749366999 5.0721079930663109 7.0479103461839285 8.8342501805163902 3.927567856386303 18.759815836092457 24.394915040349588
leaf_count=315 58 12 11 70 55 105 29 821 202 24 70 77 129 60 29 67 145 202 197 48 14 26 17 94 15 102 215 35 237 1152
internal_value=0.000160069 0.000271024 0.000229175 -0.000190696 0.000306866 -0.00099057 0.000221619 0.000476857 -0.00119866 -0.000747513 -0.000463482 -2.86378e-06 3.47144e-05 -7.83063e-05 3.78199e-05 0.000184638 -0.00106568 -0.00104375 2.67767e-05 -0.000918895 -0.00173681 0.000223129 -0.000571268 0.000440057 0.00104976 -0.000181793 -0.000491978 -0.00112121 3.28605e-05 -0.000257349
internal_weight=346.663 261.719 251.827 39.3212 212.506 13.3748 25.9464 137.204 12.4843 8.89982 9.63481 75.3022 73.94 65.1949 58.3341 51.362 6.86076 6.97211 45.6314 7.84558 5.14147 37.7858 8.10499 29.6809 11.6492 84.9437 34.7411 12.7618 50.2026 31.4428
internal_count=4633 2577 2519 511 2008 342 169 876 331 226 99 1132 1055 926 755 493 171 262 426 245 159 181 43 138 44 2056 565 250 1491 1254
is_linear=0
shrinkage=0.00192234


Tree=523
num_leaves=31
num_cat=0
split_feature=16 6 15 15 16 9 6 0 5 18 12 10 7 17 10 17 18 0 9 8 16 5 19 5 5 5 13 5 17 5
split_gain=2.78847 2.23296 2.01022 1.97852 1.5998 4.14871 2.01512 2.80386 2.33917 2.2083 5.92218 2.14022 2.28978 2.92526 2.14454 2.0266 1.77243 1.76544 2.80129 2.85709 2.29818 2.09778 1.72239 1.50499 2.27077 1.87641 1.44237 1.6405 3.50737 1.29048
threshold=18.594956516900002 15.635365317800002 32.548041893900006 46.055224235250002 18.369957043050004 187.45330412110005 13.665319288000001 98.752444047600008 16.043149448600001 14.951081515600002 191.62027512645003 78.196493182200015 22.958251375150002 204.73764675200002 75.981203682750007 186.51219468755002 14.365787915650001 102.75018128760001 79.152871027700016 1.9484794260000002 17.874958200600002 11.926356180100003 12.751028791950002 24.367802910700004 24.458659404000002 25.361845021250002 118.84598011460001 30.133297129900004 162.43086425485004 13.153721664750002
decision_type=2 2 2 2 2 2 2 2 2 2 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 26 6 -6 11 8 -8 15 -11 12 16 -14 -15 -10 22 21 19 -19 -20 -13 -1 -5 -25 -26 -2 28 -28 -23
right_child=3 -3 -4 23 5 -7 7 -9 9 10 -12 17 13 14 -16 -17 -18 18 20 -21 -22 29 -24 24 25 -27 27 -29 -30 -31
leaf_value=-0.0011749644668478166 0.00034747723399119611 -0.0015859708805601325 -0.0020383083202387292 -0.0017874594752113396 0.0022166221667862043 -0.0023185828329918218 0.0015366853130345972 -0.0017349985239573482 0.00029399030637955725 -0.0021450052587158523 0.0013938999951133586 -0.0020324042170077063 -0.0022357142680392598 -0.0020716355419819329 0.00095412829243735899 0.001810821360067565 0.00093205989328753742 -0.00024171823830571485 -0.0013911844009689206 0.0016187580721811099 0.0021780683574542572 0.0013773462388642691 0.00060834224677699424 0.0016994274637117742 -0.001539839143952797 0.00010837226149479087 0.0011335790695678266 0.00092084267321043516 -0.0022366260831216496 0.00031375088882348699
leaf_weight=6.134864996653052 212.0221360377036 3.5913013355457215 1.840189609909429 2.4069386501796535 0.98863086104392905 3.0294361365959048 6.9278485849499694 2.125045344233512 15.160187112865975 4.0862631369382134 3.0530401840806007 1.1535535529255891 5.6807906103786063 1.3074833275750282 2.5613089147955179 4.1449792091734698 4.0757130612619212 12.488852474256424 8.480737662641328 4.035987007431685 0.72350706905126649 6.0273011103272465 2.9705076203681529 2.0982293570414177 3.9734294549562019 7.1375459067057818 1.7139918142929662 2.0599925136193633 3.4140664129517972 14.024668874219058
leaf_count=143 1359 371 106 44 3 124 39 35 182 42 20 89 164 39 28 16 52 630 503 27 3 47 44 18 74 107 17 19 103 185
internal_value=0.000151701 -9.41008e-05 -4.58418e-05 0.00027167 -1.22597e-05 -0.00120271 3.32252e-05 0.000406011 0.000542344 0.000281849 -0.000631634 -0.000156725 -0.000640887 -0.0013577 -6.84481e-05 0.000619667 -0.000121565 7.77577e-05 -0.000260713 0.00021268 -0.00111062 0.000488432 -0.000593184 -0.000389433 -0.00013469 -0.00048105 0.000318766 -0.000528115 -0.00111018 0.000633451
internal_weight=349.439 114.612 111.021 234.826 109.181 4.01807 105.163 35.4974 33.3723 26.4445 7.1393 69.6653 22.7307 9.54958 3.86879 19.3052 13.1811 46.9346 25.7291 16.5248 9.20424 21.2055 9.10537 15.6161 13.2092 11.111 219.21 7.18805 5.12806 20.052
internal_count=4633 2892 2521 1741 2415 127 2288 334 299 260 62 1954 470 231 67 198 239 1484 1163 657 506 321 187 243 199 181 1498 139 120 232
is_linear=0
shrinkage=0.00192234


Tree=524
num_leaves=31
num_cat=0
split_feature=16 16 12 16 18 2 7 13 8 16 7 5 10 0 6 10 10 0 2 10 18 7 3 9 6 9 2 2 17 19
split_gain=2.56191 2.66325 2.39505 2.0427 1.98732 1.87217 1.85661 1.77341 1.72438 3.54951 1.81766 2.13441 1.76001 1.7165 1.7556 2.72806 1.76842 2.14612 2.49928 1.70245 2.20753 1.60144 1.91942 1.64235 1.58114 1.56268 1.54711 1.67083 2.39149 1.94273
threshold=18.594956516900002 16.094962363000004 96.350437043050007 13.534968349350001 18.281462078100002 219.56639384385002 25.139463727750002 92.146902421150017 5.1459841250500009 18.369957043050004 22.375171215700004 9.1899936892500005 71.104340634100012 86.09518316945001 16.375382608200002 62.186725015400008 62.068432857650002 85.931187223550012 116.68694986600001 70.311245485600026 17.142803710550002 22.721067571950005 93.394346993650018 193.49750438550004 12.535292885100002 193.24048816455004 186.79363985910004 170.01157529015003 172.18378740490002 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 3 -3 5 6 -1 8 -5 10 12 -4 -12 -10 14 15 -2 17 -16 -19 -8 -21 22 23 -15 -23 -14 27 28 -9 -30
right_child=13 2 4 7 -6 -7 19 26 9 -11 11 -13 25 21 16 -17 -18 18 -20 20 -22 24 -24 -25 -26 -27 -28 -29 29 -31
leaf_value=-0.00093751183327558788 -0.0026360381086561495 -0.0024584838053303263 -0.0016217353166689283 -0.0019160263022506268 0.0019553514431465907 0.00016874502385598889 0.0017853064287954423 -0.0023172349061217493 0.0023640979764050431 -0.0019609358351420515 -0.0022271684874083184 0.0019964051656783223 0.0015447997536878536 0.0010390451888798147 0.00012550098360201493 0.00043790758520064182 0.0010976071779838815 0.00058326739611981755 -0.0023259694833782248 -0.0023064685154370363 -3.8131642116641317e-05 -0.0010702057575976507 0.0023054721580513839 -0.00049677249742921992 0.00037175784522427784 -0.00092620593348193372 0.00094018638830664701 -0.0017586873302078711 0.0012378463576178682 6.0205714887202845e-05
leaf_weight=12.759777528350243 2.6219903999008229 2.8081354789901551 5.020482887921399 1.4594438327476371 1.4416063339449454 14.01538205356337 0.71357728540897269 1.4808185265865201 2.9565381892025453 2.1043144385330379 0.78010281058959696 1.5813677655532954 2.1937686763703823 12.172313362360006 56.4975799722597 2.427526299841702 7.2072020943742237 2.0566713437438002 3.4552443847060204 5.7998490650206787 2.7667277371510863 3.4039879366755477 3.7989227175712577 4.051907703280448 134.65724950563163 2.2773621995002031 16.644604493398219 1.8716471465304483 8.6350546544417757 20.965560843702406
leaf_count=776 41 101 340 76 16 487 4 74 11 104 88 9 8 63 538 15 47 9 44 221 46 35 29 21 899 35 195 40 50 211
internal_value=0.000169498 -9.59564e-05 -0.000619933 0.000108995 -0.000433113 -0.000358445 -0.000564564 0.000354128 -0.000152508 0.000434615 -0.000910635 0.000601164 0.00111329 0.0002932 3.11762e-05 -0.00115826 0.000117948 4.08483e-06 -0.00124044 -0.00131557 -0.00157387 0.000416296 0.00096853 0.000655483 0.000336205 0.000286198 0.000420929 0.000158652 0.000274109 0.000403746
internal_weight=340.627 108.276 30.4438 77.8323 27.6357 26.7752 26.1941 51.0571 16.9139 9.53198 7.38195 2.36147 7.42767 232.351 74.2662 5.04952 69.2167 62.0095 5.51192 9.28015 8.56658 158.084 20.0231 16.2242 138.061 4.47113 49.5977 32.9531 31.0814 29.6006
internal_count=4633 2892 983 1909 882 1263 866 646 595 158 437 97 54 1741 694 56 638 591 53 271 267 1047 113 84 934 43 570 375 335 261
is_linear=0
shrinkage=0.0020895


Tree=525
num_leaves=31
num_cat=0
split_feature=16 16 0 6 13 10 10 13 2 2 5 18 7 2 15 5 2 15 13 7 17 19 3 17 18 0 9 13 7 16
split_gain=3.01468 3.60419 2.91956 3.1199 3.25711 2.47247 2.87096 3.8621 2.39784 2.12253 4.46692 1.80868 2.24023 2.5169 1.99593 2.96572 2.05683 1.73653 2.39763 1.65269 3.28891 2.56605 2.25613 2.13447 1.6518 1.55531 1.54785 1.49427 1.49403 1.43053
threshold=20.394952307700002 20.034953149600003 86.345209775600011 16.375382608200002 117.39690118230001 66.859265246100009 66.235542959850008 113.98793627290001 325.13486840910008 151.08605618930002 22.458857822500004 13.304953393500002 23.109894804950002 127.74713841330002 37.050691080100002 20.201591378100002 195.72231170465002 45.102215827400009 117.61735474900001 23.131311951800004 189.31980273685002 14.351157895250003 93.571785230250015 192.92322630085002 13.154691941050002 109.03310793845002 201.65416293750005 116.67639440335002 27.902905420600003 22.674946976100003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 8 3 4 -2 6 7 -4 27 29 -11 24 -13 -14 15 -15 -17 -16 -19 20 21 22 -12 -22 -9 -10 -21 -1 -27 -5
right_child=2 -3 5 9 -6 -7 -8 11 25 10 19 12 13 14 17 16 -18 18 -20 26 23 -23 -24 -25 -26 28 -28 -29 -30 -31
leaf_value=9.0541654161543618e-05 0.00043225287177678156 -0.002010534542745955 -0.00098665599178617957 0.00069470944016978555 -0.0024819112907691985 -0.0011083177297668025 0.0017063361623993695 0.00057940351201154539 -0.0016342729429991124 -0.0029379433444144064 0.00080142358733966453 -0.00059208898445792973 0.0015745777096933039 0.00075952251307649806 0.00081909693274064943 -0.0026255735742162696 -0.00028868927048974699 -0.0014470176221984142 0.00098836548648771529 0.00083770481269068795 -0.0026297866137241733 0.0011551086265170966 -0.0024534997957877734 -0.00011185935868180827 0.0018494399465353369 0.0012813354872381996 -0.00035937790564870124 -0.0019699142352326013 -0.0019992362734890835 9.817749588164315e-06
leaf_weight=148.23590026755119 2.4176882281899443 3.3007898144423953 5.8734214622527352 29.788938781246543 3.425308782607317 3.1547120530158272 8.2320383936166746 7.4258330017328245 5.1432523651164948 2.0642374753952017 1.3707297742366811 6.3876994028687468 8.4923819303512555 5.3252927102148515 33.193152505904436 2.3275653943419456 3.461986243724823 3.1850934922695151 2.8133419379591942 10.506965899839999 3.3420842061750591 4.7590372140984982 1.8477294472977517 1.9818987562321124 7.7168807536363602 1.6261153910309079 6.4368375316262236 1.3121685974765558 0.7494284965796395 18.127754023298621
leaf_count=2857 12 42 38 170 52 30 39 34 216 18 7 35 80 28 169 16 35 43 10 61 56 44 39 21 34 16 77 148 93 113
internal_value=0.000170004 -2.25722e-05 0.000338158 8.00741e-05 -0.0012761 0.000565775 0.0006217 0.000518121 1.92052e-05 0.000178846 -0.000201936 0.000628146 0.00048912 0.000606578 0.000443168 -0.000275843 -0.00122818 0.000647081 -0.000304792 -1.52039e-05 -0.000522372 0.000258519 -0.00106724 -0.00169247 0.00122663 -0.00104008 0.000382941 7.24627e-05 0.000246392 0.000435602
internal_weight=344.026 160.368 183.659 86.0692 5.843 97.5894 94.4347 86.2026 157.067 80.2262 32.3095 80.3292 65.1865 58.7988 50.3064 11.1148 5.78955 39.1916 5.99844 30.2453 13.3015 7.9775 3.21846 5.32398 15.1427 7.5188 16.9438 149.548 2.37554 47.9167
internal_count=4633 3372 1261 670 64 591 561 522 3330 606 323 484 416 381 301 79 51 222 53 305 167 90 46 77 68 325 138 3005 109 283
is_linear=0
shrinkage=0.00192234


Tree=526
num_leaves=31
num_cat=0
split_feature=5 13 16 2 5 13 13 15 13 3 2 9 8 9 6 6 17 8 18 6 13 3 10 19 0 12 5 10 3 15
split_gain=0.482296 0.904737 1.63416 0.954284 0.865284 0.74095 0.994038 0.727012 0.720859 1.23152 1.19667 0.851832 0.866353 0.705737 0.690595 1.21261 1.08214 1.057 1.15976 1.09028 0.938402 0.810388 1.03886 0.747839 1.67017 1.33276 1.2124 0.97286 2.19384 1.77824
threshold=12.306951632950001 92.792132372400019 16.024962526700005 173.47633273965002 13.252098438300001 101.03763345850001 98.255079293500017 22.504462263300002 92.146902421150017 73.029276655500027 168.84984911130002 72.978853106700015 0.84933718570000016 38.283670303850009 13.005303866850001 12.410289964450003 218.22336811130003 7.7439566930000003 13.602243858600003 11.215262042800001 101.03763345850001 85.000980710400015 74.257902021100008 10.550851274900003 99.403050915200012 94.177001085000015 16.546942136250003 70.182199495350019 83.613736315050019 24.474073043650005
decision_type=2 2 2 2 2 2 2 2 2 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 7 5 6 -2 -4 9 10 -1 12 -12 -9 15 17 -17 18 -6 -19 21 22 -20 -16 26 -26 -25 -28 29 -29
right_child=4 2 3 -5 14 -7 -8 13 -10 -11 11 -13 -14 -15 23 16 -18 19 20 -21 -22 -23 -24 24 25 -27 27 28 -30 -31
leaf_value=-0.045835746842697443 -0.0053730141402665819 -0.049038483909555904 0.042536798918283526 -0.047801427844409002 -0.02809469524026157 -0.0083901348899992519 0.037038270248612185 -0.048225806503472329 0.02506068814058501 -0.046874861452735325 -0.046827081713092258 -0.045933467311143547 0.019572362403538823 0.01039590040038414 0.034145229530419742 -0.048623293211833514 0.024641072750549262 -0.0023188708213291607 -0.049366517554786681 -0.038777777532709688 0.033144536064185715 0.043134782526053718 0.0041217584825985996 0.016636284580937868 0.018272859062177915 -0.051318543322861065 0.0027960542877586451 -0.017497917821902811 -0.022277170350009375 0.012252465928971293
leaf_weight=0.90397148134070615 1.5724170405883331 2.4055438133655107 0.94414308248087842 0.73684305418282736 1.8353652325458885 1.781292652711272 4.0133640822023153 0.56936877884436432 2.1782113979570559 1.1838361158734185 0.43383401667233545 0.51613717590225849 5.4260630563949235 1.598571134265512 1.474404023378155 2.1772655479144301 0.50837622210383404 4.3093742677010587 0.83621787931769898 2.7448287570150569 2.8382398812100282 0.91821605665609229 6.6106675220071338 11.405527478083966 0.77073116134852115 2.0832705106586218 172.42946334612498 5.9233597759157481 10.847707740264012 13.396626244764773
leaf_count=287 35 148 12 82 40 28 49 42 42 107 112 147 236 52 26 99 5 53 36 103 23 8 164 96 9 71 2046 31 346 98
internal_value=0.0012351 -0.00615667 -0.0198043 -0.00153316 0.00173775 0.0170019 0.0250993 0.00942171 0.00186419 -0.00410554 0.00284938 0.00975179 0.0146565 -0.00499999 0.00127135 -0.00622026 -0.0347548 -0.0024063 0.0052215 -0.0165052 0.0106795 0.00305716 -0.00188449 0.00205295 0.00183476 -0.0325252 0.00229299 0.00148552 -0.00600513 0.00313123
internal_weight=265.373 16.8965 6.25447 3.84893 248.477 7.36707 5.58578 3.11208 10.6421 8.46384 7.28001 6.37603 5.8599 2.16794 241.11 22.7786 2.68564 20.0929 13.0387 7.0542 11.2033 8.3651 7.44689 218.331 216.857 2.854 214.003 202.597 30.1677 19.32
internal_count=4633 1267 336 188 3366 112 84 106 931 889 782 495 348 94 3254 531 104 427 271 156 231 208 200 2723 2697 80 2617 2521 475 129
is_linear=0
shrinkage=0.0452143


Tree=527
num_leaves=31
num_cat=0
split_feature=3 4 15 5 5 12 7 7 2 6 2 3 5 5 14 19 12 8 8 15 10 19 19 9 7 5 17 6 2 2
split_gain=0.442843 0.825429 0.43088 0.624831 1.83395 1.18384 1.02568 2.15461 1.42749 1.02688 0.870112 0.838306 0.800895 1.55898 1.14171 1.43566 0.700094 1.03547 1.11529 1.00483 1.59698 1.37756 0.870145 1.79997 2.58078 2.05675 1.39621 1.38252 1.15217 2.88281
threshold=108.48197402175002 160.20223982390002 51.19990836680001 25.834968130800004 24.453399453300005 270.40131768760006 21.698399695800003 20.714163848350005 305.67240907785003 16.505385645700006 263.5517324101001 93.216908757050007 36.806659819600007 30.922794813800003 121.36406917505002 13.051052998800001 58.770113158150004 8.8430989333000021 8.7431769115000026 31.028113015250003 62.425997789000007 14.451165964200003 14.451165964200003 188.55070358395002 22.791048179400004 22.744024947450004 188.27285108100003 16.575387281250006 131.42729508740004 156.97960885415003
decision_type=2 2 2 2 2 2 2 2 2 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 16 -6 7 8 9 -5 -7 -12 13 14 -11 -16 -1 18 22 -19 21 -21 27 26 -25 28 -24 -18 -26 -30
right_child=1 -3 -4 6 5 10 -8 -9 -10 12 11 -13 -14 -15 15 -17 17 19 -20 20 -22 -23 23 24 25 -27 -28 -29 29 -31
leaf_value=0.026614377966537716 0.02026591324191649 -0.040685409256580894 -0.022751166555203962 0.035912622340962229 -0.037090404934634578 0.016344564385554414 0.028574655828430086 -0.046028688717404016 -0.042501567137183408 -0.051412989992789197 0.00585498585132404 -0.043392906860695434 0.045409592614730467 -0.037191943398426471 -0.040819465057149187 0.031251523953526116 0.00049928653693872584 -0.038005855757795672 0.015153642377709718 -0.00023824211024068624 0.010931601586102084 -0.053179767922340214 -0.0022928337645196127 -0.026959900755739903 0.012312043693705855 0.022724624442311825 0.029455068360095007 -0.021313111608320022 -0.050894279222400612 0.000529315714559721
leaf_weight=1.6743570454418648 0.51678078836994146 1.0123798684653591 1.1618937646853726 2.4520777305588091 3.113249397603794 1.708111076615751 3.268071176018565 1.2019922516774375 0.73247737495694387 0.38030380010604892 0.96972182393074069 1.179779903963208 0.68167775869369496 1.2842051479965446 0.50132007582578841 2.8182935775257647 175.62085959906108 1.8195870944764445 9.0591696845367533 1.5076676681637766 4.0152379982173443 1.5197083810344336 2.99003718793392 4.2344212122261551 6.0945342071354451 7.9106721319258204 7.4423254951834679 4.5915268070530137 2.0546728000044814 9.1741082922089827
leaf_count=11 14 175 63 24 143 8 39 37 44 4 6 38 2 21 60 97 3306 50 61 13 30 31 23 31 37 64 56 37 14 94
internal_value=0.000968948 -0.0200869 0.00109223 0.00119879 0.000751765 -0.0190894 0.00947713 0.00326843 0.00996361 0.0146976 -0.0045619 -0.0211753 0.00551598 5.97319e-05 0.0129894 0.0203675 0.00132876 0.0011509 0.00165985 -0.0120104 -0.00529405 -0.0268143 0.00110449 0.00634793 0.0013889 0.006146 0.0203557 -5.64589e-05 -0.00142461 -0.00888031
internal_weight=262.691 1.52916 261.162 260 246.68 6.97086 13.3204 10.0523 8.85036 8.11788 3.85761 2.1495 5.6658 4.98412 3.69992 3.31961 239.709 238.035 229.172 8.8622 7.04261 3.02738 220.113 39.9008 29.4684 25.234 10.4324 180.212 17.3233 11.2288
internal_count=4633 189 4444 4381 4053 195 328 289 252 208 52 44 184 182 161 157 3858 3847 3723 124 74 44 3662 319 240 209 79 3343 145 108
is_linear=0
shrinkage=0.0392411


Tree=528
num_leaves=31
num_cat=0
split_feature=5 13 16 2 5 0 13 2 0 9 8 17 17 13 13 0 8 6 6 15 15 17 2 4 15 3 19 16 3 15
split_gain=0.421935 0.819193 1.46038 0.831708 0.735604 0.687182 0.874716 0.991145 0.882662 0.743428 0.746736 0.667694 0.96837 0.634283 0.879307 0.596775 1.19875 0.578735 1.51255 0.951802 1.01058 1.20037 0.93693 0.885568 0.787414 0.745288 1.59168 1.74988 1.5291 2.03459
threshold=12.306951632950001 92.792132372400019 16.024962526700005 173.47633273965002 13.252098438300001 104.03526427400001 92.146902421150017 168.84984911130002 106.56510337475001 72.978853106700015 0.84933718570000016 194.75204781875001 182.37451917730002 101.03763345850001 98.255079293500017 113.1679565431 1.3489472949000001 13.665319288000001 13.775321858200002 16.891056077300004 19.314972497650004 163.00062368135002 166.72194812590001 296.43037955425007 19.846565044850003 85.589753040950015 12.651020723000002 15.404963976500001 84.812788641250009 24.474073043650005
decision_type=2 2 2 2 2 2 2 2 2 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 11 13 -1 7 -7 -9 10 -10 12 -4 14 -2 -12 -17 19 23 22 21 -21 -6 -19 -22 26 27 -20 29 -28
right_child=4 2 3 -5 17 6 -8 8 9 -11 15 -13 -14 -15 -16 16 -18 18 25 20 24 -23 -24 -25 -26 -27 28 -29 -30 -31
leaf_value=-0.041953758078716957 -0.0043290373452415385 -0.043110989799809804 0.019739450274915096 -0.042089180610111222 -0.03017458629794182 -0.040559341024821297 0.028328839511309663 -0.041319720988247363 -0.041305422714033375 -0.040585358842321548 0.027918604949628462 0.026677551637012565 -0.043853985836845119 -0.0067390198153064271 0.031251978920206189 -0.041219988960639858 0.019755679751065732 0.0091958714362283828 -0.0055526126290422889 0.011988972215177158 0.027182072571331563 -0.041663677011521592 0.019610158067446988 0.039287715251995196 -0.0060169216815743869 0.0021726668566406592 -0.038760804353976774 0.024441227704021178 -0.029359699249820313 0.0010446512168620391
leaf_weight=0.55253137787804263 1.5727052935399104 2.1955468322848892 0.78826749324798651 0.67067013913765539 0.71157396916533144 0.93863450951175575 1.8912855191156266 0.64381413743831206 0.3942096399841829 0.46825839826487925 2.926470281672664 1.4505860635545103 0.7460473642568104 1.7796918367967007 3.7932743839919567 0.74368802359094877 1.6863476414000613 4.2133615911006919 7.4954685717821103 0.90657206042670013 1.2107014837674821 2.5309741622768342 4.0436886600218713 2.4908888824284077 20.623405801248737 165.75717104833166 2.4085731822997394 5.3258123998530209 5.3843217926914795 14.018331029918043
leaf_count=36 35 148 14 82 39 302 30 68 112 147 59 30 62 28 49 127 50 27 58 16 16 123 87 31 397 2007 28 25 204 196
internal_value=0.000897853 -0.00537631 -0.0173196 -0.00182928 0.0013113 0.00144459 0.00391851 -0.00199924 0.00327468 0.00789128 0.0118385 0.00721662 -0.0111823 0.0139589 0.0208236 0.0157497 0.00109469 0.000930163 0.00168279 -0.00426068 -0.00735056 -0.0275141 0.0121604 0.0203762 -0.00417604 0.00105738 -0.00428055 0.00690648 -0.0108566 -0.00479177
internal_weight=260.363 16.0964 5.85112 3.65557 244.267 10.2452 9.69271 7.80142 6.86279 6.21897 5.75072 2.9849 1.53431 7.14567 5.36598 5.35651 2.43004 237.121 207.094 30.0269 25.2717 3.43755 4.75526 6.70425 21.8341 200.39 34.6325 12.8213 21.8112 16.4269
internal_count=4633 1267 336 188 3366 931 895 865 563 495 348 106 76 112 84 236 177 3254 2576 678 552 139 126 58 413 2518 511 83 428 224
is_linear=0
shrinkage=0.0400087


Tree=529
num_leaves=31
num_cat=0
split_feature=16 16 16 2 12 8 0 18 7 8 16 6 6 2 8 19 7 13 7 5 10 10 18 17 10 0 13 13 18 18
split_gain=2.31525 2.18492 2.24363 2.35626 2.18585 1.97673 1.84097 1.83812 1.9328 1.91636 2.55205 1.83094 2.40342 1.98707 1.77401 1.74359 1.80324 1.73051 1.63186 1.71979 1.62744 1.55885 2.27334 1.53679 1.62995 4.38423 2.2846 3.11313 1.93469 3.07208
threshold=18.594956516900002 16.094962363000004 13.534968349350001 219.56639384385002 96.350437043050007 2.9476996444500005 86.09518316945001 18.281462078100002 25.139463727750002 5.1459841250500009 18.369957043050004 11.085259005300001 9.1452136764500018 186.79363985910004 7.6440346712000009 12.651020723000002 24.103872582350004 73.265860971000009 22.375171215700004 9.1899936892500005 71.104340634100012 70.311245485600026 17.142803710550002 176.09745774210003 66.859265246100009 91.886121982450007 113.19215266625001 113.98793627290001 14.032563378150002 14.380989918050002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 3 14 -3 17 -2 8 9 18 20 12 -4 15 -1 -13 -17 -5 -6 -20 -11 -10 -23 -8 26 -26 -25 -28 -27 -30
right_child=6 4 11 5 7 -7 23 -9 21 10 -12 13 -14 -15 -16 16 -18 -19 19 -21 -22 22 -24 24 25 28 27 -29 29 -31
leaf_value=-0.0017853022725581062 -2.3322673776371359e-06 -0.0025892345669364723 3.3734257597654707e-05 -0.0023693993371850849 -0.0016938918380267395 -0.0017684146526275059 0.0018246323234273455 0.0019908158136642223 0.0019184853869332785 0.0024941861288513027 -0.001903369756480902 0.00050681930582955638 -0.0027129728899464656 0.0013281476153231984 -0.00019751549492795983 0.00033210381515409 -0.0023236347236533115 0.00075651009183573558 -0.0023097325246743635 0.0020221421995813907 0.00031467912186576498 -0.0024560591311667828 -9.729446370087851e-05 0.0017862294573319009 -0.0020499199439150437 0.0019061493840458147 -0.0010330799144792604 0.000555652460318053 -0.001240069908559126 0.00044019087275164903
leaf_weight=7.6683585693826917 72.520628202706575 2.5546058746986118 8.7340830147732031 0.94343370571732421 4.7697803528863068 2.159667299129068 3.7907390892505637 1.4555584248155344 0.66206890344619651 2.7876368733122927 1.6415828815661369 24.150582074653361 1.9188039666041721 12.131813076324759 6.3545032285619527 2.6622823935467741 2.4014718551188707 11.982559516793115 0.66063329298049245 1.4371129591017959 4.3040425768122077 5.6740465315524471 3.1312950761057436 6.7741917409002772 4.5065404772758475 3.2578545883297911 6.511170375160872 94.327522836625576 6.6661812905222169 27.709558840841055
leaf_count=565 694 101 209 122 340 153 17 16 4 11 104 232 41 109 211 21 34 212 88 9 43 221 46 37 55 12 44 598 48 236
internal_value=0.000160727 -0.000103397 8.39715e-05 -0.00041002 -0.000626019 0.000199552 0.000289464 -0.000436934 -0.000577899 -9.72126e-05 0.000593448 0.000360503 -0.000461004 0.000572165 -0.00106579 0.000258229 -0.000927373 0.000528358 -0.000975509 0.000657925 0.00117141 -0.00136999 -0.00161725 0.000427283 0.000391911 2.14255e-05 0.00053699 0.000453068 0.000269465 0.000114353
internal_weight=336.25 110.186 81.1076 29.1085 29.0784 15.0857 226.064 26.5238 25.0682 15.6008 8.73326 51.999 10.6529 41.3461 14.0229 29.2143 5.06375 12.926 6.86753 2.09775 7.09168 9.46741 8.80534 153.544 149.753 42.1401 107.613 100.839 37.6336 34.3757
internal_count=4633 2892 1909 1263 983 487 1741 882 866 595 158 646 250 396 776 287 55 334 437 97 54 271 267 1047 1030 351 679 642 296 284
is_linear=0
shrinkage=0.00222222


Tree=530
num_leaves=31
num_cat=0
split_feature=6 6 10 0 5 6 0 5 9 7 9 5 9 5 5 15 0 7 8 13 16 13 13 18 17 0 9 9 15 16
split_gain=2.97015 2.85756 2.12716 2.74621 2.27035 1.97055 1.85239 1.7787 1.7207 1.62112 1.51742 1.47741 1.47668 1.44987 2.78599 2.94349 1.43233 1.6048 1.42736 1.41871 4.25467 2.69011 2.76489 2.62766 3.94855 2.4748 2.81842 1.9066 1.47761 1.45251
threshold=13.665319288000001 13.775321858200002 70.182199495350019 95.988709089550014 23.714185006400005 14.815346158200002 94.625660817400004 20.971847224900007 206.50942114985003 29.911984439950004 211.24289424260004 17.687678651600006 226.58992707320002 18.678742451450002 15.332427622700001 32.145494189350011 95.550490414250007 20.797746106000002 7.943800736700001 112.67059178900001 20.034953149600003 113.19215266625001 113.89115178020002 14.349689277800001 193.09202135800004 92.168410086200012 66.544071737050004 201.65416293750005 42.80317728375001 22.494947397000004
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=7 -2 4 5 11 18 -7 9 -5 13 -10 -3 -6 14 16 -16 17 -1 -4 20 23 -21 -23 24 25 26 -13 -25 29 -24
right_child=1 2 3 8 12 6 -8 -9 10 -11 -12 19 -14 -15 15 -17 -18 -19 -20 21 -22 22 28 27 -26 -27 -28 -29 -30 -31
leaf_value=0.00046229986535567622 0.0012369505050844581 0.001288991035599058 -3.4214770991786048e-05 0.00052733309841552893 -0.00017255957647675056 -0.0012993473355751215 0.00111751725123542 -0.0012126602360680815 -0.0018871410599676126 -0.001910667946236931 -8.2106755885518772e-05 0.0011946882335478234 0.001475069767637376 0.0006473651783334203 -0.0019272695754716947 0.00046697449653965856 6.1739114623245777e-05 -0.0021421662919304902 -0.0018050632275371987 0.0016162107501770252 -0.0022862534365658076 -0.0012658370847063716 0.00073760406391947116 0.0014292813640316272 -0.0025737449135659592 0.0012271285096436785 -0.0025527505468281577 -0.0001154631322187123 0.00098387572416940667 0.000226039295228023
leaf_weight=1.2929229065775865 9.4792360551655275 5.835369959473609 2.0259093167260271 16.072123525664214 41.49715454573743 1.8464763875817869 2.6171771753579378 5.1218903921544543 2.0149847213178855 1.6343949600122858 7.5384190194308758 1.1310674343258198 1.9440576210618008 8.9748264160007221 5.4895512347575259 2.5754340835846961 57.712291941512376 2.1520832050591707 6.6698082415387034 6.067853581160306 2.647981582209467 3.4855012223124495 24.017259040381759 6.6586872562766057 2.3965756520628929 3.5849160701036453 1.7379831923171876 4.6206096690148115 13.344897886738179 89.786264108493924
leaf_count=8 58 23 33 70 902 37 18 90 29 282 70 7 13 93 125 18 1312 128 254 32 41 25 178 40 21 17 106 38 68 497
internal_value=0.000142363 0.000241362 0.000203237 -0.000194131 0.000277065 -0.000880226 0.000117735 -0.00015715 0.000158196 -8.94293e-05 -0.000462821 0.00037584 -9.88258e-05 -5.13637e-05 -0.000141955 -0.0011627 -7.34657e-06 -0.0011647 -0.00139249 0.000342428 -8.44996e-05 0.000413565 0.000357703 0.00020513 -0.000548485 0.000203563 -0.0010754 0.000796471 0.000402208 0.000334001
internal_weight=341.974 257.02 247.541 38.7849 208.756 13.1594 4.46365 84.9534 25.6255 79.8315 9.5534 165.315 43.4412 78.1971 69.2223 8.06499 61.1573 3.44501 8.69572 159.48 22.7778 136.702 130.634 20.1298 8.85054 6.45397 2.86905 11.2793 127.148 113.804
internal_count=4633 2577 2519 511 2008 342 55 2056 169 1966 99 1093 915 1684 1591 143 1448 136 287 1070 270 800 768 229 151 130 113 78 743 675
is_linear=0
shrinkage=0.00184769


Tree=531
num_leaves=31
num_cat=0
split_feature=19 16 13 10 7 10 6 13 3 3 8 0 19 17 6 18 16 9 4 7 13 3 6 8 7 18 3 0 7 2
split_gain=0.422969 0.608269 0.450931 1.05174 1.31895 0.697194 0.958435 1.31581 0.45971 1.34861 3.43734 1.36246 1.30124 1.13146 1.00847 0.991453 0.880155 0.805639 0.987204 0.838834 1.33193 1.17686 1.60377 0.938666 1.76246 0.826282 0.750396 1.20467 1.9125 3.94615
threshold=9.8507947922000021 8.3649804390000018 81.769454037550005 87.313054702550019 24.573979631000004 86.751166953300014 5.1351199812500008 86.968932061850012 93.883646373400012 94.227769014100019 8.2435668022500028 85.121961326250016 14.451165964200003 188.51582982015003 16.445384243750002 13.391483899700001 23.359945374300004 227.40597858270002 376.61861354110005 19.627338137150002 117.82167756690002 103.28787291370001 16.950396043250006 8.543332867800002 20.869210126600006 11.780626785300003 93.776108048150022 85.990333302400003 22.907491544400003 85.298498744850022
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 -2 5 -5 6 7 -4 26 10 -10 15 -12 -13 -14 16 17 18 19 21 -21 -11 25 -22 -25 -23 27 28 29 -8
right_child=2 -3 3 4 -6 -7 8 -9 9 11 12 13 14 -15 -16 -17 -18 -19 -20 20 23 22 -24 24 -26 -27 -28 -29 -30 -31
leaf_value=-0.037124235093480042 0.017156468645778869 0.0068238150999688427 0.016657695124372447 0.014843851806900754 -0.036667188975814079 0.024417139072203973 0.0078216855649259689 -0.037130363279696592 0.015022411732665419 0.028086154155223361 -0.048473289639033641 0.0017651973688951697 -0.042921102635251972 0.036042976383700825 -0.00641366813846872 -0.039513733143711705 -0.043120340997706952 0.03734897594910145 -0.038581801093956238 -0.038532164359625629 0.013249507725776296 -0.0030442696707416832 -0.037069958168153859 0.02124042168593061 -0.033328069113877402 0.028998551598982545 0.010641991860534678 0.0019291451141614207 0.0075426594347051904 -0.0440813132683847
leaf_weight=0.88738928246311732 2.1493202585261306 0.7248430723848287 0.83867939724586849 0.91893759369850103 2.0007494444143958 1.6045507327653457 3.3603546768426877 1.8405940450611522 3.6611589996027742 2.7841547327116327 2.4384662888478488 2.4521934866206712 1.3259037297684697 2.4275796035071835 3.4596923026256263 0.86369246058165927 0.59360644966363807 0.73782257735729118 0.82654772640671481 1.3947192886844266 3.2722534975036979 2.5372144215507433 1.1807320610387249 1.1697381436824801 2.0886266445741057 1.7042924275156108 11.32284599309787 190.94301381625701 5.0185293052345514 4.1442442119587213
leaf_count=329 119 58 27 16 301 31 22 264 35 28 54 27 37 20 43 46 12 6 59 296 31 54 173 7 42 14 68 2333 28 53
internal_value=0.000808349 -0.0173656 0.000921453 0.00078563 -0.0204547 0.00102979 0.000881107 -0.0202934 0.0011083 -0.00267928 -0.0130727 0.00202817 -0.0273114 0.0188176 -0.0165285 -0.00224934 -0.000489603 0.000940422 -0.000643645 0.00130021 -0.00695869 0.00927625 -0.000382064 -0.000215663 -0.0137382 0.00983095 0.00172405 0.00122777 -0.00946625 -0.0208406
internal_weight=260.672 1.61223 259.06 256.911 2.91969 253.991 252.387 2.67927 249.707 34.9184 10.8852 24.0332 7.22406 4.87977 4.7856 19.1534 18.2897 17.6961 16.9583 16.1317 7.92534 8.20639 5.42224 6.53062 3.25836 4.24151 214.789 203.466 12.5231 7.5046
internal_count=4633 387 4246 4127 317 3810 3779 291 3488 984 169 815 134 47 80 768 722 710 704 645 376 269 241 80 49 68 2504 2436 103 75
is_linear=0
shrinkage=0.0355924


Tree=532
num_leaves=31
num_cat=0
split_feature=16 16 17 10 9 5 9 16 7 2 8 10 9 4 12 16 7 6 2 0 15 9 16 17 8 7 13 2 17 19
split_gain=2.91988 2.59434 2.74832 2.46929 4.03954 3.3264 2.99479 2.46896 2.23874 2.19095 1.91262 1.66743 1.62977 1.59772 2.65476 1.68403 1.773 2.1886 3.1806 2.92776 2.12897 1.90627 1.92422 1.93615 1.59209 1.58505 1.58297 1.75108 1.69992 2.13838
threshold=18.594956516900002 16.094962363000004 236.15709471040003 71.053259929650025 191.61296531520003 19.221712148250003 73.466513400400018 13.534968349350001 19.506002767000002 219.56639384385002 7.6440346712000009 83.75622459600001 219.87257840710004 309.25865594525004 249.73381652755003 22.674946976100003 23.131311951800004 15.745367888000002 346.74082678410008 88.729872137350014 25.186533201700005 194.29956510785004 22.574947209950004 199.05253715360001 2.9476996444500005 23.164713644150002 92.146902421150017 186.79363985910004 172.18378740490002 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 7 3 5 6 25 -5 9 -7 10 -1 -12 26 -2 -15 16 20 18 -18 21 -16 -19 -23 -24 -11 -3 -9 28 -28 -30
right_child=13 2 -4 4 -6 8 -8 12 -10 24 11 -13 -14 14 15 -17 17 19 -20 -21 -22 22 23 -25 -26 -27 27 -29 29 -31
leaf_value=-0.0015448442985898743 0.00034976339101779692 -0.00058605983588701791 0.0010285306534444098 -0.0020294503676442375 -0.0018548414506338144 0.00028665650156928056 0.0012350325709788326 -0.0016576904864249507 -0.0021815499131690344 0.00040618697471056872 0.00035537920856935576 -0.0021764516720979878 -0.0014753406916066588 -0.0021149073790768377 0.00097879585333968881 0.0010449356405974968 -0.0018602640880784516 0.0014790347090705522 0.00099405158768427291 0.001928828577738084 -0.0024483336894002921 -0.0020370567829152667 -0.0011774597869298057 0.00070643501052314837 -0.0014371079849165836 0.001480129277215973 -0.0015494875327099942 0.0009852590812608386 0.0010802669187579487 -1.1397120080989832e-05
leaf_weight=7.7638799658161606 195.39201988233253 1.9786732108332232 3.5917090228758743 1.5003628549166048 11.626606204546986 2.291975305066444 3.3733268538489938 1.3444357307162125 3.3325335197150707 12.705314306018407 5.1230507523287088 1.1832739126402883 1.7716945568099607 2.2582825338467947 0.93602723628283202 5.1810091887600711 4.3538853041827705 2.5388148464262512 2.1575701422989368 3.6237208899110547 2.3553908132016659 2.0729200635105363 3.1626454852521402 5.5602806303650141 2.0047859018668523 4.4751077899709344 1.9169184789061535 15.750408745836465 9.4564075013622659 22.191302648978308
leaf_count=565 1293 42 38 122 323 121 23 75 288 334 77 134 45 87 13 63 64 10 17 27 73 20 32 42 153 26 76 168 65 217
internal_value=0.000158027 -9.43722e-05 -0.000556384 -0.000755573 -0.00123902 -9.51262e-05 0.000230063 8.86445e-05 -0.00117576 -0.000363758 -0.000906078 -0.000119676 0.000336975 0.000282672 -0.000100628 4.17798e-05 -0.000152432 3.28645e-05 -0.000914487 0.000396616 -0.00147371 -1.97659e-05 -0.000372233 2.33969e-05 0.000154971 0.000846654 0.000400357 0.000456464 0.000208323 0.000314795
internal_weight=342.974 113.382 32.1703 28.5786 16.5003 12.0783 4.87369 81.2115 5.62451 28.7803 14.0702 6.30632 52.4312 229.593 34.2005 31.9423 26.7613 23.4698 6.51146 16.9584 3.29142 13.3347 10.7958 8.72293 14.7101 6.45378 50.6595 49.315 33.5646 31.6477
internal_count=4633 2892 983 945 468 477 145 1909 409 1263 776 211 646 1741 448 361 298 212 81 131 86 104 94 74 487 68 601 526 358 282
is_linear=0
shrinkage=0.00192234


Tree=533
num_leaves=31
num_cat=0
split_feature=17 13 8 10 7 9 18 12 3 10 5 15 18 12 7 16 15 9 9 5 15 4 4 16 12 5 19 16 14 16
split_gain=0.445099 0.428353 0.964943 0.909021 1.02247 0.955513 0.84555 0.748657 0.743895 0.831131 0.725502 0.648648 0.642078 0.898478 0.765352 0.780603 0.739169 0.59076 0.798256 0.526273 0.472834 0.81743 0.521886 0.986439 1.8232 1.27664 1.15963 0.845594 1.92823 1.56725
threshold=158.19986339130003 95.937628385050019 2.9476996444500005 82.299080289250014 21.034091097450002 58.084576609100004 16.161386252450004 279.38363401210006 70.561272091750013 93.840631043300007 5.3654262215500008 6.8054746905500005 17.327266398450003 284.29960850000003 27.014969757650004 14.274966618900002 15.840011140850001 210.25104900155003 216.72927494925003 20.608876568850004 17.319441631400004 263.48865013970004 240.79927845295001 22.674946976100003 194.34319615655002 24.082771358500001 14.651182102100002 16.024962526700005 256.87274144255008 14.464966174600002
decision_type=2 2 2 2 2 2 2 2 2 2 2 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 -5 11 9 -9 -6 -8 14 -14 16 -16 19 -4 -19 -3 21 -18 -22 26 -25 -26 27 28 -24 -30
right_child=1 12 17 5 10 -7 7 8 -10 -11 -12 -13 13 -15 15 -17 20 18 -20 -21 22 -23 23 24 25 -27 -28 -29 29 -31
leaf_value=-0.031880206585155876 0.018490207767319269 -0.05266217128639477 -0.048454095665194756 0.030109553947737209 0.011702021933207582 0.049102727305111546 0.020033416819186863 0.029203497668171704 -0.029942839930467462 -0.04686303925342173 -0.049086196431665799 -0.047612301960609262 0.031295000710408881 -0.015465030845318327 0.0087843153890022636 -0.05428221293173794 -0.010185251552773718 0.025738037664282575 -0.048437567018668956 0.000259642223082562 0.0033782462506456719 0.037957202001731964 -0.055130197662149757 -0.041875434546671593 0.035391857221971065 -8.7629658341686813e-05 0.021240310448822124 -0.0054693631571491987 -0.016961610357561607 0.021778124847469844
leaf_weight=0.87156642493209702 1.0317860487848505 0.91356390714645275 1.6520758203405415 1.6892470048042012 0.53046024730429087 1.0475893756374715 0.38935450551798556 2.1194374862825507 0.93845711718313385 0.35653658882074513 1.9529589849989859 1.329906840008334 3.2855874206870785 1.1890455249231306 0.6922605037689199 1.0486800214275716 1.219984746538102 0.7093062113272024 0.54519848615746014 0.70915952145878691 130.39896914956626 1.9425409224350003 0.97365455969702353 1.1456939820200194 4.952508374117313 3.814460702938959 4.1791441147215656 75.740599970566109 2.9361645365133873 9.0818948023952526
leaf_count=250 15 29 211 44 27 7 34 53 61 123 142 212 42 35 8 43 36 43 114 36 1642 20 29 13 49 70 30 1041 69 105
internal_value=0.00100461 0.00111548 -0.0066407 -0.000589269 -0.0200779 0.00811491 0.00182167 -0.00748648 0.00500421 0.01825 -0.0361018 -0.0322928 0.00156938 0.0188694 0.00124649 -0.0292047 0.00146923 -0.0303455 -0.00649813 -0.0295344 0.00168206 0.0193856 0.001442 -0.0010135 0.0128086 0.0199549 -0.00248817 -0.00360574 0.007259 0.0123135
internal_weight=259.388 258.516 14.2923 11.3857 3.51521 7.87053 6.82294 5.13369 3.41443 2.47597 2.48342 1.71926 244.224 4.47463 239.749 1.74094 238.008 2.90658 1.2545 1.62272 236.386 3.16253 233.223 102.824 9.91266 8.76697 92.9115 88.7323 12.9917 12.0181
internal_count=4633 4383 1086 718 184 534 527 483 237 176 169 246 3297 77 3220 51 3169 368 157 65 3104 56 3048 1406 132 119 1274 1244 203 174
is_linear=0
shrinkage=0.0460944


Tree=534
num_leaves=31
num_cat=0
split_feature=16 16 12 15 18 7 10 18 7 12 13 2 5 9 15 3 5 8 5 13 13 9 9 17 4 12 7 5 5 18
split_gain=0.396135 1.33238 1.73283 1.0105 0.943642 1.56444 1.2489 1.42137 1.08264 0.904412 1.96659 1.31118 2.03738 2.06644 2.05805 1.66071 1.21104 1.20847 1.07233 1.30914 1.05712 1.01434 1.00862 0.945901 0.89775 1.69418 1.24852 1.91302 1.75917 2.2549
threshold=18.594956516900002 16.094962363000004 96.350437043050007 26.384523135650003 18.281462078100002 25.139463727750002 69.999384342500022 17.142803710550002 25.121320584100001 211.51213392550002 102.54048155345002 83.274686722450014 16.043149448600001 201.16241229375001 23.558346934450004 78.322850714350025 23.286780469550006 7.6440346712000009 2.7155367820000005 98.405632948800005 96.975373223400013 199.17419511990002 68.485639882850009 177.73379099395004 309.25865594525004 249.73381652755003 23.131311951800004 31.373072367600006 21.363989181350004 14.549241649450002
decision_type=2 2 2 2 2 2 2 2 2 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 9 5 8 -7 -8 -4 11 17 21 15 14 16 18 -14 20 -13 -20 -11 23 -18 -1 -2 -26 27 -27 29 -28
right_child=24 2 4 -5 -6 6 7 -9 -10 10 -12 12 13 -15 -16 -17 22 -19 19 -21 -22 -23 -24 -25 25 26 28 -29 -30 -31
leaf_value=0.011460447863854448 0.0030243444112215442 -0.047918542740010922 -0.0026391040100719712 -0.038260365975634238 0.035465026103415676 0.043024055498370996 -0.044402970116260432 -0.0020019292410666106 0.055295769495597676 0.0018222975768305294 0.034226745548767222 0.024779256974839087 -0.048561230957322114 -0.057208488640358428 0.024711673846951214 0.01386752650108038 0.036627849822891363 -0.023885113952938623 -0.042057424214343907 -0.0038848578712081206 0.030186380818469975 0.017982210095303434 -0.042338673845622489 -0.031351208751048618 -0.044532998963162339 -0.054400213619441903 -0.064836861795523962 0.011282404538145708 0.0071474913140852905 -0.0027085960335841604
leaf_weight=1.8340530780842512 155.3536952661816 1.886952434026173 10.742049402266279 1.0412862568628032 0.84158425685018201 0.41899734735488792 3.8845098009915091 1.9997130651026962 0.56702518463134843 11.155832157470291 4.1617882649879894 1.0648632505472075 2.0708510343101802 2.3020042014541104 1.787514799274504 8.0354706653160957 0.65849040448665597 2.4209882770956019 2.5514104030735325 3.6410408960655332 2.7312191871314999 7.6999285260390025 0.45789958804380149 1.6255220661987548 1.7041460555046821 1.7695449963794119 1.3879174971953059 1.2731265198672188 16.977486950345337 3.2824228648096323
leaf_count=29 1293 101 594 41 16 3 222 46 1 603 53 89 94 32 16 106 7 93 432 36 33 142 85 18 87 51 21 47 202 40
internal_value=0.000806668 -0.00167953 -0.0106204 0.00161274 -0.00680662 -0.00882653 -0.0251395 -0.0299933 0.00026569 0.00237879 0.00915463 -0.0017334 -0.00739867 -0.025197 -0.0103841 0.00107031 -0.030067 0.00275627 -0.0130991 -0.0196127 0.00740077 0.00972433 0.00423886 -0.00865511 0.00184057 -0.00512691 -0.00240709 -0.026917 0.00103786 -0.0211717
internal_weight=257.329 75.581 20.3408 55.2402 18.4539 17.6123 6.30322 5.88422 11.3091 54.1989 20.4698 33.729 22.5695 7.27676 4.97476 15.2928 3.18724 16.308 7.25731 6.19245 13.8871 11.1595 1.11639 3.45958 181.748 26.3946 24.6905 3.04267 21.6478 4.67034
internal_count=4633 2892 983 1909 882 866 271 268 595 1868 782 1086 897 234 202 663 186 729 557 468 636 189 92 47 1741 448 361 98 263 61
is_linear=0
shrinkage=0.040863


Tree=535
num_leaves=31
num_cat=0
split_feature=15 6 9 7 0 6 9 9 15 16 9 9 18 18 19 6 2 8 15 16 13 2 16 0 4 3 18 7 3 19
split_gain=0.383266 0.422843 0.383298 0.600283 0.588943 0.54896 0.454294 0.974685 0.96986 0.814016 0.797897 0.791787 0.745132 0.796987 0.497715 0.485601 1.63822 1.32164 0.746545 0.746157 0.831838 1.58386 1.32117 0.501908 2.29609 1.26722 1.32382 1.20334 1.70635 1.25172
threshold=51.19990836680001 17.995420460100004 233.77854820110002 28.832866553600002 104.61328277200001 1.8500432259500001 224.20824026050005 219.87257840710004 35.133229767950006 17.684958644900004 216.07042296730003 217.47560379410001 15.589604336850003 15.868316629550002 10.650859343850001 17.755414852450006 56.799426908350007 10.142085217300002 45.484733152800011 22.834946602000002 117.97223122220002 122.71527679435002 22.764946765650006 85.990333302400003 150.69347026435003 93.668569722950011 13.431207332600001 22.673598830200003 93.394346993650018 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=2 -2 5 -4 -5 -1 7 10 12 14 15 -12 -9 -14 -8 19 -17 18 -18 20 22 -22 23 24 -7 -26 -27 28 29 -25
right_child=1 -3 3 4 -6 6 9 8 -10 -11 11 -13 13 -15 -16 16 17 -19 -20 -21 21 -23 -24 27 25 26 -28 -29 -30 -31
leaf_value=-0.042098788036361273 -0.043745266426909943 0.00760438774131622 -0.047523923296605146 0.043978455961980585 -0.044119973611023169 -0.060781157876010197 0.019520257548391207 -0.053654393249936941 0.0067602177253751347 0.021417371572056105 0.033296321548026718 0.0049564064178289954 0.017362294261652571 -0.039699468573472133 -0.043663033224607142 0.015147331190318062 -0.048855175600342519 0.030536648090287957 0.010954595651673742 0.029066522545966537 0.015236330161632965 -0.049232818964171116 0.04352243079370096 -0.00061315145728402167 -0.025551726154920882 0.0025152092772278744 -0.027396082295311295 0.00055996130171188702 0.042212148856281766 0.021295520284682932
leaf_weight=0.49390851930365798 0.66857634857296833 0.44671653211116791 0.68067936855368205 0.33126220852136612 0.20521273295162246 1.121175632579251 0.32143516265205008 1.380229618167504 1.7418984656687824 3.9541310998611152 2.4576685609063125 4.9864311497076415 0.77033744752407052 0.87078525946708396 0.59095249848905951 2.3478146195411673 2.4356383345439108 0.52039879403309885 0.40668962523341168 1.5728306807577599 1.0985434832982712 1.5125299503561107 1.2186638414859761 13.140229447337338 3.3817506078630677 36.881018874235451 2.6482939523411906 157.14793967950391 2.5444504157640031 6.5133607387542716
leaf_count=188 58 5 20 2 59 12 10 22 29 46 31 94 3 48 42 23 194 16 4 9 18 55 9 284 43 610 84 2562 12 41
internal_value=0.00072488 -0.0231778 0.000830134 -0.0220466 0.010279 0.000940603 0.0010251 0.000781202 -0.0175247 0.0133892 0.00114161 0.0143128 -0.0315257 -0.0129149 -0.0214035 0.000723482 -0.0110469 -0.0293355 -0.0402974 0.00101728 0.000823112 -0.022109 0.00108971 0.000858215 -0.00305107 -0.0015427 0.000511281 0.00181801 0.0107242 0.00664756
internal_weight=254.392 1.11529 253.276 1.21715 0.536475 252.059 251.565 246.699 4.76325 4.86652 241.935 7.4441 3.02135 1.64112 0.912388 234.491 5.71054 3.36273 2.84233 228.781 227.208 2.61107 224.597 223.378 44.0322 42.9111 39.5293 179.346 22.198 19.6536
internal_count=4633 63 4570 81 61 4489 4301 4203 102 98 4101 125 73 51 52 3976 237 214 198 3739 3730 73 3657 3648 749 737 694 2899 337 325
is_linear=0
shrinkage=0.0408644


Tree=536
num_leaves=31
num_cat=0
split_feature=17 15 16 7 17 17 12 17 17 15 7 9 18 10 10 3 7 12 0 13 7 7 5 13 0 6 7 9 17 16
split_gain=0.353394 0.746685 1.30636 0.873308 0.728037 0.809159 1.51046 1.15071 1.31929 1.31901 1.91279 1.26192 0.896229 0.808841 1.25168 1.11749 0.716289 2.14974 1.2098 2.80376 1.17965 1.99952 2.28232 1.70053 1.40899 1.01754 0.99623 0.943244 2.14076 1.1673
threshold=168.62011096010002 26.912781836550003 15.054964794950001 25.024903008400003 174.47088669260003 179.88087463185005 66.834523482800009 182.02915412410002 183.58889821140002 21.881081380950004 22.435297587800004 198.91155909545003 12.816643511250001 68.846035804500005 67.031326566450005 77.489428693900024 22.721067571950005 82.088033630950022 85.732241321850012 117.66037007905001 22.398098708400003 22.227765484150002 21.438877744300004 117.60122400020002 86.036037090600004 7.3551718524000007 22.747724408400003 188.55070358395002 190.92966541395 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 -1 -2 6 -6 -7 9 -9 -11 -12 -10 14 -8 -15 20 -18 19 -19 21 23 -23 24 -14 -26 -20 -22 29 -29
right_child=4 -3 -4 -5 5 7 13 8 12 10 11 -13 16 15 -16 -17 17 18 26 -21 27 22 -24 -25 25 -27 -28 28 -30 -31
leaf_value=0.0040402572989067893 0.010710838529316161 0.0087606440527128564 -0.038696032990542896 -0.041357238083068126 0.02799494782135092 0.01525477786256353 -0.018989015215703189 0.0076230413266367278 -0.031717185014723544 0.001530720471918823 -0.068219174596850021 -0.017925895673663827 -0.049161590742068183 -0.0063166091071269028 0.03227891015298974 -0.055674702878336632 -0.04768922511723684 -0.046617380603697044 -0.03057496810373548 0.0098402872122234589 0.021065046461709092 -0.051953261372862006 0.0013641166465589154 0.03328806430354278 -0.024791235060066263 0.016562027552590983 0.0014391760023536716 0.02787435127119221 -0.029066328867053647 9.0162094005065202e-05
leaf_weight=4.4665476471709535 11.252053079020696 3.4748547308263369 2.2067151019728044 0.76799056884192385 1.2723222896456698 8.3357254465809074 3.3183708188589662 2.5960365011123931 1.289175656158476 2.203734964132309 1.7681824006140234 1.3688156073912976 0.8936766625265572 1.2406783140031623 0.94651827961206425 1.6564888679422436 1.4421824186574657 2.6563469324610187 1.5173879343783472 2.7881235401146114 9.7361970901256445 2.2451296723447731 2.7777901794761419 2.8955547604709864 1.2832287171040659 3.2525696195662022 160.96823456595303 4.3386252541095001 2.3491383083164683 5.0725104298908263
leaf_count=149 270 68 266 234 9 86 145 57 35 19 25 30 27 69 15 48 45 96 12 45 99 34 33 18 56 40 2508 31 25 39
internal_value=0.000630718 -0.00629026 -0.0133186 -0.00262028 0.000943601 0.00046621 -0.011489 0.000920876 0.000361084 -0.0153713 -0.0265484 -0.0462739 0.000968677 -0.0185033 -0.00761099 -0.0345377 0.00117502 0.000118644 0.000529217 -0.0177053 0.00630985 -0.00287261 -0.0224675 0.00895002 -0.00402953 0.00486272 0.00114021 0.0120116 0.0045163 0.0128989
internal_weight=252.381 10.9161 7.44125 5.23454 241.465 230.213 8.43438 221.778 213.443 7.93677 5.34073 3.137 205.506 7.16206 4.26489 2.89717 204.217 169.372 167.93 5.44447 34.8444 13.3479 5.02292 8.32503 5.42947 4.5358 162.486 21.4965 11.7603 9.41114
internal_count=4633 717 649 383 3916 3646 286 3360 3274 131 74 55 3143 277 160 117 3108 2706 2661 141 402 208 67 141 123 96 2520 194 95 70
is_linear=0
shrinkage=0.0393254


Tree=537
num_leaves=31
num_cat=0
split_feature=16 6 15 0 6 10 18 16 9 7 10 0 19 0 10 6 5 18 19 9 16 5 16 2 8 13 0 3 4 5
split_gain=2.11909 1.60471 1.45031 1.36553 2.60416 2.91718 1.91009 3.4047 2.93924 2.555 3.48978 2.13913 2.03716 2.03184 2.73901 3.74818 2.10105 3.02914 1.9277 2.33573 1.80798 1.60897 1.53322 2.11125 2.02181 1.62384 2.14524 1.5066 1.60231 3.68728
threshold=18.594956516900002 15.635365317800002 32.548041893900006 86.345209775600011 16.375382608200002 62.186725015400008 13.829007611650001 22.634947069650003 196.40176798710004 23.960918281000001 68.846035804500005 92.168410086200012 14.051133688400002 90.321439350550008 66.859265246100009 14.995350363950001 19.327153142150006 15.064837217800003 14.551174033150001 205.22231928645002 22.584947186600004 20.389142059250002 22.554947256700004 136.64906039505004 8.6432548896500023 117.51519334005 87.028078140750011 93.345954747300013 248.32992249220004 22.627560662300002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 -1 4 5 -2 11 8 9 10 -8 12 -5 18 -15 16 -16 -18 19 -10 -21 -6 24 -24 -14 26 -25 -23 -29 -30
right_child=3 -3 -4 6 21 -7 7 -9 13 -11 -12 -13 22 14 15 -17 17 -19 -20 20 -22 27 23 25 -26 -27 -28 28 29 -31
leaf_value=-1.2352102449129673e-05 -0.0023063584663234648 -0.0014834407724350093 -0.0019378955162929158 -0.00077294863383103808 0.0012163940233715588 0.00034450965964007049 -0.0015475895422668925 0.0013320093167810034 -0.0016248301501281845 -0.0022376310317636502 0.00099554643589504807 0.0019673520575037634 0.0011658942447282643 0.0014073828857919472 0.0006201687031595352 -0.0014873387330713536 -0.0023540576594071596 0.00093318328661231729 0.00066198571206960675 -0.00087121717246907437 0.0011383239537734945 -0.001296265389062579 -0.00059277039844141404 -0.0008948127969383425 -0.00036820372039930217 0.0010403640656202748 0.00086592629211286281 0.00035529544883106692 -0.0026228792198468875 -2.4035665579369247e-05
leaf_weight=98.623342143022455 3.2158749063964924 2.6943799189466509 1.353739057201891 3.8961203061044207 4.5488146394491187 2.5339879598468542 3.6490925140678865 7.6381662040948859 5.5176213011145609 3.2158073270693421 3.720068272203207 3.6948814615607253 20.975586719810966 7.7527513280510894 24.538922706618909 4.0101517383009186 2.0877070724964137 1.76700416021049 4.589368797838687 3.4117589890956879 2.7689915522933006 2.6032105311751357 6.6338637918233898 4.5345233604311961 3.4096175059676161 12.307240109890698 4.9315217509865761 44.28386376099661 2.0018045380711582 27.039920326787978
leaf_count=2415 52 371 106 25 35 15 37 57 54 58 20 16 148 55 142 38 37 15 26 31 24 16 32 26 23 48 21 327 20 343
internal_value=0.00014304 -7.63461e-05 -3.84249e-05 0.000244834 6.31836e-05 -0.00113811 0.000360814 0.000163208 3.00198e-05 -0.00086345 -0.000263775 0.000605166 0.00051638 0.000197572 0.000420835 0.000184799 0.000420962 -0.000847183 -0.000352871 -0.000751008 2.90622e-05 0.000149012 0.000611534 0.000319794 0.000951392 0.000597833 2.24787e-05 8.50664e-05 0.000134107 -0.00020317
internal_weight=323.95 102.671 99.9771 221.278 86.2275 5.74986 135.051 74.6674 67.0292 10.585 7.36916 60.3834 56.6885 56.4443 40.1565 32.4038 28.3936 3.85471 16.2877 11.6984 6.18075 80.4776 52.7924 28.4071 24.3852 21.7733 9.46605 75.9288 73.3256 29.0417
internal_count=4633 2892 2521 1741 808 67 933 594 537 115 57 339 323 422 287 232 194 52 135 109 55 741 298 127 171 95 47 706 690 363
is_linear=0
shrinkage=0.00184769


Tree=538
num_leaves=31
num_cat=0
split_feature=6 5 6 7 18 5 15 15 6 12 5 7 16 19 10 9 2 6 16 7 19 6 6 2 5 4 12 15 19 10
split_gain=0.497474 0.408173 0.859022 0.647635 0.454898 1.05527 0.451737 0.83574 1.02517 0.749338 0.589463 0.464435 0.413077 1.30962 0.747184 0.494497 0.448771 0.689318 0.436102 0.620065 0.594972 0.76882 1.32904 1.08287 0.989064 0.82348 0.975965 0.903225 1.12392 1.68308
threshold=1.8500432259500001 2.7155367820000005 3.6650856341500009 24.021206791900003 16.435318745950003 1.6209823962500003 11.870705757150002 12.38011581135 5.0851188130000002 373.75708690635008 10.36813655115 20.253927392100007 11.864972254500001 10.650859343850001 86.100560085750018 54.842324361600014 223.87650328090004 13.305310876450003 12.644970430600003 25.024903008400003 11.750948102400001 13.665319288000001 13.825323026450002 189.32640726775003 20.743195000100005 171.12466686440004 99.140885195450011 23.884857921950005 13.351077205700003 80.677940036650014
decision_type=2 2 2 2 2 2 2 2 2 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 9 -8 10 11 -9 -4 13 14 16 -14 17 -10 19 -17 -20 24 23 -23 25 -22 -27 -28 29 -29
right_child=1 2 6 -5 5 -7 7 8 12 -11 -12 -13 15 -15 -16 18 -18 -19 20 -21 21 22 -24 -25 -26 26 27 28 -30 -31
leaf_value=-0.03889733171163777 0.034309380993767437 0.021262546534505732 0.026931087221186385 -0.038803794404261564 0.038949992045924912 -0.038930427369426514 0.026634867815080582 -0.039279339654552471 -0.039457814526645096 0.022272401779461118 0.022432523286173005 -0.041495991672503216 0.010951236966335981 -0.039929923365425127 -0.041812895914488848 -7.7512250209134633e-05 0.027813643902723569 0.039479580208591179 0.011652037520964529 -0.040441446783112983 -0.04159204735001587 0.0058799139898919311 0.0007200264524246531 0.036212744175553917 -0.04233741389772494 0.035173927812769838 -0.014700951557673907 -0.029268667600992355 0.011296331585422805 0.02048436168531477
leaf_weight=0.45604372363595658 1.0854588076472276 0.32048807386308809 0.16213992401026089 1.3008408152236368 0.48471102118492115 0.51301741352654062 1.7872350811958302 1.3652743466082018 0.42501884064404327 0.47915844064846158 0.26471665268763889 1.1491046943410763 7.0250246336217961 1.4441205670300403 0.39647319316281926 1.4145175094017752 1.3304319886956362 0.25268778030294925 7.1718629160895935 0.88709750003181387 0.81768440455198899 4.4765699487179509 192.27233302721288 2.7045462168753147 1.0302527062594879 0.92287379503250377 7.7134474599733975 2.9746345847379398 7.1492852055234835 1.4482048153877256
leaf_count=188 11 10 3 231 6 65 65 236 85 20 6 212 117 146 49 33 19 3 96 70 43 32 2411 36 36 4 198 108 79 15
internal_value=0.000597084 0.000668907 0.000529151 -0.0269305 0.0173527 -0.00109498 0.000709351 0.000847624 0.000658341 -0.0182331 -0.0292571 -0.0330347 0.000859955 -0.0114405 0.00566917 0.00105886 0.0150437 -0.0100254 0.000757999 -0.0156347 0.000922987 0.00057561 0.00131711 0.0173038 -0.00612968 -0.00435555 -0.00284887 -0.00466838 0.00201887 -0.0129776
internal_weight=251.225 250.769 248.686 1.62133 2.08319 0.997728 247.065 245.274 243.487 1.7904 1.62999 1.31124 241.857 3.84873 2.40461 238.008 2.00814 0.677707 230.983 2.30162 228.682 221.51 199.453 7.18112 22.0564 21.0261 20.2084 19.2856 11.5721 4.42284
internal_count=4633 4445 4363 241 82 71 4122 3887 3822 235 242 215 3580 302 156 3278 107 88 3161 103 3058 2962 2479 68 483 447 404 400 202 123
is_linear=0
shrinkage=0.0378485


Tree=539
num_leaves=31
num_cat=0
split_feature=16 6 15 18 15 16 4 6 13 16 8 2 8 15 2 5 19 6 9 2 5 9 4 12 16 17 9 5 0 6
split_gain=2.66281 2.20989 1.95722 2.41786 2.3598 1.66641 2.5526 2.1054 2.22366 1.90697 1.69437 1.68835 1.81845 1.60932 1.46079 2.58706 1.91815 2.86745 1.67976 1.50585 3.41902 2.84784 1.35699 2.80593 1.65349 1.51184 3.05383 3.0011 1.43102 1.90848
threshold=18.594956516900002 15.635365317800002 28.444110612900001 14.032563378150002 28.298162031900002 16.094962363000004 224.75522095420004 14.415336812050002 102.35497794245002 13.534968349350001 1.6487133604500002 219.56639384385002 7.6440346712000009 12.17254680215 186.79363985910004 10.726864994700001 11.950964240300001 13.115306437050002 34.081285676850008 83.274686722450014 16.222050829800004 201.16241229375001 309.25865594525004 249.73381652755003 22.564947233300003 204.55825889135002 208.65287229730004 25.361845021250002 85.990333302400003 16.375382608200002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 4 -4 5 9 -7 8 10 11 -8 12 13 -1 16 -16 -11 18 -18 -19 -21 -22 28 -24 25 27 -27 -25 29 -2
right_child=22 -3 3 -5 -6 6 7 -9 -10 14 -12 -13 -14 -15 15 -17 17 19 -20 20 21 -23 23 24 -26 26 -28 -29 -30 -31
leaf_value=8.9889105229794719e-05 -0.0012796537537974606 -0.0016744015462010326 0.00076347695400055522 -0.0018928362411249986 0.0023683632497020529 -0.0016688908747328384 -0.0021578175596669801 0.0014272573447588045 -0.0018980801970256247 0.00083152266732937016 0.00062380756563370132 0.00018147205450711254 -6.3248080305541752e-06 -0.0021528552911044803 -0.0011823461471574192 0.0011676570962729147 0.0015270717670454784 0.0007417137912899335 -0.002245650276630381 0.00083124043661986767 -2.0321883163949115e-05 -0.0030918919666961318 -0.0022688499363140782 -0.0031746157736216658 0.00039676623942853256 0.0017307101672465756 -0.001393234077952643 -3.9948210352077592e-05 0.00047023027121566177 0.00018499590888178299
leaf_weight=1.8034649714245476 3.9970903825014821 3.6262375109945415 2.0312258126214138 4.8257225828710943 1.7578707681968797 5.9544170580338713 1.0937114416155944 3.0606203991919747 3.2418067427352071 10.302866102661936 5.5456747771240771 12.896698226511942 5.6120134323718958 5.1356718443566933 2.2643555549439069 14.271187018603085 0.56816532253287988 8.5923197474330681 3.6885535651817918 4.6450480632483941 2.4519271436147392 2.5887831058353186 2.2984751202166072 2.2196366302669066 21.150517757283524 2.6295173615217209 2.5924944542348385 2.9911248199641705 131.82496830821037 51.925138108897954
leaf_count=174 46 371 18 248 6 202 88 20 75 88 88 480 207 381 95 117 10 33 121 26 20 24 87 31 221 18 34 57 810 437
internal_value=0.000158868 -0.000107457 -5.19304e-05 -0.00110596 2.37692e-05 -2.02088e-05 -0.000562164 -5.29688e-05 -0.000511457 0.000116663 0.000165588 -0.000337528 -0.000870816 -0.00156997 0.000350762 0.000845851 0.000101457 -0.000232327 -0.00174209 0.000119276 -0.000432895 -0.0015978 0.000286195 -9.00215e-05 6.85428e-05 -0.000596869 0.000179812 -0.00137523 0.000354089 8.03088e-05
internal_weight=327.587 105.958 102.332 6.85695 95.4752 93.7173 18.8962 12.9418 9.88119 74.8211 6.63939 25.4478 12.5512 6.93914 49.3732 16.5355 32.8377 22.5348 4.25672 18.2781 9.68576 5.04071 221.629 33.8818 31.5833 10.4328 5.22201 5.21076 187.747 55.9222
internal_count=4633 2892 2521 266 2255 2249 473 271 251 1776 176 1242 762 555 534 212 322 234 131 103 70 44 1741 448 361 140 52 88 1293 483
is_linear=0
shrinkage=0.00204248


Tree=540
num_leaves=31
num_cat=0
split_feature=13 13 0 16 19 16 0 15 6 17 16 7 0 12 12 15 16 15 18 15 5 2 15 6 8 18 10 16 8 13
split_gain=2.12048 2.92153 2.77243 2.30194 5.52819 1.75717 1.73145 3.76102 2.00958 1.91165 1.8531 1.71496 1.86967 2.21001 1.66255 1.98416 2.36805 2.05974 2.17535 1.72682 3.53229 1.43425 1.40439 1.39378 1.48841 3.22163 1.8511 1.53063 1.47138 1.36522
threshold=109.34496908160001 108.87986582505 86.09518316945001 19.224955043700003 13.751109481500002 18.474956797500003 95.44832900530001 29.171703351550004 7.3551718524000007 166.68115439205005 18.764956119400004 20.797746106000002 94.047642319350018 91.208648993800026 133.01805689090003 34.13491658520001 22.554947256700004 31.264641197600003 13.317304170000002 37.050691080100002 20.872540794500004 309.04644204820005 21.881081380950004 14.705343588000002 8.543332867800002 13.744231039150002 62.025417527550012 22.674946976100003 8.543332867800002 116.60111757565001
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 6 5 -4 -5 -2 7 8 -1 -10 -8 22 21 -14 15 17 -17 -6 -19 20 -16 -13 -11 28 27 26 -26 -25 -21 -7
right_child=2 -3 3 4 14 29 10 -9 9 11 -12 12 13 -15 19 16 -18 18 -20 23 -22 -23 -24 24 25 -27 -28 -29 -30 -31
leaf_value=-0.002521730507914809 -0.0022831661177382802 -0.0024999652973150609 0.0012822587023890797 -0.0020066211990002617 0.0010410659228552185 0.00085122253543850799 -6.3563037428332143e-06 -0.0023849328776766239 -0.0018410026169197033 0.00016194229596240217 0.00095046629608794688 -0.0025255298526943811 -0.0015543157483399401 0.0012816274099921841 0.00019708404078676859 0.0023069293228289425 0.0005609337611682041 0.00078049888944444108 -0.0014111108975232113 -0.002264356148243623 -0.0020396775970966479 0.0010284213865745997 0.0020794492363815113 0.00063946877204858774 3.5776715783171556e-05 0.001129680942076183 -0.0017857243683232164 0.0021002468115762273 0.00065117178702009924 -0.00011164743092700447
leaf_weight=1.5574008545372695 1.6397208458511148 2.3074259248096487 14.544203737750648 4.4659635219722977 10.719160761684181 7.8052929642144582 84.045988993893843 4.3278653398156157 2.2233540758024928 3.6989018227322985 10.794357985258101 2.3440402636770146 1.9027825854718683 4.0899868453852832 16.818467818200592 7.6138242334127408 7.0890604853630066 4.0169049277901632 4.5816508010029793 1.7580857072025531 4.1623323056846848 0.69598210742697109 3.5255994237959385 39.420178016647696 6.251770671457054 7.3935527130961409 4.55969681404531 3.708819404244422 1.529905993491411 64.189044033526443
leaf_count=113 231 86 78 39 57 102 1955 179 137 67 46 78 39 31 119 81 44 19 39 29 28 12 18 204 32 41 30 24 15 660
internal_value=0.000151861 -7.71502e-05 0.00028296 0.000464025 0.000368122 -5.79386e-05 -3.02527e-05 -0.000547148 -0.000150219 4.96328e-05 0.000102546 0.000308197 -0.000323252 0.000381178 0.00045678 0.000863311 0.00146509 0.000405292 -0.000387278 0.000295215 -0.000246662 -0.00171189 0.0010977 0.000471146 0.000545066 2.3821e-05 -0.000732435 0.000765086 -0.000907758 -7.25752e-06
internal_weight=333.781 121.514 212.268 138.634 124.089 73.6341 119.206 24.3659 20.038 18.4806 94.8403 16.2573 9.03279 5.99277 119.623 34.0206 14.7029 19.3177 8.59856 85.6028 20.9808 3.04002 7.2245 64.622 61.334 18.205 10.8115 43.129 3.28799 71.9943
internal_count=4633 2761 1872 879 801 993 2675 674 495 382 2001 245 160 70 762 240 125 115 58 522 147 90 85 375 331 103 62 228 44 762
is_linear=0
shrinkage=0.00217391


Tree=541
num_leaves=31
num_cat=0
split_feature=6 5 6 7 18 5 9 13 3 7 9 5 15 15 17 19 7 7 7 12 4 5 7 7 8 9 15 9 0 4
split_gain=0.462713 0.370181 0.792288 0.59958 0.403157 0.974753 0.36284 0.783569 0.995557 0.682651 0.580385 0.575432 0.790098 0.513587 0.504842 0.494789 0.463706 1.4238 1.35643 1.2298 0.940879 0.807249 0.802385 0.964976 1.2842 1.34774 1.06413 1.47839 0.87048 1.10327
threshold=1.8500432259500001 2.7155367820000005 3.6650856341500009 24.021206791900003 16.435318745950003 1.6209823962500003 37.364870866050005 96.357027853400012 79.47351079420001 21.442433661550002 43.730860148300003 9.1899936892500005 12.38011581135 11.870705757150002 181.31611693365002 12.451004585100002 22.093462376800005 21.946499523750003 22.172877373800002 324.31852928155007 379.39767044025007 36.806659819600007 21.833224794850004 20.714163848350005 5.1459841250500009 72.978853106700015 16.701926737050005 180.48474949425002 86.474255765850003 209.52275111965002
decision_type=2 2 2 2 2 2 2 2 2 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 -4 11 12 -8 15 -14 -12 17 19 -18 20 21 22 23 24 25 28 -25 -28 29 -15
right_child=1 2 6 -5 5 -7 10 -9 -10 -11 13 -13 14 16 -16 -17 18 -19 -20 -21 -22 -23 -24 26 -26 -27 27 -29 -30 -31
leaf_value=-0.042773917921497352 0.036689991402913159 0.021520601479908009 0.031486638136650466 -0.042684991073456503 0.042837014797027437 -0.042809093285921009 0.030779343228920942 -0.046610904944523246 0.043241404145867759 -0.044385459550253852 -0.035461072219460821 0.038745642931871542 0.024611474761413295 -0.025269204286325321 -0.045448388432701353 0.039929954934066481 0.027856379461074634 -0.043975284833200755 0.0011070697144839937 -0.044141820007040852 0.046596636071900531 0.045355567708274799 0.024143394806995615 0.019900455618457293 0.02411708171911758 -0.042649203408142759 -0.048743431846531418 -0.0069119370536684707 -0.025639746711789223 0.017355974233771554
leaf_weight=0.42524401879927509 1.036733386106788 0.31991562771145154 0.28580635040998392 1.2117741673137059 0.44987927377223957 0.47581049177097157 0.87830327544361286 0.88280470576137293 0.6318027777597307 0.7423380616819486 1.1296920628519718 1.3969998778775332 0.25140880758408457 1.3529865800519667 0.62124792742542922 0.17494215772603627 3.3509442044887683 1.4908819517586369 212.03430522745475 1.1460799863561977 0.73420619964599509 0.62456391099840303 1.7723344031255681 1.1241738427779626 3.3073288949672124 1.4798585792887022 2.5152958144899458 3.5382335738395341 1.7061824856791643 4.8246310516260564
leaf_count=188 11 10 3 231 6 65 14 102 6 99 196 17 9 52 55 7 27 33 2704 78 3 9 14 30 48 333 133 43 43 64
internal_value=0.000703376 0.000776892 0.000634962 -0.0292747 0.0188238 -0.00118564 0.000819691 -0.0148572 0.00203025 -0.0232943 0.000982094 0.0187785 0.00284782 0.000750889 -0.0252644 -0.0253517 0.000892192 -0.00441359 0.00152323 -0.00196884 0.000134468 -0.001399 -0.00274959 -0.00515092 0.00177173 -0.00612086 -0.0173717 -0.0242933 0.000735837 0.00802045
internal_weight=251.917 251.491 249.529 1.53169 1.96242 0.92569 247.997 2.54275 1.65995 1.02814 245.455 3.14796 1.75096 242.307 0.872657 1.30463 241.002 25.6168 215.385 24.1259 22.9798 22.2456 21.621 19.8487 12.671 9.36366 7.1777 6.05353 7.8838 6.17762
internal_count=4633 4445 4363 241 82 71 4122 210 108 102 3912 95 78 3817 64 203 3614 883 2731 850 772 769 760 746 540 492 206 176 159 116
is_linear=0
shrinkage=0.041715


Tree=542
num_leaves=31
num_cat=0
split_feature=9 7 0 9 9 9 17 2 0 15 18 18 4 17 9 9 7 17 9 17 4 17 12 2 2 16 5 5 6 14
split_gain=0.3533 0.529095 0.53902 0.461146 1.07565 0.673423 0.807415 0.710363 0.830427 0.645916 0.669785 0.677409 0.57728 0.503524 0.479904 1.52867 1.85822 1.02628 0.764311 0.680479 1.28083 0.78465 0.619337 0.845075 1.2248 1.15182 1.20039 0.729836 0.706612 0.675764
threshold=233.77854820110002 28.832866553600002 104.61328277200001 224.20824026050005 219.87257840710004 216.07042296730003 208.00356650210003 361.99740083035005 87.842680954300008 35.133229767950006 15.589604336850003 15.868316629550002 492.44368331310005 196.39284362915004 210.61272793875003 212.49340169810003 24.314922763450003 202.18556316275001 210.09631269260004 197.26918533450001 168.18037996940004 185.88129754265003 371.73724940330004 325.13486840910008 309.04644204820005 11.864972254500001 1.6209823962500003 21.950234501100002 11.945279099550001 393.55083147265003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=3 -2 -3 4 5 7 13 14 -9 10 -6 -12 -10 -7 18 16 -16 19 22 20 -17 -22 23 24 25 26 -1 28 -25 -27
right_child=1 2 -4 -5 9 6 -8 8 12 -11 11 -13 -14 -15 15 17 -18 -19 -20 -21 21 -23 -24 27 -26 29 -28 -29 -30 -31
leaf_value=0.026989469709935352 -0.048049827747795933 0.04468212177278099 -0.045007967630233153 0.013541276725562363 -0.053858452314226542 0.0048609085222329424 -0.010630421068317063 -0.055201014830190041 0.016210872634860006 -0.00029676554150690555 0.015866199948751741 -0.039635566270025867 -0.043502696658151589 0.031093177731364594 0.0078317425597069883 0.022865944704729864 -0.041901313784003337 -0.02004679641374945 0.020713814795502529 0.018553807456837657 0.0032535691967007559 -0.053327749895584906 0.025796484063967381 -0.019760791031006839 0.02362246801629234 0.0012669846064881885 -0.030340683006962056 -0.050279477731105547 0.044576673011683096 -0.026533439417350681
leaf_weight=0.77238136080268205 0.63273250334896036 0.3009004071354866 0.19199183268938214 4.8283590720966449 1.3062553948257112 2.0311158225522368 1.838398788240738 0.86178588363691178 0.90791557938791789 1.8917930647730825 0.73563472181558587 0.80622961214976385 0.41156083359965123 3.4607717078179121 2.0676564369350698 1.5018473718082517 3.6060676254564896 2.6511013013077891 3.472549836151301 5.5440784668899141 0.73617984481097654 1.0264880999457089 1.7374820478726167 1.3818762049777427 4.1141898879432111 194.49328228719241 3.695024283209932 1.0221052306587806 0.38090871321037401 1.5415528217563395
leaf_count=103 20 2 59 100 22 43 46 46 29 31 3 48 52 36 27 10 93 61 32 39 21 27 37 112 128 2712 586 46 4 58
internal_value=0.000636311 -0.022742 0.00974596 0.000742069 0.00048879 0.000879646 0.0133605 0.000485174 -0.0232697 -0.0192404 -0.0318233 -0.0131553 -0.00241452 0.0213915 0.000710709 -0.00602284 -0.0237773 0.00276742 0.00125334 0.00963376 -0.00551504 -0.0296965 0.000930214 0.0007219 0.00103335 0.000569839 -0.0204287 -0.0221618 -0.00585853 0.00104837
internal_weight=249.95 1.12562 0.492892 248.825 243.996 239.256 7.33029 231.926 2.18126 4.73991 2.84812 1.54186 1.31948 5.49189 229.745 17.1334 5.67372 11.4597 212.611 8.80859 3.26452 1.76267 209.139 207.401 204.616 200.502 4.46741 2.78489 1.76278 196.035
internal_count=4633 81 61 4552 4452 4348 125 4223 127 104 73 51 81 79 4096 278 120 158 3818 97 58 48 3786 3749 3587 3459 689 162 116 2770
is_linear=0
shrinkage=0.0418233


Tree=543
num_leaves=31
num_cat=0
split_feature=15 5 3 13 7 15 15 0 17 6 9 16 6 7 19 13 3 13 16 18 16 16 18 0 4 0 18 10 6 13
split_gain=0.356799 0.900784 0.842391 0.920141 0.406236 0.403395 1.13745 1.83388 0.96311 2.51599 1.12292 0.844507 1.51363 2.48632 1.10275 0.873021 1.3212 1.08512 1.24979 1.1837 1.10689 0.978356 0.771897 2.06825 1.38348 1.54503 1.26278 1.14891 0.769072 1.44416
threshold=46.723315192750007 25.361845021250002 92.913112988300014 117.56896250265002 23.853977146050003 41.29990759910001 40.957632625650007 86.420486603250012 204.37664599445003 16.355382140900002 198.44478460200003 22.674946976100003 16.165377701450002 22.721067571950005 14.551174033150001 117.76521994615001 112.7969493211 117.58509325145 22.664946999500003 13.141419083100002 22.654947022900004 22.644947046300004 13.552878921100001 86.420486603250012 330.20885572415006 92.168410086200012 13.551953225650001 67.923894665750012 16.565387047600002 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=5 4 -3 -4 -2 6 11 -8 9 10 -7 15 -13 14 -14 17 -17 18 20 -19 21 22 24 -24 25 26 27 -1 29 -11
right_child=1 2 3 -5 -6 8 7 -9 -10 28 -12 12 13 -15 -16 16 -18 19 -20 -21 -22 -23 23 -25 -26 -27 -28 -29 -30 -31
leaf_value=0.0042820253312652211 -0.042206747916047456 0.038824677135634443 -0.041348699368944683 0.0039160016579264708 -0.01160307723161641 -0.0082707683307330759 -0.046642948576893072 0.0039631797427732932 0.024263601595410241 0.0030187727530061456 -0.046594552210812878 0.020854276902251157 0.0078597699458078547 -0.055519708499693309 -0.023105745402916864 -0.053217804489946612 0.023495456053280815 0.021985279623317779 -0.041758701537929911 0.00063321810075871567 0.026444965325788543 -0.025450205029067616 -0.039974219752656644 -0.00022985815641238553 -0.026747808586852845 0.032990927256806149 0.038139654593318084 -0.034558522750291559 -0.0056399143831578477 0.022168212311291336
leaf_weight=33.971449973993003 1.1840922641567879 0.74256765656173218 0.79677073808852572 3.2810691415797919 1.2978287418372927 2.6796972313895813 1.9127931892871846 2.1955813886597753 3.1565299313515416 17.744083310477439 1.84144230018137 1.8599152341485012 3.6710671717300993 1.8496412001550195 2.9699085289612412 0.97813770023640134 0.4766706838272512 7.2718767798505706 0.99572426080703635 7.5590165928006172 2.3499534279108039 2.0748881623148909 1.8983267595176574 121.44073947209108 1.8574754268847744 2.9354034189600489 1.5267728865146626 1.1231130976229895 6.288530101068317 8.2292567640542966
leaf_count=694 46 4 44 58 26 27 18 22 43 135 31 23 33 30 41 81 8 37 8 40 12 18 36 2825 100 29 56 17 52 39
internal_value=0.000517679 -0.00771018 0.00181171 -0.00492829 -0.0262037 0.000767131 7.77363e-05 -0.0195982 0.00423518 0.00251644 -0.0238799 0.000488468 -0.0100162 -0.0167785 -0.00598831 0.00107159 -0.0280826 0.00130085 0.000446614 0.0111026 0.00069502 0.000332304 0.000657007 -0.000841569 0.00512004 0.00661646 0.0045024 0.00303903 0.00621559 0.00908598
internal_weight=248.16 7.30233 4.82041 4.07784 2.48192 240.858 200.918 4.10837 39.9395 36.783 4.52114 196.81 10.3505 8.49062 6.64098 186.46 1.45481 185.005 170.174 14.8309 169.178 166.828 164.753 123.339 41.4142 39.5567 36.6213 35.0946 32.2619 25.9733
internal_count=4633 178 106 102 72 4455 4128 40 327 284 58 4088 127 104 74 3961 89 3872 3795 77 3787 3775 3757 2861 896 796 767 711 226 174
is_linear=0
shrinkage=0.0377826


Tree=544
num_leaves=31
num_cat=0
split_feature=3 3 8 19 2 0 17 2 2 7 15 6 6 13 9 9 6 17 9 16 6 6 6 12 7 9 15 4 17 17
split_gain=0.31672 1.15308 2.67188 1.11537 0.975893 0.957176 1.09789 0.83718 1.35819 0.826769 0.852203 0.685389 1.36693 0.672194 0.692588 0.772913 1.28952 0.923177 0.79834 0.739411 0.615173 1.02142 0.640869 1.24519 1.91959 1.75715 2.18091 1.43328 1.40713 2.47281
threshold=93.883646373400012 94.227769014100019 8.2435668022500028 14.451165964200003 71.708303056200009 85.121961326250016 188.51582982015003 90.828344481500011 135.87377242040003 22.673598830200003 22.853312863800003 18.055421862050004 16.890394641350003 108.49810477050001 227.40597858270002 191.61296531520003 22.560527123150003 187.52613723835003 186.70853236170004 18.474956797500003 16.625388449550005 16.575387281250006 14.845346859150002 133.01805689090003 23.109894804950002 189.34276022045003 39.203018015350004 147.36370056065002 190.03457182425004 188.27285108100003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=11 2 -2 -4 -5 9 -7 -6 -9 10 -3 12 20 -12 15 17 -17 18 19 -15 21 22 -1 27 25 -25 -27 -24 29 -28
right_child=1 5 3 4 7 6 -8 8 -10 -11 13 -13 -14 14 -16 16 -18 -19 -20 -21 -22 -23 23 24 -26 26 28 -29 -30 -31
leaf_value=-0.0015797598141935071 0.016772626212467358 -0.027421896124802579 -0.061950141520087924 0.020775315527579601 -0.061290009323684273 -0.00066164363885214193 0.046280371306000809 0.041278130458452467 -0.040341353866144153 -0.051663700992060135 0.046475610626539966 0.024849550426142987 -0.043886052728351492 -0.049104018257099383 0.049043795669936205 -0.04456753381581792 0.01381902304226844 0.048204271009823649 -0.060157505405636323 0.008156672661049337 0.022546279408527683 -0.026332515644151861 -0.019407663065179152 0.0062235255562734636 0.0049441178225566778 -0.061023131142841816 -0.030282297283916015 0.014813159439719557 -0.033942913527711151 0.026777312571717525
leaf_weight=91.399282141268486 3.4024307690560835 2.24839967340814 2.1883172549132723 0.96883494779467572 1.359074264764786 2.2973527694120994 2.1133545744232833 0.66853813081979785 1.3806671958882359 0.73020698333857481 0.768698726198635 2.6808519624173632 1.49279483873397 0.53486588096711241 0.63846638798713762 1.9999984529567894 1.4355993326753376 1.0161700407043088 0.44988968968391407 7.2740847163950093 2.9550329139456144 2.9884897805750361 2.9841588027775314 7.8492577250581261 59.869403616525233 2.5361065566539756 3.0967347174882871 28.802843588404357 4.2252051122486591 3.6626248992979527
leaf_count=2646 35 270 54 6 15 27 20 4 55 34 12 21 19 142 6 64 14 8 5 213 26 23 22 67 454 19 32 263 40 17
internal_value=0.000586264 -0.00381683 -0.0170318 -0.0345504 -0.020852 0.0023079 0.0218302 -0.032685 -0.0137136 -0.00272869 -0.000545362 0.00123223 0.000933381 0.003735 0.00127381 -0.00112573 -0.0201701 0.00592859 0.000726981 0.00423466 0.00125142 0.000948034 0.00134685 0.00371346 0.000627449 -0.011466 -0.0217355 0.0116005 -0.0126647 0.000636009
internal_weight=246.018 31.4749 9.96786 6.56543 4.37711 21.5071 4.41071 3.40828 2.04921 17.0964 16.3662 214.543 211.862 14.1178 13.3491 12.7106 3.4356 9.27501 8.25884 7.80895 210.369 207.414 204.426 113.026 81.2393 21.3699 13.5207 31.787 10.9846 6.75936
internal_count=4633 984 169 134 80 815 47 74 59 768 734 3649 3628 464 452 446 78 368 360 355 3609 3583 3560 914 629 175 108 285 89 49
is_linear=0
shrinkage=0.0470034


Tree=545
num_leaves=31
num_cat=0
split_feature=15 5 13 15 19 8 17 16 18 9 19 5 5 5 2 5 4 19 15 5 13 8 17 6 3 2 6 12 7 9
split_gain=0.324338 0.68815 0.661642 0.46899 0.383088 0.626673 0.458824 2.30265 2.10397 1.96848 1.12686 1.52129 1.59461 1.08998 0.916778 1.10281 1.02944 0.910442 1.01537 1.77353 1.01914 1.35703 0.823314 1.72454 2.38993 1.28127 1.17051 0.918871 1.60339 1.35427
threshold=46.674706678850008 25.361845021250002 117.67650082785001 51.19990836680001 14.651182102100002 8.6432548896500023 201.39543491635001 22.644947046300004 14.380989918050002 205.22231928645002 14.451165964200003 20.389142059250002 19.688300142250004 7.754880527600001 325.13486840910008 21.191508333600002 395.41070928875007 12.250988447150002 26.564181852100003 15.188638235750002 102.21786657780002 7.3442686056500008 198.39433209390003 14.905348261050003 83.511574906150017 72.043920985000014 16.375382608200002 266.21985070420004 22.835261448650005 206.57490536735003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=4 2 -2 -3 6 -6 14 8 9 -8 11 12 13 -10 16 -16 22 -15 19 20 21 -19 27 24 25 -24 -25 -1 -29 -30
right_child=1 3 -4 -5 5 -7 7 -9 10 -11 -12 -13 -14 17 15 -17 -18 18 -20 -21 -22 -23 23 26 -26 -27 -28 28 29 -31
leaf_value=0.00085821699346583116 -0.045789872908953241 0.0086358509981807 -0.0036769510230449144 -0.02485710677571348 0.020147454524177787 -0.0042730231936298031 -0.044969635462232101 0.037660705731992941 -0.043609448210049542 -0.0013021671842262214 -0.036779720112349749 0.023843241812254928 -0.054030202775665254 0.024505731056339616 0.00075158537044481115 -0.051456285353309976 0.02385422154154173 0.013078836677776968 0.0055498139663461834 -0.045739960669966578 0.017380997582484018 -0.03622500138787943 0.045478533128070889 0.030198052347097663 -0.038743928623306938 -0.002725874434421053 0.0029974437372398514 0.011436305616301675 -0.055220108011010606 0.0056088891638607181
leaf_weight=154.47804966995318 1.3949325118446716 3.6425858427537605 1.3115906119346616 0.95644773729145516 4.5850078091025344 3.2563567385077477 4.3189697566849636 2.3247628286480895 1.0506992564769557 3.2995126536116004 1.539811165537684 4.3613052093714932 1.0759866377338756 2.5964337364712291 1.6771673990442644 1.3024487346046951 3.7341996399482005 1.7315811591688559 12.974227928905746 2.2545997811248526 2.8306265948340297 2.4324947674758732 1.4139394052326704 7.3008914738893491 2.6772022436489351 3.4054916423629038 4.7197171440348029 2.1046037651831275 2.1697640475467783 0.9551083048863801
leaf_count=2612 74 44 13 62 31 39 50 32 248 36 31 69 21 141 109 77 183 55 130 67 35 111 8 41 75 80 41 41 64 13
internal_value=0.000481943 -0.00835174 -0.0253818 0.00167042 0.000754736 0.0100061 0.000437577 -0.00353657 -0.00590333 -0.0260576 -0.0012289 0.000519589 -0.00325534 -0.00114356 0.00135217 -0.0220695 0.00173361 0.000654143 -0.0021325 -0.0129087 -0.00232618 -0.0157226 0.00127272 0.0095257 -0.00649683 0.0114165 0.0195181 0.000264152 -0.0172844 -0.0366279
internal_weight=243.877 7.30556 2.70652 4.59903 236.571 7.84136 228.73 42.791 40.4662 7.61848 32.8478 31.308 26.9466 25.8707 185.939 2.97962 182.959 24.82 22.2235 9.2493 6.9947 4.16408 179.225 19.5172 7.49663 4.81943 12.0206 159.708 5.22948 3.12487
internal_count=4633 193 87 106 4440 70 4370 1026 994 86 908 877 808 787 3344 186 3158 539 398 268 201 166 2975 245 163 88 82 2730 118 77
is_linear=0
shrinkage=0.0425671


Tree=546
num_leaves=31
num_cat=0
split_feature=16 16 0 6 13 2 10 10 13 2 5 18 7 2 18 17 5 6 15 8 7 17 19 3 17 16 18 10 0 6
split_gain=1.83399 3.15771 2.7811 2.41544 2.86118 2.05343 1.90606 2.82533 3.44384 1.74994 3.88912 1.55768 2.01528 2.27178 1.91679 1.90994 2.25139 4.32945 3.16054 1.52536 1.44572 2.85304 2.11802 2.24973 1.8957 1.28534 3.15913 1.56543 1.84324 1.33628
threshold=20.394952307700002 20.034953149600003 86.345209775600011 16.375382608200002 117.39690118230001 325.13486840910008 66.859265246100009 66.235542959850008 113.98793627290001 151.08605618930002 22.458857822500004 13.304953393500002 23.109894804950002 127.74713841330002 13.154691941050002 212.38791228795003 21.072048321250005 15.975373262050001 33.787611863550005 2.8477776226000002 23.131311951800004 189.31980273685002 14.351157895250003 93.499196860750018 192.92322630085002 22.604947139800004 13.781134552700001 62.041548276350007 88.350799540950007 16.425383776450001
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 5 3 4 -2 -1 7 8 -4 -5 -11 14 -13 -14 -10 16 17 -15 -19 -7 21 22 23 -12 -23 26 -18 -27 -29 -28
right_child=2 -3 6 9 -6 19 -8 -9 11 10 20 12 13 15 -16 -17 25 18 -20 -21 -22 24 -24 -25 -26 27 29 28 -30 -31
leaf_value=7.9583434093511489e-05 0.00044352472847729172 -0.0018934684794203354 -0.00097108755766762446 0.00035405319001993968 -0.002399428771852521 -0.00021618267470352459 -0.00099043211641808271 0.0016818815241540297 0.00040833391538268538 -0.0028600915180525687 0.00091214248358893236 -0.00060261943055119483 0.0015135251182586487 0.00040361681825652399 0.0018342176755648727 0.0017341972096320138 0.00087082757366760042 0.00021430475525823815 -0.0031859590826981213 -0.0020627936126499592 0.0003127642771640378 -0.0026217017554758704 0.0011053590110051627 -0.0024362874367611126 -0.00014032354556731786 0.0014797391667025657 -0.0017045984261009899 -0.00084410007858345146 0.0012195291565287667 2.4676999399052097e-05
leaf_weight=139.48941573221236 2.2244569659233084 3.2253654398955396 5.8371197488158932 42.667958914767951 3.1758389443857595 3.866069570707622 3.0478074327111235 7.5362585037946692 6.7740075737237913 1.9741871915757681 1.2893467172980329 6.2695984914898863 7.7394945472478858 8.5021316669881326 7.1729882061481476 3.6229454651474944 9.9294840022921615 1.5862443186342705 2.7815706990659237 2.8877660817524884 15.869167472701518 3.0750720612704754 4.0973642335738987 1.7450616813730446 1.805903682252392 8.9070488698780519 3.3208614811301223 3.0615822412073603 3.3492484949529171 3.2845742553472519
leaf_count=3005 12 42 38 283 52 157 30 39 34 18 6 35 80 43 34 31 36 12 38 168 138 56 44 40 21 45 34 26 22 14
internal_value=0.000143437 -1.20341e-05 0.000279612 1.19142e-05 -0.00122838 2.94605e-05 0.000504586 0.000555397 0.000452042 0.000104269 -0.000252703 0.000560912 0.000431013 0.00054656 0.00114167 0.000391762 0.000283012 -0.000395528 -0.0019511 -0.00100575 -6.8086e-05 -0.0005712 0.000203828 -0.00101351 -0.00170362 0.000557173 0.000185498 0.000958379 0.000234014 -0.000844711
internal_weight=320.116 149.469 170.647 77.9244 5.4003 146.243 92.723 89.6752 82.1389 72.5241 29.8561 76.3018 62.3548 56.0852 13.947 48.3457 44.7227 12.8699 4.36782 6.75384 27.8819 12.0127 7.13177 3.03441 4.88098 31.8528 16.5349 15.3179 6.41083 6.60544
internal_count=4633 3372 1261 670 64 3330 591 561 522 606 323 484 416 381 68 301 270 93 50 325 305 167 90 46 77 177 84 93 48 48
is_linear=0
shrinkage=0.00192234


Tree=547
num_leaves=31
num_cat=0
split_feature=9 7 0 9 9 9 9 2 0 15 18 18 4 18 0 4 16 3 9 6 13 3 16 17 9 9 9 7 17 15
split_gain=0.286965 0.474828 0.473017 0.397917 0.872997 0.575151 0.756142 0.58121 0.691032 0.570598 0.624896 0.574686 0.472664 0.463706 0.438101 0.87512 0.425631 1.06629 1.04732 0.961837 0.778929 1.31127 0.908698 0.541887 0.661174 0.509223 1.38876 1.32381 0.886581 0.737948
threshold=233.77854820110002 28.832866553600002 104.61328277200001 224.20824026050005 219.87257840710004 216.07042296730003 217.47560379410001 361.99740083035005 87.842680954300008 35.133229767950006 15.589604336850003 15.868316629550002 492.44368331310005 16.622853636350005 94.354126546200021 312.24436677560004 22.724946859200003 94.472418703950012 186.70853236170004 21.760508430800005 117.76521994615001 94.383699585650007 21.074950717600004 162.04221493815001 58.084576609100004 210.61272793875003 212.49340169810003 24.314922763450003 202.18556316275001 28.579157549250002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=3 -2 -3 4 5 7 -7 16 -9 10 -6 -12 -10 -8 -5 -16 20 -18 -19 -20 23 -22 -23 24 -1 29 27 -27 -28 -25
right_child=1 2 -4 14 9 6 13 8 12 -11 11 -13 -14 -15 15 -17 17 18 19 -21 21 22 -24 25 -26 26 28 -29 -30 -31
leaf_value=0.015466048487842759 -0.056341023410567265 0.053077052339268654 -0.053103743738704773 0.029435694445253555 -0.063000012074244105 0.038903191993872793 -0.005849334107836765 -0.064554319710130842 0.016822232244604177 7.3708127390388568e-05 0.017568813088499339 -0.045293919889285293 -0.051626192240686451 0.028994006797131225 0.022402372858817365 -0.044339838835815312 0.031867250406955518 0.020436361688708389 -0.042832333594967721 0.017626797550719824 -0.0775641293161414 -0.050923789880743926 0.025849571390679244 0.0056707702713525276 -0.053158730689566731 0.0074229141492864808 0.010711768550415002 -0.047112323560154941 -0.023168260220853502 -0.00081279108942972891
leaf_weight=0.54066227930888888 0.56654343812260666 0.27539889514446259 0.16921929086674936 2.4923698045313349 1.1977856354787939 2.2359745770227155 3.4796036224579439 0.74662476756930019 0.8526377468369899 1.820262956083752 0.71799240261316277 0.73548101869528182 0.35780429659644142 1.3147530280402859 1.3762554810673466 0.76285281626041967 3.7089067455381137 2.605921283364296 1.9991345284506681 0.97946265898644913 0.85955891758203451 0.59988085809163738 1.0760322567075489 66.676626881526317 0.99853025056654587 1.644958710996433 7.888340058794709 3.4323514246789273 2.5544890853343531 128.14567286949023
leaf_count=54 20 2 59 26 22 31 66 46 29 31 3 48 52 28 36 38 31 17 50 10 9 79 13 1966 294 20 77 93 61 1322
internal_value=0.000573359 -0.0259983 0.0126652 0.000684476 0.000401129 0.000821497 0.0149002 0.000382897 -0.0267373 -0.0214748 -0.0362692 -0.0142407 -0.00341099 0.00370573 0.0151941 -0.00139936 0.00062015 0.0110923 -0.0027052 -0.0229513 0.000166258 -0.0273733 -0.00163089 0.000495809 -0.0290533 0.000712037 -0.00800126 -0.0294439 0.00242415 0.00140616
internal_weight=242.812 1.01116 0.444618 241.801 237.169 232.698 7.03033 225.668 1.95707 4.47152 2.65126 1.45347 1.21044 4.79436 4.63148 2.13911 223.711 9.29343 5.58452 2.9786 214.417 2.53547 1.67591 211.882 1.53919 210.342 15.5201 5.07731 10.4428 194.822
internal_count=4633 81 61 4552 4452 4348 125 4223 127 104 73 51 81 94 100 74 4096 108 77 60 3988 101 92 3887 348 3539 251 113 138 3288
is_linear=0
shrinkage=0.0499828


Tree=548
num_leaves=31
num_cat=0
split_feature=16 16 0 10 0 13 2 9 10 19 9 6 8 15 9 13 2 7 16 6 17 6 13 16 9 16 5 5 0 13
split_gain=2.27797 3.05464 1.95418 2.04865 2.55764 2.472 1.58883 1.48165 2.61322 2.58968 1.41797 2.68115 1.30729 1.25874 1.67118 1.3925 1.36578 2.52857 1.97822 1.77099 2.66618 1.5645 1.35952 2.06596 2.41922 1.2411 1.18238 2.98273 3.28203 2.30627
threshold=20.394952307700002 20.034953149600003 86.538778761000017 66.859265246100009 90.321439350550008 113.98793627290001 325.13486840910008 201.65416293750005 61.93938686740001 14.551174033150001 196.51002155900002 16.435384010100005 2.8477776226000002 34.139075990150012 199.66502090505003 117.63886241405002 199.01127796720002 23.050081659550006 22.594947163200004 16.375382608200002 192.19686994285004 16.505385645700006 117.61735474900001 22.744946812400002 189.68479361675003 22.654947022900004 21.252944829650001 20.201591378100002 86.904409066750006 116.87802876315001
decision_type=2 2 2 2 2 2 2 2 2 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 7 4 5 -4 -1 13 -9 -10 11 -7 -8 15 16 -2 19 -18 -19 20 -15 -20 -21 24 25 -24 27 -12 -29 -30
right_child=2 -3 3 -5 -6 10 12 8 9 -11 26 -13 -14 14 -16 -17 17 18 21 22 -22 -23 23 -25 -26 -27 -28 28 29 -31
leaf_value=5.2832903053988804e-05 0.0017953245485844687 -0.0019155704888648734 -0.00081218461173019978 -0.0010312269067783628 0.0014432879485018221 0.0014686434382804731 -0.0002183472387360619 0.00026933727425980765 -0.002183026734800505 0.00033064634925721135 0.00080992861980863629 -1.8626795988407909e-05 -0.0020399166643516016 -0.0024254476953282367 0.00096015335782823963 5.3888928967704895e-05 -0.0023786484153543127 0.00099134253806892566 -0.002099906363713387 0.00055527919364816466 0.00068785370212986704 0.00027632109840530241 0.00082868163261421845 0.00077156681229626997 -0.0018500372418007944 -0.00071329721933736717 0.00061135428789863184 0.00079584309683719231 -0.00044965879687686638 -0.0031110683814205842
leaf_weight=141.46929838578217 3.7320860475301734 3.1033493671566239 5.3393802791833869 2.9973483588546506 11.022736059501765 13.274581246078016 3.6091119943303047 8.5021894825622422 4.4727054107934228 2.2900225296616554 6.9172990731894952 6.7602963447570792 2.4403847641369794 2.2956324045080683 7.9976713834330431 3.1115332515910268 2.3303809578064811 3.4260188029147685 2.1850873437942937 25.602522225119174 1.8242860850878058 1.9267562143504617 3.6278858184814471 6.0694428477436295 3.8846216257661581 4.1188295837491751 21.809467028826475 2.6064265221357346 2.2391010895371437 2.6008170302957296
leaf_count=3005 32 42 35 30 74 110 157 91 72 16 40 34 168 34 31 59 80 20 31 134 13 13 17 35 29 33 138 18 14 28
internal_value=0.000142295 -2.81278e-05 0.00029981 0.000526194 0.00059052 0.000437795 1.15783e-05 0.000104069 -0.000440021 -0.00133184 0.000556535 0.000966799 -0.000953174 0.00021921 0.000136995 0.00100356 2.20849e-05 -0.000628569 -8.75205e-05 0.000157479 -0.00104689 -0.000986437 0.000272063 -0.000137582 -0.000611992 8.83118e-06 0.000329305 -9.8953e-05 -0.000943261 -0.00187982
internal_weight=313.587 150.622 162.965 75.5675 72.5701 61.5474 147.519 87.3977 15.2649 6.76273 56.208 20.0349 6.0495 72.1328 65.2891 6.84362 57.2915 9.86824 7.53786 47.4232 4.11992 4.11184 43.3033 17.7008 11.6313 7.74672 36.1731 14.3636 7.44634 4.83992
internal_count=4633 3372 1261 521 491 417 3330 740 179 88 382 144 325 561 470 91 439 144 64 295 47 44 248 114 79 50 238 100 60 42
is_linear=0
shrinkage=0.00192234


Tree=549
num_leaves=31
num_cat=0
split_feature=16 16 0 5 2 10 0 13 18 13 16 17 19 14 16 10 18 3 10 6 17 13 8 13 13 0 5 16 15 4
split_gain=1.90095 2.71579 2.21598 2.17951 1.87034 1.80972 2.02149 2.83764 2.1392 3.013 3.4937 2.13839 1.66396 2.41506 2.36619 3.42117 3.12059 1.64997 1.96699 1.7387 3.06741 1.59531 1.32409 1.30059 2.80467 1.75411 3.66724 3.24678 2.27235 1.69804
threshold=20.394952307700002 20.034953149600003 86.345209775600011 20.389142059250002 325.13486840910008 66.859265246100009 90.321439350550008 113.98793627290001 13.304953393500002 115.13321943645001 22.454947490600002 188.70679832985002 14.551174033150001 223.39008018995003 22.604947139800004 62.165217350350012 13.781134552700001 93.345954747300013 62.907231794400012 16.375382608200002 192.19686994285004 116.67639440335002 2.8477776226000002 109.34496908160001 108.87986582505 92.168410086200012 20.497141515850004 18.714956236300004 28.579157549250002 147.36370056065002
decision_type=2 2 2 2 2 2 2 2 2 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 21 6 7 -4 11 -10 -11 -9 13 -12 15 16 -15 -5 19 20 -19 23 -6 24 29 26 -25 -28 -27 -1
right_child=2 -3 5 17 22 -7 -8 8 9 10 12 -13 -14 14 -16 -17 -18 18 -20 -21 -22 -23 -24 25 -26 28 27 -29 -30 -31
leaf_value=0.0014996682099350997 0.001259799248420202 -0.0018507285590125748 -0.00089639011859321549 -0.0013732831178320812 -0.0002781877107773886 -0.0010028501534891058 0.0013153323947047311 0.0002973816417845471 -0.0014449890370378149 0.0015589547723388402 -0.001495184269867062 0.0017658004931879543 0.00097414510033405806 -0.00018450346787286228 0.00069424447409549854 0.00049729470903092448 -0.0027210505149523295 -0.0024814296514353187 0.0016641587953346575 5.578259068766858e-05 0.00046342196601979448 -0.001930835877664549 -0.0020112656905378096 -0.0028302826625577985 -0.002181969020126291 0.0016339048606395245 -0.0016149996529799867 0.00092663324263125542 0.0003059394925016281 -1.5210909353051466e-05
leaf_weight=2.6998303271830073 5.0324273891746989 2.8257985124364486 5.3986936137080184 3.0707669816911212 3.9185432459344147 2.8412522114813319 10.16699117887765 5.9622453935444346 3.1201785355806342 8.6247930377721769 3.197074480354785 8.6080131605267507 9.0065428093075734 3.9515454247593871 17.499957181513309 8.316928952932356 3.0541907455772161 2.6576559676323077 2.5467862784862509 71.773160522105172 2.3826754670590162 1.4121328082401294 2.6079195831262041 1.6032791212201143 2.0872181539889416 6.7621710449457195 2.4222498299204727 6.787839425727725 14.16173058003187 98.985217402630951
leaf_count=12 36 42 35 21 157 30 74 30 21 91 16 38 45 17 104 35 55 36 11 545 21 148 168 15 86 31 198 45 92 2378
internal_value=0.000137955 -2.10646e-05 0.000269212 5.5728e-05 1.49782e-05 0.000477261 0.00052565 0.000421028 0.000520723 0.000355392 0.000460097 0.00116491 0.00024961 6.84436e-05 0.000220748 -0.00032003 -0.00129033 -1.77807e-05 3.46691e-05 -1.93574e-05 -0.00108933 6.19617e-05 -0.000970711 8.27285e-05 -1.93795e-05 0.000416594 -0.000199737 0.000258185 0.00073511 2.50105e-05
internal_weight=323.486 146.274 177.212 87.4635 143.448 89.7484 86.9072 76.7402 71.3415 56.7712 53.651 14.5703 45.0262 36.0197 32.8226 15.3227 7.00574 82.431 79.3603 76.8135 5.04033 136.922 6.52646 135.51 103.772 31.7373 10.8134 9.21009 20.9239 101.685
internal_count=4633 3372 1261 670 3330 591 561 487 452 384 363 68 272 227 211 107 72 634 613 602 57 3005 325 2857 2476 381 258 243 123 2390
is_linear=0
shrinkage=0.00188464


Tree=550
num_leaves=31
num_cat=0
split_feature=6 0 3 18 6 15 7 18 16 17 7 17 17 18 7 17 0 5 9 7 15 2 10 0 5 9 16 16 19 17
split_gain=0.314184 1.3698 2.07831 2.36319 2.00416 1.29617 1.08126 1.72634 2.16484 1.9715 1.16242 1.26649 1.67285 2.47664 1.77726 1.55246 1.39279 1.18751 1.17835 1.12149 1.035 1.10906 1.0098 2.24138 1.36654 0.982885 1.8221 1.78718 2.71504 2.28914
threshold=14.845346859150002 93.308316333500017 85.589753040950015 14.329845562450002 15.155354102400002 35.645792850250011 23.109894804950002 13.317304170000002 22.554947256700004 191.56943241645004 22.812602664350003 191.06791329340004 188.13858192940003 13.055593598800002 22.532843451200005 186.34046889365004 86.692020874450009 21.324133279950001 184.36538191430003 22.929105819350003 36.548474543700003 344.91334945730006 66.859265246100009 90.321439350550008 20.201591378100002 202.70031010240004 22.534947303500005 22.624947093000003 14.451165964200003 193.82504409230003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=20 4 3 -3 5 -2 7 9 19 10 11 12 13 14 15 -6 -15 -16 -14 -9 -1 -22 23 25 -24 26 -8 28 29 -28
right_child=1 2 -4 -5 6 -7 22 8 -10 -11 -12 -13 18 16 17 -17 -18 -19 -20 -21 21 -23 24 -25 -26 -27 27 -29 -30 -31
leaf_value=-0.00041443605953647239 -0.045404006743739775 0.036834188779827685 0.034400663793996186 -0.043003786255615725 4.1804613609963281e-06 0.0054483846743483572 0.028972941379616677 -0.021537632154887399 -0.055156449774258896 0.027553621290596148 -0.018635293582045541 -0.049826670466947193 -0.0050343372255777655 -0.072320166316825044 -0.00054027194771306714 -0.033306341053763684 -0.010101871481363928 0.039105800910423177 0.02798223391793242 0.015469589129800683 -0.03687781949942559 0.016392952364784694 -0.043490438273997824 0.034354534219459595 0.015988388521045675 -0.0042321764857987847 -0.0052615998029590712 0.017000135295317336 0.01770729373586627 -0.052037332892665954
leaf_weight=88.044662470638286 3.3411233304068437 1.3729625493288025 6.5203050673007965 2.0429562460631132 21.206783806206666 1.6624933928251264 7.9595174435526124 4.5620362500485481 2.8158474901865702 5.5568874075543127 7.8438576202606773 1.0642886129207898 3.4516406382754194 1.6625132055487477 2.9143019542098036 3.6290394381503566 1.5303671434521673 3.929338633781299 7.8137806198792532 3.0104615048039705 3.4147365785320281 1.1594930628780273 2.0258588232100005 6.2298212051391593 1.4808889906853435 18.613428836222738 6.6194846853613907 12.45000052731484 6.2803803887218228 3.5652133454568684
leaf_count=2607 51 7 44 41 589 11 99 61 41 57 71 13 36 83 14 35 9 32 80 20 111 18 25 51 19 205 31 80 47 45
internal_value=0.000609985 0.0019325 0.018822 -0.0109145 0.00074415 -0.0285079 0.00181867 -0.00220035 -0.0199259 0.000838103 -0.00185883 0.000929019 0.00209983 -0.00299345 0.00098815 -0.00486319 -0.0424986 0.0222229 0.0178662 -0.00682534 -0.00154838 -0.0233745 0.00619301 0.00758881 -0.0183727 0.00458373 0.0090338 0.0035451 -0.00662886 -0.0216357
internal_weight=243.774 151.156 9.93622 3.41592 141.219 5.00362 136.216 70.9911 10.3883 60.6028 55.0459 47.2021 46.1378 34.8723 31.6795 24.8358 3.19288 6.84364 11.2654 7.5725 92.6189 4.57423 65.2246 61.7178 3.50675 55.488 36.8746 28.9151 16.4651 10.1847
internal_count=4633 1897 92 48 1805 62 1743 1141 122 1019 962 891 878 762 670 624 92 46 116 81 2736 129 602 558 44 507 302 203 123 76
is_linear=0
shrinkage=0.0470614


Tree=551
num_leaves=31
num_cat=0
split_feature=13 6 5 0 5 5 6 4 5 17 16 19 16 17 6 15 6 0 5 16 16 8 15 14 5 4 0 5 15 16
split_gain=2.33738 2.95661 2.53431 1.95935 1.67071 3.24723 1.66666 1.52507 3.20981 3.47152 1.85591 3.79166 1.7771 1.69248 1.76804 2.32686 1.65029 1.45608 2.66898 1.46969 1.41996 1.32972 1.27297 1.39889 1.35791 1.83727 2.07692 1.50455 2.67294 2.41277
threshold=109.40142670235001 14.375335877400001 26.144057174750003 86.09518316945001 18.678742451450002 18.331716563250001 13.665319288000001 310.44950696480004 21.363989181350004 212.38791228795003 19.224955043700003 13.751109481500002 22.664946999500003 203.09927826650002 16.485385178400005 42.33967733730001 17.130400249100003 95.988709089550014 22.533652790000001 15.054964794950001 18.474956797500003 8.1436447804000007 43.376643616500012 292.48575901800007 22.958759589950002 195.04069921150003 86.345209775600011 19.897785533950003 31.445204138150004 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 6 4 20 5 21 -1 10 9 -9 -5 -12 13 14 15 -10 22 18 -8 -19 -2 -3 23 24 25 27 -27 28 -13 -29
right_child=3 2 -4 7 -6 -7 17 8 12 -11 11 16 -14 -15 -16 -17 -18 19 -20 -21 -22 -23 -24 -25 -26 26 -28 29 -30 -31
leaf_value=-0.00010980513237119718 -0.00195634505107009 -0.00011290593483865097 0.0011587644021291562 0.0012182557194607385 -0.0020477769302499689 0.0008790326143083393 -0.0021015473015691304 -0.0023015043314402518 0.00025413619922658984 0.00086725411484438089 -0.0014501674991869071 0.0008441757579818991 0.0018171322184195792 0.00073836891210195873 0.00047104896728488685 -0.0026186093581540741 -0.00083069666732216076 -0.00043205374580115445 0.0012379258422842102 0.00070480080770401934 4.8554667060627502e-05 -0.0019152183916628961 -0.0005439923256080005 0.0014093878109488363 0.0015135846870528197 -0.0010301363460171516 0.00034652062090042792 0.0018985545154631396 -0.00119844558081691 0.00046582905773262008
leaf_weight=71.208261967229191 1.2787101548747148 2.0593827795237321 2.0623427449609144 11.467927847057579 4.3777864422881967 3.3131698593497276 2.1010897662490602 3.7848060373216894 1.7826059497892872 1.8178008757531641 3.7174513190984717 8.6988735087215918 2.5539619773626319 7.7299214079976082 3.4731302559375763 2.2853778330609202 3.2310154214501372 4.7838299646973637 1.4276578817516563 25.941497183404863 66.906466350890696 4.9459972744807601 3.6790855079889289 6.7790643591433755 4.5606438070535651 4.319675736129283 39.360826481133699 8.4348466694355029 3.0815532356500617 8.2665382474660856
leaf_count=2016 223 18 38 60 318 29 56 62 10 16 30 48 24 73 19 36 24 41 8 152 762 101 23 29 18 27 198 92 31 51
internal_value=0.000142453 -6.2332e-05 -0.000797662 0.000269368 -0.00107221 -0.000658309 5.45169e-05 0.00040593 -2.90813e-05 -0.00127338 0.00050244 0.000415231 0.000362017 0.00011866 -0.000516565 -0.00135976 0.00049193 0.000396114 -0.000750466 0.000527796 1.09558e-05 -0.00138539 0.000540948 0.00058875 0.000516241 0.000453209 0.00021038 0.000825619 0.000309862 0.00118941
internal_weight=319.431 122.221 16.7587 197.21 14.6963 10.3185 105.462 129.025 23.4276 5.60261 105.598 94.1296 17.825 15.271 7.54111 4.06798 90.4121 34.2541 3.52875 30.7253 68.1852 7.00538 87.1811 83.502 76.723 72.1623 43.6805 28.4818 11.7804 16.7014
internal_count=4633 2777 504 1856 466 148 2273 871 240 78 631 571 162 138 65 46 541 257 64 193 985 119 517 494 465 447 225 222 79 143
is_linear=0
shrinkage=0.00188464


Tree=552
num_leaves=31
num_cat=0
split_feature=16 16 0 6 13 2 8 6 2 15 19 6 3 16 2 18 6 5 6 5 3 2 15 16 7 7 10 15 9 9
split_gain=2.02871 2.69251 2.30762 2.28624 2.46055 2.12885 1.56876 1.53553 3.07473 2.31218 2.01049 2.0288 2.21614 1.71944 2.44578 3.04433 2.95925 1.65285 1.56954 1.49518 1.55859 1.54808 4.1775 1.95102 2.04133 1.78202 2.34378 1.57411 3.41795 3.41341
threshold=20.394952307700002 20.179952810500001 86.345209775600011 16.375382608200002 117.39690118230001 325.13486840910008 2.8477776226000002 16.455384477450004 113.96113505555 37.882159664350006 14.351157895250003 16.605387982250004 92.738363209800013 22.624947093000003 212.16877499140003 14.122113655700002 15.885371159150003 19.768819263000005 15.155354102400002 20.389142059250002 93.345954747300013 166.17270395525003 41.29990759910001 22.614947116400003 22.773029501100002 22.907491544400003 61.546871980350012 40.042228346200012 187.55294863440002 205.73475031020004
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 5 3 4 -2 -1 -7 8 17 10 -9 12 -12 14 -10 -16 -17 -4 -15 -5 -21 23 -23 24 -22 26 -24 28 -25 -30
right_child=2 -3 7 19 -6 6 -8 9 13 -11 11 -13 -14 18 15 16 -18 -19 -20 20 21 22 25 27 -26 -27 -28 -29 29 -31
leaf_value=4.6284126999712273e-05 0.00032137895494809032 -0.0032713150320826875 0.00054083469634799003 0.0012913030687821635 -0.0025280115480835279 -0.00026785692764498813 -0.0022043708864586519 -0.0016514850335631731 0.00052804697999521237 0.00086734764473873547 -0.0022052912180781509 0.00095488929391539452 0.0002949222274522797 -0.00017080121528876719 -0.0023173894309729609 -0.0017664554390410445 0.0011020486804302638 0.0020232243916965837 0.0012754811890841298 -0.001439598096346595 0.0016612901540822536 -0.0024744514324198321 0.00093159476899838417 0.00036247638734977766 -0.00028568770365128201 0.00030414346410179637 -0.0024974503604167763 0.00052744847502362126 -0.0030384438077251594 0.00024319542367016737
leaf_weight=143.94901631993707 2.2473450377583495 1.060163234360515 4.7157219089567652 4.3482472822070113 2.8794932160526514 4.0680184875964178 3.0475362783763558 4.0041275992989567 24.082868460565805 9.6346319541335088 2.5861101076006872 5.2801779359579086 3.4415108934044838 4.0103808082640198 3.1931120213121158 2.2911264132708311 4.3263671770691872 9.3320421725511533 14.158480912446974 2.7796231508254996 7.7680484764277917 3.1702551878988769 1.2934570964425831 9.3177151679992694 3.1532806269824505 17.647393265040591 2.317937663407065 16.675060006789863 3.1750125968828788 2.2596518658101559
leaf_count=3033 12 13 29 35 52 157 169 24 118 40 39 29 12 31 35 33 32 91 78 16 62 48 11 46 18 147 82 81 38 22
internal_value=0.000140906 -3.03246e-05 0.000294051 3.88981e-05 -0.00127898 -7.57949e-06 -0.00109725 0.000515511 0.000678308 8.4086e-05 -0.000408761 3.12915e-05 -0.000777777 0.000449688 0.000178143 -0.000680793 0.000108907 0.0015256 0.000956246 0.00013032 5.7743e-05 0.00012007 -0.000289052 0.000356073 0.00109915 3.68498e-05 -0.0012693 9.78485e-05 -0.000387741 -0.00167399
internal_weight=322.214 152.125 170.089 79.0325 5.12684 151.065 7.11555 91.0567 66.1101 24.9466 15.3119 11.3078 6.02762 52.0623 33.8935 9.81061 6.61749 14.0478 18.1689 73.9057 69.5574 66.7778 24.429 42.3488 10.9213 21.2588 3.61139 31.4274 14.7524 5.43466
internal_count=4633 3372 1261 670 64 3359 326 591 447 144 104 80 51 327 218 100 65 120 109 606 571 555 288 267 80 240 93 187 106 60
is_linear=0
shrinkage=0.00204082


Tree=553
num_leaves=31
num_cat=0
split_feature=16 10 17 4 19 15 0 16 14 5 18 0 18 16 18 0 15 15 12 16 10 0 10 10 19 19 15 15 6 9
split_gain=2.55387 2.33136 2.87929 3.34716 2.28493 1.64095 1.63402 2.19603 1.91217 1.50118 1.85786 1.48458 1.81277 2.74795 2.36133 2.19633 1.73181 1.66496 1.5948 2.71289 1.74255 3.24129 1.49093 1.47813 2.08459 1.5517 1.46834 1.9018 1.45169 2.80432
threshold=18.594956516900002 74.757955233350017 195.59800312745003 195.04069921150003 12.751028791950002 29.171703351550004 98.51854819030001 15.839962959300001 170.24900367605002 16.222050829800004 14.937945183950001 86.09518316945001 13.988302431200003 22.624947093000003 14.122113655700002 92.168410086200012 33.423812040500003 31.445204138150004 133.01805689090003 22.554947256700004 62.025417527550012 86.393602021950016 63.452988794850008 78.196493182200015 13.351077205700003 9.4507625164000029 37.050691080100002 42.33967733730001 16.375382608200002 194.03220695150003
decision_type=2 2 2 2 2 2 2 2 2 2 2 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 -3 -11 22 15 14 -14 16 17 -13 19 -18 -20 -22 28 24 -10 -25 -23 -28 29 -2
right_child=11 6 -4 4 5 -7 8 -9 23 10 -12 12 13 -15 -16 -17 18 -19 20 -21 21 26 -24 25 -26 -27 27 -29 -30 -31
leaf_value=-0.0015931024615000562 -0.0024542580797556252 0.0014419618970279589 -0.0021168855851164898 -0.00047267759790251457 0.0012948749662220667 -0.00094967602077107821 -0.0022176321713463028 -0.0014875907799284211 -0.0017149357736011162 0.0008420178182050299 -0.00060361634278445259 0.00035056950274592368 -0.0011501294879540124 0.0014735755332335905 0.00015059133646050477 0.0018204387552023461 0.0019924771515503446 -0.0012185576444685541 0.00090833143805010884 0.00036899263976665844 -0.001241621100302692 -0.00041044430484568867 0.0017695289097961928 -0.0020588757263609093 0.00074353932720216769 0.00018593436692537971 0.00090032760697039791 -0.00050996728389064011 7.9597148966330079e-05 0.00087073099829408109
leaf_weight=5.9944385198177832 2.4474321325542396 7.0905519451480421 3.8835090236971146 11.891792518785225 6.657768115954239 1.5423667836003003 1.5918961153365661 1.9218801981769491 4.1374940122477701 10.034212472848592 5.1834594005485988 7.2687800750136358 6.0360320657491675 5.3933192230761042 48.336786170490086 5.1648039501160374 7.7598266154527655 4.0475286096334457 21.28883159533143 8.0755292549729329 5.1348670385777941 6.2700717151165035 1.8943947441875923 1.2232853086898092 1.9514201143756507 36.754506376339123 20.711303442716602 4.4696096442639819 62.166051853564568 1.6212486214935777
leaf_count=385 37 65 156 329 110 58 57 119 117 41 38 43 49 43 422 24 87 33 95 51 37 35 9 307 25 1085 92 36 631 17
internal_value=0.000175488 -8.42135e-05 -0.000541726 -0.00030723 7.6411e-05 0.000872696 0.000111978 0.000523543 -0.000106431 0.000696804 0.000349604 0.000294402 0.000403445 0.000138613 6.19579e-06 0.000578939 0.000503526 -0.000210664 0.000613172 0.00116455 0.000462307 0.00020277 5.43889e-05 -3.01644e-05 -0.000927026 0.000113628 0.00043859 0.00065 5.33379e-06 -0.00112935
internal_weight=317.945 99.8586 29.9699 26.0864 20.0919 8.20013 69.8887 24.2301 45.6586 22.3082 15.2177 218.086 149.957 59.7661 54.3728 90.1912 85.0263 11.3163 73.71 15.8354 57.8747 36.5859 68.1291 44.0667 6.08891 37.9778 31.451 25.1809 66.2347 4.06868
internal_count=4633 2892 1038 882 497 168 1854 263 1591 144 79 1741 1047 514 471 533 509 76 433 138 295 200 694 1534 142 1392 163 128 685 54
is_linear=0
shrinkage=0.00196078


Tree=554
num_leaves=31
num_cat=0
split_feature=13 13 0 16 19 6 13 16 0 15 6 16 5 3 4 5 16 15 9 9 19 17 13 16 13 13 6 2 7 10
split_gain=2.56287 2.87272 2.03727 1.90521 4.83206 1.88154 2.77326 2.19466 1.76411 3.91332 1.9183 1.71073 1.70598 1.6488 1.59934 2.82865 2.14364 2.08752 3.19989 3.27864 2.10574 1.78757 1.54003 4.92823 1.90923 3.21458 1.82518 1.45981 1.32783 2.59431
threshold=109.34496908160001 108.87986582505 86.345209775600011 19.224955043700003 13.751109481500002 16.375382608200002 117.39690118230001 18.714956236300004 95.44832900530001 29.171703351550004 7.3551718524000007 18.764956119400004 20.389142059250002 93.345954747300013 248.32992249220004 22.627560662300002 22.614947116400003 40.042228346200012 187.55294863440002 205.73475031020004 14.451165964200003 187.32964365115004 112.67059178900001 19.934953383400003 113.19215266625001 113.89115178020002 15.105352934150002 135.87377242040003 24.040556609400003 74.927328095600004
decision_type=2 2 2 2 2 2 2 2 2 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 27 -5 6 -2 -7 9 10 -1 28 -9 -14 16 -16 -15 18 20 -20 -18 -19 23 -6 -24 -26 -25 -4 -10 -30
right_child=2 -3 3 4 22 7 -8 12 11 -11 -12 -13 13 14 15 -17 17 21 19 -21 -22 -23 24 26 25 -27 -28 -29 29 -31
leaf_value=-0.0022072811439630422 0.00025427457799543209 -0.0022583302628800192 0.001483066358879351 -0.0016463835970539551 0.0012834054184375505 -0.0020455859737651678 -0.0024212589270214981 0.001339935774963036 0.00047985217875280895 -0.002146416651638389 5.6406048614661696e-05 0.00083050737644921302 -0.0014383279340709574 0.0010702141898614884 -0.0026019442088337863 -4.2205555257778436e-05 -0.00074554215605126682 -0.00010803837093731999 -0.0028840166542307049 0.00024732362649666745 0.0011851321480100599 0.0012257036819895055 0.0015719038858490399 -0.00041866263664777875 -0.0014111830139675338 0.00054048913388997952 -0.0024790687805584582 5.5690539716152816e-05 -0.001255087327204008 -2.6729867091484459e-06
leaf_weight=1.5672897682525277 3.1485680143814525 2.288906645262613 10.734306223690508 4.433068540878593 4.85665065795183 1.7426170879189147 2.8266250137239695 4.5811512470245352 16.763682016404346 4.5760183748789123 17.620554743305547 10.41219002753496 2.5636962056159964 12.804956835694609 1.7776582036167408 25.027239847928286 4.0300826579332369 7.2171798115596166 3.2099279416725031 2.1443693013861775 4.7106375172734261 8.3142053037881833 6.3702962398529044 3.8314151838421822 3.3926213514059773 74.400239924900234 2.9071640018373728 3.7057141177356234 7.1307172384113064 58.753552509588189
leaf_count=113 31 86 47 39 21 289 52 35 229 179 382 46 16 141 20 341 22 38 38 22 24 38 35 28 28 500 36 31 122 1604
internal_value=0.000144547 -8.28787e-05 0.000280859 0.000450905 0.000354938 4.90774e-05 -0.00101141 0.000130188 -4.02556e-05 -0.00051707 -0.000128495 8.1504e-05 0.000179827 0.000105807 0.000162984 -0.000211963 0.000399847 0.000110105 -0.000436254 -0.00162993 0.000294956 0.000605936 0.000447588 -0.00022234 0.000539885 0.000455375 -0.00130756 0.00111676 -1.28573e-05 -0.000138223
internal_weight=317.843 119.113 198.73 114.631 100.191 84.0989 5.97519 78.1237 116.824 23.7639 19.1878 93.0601 76.3811 71.8 69.2363 26.8049 42.4314 29.6264 14.095 5.3543 8.74072 15.5314 95.7584 11.5952 84.1632 77.7929 6.73858 14.44 82.648 65.8843
internal_count=4633 2761 1872 765 687 1107 83 1024 2675 674 495 2001 735 700 684 361 323 182 106 60 46 76 648 85 563 528 64 78 1955 1726
is_linear=0
shrinkage=0.00196078


Tree=555
num_leaves=31
num_cat=0
split_feature=17 9 13 13 18 12 19 0 19 10 3 6 9 3 5 19 5 10 7 5 0 8 17 5 10 0 7 5 18 3
split_gain=0.403742 0.401594 0.327854 0.841667 0.746875 0.716364 0.687418 0.664623 0.638185 0.756381 1.17117 0.553553 0.695581 0.523527 0.517686 1.2902 0.451964 0.745961 0.586756 0.55328 0.751934 1.16667 1.61186 1.05797 0.882134 1.58014 1.6047 1.16507 0.98818 3.41566
threshold=158.19986339130003 43.730860148300003 95.937628385050019 92.792132372400019 17.108018746400003 284.29960850000003 10.850875481800001 104.03526427400001 9.4507625164000029 87.313054702550019 69.085308578100012 5.5651300283500005 27.033907557900005 85.850533479600017 10.726864994700001 11.450923895500003 11.926356180100003 72.327589083450007 21.833224794850004 13.252098438300001 97.886760529650019 7.7439566930000003 189.90635174060003 16.546942136250003 70.182199495350019 94.625660817400004 22.747724408400003 17.687678651600006 14.380989918050002 88.151853639250007
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 3 7 16 -6 -5 13 -9 14 11 12 -11 -2 15 -10 17 18 -4 -18 23 -22 -23 -21 27 26 -26 -25 29 -29
right_child=2 -3 4 6 5 -7 -8 8 9 10 -12 -13 -14 -15 -16 -17 19 -19 -20 20 21 22 -24 24 25 -27 -28 28 -30 -31
leaf_value=0.021586018430375751 -0.042103228745317793 -0.043337512728658802 -0.02652197826047524 -0.00059330659599359653 0.023345789369838981 -0.01372135049577884 -0.042063236655259635 -0.041659727988674684 -0.04178084462098082 -0.041189845979662389 -0.041847691910140733 -0.040915659670036464 0.019968245567984003 0.011239402733911052 0.039835751450081287 0.025213402094101917 0.014917094478036056 -0.041856795368763182 0.01953504730843161 0.014937905610152496 0.0077288348153798569 -0.04615329342525764 -0.007500807213528856 0.02130565480470854 0.0048478193472420317 -0.0018834959444026576 -0.04705725011768077 -0.026207207969178314 0.010715576130807885 0.0017383360386361746
leaf_weight=0.20314531793701363 0.96757935290224739 0.62039454914338421 0.75801954523194526 1.0705686411820345 4.2397437840700141 1.043595422292128 1.6039695555518845 0.46420101741386943 0.61078750854357977 0.33857676322804842 1.043541273276787 0.34562008583452541 2.5367526334885042 0.42548233142588288 1.3261687234044073 1.8920164324808864 4.486254407092928 1.0532152215018866 1.0735138829331843 8.8333522016182524 5.4702854179777232 2.137999558588489 9.1466152896173281 4.8431213535368434 1.493173415656204 27.316349951783195 2.6628875447786413 7.4127628435380748 16.235275537183043 134.35693144043034
leaf_count=32 66 218 25 45 60 38 143 199 76 80 190 66 131 23 16 51 60 143 25 80 118 87 181 26 35 381 106 94 183 1655
internal_value=0.000692046 -0.0273226 0.000786142 -0.00550376 0.00112761 0.0160241 -0.0254636 -0.000139 0.00403999 0.0066611 -0.00494842 0.00700641 0.0127667 -0.0258108 0.0195911 0.00886404 0.000781322 -0.0149813 0.000473356 0.000983961 0.000699718 -0.00746073 -0.014824 0.00137274 0.000756102 -0.0053863 -0.028409 0.0019432 0.0013497 0.000277137
internal_weight=246.012 0.82354 245.188 12.6253 232.563 5.28334 2.67454 9.95073 8.55766 8.09346 4.26449 3.22095 2.87533 1.39306 3.82897 2.5028 227.28 2.88475 1.83153 224.395 219.909 16.7549 11.2846 203.154 194.321 31.4724 4.15606 162.848 158.005 141.77
internal_count=4633 250 4383 1086 3297 98 188 898 809 610 467 277 211 89 143 127 3199 193 50 3006 2946 386 268 2560 2480 522 141 1958 1932 1749
is_linear=0
shrinkage=0.0400778


Tree=556
num_leaves=31
num_cat=0
split_feature=15 13 16 7 3 13 15 17 16 18 2 3 9 6 16 9 7 7 16 16 6 13 19 15 16 15 5 9 8 7
split_gain=0.320626 0.671047 1.06589 0.888768 0.574422 0.395244 2.89751 1.50534 1.11628 1.02044 1.94746 1.32127 1.82601 1.2359 2.08286 1.11125 1.88348 1.75453 0.927065 2.32417 1.23998 1.0626 0.837316 1.38789 2.06171 1.64827 1.29424 1.19509 1.09204 1.20862
threshold=46.674706678850008 117.61735474900001 22.534947303500005 23.543468673550006 99.351970210700017 113.98793627290001 40.042228346200012 212.38791228795003 20.834951278800002 14.243842826850001 316.46407472665004 92.367355987800025 195.34352961910002 16.355382140900002 22.614947116400003 201.81004550795004 23.666491602800004 24.453757170650004 20.394952307700002 20.179952810500001 16.245379570700006 112.56574192190001 14.351157895250003 41.29990759910001 22.604947139800004 36.270131511550012 23.714185006400005 200.15236065845002 8.4434108459500017 22.398098708400003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=5 2 -2 4 -3 6 8 9 18 11 -11 12 -7 14 -13 -14 -17 -18 19 21 -20 -1 23 24 -15 -26 -25 -28 29 -24
right_child=1 3 -4 -5 -6 7 -8 -9 -10 10 -12 13 15 22 -16 16 17 -19 20 -21 -22 -23 28 26 25 -27 27 -29 -30 -31
leaf_value=0.00057528858003207052 0.0078452236307267522 -0.043899801611751013 -0.043437716198590569 0.014538903234455919 0.0059248843144398648 0.028076427513154166 -0.047384215031412373 0.03630241017752979 -0.026833839020028134 -0.046496103525578106 0.017777373262105687 0.0077492539215769244 -0.009663443487971669 -0.00035551639540957092 -0.048524946551358202 0.038524815045613385 -0.016799724235757974 0.022971147749490738 -0.0003303146721114732 -0.064462091551051245 0.031126949755335104 -0.044133400958724887 -0.0052748323534959366 0.016415374962985146 -0.0062994085668567918 -0.044339252545989083 -0.033416423748561797 0.0094495310425201512 -0.0012686582567540616 0.015027467195584095
leaf_weight=103.728388443531 1.0756409484893077 0.89294247876387067 1.6711419521307105 2.9996599908918142 0.64241892099380493 7.0781622081995037 2.1141058211796908 2.0922893919050685 2.4352824473753563 1.8888871185481542 1.2749912738800047 2.0905079393414772 6.2577551342546966 12.587297757097987 2.1586515232920647 3.0131669193506223 4.0618834495544434 3.2038464155048132 4.5414487048983556 0.90516546368598838 3.6489985436201096 0.86553182851639476 6.185030844993892 8.0050489380955678 3.3699275925755492 4.0492685493081808 2.0182394245639435 2.1894461214542389 26.632286745589226 20.190581969916821
leaf_count=2940 10 45 104 29 5 47 49 29 32 39 17 21 32 388 27 18 39 31 34 8 29 73 46 35 18 29 33 9 241 176
internal_value=0.000623713 -0.00768133 -0.0233553 0.00181213 -0.0230524 0.000879331 -0.000763836 0.00252099 8.49099e-05 0.00191301 -0.0205949 0.00254271 0.0109972 0.000311369 -0.0208391 0.00368683 0.0118144 0.000737367 0.000661522 -0.000349519 0.0136845 0.000205317 0.00136586 -0.00374287 -0.0102589 -0.0270609 0.00693152 -0.0111114 0.00447105 0.0102666
internal_weight=243.868 7.2818 2.74678 4.53502 1.53536 236.586 118.239 118.347 116.125 116.255 3.16388 113.091 23.6148 89.4763 4.24916 16.5367 10.2789 7.26573 113.69 105.499 8.19045 104.594 85.2271 32.2192 20.0065 7.4192 12.2127 4.20769 53.0079 26.3756
internal_count=4633 193 114 79 50 4440 3165 1275 3116 1246 56 1190 167 1023 48 120 88 70 3084 3021 63 3013 975 512 435 47 77 42 463 222
is_linear=0
shrinkage=0.0401832


Tree=557
num_leaves=31
num_cat=0
split_feature=10 5 8 18 16 19 15 15 6 9 7 2 3 18 2 13 7 4 15 19 3 4 10 15 2 8 7 16 5 15
split_gain=0.309561 0.483754 0.602829 0.341367 0.896065 1.14232 0.751029 0.788756 1.31174 0.604043 0.575453 0.688992 0.5352 0.501689 0.584864 0.500605 1.14458 0.471789 0.527588 0.425086 1.48328 0.85051 0.818377 1.48846 0.872662 0.800461 0.711604 0.678655 0.859145 0.608189
threshold=90.937096262400004 7.754880527600001 5.445750190600001 17.327266398450003 17.684958644900004 12.751028791950002 15.508466602900002 17.480288512750004 5.1351199812500008 70.238863950400017 27.014969757650004 152.68195387130001 74.107348365850015 17.479796446900004 172.27786944220003 98.255079293500017 22.747724408400003 250.04947801505003 17.138389019350004 11.850956171350001 80.785478361850011 181.92062232470002 76.279622535200005 20.734744936600006 292.59177727695004 8.3434888241000014 25.959674155500004 14.464966174600002 13.713273242250002 28.579157549250002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=3 -2 -3 6 5 13 9 17 -9 -1 12 -12 -10 -5 -15 16 -14 18 -8 27 21 26 23 24 -22 -23 -21 28 -17 -25
right_child=1 2 -4 4 -6 -7 7 8 10 -11 11 -13 15 14 -16 19 -18 -19 -20 20 22 25 -24 29 -26 -27 -28 -29 -30 -31
leaf_value=-0.0096889824922852408 -0.047724763451714593 0.044142051698442111 -0.04736622142653267 0.034935425395416449 0.049126681571151631 -0.034824351667886118 -0.033954057634961961 -0.048324231857252244 0.031543458771468795 -0.052102836340739749 0.0093086723912261977 -0.053813591249533894 0.0073059922675919207 -0.04953629136987598 0.010802899845224846 0.025205242422916562 -0.052586429101032207 0.028194341797717657 0.020098075194670904 -0.018920764917265145 -0.057473549913566263 -0.044603916941900031 0.022850370061103402 0.0065645399697069956 0.013006297505874616 0.0024213642429718515 0.032885830877074106 0.030173424296182378 -0.019533864580433033 2.2280403999791151e-05
leaf_weight=3.529329648037673 0.73402631265343987 0.39974331576377153 0.26485141112061683 1.6926406493876118 1.1374457590281961 1.338472628733143 0.6780773268546898 1.2148347735055711 1.2535324688069511 0.94117248332622683 0.65389161743223556 0.92246981966309249 1.6203357956837856 0.40439903677906874 2.9382827256340533 1.6757061257958406 1.251400356646627 3.6571719567291439 0.97298486134968698 1.5124397538602345 1.5000589904811925 3.3387418333441019 3.8374897027388206 39.310335149843013 0.52473778158309858 1.0538173485547302 0.95854858215898264 2.8253433308564126 2.1926999868592247 157.13166168474709
leaf_count=216 362 5 187 34 17 54 51 246 29 100 5 50 37 42 94 8 120 83 12 28 72 114 38 739 14 28 28 40 38 1742
internal_value=0.00066654 -0.0214002 0.00767457 0.0007951 0.0106654 0.0038017 0.000476305 0.000850561 0.000423552 -0.0186183 0.000690837 -0.0276298 0.000893774 0.0140691 0.00350304 0.000718125 -0.018793 0.0187714 -0.00210068 0.000977693 0.000604258 -0.0209022 0.0013339 0.000917868 -0.0392083 -0.0333221 0.00117611 0.0126469 -0.000153894 0.00133146
internal_weight=241.467 1.39862 0.664595 240.068 7.51124 6.3738 232.557 228.086 222.778 4.4705 221.563 1.57636 219.987 5.03532 3.34268 218.733 2.87174 5.30823 1.65106 215.862 209.168 6.86355 202.304 198.467 2.0248 4.39256 2.47099 6.69375 3.86841 196.442
internal_count=4633 554 192 4079 241 224 3838 3522 3376 316 3130 55 3075 170 136 3046 157 146 63 2889 2803 198 2605 2567 86 142 56 86 46 2481
is_linear=0
shrinkage=0.047041


Tree=558
num_leaves=31
num_cat=0
split_feature=16 6 0 18 16 9 0 8 10 8 16 10 18 7 5 13 13 10 15 16 5 12 5 14 12 17 3 7 16 7
split_gain=1.87697 2.00779 1.71022 1.83693 4.03956 3.58063 2.47076 2.08212 1.73234 2.09393 3.13817 2.49046 2.98948 2.57585 2.45286 2.72105 1.70925 3.47482 1.69104 1.66302 1.33598 1.81881 2.62506 1.41775 4.32247 2.25247 1.65092 3.24978 2.31255 1.40665
threshold=18.594956516900002 15.635365317800002 86.09518316945001 13.829007611650001 22.654947022900004 196.40176798710004 92.168410086200012 7.943800736700001 65.765062787050013 8.543332867800002 22.494947397000004 62.041548276350007 13.278511569200001 23.736034462250004 20.971847224900007 117.55820867010002 109.58961877145002 68.846035804500005 32.548041893900006 22.614947116400003 16.632399885950004 100.38148940995002 17.687678651600006 300.29716420680006 273.50675757095007 204.04920942250001 85.589753040950015 25.393368574200004 19.079955382750004 24.414825394400005
decision_type=2 2 2 2 2 2 2 2 2 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 -2 6 5 16 8 -7 9 10 -4 -12 -13 -14 -11 -16 -5 -18 -1 -17 -9 22 -22 26 -25 -26 27 -23 -28 -30
right_child=2 -3 3 4 -6 7 -8 20 -10 14 11 12 13 -15 15 19 17 -19 -20 -21 21 23 -24 24 25 -27 28 -29 29 -31
leaf_value=2.7934335256960321e-06 -7.8764127535281815e-06 -0.0015128101303298956 0.0015161708262599702 -0.0022492038861534206 0.001670865267699443 0.001484137212017945 0.0020090806887194368 0.0013152039482870216 -0.0007326743351193755 0.0010304239031485244 0.00098183155032344508 0.00099644285399785176 -0.0012527086193362595 0.00050653690191523946 -0.0013294486026143968 0.0011357165416924135 -0.0017604096702900996 0.00078698440478557194 -0.0019852546764765533 -0.00051412065616686918 0.00030363490309485985 -0.0015645067701744093 -0.0026143358512160687 -0.0020929490546866087 -0.0011313567464865278 0.00084703179953202147 0.0018546122155384682 0.00068421591228990004 0.00058879906946013197 -0.00071817065672455697
leaf_weight=95.629537047178019 71.807266345946118 3.3498187929508267 13.686318539083002 2.8702734410762769 5.5779596194624892 4.0891412543132892 3.8891453668475142 2.9744019806385031 4.0354173108935347 6.2506463974714306 16.997161753475666 6.7847351767122772 7.5074553415179235 4.8762162104249001 6.204911505803465 4.3091527670621854 3.9793169982731342 3.643289890140295 1.5442458686884482 4.3716016132384539 2.2060285098850718 4.144021902233364 2.1744294092059135 3.7861148715019217 2.8781787957996112 7.0532331522554159 4.3523254543542889 5.0819578124210238 14.492795854806902 3.6644786521792403
leaf_count=2415 694 371 108 56 43 16 16 12 26 29 78 45 40 21 43 15 42 18 106 27 11 47 40 62 28 73 22 20 81 28
internal_value=0.000135657 -7.82525e-05 0.000231787 0.000345097 0.000129555 1.97819e-06 0.000544401 0.000188536 0.000468474 0.000536754 0.000747516 0.00045663 -9.08107e-06 -0.000559985 3.96545e-05 -0.00037638 -0.00100962 -0.000542861 -2.87998e-05 0.000304864 8.82123e-05 1.49771e-05 -0.00114483 0.000126751 -0.00037952 0.000273684 0.000345584 -0.00032584 0.00062078 0.000325028
internal_weight=324.212 100.524 223.688 151.881 72.9679 67.39 78.9128 56.8971 75.0236 70.9882 49.8519 36.1656 19.1684 12.3837 21.1363 14.8857 10.4929 7.62261 97.1738 8.68075 52.808 49.8336 4.38046 45.4531 13.7175 9.93141 31.7356 9.22598 22.5096 18.1573
internal_count=4633 2892 1741 1047 599 556 448 440 432 406 292 184 106 61 114 85 116 60 2521 42 424 412 51 361 163 101 198 67 131 109
is_linear=0
shrinkage=0.00188464


Tree=559
num_leaves=31
num_cat=0
split_feature=6 0 3 18 6 17 0 9 14 3 18 16 15 16 17 13 5 6 6 18 2 0 2 17 3 17 3 0 9 7
split_gain=0.300018 1.28165 1.84765 2.16609 1.6222 1.53746 0.97855 1.41458 1.59333 1.05732 1.00085 1.82188 0.937577 1.06959 0.893527 1.5636 2.04557 1.44737 1.95371 0.891501 1.04037 0.848229 1.06269 1.66805 1.401 1.26117 0.796905 2.35436 1.03941 1.68833
threshold=14.845346859150002 93.308316333500017 85.589753040950015 14.329845562450002 15.205355270700002 194.75204781875001 86.345209775600011 184.36538191430003 147.98468416440002 93.345954747300013 13.511883313150003 22.604947139800004 36.548474543700003 22.544947280100004 191.86029796145002 117.43453959610001 22.958759589950002 16.375382608200002 15.635365317800002 13.602243858600003 217.42844949650001 86.208098410950015 173.47633273965002 189.00567661160002 93.571785230250015 187.52613723835003 93.571785230250015 85.866664228400012 187.55294863440002 22.375171215700004
decision_type=2 2 2 2 2 2 2 2 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 4 3 -3 5 -2 9 -8 -9 -6 14 -12 -1 -14 17 -16 -17 18 -11 -13 -21 22 26 24 -24 -26 -19 28 29 -28
right_child=1 2 -4 -5 6 -7 7 8 -10 10 11 19 13 -15 15 16 -18 21 -20 20 -22 -23 23 -25 25 -27 27 -29 -30 -31
leaf_value=-0.00036914674822084492 -0.060879345099688016 0.034852885508728559 0.032412777472320728 -0.039615268908658734 -0.029131220758352432 -0.0083918882145634938 0.045437716802769 -0.03703367703254485 0.0058883113136948117 0.027504535348452937 -0.06082388557224546 -0.034049970189385444 -0.049775943122285581 -0.0042146720581962551 0.044735318775333772 -0.029518953179975067 0.018191831900411584 0.021183511213200997 -0.05367467742716743 0.045082955796910809 -0.011382431077493111 0.032384256798389285 -0.061943926793681103 -0.047630052704306383 -0.01014748097061012 0.029889175265422743 0.0038412868642217681 -0.032395906149367812 -0.003839771679176018 0.039266463024097788
leaf_weight=87.205387532405439 1.5634587235981587 1.338467195630072 6.205896919593215 1.95828972896561 2.7928958665579549 4.1542207926395349 1.7800315455533553 1.8124491870403279 61.289842891972512 0.82683333288878147 1.5402203290723253 1.2974650487303732 1.6968755807611149 2.7460331823676825 2.3987212767824522 2.6397993303835374 5.956143619841896 4.2902030646800986 2.2334429094335064 1.1095508486032488 1.6546640153974292 1.6176660284399975 0.77252531051635553 2.2685921293304991 5.3630286279149004 2.2833009751921054 9.4503304180107133 3.8815924143418661 12.974797255767042 3.8556332737207404
leaf_count=2607 38 7 44 41 23 37 11 14 519 15 42 30 86 43 32 26 56 21 60 7 40 6 7 53 177 17 387 29 142 16
internal_value=0.000632823 0.00188007 0.0179131 -0.00938156 0.00079031 -0.0227442 0.00179384 0.00577434 0.00465549 -0.0019379 -0.000794356 -0.0190423 -0.00139914 -0.0216158 0.000886598 0.0125276 0.00353993 -0.00168253 -0.0317415 -0.00319841 0.0112827 0.000284817 -0.000865519 -0.0132943 -0.00404194 0.00180802 0.00298997 0.000402175 0.00524636 0.0141063
internal_weight=240.958 149.31 9.50265 3.29676 139.807 5.71768 134.09 64.8823 63.1023 69.2074 66.4145 5.6019 91.6483 4.44291 60.8126 10.9947 8.59594 49.8179 3.06028 4.06168 2.76421 46.7577 45.14 10.6874 8.41885 7.64633 34.4526 30.1624 26.2808 13.306
internal_count=4633 1897 92 48 1805 75 1730 544 533 1186 1163 119 2736 129 1044 114 82 930 75 77 47 855 849 254 201 194 595 574 545 403
is_linear=0
shrinkage=0.045116


Tree=560
num_leaves=31
num_cat=0
split_feature=16 16 12 16 6 6 0 5 15 18 2 17 7 8 10 18 15 13 5 17 5 5 2 16 6 5 8 19 7 10
split_gain=2.52905 2.19885 2.06663 1.64697 1.68598 1.70669 3.88292 2.18232 1.90087 5.38083 1.62524 1.5764 2.13817 1.46001 1.44665 1.91803 1.43746 1.67407 2.11055 3.14749 1.48867 1.76557 1.55264 1.71753 1.41185 1.62431 1.36932 1.30135 1.27867 1.30545
threshold=18.594956516900002 15.954962690350003 96.350437043050007 13.534968349350001 11.085259005300001 12.325287978400002 98.752444047600008 16.222050829800004 23.949961253350004 14.766942149300002 219.56639384385002 246.55589432395001 25.139463727750002 7.6440346712000009 69.999384342500022 17.142803710550002 46.055224235250002 118.84598011460001 30.133297129900004 162.43086425485004 24.367802910700004 24.458659404000002 247.02271001585004 23.044946110900003 9.1452136764500018 11.188452238700002 2.9476996444500005 14.651182102100002 21.034091097450002 82.299080289250014
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 3 -3 10 24 -6 7 -7 9 -9 13 12 -4 -1 -14 -16 17 27 19 -19 -18 -22 23 -23 25 -5 28 -2 -12 -30
right_child=16 2 11 4 5 6 -8 8 -10 -11 26 -13 14 -15 15 -17 20 18 -20 -21 21 22 -24 -25 -26 -27 -28 -29 29 -31
leaf_value=-0.001513650671431949 0.00033793996568979429 -0.0022796342034005941 -6.0067660247149209e-05 -0.0008132534474215911 0.0012285681730211983 0.0014790191518551231 -0.0013904217012915951 0.00044131401548471751 0.0011466747421458791 -0.0028401083030909499 0.0017265145341383934 0.0017569752880472779 0.002084130233056064 -8.8272386016294123e-05 -0.0021327254397276413 -0.00015807156471980621 -0.0018390511024991094 0.00096827268237155211 0.0010952316162778305 -0.0022951868734944407 0.0016139371194822047 -0.0022311784839138182 0.00022011961661811907 0.00073712747070703625 -0.0022314046466053532 0.0012593465626355444 -0.00147016227620123 0.0010859643751138948 -0.0011658858907131432 0.0005590674950819932
leaf_weight=6.0168409705511312 186.83938664058223 2.4066582511877668 15.916666690522112 4.2451007245108476 9.2368116639554483 7.196357246488339 4.6028503756970158 8.8899041672702896 5.3876297054812303 2.4509441265836349 2.303817751351743 1.2622393965721119 0.47006921470165153 5.1086303851334378 5.4776155945146439 2.888418895425275 2.0865068405400953 1.6730172913521517 2.0620467346161604 3.5413496948312968 2.0455936389043918 2.6498858244158314 6.0771278660977259 1.04501236975193 1.4721031663939355 2.2109215878881514 1.6827874394948583 9.3911956362426263 2.3409259966574592 6.0365667931037024
leaf_count=565 1308 101 610 174 55 44 109 123 25 25 17 16 3 211 232 49 44 17 19 103 18 96 79 6 37 26 153 51 67 250
internal_value=0.000180103 -8.21071e-05 -0.00054127 0.000106528 0.000323443 0.000496017 0.000258829 0.000576125 0.000187713 -0.000267855 -0.000315423 -0.000380453 -0.000489449 -0.000859141 -0.0012629 -0.00145097 0.000297819 0.000339493 -0.000584038 -0.00124811 -0.000312145 -4.25556e-05 -0.000389312 -0.00139167 -0.00049859 -0.000103473 0.000173826 0.000373739 0.000432828 7.70631e-05
internal_weight=315.015 97.6039 28.4217 69.1822 45.6926 37.7645 28.5277 23.9248 16.7285 11.3408 23.4896 26.015 24.7528 11.1255 8.8361 8.36603 217.411 203.507 7.27641 5.21437 13.9041 11.8176 9.77203 3.6949 7.92813 6.45602 12.3641 196.231 10.6813 8.37749
internal_count=4633 2892 1011 1881 618 381 326 217 173 148 1263 910 894 776 284 281 1741 1498 139 120 243 199 181 102 237 200 487 1359 334 317
is_linear=0
shrinkage=0.00196078


Tree=561
num_leaves=31
num_cat=0
split_feature=16 16 12 17 7 10 15 5 3 5 16 6 13 12 2 4 7 13 8 15 19 2 13 5 17 16 0 18 7 0
split_gain=2.0897 2.54415 2.34891 1.69734 2.55627 1.8834 1.49216 1.75933 1.83324 1.57547 1.46939 3.0315 2.08694 1.84081 1.43648 1.97359 1.43636 1.40205 1.34402 1.27046 1.30266 1.26376 1.22112 1.56894 2.95318 1.19953 1.20415 1.96767 3.37873 2.57814
threshold=18.594956516900002 16.094962363000004 96.350437043050007 236.15709471040003 25.139463727750002 69.999384342500022 46.055224235250002 24.367802910700004 92.813640037450014 24.458659404000002 15.404963976500001 13.005303866850001 97.873318238950006 82.088033630950022 82.092636011950006 191.03149642590003 25.121320584100001 117.56896250265002 7.3442686056500008 26.806761490850004 12.651020723000002 189.32640726775003 118.84598011460001 30.133297129900004 162.43086425485004 22.704946905950003 86.09518316945001 13.956123578150001 23.822419043000004 92.168410086200012
decision_type=2 2 2 2 2 2 2 2 2 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 16 -6 22 -8 -9 -10 13 12 -12 -1 -15 -16 -4 -11 -7 20 -17 -13 25 24 -24 26 -2 29 -29 -28
right_child=6 2 3 -5 5 18 7 8 9 17 11 21 -14 14 15 19 -18 -19 -20 -21 -22 -23 23 -25 -26 -27 27 28 -30 -31
leaf_value=-0.0031005595111068844 1.6247484022106441e-06 -0.0026275553054159228 -0.00029161404050321931 0.0011472210970781215 0.0023194000817429272 0.00081407188948536132 -0.0021748289037224989 0.0020895692171932832 0.0016065389175539525 -0.0024515682061439855 0.0009325922552268634 0.00062985250862811226 -0.0024646284765730696 0.0010126275611995873 -0.0027093872224544396 7.2636435041257793e-05 0.0030980384303475371 -0.00031463037385593031 -0.0023838026437746516 -0.0032165669042818561 -0.001573853002351493 0.0019924524699346836 0.001188103749246429 0.0010755900753937897 -0.0024628906401394568 0.0010350588078841799 0.00052975793854776029 -0.0013352616037687075 0.00029723492263332229 0.0020883497403051243
leaf_weight=0.92430735961533983 43.979574729222804 2.5910031670937341 14.820509720273552 2.7834023192990562 0.50295265018939872 0.69458255358040322 2.2359640104696146 1.6027713082730759 1.5442629382014263 1.854938066448083 1.4141971685458004 8.8622977364575473 2.1595102800056338 5.8259901957935645 1.3627984892809752 43.215852670255117 0.61532646417617876 6.6630259593948722 5.8715432125609368 0.59296360332518716 2.3968443537596604 5.0495367459952822 1.5619363021105517 1.9077738504856823 3.1759263591375202 11.651978768408297 77.116269554942846 6.7485223636031142 53.409441945143044 5.3645539432764044
leaf_count=38 328 101 594 38 3 20 44 7 17 64 31 51 49 118 99 1376 1 111 226 23 84 40 17 19 103 64 450 58 438 21
internal_value=0.000162029 -9.8861e-05 -0.000656221 -0.000454241 -0.00065231 -0.00173497 0.000280879 -0.000408369 -6.97709e-05 -0.000413723 0.000117544 0.000665657 -0.00112027 -5.88968e-05 -6.24284e-06 -0.00013103 -0.000156491 -0.000779987 -0.00204552 -5.49834e-05 -1.38829e-05 0.00112443 0.000327636 -0.000588993 -0.00125926 0.00035836 0.000316108 0.000413072 0.000114101 0.000631129
internal_weight=318.501 99.6836 27.8793 25.2883 22.5049 7.06908 218.817 13.901 11.665 10.0622 71.8043 17.4855 3.57371 54.3188 53.3944 47.5685 15.4358 8.51796 6.56613 46.2057 45.6127 13.9118 204.916 6.64564 4.73786 198.27 186.618 142.639 60.158 82.4808
internal_count=4633 2892 983 882 844 249 1741 243 199 192 1909 171 80 1738 1700 1582 595 175 246 1483 1460 91 1498 139 120 1359 1295 967 496 471
is_linear=0
shrinkage=0.00217391


Tree=562
num_leaves=31
num_cat=0
split_feature=16 13 13 15 5 18 9 7 0 13 7 17 7 16 18 18 16 10 3 10 15 9 16 16 17 10 6 6 5 2
split_gain=0.311542 1.18799 1.17584 0.944407 1.01724 0.691201 0.815538 0.764 1.93002 1.26547 0.949998 0.685326 1.88876 0.773802 0.665421 3.28334 1.51347 1.57308 2.29913 1.3309 1.31584 1.33897 1.28591 2.22209 1.48723 1.334 2.21482 1.29862 1.42347 1.15578
threshold=22.704946905950003 117.76521994615001 120.78166996855002 42.80317728375001 23.714185006400005 11.634276750250001 61.192192081150004 19.052023743050004 85.619326080400015 117.67650082785001 19.506002767000002 187.32964365115004 20.869210126600006 22.794946695500006 13.480563334700001 13.531614672700002 22.604947139800004 62.111448187750007 92.813640037450014 62.116825104000007 43.376643616500012 204.89606367675003 22.614947116400003 22.624947093000003 184.89106522365003 62.084563606450011 16.425383776450001 13.855323727400002 13.252098438300001 200.24623605120004
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 5 -3 11 -5 6 -1 -7 9 10 -9 12 -2 -13 22 -16 17 18 -17 -19 -18 -22 27 -24 -25 29 -27 28 -10 -26
right_child=3 2 -4 4 -6 7 -8 8 14 -11 -12 13 -14 -15 15 16 20 19 -20 -21 21 -23 23 24 25 26 -28 -29 -30 -31
leaf_value=0.053711187244416397 0.022493822598383822 -0.062797060101092636 0.029778858243774922 0.054625745756733568 0.0094773220294419903 0.020667037931362313 -0.060444509504504473 0.0085307840765842628 0.021680042076049177 0.015275540500235218 -0.044119156803291482 0.031681032396093323 -0.043989599415786375 -0.013218018533565358 -0.057648744579722841 -0.070558986731117296 0.023478256890424709 0.040143822949398472 -0.0059167006089472099 -0.00082371956822131385 -0.042690478871270095 0.014062383021910282 -0.03450095399277113 -0.03043405636796875 0.018525785299558027 -0.06803967437440181 0.015096781336500067 0.014489779818259711 -0.04451966594321783 -0.015122208176243908
leaf_weight=0.19084079563617595 1.8236593306064586 1.3750884672626842 0.45608498202636827 1.7984865978360165 4.0534650657791644 4.7563391249859697 0.86119338918069843 1.0355147415539239 1.352987305261194 1.584282385651022 4.9211616930988384 2.2271749079227452 2.5699015473946929 1.6816839626990256 2.4745682056527576 1.9613697454333294 11.777839834801854 2.0133631825447074 4.5823598057031631 117.71902466897154 1.7362952884286631 2.5793372765183449 4.5484242510283392 2.8541719242930439 15.636983026750391 1.4342643753625446 1.8086544049438087 34.122265846235678 2.0234520612284541 3.0444197906181207
leaf_count=1 15 78 16 10 46 103 137 20 16 12 443 17 47 31 28 50 82 58 36 2828 25 27 36 17 84 22 29 239 45 35
internal_value=0.000789297 0.000340585 -0.0397394 0.00798075 0.0233528 0.00066675 -0.0397365 0.000856535 0.000426695 -0.0244111 -0.0349664 -0.00285425 -0.016394 0.0123644 0.00131157 -0.000591203 0.000400531 -0.0014385 -0.0252921 -0.000134829 0.0148303 -0.00877082 0.00543581 -0.00240127 0.00349105 0.00790752 -0.0216725 0.011565 -0.0179925 0.0130423
internal_weight=241.005 226.85 1.83117 14.1544 5.85195 225.019 1.05203 223.967 219.211 7.54096 5.95668 8.30242 4.39356 3.90886 211.67 144.844 142.37 126.276 6.54373 119.732 16.0935 4.31563 66.8256 29.3269 24.7785 21.9243 3.24292 37.4987 3.37644 18.6814
internal_count=4633 4467 94 166 56 4373 138 4235 4132 475 463 110 62 48 3657 3134 3106 2972 86 2886 134 52 523 223 187 170 51 300 61 119
is_linear=0
shrinkage=0.0499628


Tree=563
num_leaves=31
num_cat=0
split_feature=16 16 0 6 13 2 6 2 15 19 6 5 5 5 8 16 2 18 6 6 13 0 7 5 6 0 16 6 6 19
split_gain=2.98119 3.03954 2.31899 2.19031 2.93657 1.77161 1.75198 2.81227 2.383 2.25765 2.0499 3.00626 1.73122 1.65265 1.46866 1.42001 2.12142 4.2207 3.02154 1.62996 1.22655 3.61146 4.45184 3.00038 2.16802 3.16209 1.70254 2.00296 1.93739 1.726
threshold=20.394952307700002 20.034953149600003 86.345209775600011 16.375382608200002 117.39690118230001 325.13486840910008 16.455384477450004 113.96113505555 37.882159664350006 14.351157895250003 16.605387982250004 21.191508333600002 19.768819263000005 20.389142059250002 2.8477776226000002 22.624947093000003 222.85070906495002 14.122113655700002 15.885371159150003 15.155354102400002 109.40142670235001 95.746747857800017 22.598495330900004 18.160071980500003 14.745344522600002 94.625660817400004 18.554956610400005 14.935348962050002 14.815346158200002 13.551093343600002
decision_type=2 2 2 2 2 2 2 2 2 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 20 7 12 9 -8 11 -11 -4 -5 -7 16 -9 -18 -19 -17 21 22 -1 -22 -24 -26 -25 28 -28 -29
right_child=2 -3 6 13 -6 14 8 15 -10 10 -12 -13 -14 -15 -16 19 17 18 -20 -21 23 -23 24 26 25 -27 27 29 -30 -31
leaf_value=0.00019707126451562449 0.00057019648195100105 -0.0019221207585168967 0.0005423048748747156 0.001316998182690581 -0.0024033328224561759 -0.00017035193932970235 -0.0016393081825587269 0.0005716360697504484 0.00086848134560772619 -0.0018686810786383047 0.00098590083225689562 0.0008327424048691686 0.0019630100718925438 0.00010707392231253012 -0.0021054155624948986 -0.00014849307152853402 -0.0027862521537438873 -0.0015115752488214971 0.0011590514810208867 0.0012628352972163235 0.0012411744404189483 0.00016445462786978524 -0.0018932964663072006 -0.0017804568613748713 -0.0024278884953134756 0.00081551839895417687 0.00051363778116018293 0.00099645331906997791 -0.0017701111499568557 -0.00047246408208447384
leaf_weight=12.887645526323469 2.2319265753030768 3.1952397553250185 5.0054262764751902 4.6377242133021346 2.9841265230206773 3.4249454758828497 3.96806397661567 26.066684402525425 9.8806400150060636 3.5661783106625062 5.219384104013443 2.8491634782403708 9.6652260422706586 67.690776620642282 2.6941873284959001 4.0308964885771301 2.3562335129827243 2.4878475088626146 4.7168802544474602 14.334166117012499 10.68126494809985 81.526277469325578 10.131762442411853 1.9361965701682518 1.7807663756539103 3.2921973075717688 2.4460317716002491 9.8801650430541468 3.4320563673973083 4.4653975281398735
leaf_count=335 12 42 29 35 52 157 24 123 40 41 29 10 91 571 168 31 30 33 32 78 45 1745 344 273 49 19 16 88 31 60
internal_value=0.000170266 -2.99442e-05 0.00034725 9.61586e-05 -0.00113097 1.07477e-05 0.000554064 0.000717015 0.000115002 -0.000362148 7.34323e-05 -0.000668933 0.00147828 0.000184655 -0.00102234 0.000510166 0.000281864 -0.000508163 0.000236864 0.000953067 5.51223e-05 -4.44626e-05 -0.000650757 0.000387521 -0.00136938 -0.000323017 -2.39477e-05 0.000144219 -0.000819781 0.000539218
internal_weight=323.465 151.774 171.691 77.5446 5.21605 148.579 94.1468 68.6634 25.4834 15.6028 11.6347 6.41534 14.6707 72.3285 6.11913 53.9927 35.6276 9.56096 7.20473 18.3651 142.46 109.619 28.0924 32.8411 15.2047 5.07296 22.1598 20.2237 5.87809 14.3456
internal_count=4633 3372 1261 670 64 3330 591 447 144 104 80 51 120 606 325 327 218 95 65 109 3005 2492 747 513 412 68 468 195 47 148
is_linear=0
shrinkage=0.00196078


Tree=564
num_leaves=31
num_cat=0
split_feature=10 19 2 18 2 0 15 15 6 10 9 16 15 7 2 13 7 19 19 3 3 19 3 7 12 7 16 10 2 0
split_gain=0.306311 0.458017 0.372946 0.303058 0.858388 0.808315 0.655111 0.692086 0.812122 1.0775 0.586117 0.528761 1.55129 0.517659 0.649814 0.416913 1.24778 0.399808 0.952968 0.584383 0.517701 0.413454 0.876339 1.31901 0.772939 0.609776 0.678008 0.779206 1.60376 0.923051
threshold=90.937096262400004 10.850875481800001 260.77742537720002 17.327266398450003 296.32908460740003 109.03310793845002 15.508466602900002 17.480288512750004 5.1951213832000009 70.348883899450016 70.238863950400017 17.684958644900004 20.343341900300004 27.014969757650004 152.68195387130001 95.811270852950017 29.094060964600004 11.150899688650002 10.650859343850001 78.427700581450011 74.107348365850015 11.750948102400001 79.47351079420001 25.959674155500004 111.90336595095002 26.459406588900006 14.594965870600001 75.424692849750016 168.84984911130002 97.491557184450016
decision_type=2 2 2 2 2 2 2 2 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 11 -6 10 -8 9 -9 -1 12 15 17 -15 16 -5 18 19 -10 -19 -22 23 -23 -25 26 -24 -28 29 -29
right_child=1 2 -4 4 5 -7 7 8 13 -11 -12 -13 -14 14 -16 -17 -18 20 -20 -21 21 22 25 24 -26 -27 27 28 -30 -31
leaf_value=-0.0077164712303761894 -0.041438144501006212 -0.041484511455153972 0.026711688790320931 -0.031664679878018895 -0.043733242081821576 0.010272653557522982 0.015440964011458671 0.045805188131869859 -0.041963311800754501 -0.042332901019061377 -0.045046876337348427 0.042648619422649636 -0.044132024083896701 0.0076640505420402282 -0.046389005385660737 0.033726865759977777 0.037403396042263462 0.027670154828068314 -0.044625322119097852 0.015142135575304912 0.013661258133298023 -0.047013520437792916 -0.026303299195718607 0.019049459847450316 -0.019198946039546243 0.021864136488964455 0.00040597624543948357 0.014498312991982051 0.031050807685302315 -0.015782040989850775
leaf_weight=3.6315467141394029 0.71055857445753534 0.19193511188495904 0.44931064237607643 0.79134406521916323 0.88028880977071799 0.98468135169241577 5.2886649556457987 0.27846959233283897 0.37650147383101229 1.4126662058406507 0.8753842671503661 1.0765381492674349 0.72634805529378343 0.65461308788508066 0.86699713056441396 2.0509501090273261 0.98428405309095979 1.2173574939370144 1.0863939616829155 1.4894655094831248 4.1672984007745972 1.5926475748419751 1.5343652572191775 1.5922514693811538 1.9978623986244199 2.3349044718779615 189.50954842015926 3.3227128330618125 4.3248567911796272 3.4323437404818833
leaf_count=216 436 89 29 72 50 31 146 1 89 256 100 17 30 5 50 22 19 22 42 22 59 47 50 32 52 31 2491 21 58 48
internal_value=0.000645731 -0.0187932 0.00629948 0.000755918 0.00886059 -0.0152188 0.00049296 0.000800615 0.000450566 -0.0278197 -0.0149672 0.0168378 0.0107348 0.000668374 -0.0231348 0.0211495 0.00662183 0.000834533 -0.0141332 0.00361981 0.00104004 0.00088842 0.000634519 -0.0159956 -0.00223539 0.00105607 0.000815699 0.00102314 0.011579 -0.000887581
internal_weight=239.833 1.3518 0.641246 238.481 7.49443 1.86497 230.987 226.48 221.191 1.69114 4.50693 5.62946 4.55293 219.5 1.52161 3.82658 1.77563 217.979 2.95236 1.86597 215.026 213.809 209.641 5.18276 3.59011 204.459 202.124 200.589 11.0799 6.75506
internal_count=4633 554 118 4079 241 81 3838 3522 3376 257 316 160 143 3119 55 113 91 3064 153 111 2911 2889 2830 131 84 2699 2668 2618 127 69
is_linear=0
shrinkage=0.040952


Tree=565
num_leaves=31
num_cat=0
split_feature=16 16 12 16 6 13 12 2 4 18 18 6 2 4 4 12 7 5 5 8 18 0 4 7 9 18 7 2 10 5
split_gain=2.02957 2.52942 2.34749 1.66079 2.55053 1.97618 1.51459 1.57675 1.92481 1.44796 2.03606 2.835 1.7463 2.00341 1.40398 3.19326 2.15394 2.97719 2.80448 2.78782 2.21988 1.39198 1.63381 1.64163 1.70751 3.12031 1.94548 3.12412 2.14384 3.36014
threshold=18.594956516900002 16.094962363000004 96.350437043050007 15.404963976500001 13.005303866850001 97.873318238950006 82.088033630950022 82.092636011950006 191.03149642590003 18.281462078100002 14.863842190850002 11.945279099550001 202.17021369765004 195.04069921150003 309.25865594525004 249.73381652755003 23.131311951800004 21.363989181350004 31.373072367600006 8.6432548896500023 14.577219465650002 86.09518316945001 301.3713391001001 22.721067571950005 192.57902085675002 13.511883313150003 23.109894804950002 138.85176757315003 66.859265246100009 18.128874633450007
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 3 -3 6 5 -5 -1 -8 -9 10 12 -12 13 -4 21 -16 18 20 -17 -19 -18 -2 23 -23 25 -25 27 -26 -28 -30
right_child=14 2 9 4 -6 -7 7 8 -10 -11 11 -13 -14 -15 15 16 17 19 -20 -21 -22 22 -24 24 26 -27 28 -29 29 -31
leaf_value=-0.0025910333624654057 7.0761702271584766e-05 -0.0022237956852686168 -0.0010247882167375251 0.00089225663990175758 0.0009741999614278087 -0.0021146106696324856 0.00090586043451740738 -0.0023486790684385914 -6.3725651193584398e-05 0.0016294632330018509 -0.00013730824057689436 -0.0021076753170861718 -0.0020103206465832972 0.00069012534704793215 -0.0021114846387916696 -0.0026039537972188114 -0.0023905620065899596 0.00083000777228833074 0.00047635767379150524 -0.0010899864219846356 -1.4173652750549564e-05 0.00089962395537475728 0.0017255867200984978 0.00053619934101459623 0.00054377488338704051 -0.0012036708676584104 0.00074061520731525928 -0.0017155333195240277 0.00070786883143971965 -0.00044897674142538009
leaf_weight=0.82237007166258891 58.913351770490408 2.7155668905470547 3.3205852850223954 1.3105239437427401 13.854154994129201 1.9046663944609461 5.8773791220155536 1.3492186368675891 44.440185930958251 1.2129138661548484 5.2536790724843723 5.1227159057743847 1.3817464433668636 8.9175738244084624 2.5958332736045113 2.2926531692501149 2.2996543720364597 19.242504753172401 1.9366652627941219 3.1219001766294232 3.5540161617100239 18.793597124516964 3.3188637383282176 7.6020951420068723 4.9366830363869649 7.0625225324183702 47.771124321967363 3.8843667954206467 17.852718718349934 17.8192083183676
leaf_count=38 503 101 262 31 91 49 118 99 1483 16 150 172 89 193 87 51 26 149 47 53 35 111 11 37 24 67 268 30 87 155
internal_value=0.000147066 -7.97718e-05 -0.000558904 0.000112579 0.000623247 -0.000889 -5.34885e-05 -1.30989e-05 -0.000131053 -0.00037956 -0.000481108 -0.00111006 -1.93881e-06 0.000224817 0.000246228 -0.000100097 6.08167e-05 0.000248804 -0.00119344 0.000561991 -0.000947754 0.000310798 0.000420386 0.000385931 0.000295645 -0.000301727 0.000390593 -0.000451116 0.000479573 0.000129989
internal_weight=320.481 97.4833 27.9248 69.5585 17.0693 3.21519 52.4892 51.6668 45.7894 25.2092 23.9963 10.3764 13.6199 12.2382 222.998 35.0432 32.4474 28.2181 4.22932 22.3644 5.85367 187.955 129.041 125.722 106.929 14.6646 92.2641 8.82105 83.4431 35.6719
internal_count=4633 2892 983 1909 171 80 1738 1700 1582 882 866 322 544 455 1741 448 361 263 98 202 61 1293 790 779 668 104 564 54 510 242
is_linear=0
shrinkage=0.00188464


Tree=566
num_leaves=31
num_cat=0
split_feature=16 16 12 16 15 2 5 19 6 12 3 3 5 18 17 10 2 9 9 5 17 7 2 5 15 4 12 7 5 5
split_gain=2.49512 2.60195 2.26472 1.73039 1.79739 1.69881 2.66051 1.84572 3.46732 1.60224 1.55604 1.74246 1.5502 1.60893 1.50383 1.99876 3.04149 2.87117 2.31496 2.11788 1.85015 1.68873 1.4755 3.40779 3.75571 1.16677 2.75238 1.60626 2.28106 2.14065
threshold=18.594956516900002 16.094962363000004 96.350437043050007 13.534968349350001 26.384523135650003 186.79363985910004 10.726864994700001 11.950964240300001 13.115306437050002 247.65401887280004 80.169821450000015 78.322850714350025 5.3654262215500008 16.480789591400004 246.55589432395001 71.053259929650025 195.72231170465002 191.96565807215003 73.466513400400018 19.221712148250003 236.15709471040003 19.506002767000002 83.274686722450014 16.222050829800004 23.949961253350004 309.25865594525004 249.73381652755003 23.131311951800004 31.373072367600006 21.363989181350004
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 3 -3 9 5 7 -7 -5 -9 10 11 12 13 -1 15 16 19 18 -17 -4 -19 -21 -10 -24 -25 -2 -27 28 -28 -29
right_child=25 2 14 4 -6 6 -8 8 22 -11 -12 -13 -14 -15 -16 17 -18 20 -20 21 -22 -23 23 24 -26 26 27 29 -30 -31
leaf_value=0.0016346943947305452 0.0003337396469434882 -0.002268714147777017 0.001404893130883717 0.00080417448073736263 -0.0017956093775303205 -0.0011705523899037495 0.0012347243728923281 -0.0017119633538293581 0.00075796749242567404 0.00022155033636182022 -0.0020889604901794426 0.00051881494800948085 -0.0017788890940544401 -0.0019638812777331162 0.0017104899386950008 -0.0020261662519324465 -0.0020771333825574624 -0.0018127634873861894 0.0012259867186717986 0.00061496885990361069 0.00063582028723911525 -0.0023696558647910721 0.0008630780624206306 -0.002745086548038993 0.00068831399827657519 -0.002132065471482464 -0.0025319391608866989 -0.00079431371391092619 0.00053478911718711269 0.00054540952490111233
leaf_weight=1.2363861645571903 179.28038816957269 2.6804834281792891 5.1371886800043338 10.233317723032085 1.4605178961064655 1.9603044383693475 12.691729992628096 4.392769452766518 8.7713636904954928 10.629875400132731 2.6818364671198642 4.1265859082341194 4.0663919791695662 0.72941348998574529 1.1756737362593401 1.0935268749017257 1.8333192829159086 9.1046096566133183 3.0973153745289892 1.641454720462207 1.3024346299935121 1.2204464387614278 4.5804716851562244 3.0786209545331076 1.9039232926443217 2.2143013942986753 1.9361830885754927 5.6187568977475193 1.6663043132284654 20.366142280399799
leaf_count=15 1293 101 41 130 41 95 115 129 33 442 135 43 475 153 16 116 118 282 24 98 18 169 26 67 10 87 51 61 47 202
internal_value=0.000154786 -9.38801e-05 -0.000588215 9.88728e-05 0.000304116 0.000368525 0.000912921 0.000126523 -0.000178603 -0.000330257 -0.000787061 -0.00044337 -0.00110159 0.000299436 -0.000412297 -0.000514453 0.000155258 -0.000965536 0.000377394 0.000666902 -0.00150632 -0.000657813 0.000188778 -0.000333292 -0.00143312 0.000273569 -6.56374e-05 8.90128e-05 -0.00111345 0.000255719
internal_weight=311.912 100.83 28.2865 72.5435 49.073 47.6125 14.652 32.9605 22.7271 23.4705 12.8406 10.1588 6.03219 1.9658 25.606 24.4303 9.83241 14.5979 4.19084 7.99909 10.407 2.8619 18.3344 9.56302 4.98254 211.082 31.8017 29.5874 3.60249 25.9849
internal_count=4633 2892 983 1909 646 605 210 395 265 1263 821 686 643 168 882 866 426 440 140 308 300 267 136 103 77 1741 448 361 98 263
is_linear=0
shrinkage=0.00192157


Tree=567
num_leaves=31
num_cat=0
split_feature=17 17 12 17 17 17 5 8 12 9 16 17 18 10 10 3 18 8 12 3 17 9 10 3 10 2 16 4 4 7
split_gain=0.320323 0.858404 0.803918 1.39237 0.960024 1.87885 1.30652 1.06144 1.12556 1.5767 0.969992 1.02603 2.44816 0.913925 1.09315 0.946305 0.886245 0.745274 0.731435 0.72738 1.12543 0.68023 0.715984 0.654051 1.23495 0.790686 0.667175 0.653152 1.20828 0.675881
threshold=168.62011096010002 174.47088669260003 66.834523482800009 179.88087463185005 182.37451917730002 183.09840208680004 20.389142059250002 8.8430989333000021 82.088033630950022 191.61296531520003 22.714946882600003 183.93802912725002 14.804191144800003 68.846035804500005 67.031326566450005 77.489428693900024 13.154691941050002 8.7431769115000026 186.40370309910003 95.913432261900013 177.73379099395004 194.45262321395003 75.085947125300024 101.29303698090001 55.922617571450012 210.71970372160004 11.949972055800002 158.18845385165005 158.74242509745002 22.580797808900005
decision_type=2 2 2 2 2 2 2 2 2 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 13 21 6 -6 8 9 -7 11 12 -10 14 19 -15 -9 27 -18 -4 -21 -5 -23 26 25 -25 -2 -13 -29 -30
right_child=1 2 3 4 5 7 -8 16 10 -11 -12 17 -14 15 -16 -17 18 -19 -20 20 -22 22 -24 24 -26 -27 -28 28 29 -31
leaf_value=-0.0072227147690632305 -0.0089086199371925124 0.029395384678332359 -0.048423287283557333 -0.00305608816730036 -0.002737535568238319 0.0050680098944697813 -0.066740619742807497 -0.047580152195600862 -0.065402674658549001 -0.064040921553388822 0.019787602607952492 0.015281834002439093 0.021279856653211689 -0.0088004077720028415 0.038108736722055392 -0.064529098141092922 0.0030183825509851434 0.017111896462164568 -0.030216931044780699 -0.028084012697246474 0.044171171173488191 0.040788189443225736 0.0097598407154076815 0.037798652965074057 -0.052109185206954067 -0.014350645078503189 0.027561098253099665 -0.036132854125150084 0.010642480534337057 5.9005624385314964e-05
leaf_weight=10.214064548330496 1.2903328390966615 2.0349538996815673 1.1659715804271393 2.9274469248775841 1.2442239588126534 1.493925497401505 1.4998587244190273 1.519657878903671 1.5456913820235052 1.3311109317000953 6.2289424352347842 6.6702335216104975 1.2619055557879617 1.1115941378811842 0.90549842687323678 1.5635642629349602 4.1505914882873185 6.4414620460011056 2.139874987769872 1.302729598945007 0.71023473038803775 2.8989777321694419 3.500402545556426 1.3029081786517061 0.82859987998381246 1.1826509231759699 6.2518914883257821 1.893331006169318 14.075365089818659 149.7798042546201
leaf_count=717 79 15 16 59 32 11 20 35 57 40 66 55 24 69 15 48 41 48 42 113 16 18 25 32 59 33 67 34 234 2513
internal_value=0.000779118 0.00113408 0.000506905 0.00023645 0.000898563 0.000227444 -0.0377203 0.000751953 0.0014352 -0.027495 0.00187017 0.00125583 -0.0264423 -0.0203924 -0.00665129 -0.0413725 -0.0159329 0.00169061 -0.00828752 -0.0194009 -0.0025902 0.0153815 0.023816 0.0138087 -0.00328931 0.0129856 0.0213218 0.00111448 0.000544338 0.000968139
internal_weight=240.468 230.254 219.397 217.362 210.603 201.276 2.74408 198.532 190.722 2.82504 187.897 181.668 2.8076 6.75959 4.08443 2.67516 7.81012 178.86 6.29047 3.17894 2.01296 9.32683 6.39938 10.8564 3.31416 2.48556 7.54222 172.419 165.749 163.855
internal_count=4633 3916 3646 3631 3354 3252 52 3200 3082 51 3031 2965 81 277 160 117 118 2884 83 145 129 102 43 270 124 65 146 2836 2781 2747
is_linear=0
shrinkage=0.0461763


Tree=568
num_leaves=31
num_cat=0
split_feature=16 16 12 18 7 18 13 15 16 2 5 12 3 3 5 18 2 18 7 7 18 8 4 17 8 7 10 7 9 9
split_gain=1.99114 2.45582 2.18775 1.62074 2.28394 1.7186 1.97752 1.57522 1.53827 1.95175 2.7771 1.70871 1.48665 1.87026 1.52713 1.62354 1.43345 1.4464 2.05351 1.49337 1.63687 1.42966 2.34997 1.37975 1.47004 1.33587 1.29677 3.6139 2.95047 2.17532
threshold=18.594956516900002 16.094962363000004 96.350437043050007 18.281462078100002 25.139463727750002 17.142803710550002 109.51703040195001 26.384523135650003 13.534968349350001 186.79363985910004 11.188452238700002 247.65401887280004 80.169821450000015 78.322850714350025 5.3654262215500008 16.480789591400004 170.01157529015003 15.917243450850002 24.930088150450004 24.799466712900003 14.830595894550003 8.0437227585500022 235.16798915710004 203.09927826650002 8.2435668022500028 25.121320584100001 71.053259929650025 22.375171215700004 191.96565807215003 73.466513400400018
decision_type=2 2 2 2 2 2 2 2 2 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 25 6 -6 8 11 16 -11 12 13 14 15 -1 17 18 19 20 21 22 -10 -19 -25 26 27 -4 29 -28
right_child=-2 2 3 -5 5 -7 -8 -9 9 10 -12 -13 -14 -15 -16 -17 -18 23 -20 -21 -22 -23 -24 24 -26 -27 28 -29 -30 -31
leaf_value=0.0016144733846595784 0.0002256776369550524 -0.0022190190597998101 -0.00094821059061579954 0.0016761984639330465 -0.0020795134188841278 -5.1138730536152778e-06 0.001474155003749505 -0.0018452725070779428 -0.0023728343192170637 -0.0010301129185087778 0.0012391777036199793 0.00028094353205622863 -0.0020411691321776792 0.00058279374545248226 -0.0017418166883444071 -0.001935910549278099 -0.0016246959524289382 0.0010430012424801013 -0.0015826264119804987 0.001862988059813156 -0.001333380084245747 0.00065730175577149985 0.0011568263596051368 -0.0021367029585785142 0.00080549213652998078 0.0026735161300501073 -0.0019742420897841005 0.0015475065433425985 -0.0021081302096892631 0.0013714478132559038
leaf_weight=1.2240155437029914 211.25319350045174 2.5759878661483553 4.0296894802886545 1.2720775366760779 6.0614372072741372 2.849859268637374 0.61238647997379292 1.461779374629258 1.6210270869778569 2.2590022941585621 12.594872886780648 10.994463828246806 2.4890486468793815 4.0098287416622043 4.0389964557252824 0.73050965557922598 1.6886699013411988 8.7600828015711141 3.0304030082188538 1.5599100072868157 2.9260655106045297 8.0450890186475572 1.1419247686862943 1.1280660083284595 1.2963285688310859 0.61147147417068559 0.96329054434318218 4.2179763782769442 3.1529147773981094 2.4352941960096359
leaf_count=15 1741 101 336 16 221 46 4 41 89 101 109 442 135 43 475 153 38 73 46 8 39 40 16 38 8 1 106 26 116 10
internal_value=0.000122044 -9.73627e-05 -0.000561735 -0.000398831 -0.000504693 -0.00123027 -0.00175343 9.08872e-05 0.000131588 0.00033177 0.00089406 -0.000260916 -0.000737802 -0.000413496 -0.00108004 0.000287507 6.40503e-05 0.00016069 -0.000165289 0.000115546 -8.29269e-05 0.000255609 -0.00091403 0.000694768 -0.000563505 -5.62932e-05 -0.000169083 0.000328135 -0.000795031 0.00042315
internal_weight=311.036 99.7825 28.7824 26.2064 24.9343 9.52368 6.67382 71.0001 69.5383 46.0514 14.8539 23.4869 12.4924 10.0034 5.99352 1.95453 31.1976 29.5089 18.3244 15.294 13.7341 10.808 2.76295 11.1845 2.42439 15.4106 14.7992 8.24767 6.5515 3.39858
internal_count=4633 2892 983 882 866 271 225 1909 1868 605 210 1263 821 686 643 168 395 357 238 192 184 145 105 119 46 595 594 362 232 116
is_linear=0
shrinkage=0.00188464


Tree=569
num_leaves=31
num_cat=0
split_feature=16 16 12 16 2 8 6 6 2 18 18 6 2 4 19 6 0 5 18 8 4 15 5 5 2 9 16 8 7 10
split_gain=1.90519 2.20546 1.96678 1.62017 1.64183 1.64095 1.57099 2.07663 2.02424 1.53695 1.80683 2.75874 1.87821 1.9038 1.59711 1.53227 2.76334 1.81982 2.7333 1.3733 1.79504 1.3436 1.59427 1.72009 1.51173 1.32566 1.93116 1.27745 1.26226 1.3585
threshold=18.594956516900002 16.094962363000004 96.350437043050007 13.534968349350001 219.56639384385002 7.6440346712000009 11.085259005300001 9.1452136764500018 186.79363985910004 18.281462078100002 14.863842190850002 11.945279099550001 202.17021369765004 195.04069921150003 12.851036860900001 12.255286342800002 98.230883170350012 16.222050829800004 14.881594619900001 8.0437227585500022 240.27283890470002 46.055224235250002 24.367802910700004 24.458659404000002 247.02271001585004 192.57902085675002 17.684958644900004 2.9476996444500005 21.034091097450002 82.299080289250014
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 3 -3 4 5 -1 7 -5 15 10 12 25 13 -4 -15 -8 17 -17 19 20 -19 -2 -23 -24 -25 -12 -27 28 -6 -30
right_child=21 2 9 6 27 -7 8 -9 -10 -11 11 -13 -14 14 -16 16 -18 18 -20 -21 -22 22 23 24 -26 26 -28 -29 29 -31
leaf_value=-0.0015266869873212722 0.00030906339754430649 -0.0022559928863715422 -0.0010841195584192491 6.3931944301311971e-05 0.0017324117285246691 -2.660521558909678e-05 0.0010587554881864023 -0.0022865685241072087 0.0012207724541142499 0.001784777906894974 0.0010084964077525446 -0.0021852537673972849 -0.0021137831677995257 -0.0004304100755401117 0.0013276765521023878 0.0013811069799318251 -0.0015484821185882043 -0.0024641929246830645 -0.0015373754300006489 0.00086600125236845212 0.0013162718364608202 -0.0019560929091512352 0.0016760233651488654 -0.0014836843495125809 0.00019218293680778282 -0.0021269414760496093 0.0010697648096852947 -0.0014438416152878291 -0.0011610255596872011 0.00057878025813253953
leaf_weight=6.1375146098725981 193.87989306123927 2.3462549360701841 3.0544289840618211 7.1032726990524662 2.2733930200338355 5.1614406543667428 6.4121989570558098 1.8141842270269988 10.762648359406738 1.2024463242851187 2.2418729343917203 4.8227578143123537 1.4533877600333642 3.0517294159217254 5.6919415356824175 4.4289529919624391 3.8065744619816533 1.2125363386003285 3.5638325288891783 7.4465608086902648 0.80245756451040495 1.9952631555497635 1.8447305704466987 3.2046017611864936 5.8421256361179985 1.9995454102754595 1.1412510527297852 1.598538577207363 2.4036409230902773 6.1160694202990271
leaf_count=565 1498 101 262 209 17 211 34 41 109 16 59 172 89 99 94 19 87 78 28 26 15 44 18 102 79 73 18 153 67 250
internal_value=0.000161565 -6.35469e-05 -0.000540519 0.000117763 -0.00030087 -0.000841439 0.000327203 -0.000414258 0.000499229 -0.000377298 -0.00048813 -0.00110824 -1.05611e-05 0.000248531 0.000714066 0.000218606 -3.47795e-05 0.00029534 -7.38472e-05 0.000477412 -0.000958649 0.000268313 -0.000344771 -4.95846e-05 -0.000401456 -0.000143261 -0.000965375 0.000192032 0.000434317 8.79339e-05
internal_weight=304.816 98.0494 27.0056 71.0438 23.6906 11.299 47.3532 8.91746 38.4358 24.6594 23.4569 10.2054 13.2515 11.7981 8.74367 27.6731 21.2609 17.4543 13.0254 9.46155 2.01499 206.767 12.8867 10.8915 9.04673 5.38267 3.1408 12.3916 10.7931 8.51971
internal_count=4633 2892 983 1909 1263 776 646 250 396 882 866 322 544 455 193 287 253 166 147 119 93 1741 243 199 181 150 91 487 334 317
is_linear=0
shrinkage=0.00196078


Tree=570
num_leaves=31
num_cat=0
split_feature=6 0 0 10 17 0 10 19 6 13 9 18 19 5 7 6 9 5 9 9 0 7 18 5 3 17 15 2 15 2
split_gain=2.2512 2.70333 2.22723 2.84284 3.18274 1.84485 2.78305 2.46967 1.82922 2.83917 1.9422 2.36447 1.89773 1.71813 1.71293 3.01276 1.53016 1.4624 1.45248 1.86841 2.78576 2.0485 2.01365 1.66544 3.48551 1.81249 1.83573 5.59596 2.11784 1.53069
threshold=14.845346859150002 86.345209775600011 95.44832900530001 70.128430332750014 174.14321222100003 98.51854819030001 78.196493182200015 13.351077205700003 16.375382608200002 117.39690118230001 194.03220695150003 11.890615410500002 13.051052998800001 16.316541761950003 19.773504439000003 13.115306437050002 216.07042296730003 20.556063402800003 186.70853236170004 184.36538191430003 85.866664228400012 22.276766275150006 12.947178517500001 30.133297129900004 95.002044955650021 182.37451917730002 41.54912092575001 103.92649527695001 40.42701969085001 122.71527679435002
decision_type=2 2 2 2 2 2 2 2 2 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 14 -5 13 7 -7 9 10 11 -2 -10 -4 -1 -16 -6 -17 19 20 21 22 29 24 25 -20 27 -27 -29 -14
right_child=1 -3 5 4 16 6 -8 -9 12 -11 -12 -13 18 -15 15 17 -18 -19 23 -21 -22 -23 -24 -25 -26 26 -28 28 -30 -31
leaf_value=0.0015565704608746268 0.0012290794738056558 0.00050525679568837883 0.00097652371685321771 0.00072614549793978498 -0.0018468196533088187 -0.0017011199174931716 8.3189454914060583e-05 0.00037114834887413164 -0.0020748844120179856 -0.0024840613387471051 0.0022791689339813547 -0.0024166811688393491 0.0011885994253706875 0.00012611237894211795 -0.0017172204966799719 0.00076766701443676058 0.00090274779984751165 -0.0005623550999203726 0.0015708682477160629 0.0012394388370693945 -0.0016508304849877507 0.0020841861681673854 -0.0023284778174261656 0.0014057060937961029 -0.0019090022046993576 0.00031467675145867546 0.00028138539386751027 -0.0031202636184699236 -0.00092595900122420267 -0.00026215948953749239
leaf_weight=2.457792870700362 1.3014218988828354 101.99693393334746 14.155410714447497 2.8421734152361742 10.710686004022133 7.4587596617639047 40.68203207582701 3.3380460357293487 1.5617867929395277 2.8690901843365282 1.1821100413799284 1.5784317062934858 5.4163486459292525 29.128851134330034 4.1685654113534865 8.1448556184768659 0.87810122687369663 5.5898544057272366 2.8676647916436186 9.5908409729599935 2.9028490148484698 2.664954734966158 1.1878241676022288 3.0145038175396612 4.0460087871178976 11.46643213927746 25.010520598618314 3.3033009991049758 3.7839453518390656 6.3175963723333552
leaf_count=15 11 694 123 45 383 201 1438 35 229 51 4 56 65 202 84 38 15 157 10 73 21 15 84 16 90 58 224 29 23 144
internal_value=0.000144422 0.000282017 -5.95588e-05 -0.000492864 -0.00117277 9.9528e-05 -0.000156667 -0.00106044 2.9203e-05 -0.00095913 0.000117976 -0.000769142 0.000111602 0.000404226 -1.098e-05 -0.000226176 -0.00163848 0.000226365 0.000153464 0.000522259 0.000150246 0.000485676 0.000156003 -4.01318e-05 -0.000126476 2.88507e-05 -7.26545e-05 -0.000549903 -0.0019487 0.000407506
internal_weight=321.618 192.063 129.555 34.792 14.431 94.7631 51.4788 10.7968 90.0656 6.93105 4.06196 2.87985 83.1346 43.2843 20.3611 17.9033 11.5888 13.7347 81.5728 28.0804 18.4896 15.5867 12.9218 53.4924 50.4779 46.4319 43.5642 18.5537 7.08725 11.7339
internal_count=4633 1897 2736 737 443 1999 1674 236 1203 122 71 67 1081 325 294 279 398 195 852 402 329 308 293 450 434 344 334 110 52 209
is_linear=0
shrinkage=0.00200243


Tree=571
num_leaves=31
num_cat=0
split_feature=16 6 15 18 15 0 10 16 16 5 17 13 7 13 6 6 10 4 14 0 16 19 2 17 13 13 16 10 0 13
split_gain=1.94719 1.93607 1.90045 3.00452 1.83138 1.63166 1.81734 3.74709 2.13372 3.01019 1.95341 1.9422 2.11186 2.08612 1.69418 1.67197 2.493 1.7125 2.19574 1.80798 1.57886 1.91123 1.54263 1.5888 1.52867 1.47255 1.85517 1.39985 4.37731 3.03886
threshold=18.594956516900002 15.635365317800002 28.444110612900001 14.032563378150002 28.298162031900002 86.09518316945001 64.369753017350021 21.004950881300005 22.454947490600002 21.612734424500001 181.57898176000003 116.86189801435002 22.812602664350003 117.54207792135001 16.525386113000007 16.375382608200002 62.186725015400008 248.32992249220004 256.87274144255008 85.931187223550012 22.624947093000003 14.451165964200003 216.39684782960003 204.55825889135002 117.48293184245001 109.64607639220002 18.124957616000003 66.859265246100009 91.886121982450007 113.19215266625001
decision_type=2 2 2 2 2 2 2 2 2 2 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 25 15 8 10 9 -7 -8 -10 -13 -14 20 16 -2 24 -19 -20 21 -15 27 -24 -17 26 -1 29 -29 -12
right_child=5 -3 3 -5 -6 6 7 -9 11 -11 22 12 13 14 -16 17 -18 18 19 -21 -22 -23 23 -25 -26 -27 -28 28 -30 -31
leaf_value=1.2981420271006644e-05 -0.0023419477228740324 -0.0014482548583383615 0.00093806724899667571 -0.0018324024405800164 0.0020799579676887021 0.0018768646808972698 0.0014638909826386901 -0.0016302609103327913 0.0013970941721657627 -0.00062593726990950525 0.0018397802189573354 0.00099849598714108726 -0.00020132277873516824 -0.00050188779035976756 -0.00067919975499202258 0.0012674781896064439 0.00041002568175394183 -0.0026648093788250093 3.8677616917620527e-05 -0.0014118807945978471 0.0012245780948169447 0.0009590470868851617 -0.0023316734170988921 5.9684470374844428e-05 0.00017016078549887461 0.0019298281641820418 -0.0018548903073117825 -0.0018495976475579232 0.00023947055849572063 6.9766837827400376e-05
leaf_weight=78.747215151321143 2.567899066489189 3.594219649618025 1.9798700991086651 4.6695432784035802 1.5334931616671372 7.9194623455405218 4.2088553905487052 4.1259961612522593 6.5296998620033255 2.175821453332901 5.3975771144032469 13.225194521248339 28.041123658418655 6.1362178027629906 3.5869527831673613 5.1453160909004501 2.1465859422460198 1.3423454649746442 19.704149758676071 3.6113543026149264 11.234401308000086 6.6033558696508408 1.7648953888565291 2.2383960541337729 36.479588678572327 1.3825096352957178 1.9350476239342231 3.9511510953307143 36.22311230795458 9.5248207822442037
leaf_count=2187 41 371 18 248 6 84 21 41 50 15 28 77 167 34 21 36 15 17 268 42 57 42 32 25 275 10 52 47 252 54
internal_value=0.000136094 -9.17929e-05 -3.77702e-05 -0.00100749 3.93615e-05 0.000231614 0.000341254 0.000109951 0.000523787 0.00133744 0.000223365 0.000414786 0.000321593 0.000160589 0.000528806 -4.48673e-06 -0.00108893 7.26461e-05 -0.000320944 -0.000186 0.000709546 0.000255365 0.000135019 -0.000994572 0.000305802 1.23019e-06 -3.18168e-05 0.000217095 3.40101e-05 0.000709998
internal_weight=317.726 93.8419 90.2477 6.64941 83.5983 223.884 152.887 67.4348 85.4522 10.0953 63.3088 75.3569 68.8272 55.6021 27.5609 70.9972 4.71449 66.2828 24.6578 23.3155 23.974 12.7396 59.1 4.00329 41.6249 82.0648 80.6823 55.0967 40.1743 14.9224
internal_count=4633 2892 2521 266 2255 1741 1047 500 547 99 459 448 398 321 154 694 56 638 327 310 133 76 438 57 311 2249 2239 381 299 82
is_linear=0
shrinkage=0.00188464


Tree=572
num_leaves=31
num_cat=0
split_feature=16 16 2 0 10 0 10 9 16 5 5 5 2 16 15 6 13 8 2 16 19 12 18 16 18 6 2 17 9 17
split_gain=2.46102 2.91773 1.92366 1.83817 2.29974 3.03625 3.04278 5.30987 3.188 2.17847 3.17392 1.97931 1.83937 2.6438 1.50661 1.48434 2.92436 1.42726 1.39944 1.6271 1.83142 1.5307 1.35234 1.28674 1.69535 1.25516 1.2439 1.05165 1.33015 1.16383
threshold=20.394952307700002 20.034953149600003 325.13486840910008 86.345209775600011 66.859265246100009 90.321439350550008 64.369753017350021 193.49750438550004 22.454947490600002 21.252944829650001 20.911722254300006 20.389142059250002 186.79363985910004 22.624947093000003 45.793006327050001 16.375382608200002 117.39690118230001 2.8477776226000002 309.04644204820005 11.864972254500001 10.650859343850001 175.541285848 18.486194703750005 22.624947093000003 13.829007611650001 15.945372561050002 205.16057895720004 162.04221493815001 58.084576609100004 205.96542837505004
decision_type=2 2 2 2 2 2 2 2 2 2 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 11 5 6 8 -8 -5 10 12 -2 -10 -14 23 16 -13 -4 19 20 21 -1 -23 24 -11 -7 -25 28 -21 -29
right_child=3 -3 17 4 -6 25 7 -9 9 14 -12 15 13 -15 -16 -17 -18 -19 -20 27 -22 22 -24 26 -26 -27 -28 29 -30 -31
leaf_value=-0.0018456188407114662 0.0012336465488860958 -0.0017400536369858481 -0.00025824989898030426 0.0015481427591762513 -0.0010371925939145622 0.00054886847566494297 0.00064377120864474505 -0.0017472759859094797 0.00083449768555986811 0.00081329432218399302 -0.0012976131747666566 0.00061576187996328035 -0.0018713218917385758 0.0007537367020872337 -0.00040347442479228497 8.0003461780748513e-05 -0.0021872565522410119 -0.0019366467062057616 0.0010648849920057467 0.0010563258020853099 -0.0019068700075324011 0.0005921978285866376 -0.0019162859396188237 0.00060221897878904413 -0.00028459103342708087 0.0017699078983874385 0.0017549864641262923 0.00017258448857053598 -0.0019404112246271697 -0.00032093335295106266
leaf_weight=1.4618212890345583 4.615234261378645 3.1907276962883762 4.2212008698843411 8.8344416469335538 3.2560926564037791 4.2050198521465054 6.6842331215739232 5.6017534136772156 8.9047948718071002 15.741193026304247 5.3863730020821086 2.1903806105256072 2.4733706004917613 2.5640662014484406 4.1506996303796759 68.268078874563798 2.7606855644844472 2.7428193153755274 4.3706413286272427 0.67388475313782636 2.8518015630543232 4.9010674626333639 0.82374553888803337 5.7278653457760793 6.5299352556467047 8.0525462329387647 6.6233423352241516 108.28650576423388 1.7434968957677481 18.334731745766476
leaf_count=274 36 42 157 91 30 31 35 40 42 58 30 12 34 12 39 571 51 168 97 6 243 130 163 26 39 43 41 1571 206 315
internal_value=0.000140878 -2.59034e-05 1.04593e-05 0.000289327 0.000458788 0.000512035 0.000382223 -0.000446419 0.000534319 0.000380165 -0.000116627 8.30697e-05 0.000339629 -0.000535161 0.000627819 1.05452e-05 -0.000947185 -0.000919296 5.55966e-05 2.38787e-05 -0.000678603 -0.000191202 0.000231251 0.000751456 0.000491392 0.00135102 0.00122039 7.85275e-05 -0.00110502 0.000101123
internal_weight=326.173 153.602 150.412 172.57 94.7357 91.4796 79.2221 12.286 66.9361 58.1016 19.3286 77.8344 13.9422 5.03744 38.773 73.2191 4.95107 6.96402 143.448 139.077 10.0384 7.18663 5.72481 34.6223 22.2711 12.2576 12.3512 129.039 2.41738 126.621
internal_count=4633 3372 3330 1261 591 561 487 75 412 321 118 670 88 46 203 634 63 325 3005 2908 810 567 293 164 97 74 67 2098 212 1886
is_linear=0
shrinkage=0.00181146


Tree=573
num_leaves=31
num_cat=0
split_feature=6 0 3 17 6 9 7 18 16 17 9 15 17 18 7 17 18 7 17 0 5 3 9 9 6 15 2 7 5 2
split_gain=0.346235 1.13428 1.76759 2.03267 1.51106 1.57194 0.989607 1.66785 2.01746 1.54466 1.28238 1.63304 1.06682 1.02289 2.20775 1.34082 2.14398 1.57705 1.27132 1.23841 1.19494 1.10602 1.04884 0.988008 1.20713 1.15877 1.89354 2.03101 1.4369 1.43051
threshold=14.845346859150002 93.308316333500017 85.589753040950015 186.18082682465004 15.205355270700002 197.00658341100004 23.109894804950002 13.317304170000002 22.554947256700004 191.56943241645004 190.64005357525002 31.584168001000005 191.06791329340004 13.258241318650002 22.812602664350003 188.13858192940003 13.055593598800002 22.532843451200005 186.34046889365004 86.692020874450009 21.191508333600002 93.716961969300016 184.36538191430003 191.61296531520003 15.575363915900002 37.882159664350006 127.74713841330002 23.727132803250004 20.911722254300006 163.12111328040001
decision_type=2 2 2 2 2 2 2 2 2 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 -2 7 9 10 12 -9 -12 13 14 15 16 17 18 -6 -18 -19 -16 -17 -8 -25 26 -26 28 -28 -27
right_child=1 2 -4 -5 6 -7 23 8 -10 -11 11 -13 -14 -15 21 22 19 20 -20 -21 -22 -23 -24 24 25 29 27 -29 -30 -31
leaf_value=-0.0011072152580650879 -0.050987908973392358 0.032387063423135271 0.029080294532779039 -0.035473563270855671 0.00068230545192980285 -0.0044457476269815213 -0.019109457253085747 0.019569018630538802 -0.047179397319786986 0.022669377887254594 0.011607338755160606 -0.036670166487408548 -0.029260083252690486 0.033802294886888358 -0.044508960738870264 -0.0038462000084310628 -0.060834810812954374 -0.0017003789862221361 -0.026153094296923519 -0.0082359776555395517 0.033976579481461759 -0.0068951120557901686 0.024228877478915056 0.031743799065558277 0.012884742923616774 0.032433272643926724 -0.010829840246203841 0.0026797452153350019 -0.051532263689022383 0.0070866274629715151
leaf_weight=94.067660479617189 1.8970519241411228 1.2673069089651092 6.2661953717470169 1.9758487041108308 21.564621161196563 3.836233226582408 2.6651108954101792 2.4083629469387215 2.8003046209923923 5.3959447902161619 2.0366527215228416 3.0775604082737118 2.2080781934782854 1.5574940398801107 2.7370925042778245 3.409251681645399 1.5690259470138692 2.7606723085045806 3.6040995726361862 1.5629049539566038 4.0529282887000591 2.7326227232115343 7.3361831665970385 3.241256918758153 9.2415695656090993 4.4533044560812405 3.2907489910721761 7.7267956044524908 2.8148527517914772 31.05690443655476
leaf_count=2736 45 6 44 42 589 30 23 29 41 57 22 27 24 10 26 36 81 13 34 9 33 29 77 25 120 25 24 76 19 281
internal_value=0.000883362 0.00212715 0.016108 -0.00895611 0.0011845 -0.0198458 0.00207563 -0.00133774 -0.0168753 0.00131377 -0.00559452 -0.0174444 -0.000777774 0.00041139 -0.000601795 0.00239376 -0.00156226 0.00167173 -0.00316046 -0.0345868 0.0195213 -0.0257174 0.0153214 0.00582368 0.00689847 0.00552386 -0.00177312 -0.0115662 -0.0295948 0.0102653
internal_weight=244.615 150.547 9.50935 3.24316 141.038 5.73329 135.304 70.8138 10.3229 60.4909 7.52258 5.11421 55.095 52.8869 51.3294 45.8597 35.1143 31.9823 25.1687 3.13193 6.8136 5.46972 10.7454 64.4905 61.8254 58.5842 23.074 13.8324 6.1056 35.5102
internal_count=4633 1897 92 48 1805 75 1730 1137 119 1018 78 49 961 937 927 872 759 669 623 90 46 55 113 593 570 545 239 119 43 306
is_linear=0
shrinkage=0.0418233


Tree=574
num_leaves=31
num_cat=0
split_feature=16 6 15 18 15 0 9 5 6 3 10 18 5 17 17 10 0 13 18 7 19 13 18 16 3 13 2 8 0 12
split_gain=2.16657 2.14663 1.65938 2.57734 2.02408 1.56414 2.7213 3.42144 2.15785 2.54457 2.76533 1.67714 1.565 1.5586 1.74691 1.68865 3.6893 2.17881 1.72605 3.32755 1.55685 1.48821 5.03131 2.70116 2.29779 1.85468 1.37278 1.75879 1.62137 3.29296
threshold=18.594956516900002 15.635365317800002 28.444110612900001 14.032563378150002 28.298162031900002 85.732241321850012 186.16747084260001 30.133297129900004 16.465384711100004 95.002044955650021 61.928633034850002 13.122774073950001 23.714185006400005 182.02915412410002 183.58889821140002 66.859265246100009 91.886121982450007 113.19215266625001 14.032563378150002 23.822419043000004 13.851117550450002 115.13321943645001 13.471502260950002 22.454947490600002 92.913112988300014 116.86189801435002 185.00267682035005 1.3489472949000001 96.631250582750013 154.32008656120004
decision_type=2 2 2 2 2 2 2 2 2 2 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 26 6 12 8 -8 10 -10 -12 -2 -7 -15 17 -17 -16 -18 -20 -14 22 -19 24 -23 -25 28 -28 29 -1
right_child=5 -3 3 -5 -6 13 7 -9 9 -11 11 -13 20 14 15 16 18 21 19 -21 -22 23 -24 25 -26 -27 27 -29 -30 -31
leaf_value=-0.0020482586234797928 0.00092114346461073348 -0.0015222344654471582 0.00089315548777549477 -0.0018104231982502932 0.0021761407979608077 0.0012041140285562267 -0.0024082855278817522 0.0012894224810155693 0.00074938654688315942 -0.0018449383464319989 -2.9207779783264113e-05 -0.0024837392705735414 0.00036027694415666879 -0.0010890546398942299 0.0015974380361781356 -0.0017733877779857387 0.0016153054031239314 0.00089652691635404801 -0.002182160663445714 0.00021564787645641338 -0.0012442341073537167 0.001871775257057636 -0.0016460920752834076 0.0013537680869602528 -0.00030355294211119484 0.00027721346940972713 -0.00088947750825370297 0.00041993405241133353 -6.4703283104848179e-05 0.00044515896217162143
leaf_weight=4.6913763465126959 10.618859168142082 3.7339788395620408 1.8631535847671319 4.3342557017458603 1.5966781089082349 7.2512687519192687 2.9592467145994368 3.0663276824634513 6.0219986690208298 4.3037474974989882 1.9953788137063382 2.1234192848205566 7.4290448294486833 3.3091273270547381 5.6646150052547446 3.9964078050106755 2.8262907341122618 6.2268545404076558 2.2966528274118891 31.101887832861394 3.1961297008674592 7.9926253557205182 5.3441908052191138 6.3296140804886809 2.3138917237520218 89.988009173423052 4.281553456792607 33.065289048769046 41.190344817994628 3.3584902344737202
leaf_count=195 52 371 18 248 6 34 61 16 37 73 23 45 122 23 35 52 11 33 23 261 86 86 50 51 17 550 359 661 965 69
internal_value=0.00014425 -9.2692e-05 -3.61354e-05 -0.000997635 3.14372e-05 0.000251701 -8.27367e-05 -0.000582926 -0.00091281 -0.000606433 -8.08118e-05 -0.00129463 0.000399231 0.000331583 0.000293786 0.000321674 -2.0548e-05 0.000432805 0.000172829 5.07624e-05 -0.000122372 0.000376989 -0.000277804 0.000448048 0.0013834 0.00034796 -8.11143e-06 0.000269819 -0.000218911 -0.00100798
internal_weight=314.471 98.1151 94.3811 6.19741 88.1837 216.356 41.7142 20.4701 17.4038 14.4445 10.1408 4.1188 21.244 174.641 167.39 164.081 40.2212 123.86 36.2248 33.3985 10.6252 118.195 11.571 106.624 10.3065 96.3176 86.5871 37.3468 49.2402 8.04987
internal_count=4633 2892 2521 266 2255 1741 515 255 239 178 105 68 260 1226 1192 1169 347 822 295 284 208 787 83 704 103 601 2249 1020 1229 264
is_linear=0
shrinkage=0.00192234


Tree=575
num_leaves=31
num_cat=0
split_feature=16 6 3 3 8 9 12 18 7 9 15 12 15 8 17 17 2 19 0 0 17 5 13 18 9 10 16 9 17 6
split_gain=1.88348 2.15189 1.80796 3.15415 4.88873 1.94335 2.491 3.48993 3.07847 2.64141 2.74438 2.2191 3.42895 1.94688 1.88841 3.17247 1.93036 1.73056 1.70356 1.67731 1.65104 1.63115 4.29298 1.61188 2.62613 4.04527 2.01826 1.52858 2.20051 3.99977
threshold=18.594956516900002 15.635365317800002 93.883646373400012 94.227769014100019 8.2435668022500028 181.33671263215004 133.01805689090003 13.581061237400002 23.109894804950002 189.34276022045003 39.203018015350004 114.82338089645002 31.445204138150004 7.943800736700001 190.03457182425004 188.27285108100003 187.91736117530004 14.451165964200003 85.121961326250016 86.345209775600011 190.4716172434 17.687678651600006 113.0174028878 13.480563334700001 195.13041324455003 62.025417527550012 22.584947186600004 199.39609444495002 197.26918533450001 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 -1 5 4 -4 13 7 -7 9 19 -11 12 21 -2 15 -12 -16 -6 20 -8 -5 -9 -23 26 25 -25 -10 -26 29 -29
right_child=2 -3 3 18 17 6 8 11 23 10 14 -13 -14 -15 16 -17 -18 -19 -20 -21 -22 22 -24 24 27 -27 -28 28 -30 -31
leaf_value=-1.6762998008382946e-05 6.701709498609989e-05 -0.00156533900809678 0.00086348621999769097 0.00015023469615014793 -0.0028414946030773966 0.001135872731846829 -0.0006340865020037314 0.00074765722650149973 0.001684859044413686 -0.0025231862861131243 -0.0011814829979053497 0.0010078610307147082 -0.0020718700590809176 -0.0021073167791731693 -0.0024083063535827462 0.0012696993088004553 -0.00016270115104833935 -0.0010690064019710807 0.0011511391634097881 0.0012355394484189982 -0.0019152008677065528 -0.0019657283433254145 0.0011806944954580944 0.0014518959253355555 0.00090568242902630482 -0.0018561028918397944 0.00039783669010432307 -0.0021190070700022748 0.00038301798359797844 0.0004811167213613666
leaf_weight=91.050800438271835 4.6401037517935029 3.5858425110927774 4.2122529069893053 20.23657978721895 3.2298883970361185 32.52780856192112 2.9408434247598079 8.5900157168507629 7.3441985603421953 3.0363814607262638 3.7587992330081743 8.5508471224457008 3.126581195741891 2.4032519347965717 3.0200452655553809 4.4139009118080139 2.8707096436992288 6.1506385947577655 6.3648338895291081 4.9503015130758286 1.6060627009719599 3.6832644697278729 3.0458604022860527 1.9928424358367909 15.22871484979987 4.955400625243783 12.935447143390773 4.0813627075403911 44.287830835208297 5.1382338367402554
leaf_count=2521 38 371 32 258 54 199 36 39 32 21 32 48 37 23 26 17 19 80 43 20 33 53 17 8 73 53 60 47 319 24
internal_value=0.000157294 -7.54395e-05 0.000253338 -0.000115417 -0.000891323 0.000335536 0.000374969 0.000703342 0.00021337 -0.000399612 -0.000832654 0.00018219 -0.000200564 -0.000674884 -0.000467658 0.000142348 -0.00131397 -0.00167931 0.000258482 0.000538774 -1.63425e-06 0.000181363 -0.000541537 0.000373003 0.00024146 -0.000907328 0.000863927 0.000357586 0.000201592 -0.000669915
internal_weight=323.96 94.6366 229.323 41.8003 13.5928 187.523 180.479 59.5244 120.955 24.991 17.0998 26.9966 18.4457 7.04336 14.0635 8.1727 5.89075 9.38053 28.2075 7.89114 21.8426 15.3191 6.72912 95.964 75.6844 6.94824 20.2796 68.7361 53.5074 9.2196
internal_count=4633 2892 1741 500 166 1241 1180 393 787 171 115 194 146 61 94 49 45 134 334 56 291 109 70 616 524 61 92 463 390 71
is_linear=0
shrinkage=0.00196078


Tree=576
num_leaves=31
num_cat=0
split_feature=16 16 17 12 7 16 12 6 6 6 0 5 18 15 3 3 5 18 18 13 4 12 7 5 5 8 18 8 0 6
split_gain=2.38095 2.17947 2.28743 1.94678 2.03822 1.7343 1.95984 1.6174 2.12445 2.11913 4.57032 2.8648 2.08024 7.11617 1.6149 2.06021 1.7542 1.88935 1.56026 1.85603 1.50286 3.2981 1.70247 2.36771 2.17594 2.6898 2.68313 2.44767 1.39532 1.89837
threshold=18.594956516900002 16.094962363000004 246.55589432395001 96.350437043050007 25.139463727750002 13.534968349350001 247.65401887280004 11.085259005300001 9.1452136764500018 12.325287978400002 98.752444047600008 16.222050829800004 14.881594619900001 23.949961253350004 80.169821450000015 78.322850714350025 5.3654262215500008 16.480789591400004 17.142803710550002 109.51703040195001 309.25865594525004 249.73381652755003 23.131311951800004 31.373072367600006 21.363989181350004 8.543332867800002 14.830595894550003 8.6432548896500023 85.990333302400003 16.375382608200002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 5 3 -3 -5 6 14 8 -7 -9 11 -11 -13 -14 15 16 17 -1 19 -6 28 -22 23 -23 25 26 -24 -26 29 -2
right_child=20 2 -4 4 18 7 -8 9 -10 10 -12 12 13 -15 -16 -17 -18 -19 -20 -21 21 22 24 -25 27 -27 -28 -29 -30 -31
leaf_value=0.0015822442957132074 -0.0012405360332436006 -0.0022636025554015346 0.0018514680099955031 -7.6113637416670168e-05 -0.0021063969842313982 2.0311971383457509e-05 0.00024287464332457321 0.0011969304109050241 -0.002250077004126304 0.0015090226402041866 -0.0013894718066372854 0.00056764205798152674 -0.003007767192180948 0.0012489895444624036 -0.0021206035440736832 0.00055498332794623982 -0.0017791597685637868 -0.0019770319029867012 -3.1484336936868217e-06 0.0015151208107585298 -0.0021633451947123622 -0.0024709286281882096 -0.0030828604796039288 0.00050271114315616984 0.00078655175525920221 0.0011205849115963455 0.00015336055873674124 -0.0010742898419752963 0.00044151028046440067 0.00017128734302163706
leaf_weight=1.4655645275488516 3.7802013563923529 2.5933243889594513 1.3860960626043368 14.914201922365466 5.6137310534249973 7.5639010985614714 12.108134936774148 10.354640524834393 1.9070055373013017 7.7796402461826863 5.5432623522356144 12.007442487403752 2.8415758945047846 2.9661721140146255 2.7878127747680983 4.3457991471514106 4.8650807647500187 0.88328105333494011 2.6364582907408476 0.57667396962642659 2.6686817798763505 2.1599464069586278 2.2479008454829486 1.8259909637272356 18.219774743542079 1.8043595142662523 1.6355580352246759 3.0492852181196204 125.60637468658388 51.028917044633999
leaf_count=15 46 101 16 595 221 209 442 56 41 44 112 139 25 20 135 43 475 153 46 4 87 51 29 47 149 15 17 53 810 437
internal_value=0.000143937 -9.29526e-05 -0.000555489 -0.000682178 -0.000509433 7.26617e-05 -0.000326674 0.000279961 -0.00043684 0.000443574 0.000193053 0.000535792 0.000110796 -0.000833728 -0.000807327 -0.000490609 -0.00112049 0.000243782 -0.00124159 -0.00176903 0.000260308 -0.000112897 6.39456e-05 -0.00110868 0.000237334 -0.000818802 -0.00171989 0.000519768 0.000329837 7.39135e-05
internal_weight=319.167 105.14 27.7205 26.3344 23.7411 77.4193 26.4557 50.9636 9.47091 41.4927 31.1381 25.5948 17.8152 5.80775 14.3475 11.5597 7.21393 2.34885 8.82686 6.19041 214.027 33.6115 30.9428 3.98594 26.9569 5.68782 3.88346 21.2691 180.415 54.8091
internal_count=4633 2892 983 967 866 1909 1263 646 250 396 340 228 184 45 821 686 643 168 271 225 1741 448 361 98 263 61 46 202 1293 483
is_linear=0
shrinkage=0.00192234


Tree=577
num_leaves=31
num_cat=0
split_feature=17 9 15 5 5 2 16 16 17 10 16 16 8 18 2 0 13 7 18 13 18 12 12 19 7 6 18 13 6 16
split_gain=0.397616 0.390304 0.358096 1.25838 1.43997 0.99949 0.925143 0.578861 2.26871 2.38028 2.47426 1.10588 1.73122 1.13818 1.77173 2.02245 1.7273 1.20486 2.04395 1.24057 1.33609 1.68882 1.98812 1.31797 2.21355 1.15514 1.13457 1.08023 1.04342 0.974329
threshold=158.19986339130003 43.730860148300003 46.055224235250002 24.367802910700004 24.458659404000002 247.02271001585004 23.044946110900003 22.624947093000003 199.05253715360001 62.084563606450011 22.644947046300004 22.614947116400003 8.4434108459500017 13.565012728250002 104.39392676985001 85.732241321850012 117.66037007905001 23.131311951800004 13.453871405300001 117.64961624655002 13.037923179150001 138.67909474840002 165.75658866060004 14.251149826300002 20.090200465600002 15.345358541850002 11.634276750250001 117.61735474900001 16.425383776450001 22.594947163200004
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 7 -4 -5 6 -6 11 9 28 -11 13 -13 14 15 27 17 18 19 20 23 25 -23 24 26 -22 -16 -2 -9 -24
right_child=2 -3 3 4 5 -7 -8 8 -10 10 -12 12 -14 -15 16 -17 -18 -19 -20 -21 21 22 29 -25 -26 -27 -28 -29 -30 -31
leaf_value=0.024031072997096895 -0.057994825500270672 -0.05257144032604659 -0.048314146340635973 0.042379741183047187 -0.054453112790290227 0.0035836267691333186 0.010171987659211611 0.025277629372210082 0.033842925397652553 0.0028274137520447845 -0.064789394123602448 0.003749149326485545 -0.045242132489516779 -0.001381134834273383 -0.037046675067763268 0.025876450666778031 -0.063097004991621602 0.019645187733143617 -0.068379708511875761 0.056692746367711176 0.0038505822412197958 0.019988582647177074 -0.036652915025130711 0.052952941539069771 -0.064461813511652089 -0.09102626304450874 0.019932104182866762 0.0080042352088840665 0.003108041510503486 0.0069449536033915913
leaf_weight=0.21580858581000839 1.1058136411593324 0.61642693448811769 1.556788581656291 1.5504033374600092 1.741310607059859 4.7315282578638289 0.76675538346171368 6.0208471743389955 6.2791238315403453 2.7877481393516055 2.4378486089408398 3.7668429203331462 3.2110783690586686 126.40216551550839 0.96330755551026737 15.853763871360568 0.9975449395715249 7.4392593526281408 1.0950558761833225 0.89705298561602731 0.44041126966476341 4.1027374400291574 4.3218635740486206 1.5230505964718748 1.0161368604167362 1.0287650360260157 6.5520327715203166 1.2926368452608583 33.426840348169208 1.722960941493511
leaf_count=32 92 218 44 18 96 79 6 39 73 34 20 28 22 2772 89 152 70 48 30 4 7 29 69 9 73 69 138 24 239 10
internal_value=0.00111975 -0.0327075 0.00123464 -0.00769065 -0.000495863 -0.00967794 -0.0346962 0.00162814 0.0062514 0.00237323 -0.0287172 0.00034602 -0.0187955 0.00110169 0.00733445 0.0195294 0.000400399 0.00243693 -0.00297298 0.000200677 -0.00213774 -0.0134619 -0.00634981 0.010946 0.00344682 -0.0625853 0.0126286 -0.0224249 0.00649176 -0.0242262
internal_weight=245.864 0.832236 245.032 10.3468 8.79 7.23959 2.50807 234.685 50.9524 44.6733 5.2256 183.732 6.97792 176.755 50.3524 18.2522 32.1002 31.1026 23.6634 22.5683 21.6713 11.6167 10.1476 10.0545 8.53148 1.46918 7.51534 2.39845 39.4477 6.04482
internal_count=4633 250 4383 243 199 181 102 4140 405 332 54 3735 50 3685 913 268 645 575 527 497 493 184 108 309 300 76 227 116 278 79
is_linear=0
shrinkage=0.0490223


Tree=578
num_leaves=31
num_cat=0
split_feature=10 5 8 3 3 8 16 19 7 0 19 6 3 4 0 5 15 18 18 7 18 17 0 2 7 13 0 17 10 18
split_gain=0.333507 0.468779 0.613418 0.350281 1.20818 2.42721 0.884875 0.910156 0.854837 1.40658 0.82776 0.807074 0.7071 0.721533 0.718258 1.84466 2.60719 0.71556 1.01466 0.841866 0.643367 2.36242 1.02431 2.21091 0.602591 0.592008 2.10728 3.19501 1.41301 1.5085
threshold=90.937096262400004 7.754880527600001 5.445750190600001 93.883646373400012 94.227769014100019 8.2435668022500028 23.359945374300004 13.351077205700003 19.506002767000002 71.249517373150013 14.451165964200003 16.445384243750002 93.776108048150022 197.71977442185002 85.968825637350008 23.374630421750002 36.370482311550013 13.063922652800002 13.122774073950001 22.626138143200006 13.278511569200001 188.27285108100003 86.345209775600011 108.63443756215001 23.156313609200001 117.55283175385001 86.681267041950008 196.21449749970003 61.982402197500001 13.565012728250002
decision_type=2 2 2 2 2 2 2 2 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 12 5 -5 7 8 9 -6 -7 -12 14 -14 15 16 -1 19 -19 -16 21 -20 23 -23 -15 26 27 -22 29 -27
right_child=1 2 -4 4 6 10 -8 -9 -10 -11 11 -13 13 24 17 -17 -18 18 20 -21 25 22 -24 -25 -26 28 -28 -29 -30 -31
leaf_value=0.0043917642277999276 -0.046800348425518612 0.042441013233536683 -0.046522181202156766 0.015294513669960987 -0.05879590923625639 -0.058956752684605325 -0.054804845691124059 0.0089955269468650657 -0.047676303191246348 0.014787427274945423 -0.054968855700726064 -0.009867130037895867 0.025212795579610842 -0.015144627869179597 0.0058254884714095331 0.0097922980524183783 -0.061708990771510874 -0.029895976547932978 -0.022414690111096949 0.036767336961159212 -0.0036361443277336293 0.039077310543638562 0.036616923965278568 -0.023530966261003324 0.017049657217116095 -0.025792419636731942 0.0010404404888464459 -0.068312949685764068 0.021708605818016313 0.011775532108129001
leaf_weight=2.4282904136925918 0.74042017724423093 0.40621429402381182 0.27898867288604379 3.1919782534532732 0.71852824187954611 1.9793245278415268 0.55964467953890462 16.564814279670827 1.2128917279915183 2.4263062360696495 1.1823493948322719 2.9821735273580998 5.4011819958686811 2.5028847097419202 7.0376987718045694 4.7200056060682982 2.6772349569946527 2.2215613555163136 3.3366826297715297 2.5586630718316883 5.1743544740602365 2.3554710671305639 5.2248457297682762 2.4613825362175703 2.4601095709949732 3.9263804890215415 139.80268931324827 2.3794027687981725 8.9344644751399738 5.4422812815755606
leaf_count=18 362 5 187 35 103 54 14 319 326 53 37 43 28 27 69 34 24 22 30 20 36 30 34 19 13 26 2529 31 65 40
internal_value=0.000959893 -0.0213177 0.00621857 0.0010912 -0.00350927 -0.0173839 0.00252042 0.00405378 -0.0147311 -0.00202481 -0.0343616 -0.022672 0.00176299 0.0135291 0.00115533 -0.0110249 -0.0302701 0.00178239 0.00113156 0.0140755 0.00151656 0.011261 0.0224508 0.00708487 0.000813776 0.000729613 -0.000243643 -0.0240091 0.00856519 -0.00396909
internal_weight=243.289 1.42562 0.685203 241.864 30.818 9.33583 21.4822 20.9225 4.35773 3.14483 6.14385 4.16452 211.046 10.3642 200.681 9.82553 5.10553 190.856 181.26 9.59636 179.038 13.3784 10.0417 4.81685 4.96299 165.66 147.356 7.55376 18.3031 9.36866
internal_count=4633 554 192 4079 984 169 815 801 482 156 134 80 3095 68 3027 76 42 2951 2862 89 2840 113 83 49 40 2727 2596 67 131 66
is_linear=0
shrinkage=0.0461948


Tree=579
num_leaves=31
num_cat=0
split_feature=6 0 5 2 0 10 17 17 17 7 19 9 9 10 17 0 16 19 17 10 5 18 19 19 7 6 7 18 18 6
split_gain=1.39261 2.59394 2.17705 2.01283 1.74168 2.75482 2.57181 1.74238 1.60671 3.14425 4.90198 2.16119 3.19076 1.95996 7.00059 3.87551 2.22719 2.11846 3.24393 1.91461 1.89462 1.72615 1.62364 1.59778 1.48902 2.59266 1.57582 1.56483 1.47064 1.45494
threshold=14.845346859150002 86.345209775600011 20.315138807500002 314.93386866815007 95.44832900530001 70.128430332750014 174.14321222100003 201.61829342215003 191.20566072810004 23.209106085000005 14.451165964200003 193.00469145105004 194.45262321395003 66.859265246100009 200.68261045605001 90.321439350550008 22.624947093000003 14.551174033150001 199.89028782265004 62.165217350350012 18.280220412300004 13.807773949150002 14.351157895250003 9.4507625164000029 19.773504439000003 13.345311811050001 25.257178691350003 14.329845562450002 13.193283301750002 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=4 2 -2 29 5 24 -7 -8 22 10 -10 -11 -13 15 20 16 17 18 -14 -20 -15 -18 28 -6 -1 -26 27 -27 -3 -4
right_child=1 8 3 -5 23 6 7 -9 9 11 -12 12 13 14 -16 -17 21 -19 19 -21 -22 -23 -24 -25 25 26 -28 -29 -30 -31
leaf_value=0.0014916369706283311 0.0013067988079868461 -5.2839554514517366e-05 -0.00092625573932860275 -0.0022143731468713423 -0.0020238867538521403 0.00061229172577012493 -0.0019487824680172029 -0.00025681717016941535 -0.0021677720441259699 -0.00080340107471529507 0.00040505370074524032 0.0019093374194532968 0.00032344130050890378 0.0018219005830652083 -0.0023038067995291827 0.0018225106739839273 0.00020885570717239251 0.001064906220257596 -0.0026411752059464387 -0.00056264077387821107 -1.3711780356565256e-06 0.0016182942823887855 0.0018027685772154885 0.00015219373263125401 -0.0014131121017730971 3.1728230828055512e-06 -0.0013119764172819565 0.0014619087536379527 0.0010338009165923646 4.5839508639040784e-05
leaf_weight=2.3791446853429106 4.4901623949408522 7.4889119165018263 6.1429181463317937 1.5825477575126559 1.2645953301689576 2.7482213887851676 7.8841327327536401 3.1468893194105476 4.5432266443967801 4.5818807035684577 6.8818411082029343 5.905840575695037 11.392917573452001 3.5408923849463445 4.1137211713939896 8.062432222068308 5.7908751145005208 5.3522903323173514 2.6151557303965083 4.3813551366329193 5.1975758774206042 7.2076875120401382 5.4444116652011862 89.042316333623603 4.3739458431955454 7.108067973982541 1.9401071220636357 4.3995470106601715 11.941330932080744 77.110376155353151
leaf_count=15 35 42 112 83 318 45 346 52 39 28 36 72 48 17 66 48 29 25 46 31 33 46 29 1681 106 115 28 30 59 973
internal_value=0.000140958 0.000242832 2.33052e-06 -6.67119e-05 -1.78682e-05 -0.000388848 -0.00105158 -0.0014661 0.000448525 0.000315212 -0.000618041 0.000471685 0.000563602 0.000425752 -0.000236006 0.000615585 0.000350733 5.2287e-07 -0.000309269 -0.00133956 0.000737432 0.000990388 0.000874957 0.000121721 6.32083e-05 -0.000127483 0.000290675 0.000560871 0.000614982 -2.58874e-05
internal_weight=318.055 193.768 89.326 84.8358 124.287 33.9801 13.7792 11.031 104.442 79.5677 11.4251 68.1426 63.5607 57.6549 12.8522 44.8027 36.7403 23.7417 18.3894 6.99651 8.73847 12.9986 24.8747 90.3069 20.2008 17.8217 13.4477 11.5076 19.4302 83.2533
internal_count=4633 1897 1203 1168 2736 737 443 398 694 564 75 489 461 389 116 273 225 150 125 77 50 75 130 1999 294 279 173 145 101 1085
is_linear=0
shrinkage=0.00192234


Tree=580
num_leaves=31
num_cat=0
split_feature=19 3 12 12 18 8 9 2 8 9 9 5 17 17 3 5 18 2 6 19 6 18 16 8 7 6 10 2 0 9
split_gain=0.345416 0.620319 0.448464 0.850929 1.15405 0.605077 1.41738 1.29942 1.12924 1.12789 0.738701 0.661837 0.537414 1.58814 1.46887 1.64803 1.69252 1.28186 1.05596 0.748875 0.7118 1.53491 1.29757 1.56229 0.747482 0.792013 0.676825 0.564439 1.17479 0.516537
threshold=14.651182102100002 93.883646373400012 74.22129117770001 82.088033630950022 13.552878921100001 8.8430989333000021 226.58992707320002 151.08605618930002 8.7431769115000026 207.89602404040002 213.52050414910005 21.990725385850002 205.96542837505004 205.45998821870003 90.187016444050016 21.363989181350004 14.549241649450002 355.90084126225003 14.285333774550002 14.151141757350002 11.755274660100001 17.142803710550002 17.684958644900004 7.3442686056500008 26.459406588900006 8.2451926476000015 103.90352982555002 201.25557642380002 97.615226258450022 192.57902085675002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 -2 29 4 -4 8 7 9 12 -7 -11 -10 13 17 15 16 -14 -5 20 -20 21 -18 23 24 -23 26 -26 28 -22 -1
right_child=1 -3 3 5 -6 6 -8 -9 11 10 -12 -13 14 -15 -16 -17 18 -19 19 -21 27 22 -24 -25 25 -27 -28 -29 -30 -31
leaf_value=0.027459718054911132 0.01900484199211596 -0.0091367623194052571 -0.00039235879224388366 0.0012896482539261967 -0.059576116174713034 -0.047811684284057042 0.030015757409353416 -0.059389283817593952 0.030297703970743266 0.024045074740835407 -0.016840965438875963 0.0023157919236743906 -0.082686159516050253 0.058340746870357417 -0.045839943576936507 0.035693275689336716 -0.048025213574282105 -0.044531794557540395 -0.059445388923328367 -0.0035427238852044456 0.016210632634816081 0.050066164084209351 0.048728561456748698 -0.051299521374489281 -0.049712499062004797 0.036720118037002286 0.042425004172778148 0.026974749541193586 -0.033130556914363889 -0.0020342718099315882
leaf_weight=3.0337254265323272 5.9489852003753168 2.6000255248509347 1.8669996447861188 183.7968586730567 1.284728502272628 1.3601572202751393 1.5302845794940365 1.5807621165877206 4.7417100798338634 1.9559553950675761 2.1347293634898961 3.3191876818891615 0.66843573749066365 1.1200304363737803 2.0077943783253422 2.2855310365557662 1.9077611106913552 1.421133302101224 1.2848384766839438 0.97246212884783734 3.4347024112939835 0.81259338557720262 1.1004597330465911 1.3903648992709348 0.87516407540533669 0.64316903124563385 0.23323741077911109 2.8308394150808454 1.6501220325008032 2.5033949222415686
leaf_count=30 43 37 19 3414 50 18 23 42 30 25 38 35 9 9 48 40 113 101 33 15 20 9 18 121 137 11 35 38 51 21
internal_value=0.000957389 0.0104461 0.000610352 0.000282439 -0.0245172 0.000629735 -0.0119015 -0.0210239 0.00112531 -0.00989778 0.00270864 0.0187758 0.00044271 0.0012831 -0.00664395 -0.00272665 -0.00765864 0.000938071 -0.00473194 -0.0353621 -8.48388e-05 -0.0112933 0.00256933 -0.0102758 0.0119685 -0.00570588 -0.0303243 0.00977434 0.00019848 0.0141252
internal_weight=242.296 8.54901 233.747 228.21 3.15173 225.058 8.56189 7.0316 216.496 5.45084 4.09068 8.0609 208.435 186.338 22.0975 20.0897 17.8041 185.218 17.1357 2.2573 14.8784 6.96275 5.05499 3.95453 2.56416 1.75157 1.1084 7.91566 5.08482 5.53712
internal_count=4633 80 4553 4502 69 4433 146 123 4287 81 63 65 4222 3524 698 650 610 3515 601 48 553 444 331 313 192 183 172 109 71 51
is_linear=0
shrinkage=0.0480611


Tree=581
num_leaves=31
num_cat=0
split_feature=16 16 12 3 10 9 0 9 18 8 9 9 3 18 0 15 16 2 2 5 5 6 13 15 17 8 7 5 17 7
split_gain=1.54851 1.76991 2.05354 1.47963 2.33904 2.96215 2.01382 1.73613 2.11405 2.03594 1.76056 1.65234 1.66829 2.87676 1.5119 1.4652 1.62875 1.66305 1.65941 2.53215 1.48709 2.03524 1.37377 1.3565 1.35176 1.33115 1.3584 1.31933 1.319 1.78855
threshold=18.594956516900002 16.094962363000004 96.350437043050007 93.883646373400012 61.917879202350001 187.45330412110005 85.619326080400015 181.33671263215004 12.783127173500002 7.943800736700001 186.70853236170004 192.39832633775004 93.571785230250015 13.471502260950002 85.121961326250016 26.384523135650003 13.534968349350001 219.56639384385002 186.79363985910004 10.726864994700001 14.050239455300002 11.755274660100001 117.64961624655002 12.17254680215 190.4716172434 2.9476996444500005 21.034091097450002 20.315138807500002 246.55589432395001 25.139463727750002
decision_type=2 2 2 2 2 2 2 2 2 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 7 14 6 -6 9 -9 -2 -10 12 13 -12 24 16 17 20 -18 -20 21 23 -14 -1 -5 26 -19 -15 29 -4
right_child=3 2 28 4 5 -7 -8 8 10 -11 11 -13 22 27 -16 -17 18 25 19 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=0.00017132907992266577 0.00010111856769085203 -0.0021868319947301387 -3.5920341527920597e-05 9.6505231885456825e-05 -0.0012519159251069586 -0.0017622810922978294 0.00096914229598366606 0.0018822590187842791 0.0010609591312425437 -0.0020741525167168799 0.00075419020392506961 0.00033640186853979391 -0.0022153683186650077 -0.0019844932181383767 0.00099308495979797979 -0.0018383726183251045 9.2001131606181765e-05 0.0017112099343427796 -0.0010512084273733141 0.0011873088910834754 -0.001994594119004964 0.00059410413279193937 -0.00010350694136327068 -0.0019576590778170645 -0.0016517740392810942 -0.0013676577308455455 9.1542548839790793e-05 -0.00024519853544616209 0.0017143014707045607 -0.0011601060214887198
leaf_weight=1.6064890907146052 4.5677848551422349 2.2966107405954999 14.802508017688529 18.79080815799535 2.3560894355177862 5.8236462076893076 3.770220928825438 3.100476808845996 10.391951363533733 2.2966545857489109 8.7585820537060517 129.11380075244233 2.4393659085035315 2.4636754114180794 6.5060882652178398 1.371169538469984 31.345695549389347 2.3846885794773689 2.0987490374827749 12.39506299421191 2.7574837310239664 3.9458410292863846 1.9838118106126783 3.1420531286858022 1.7141525298356999 1.6336393949459296 8.0408885774668288 4.172563505358994 1.0803929513785977 7.6114568694028994
leaf_count=226 38 101 595 255 35 122 20 12 67 23 45 951 35 35 35 41 395 17 95 115 158 37 10 355 33 153 317 25 16 271
internal_value=0.000134054 -6.32813e-05 -0.000485906 0.000225509 -0.000105632 -0.00079989 0.000114956 0.000301719 0.000340955 -0.000626668 0.000310961 0.000258629 -0.00024806 4.504e-05 0.000201514 9.08425e-05 0.000128986 -0.000274301 0.000335832 0.000863165 -0.000788662 -0.000406192 -0.00126819 -0.0012374 -4.96456e-05 0.000214154 0.000462016 -0.000890904 -0.000319638 -0.000417677
internal_weight=304.762 96.5127 25.791 208.25 38.961 11.95 6.12631 169.289 162.424 6.86444 159.324 148.932 19.818 15.3948 27.011 70.7218 69.3506 23.5111 45.8395 14.4938 11.4519 8.69438 4.42318 4.74854 20.505 12.0592 10.4256 6.63624 23.4944 22.414
internal_count=4633 2892 983 1741 500 177 55 1241 1180 61 1168 1101 150 105 323 1909 1868 1263 605 210 776 618 45 581 288 487 334 60 882 866
is_linear=0
shrinkage=0.00188464


Tree=582
num_leaves=31
num_cat=0
split_feature=16 16 0 6 13 10 10 13 2 8 5 17 18 12 16 9 5 5 16 5 16 2 9 5 3 16 0 2 15 9
split_gain=1.74047 3.22648 1.79526 1.94091 2.42484 1.90631 2.78275 3.62515 1.53085 1.53372 1.47295 1.24898 1.70272 2.42805 1.13133 2.31322 1.60097 2.08837 1.40383 2.53296 1.32432 1.29986 1.07244 1.48678 2.82557 2.27955 2.11716 2.8633 3.78698 3.04406
threshold=20.394952307700002 20.034953149600003 86.345209775600011 16.375382608200002 117.39690118230001 66.859265246100009 66.235542959850008 113.98793627290001 325.13486840910008 2.8477776226000002 20.389142059250002 212.38791228795003 14.243842826850001 343.58463701550005 22.494947397000004 195.34352961910002 21.324133279950001 20.911722254300006 22.604947139800004 22.327062271350005 22.574947209950004 185.00267682035005 186.70853236170004 30.133297129900004 95.002044955650021 22.704946905950003 85.732241321850012 86.916594916350007 41.29990759910001 199.89081775665002
decision_type=2 2 2 2 2 2 2 2 2 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 -2 6 7 -4 -1 -10 -5 12 14 -14 15 -9 17 21 19 -18 -21 -16 -12 24 25 26 -24 -28 29 -29
right_child=2 -3 5 10 -6 -7 -8 11 9 -11 22 -13 13 -15 16 -17 18 -19 -20 20 -22 -23 23 -25 -26 -27 27 28 -30 -31
leaf_value=7.526514701239441e-05 0.00054457917247347951 -0.0019612112446653731 -0.0010907267846312319 0.0012572728343634351 -0.0023013676125257761 -0.0010193176078457889 0.0016686295904575338 0.0015947927033853955 -0.00010936567672020767 -0.0020455663646610765 0.00047173598973682845 0.0016888920941383421 -0.0018867753537487586 0.001069734700207943 0.00080156529109642384 0.00018968403122162028 0.00095418361139408352 -0.0011297782994150946 0.0010359263245990908 0.00018567819618718444 -0.0015497527866570626 -0.0006453848649946764 -0.0011101244011248197 0.0013270285035213729 -0.0018131585632528329 0.0011581327122179505 0.0015459105389473708 -0.0025654487682024744 0.00030312961947929709 -0.00011477773177239123
leaf_weight=136.89865739125526 1.8573442324995983 3.063057830091565 5.4897320941090575 4.1003383547067633 2.7361506198067218 3.0771771408617488 7.1471892707049838 9.7238602191209811 3.719526673492509 2.5471546795452014 17.758163309656084 3.2799294516444197 2.5582805201411238 1.7143872641026972 7.7095540612936002 7.8049505949020377 7.7431655600667018 4.9817612394690505 16.438308108597994 3.2828460782766342 3.217578761279583 3.2663158811628819 7.4316692431457332 2.6111664623022071 3.539973907172679 5.2620090097188941 4.0181376412510899 3.7515586540102985 16.693799682194367 3.7405378893017769
leaf_count=3005 12 42 38 35 52 30 39 94 157 168 149 31 40 17 40 43 29 28 96 15 31 20 124 16 72 32 18 32 108 20
internal_value=0.000142774 -9.03223e-06 0.000280707 5.9263e-05 -0.00115063 0.000466859 0.000521072 0.000414845 3.27351e-05 -0.000896354 0.000139917 0.000530086 0.000474552 -0.00070049 0.000552793 0.000969148 0.000396311 -9.75462e-05 0.000653166 0.000211429 -0.000673325 0.000370967 6.92217e-05 -8.27036e-05 -0.00016554 -2.29272e-05 -0.000197324 4.31961e-05 -0.000206458 -0.00134192
internal_weight=307.164 146.228 160.936 73.5008 4.59349 87.435 84.3579 77.2107 143.165 6.26668 68.9074 71.7209 68.441 4.27267 64.1683 17.5288 46.6395 15.9576 30.6819 14.2436 6.50042 10.9759 64.807 47.0489 44.4377 40.8977 35.6357 28.204 24.1859 7.4921
internal_count=4633 3372 1261 670 64 591 561 522 3330 325 606 484 453 57 396 137 259 88 171 75 46 60 571 422 406 334 302 178 160 52
is_linear=0
shrinkage=0.00192234


Tree=583
num_leaves=31
num_cat=0
split_feature=10 19 0 3 16 5 5 3 2 9 8 15 9 8 13 14 6 15 10 16 15 0 7 13 6 19 17 18 9 2
split_gain=0.316308 0.432686 0.337982 0.300276 0.795832 0.398864 1.61968 0.813064 1.09668 0.991364 0.887902 0.759754 0.847135 0.70673 0.88047 0.622548 0.903886 1.29483 1.19899 1.09932 0.886064 0.800471 1.82505 1.83015 1.66152 0.610597 0.731771 1.54575 2.22117 1.10941
threshold=90.937096262400004 10.850875481800001 116.38335246710001 108.48197402175002 21.074950717600004 25.704065249550002 24.453399453300005 92.913112988300014 319.32263744460005 66.544071737050004 5.9453602998000008 23.757825964000002 70.238863950400017 8.543332867800002 117.56896250265002 121.36406917505002 16.715390552450003 32.145494189350011 63.452988794850008 22.704946905950003 41.831907381600011 85.662341410450011 22.502236473750006 117.60122400020002 13.955326063950002 14.651182102100002 201.39543491635001 14.365787915650001 205.22231928645002 205.16057895720004
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=3 -2 -3 5 -5 6 15 -7 9 -9 11 12 -11 14 -8 -1 19 -18 -19 21 -21 22 24 -24 -17 26 -23 28 29 -28
right_child=1 2 -4 4 -6 7 13 8 -10 10 -12 -13 -14 -15 -16 16 17 18 -20 20 -22 25 23 -25 -26 -27 27 -29 -30 -31
leaf_value=0.03534288183854585 -0.043998887024276602 -0.044029052407368319 0.026971948418929463 -0.044704622407880763 0.026049493182512758 0.034874672527103544 -0.047193372696238134 0.027795190326068021 -0.04560465328904361 0.037728627176398924 0.0081271961760677452 -0.053005239747185628 -0.045412410165077036 -0.050653931851017762 -0.0021197496076498811 0.042496784154484664 -0.057860784902570225 -0.029140471443350215 0.018255901548377355 0.001107890359656398 0.032292803977745255 0.0024541368014408308 -0.03038823885449575 0.030942707521539395 -0.056504023207205718 0.018054979917138871 -0.06133735973969149 0.00010753266517828105 0.0037855066315047353 -0.016911402042338403
leaf_weight=1.0112615078687657 0.69452468826784641 0.1796765307080932 0.43368661729618907 0.85304106248076894 0.4656781991943717 1.8952152589336027 1.1137245319259808 3.2288421755656564 0.78408277405833438 0.5333036067895589 5.1696459933009464 0.99316615902353078 0.41133955505210906 1.2991951286094261 3.1267184419557452 0.37530471361242179 1.1385063836933103 2.0115415672771633 2.034061074256897 3.0938190557062617 3.9064287804067135 156.89377073309151 1.5928208142286169 2.189016692340374 2.2294442511629313 4.1120704896748057 2.4818688649684182 32.538094944087788 3.649810784496367 1.8659153478220103
leaf_count=8 436 84 34 183 6 20 92 24 66 10 110 112 61 48 43 5 38 48 16 26 23 2131 46 11 126 29 25 697 50 25
internal_value=0.000879883 -0.0204696 0.00617315 0.000995746 -0.0197193 0.00110972 0.000684189 0.00852025 0.00402874 0.00779379 -0.00129264 -0.0264227 0.00152533 -0.0225642 -0.013958 0.00126661 0.00111006 -0.0168512 -0.00531037 0.00154329 0.0185104 0.00097206 -0.0142004 0.00511156 -0.0422395 0.00145286 0.00110707 -0.00410678 -0.0212527 -0.0422713
internal_weight=242.306 1.30789 0.613363 240.998 1.31872 239.679 226.663 13.0156 11.1204 10.3363 7.10746 1.93781 0.944643 5.53964 4.24044 221.124 220.112 5.18411 4.0456 214.928 7.00025 207.928 6.38659 3.78184 2.60475 201.542 197.429 40.5357 7.99759 4.34778
internal_count=4633 554 118 4079 189 3890 3487 403 383 317 293 183 71 183 135 3304 3296 102 64 3194 49 3145 188 57 131 2957 2928 797 100 50
is_linear=0
shrinkage=0.0435304


Tree=584
num_leaves=31
num_cat=0
split_feature=13 0 7 0 16 16 19 6 15 10 5 7 16 9 17 9 6 0 5 10 15 17 10 16 2 16 4 5 16 5
split_gain=2.0377 2.96319 4.22279 2.43185 1.82806 1.74518 4.89118 1.74901 1.67712 2.16018 2.12211 1.60352 1.55739 2.09718 2.67049 2.4565 2.33131 1.80915 2.83565 2.66225 1.99955 3.64205 1.6612 1.52681 1.41979 1.35246 1.29642 1.84157 2.73729 2.64855
threshold=109.34496908160001 95.44832900530001 20.797746106000002 86.09518316945001 18.764956119400004 19.224955043700003 13.751109481500002 17.130400249100003 29.171703351550004 70.816675614150014 18.160071980500003 24.872345000050004 16.094962363000004 191.61296531520003 236.15709471040003 38.283670303850009 14.355335410100002 98.51854819030001 16.222050829800004 78.196493182200015 23.949961253350004 184.16216363550004 78.473404369650012 16.759960807900004 135.87377242040003 18.474956797500003 195.04069921150003 19.897785533950003 22.554947256700004 17.687678651600006
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 23 25 12 24 -7 26 9 -4 11 -11 17 15 16 -14 -15 18 -3 -19 21 -20 -21 -1 -5 -2 27 29 -29 -8
right_child=3 4 8 5 -6 6 7 -9 -10 10 -12 -13 13 14 -16 -17 -18 19 20 22 -22 -23 -24 -25 -26 -27 -28 28 -30 -31
leaf_value=-6.9840227919490947e-05 -0.0020422938890596654 0.0015384204099539848 -0.0018980240836872326 0.0015007502370195653 0.00087004966218977818 -0.0016845838233802337 0.0019371649132870891 -0.0010025673347813129 -0.0021342616617980479 -0.0018718432685157058 0.0011434610993255679 0.0011797143304894942 -0.0021091248054305794 -0.0021774500717891276 0.0010837942393709663 0.0011802844143427151 -0.00011650486213438771 -0.0014341024637187171 0.00042948856603468397 0.0015539440978976633 0.00104749222496538 -0.0021228091059326522 -3.9910588541820574e-05 0.0018191862884112799 3.2016669830432358e-05 1.158290002413327e-05 0.00034943994721642422 0.0019770114686836482 0.0004097149081732742 -0.00027756067170068942
leaf_weight=5.1290119875629925 1.2560326529492147 7.8837881092913475 4.1362161372671853 9.5789528712630254 10.698351841419933 4.3485833453014484 2.6971821039915111 3.1673389859497538 5.384999086149036 2.6501513405237351 2.9492981091607362 0.88251568051055063 1.1046518534421945 5.9762062649242562 1.9345184708945442 4.1596487127244473 3.262053994461894 5.0673791929148129 6.190767824649809 2.7408525459468356 5.2945319209247819 3.2928510624915361 30.390540328808129 2.421729264780879 3.4389106482267371 66.174894557218067 82.138738317415118 9.1179610788822192 8.0816091150045377 9.0140902977436763
leaf_count=144 231 60 172 47 47 39 8 25 240 138 35 15 48 179 31 36 38 133 35 16 26 27 1328 13 31 762 515 92 51 71
internal_value=0.000157196 -5.49484e-05 -0.000672644 0.000276106 0.00011039 0.000431268 0.000356444 0.000434152 -0.00124293 -0.000790887 -8.44102e-05 -0.00110952 5.25011e-06 -0.000530301 -0.00101106 0.00049004 -0.00144972 0.00014989 0.000588799 -0.000110499 8.21991e-05 -0.000456706 9.19438e-05 0.000536022 0.00111276 -2.66746e-05 0.00047513 0.000832228 0.00124058 0.000232505
internal_weight=310.564 111.55 23.5539 199.014 87.9961 131.583 118.566 114.217 16.0032 10.6182 6.48197 3.53267 77.2978 16.4371 11.1728 5.2643 9.23826 60.8607 22.6619 38.1988 14.7782 9.48362 33.1314 7.55074 13.0179 67.4309 111.05 28.9108 17.1996 11.7113
internal_count=4633 2761 757 1872 2004 879 801 762 600 360 188 153 1957 332 248 84 217 1625 148 1477 88 62 1344 157 78 993 737 222 143 79
is_linear=0
shrinkage=0.00196078


Tree=585
num_leaves=31
num_cat=0
split_feature=6 0 14 6 9 13 15 8 15 13 17 0 3 18 6 9 0 9 2 5 3 4 12 16 9 18 6 9 7 3
split_gain=0.337156 1.03607 1.60829 1.24137 1.50962 1.47352 2.54175 1.32037 1.6621 1.51854 1.26607 1.01765 1.58366 1.87063 1.32237 1.46823 0.895564 0.95956 1.5826 0.951438 1.0621 0.867844 0.855682 0.868921 0.786872 2.51278 1.4331 1.07769 1.12639 1.10297
threshold=14.845346859150002 95.44832900530001 162.62753922915002 7.3551718524000007 200.52256857420005 109.51703040195001 28.094167143500005 8.3434888241000014 31.028113015250003 115.13321943645001 166.68115439205005 93.308316333500017 85.589753040950015 14.329845562450002 15.205355270700002 197.00658341100004 86.345209775600011 184.83999455315004 54.465024697200008 20.315138807500002 93.345954747300013 157.77812180380002 323.50112601465008 23.044946110900003 192.39832633775004 13.328768336950002 15.575363915900002 194.57718764590001 22.929105819350003 90.988176966900014
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 21 -4 5 6 10 -6 -9 -10 -5 14 13 -13 15 -2 19 -18 -19 -16 -21 -1 -22 -24 25 -20 -26 -28 -29 -30
right_child=11 -3 3 4 7 -7 -8 8 9 -11 -12 12 -14 -15 16 -17 17 18 24 20 22 -23 23 -25 26 -27 27 28 29 -31
leaf_value=-0.019321028735007913 -0.055470447601326821 0.0017073725626958751 -0.051201237637702957 -0.048773194288225304 -0.047636821863963626 0.026846485098466082 -0.051913624872025492 0.036466950481422233 -0.055129552188729794 0.0055336067583243095 0.014209824411038482 0.034264085408836416 0.030839800552617647 -0.038195208908567133 0.023267486542276058 -0.004540976684789989 0.037484750337878361 -0.042809528028902928 0.017446489924844145 -0.032157231279220717 -0.00064958938644232335 -0.06830346976596699 -0.052145633262448636 0.032384073787356533 0.03708116347274306 -0.02757647949006534 0.024514015700428632 -0.024073576322634547 0.017435006802528151 0.00051284575826125473
leaf_weight=1.8317208718508511 1.7729192494880397 69.394989297710708 1.1686534775071802 0.75800745072774756 2.3804718527244395 4.934094392694532 1.9087543317582456 1.4186024228110907 1.647955105872825 1.8910079933702943 6.7109408772084862 1.2622692286968216 6.1115205083042383 1.9118865486234424 3.1448292210698119 3.7904651835560799 2.014349400997161 1.4379765465855587 5.2513598129153234 2.5190968681126824 59.327375665510772 1.3340265847509725 1.2722022929010552 0.32600559107959259 3.5129790417850009 5.3303968105465174 6.1529021933674803 2.8806533911265424 12.047604004852472 25.866806952282786
leaf_count=18 45 1999 123 103 100 23 61 11 91 30 122 7 44 41 35 30 14 12 33 21 1028 55 94 8 27 38 98 23 116 183
internal_value=0.000897081 -0.00123876 -0.00910688 -0.00482617 -0.00232285 0.00641174 -0.00434003 -0.0193584 -0.00578002 -0.0227148 0.00781781 0.00229302 0.0170912 -0.00938026 0.00128744 -0.020771 0.00222362 0.00610339 0.00509167 -0.00153411 -0.00276348 -0.0399619 -0.00154813 -0.0349031 0.00622007 -0.00523314 0.00862183 0.0064923 0.00377418 0.00589
internal_weight=241.313 95.3792 25.9842 22.8185 21.6498 14.3118 9.3777 7.33804 4.95757 3.53896 7.46895 145.934 9.28568 3.17416 136.648 5.56338 131.085 64.495 62.4807 66.5895 63.4447 3.16575 60.9256 1.59821 61.0427 10.5818 50.4609 46.948 40.7951 37.9144
internal_count=4633 2736 737 664 541 309 286 232 132 121 225 1897 92 48 1805 75 1730 544 530 1186 1151 73 1130 102 518 71 447 420 322 299
is_linear=0
shrinkage=0.0461948


Tree=586
num_leaves=31
num_cat=0
split_feature=5 6 5 10 13 5 15 15 17 17 17 7 0 10 10 16 15 5 5 18 10 6 6 19 16 2 4 4 13 12
split_gain=0.296172 0.670739 0.667151 0.7425 1.21316 0.674498 0.610654 0.533014 0.47003 0.643728 0.658373 0.62441 0.881722 0.6902 0.54712 0.501468 0.481283 0.443174 0.627947 0.649674 1.29873 0.441316 1.53911 0.85169 1.28577 1.73044 1.12566 1.06238 0.937952 0.934375
threshold=12.306951632950001 9.3002172980500024 13.252098438300001 81.339300736700025 100.21227681250001 12.901187908600003 23.457191196800004 26.384523135650003 189.31980273685002 182.37451917730002 180.19381692845005 22.703933514050004 104.03526427400001 89.89935142405001 103.90352982555002 14.274966618900002 20.937157557000003 10.36813655115 5.3654262215500008 16.161386252450004 89.052487112950018 13.665319288000001 13.775321858200002 11.850956171350001 17.154959884200004 186.79363985910004 327.2007166575001 414.02602702375003 101.03763345850001 94.177001085000015
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 6 3 4 -2 -6 8 -8 9 10 16 -10 -13 15 -15 17 -1 18 19 -14 -21 23 -23 28 26 -26 29 -27 -4 -25
right_child=2 -3 21 -5 5 -7 7 -9 11 -11 -12 12 13 14 -16 -17 -18 -19 -20 20 -22 22 -24 24 25 27 -28 -29 -30 -31
leaf_value=-0.042197281259723177 0.040425464145269367 -0.044243421424985177 -0.00010353785422679582 -0.013522916539539511 0.01803322217426833 -0.024580254109003465 -0.043836502677769215 0.0029495143597914439 0.033125440584424605 -0.035177079915132775 0.027691241008622348 -0.042697312160549818 0.043048673560913929 -0.041869679205905105 0.031443856541398613 -0.017979267024220969 0.013627834405790167 0.043933895485285208 -0.023841721558160479 -0.042081760220282559 0.037980977827349716 0.021417355469306787 0.00072025678311837577 0.0057072830934470067 0.011473447677278915 -0.047485556607813256 0.0036753446904728548 0.0076848159074171529 0.035349235448061997 -0.041600831503068952
leaf_weight=0.64265169795543842 2.6470733713358632 0.7013786987372449 11.074752839165741 1.3221528974827377 1.5629141051322224 1.0414476664736865 1.0582411377690739 0.6685808112961239 1.2072011484997345 1.2829468449926933 0.91399602169985872 0.69398934300988901 1.1654282272793359 0.75573392779915582 0.2214700331678614 0.76457695406861592 0.43624435144010931 0.88377447798848141 0.6808118033222853 0.62754702195525147 0.74637596495449543 6.2507482878863803 184.1407830789467 0.84303037775680323 6.3131085718050581 1.6919690361246469 1.8508192056324331 0.89952225890010584 1.4162055179476727 4.2135456826072186
leaf_count=180 27 132 296 32 28 25 118 37 18 139 25 74 11 259 53 44 10 5 71 76 15 58 2518 35 60 54 62 20 9 142
internal_value=0.000723267 -0.00518954 0.00107633 0.0139521 0.0208694 0.000992692 -0.00304111 -0.0257222 0.000512099 -0.012514 0.00207567 0.00602027 0.00101677 0.0062064 -0.0252542 0.0125211 -0.0196248 0.0182035 0.0111417 0.020521 0.00141187 0.000689303 0.00139976 -0.0040899 -0.0104143 -0.000112111 -0.0236954 -0.0283356 0.00391604 -0.0337136
internal_weight=238.719 13.4509 225.268 6.57359 5.25144 2.60436 12.7496 1.72682 11.0227 3.27584 1.99289 7.74691 6.53971 5.84572 0.977204 4.86851 1.0789 4.10394 3.22016 2.53935 1.37392 218.694 190.392 28.303 15.812 8.9046 6.9074 2.59149 12.491 5.05658
internal_count=4633 1267 3366 112 80 53 1135 155 980 354 215 626 608 534 312 222 190 178 173 102 91 3254 2576 678 373 134 239 74 305 177
is_linear=0
shrinkage=0.0410197


Tree=587
num_leaves=31
num_cat=0
split_feature=6 6 8 10 0 9 5 15 15 16 10 9 13 5 7 13 17 2 6 17 0 3 6 6 6 17 16 10 5 9
split_gain=0.29358 1.24298 2.30284 1.30428 1.07712 0.948838 1.23785 0.834995 0.833852 1.0345 2.01702 3.32182 2.49026 2.01314 2.88314 1.84781 1.53613 1.58875 1.58998 1.18646 1.09034 0.742541 0.726559 1.49885 0.705971 0.679499 0.674511 1.27761 2.39477 1.67677
threshold=14.745344522600002 14.375335877400001 7.943800736700001 69.873026810350026 96.082805124100005 196.40176798710004 26.144057174750003 38.86986296220001 20.734744936600006 19.224955043700003 66.859265246100009 203.42345995920002 113.19215266625001 17.687678651600006 23.853977146050003 113.89115178020002 171.90167533095004 146.87900114440004 14.935348962050002 165.35321678605001 89.980005167950011 85.589753040950015 16.325381439950004 17.215402235100004 15.635365317800002 167.17143786700004 22.494947397000004 64.369753017350021 21.438877744300004 193.49750438550004
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 7 5 -4 -5 6 -3 -1 25 16 12 13 -11 -12 -15 -14 19 21 -19 24 26 -18 -23 -24 -10 -2 27 28 -17 -29
right_child=8 2 3 4 -6 -7 -8 -9 9 10 11 -13 15 14 -16 20 17 18 -20 -21 -22 22 23 -25 -26 -27 -28 29 -30 -31
leaf_value=0.001069775446381331 0.0080811571008400154 -0.046113414775454178 0.0051963257086309871 -0.047243296621882223 -0.001162452648036256 0.050257156803247972 0.045850511746941568 -0.030146181577225182 0.041100766186991773 0.034924930716298964 0.022667897613451195 -0.055887985051239125 -0.03368350944232567 -0.054550182179490959 0.0070091332925619589 0.040212560107200424 0.011734571322473641 -0.042310348578646101 0.017044674541848309 -0.04870529162830458 0.032438647893080715 0.043865826840979401 -0.052864269436116142 0.043932378408553532 -0.042589808986537928 -0.04877499741035532 0.00018407955716359499 0.016128123554190063 0.0028686776474621772 -0.024705064531928739
leaf_weight=75.005749985699367 0.57509441674483142 0.58658279990777218 1.6339592598378656 4.211191704554949 1.1252648038789628 1.0622635870240626 0.45494484901428223 1.5306968518998463 0.59760875615756903 4.0161380544304839 3.2901642024517042 2.7523522693663827 2.567319728434085 2.2898461408913136 3.1835771016776562 4.7161240018904236 3.4470540066249651 1.3201908682240167 1.9675043333554638 1.1615580749930812 2.0508967563509932 4.5702627263963223 0.45171479694545247 0.73686115391319618 0.25037359847920015 1.0217346475837983 94.757368879683781 3.2957590371370307 8.2909805707167816 3.7792114019393921
leaf_count=2285 56 81 12 209 12 6 2 43 9 32 13 39 23 35 28 85 30 51 35 109 22 33 62 12 110 103 885 26 157 28
internal_value=0.000667077 -0.00129046 -0.0159321 -0.0275117 -0.0375265 0.022434 -0.00594308 0.000445469 0.00177626 0.0020975 0.000956656 -0.0157903 0.00251858 -0.0031969 -0.0187447 0.00142909 0.0127161 0.0181772 -0.00678964 -0.0212363 0.00220028 0.0270936 0.036287 0.0071451 0.0163905 -0.0282984 0.00166026 0.00862562 0.0164088 -0.00568359
internal_weight=236.7 85.6107 9.07421 6.97042 5.33646 2.10379 1.04153 76.5364 151.09 149.493 134.99 11.5159 123.474 8.76359 5.47342 119.458 14.5031 12.4936 3.2877 2.00954 116.89 9.20589 5.75884 1.18858 0.847982 1.59683 114.839 20.0821 13.0071 7.07497
internal_count=4633 2650 322 233 221 89 83 2328 1983 1824 1373 115 1258 76 63 1226 451 223 86 228 1203 137 107 74 119 159 1181 296 242 54
is_linear=0
shrinkage=0.0418401


Tree=588
num_leaves=31
num_cat=0
split_feature=16 15 18 15 12 8 3 12 6 2 3 15 15 7 10 0 16 16 19 9 5 15 3 8 19 4 12 7 5 5
split_gain=1.98169 1.76267 2.31441 2.12471 1.86682 1.84116 1.69357 2.6443 2.17107 1.84725 1.63037 1.49604 1.47981 1.32317 1.64608 2.77545 1.45455 2.1376 1.31432 2.7355 2.11353 1.2886 1.25767 2.90636 1.35893 1.25031 2.80078 2.09809 2.40488 2.37092
threshold=18.594956516900002 28.444110612900001 14.032563378150002 28.298162031900002 206.14208420540004 1.3489472949000001 82.912048743050008 154.32008656120004 13.575317185100001 175.26802860955004 74.346621139400014 6.8054746905500005 5.1773271655500013 26.296311413900003 74.927328095600004 95.988709089550014 17.684958644900004 9.7049773055000017 12.651020723000002 187.24995708280002 17.513369806650005 11.406933305300003 80.785478361850011 7.6440346712000009 11.550931964450003 309.25865594525004 249.73381652755003 23.131311951800004 31.373072367600006 21.363989181350004
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 3 -3 4 6 12 9 -8 -9 10 11 -1 -6 14 15 -7 17 21 -12 -20 -21 -15 23 24 -16 -2 -27 28 -28 -29
right_child=25 2 -4 -5 5 13 7 8 -10 -11 18 -13 -14 16 22 -17 -18 -19 19 20 -22 -23 -24 -25 -26 26 27 29 -30 -31
leaf_value=0.0016849698068202694 0.00030951220355746669 0.00069657418996192644 -0.001853772931540863 0.002267767088250789 0.0014171830860643555 0.00048133772222405067 -0.0018475153127720837 -0.002093443165221677 0.00098660968969320213 -0.0022567670679502615 0.0002852128052114352 -0.0020146076369840487 -0.0013814151754086457 -0.0020309254199548099 0.00021948413312870968 -0.0024337937834066443 0.0018805979030945082 -0.001284930811453971 0.0010504116258851161 -0.0016591895417942194 0.0010509703811879907 0.0015725533844311867 0.001691725074783748 -0.00149131616081538 0.0019112293200987441 -0.0021689257436308968 -0.0026681813773196026 -0.00090528611338723227 0.00054381280010913505 0.00054033477751372892
leaf_weight=0.50141665386035983 178.0607589147985 1.9638156634755422 4.5094399491790682 1.5324551680823777 0.89128377800807257 7.365672717685813 6.0447485431795922 1.2100816054735331 3.2242902287107427 1.5076327909482632 27.92081730812788 2.5958345730323344 3.9270052086794749 0.46622106811264385 3.3188537596724945 1.5137305855751035 1.097338121384382 4.9778747006785125 3.0007467926479858 6.0932876067236066 1.3517414107918737 2.1004636158468202 6.6185317039489737 2.0458715539425611 4.0571104511618614 2.3515489818528286 2.1571569851366834 5.4889942333102253 1.5331487497314809 21.240689444355667
leaf_count=27 1293 40 248 7 46 139 457 66 81 83 364 351 306 74 40 49 15 189 30 125 4 31 58 34 28 87 51 61 47 202
internal_value=0.000136969 -9.06057e-05 -0.00108006 -2.20023e-05 -6.02136e-05 0.000269709 -0.000297113 -0.00100389 0.000146104 -0.000124757 -4.72364e-05 -0.00141568 -0.000863732 0.000432432 0.000661702 -1.5624e-05 -0.000228693 -0.000535484 6.32351e-05 -0.000530096 -0.00116712 0.000918006 0.00103665 0.000576476 0.00115002 0.000244733 -0.000107236 5.21378e-05 -0.00133375 0.000243474
internal_weight=310.669 99.8363 6.47326 93.363 91.8306 38.38 53.4506 10.4791 4.43437 42.9715 41.4638 3.09725 4.81829 33.5617 24.9198 8.8794 8.6419 7.54456 38.3666 10.4458 7.44503 2.56668 16.0404 9.42184 7.37596 210.832 32.7715 30.42 3.69031 26.7297
internal_count=4633 2892 288 2604 2597 1009 1588 604 147 984 901 378 352 657 348 188 309 294 523 159 129 105 160 102 68 1741 448 361 98 263
is_linear=0
shrinkage=0.00196078


Tree=589
num_leaves=31
num_cat=0
split_feature=13 8 18 18 7 0 8 5 18 19 7 16 15 10 9 9 5 9 13 9 9 16 8 4 5 10 0 19 16 9
split_gain=0.285756 0.826214 0.718243 0.683385 0.927641 0.839107 0.678947 0.942828 0.857957 0.795013 0.659945 1.25905 0.998322 0.546125 0.542543 0.593753 0.507177 0.435979 1.03459 0.491784 0.92045 0.609534 1.0446 0.549667 1.13849 0.520782 1.17619 0.873884 0.544472 1.98904
threshold=95.937628385050019 2.9476996444500005 17.108018746400003 14.693728290050002 21.698399695800003 104.03526427400001 2.0484014478500003 5.3654262215500008 16.435318745950003 10.350835137000002 26.545218975000001 17.684958644900004 20.268860138950004 90.679004281900021 210.25104900155003 216.72927494925003 10.098719381700002 38.283670303850009 96.357027853400012 54.842324361600014 61.192192081150004 12.604970524100002 2.9476996444500005 277.39959974210007 13.252098438300001 80.677940036650014 100.01333091085002 12.551012654050002 14.504966081100003 67.070312222050021
decision_type=2 2 2 2 2 2 2 2 2 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 17 -1 -5 -6 7 8 -7 13 -4 12 -12 -10 -3 -16 -9 18 -2 23 -21 22 -22 24 -19 26 28 -28 29 -23
right_child=2 14 10 4 5 6 -8 16 9 -11 11 -13 -14 -15 15 -17 -18 19 -20 20 21 25 -24 -25 -26 -27 27 -29 -30 -31
leaf_value=-0.039594982832220828 0.047050541380272703 -0.05330363531861871 0.044988110352847256 0.045741135970215799 -0.053415006605194423 0.035877456546994896 0.035205905519786175 -0.052777112754572489 0.030693480833148358 -0.052077476764655614 0.016474983364091544 0.05297150789214377 -0.054515520903210747 -0.051580577634581591 0.027180897398430354 -0.052808621892202992 0.0090237718007595766 0.029263325872396335 -0.056935016338085634 -0.04087388396252338 0.056945913328860218 0.04701619631417369 -0.05374912773010225 0.035226276428458846 -0.040893510258126535 0.015220544976076666 -0.0094185919461209008 -0.057712274193322005 0.0014814644960587972 -0.06167439216842157
leaf_weight=1.0262908653821785 0.3401516075246025 1.443812488287221 1.8103414028882969 1.2163706579012776 0.75074161053635169 1.7439782444853338 1.3909960947930811 1.2581940403906626 0.97059258236549817 0.81020589647232544 1.1072843112051494 1.0066359899938104 0.96384269115515042 0.26777287303411867 0.60848941825679481 0.40013181386166252 0.47615402936935414 1.4714156924746924 0.92770558432675898 1.3833038939628739 0.27478167414665122 0.65684026572853227 1.1492176066894897 2.2827705962117761 1.0179642895236609 6.5742242340929797 2.9324475093744686 1.4599247343139721 196.09620684108813 1.3144114679307675
leaf_count=56 3 288 20 24 71 40 17 170 33 155 14 17 47 189 46 115 9 51 111 48 1 9 147 33 26 81 53 65 2623 71
internal_value=0.000799184 -0.00674805 0.00121806 -0.000189634 0.00436201 -0.0022014 0.00335639 -0.00465942 0.0095859 -0.0127965 0.020553 0.00618018 -0.0165619 0.0129033 -0.0332533 -0.00455188 -0.0358101 0.000784284 -0.0290369 0.00095883 0.000594084 0.000866646 -0.0323889 0.0171503 0.000574594 0.00109319 0.000634452 -0.0254703 0.00121336 -0.0254576
internal_weight=235.133 12.3637 222.769 9.9113 8.88501 7.66864 6.91789 5.5269 3.79255 2.04857 4.8881 3.07776 2.07113 1.23837 2.45243 1.00862 1.73435 217.881 1.26786 216.614 211.841 210.458 1.424 4.77215 2.48938 209.034 202.46 4.39237 198.067 1.97125
internal_count=4633 1213 3420 764 708 684 613 596 417 377 98 78 61 222 449 161 179 3322 114 3208 3098 3050 148 110 77 2902 2821 118 2703 80
is_linear=0
shrinkage=0.0510028


Tree=590
num_leaves=31
num_cat=0
split_feature=16 16 12 5 16 16 6 6 2 7 17 13 18 7 5 15 7 18 7 9 5 9 0 13 19 13 16 2 9 5
split_gain=2.24463 1.95431 1.92095 1.7653 1.47095 1.53082 1.40398 1.59731 1.48679 1.36195 1.38984 1.64532 1.34938 1.75008 1.31973 1.64895 1.5601 2.6143 1.29882 1.76753 2.40346 1.88491 2.72422 1.70416 3.04416 2.45041 2.07538 1.72379 1.48323 2.28265
threshold=18.594956516900002 16.094962363000004 96.350437043050007 23.714185006400005 13.534968349350001 12.919969787500003 11.085259005300001 9.1452136764500018 186.79363985910004 24.374195395050005 199.05253715360001 113.62230596715001 13.845746551550002 21.034091097450002 29.110986871100003 34.969820938750011 21.698399695800003 11.939817493900003 20.869210126600006 181.33671263215004 21.950234501100002 186.70853236170004 85.732241321850012 115.13321943645001 14.451165964200003 116.86189801435002 22.454947490600002 216.39684782960003 197.00658341100004 20.201591378100002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 4 -3 18 5 12 7 -6 -8 10 11 -5 -1 -14 15 -13 17 -16 -2 20 -20 -21 -23 24 27 -25 -27 28 29 -24
right_child=3 2 -4 9 6 -7 8 -9 -10 -11 -12 14 13 -15 16 -17 -18 -19 19 21 -22 22 23 25 -26 26 -28 -29 -30 -31
leaf_value=-0.0020216589196528521 0.0016399705426521308 -0.0022526084231759016 -0.00038163453147445201 0.0020018617775250727 -1.9970741962969641e-05 -0.0021351190359456193 0.00021537640351000864 -0.0021978916059111498 0.0011036657142128384 -0.0018903219700744974 0.00089483371106983381 -0.0022257940620193971 0.0014736307241792128 -0.00026728999823929698 0.00066880607756739769 -0.00035915331430458748 0.0020870421302246565 -0.0017607744963620863 -0.0014346070764398821 0.0010025578452526264 0.00082179097268539043 -0.00070736608302051317 -0.00072510475980133748 0.00133753016374351 -0.001420037148435293 0.0017211730063175534 0.00032722995136653965 -0.0011432427235626467 0.00054796960767758006 0.0008641906573775488
leaf_weight=1.3718991269706808 2.8473335802555075 2.2266507364111048 22.715236881806049 1.2347189933061589 6.3783605148782945 1.5912726005772118 26.465261253761128 1.5460401857271788 9.44915723800659 1.5076845567673434 5.2085652295500031 1.9193014006596119 2.4395286238286671 17.028227243019501 5.8624206737149489 19.688588980585337 1.5638611530885089 2.2705032480880618 4.6382531858980647 15.850152989849446 2.7961097657680511 9.210426237434147 9.7092522811144573 12.349491287022827 4.3996230363845816 4.1951251327991477 66.733121775090694 3.113187505863606 34.835382266435772 5.0904678460210553
leaf_count=86 14 101 882 12 209 94 287 41 109 32 42 61 29 1054 81 255 11 51 50 93 12 77 89 82 42 69 356 50 233 29
internal_value=0.000162693 -8.99992e-05 -0.000548663 0.000269883 8.26277e-05 -0.000317757 0.000287492 -0.00044488 0.000449087 -9.86824e-05 -2.71229e-05 -0.0001747 -0.000178987 -4.91331e-05 -0.000260548 -0.000524956 0.000328647 -9.47035e-06 0.000352198 0.000330994 -0.000585962 0.000372187 0.000305415 0.000371843 0.000116205 0.00054727 0.000409676 0.00024434 0.000331371 -0.000178455
internal_weight=306.235 91.2116 24.9419 215.024 66.2697 22.4309 43.8388 7.9244 35.9144 39.2556 37.748 32.5394 20.8397 19.4678 31.3047 21.6079 9.69679 8.13292 175.768 172.921 7.43436 165.486 149.636 140.426 57.1479 83.2777 70.9282 52.7483 49.6351 14.7997
internal_count=4633 2892 983 1741 1909 1263 646 250 396 545 513 471 1169 1083 459 316 143 132 1196 1182 62 1120 1027 950 443 507 425 401 351 118
is_linear=0
shrinkage=0.00192234


Tree=591
num_leaves=31
num_cat=0
split_feature=15 5 5 2 16 16 18 7 17 5 19 16 17 16 8 18 2 0 13 4 2 12 7 18 8 17 17 15 6 4
split_gain=0.266641 1.19017 1.19983 0.916254 0.913058 0.497626 2.08201 2.11456 1.34923 1.69981 2.20199 1.34282 0.938908 0.894938 1.35264 0.8392 1.48583 1.54097 1.5359 1.10174 2.62917 1.98753 1.16084 2.52267 1.35581 1.58313 1.36562 0.985396 1.73306 0.972959
threshold=46.055224235250002 24.367802910700004 24.458659404000002 247.02271001585004 23.044946110900003 22.624947093000003 13.807773949150002 23.623818563000004 187.32964365115004 21.701709660250007 14.451165964200003 22.664946999500003 186.34046889365004 22.614947116400003 8.4434108459500017 13.565012728250002 104.39392676985001 85.732241321850012 117.66037007905001 208.25848595475003 133.03767462420004 142.16329074190006 23.602039070650005 13.471502260950002 8.6432548896500023 193.58688265170002 191.06791329340004 37.491361913600009 16.515385879350003 183.03125707040002
decision_type=2 2 2 2 2 2 2 2 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 13 7 8 12 10 -10 -12 -7 15 -15 16 17 -1 19 21 -21 27 23 24 25 26 -22 28 -18 -19
right_child=1 2 3 -5 -6 6 -8 -9 9 -11 11 -13 -14 14 -16 -17 18 29 -20 20 22 -23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.020561590969841909 -0.048396830450911858 0.040921328189503822 -0.055056592634485549 0.0045838784365166427 0.011613703810530255 -0.0013612793002624182 0.034170086395853241 -0.033485621115390746 -0.042891001545599161 0.021368273275884073 0.029085431907596757 -0.019935396255890789 -0.036031602420613838 0.0026024236389648853 -0.042036958213662948 -0.001607420199008154 -0.054389866335407808 0.016395664962408678 -0.062985213587761851 0.045830391457333725 0.0072747093494953509 -0.10842502855735243 0.043071359659936824 -0.078530596971830527 -0.04648390064631517 0.050703956473480388 -0.029497881268745269 0.034079403600187644 0.015786925475264963 0.045758463044980741
leaf_weight=2.2264446445915409 1.4931175081292156 1.4791982062160949 1.6169521551346409 4.4683459099032916 0.75266750343143929 12.268805494997649 5.6319375075399867 3.8563681929372242 2.7412602901458758 17.005811212584376 3.8223581127822399 2.2020520642399788 2.3227003039792171 3.7020989619195452 3.1339154131710529 120.88216184803605 1.8569410667405528 10.751132906414567 0.94887828076025371 3.5574909234128453 11.64572275723914 0.55834082409273822 1.4074285337701429 1.0712554220808659 1.4169781196396787 1.6659291069954623 3.2240889726672313 1.0480144545435903 1.6721844161656916 3.8255268642678848
leaf_count=127 44 18 96 79 6 101 68 37 20 107 37 16 21 28 22 2909 80 82 73 31 305 11 9 30 18 9 23 10 146 70
internal_value=0.000777638 -0.0072915 8.78293e-05 -0.00874533 -0.03388 0.00113033 0.00553656 0.00188969 0.00526952 0.0121485 -0.00573821 0.0111673 -0.00688016 -0.000127761 -0.0178621 0.000594899 0.00627412 0.0181837 -0.000380242 0.00165944 0.00615921 -0.0193599 -0.000748284 -0.00399014 0.000457757 0.00448027 -0.000698364 -0.00849535 -0.0211384 0.0241017
internal_weight=234.256 9.81028 8.31716 6.83797 2.36962 224.446 49.8513 44.2194 40.363 25.7715 8.76567 6.02441 14.5915 174.595 6.83601 167.759 46.8764 16.8031 30.0733 29.1244 23.9889 5.13548 20.4314 19.024 17.9527 16.5357 14.8698 4.57714 3.52913 14.5767
internal_count=4633 243 199 181 102 4390 407 339 302 180 73 53 122 3983 50 3933 1024 279 745 672 425 247 394 385 355 337 328 236 226 152
is_linear=0
shrinkage=0.0500028


Tree=592
num_leaves=31
num_cat=0
split_feature=16 16 12 16 6 13 12 10 2 9 17 9 5 7 8 0 0 16 13 7 7 5 0 3 2 0 0 6 10 5
split_gain=1.75148 2.34001 1.98206 1.44892 2.42889 2.06579 1.42322 1.37507 2.99418 2.7241 3.1085 2.19495 1.59321 1.70887 1.19497 1.17796 3.01574 2.48815 3.08594 3.76712 3.17432 3.03157 2.75735 2.3426 1.85864 1.46487 1.52194 1.77607 2.46651 1.2653
threshold=18.594956516900002 16.094962363000004 96.350437043050007 15.404963976500001 13.005303866850001 97.873318238950006 82.088033630950022 71.053259929650025 195.72231170465002 191.96565807215003 236.15709471040003 73.466513400400018 19.221712148250003 19.506002767000002 8.2435668022500028 96.631250582750013 94.165934477050016 19.224955043700003 112.67059178900001 24.385896469550001 23.822419043000004 17.687678651600006 90.321439350550008 84.812788641250009 133.24279810655003 89.861713010250014 86.345209775600011 16.375382608200002 62.186725015400008 20.389142059250002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 3 -3 6 5 -5 -1 8 12 11 -11 -9 -4 -14 -6 16 17 24 19 20 21 -19 25 -18 -2 26 27 28 -20 -29
right_child=15 2 7 4 14 -7 -8 9 -10 10 -12 -13 13 -15 -16 -17 23 18 22 -21 -22 -23 -24 -25 -26 -27 -28 29 -30 -31
leaf_value=-0.0024665680588788672 0.0015245133220152583 -0.0022282008863572771 0.0013610680083068099 0.00096783745184971914 0.0013917020579294174 -0.0020940899438512224 -3.0929861131814313e-06 -0.0019616453331992674 -0.0020232846890465214 -0.0017568790764159545 0.0010036757590828308 0.0013094158319254233 0.00073211435460066921 -0.0023767271256049166 0.00023050544304085624 0.00086489784202593964 -9.0265471136890776e-05 0.00052954476131965625 -0.0022498839877790984 -0.0024519079339053161 0.00093446984886118723 -0.0024583825139963345 0.001274994451161401 -0.0019314468531185704 -8.7890146131704556e-05 -0.000974533999711875 0.00045801336532807243 0.0011692192929612744 0.00058587917142611113 8.0924664305670612e-05
leaf_weight=0.8476539037656029 9.0886900508776289 2.2870709312846911 4.7393307485617715 1.3093779220944299 8.3295147581957263 1.9454353039618579 48.125601977808401 0.95068262529093672 1.7687931681284679 8.385591547470538 1.751434180419891 3.119461887748912 1.6340535562485459 1.0200555433984844 5.0599776739254585 10.269460668787358 6.6421352904289943 2.1054388433694822 2.6412359197856849 3.1885119704529634 5.1425470970571041 2.823643266223371 9.3094142284244281 3.8931621955707669 3.5237469056155524 3.5727876573801032 66.047757837921381 4.0112639442086211 1.8542755013331769 70.235785143973771
leaf_count=38 61 101 41 31 58 49 1700 116 118 282 33 25 98 169 33 44 51 10 51 45 27 39 72 84 57 31 456 35 14 664
internal_value=0.000145899 -7.11585e-05 -0.000553746 0.000117533 0.000597916 -0.000862308 -4.57321e-05 -0.000389874 0.000179399 -0.000757 -0.00127992 0.000545379 0.000706366 -0.000462709 0.000952878 0.00024285 0.000209935 0.000266219 0.000206614 -0.000666588 -0.000101385 -0.0011821 0.00028005 -0.000770647 0.00107403 0.00021762 0.000247037 7.00734e-05 -0.00108021 0.000139721
internal_weight=295.624 91.274 25.6565 65.6176 16.6443 3.25481 48.9733 23.3694 9.16223 14.2072 10.137 4.07014 7.39344 2.65411 13.3895 204.35 194.08 183.545 170.933 13.2601 10.0716 4.92908 157.673 10.5353 12.6124 148.363 144.79 78.7426 4.49551 74.247
internal_count=4633 2892 983 1909 171 80 1738 882 426 456 315 141 308 267 91 1741 1697 1562 1444 121 76 49 1323 135 118 1251 1220 764 65 699
is_linear=0
shrinkage=0.00188464


Tree=593
num_leaves=31
num_cat=0
split_feature=13 0 7 0 16 6 13 16 16 9 17 6 6 0 5 10 15 10 10 6 16 0 16 16 19 15 16 16 19 14
split_gain=1.52624 2.61026 3.69741 1.95311 1.88711 1.75246 2.30393 1.79534 1.62373 2.59552 2.60113 2.51852 2.27384 1.81204 2.40072 2.18692 2.09104 4.0959 1.58499 1.45779 1.71011 1.51966 1.39043 1.37039 4.18267 1.36886 2.1676 1.34505 1.25279 2.33238
threshold=109.40142670235001 95.44832900530001 20.797746106000002 86.345209775600011 18.764956119400004 16.375382608200002 117.39690118230001 18.714956236300004 16.094962363000004 191.61296531520003 236.15709471040003 14.355335410100002 6.9201616884500003 98.51854819030001 16.222050829800004 78.196493182200015 23.949961253350004 75.28220456885002 78.473404369650012 14.825346391850003 18.754956142750004 94.625660817400004 16.759960807900004 19.224955043700003 13.751109481500002 28.826925781250004 18.684956306450005 16.024962526700005 11.950964240300001 312.77868840275005
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 22 5 8 6 -2 -7 13 12 11 -11 -10 14 -3 -15 17 -16 -17 20 -4 -21 27 25 -25 -5 -27 -1 -20 -30
right_child=3 4 19 23 -6 7 -8 -9 9 10 -12 -13 -14 15 16 18 -18 -19 28 21 -22 -23 -24 24 -26 26 -28 -29 29 -31
leaf_value=0.00044087506012082311 0.00023265237531642523 0.0014872209788244146 -0.00087306541120673817 0.0018367385149665148 0.00088512591095039081 -0.0020199171262059745 -0.0023642983203720829 0.0001353489844049702 -0.0012628812814614843 -0.0021924979767720203 0.001054170384735017 -0.00012976565814331513 0.0015054101753150763 -0.0013489695908714299 0.00050247937846791847 0.0015170391310902242 0.0011196642348092142 -0.0021890908181576713 0.00014895245778117334 -0.0012254144770144661 -0.0023169980685414874 0.0013190711743944628 0.0017953399444886171 -0.0016223294827935367 0.00042421382882590916 -0.00068350284818426621 0.0014418941894306669 -0.002123841663436165 -0.0020854577861566304 0.00036604529102125983
leaf_weight=4.367141101043674 2.6045988029800347 7.7000370821915594 8.642066723317841 4.9091242924332601 10.802001081407068 1.5155656731512852 2.6494477585656568 76.049983669421636 1.6757421826478118 6.2676231907680613 1.9149601107928891 3.5730790947563946 3.573262482881546 4.7489842823706558 6.4867505645379406 2.6909100860357276 5.4185045175254336 3.2691871160641313 23.458844267443059 1.87233098456636 4.9653177149593821 1.7420270666480062 2.3295689513906837 4.0048571024090043 92.975768001750112 3.301007341593504 4.182076808065176 0.95877403044141818 2.9780742602888486 2.990302728721872
leaf_count=119 31 60 440 26 47 281 52 735 68 179 31 38 16 133 38 16 26 24 1087 55 100 13 13 33 648 29 21 33 157 84
internal_value=0.000140002 -4.14655e-05 -0.000601948 0.000246154 0.000117798 1.90034e-05 -0.00107691 9.32369e-05 9.79705e-06 -0.000524783 -0.00103667 -0.00144354 0.000621634 0.000161958 0.000595488 -0.000107028 0.000142992 -0.000399458 7.66049e-05 -0.00110594 -0.00139995 9.61774e-07 0.000531834 0.000418157 0.000339701 0.00103215 0.000504319 -2.08266e-05 -5.51126e-05 -0.000857195
internal_weight=304.618 112.425 24.8772 192.192 87.5483 82.8196 5.25405 77.5655 76.7463 17.0047 11.7557 9.8407 5.249 59.7416 22.8745 36.8671 15.1744 9.75594 32.1181 17.2217 13.6074 3.61436 7.65548 109.373 96.9806 12.3922 7.48308 5.32592 29.4272 5.96838
internal_count=4633 2777 773 1856 2004 1099 83 1016 1957 332 248 217 84 1625 148 1477 88 62 1344 608 540 68 165 757 681 76 50 152 1328 241
is_linear=0
shrinkage=0.00196078


Tree=594
num_leaves=31
num_cat=0
split_feature=5 6 5 10 19 8 17 15 15 19 0 7 0 5 15 6 18 13 2 6 6 16 15 15 17 5 10 13 9 8
split_gain=0.272715 0.609262 0.563575 0.620696 1.09503 0.625887 0.976889 0.528771 0.471413 0.432477 0.42431 0.556404 0.838744 0.455993 1.08985 0.611984 0.574194 0.991791 0.419596 0.3859 1.45111 0.851401 0.789239 0.839579 0.934308 0.721067 1.14177 2.2349 1.61385 1.1663
threshold=12.306951632950001 9.3002172980500024 13.252098438300001 81.339300736700025 12.350996516100002 7.4441906275000003 238.05090660085003 23.457191196800004 26.384523135650003 9.4507625164000029 97.32487278035002 22.958251375150002 104.03526427400001 10.36813655115 17.480288512750004 4.3351012889500007 16.503519067150005 81.769454037550005 379.73034388170009 13.665319288000001 13.775321858200002 15.839962959300001 16.891056077300004 19.314972497650004 163.00062368135002 15.332427622700001 71.053259929650025 108.06526301150002 206.50942114985003 7.943800736700001
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 7 3 4 -2 -6 -7 9 -9 -1 -11 -12 -13 14 15 16 -14 -18 -17 22 21 -21 -4 24 -24 -22 -27 28 -28 -29
right_child=2 -3 19 -5 5 6 -8 8 -10 10 11 12 13 -15 -16 18 17 -19 -20 20 25 -23 23 -25 -26 26 27 29 -30 -31
leaf_value=-0.046355068111853165 0.047862814776815456 -0.048705530088400568 0.013918022873778585 -0.013265954582245817 0.025474478274551734 -0.050693308361319175 0.02385203922580903 -0.048079222363226433 0.0022739821780939106 -0.030752649038564096 0.028869245015025795 -0.047397956650667317 0.036000001412757519 0.026905852447839416 -0.047005863203021254 -0.046329348356988161 0.022879387656518937 -0.04617634182012316 0.033041513489134831 0.041474650887252024 0.029380956487895873 0.0076468642286460116 0.010211053288279915 -0.0041670622294875783 -0.045210671496986314 0.0018561399743006347 0.0063719250416948113 0.004827141278273394 -0.022406058982217987 -0.050072585348949122
leaf_weight=0.39044562033086094 1.990090001374482 0.64344229381822593 4.1502920569910229 1.2936624661087988 1.4284732788801195 0.79155172873288371 0.66223444603383541 0.94514948001597143 0.63931562122888863 0.7379163068253537 1.6345473513938467 0.702752110431902 1.5939395846799018 1.4682049166294744 0.89927441687905219 0.60419241999625217 1.2383154893759636 0.65076944726752106 0.17652887431904674 2.8099157661199561 1.7846584301441897 3.3400437645614147 0.86955181567464324 20.253254413837567 2.2084860584000126 156.46777269421 13.603064356837427 1.0288071203976858 5.6600135255139312 3.4731487084645778
leaf_count=238 18 132 126 32 17 29 16 118 37 55 35 60 29 56 125 158 102 116 6 33 14 25 16 413 123 2131 81 20 99 173
internal_value=0.00075554 -0.00580161 0.00111988 0.0146202 0.0220243 0.00418383 -0.0167361 -0.00343834 -0.0277622 0.000378708 0.00225859 0.00497471 -0.000350746 0.00463514 -0.00169797 0.007858 0.0159814 -0.000909569 -0.0283828 0.000733865 0.00146602 0.0231028 -0.00427926 -0.00751629 -0.0295539 0.000734967 0.000451316 -0.00879798 -0.00208383 -0.0375267
internal_weight=234.14 12.3248 221.815 6.16601 4.87235 2.88226 1.45379 11.6814 1.58447 10.0969 9.70644 8.96852 7.33398 6.63123 5.16302 4.26375 3.48302 1.88908 0.780721 215.649 188.167 6.14996 27.4816 23.3313 3.07804 182.017 180.233 23.765 19.2631 4.50196
internal_count=4633 1267 3366 112 80 62 45 1135 155 980 742 687 652 592 536 411 247 218 164 3254 2576 58 678 552 139 2518 2504 373 180 193
is_linear=0
shrinkage=0.045289


Tree=595
num_leaves=31
num_cat=0
split_feature=16 16 12 0 10 5 10 6 10 18 7 10 18 15 7 7 2 7 3 13 5 17 19 14 4 16 5 18 19 18
split_gain=1.80925 2.00941 2.09663 1.46238 2.10748 1.83063 1.71286 1.68855 1.59733 1.3538 2.01587 1.63415 1.85831 1.34317 1.31134 1.2974 1.26896 1.55489 1.82031 1.16089 1.76184 3.65148 1.35306 1.17102 1.45705 3.91328 2.41521 3.40434 1.79972 1.14254
threshold=18.594956516900002 16.094962363000004 96.350437043050007 98.51854819030001 78.196493182200015 16.222050829800004 75.629015667650023 14.355335410100002 78.473404369650012 18.281462078100002 25.139463727750002 69.999384342500022 17.142803710550002 46.055224235250002 19.250086031950001 25.121320584100001 346.74082678410008 23.209106085000005 100.48918799990001 118.84598011460001 30.133297129900004 162.43086425485004 14.651182102100002 448.24445303175008 310.44950696480004 22.624947093000003 23.195398057700004 15.015859748200002 14.351157895250003 13.988302431200003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 3 -3 5 -5 -1 7 -7 -6 10 15 -12 -13 19 -9 -4 17 18 -15 22 21 -21 23 24 29 26 27 -26 -28 -2
right_child=13 2 9 4 8 6 -8 14 -10 -11 11 12 -14 16 -16 -17 -18 -19 -20 20 -22 -23 -24 -25 25 -27 28 -29 -30 -31
leaf_value=0.0012162197118938643 0.00041239059038650482 -0.002261645543845045 -0.00015263079231852362 -0.0013578637848149853 0.0014087321938356804 0.00052623932839277333 -0.001322215080133101 0.00063584897270428772 -0.00011573123885605858 0.0017232378948223881 0.0020140773451406825 -0.002071306450977512 -5.0333375391703964e-06 -0.001690005463430479 -0.0022196453288376486 0.0026616681884777246 -0.0022617030317312577 0.00032823531189544525 0.0013036828897097352 0.0012533669651566607 0.001022213484450654 -0.0021637459870021921 0.0010218286313138912 0.0014710013837023505 -0.0020718023583367732 0.0010309248338312902 -0.00054226013494500073 0.00057358689845882238 0.0018677708092050703 4.6522377260707841e-05
leaf_weight=7.4520743505563614 116.84169769939035 2.2467656200751689 13.68502543025534 4.5435243351384988 2.6758607737720039 17.651128950063146 2.5300457157427436 0.91460426407866124 27.849683847394772 1.0623795348219562 0.51806552708148856 5.1343580224784091 2.2120151882991195 3.4543824774445957 1.5215089477133004 0.60766172409057695 1.1070769645739336 8.174039143137632 0.91185958683490742 1.6424388345330942 2.0239695189520717 3.4310518262209371 9.0788333937525731 2.8672810951247802 6.5035230321809667 6.1091576665639868 3.2230570185929528 2.3530357349663973 1.671252094209194 40.939011686947197
leaf_count=81 727 101 594 133 16 170 24 17 1328 16 3 222 46 115 140 1 27 96 5 17 19 103 51 33 94 49 52 26 6 321
internal_value=0.000148299 -7.43493e-05 -0.000523224 0.000101141 -0.000160341 0.0004061 0.000139176 0.000323243 1.79028e-05 -0.000355011 -0.000454657 -0.00122101 -0.00144915 0.000244209 -0.00114759 -3.29793e-05 -0.000327537 -0.000156786 -0.00106479 0.000283881 -0.00046445 -0.00105753 0.000311896 0.000276189 0.000256903 -0.000224193 -0.00078181 -0.00136897 0.000280689 0.00031746
internal_weight=300.936 90.6047 25.4663 65.1384 35.0691 30.0694 22.6173 20.0872 30.5255 23.2195 22.1571 7.86444 7.34637 210.332 2.43611 14.2927 13.6474 12.5403 4.36624 196.684 7.09746 5.07349 189.587 180.508 177.641 19.86 13.7509 8.85656 4.89431 157.781
internal_count=4633 2892 983 1909 1477 432 351 327 1344 882 866 271 268 1741 157 595 243 216 120 1498 139 120 1359 1308 1275 227 178 120 58 1048
is_linear=0
shrinkage=0.00188464


Tree=596
num_leaves=31
num_cat=0
split_feature=6 6 3 3 15 9 9 0 2 12 0 6 16 9 8 6 10 13 16 7 15 13 13 15 6 2 16 4 18 17
split_gain=2.00357 3.06568 2.55922 3.45177 3.5168 2.82171 2.89395 2.51989 2.34648 2.19866 2.56159 2.09799 3.28848 1.77638 1.89688 2.17018 1.94035 1.71645 4.82565 3.56116 2.97542 2.70517 2.27333 1.62499 1.87601 1.56024 1.4251 1.79632 1.42242 1.49765
threshold=13.665319288000001 13.775321858200002 85.589753040950015 84.812788641250009 28.826925781250004 206.50942114985003 214.52351813370004 86.345209775600011 314.93386866815007 94.177001085000015 93.843319501450011 14.195331671650001 16.684960983300005 66.544071737050004 5.9453602998000008 16.375382608200002 62.186725015400008 112.67059178900001 19.934953383400003 24.385896469550001 32.355961258350007 113.19215266625001 113.98793627290001 32.99104187950001 18.460431325050003 149.35510112725004 21.074950717600004 327.2007166575001 13.304953393500002 212.38791228795003
decision_type=2 2 2 2 2 2 2 2 2 2 2 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 -3 11 8 13 -9 17 -7 -13 -4 26 16 -16 18 19 -11 -21 -19 -23 24 -17 -20 27 -15 -24 -30
right_child=1 2 7 4 -6 6 -8 9 -10 10 -12 12 -14 14 15 23 -18 21 25 20 -22 22 28 -25 -26 -27 -28 -29 29 -31
leaf_value=-0.00013688378946526407 0.0013282748891614742 0.00046646234791150257 0.0011017356070671975 0.00014226055337019446 -0.0022979820570185826 -0.0027517154690400438 0.00029751915400319951 -0.00060692147932459896 -0.0021866906041210095 0.0013099100704690653 0.0018269676377217019 0.0013098584456396997 -0.0023305320824618678 -0.0017630868319172945 -0.0023248070127991588 0.0019485469179725727 0.00031329068745649671 0.0017994810871703446 -0.002555437388948918 0.00062196858190445928 -0.0026183732124127365 -0.00069371833353394272 0.0011791254660768332 9.2618065625863779e-05 -0.00053957682098044709 -0.0002954102576434771 0.0019322773685887011 0.0010713970081696817 0.00038289074542356303 0.001795911046644871
leaf_weight=70.511813627555966 9.0503203943371755 21.512744890525937 5.9062854954972854 3.7079158723354322 5.3047450706362724 2.9717954527586681 5.917975970543921 6.5351134315133086 1.715139980369712 8.0311558134853858 5.4382766112685195 1.7670261189341547 1.9061535587534306 4.8260645773843853 2.5014322412898755 3.7113422285765401 1.7518252879381178 6.2845033444464198 3.0215401872992507 2.2711118832230559 1.9431672114878891 5.5823391377925864 12.140065275132654 65.532723357900977 1.6037170616909859 1.8020420260727403 0.560220731422305 0.9968839680077507 54.446372680366039 2.9205521643161765
leaf_count=2056 58 151 47 27 181 39 58 40 83 53 25 6 50 486 46 29 11 30 35 16 26 35 64 523 35 16 3 20 359 25
internal_value=0.00014951 0.000229754 0.000188775 -0.000236084 -0.00129404 4.37339e-05 -0.000680145 0.000280526 4.00409e-05 0.000474597 0.000542635 -0.00155085 -0.00057928 8.37431e-05 9.95509e-06 9.54633e-05 -0.00123823 0.000471685 -8.25462e-05 0.000558961 -0.000872125 0.000587941 0.000486543 0.00017553 0.0011978 -0.00171111 -0.00099609 -0.00127783 0.000581333 0.000454828
internal_weight=322.172 251.661 242.61 43.0884 9.01266 34.0757 12.563 199.522 89.1056 110.416 103.881 6.64498 3.67318 87.3905 81.4842 75.101 4.25326 98.4428 17.069 12.2454 4.21428 81.3738 75.0893 70.8478 5.31506 4.82358 6.38317 5.82295 69.507 57.3669
internal_count=4633 2577 2519 512 208 304 153 2007 1283 724 684 95 56 1200 1153 644 57 659 146 95 42 513 483 587 64 51 509 506 448 384
is_linear=0
shrinkage=0.00192234


Tree=597
num_leaves=31
num_cat=0
split_feature=15 5 5 3 4 6 6 12 15 10 18 3 7 8 9 14 10 13 17 13 6 18 18 8 13 19 16 7 3 18
split_gain=0.307167 0.362128 1.30185 1.00021 0.92518 0.829348 1.18918 0.783413 0.855937 0.741312 0.743139 0.997796 1.01048 0.699638 0.861681 0.64816 1.05036 0.677203 1.63535 0.587207 1.86105 1.35598 1.27661 1.16457 0.898748 0.898286 1.59775 1.01359 0.721492 0.975382
threshold=51.19990836680001 25.704065249550002 24.453399453300005 93.292185584700022 376.61861354110005 16.475384944750001 16.525386113000007 66.834523482800009 20.734744936600006 54.884872733100003 11.939817493900003 101.29303698090001 21.698399695800003 8.543332867800002 189.34276022045003 121.36406917505002 60.87206898960001 117.69263157665002 188.27285108100003 117.61735474900001 16.525386113000007 12.964611930900002 13.204116077450001 8.4434108459500017 117.55283175385001 14.351157895250003 22.644947046300004 22.532843451200005 93.915907870950022 12.899561312100003
decision_type=2 2 2 2 2 2 2 2 2 2 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 -3 5 -5 -7 -8 -9 -10 -11 -12 -13 14 -4 -1 -17 19 -19 24 21 -21 -23 -24 28 26 -26 -27 -18 -30
right_child=-2 3 13 4 -6 6 7 8 9 10 11 12 -14 -15 -16 16 17 18 -20 20 -22 22 23 -25 25 27 -28 -29 29 -31
leaf_value=0.039180658860982077 -0.02557692154504276 0.039176561660983523 -0.050481075137055222 0.034299774650971442 -0.050125661679164324 -0.069982956410754082 -0.058701238072486846 -0.060566530388411942 -0.048087640057349973 0.031072177802793262 0.022153414309066744 -0.051465290662857058 0.052206856725365097 -0.054073149931207709 -0.00088320211122188471 -0.050011321463558779 0.00044780499136113446 -0.009559939019191676 0.028277378123073179 0.027269900630563299 -0.037755316000304413 -0.031095887166043515 -0.013822620444283205 0.026464507480884844 -0.025823508701685715 -0.012408451064673247 0.025122647888757999 0.020981604761964805 0.0057845062782558507 -0.054235313722570726
leaf_weight=0.98575855791568656 0.97400735766859625 2.0071427328512064 1.0369344211940177 1.935404689400454 0.6826822919611012 0.50557978497817924 0.41120604053139675 0.38184646137233347 0.42949988701730024 3.4046308688120916 1.8087770794518294 1.0826911265030501 0.25858506560325611 1.2047595921903846 3.110658461926505 0.89645001027383742 162.11854642986873 4.2961972989141923 6.1899829376488924 3.1496659368276623 3.6412382796406737 3.5036384984850866 3.5519209299236536 2.8884690478444099 3.4669806575402644 2.3707391023635855 2.2560416981577873 13.582261446863411 1.1522190239047625 1.2568683198769575
leaf_count=8 63 21 102 35 65 9 6 62 116 37 28 148 1 48 34 52 3296 27 37 14 27 26 30 15 36 16 20 108 90 56
internal_value=0.000828662 0.000938776 0.000490044 0.00860973 0.00298157 0.00652968 4.07785e-05 0.00459286 0.00812623 0.0118819 0.0158114 -0.000682691 -0.0314783 -0.0224645 -0.0132831 0.00106068 0.000885345 0.00109913 0.0127754 0.000495794 -0.00795872 0.000327439 -0.0082063 0.00424587 0.00125564 0.0102744 -0.0057403 0.0160196 6.74407e-05 -0.025529
internal_weight=234.541 233.567 220.659 12.908 10.9009 10.2182 8.28282 7.77724 7.36603 6.98418 6.55468 3.15005 1.34128 5.35235 4.14759 215.307 214.321 213.425 10.4862 202.939 16.7349 13.0937 9.94403 6.44039 186.204 21.676 5.72302 15.953 164.528 2.40909
internal_count=4633 4570 4042 528 507 442 407 398 392 330 214 177 149 184 136 3858 3850 3798 64 3734 112 85 71 45 3622 180 56 124 3442 146
is_linear=0
shrinkage=0.0471187


Tree=598
num_leaves=31
num_cat=0
split_feature=13 8 10 7 9 5 18 18 16 17 12 2 9 15 7 0 5 9 9 8 4 6 4 16 0 6 18 18 13 15
split_gain=0.280995 0.782783 0.58099 0.832055 0.696045 0.571894 0.562796 0.545745 0.535912 1.50645 0.496329 0.525765 0.724984 0.520594 0.461631 0.533534 0.453402 0.61963 1.45639 1.30829 1.47098 1.73036 1.53691 1.12255 1.03145 2.00137 1.30558 1.22909 1.13936 0.796902
threshold=95.636521074450016 2.9476996444500005 82.299080289250014 21.034091097450002 58.084576609100004 5.3654262215500008 16.161386252450004 17.108018746400003 17.684958644900004 222.25139668490002 279.38363401210006 296.32908460740003 38.283670303850009 6.8054746905500005 29.467962229850006 107.63242125250001 11.926356180100003 186.70853236170004 185.98753508445003 8.3434888241000014 208.25848595475003 16.665389384150004 204.11408090635004 22.764946765650006 85.732241321850012 16.465384711100004 12.783127173500002 12.899561312100003 117.60122400020002 19.198394745150004
decision_type=2 2 2 2 2 2 2 2 2 2 2 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 -5 -4 16 9 -9 13 -12 -13 -8 -3 -16 -2 18 19 20 22 29 23 -18 25 -19 -26 -28 -27 -22
right_child=7 14 4 5 -6 -7 10 8 -10 -11 11 12 -14 -15 15 -17 17 24 -20 -21 21 -23 -24 -25 26 28 27 -29 -30 -31
leaf_value=0.017045296775394861 -0.018349113407492967 -0.047503837364512226 0.026851526390300459 0.010020554294292095 0.04779078448560875 -0.048554492211241522 0.018714308804788894 0.028086323835013173 0.047840122507446479 -0.032771189477658308 0.031413061806859377 -0.048663824985744619 0.013094717727282759 -0.047304662206485076 0.050293672726179718 -0.046817692784508196 -0.011316636319441655 -0.054186457077073459 0.034342545577084348 0.033477675714453835 -0.0081557720473507955 -0.051647647826134999 -0.082226020660773239 0.049441906058049948 0.038725268339794082 -0.042419306717544368 -0.03616241493160275 0.00084606489784363732 0.00075317043648939069 0.016865987683881291
leaf_weight=0.98484939616173361 2.6209696321166112 1.3723129290301574 1.36505252844654 0.46402381476946164 0.78621412068605412 1.5235935028176752 0.34241082702646986 2.7599000353366128 0.93079131096601475 1.266207600594498 0.95827808239846524 0.6722019805893068 1.0228030116704756 0.99717787936970126 0.25842767994618032 0.22657681146665709 11.296597894921431 2.0725796237529712 3.5896025041583917 2.8324348395690313 3.345659894985153 0.95574494337051774 0.62332308152690608 0.68844686448574144 1.9194313660264004 1.4999689466203552 1.938363529741763 158.85721946391277 10.008566199103369 14.435874061426146
leaf_count=15 209 296 46 27 7 139 40 39 17 52 73 125 46 234 4 127 412 60 43 29 97 146 29 4 11 79 14 1859 145 209
internal_value=0.000737175 -0.00647835 -0.00090958 -0.0176757 0.00720169 -0.0348797 0.00124571 0.00109443 0.01625 0.00894669 -0.00750821 0.00406434 -0.0113974 -0.0304296 -0.0338126 0.0049267 0.000747731 0.00098155 0.00635124 0.00341141 0.000694582 0.00890347 -0.0115046 -0.00782653 -0.000168791 -0.0123992 0.00085203 0.000399934 -0.00487373 0.0121581
internal_weight=232.616 10.9739 9.11661 2.97247 6.14414 1.98762 5.35792 221.642 4.9569 4.02611 3.99287 2.65328 1.695 1.33959 1.85732 0.485004 216.685 214.064 37.7677 34.1781 31.3456 18.7373 12.6084 11.985 176.296 13.5811 162.715 160.796 11.5085 17.7815
internal_count=4633 1179 752 181 571 166 564 3454 108 91 518 244 171 274 427 131 3346 3137 969 926 897 452 445 416 2168 284 1884 1873 224 306
is_linear=0
shrinkage=0.0461948


Tree=599
num_leaves=31
num_cat=0
split_feature=19 16 9 9 9 8 9 0 0 6 18 18 13 12 6 4 2 0 7 10 8 10 4 13 18 17 17 17 17 19
split_gain=0.25499 0.462167 0.459284 0.248121 1.42642 1.23132 1.04873 0.93561 0.93667 1.82987 1.0971 1.01733 0.98746 0.768189 1.1241 1.16038 0.991298 0.830629 0.931346 1.04361 0.79299 1.18174 0.884109 0.75667 0.747324 0.729028 0.70129 0.877761 1.13923 0.713041
threshold=9.8507947922000021 8.3649804390000018 40.734022239000005 186.70853236170004 185.98753508445003 8.3434888241000014 185.00606802455005 103.37390357390002 85.732241321850012 16.465384711100004 12.783127173500002 12.899561312100003 117.60122400020002 150.80177373595004 16.665389384150004 241.58130306185004 129.01927736685002 71.249517373150013 19.250086031950001 62.111448187750007 7.0445025401000008 66.52858489605002 248.32992249220004 106.01665791610002 11.780626785300003 240.41195881570002 190.19286262750003 189.31980273685002 188.51582982015003 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=1 -1 -3 4 5 6 13 8 9 -5 -10 -12 -11 16 15 -15 26 24 -19 -20 21 -21 -23 -24 -17 -9 27 28 29 -2
right_child=3 2 -4 7 -6 -7 -8 25 10 12 11 -13 -14 14 -16 17 -18 18 19 20 -22 22 23 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.046994990629971256 -0.049246749924250814 -0.047137106027570624 0.036625094687227473 -0.052316519975291853 0.031818902961303179 0.031205314410421892 -0.028546784073009163 -0.046613458239397124 0.036348775360651953 -0.039720574891759661 -0.031537137136815767 0.0012884841733933775 0.00066475352103242513 0.03002694700207828 -0.049372731218963795 -0.060293846344921229 -0.053948091873046493 0.032475455513900728 -0.052007566573681545 -0.049032053698908895 0.042411275275840002 -0.051079277275987253 0.0094492560275648285 -0.048867261232475243 0.0016132216755147296 0.011100131445248821 -0.030609336245350918 0.048964853811217686 -0.055972332628149608 0.0039967911651728706
leaf_weight=0.6303643430728687 0.54628008144208351 0.20217403923743404 0.39974692236864939 1.90280554560013 3.4262575349421232 2.6888011354021719 2.5516902338713399 1.5249138195067637 1.810109682381152 1.4177796646836203 1.959944512695073 162.09023350966163 10.005839455639942 4.0107243263628396 0.72788163406221329 0.76433192845434195 0.86979371155030172 2.3911033784970668 0.69667056700564245 0.87849751813337107 1.0630195895209897 0.55178573756711458 13.033092755125832 0.47292211838066656 0.8389773266389966 0.63622738904086862 1.7599683943553834 0.70749961258843619 0.7757648614933722 9.2771378061006526
leaf_count=329 46 41 17 60 44 29 29 214 11 79 14 1897 145 48 114 12 101 33 49 41 11 29 653 16 29 68 71 5 12 386
internal_value=0.000654014 -0.0198924 0.00849093 0.000764394 0.00365865 0.00149561 -0.000410134 -2.18441e-06 0.000355066 -0.0111967 0.00128322 0.000896309 -0.00434745 0.0014137 0.00609731 0.00773188 -0.00713221 0.0034101 0.00604007 0.00225414 0.0046169 0.00192707 0.0051116 0.00740726 -0.0278992 -0.0296229 -0.00401587 0.0001236 -0.00313657 0.00103592
internal_weight=230.612 1.23229 0.601921 229.38 48.0322 44.6059 41.9171 181.348 179.187 13.3264 165.86 164.05 11.4236 39.3655 25.429 24.7011 13.9364 20.6904 19.0871 16.696 15.9993 14.9363 14.0578 13.506 1.60331 2.16114 13.0667 11.3067 10.5992 9.82342
internal_count=4633 387 58 4246 1758 1714 1685 2488 2206 284 1922 1911 224 1656 1035 921 621 873 832 799 750 739 698 669 41 282 520 449 444 432
is_linear=0
shrinkage=0.045289


Tree=600
num_leaves=31
num_cat=0
split_feature=19 3 15 6 6 8 12 15 16 15 14 10 19 7 0 6 15 15 17 6 17 4 16 2 17 17 3 0 18 0
split_gain=0.256913 0.50244 0.425203 0.416854 0.463639 0.824242 1.09862 0.814349 0.599217 0.485462 1.25239 1.0955 1.45029 1.1066 0.760051 0.716281 0.618915 1.18864 1.12718 1.73753 1.96269 1.51372 0.747503 0.985734 0.802018 1.26746 0.864373 2.04632 2.39561 1.06595
threshold=14.651182102100002 93.883646373400012 39.324897478350003 22.560527123150003 17.435407375500002 9.3427090425500019 79.204428604100016 47.117206525000007 22.794946695500006 44.732387748900003 267.69469468855004 61.966271448700006 14.351157895250003 24.227986230350002 85.866664228400012 16.425383776450001 41.29990759910001 40.957632625650007 192.64609805285002 16.465384711100004 204.04920942250001 263.48865013970004 22.674946976100003 156.97960885415003 205.96542837505004 205.28496454895003 89.614374862250017 91.109157582800023 15.502113896900001 96.324766355850002
decision_type=2 2 2 2 2 2 2 2 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 7 -7 -6 9 16 -11 12 -12 14 15 -13 17 22 21 20 -20 -18 24 -24 25 -1 27 -26 -29 -30
right_child=1 -3 -4 -5 5 6 -8 -9 -10 10 11 13 -14 -15 -16 -17 18 -19 19 -21 -22 -23 23 -25 26 -27 -28 28 29 -31
leaf_value=0.0018112603419049628 0.031225520010670731 -0.0094163643795612106 0.0038230714891622211 0.031786800862520899 -0.050766952164688593 0.05078975835959617 -0.014324078584719045 0.035056328199013567 0.026659453876777404 -0.055726441728182814 0.0045459605895878663 0.012920950174466614 -0.066842678276681416 -0.03460719924021155 0.016056057757013173 -0.06038517885128767 0.0097098957309048137 -0.030986535958502835 -0.015974261305068793 0.048398320490641994 0.043544469741583228 -0.029744929766446344 -0.032501526229477225 0.011549932559559583 0.050808473251549101 0.041332978224365768 -0.036563154797699407 -0.05819178550450925 -0.054077170816485227 0.0021220953413053616
leaf_weight=144.97047582271625 2.8449968732893449 2.4755681317765266 2.8183772340416908 1.0481666363775719 1.860514760930527 0.84508720738813314 2.7762104774010368 0.32467100396752346 2.176526077091693 1.2788229176076118 1.4068102671299123 0.64794348561554016 1.4396326546557245 1.6319943210110057 7.8038081920240074 0.68621879979036748 8.6683955565094966 3.0498510564211747 3.9314489581156504 3.7194919586181641 2.1389212859794497 3.3789993231184772 3.7049869000911704 1.9325436800718305 1.5202939203009069 2.0576565254596053 2.4045410845428696 2.2072145130950949 0.90759013878414307 12.014503425874862
leaf_count=3002 20 37 23 9 215 11 66 5 17 47 18 25 46 40 58 50 48 35 34 17 32 26 29 25 19 22 46 47 46 518
internal_value=0.000650389 0.00937475 0.0175887 0.000328411 0.000178179 -0.0137632 0.000871267 -0.0380155 0.00055702 0.000288406 -0.00841502 -0.00397163 -0.03156 0.00331981 0.0100934 -0.0247836 0.00094779 -4.39006e-05 0.00888456 0.0214869 0.00499742 -0.00135622 0.00050566 -0.0174007 0.00111348 0.00236437 -0.0085388 -0.00449151 -0.0100484 -0.00182509
internal_weight=228.672 8.13894 5.66337 220.533 219.485 5.80648 3.6213 2.18519 213.679 211.502 14.8952 13.6164 2.84644 10.77 9.13797 1.33416 196.607 174.77 21.8373 9.78986 6.07037 12.0474 171.72 5.63753 166.082 147.028 19.0541 16.6496 15.1293 12.9221
internal_count=4633 80 43 4553 4544 297 77 220 4247 4230 284 237 64 173 133 75 3946 3789 157 83 66 74 3754 54 3700 3024 676 630 611 564
is_linear=0
shrinkage=0.0500028


Tree=601
num_leaves=31
num_cat=0
split_feature=13 12 5 13 6 7 18 14 7 13 2 10 8 5 13 18 0 6 10 18 5 5 10 2 10 8 6 0 15 10
split_gain=0.263463 0.706062 1.4483 0.60131 0.607636 0.550369 0.805758 0.600002 0.762962 1.3432 0.585641 0.49089 1.27924 0.679211 0.779489 0.441939 0.36882 1.29398 0.917716 1.12188 0.998866 1.23363 0.965841 0.739811 0.735958 0.734817 0.736644 0.624294 0.964256 0.611561
threshold=95.937628385050019 216.20511703005005 2.7155367820000005 96.357027853400012 6.9201616884500003 20.714163848350005 15.015859748200002 316.16904661820007 24.545313225450005 83.654063187050014 285.01633004880006 81.573196594050017 6.9445805182500004 13.252098438300001 100.88707980320002 13.921859755900002 98.51854819030001 12.325287978400002 76.871083323950003 16.012058908900006 14.835543846500002 16.222050829800004 75.629015667650023 206.22726210890002 75.424692849750016 7.7439566930000003 11.215262042800001 101.91675926715001 23.008892218750002 70.182199495350019
decision_type=2 2 2 2 2 2 2 2 2 2 2 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 15 -3 -7 -8 -9 10 -10 13 -13 14 -6 -5 18 25 19 20 -15 -22 24 27 29 -18 -27 -19 -29 -23
right_child=3 5 -4 4 11 6 7 8 9 -11 -12 12 -14 16 -16 -17 17 23 -20 -21 21 22 -24 -25 -26 26 -28 28 -30 -31
leaf_value=0.023864468446858779 0.027198395790329986 0.035132450536636689 -0.04672013883093331 -0.00084359867450018811 0.028035835248473071 -0.048319714048280817 0.035104264040183249 0.018818450335189814 -0.046838347014630445 -0.046838744957083553 0.020812586857937881 0.048746648660461613 -0.048189451803969122 -0.054453286958827847 -0.0066820037242549431 -0.046707581382222071 0.017091760819009802 -0.050461058723924916 0.026311141544157958 -0.036422800071049297 0.02996326715951482 0.0018814640933214179 -0.033558587728296063 0.010346247250153337 0.022486227904711241 0.0028577770546432337 -0.036715223914462282 -0.049056404479856805 0.032095229057500299 -0.0053184749391296266
leaf_weight=0.84908408655610257 1.7661132622160938 0.84456363428034809 2.0023168317347881 0.78592396876774617 3.893896432593464 0.73847859942179628 0.93791078071808431 1.9192707734764551 0.31562198018946253 1.6256195445021147 1.5583710441569563 0.36833196878433128 1.1543300725752486 0.66225014068186183 2.0117482645437121 0.95403144508600235 4.1529692539479566 2.2517955098301168 2.9235360362217753 1.6514691157499317 3.0227163741365066 149.97078551286177 1.6635278724133957 0.86959318676963437 3.2439293116331092 3.1482253154972568 1.3911601146683095 0.62481855787336804 0.57826254144310951 28.852659958909499
leaf_count=96 34 20 507 24 65 44 20 46 110 191 179 2 117 14 38 151 35 82 21 46 38 2063 13 21 18 33 64 38 4 499
internal_value=0.000535471 -0.00637055 -0.0257016 0.000880584 0.000663565 0.000571728 -0.0035421 0.00165978 -0.00412885 -0.0167137 0.00941867 0.000881881 -0.0247406 0.00106686 0.0162093 -0.0259912 0.000630653 -0.00674674 0.00113083 0.000741472 0.00106896 0.00126584 0.000793718 -0.0269912 0.00110759 0.00332496 -0.00926994 -0.0363891 -0.0100508 0.000719774
internal_weight=226.733 10.7912 2.8514 215.942 214.176 7.93984 7.09527 6.35679 5.41888 3.49961 1.87399 212.436 1.52266 210.913 5.90564 1.73996 205.008 13.0168 191.991 189.067 187.416 186.754 183.731 4.32447 182.067 8.69235 4.53939 3.45488 1.20308 178.823
internal_count=4633 1213 603 3420 3386 610 590 546 526 480 289 3211 119 3092 103 175 2989 277 2712 2691 2645 2631 2593 145 2580 132 97 124 42 2562
is_linear=0
shrinkage=0.045289


Tree=602
num_leaves=31
num_cat=0
split_feature=6 6 10 0 7 5 0 6 9 9 8 3 0 3 15 0 2 5 18 13 15 5 9 0 10 17 3 2 17 5
split_gain=1.38787 1.9668 1.44331 2.95948 1.86059 1.60643 1.44475 3.03661 1.35613 1.42228 1.32245 1.15471 2.08656 1.40946 1.55343 1.3331 2.66398 1.64157 1.39369 2.56632 1.98362 1.30327 1.41128 1.46469 1.41266 4.01608 2.29491 1.55169 2.12166 1.79432
threshold=13.665319288000001 13.775321858200002 70.182199495350019 95.988709089550014 22.747724408400003 17.687678651600006 94.625660817400004 14.745344522600002 206.50942114985003 211.24289424260004 7.943800736700001 85.589753040950015 93.843319501450011 86.530713386600013 34.969820938750011 86.538778761000017 319.32263744460005 19.897785533950003 13.552878921100001 113.0174028878 31.445204138150004 20.315138807500002 66.544071737050004 75.381677519650012 62.041548276350007 196.70927211395002 93.82450029455002 154.46567853970001 191.20566072810004 21.556055031700001
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=-1 -2 5 4 -4 -3 -6 10 -5 -10 -8 -7 13 14 -13 16 21 18 -17 -20 -21 -15 -23 -24 -25 26 27 29 -29 -26
right_child=1 2 3 8 6 11 7 -9 9 -11 -12 12 -14 15 -16 17 -18 -19 19 20 -22 22 23 24 25 -27 -28 28 -30 -31
leaf_value=-0.00011746775050855998 0.0011875721905720933 0.0013088709916811848 0.0019909098181351212 0.00056441126459988683 -0.0023183354466125329 -0.0011415773204334842 0.00037877332847858835 0.00087924193111810483 -0.0019569081176793032 3.855305574213541e-07 -0.0021322789163484728 0.00025636963853751821 0.0017355343526687446 0.0012283511322963238 -0.0021091179339478312 0.00086512916660215131 -0.002244799019562435 0.00058872682081575383 -0.0019300928793942566 0.00092756318550210734 -0.0009742412086548738 0.0010712326381819171 -0.0012097992615957942 0.00024326600464420159 -0.00038182380341695356 -0.0028788791855608857 -0.0013433232631123711 0.00047062206802785957 -0.00194841229582449 0.0012200991256656666
leaf_weight=62.218361930485116 7.694845423102378 5.3455196544527999 0.75781576137523998 15.395988056436183 3.1107292325468716 2.3701018765568724 1.0013254787772892 2.8521829070523381 1.7984961913898567 6.9169134385883808 4.1413139987271279 2.1708889454603186 3.4974762070924035 3.9476489052176467 2.0997230932116508 4.0881782788783303 1.8587648850370886 56.934081956278533 3.3054036870598784 4.8642582669854146 3.721964493393898 5.1620475542731574 3.5938045151124234 54.970324429799803 4.1685667410492986 2.1580763863748862 4.3787411614321163 3.1516924668103448 2.4994482435286045 7.5704767107963562
leaf_count=2056 58 23 11 70 105 23 11 24 29 70 191 13 23 35 28 25 86 429 45 32 20 47 355 505 24 24 187 26 23 35
internal_value=0.000141795 0.00021332 0.000178905 -0.000179946 -0.000981709 0.000249893 -0.00118455 -0.000743406 0.000214539 -0.000403518 -0.00164335 0.000217823 0.000236324 0.000205597 -0.000906665 0.000234147 7.91186e-05 0.00043286 -0.000122474 -0.000461999 0.000103167 0.000126276 7.66413e-05 1.44027e-05 7.01656e-05 -0.000327518 -7.45875e-05 0.000244872 -0.000599295 0.000651252
internal_weight=287.745 225.527 217.832 35.9748 11.8634 181.857 11.1056 7.99482 24.1114 8.71541 5.14264 176.512 174.142 170.644 4.27061 166.373 93.4596 72.9139 15.9798 11.8916 8.58622 91.6008 87.6532 82.4911 78.8973 23.927 21.7689 17.3902 5.65114 11.739
internal_count=4633 2577 2519 511 342 2008 331 226 169 99 202 1985 1962 1939 41 1898 1347 551 122 97 52 1261 1226 1179 824 319 295 108 49 59
is_linear=0
shrinkage=0.00196078


Tree=603
num_leaves=31
num_cat=0
split_feature=16 19 17 10 12 13 7 7 9 9 8 4 4 6 16 7 0 6 18 5 3 10 18 18 16 8 16 13 15 18
split_gain=0.247786 0.959453 0.713285 0.667175 0.705 0.43315 0.739829 1.09083 0.332215 1.11477 0.94602 1.0097 1.37872 1.2926 0.975358 0.829926 0.717782 1.61944 0.954345 0.93167 1.66013 1.35619 1.38561 0.769924 0.641279 0.613692 0.598861 0.72712 0.816751 0.710967
threshold=11.864972254500001 10.650859343850001 238.05090660085003 90.679004281900021 175.541285848 95.811270852950017 27.589407812900003 21.034091097450002 186.70853236170004 185.98753508445003 8.3434888241000014 208.25848595475003 204.11408090635004 16.665389384150004 22.764946765650006 26.614251743050001 85.732241321850012 16.465384711100004 12.783127173500002 30.133297129900004 95.002044955650021 61.928633034850002 13.122774073950001 12.899561312100003 22.664946999500003 5.1459841250500009 22.714946882600003 98.050756475600011 19.527500348350003 19.345059715200005
decision_type=2 2 2 2 2 2 2 2 2 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 -6 9 10 11 12 14 15 -2 24 17 -10 -18 20 21 -19 -23 -20 25 -13 27 29 -29 -25
right_child=8 2 -4 -5 5 -7 -8 -9 16 -11 -12 13 -14 -15 -16 -17 18 19 23 -21 -22 22 -24 26 -26 -27 -28 28 -30 -31
leaf_value=-0.049643927386392339 -0.010187596387555072 -0.051248034557572777 0.024153939078939889 -0.049500507607856542 0.044998051110846912 0.041343836952236757 0.034912806273796566 -0.039356502343748295 -0.055769065408189662 0.032380878625619745 0.031526638678702694 0.009027179599752775 -0.086113607911153842 -0.054513003896638178 0.052140422732132055 -0.026366910359265725 0.037664359410634451 0.01986976645509312 -0.029898768078762225 0.026281470628159092 -0.044363784595396125 0.010910288269297576 -0.061030891874701253 -0.051242890965330169 -0.027855300423646114 0.030675998302680359 0.026486309818842257 0.018542900377630199 7.314285148233024e-05 0.040536464424802313
leaf_weight=0.44620876963017408 11.966421301549412 1.6247745877044506 0.37019287789007638 0.52448511887632765 0.52111235074698958 1.1134282294660804 1.2216181610710917 1.257185233524069 1.7011798132152751 3.2493740324862292 2.5182681889273217 15.630031782609889 0.55323988175951022 0.80038007360781094 0.63541036844253618 1.4940817297319871 1.6721068769693364 4.0165825481526536 1.9857520051300515 1.9582699459861022 2.573101365705952 1.2639766321517529 1.3104117750772273 1.1386416953755532 0.95008684229105611 3.9400602080859235 2.1544197537004939 5.9818702386692157 150.91372828168096 0.24680217681452621
leaf_count=146 455 222 62 417 8 12 34 83 60 43 29 497 35 140 4 149 11 35 14 16 103 23 47 112 10 39 21 61 1738 7
internal_value=0.000581332 -0.00844534 -0.0372562 0.00285999 0.00888302 0.0152319 0.0055404 -0.0146372 0.000873574 0.00480769 0.0024798 0.000446209 -0.0103701 0.00668299 -0.00704489 0.00890791 -5.45431e-05 -0.0112244 0.000818355 -0.00441121 -0.0109699 0.00206697 -0.0257091 0.00043903 0.0114763 0.0133858 0.000814529 0.000465101 0.000777329 -0.0348934
internal_weight=225.733 7.07901 1.99497 5.08404 4.55955 4.11334 2.99992 1.7783 218.654 41.7374 38.488 35.9697 13.1551 22.8146 12.6018 22.0143 176.917 12.8235 164.093 11.1223 9.16407 6.59097 2.57439 162.421 20.5202 19.5701 160.435 158.281 156.896 1.38544
internal_count=4633 984 284 700 283 137 125 91 3649 1401 1358 1329 494 835 459 695 2248 284 1964 224 208 105 70 1953 546 536 1939 1918 1799 119
is_linear=0
shrinkage=0.0490223


Tree=604
num_leaves=31
num_cat=0
split_feature=15 5 5 3 4 5 4 8 13 8 2 17 6 6 19 5 16 19 5 0 6 7 16 15 17 7 3 0 2 5
split_gain=0.268409 0.376548 1.00874 0.817283 0.83892 0.694941 0.702448 0.635221 0.761305 0.515163 0.823306 0.499661 0.464091 1.00219 0.700053 0.804957 0.871336 0.59198 0.930762 0.650562 0.432891 1.10741 0.965009 1.02442 0.914429 0.577302 0.937511 0.561346 1.21992 0.644865
threshold=51.19990836680001 25.704065249550002 24.453399453300005 93.292185584700022 376.61861354110005 26.429611911700004 121.10381237265001 8.543332867800002 117.56896250265002 10.441851282850001 92.716362671650018 162.04221493815001 16.505385645700006 16.525386113000007 13.351077205700003 29.260164586050003 18.714956236300004 13.851117550450002 31.794087907800002 83.479313408550013 16.695390085100005 21.115414688150004 22.704946905950003 41.831907381600011 189.44392401325004 22.650953015950005 92.316275283350009 85.619326080400015 90.05676182820001 23.374630421750002
decision_type=2 2 2 2 2 2 2 2 2 2 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 -3 5 -5 -7 8 -4 10 -8 -1 -12 -14 15 16 -15 -16 19 -19 22 -22 27 -24 -23 -26 -27 28 -13 -30
right_child=-2 3 7 4 -6 6 9 -9 -10 -11 12 20 13 14 17 -17 -18 18 -20 -21 21 24 23 -25 25 26 -28 -29 29 -31
leaf_value=-0.039033519029734648 -0.027762048328060094 0.042292682518263784 -0.056670477139167223 -0.056609575160942699 -0.055834757377703138 -0.064716874455444995 -0.060472644049105496 -0.060437302615293766 -0.00087866162097179805 0.049717778547342481 0.038704633695539857 -0.063302425341470972 -0.076733189393590015 -0.054135541219643743 0.047897637272692924 -0.065389401101247413 0.055878582828926583 -0.058689100333664097 0.050939455786511142 0.037767231922557022 0.040424678362155735 -0.048632834275693149 0.00093299588499801177 0.046790865842670434 0.023949821802892592 0.01587846542131769 -0.052998689084963982 0.0011658303528261813 0.020164445412170502 -0.029268645784554875
leaf_weight=0.88537652024387981 0.93775334213569195 1.8547870437614609 0.89433953077241257 0.44652472893357931 0.62077861912985177 0.32928991317748924 0.44615723827155118 1.0377378290868362 2.9944977569393814 1.0151354148983953 1.6222242565709164 1.2135099713923398 0.38033061427995551 0.32367409695871152 1.7149587680469269 0.59525758248491911 0.54241699725389481 0.67475287738488965 0.67391667515039444 0.27800627797842026 0.95425698533654113 2.1483069256064482 2.8125511519610873 2.6773245260119438 1.2673538047820332 1.0426638498902323 1.1932160658761857 189.11986513846205 1.7842976737301799 1.2733219448127782
leaf_count=267 63 21 91 51 65 4 16 48 45 6 27 22 4 125 51 77 8 64 6 3 25 35 25 20 12 13 32 3325 28 54
internal_value=0.000567306 0.000686533 0.000177232 0.0100295 0.00383698 0.00793345 0.0112861 -0.0235522 -0.0137094 0.0143135 0.00935744 0.000743709 0.0139354 0.00618331 0.0127492 -0.0178851 0.0147643 0.026146 0.00321382 -0.030544 0.000915097 -0.0124486 0.00135897 0.0232971 -0.0213762 -0.00466143 -0.020879 0.0007362 -0.0182872 -0.000421582
internal_weight=223.755 222.817 211.299 11.5182 9.66342 9.04265 8.59612 4.92658 3.88884 8.26683 7.2517 206.372 6.80554 5.18331 4.80298 1.46135 0.866091 3.34163 1.62668 0.952759 205.487 6.6058 198.881 5.48988 5.65154 3.50323 2.23588 193.391 4.27113 3.05762
internal_count=4633 4570 4042 528 507 442 391 184 136 387 381 3858 365 338 334 210 133 124 73 67 3591 117 3474 45 92 57 45 3429 104 82
is_linear=0
shrinkage=0.0530633


Tree=605
num_leaves=31
num_cat=0
split_feature=6 6 8 10 0 16 13 16 15 0 3 10 13 8 13 7 0 16 9 3 9 5 15 18 17 9 6 2 5 5
split_gain=0.241043 1.0688 1.78215 1.26188 1.00339 0.803144 1.82683 1.69954 1.60387 1.10068 1.03419 2.0049 2.22873 2.07369 1.49001 1.02994 1.01806 1.32247 0.924175 0.898568 0.799853 0.949566 0.742109 0.634778 0.741059 0.649634 0.919337 0.639929 2.81874 3.48696
threshold=14.745344522600002 14.375335877400001 7.943800736700001 69.873026810350026 96.082805124100005 19.224955043700003 109.64607639220002 18.684956306450005 34.139075990150012 92.168410086200012 86.092494711350014 66.859265246100009 113.19215266625001 8.1436447804000007 113.89115178020002 19.164717746300003 93.972365491700018 18.044957803000003 199.17419511990002 89.614374862250017 196.40176798710004 26.144057174750003 38.86986296220001 14.329845562450002 205.96542837505004 219.46060697480002 15.745367888000002 103.92649527695001 21.191508333600002 20.911722254300006
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 22 20 -4 -5 7 -7 8 9 15 -8 12 -12 -13 -14 -2 -11 -18 -15 -16 21 -3 -1 24 25 26 -21 -28 29 -29
right_child=5 2 3 4 -6 6 10 -9 -10 16 11 13 14 18 19 -17 17 -19 -20 23 -22 -23 -24 -25 -26 -27 27 28 -30 -31
leaf_value=0.001018245759019635 0.0079159972700199588 -0.054576300778393191 0.0068024846080889509 -0.055832271773500995 -0.0016774023835670272 -0.042334143004760967 0.036779287078146199 0.036503340885879816 -0.063451232459482532 0.039106030802713132 0.040152635000511999 0.010275147788953526 -0.036532457024724407 -0.069324222377150718 0.036257227238936457 -0.058897227830077802 0.032771074346399962 -0.02970583538232675 -0.022781319697401659 0.026723220057036784 0.055956077319059508 0.053400408479610494 -0.034339337026624298 -0.025915086488612831 0.031754276528172455 -0.024681507142712621 0.007052410940284597 -0.0030734823539839222 0.0016119785785858032 -0.076360082487668721
leaf_weight=69.66721546620829 1.2719088357771364 0.49912830267566988 1.6662931963801382 3.7825770030613057 1.1054198322817681 2.4481140328571191 2.0188122391700736 4.9887809309002469 0.88895375299034718 2.9831355288624763 3.7514122053980818 2.5187885724008074 2.5872638896107665 2.2164789251983166 1.8663074150681485 1.0556528485722081 1.5721068605780604 1.8368570222519336 2.0562592763453722 3.5769529826939097 0.97671223059296608 0.34396785497665405 1.5165019342675794 2.1067700292915097 2.0260180234909049 2.3660007929429403 29.687932090833783 4.0589708089828482 62.003035266170627 2.7050458937883377
leaf_count=2285 133 81 12 209 12 30 8 70 40 27 32 17 23 35 22 281 19 28 25 33 6 2 43 37 30 33 315 33 692 20
internal_value=0.00048223 -0.00172285 -0.0186204 -0.0307751 -0.0435852 0.00171254 0.000445215 0.0128248 0.000530882 0.00705374 0.0012794 0.000699224 0.00223575 -0.0257113 0.000976801 -0.0223868 0.0177739 -0.000893451 -0.0469254 0.00185587 0.0251567 -0.0105238 0.000264986 0.0012643 0.00180234 0.00122107 0.00182172 0.000917032 -0.00173172 -0.032382
internal_weight=222.149 79.5578 8.3741 6.55429 4.888 142.592 127.994 14.5974 9.60861 8.71966 125.546 123.527 116.736 6.79153 112.984 2.32756 6.3921 3.40896 4.27274 110.397 1.81981 0.843096 71.1837 108.531 106.424 104.398 102.032 98.455 68.7671 6.76402
internal_count=4633 2650 322 233 221 1983 1385 598 528 488 1355 1347 1270 77 1238 414 74 47 60 1215 89 83 2328 1193 1156 1126 1093 1060 745 53
is_linear=0
shrinkage=0.0500028


Tree=606
num_leaves=31
num_cat=0
split_feature=17 0 16 19 18 13 6 19 13 8 10 13 2 10 2 8 19 7 2 3 8 17 7 18 3 17 4 8 10 7
split_gain=0.258513 1.85272 1.54555 1.1115 1.0224 1.56557 1.15632 1.06437 1.25161 1.83481 1.19281 1.17291 1.01548 0.985174 0.97481 0.792553 0.778937 0.755376 0.638997 0.626454 0.964294 0.531417 0.872006 0.642028 0.787497 0.499021 1.05607 2.1983 1.29726 2.75826
threshold=201.39543491635001 86.692020874450009 22.644947046300004 14.651182102100002 14.380989918050002 115.13321943645001 16.425383776450001 14.451165964200003 112.67059178900001 8.543332867800002 68.846035804500005 108.34217419895002 325.13486840910008 74.927328095600004 309.04644204820005 1.7486353823000003 12.250988447150002 26.926064179150003 337.25756644740005 81.93344998355002 8.0437227585500022 240.41195881570002 25.290974689350005 16.693547963350003 78.965392207550011 194.75204781875001 195.04069921150003 8.0437227585500022 62.041548276350007 23.781511574300001
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=12 -2 3 4 5 -3 -7 8 9 10 -6 15 14 -14 25 -12 17 -17 -15 20 21 22 -18 -24 -25 -1 27 -27 -28 -30
right_child=1 2 -4 -5 7 6 -8 -9 -10 -11 11 -13 13 18 -16 16 19 -19 -20 -21 -22 -23 23 24 -26 26 28 -29 29 -31
leaf_value=-0.00042366649482175291 -0.064433693894925564 -0.057750053579899034 0.038200479204132505 0.037206443720262147 -0.065376671192649852 -0.031376315030188687 0.019211260747298422 -0.045980213624110526 0.031701656655180654 -0.062432946915355982 -0.053129382265560299 0.029186778180965562 -0.05757072103720616 -0.05467811831134687 0.033507669315194007 0.048185698477594054 0.021833564404663938 -0.024252794461250182 0.022434959335600878 0.0051324606436586734 -0.048656050498473727 0.020914454311942984 -0.056120852793067097 -0.040138775286553026 0.036702293422894765 -0.038314670997789076 0.018077446258485039 0.026056562473171594 -0.032741255479179734 0.0051741828779351025
leaf_weight=122.56233606935712 1.2968155607668439 2.3894763714633873 2.5186811648309222 1.7024262621998776 0.72624446079136262 2.4744531959295273 2.4176857601851225 1.3827749623451371 3.1422367189079514 1.3368504869868036 0.81335585554189194 3.6881878059357396 1.5476521519049122 0.39729588678164862 2.5912999659776679 1.519468186656016 1.2275845436379302 0.52393227051652491 1.0852079907417644 8.5126917493180354 1.8024026006460188 1.5570309817558152 1.3783402708359065 0.82906522287521489 0.63927725329995155 1.634820302017032 9.1680765426717681 11.793745608069001 6.9829927297541898 20.253654512562207
leaf_count=2563 34 34 33 13 13 35 24 31 39 38 209 34 111 34 93 28 14 139 62 98 69 66 63 56 10 41 83 155 76 335
internal_value=0.000454904 -0.00322266 -0.00126664 -0.0038782 -0.00580178 -0.0232345 -0.00637603 -0.00143655 0.000787318 -0.0031688 0.000243587 0.00236246 0.00132006 -0.0285385 0.0018371 -0.00289906 -0.000628038 0.0296123 0.00176944 -0.00450309 -0.0155372 -0.00493693 -0.0148164 -0.030621 -0.00668422 0.00136106 0.0057505 0.0182199 0.00115094 -0.00454666
internal_weight=219.896 41.879 40.5822 38.0635 36.3611 7.28162 4.89214 29.0794 27.6967 24.5544 23.2176 22.4913 178.017 3.03016 174.987 18.8031 17.9898 2.0434 1.4825 15.9464 7.4337 5.6313 4.07427 2.84668 1.46834 172.396 49.8333 13.4286 36.4047 27.2366
internal_count=4633 1080 1046 1013 1000 93 59 907 876 837 799 786 3553 207 3346 752 543 167 96 376 278 209 143 129 66 3253 690 196 494 411
is_linear=0
shrinkage=0.0520229


Tree=607
num_leaves=31
num_cat=0
split_feature=4 16 16 4 19 5 19 2 7 7 15 17 17 9 0 3 15 3 15 5 18 16 5 5 15 16 9 15 9 12
split_gain=0.242723 0.928467 0.635723 1.5114 0.802709 0.669193 0.669086 0.626666 0.770588 1.56132 1.26476 1.05611 1.44204 1.94013 0.992975 0.903865 0.850141 1.34487 0.95961 0.791177 0.772613 2.56716 1.47986 1.36331 2.86306 2.85258 2.75456 1.88364 1.34299 1.33326
threshold=240.79927845295001 12.604970524100002 22.674946976100003 257.19770387215004 14.651182102100002 24.082771358500001 14.451165964200003 146.87900114440004 22.093462376800005 20.797746106000002 23.180824130700003 182.02915412410002 183.58889821140002 191.61296531520003 75.381677519650012 112.7969493211 38.992510055900006 93.636308225400015 18.581945927850004 18.160071980500003 13.304953393500002 22.604947139800004 21.612734424500001 20.093158056800004 31.264641197600003 22.454947490600002 200.15236065845002 31.028113015250003 196.40176798710004 97.388883832800005
decision_type=2 2 2 2 2 2 2 2 2 2 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 -5 -7 8 9 10 -3 19 13 -13 15 -12 18 -18 -14 -10 -20 22 23 24 27 -25 -26 28 29 -22
right_child=2 7 3 5 -6 6 -8 -9 11 -11 14 12 16 -15 -16 -17 17 -19 20 -21 21 -23 -24 25 26 -27 -28 -29 -30 -31
leaf_value=-0.050626505152527229 -0.0032590171467722314 -0.05220218054969452 -0.038507473331331366 0.034866166414508286 0.021083270374606441 0.023717221257665087 -0.024995714607820199 0.017761662800889113 0.0075163618425441673 -0.028192648064293929 -0.052110283418670265 0.00039837921772973005 0.040983188089300716 -0.072047119744520244 0.031673278822550638 0.041295810732870808 0.043303391473219939 0.0041313458061507527 0.0088575920163316921 0.035281871206730805 -0.05594809605956199 -0.061019927607477722 -0.050709575340446997 0.045415795412527528 -0.064313115578867458 -0.0079521441456915243 -0.0032427408509517288 0.052941121910599097 0.0045384397071065409 -0.0057626180204258196
leaf_weight=0.80134832277690193 93.073870069238183 0.7072170572646409 1.1953972107730795 3.7763750655576587 3.3735398047137997 1.6064256139798092 1.1719592532026579 5.9868464750034027 6.986966109601779 5.8415899858227931 0.75856761718750909 2.1931554297916587 1.3804315192392085 1.4932271037250755 3.3649758052779362 0.3705993453040719 2.9881640002131444 7.1367904999060556 16.82528963079676 3.8118737358599901 1.8465064829797508 1.7833470702171315 1.4100188314914692 4.4772406853735429 3.3490158487111321 5.2052563913166523 3.7762963995337486 1.6770664006471623 25.272101822076365 4.0901152447331697
leaf_count=282 2447 117 16 49 30 28 39 70 50 162 194 21 29 37 66 6 21 58 147 26 33 13 13 88 62 23 84 12 301 109
internal_value=0.000386406 0.00195444 -0.00132212 0.0121858 -0.00240757 0.0214308 0.00316946 0.0023282 0.00146262 -0.010799 0.00873552 0.00287746 0.00104088 -0.0289468 0.0183249 -0.0214538 0.00240199 0.0156921 0.000509216 0.0173173 -0.000292243 -0.00320314 -0.00118553 0.00021968 -0.00377465 0.0167255 -0.0319468 0.00232938 -0.000390352 -0.0213721
internal_weight=217.732 113.534 104.198 7.75016 96.4474 6.55476 2.77838 112.733 106.746 11.0429 5.20136 95.7029 84.904 3.68638 4.49414 1.12917 81.2176 10.125 71.0927 10.7988 69.7123 52.887 51.1036 49.6936 40.0111 9.6825 7.12531 32.8858 31.2087 5.93662
internal_count=4633 2024 2609 132 2477 116 67 1742 1672 545 383 1127 1051 58 266 200 993 79 914 76 885 738 725 712 601 111 146 455 443 142
is_linear=0
shrinkage=0.0490223


Tree=608
num_leaves=31
num_cat=0
split_feature=16 15 18 15 16 12 16 6 13 2 12 2 4 16 3 4 12 7 5 5 8 7 10 18 12 5 15 14 16 0
split_gain=1.58169 2.04025 2.0916 2.02839 1.81582 1.98635 1.40055 2.24317 1.71924 1.36792 1.29315 1.53527 1.67267 1.20524 1.16643 1.1349 2.18554 1.55916 2.23743 1.91124 1.90281 1.80259 1.07329 1.90203 1.62274 1.86779 1.05062 1.24292 1.20887 2.05341
threshold=18.594956516900002 28.444110612900001 14.032563378150002 28.298162031900002 16.094962363000004 104.24845815275002 15.404963976500001 13.005303866850001 97.873318238950006 189.32640726775003 82.088033630950022 82.092636011950006 191.03149642590003 16.499961415900003 84.737511813600022 309.25865594525004 249.73381652755003 23.131311951800004 31.373072367600006 21.363989181350004 8.6432548896500023 25.290974689350005 70.348883899450016 16.922055371600006 108.57174425965 18.331716563250001 44.483611103700007 294.24435983075006 22.794946695500006 85.866664228400012
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 3 14 4 6 -6 10 8 -8 -9 -1 -12 -13 -7 -3 26 -17 18 -18 21 -21 -19 -15 24 -24 -26 27 -2 29 -28
right_child=15 2 -4 -5 5 13 7 9 -10 -11 11 12 -14 22 -16 16 17 19 -20 20 -22 -23 23 -25 25 -27 28 -29 -30 -31
leaf_value=-0.0025976860851404139 0.00030841610567315848 0.0023254022923079936 -0.0018284132830144813 0.0022182182869766309 -0.0022525542459731489 -0.0016004772685704598 0.00091028198220663133 0.00054174529886585486 -0.0021491107875938531 0.0019089697244949395 0.00094134996742886116 -0.0024129449155289992 -6.7847487973263308e-05 0.00085330196960786654 -0.0008030358126872117 -0.0020917797950124068 -0.0025627388917897394 -0.0020916269493328043 0.00050401457882063867 0.00074676365507610339 -0.0011059613922662288 0.00025625072204256817 0.001199335015205451 0.00096578342614070162 -0.0021055459207111171 0.0010480648866264964 -0.0020026044482078522 0.0011150111998232837 0.0011629361024871568 5.5069343395713229e-05
leaf_weight=0.72195267479400982 143.76380938780494 0.8173554241657246 4.4662441306281835 1.5138502700719971 2.3160702484310596 2.2882255166769019 1.1329296594485634 8.5643817640375328 1.6932506202720103 3.952063336968421 5.5727348435902959 1.1568352284375567 39.539889666928502 3.2949300547479643 0.95499441458377987 1.9151299241930271 1.9120908847544371 2.2919651605188873 1.6273246912751345 15.727294258307667 2.3552639968693247 2.5559387467801571 0.97032843111082723 2.4505144571885467 3.8210547898197547 0.84804949723184098 2.6354568612296116 7.4243802302516988 1.733292058110236 5.6010612985119224
leaf_count=38 1126 2 248 7 120 130 30 51 44 34 118 99 1467 204 38 87 51 29 47 149 53 32 6 50 198 8 76 43 12 36
internal_value=0.000147606 -6.84913e-05 -0.00112723 1.42406e-05 -2.83585e-05 -0.000606281 0.000119883 0.000624169 -0.000922693 0.000973446 -4.47651e-05 -4.93129e-06 -0.000134509 -0.000327421 0.000639707 0.000245741 -0.000108693 3.47856e-05 -0.00115273 0.000218084 0.000505445 -0.000853766 -7.15519e-05 -0.000448233 -0.00106267 -0.00153276 0.000308168 0.000348025 -0.000296257 -0.000603329
internal_weight=275.619 86.0757 6.23859 79.8371 78.3232 15.9892 62.334 15.3426 2.82618 12.5164 46.9914 46.2695 40.6967 13.6731 1.77235 189.543 28.385 26.4699 3.53942 22.9305 18.0826 4.8479 11.3849 8.08995 5.63943 4.6691 161.158 151.188 9.96981 8.23652
internal_count=4633 2892 288 2604 2597 716 1881 159 74 85 1722 1684 1566 596 40 1741 448 361 98 263 202 61 466 262 212 206 1293 1169 124 112
is_linear=0
shrinkage=0.00192234


Tree=609
num_leaves=31
num_cat=0
split_feature=10 5 10 7 18 5 19 7 13 8 16 0 16 18 18 18 4 7 4 7 2 14 12 19 8 8 17 12 4 4
split_gain=0.297854 0.319329 1.14707 0.799896 1.70082 0.876219 0.944239 0.493753 1.22034 0.574618 0.51474 0.779593 0.57636 0.491364 0.904379 0.548656 0.442489 1.21224 0.92458 0.71648 0.7078 0.693746 0.791631 1.37087 0.570268 0.810882 0.755872 0.70212 0.632092 1.20536
threshold=54.884872733100003 29.110986871100003 57.027573863050009 21.698399695800003 11.939817493900003 30.922794813800003 13.451085274650001 19.729453620400005 118.84598011460001 5.1459841250500009 22.834946602000002 84.226704768850013 22.764946765650006 12.678381831100001 12.722397935550001 12.816643511250001 158.18845385165005 23.695207782600004 158.74242509745002 22.398098708400003 69.881082014850008 159.50774844380001 91.208648993800026 12.651020723000002 8.8430989333000021 8.7431769115000026 196.58703564235003 186.40370309910003 161.08698257945002 162.32075757215003
decision_type=2 2 2 2 2 2 2 2 2 2 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 9 10 -4 11 -9 13 -13 -15 -16 17 -17 19 -18 -21 -20 23 -23 25 28 -26 -28 -24 -30
right_child=1 3 7 -5 -6 6 -8 8 -10 -11 -12 12 -14 14 15 16 18 -19 21 20 -22 22 24 -25 26 -27 27 -29 29 -31
leaf_value=-0.05267847237938663 -0.057796146839367353 0.049545378423594862 0.006916545088530208 0.054193442019238883 -0.046173190783244666 -0.030381948758791345 0.041950343630704927 -0.03383436937091297 -0.057109245979599398 0.054766234249844205 0.029088543863439325 -0.03235646517922415 0.032910927976642211 0.048813405451491799 -0.033245376404782305 0.019747322216495632 -0.064764556149980099 -0.017230659259128416 0.03634750540026839 -0.052833709935434119 0.024107967812428955 0.0027016628125673221 -0.039272069039955899 -0.074942316125776287 -0.039454308333044454 0.019558525225237863 0.022657748007020587 -0.026457673210003373 0.048309975482259619 -1.9773742071247519e-06
leaf_weight=0.28517722559627046 0.91947247693315048 1.6953557845554308 2.4679753027157854 1.02425033604959 1.3523958785808643 1.2078258283436301 0.82005859282799054 1.8099514914356394 1.0037600528448809 0.93712900951504696 1.6778939627110947 1.2451011522207398 1.4705416001379479 1.0399364272598166 1.3207820567622537 9.0498886255081725 1.0431644767522805 3.2649452440673477 1.4240855500102032 0.54636951535940148 0.79352294653654099 1.5128065699100255 1.0935280360281456 1.037454471515957 2.2401652748812912 6.0374480355530968 1.7092467334005053 1.4610128439962862 1.4096914157271374 163.53305913229269
leaf_count=137 89 18 79 13 83 35 15 252 53 13 14 21 14 6 29 84 13 29 8 64 3 36 13 23 36 49 22 21 6 3355
internal_value=0.000453093 0.000523192 0.000182441 0.0122569 0.00379425 0.021944 -0.00113141 0.000437353 0.000112143 0.0200854 0.000392704 0.000155569 0.000461285 0.000222408 0.000426743 0.000171934 0.000396943 0.00994361 -0.000242551 -0.0324359 -0.00726663 0.000180237 -0.000105849 -0.0288842 0.000307666 0.000830558 -0.0163225 2.2926e-05 0.000149568 0.000410923
internal_weight=216.434 216.149 210.049 6.09989 5.07564 3.72324 2.02788 209.129 205.724 3.4051 204.721 203.043 201.233 199.762 198.517 197.477 196.156 12.3148 183.842 2.38306 1.33989 181.458 180.034 2.55026 177.484 172.074 5.41042 3.17026 166.036 164.943
internal_count=4633 4496 4332 164 151 68 50 4243 4151 92 4098 4084 3832 3818 3797 3791 3762 113 3649 80 67 3569 3561 59 3502 3423 79 43 3374 3361
is_linear=0
shrinkage=0.0520229


Tree=610
num_leaves=31
num_cat=0
split_feature=10 18 18 5 13 7 18 2 10 16 13 16 17 13 9 13 13 6 18 7 5 15 5 15 15 13 19 5 16 3
split_gain=0.268737 0.287796 0.378592 0.308125 1.57258 0.595161 0.88729 0.561573 0.730316 0.516134 0.774366 0.534769 0.501447 0.416852 0.38003 0.372847 0.51801 1.6764 0.787548 0.973784 0.707576 0.998469 0.84295 0.906396 0.682251 0.817209 1.09942 1.59252 0.784007 0.65117
threshold=54.884872733100003 11.207537862500002 11.518310419050001 30.133297129900004 118.84598011460001 21.698399695800003 11.939817493900003 181.47666917450002 55.887667615750004 22.834946602000002 117.97223122220002 22.724946859200003 162.04221493815001 117.76521994615001 38.283670303850009 117.69263157665002 117.61735474900001 16.525386113000007 12.933745112000002 22.502236473750006 21.950234501100002 41.54912092575001 23.636018850950002 49.024931650700005 46.674706678850008 117.55283175385001 14.351157895250003 22.958759589950002 22.534947303500005 93.292185584700022
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=-1 -2 -3 4 9 6 7 -5 -9 10 11 12 14 15 -4 16 24 18 -18 -20 -21 -22 -23 -24 25 -14 27 -27 -26 -28
right_child=1 2 3 5 -6 -7 -8 8 -10 -11 -12 -13 13 -15 -16 -17 17 -19 19 20 21 22 23 -25 28 26 29 -29 -30 -31
leaf_value=-0.050572795254054718 0.026631385278283227 -0.036932265822062049 0.02742407310492713 0.052557597763736606 -0.053807123974207331 0.051983458508549706 -0.037488971749590413 -0.033365453377550196 0.03488127172209135 0.027836303137821143 -0.03887550658990848 0.021062747589900982 0.00013679363468499717 -0.030616383240625503 -0.052152006572090411 0.013432619636160034 0.032173528369361729 -0.038317338334023079 -0.036248743972852743 0.029308624340375324 -0.032608488498186067 0.028870752072454261 -0.036933714815106308 0.017978691078667727 0.0063462552603974157 -0.042602740909312799 0.032057138886863061 0.013828872978732381 -0.053267182622254355 0.0099454713568164731
leaf_weight=0.25833011453869303 1.0452716758009035 0.67958275426644732 0.1875345901644313 0.86819718661718059 1.3403829894959916 0.82352281623752777 0.91366039367858309 0.74696612218394853 0.82509346702136099 1.7162055522203434 1.2538171496707935 3.1263009500689796 155.2009370755477 1.0780509710311879 0.75074116391624557 5.4719936475157729 1.669196724891665 3.6223978505004188 2.0056413027923545 1.9089231323450784 2.2630022689700127 2.4236605428159237 1.5757032588589939 1.436936932033859 1.0014120782725506 2.0761302914470461 5.3188724666833869 3.143508767709136 1.2279909724311435 8.905199430882929
leaf_count=137 14 29 35 8 94 11 41 37 11 16 29 29 3412 12 248 34 8 36 32 8 23 13 19 23 10 26 38 29 99 72
internal_value=0.00039653 0.000457884 0.000329778 0.00044873 0.00017959 0.0138949 0.00454263 0.0202798 0.00245375 0.000528555 0.000300662 0.000540981 0.000222216 0.000393025 -0.036247 0.000560802 0.000197324 -0.00816501 5.77706e-05 -0.00455805 0.00205713 -0.00469945 0.00691841 -0.0107422 0.000996589 0.00134746 0.0110111 -0.00861701 -0.0264898 0.0182138
internal_weight=214.865 214.607 213.562 212.882 208.705 4.17744 3.35392 2.44026 1.57206 207.364 205.648 204.394 201.268 200.33 0.938276 199.252 193.78 16.9055 13.2831 11.6139 9.60823 7.6993 5.4363 3.01264 176.874 174.645 19.4437 5.21964 2.2294 14.2241
internal_count=4633 4496 4482 4453 4345 108 97 56 48 4251 4235 4206 4177 3894 283 3882 3848 162 126 118 86 78 55 42 3686 3577 165 55 109 110
is_linear=0
shrinkage=0.0500028


Tree=611
num_leaves=31
num_cat=0
split_feature=10 7 7 12 8 8 10 0 18 18 4 15 0 17 17 6 6 16 19 0 8 16 16 7 13 9 9 8 9 7
split_gain=0.242528 0.265695 0.700377 0.932148 0.801896 0.880452 0.766886 0.64669 0.639953 1.27097 0.76398 0.634161 0.568714 0.56284 0.400916 0.508902 0.44972 0.673849 0.384933 0.471479 0.518291 0.454971 0.665996 0.748766 0.533202 0.397542 0.929637 1.0254 1.01885 0.793448
threshold=54.884872733100003 20.714163848350005 21.698399695800003 219.88098848225005 9.5425530862500008 9.1428649988500013 73.007768990450018 87.028078140750011 14.170404054850001 13.328768336950002 376.61861354110005 27.220712026400005 86.420486603250012 180.67147619190004 171.19957438235002 10.715250360100002 15.635365317800002 19.224955043700003 10.250827068050002 113.82394032690001 1.3489472949000001 9.7049773055000017 12.504970757900002 23.883283491600004 86.038725548750008 186.70853236170004 185.98753508445003 8.3434888241000014 185.00606802455005 23.109894804950002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=-1 8 3 11 5 18 12 -7 9 10 14 -3 -5 -13 16 -16 -2 -18 19 -4 -21 -20 23 24 -23 26 27 28 -24 -27
right_child=1 2 4 6 -6 7 -8 -9 -10 -11 -12 13 -14 -15 15 -17 17 -19 21 20 -22 22 25 -25 -26 29 -28 -29 -30 -31
leaf_value=-0.046671222940546875 0.024964200944379806 -0.052162910779362852 -0.048422646659412955 0.019751743881565854 0.02899393584356804 -0.055087352372354403 0.034920028461005011 -0.0038517636089330769 0.041387371050823962 -0.052032686839071404 -0.048561590646623132 -0.037998663701847402 -0.049041022625243111 0.0046560472478488794 -0.014335428470111496 0.033027618551087191 -0.048042243412505126 0.004294462009409329 0.022748833304136268 -0.047260360399313195 0.024462305733087622 0.039629607394590642 0.0044357958198278195 -0.047287204461940305 -0.021812079870507359 -0.0064152508002500259 0.030799610775584938 0.046666229884831559 -0.027395396554997623 0.0016188935339911342
leaf_weight=0.23398549251942213 1.5082893670769353 1.4853683584369708 0.75986010197811882 0.44890622529783308 2.0852310989284879 1.054105362389236 1.1658275481313465 1.0487140594050286 1.0691805245587591 0.80013144301483485 0.46957219325122501 1.1984415046172219 0.59814737283159047 1.469704248011112 0.58976226672530208 2.7022782682906836 0.64047332140035029 2.9110628154594451 1.9792468104278658 0.3244891983049456 0.63722639908519341 0.49987992201931708 18.2045820268395 1.3119602836959527 0.75912916006927844 32.997554741989006 2.9084514984861007 1.0895312461070705 2.4325411713216445 127.93306633719476
leaf_count=137 38 147 175 18 29 32 14 15 23 36 50 31 29 12 8 156 145 47 130 189 108 9 534 345 39 337 41 20 28 1711
internal_value=0.000333524 0.00038514 1.02377e-05 -0.0150688 0.000499964 0.000193599 0.0091481 -0.0295352 0.0074826 0.00371499 0.00877148 -0.0279708 -0.0195473 -0.014503 0.011995 0.0245426 0.00383114 -0.00514378 0.00051947 -0.0212258 0.000262604 0.000716383 0.000484596 -0.0228657 0.00258287 0.000808109 0.00627295 0.00298968 0.000683786 -2.84444e-05
internal_weight=213.317 213.083 202.392 6.3664 196.026 193.94 2.21288 2.10282 10.6908 9.62157 8.82144 4.15351 1.04705 2.66815 8.35187 3.29204 5.05983 3.55154 191.838 1.72158 0.961716 190.116 188.137 2.57097 1.25901 185.566 24.6351 21.7267 20.6371 160.931
internal_count=4633 4496 3993 251 3742 3713 61 47 503 480 444 190 47 43 394 164 230 192 3666 472 297 3194 3064 393 48 2671 623 582 562 2048
is_linear=0
shrinkage=0.0461948


Tree=612
num_leaves=31
num_cat=0
split_feature=17 0 16 14 2 5 4 18 18 5 19 16 10 16 7 8 0 0 6 2 18 5 16 9 9 6 15 5 7 6
split_gain=0.246574 1.58936 1.23665 0.857272 0.807422 0.926667 0.809986 0.732446 1.58772 0.740817 0.660473 0.697191 1.86653 0.878015 1.20951 0.811335 1.06639 0.599833 0.625146 0.583637 0.560755 0.889287 0.829055 1.06708 0.627594 0.491482 1.62969 1.49116 0.998971 2.20109
threshold=201.39543491635001 86.692020874450009 22.654947022900004 162.62753922915002 325.13486840910008 21.191508333600002 395.41070928875007 13.988302431200003 14.122113655700002 7.754880527600001 12.250988447150002 18.684956306450005 75.981203682750007 17.684958644900004 25.290974689350005 7.3442686056500008 97.789976036950009 100.69082235970002 5.0851188130000002 337.25756644740005 15.015859748200002 19.221712148250003 20.719951547750004 207.40106631805003 205.22231928645002 14.845346859150002 37.050691080100002 17.640922824350003 23.960918281000001 15.345358541850002
decision_type=2 2 2 2 2 2 2 2 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 6 19 25 -5 -9 -10 17 12 -12 14 -14 -16 -17 -11 -19 -6 21 -13 -23 24 -24 26 -1 -27 29 -29
right_child=1 2 -4 7 5 -7 -8 8 9 10 11 20 13 -15 15 16 -18 18 -20 -21 -22 22 23 -25 -26 27 -28 28 -30 -31
leaf_value=-0.0017362044481981406 -0.071546102299766171 -0.066970021779854116 0.050579410694945377 0.028216157249208718 -0.060893811279489271 -0.064815335103714095 0.030513438282551059 -0.065446716907863467 -0.059598628507994467 0.057330416129476557 -0.059212074550932109 -0.047300156229785943 0.036821829171459541 0.054715953735482985 0.016168894282273548 0.035690984404515853 -0.058091902702791881 0.053910049188988618 -0.05974780488745516 0.025181056915132498 0.012493875244494341 0.025023568624911556 -0.011449239208433156 -0.041464066820710917 0.039024923353649814 0.053517056154994878 -0.071306178379707111 -0.048483712566514944 0.017925174941731247 0.002162809376225365
leaf_weight=54.205740402292577 1.1530611677590048 0.72394137643277545 1.4905850812792767 2.4705111160874358 0.36397750129981377 1.3486811428665531 3.3192183059145455 1.420853093266486 0.75371858716243778 1.2165091726928938 2.5354965197620931 1.5705333175137663 1.4830239191651342 0.87466284120455373 1.1686150494497267 0.50433300714939866 2.3803790799574926 0.28911252599209536 0.39038733043707907 1.0514970994845496 10.462107263505457 3.1051882724277657 2.139229798689485 2.5067419009283185 1.3981588371098039 2.0120894983410826 1.180897983140311 3.042233433952787 12.889457950601352 92.440465335886984
leaf_count=1553 34 15 26 14 37 98 195 22 248 15 116 26 10 22 49 6 138 5 121 72 82 41 34 38 18 11 58 56 106 1367
internal_value=0.000379648 -0.00376093 -0.00175084 -0.00383684 0.00134428 -0.0300639 0.00185772 -0.00259044 -0.00481589 -0.00218769 -0.000836486 -0.00294712 -0.0166603 0.000168502 -0.0084492 -0.0250129 -0.0416959 0.0327025 -0.0113888 0.00304762 0.00284485 -0.00657218 0.000419011 -0.0122216 0.00850076 0.00128395 -0.00321951 0.00354361 0.00261578 0.000549129
internal_weight=211.891 40.0371 38.8841 37.3935 171.854 2.76416 169.09 36.6696 34.1991 32.7782 32.0245 30.1285 8.94651 6.41101 5.53635 4.05333 2.88471 1.89601 0.6795 1.41547 21.182 10.7199 9.14932 6.04413 3.53739 165.771 55.3866 110.384 108.372 95.4827
internal_count=4633 1080 1046 1020 3553 207 3346 1005 991 969 721 580 341 225 203 193 144 141 126 109 239 157 131 90 52 3151 1611 1540 1529 1423
is_linear=0
shrinkage=0.0585862


Tree=613
num_leaves=31
num_cat=0
split_feature=6 0 10 15 0 6 13 6 7 9 18 4 5 3 17 9 16 7 10 0 17 7 19 18 9 9 18 0 0 7
split_gain=1.52518 2.01892 2.3199 2.3297 1.6463 1.49326 2.43938 1.46948 1.96086 1.44336 1.45211 1.37648 3.41563 2.30104 1.37126 1.98242 1.27912 1.4374 2.18698 2.18225 1.27482 2.41435 3.22502 1.45638 1.29346 1.54599 1.23996 1.36737 1.393 1.15999
threshold=14.825346391850003 95.44832900530001 70.128430332750014 16.701926737050005 86.345209775600011 16.375382608200002 117.39690118230001 13.345311811050001 19.773504439000003 194.03220695150003 11.890615410500002 239.38000160390004 22.458857822500004 93.345954747300013 188.70679832985002 190.36745536595001 18.764956119400004 24.040556609400003 74.927328095600004 96.324766355850002 191.20566072810004 23.209106085000005 14.451165964200003 13.154691941050002 193.00469145105004 194.45262321395003 13.055593598800002 85.683849075550015 85.562868459650019 23.050081659550006
decision_type=2 2 2 2 2 2 2 2 2 2 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 9 8 -1 10 -2 13 -13 -7 26 -16 17 -3 19 -19 23 22 -22 -6 -23 -26 27 28 -15 -14
right_child=4 16 3 -5 20 11 -8 -9 -10 -11 -12 12 29 14 15 -17 -18 18 -20 -21 21 24 -24 -25 25 -27 -28 -29 -30 -31
leaf_value=0.0012139582658103275 0.0010703651236345152 0.00053561420957362192 0.0010611403489967672 -0.0015364663449168661 0.00017035472017288959 -0.0022126053415809526 -0.0023581325322680315 0.00033577628952045202 -0.0015364255352311169 0.0021362336962167687 -0.0021805212410981674 -0.0027158415027190934 -0.00053081770037699246 3.5523248229374168e-05 0.0016774076784648131 0.00018115737903758852 0.00069622852968778009 -0.00010986429753735918 1.8308976116478288e-06 -0.0023322648531482705 -0.0018681773922876225 -0.00058261656133458287 0.00033919668914001019 0.0011849255766568187 0.0017034332084558609 0.00042455233445975695 -0.0012224308582201207 0.00082982181934243299 -0.0026165877520387352 0.00028610438299427168
leaf_weight=1.2542001157999099 0.93223563884384919 14.87247654609382 1.474407136614899 9.4761234869947639 8.2744042165577429 1.2598643526434887 2.4629431846551597 11.517956437310202 4.0546487653627992 0.98036128282546986 1.1151260315382385 1.8834231048822427 10.643283779660125 11.426322060113311 6.551635801792143 6.5373865123838186 11.492918180301784 3.3861060645431271 49.17253495316254 3.1531717111356556 4.2139369016513211 4.3031806107610455 5.8295778930187225 14.202932406216858 3.7488182038068762 51.200442669913173 2.1880447882576837 9.7977940216660482 0.78194040060043413 16.199773479020223
leaf_count=8 11 229 24 411 49 10 51 172 106 4 57 18 282 382 51 41 53 43 1597 77 39 29 36 82 73 401 89 43 8 157
internal_value=0.000125303 -5.00959e-05 -0.000498063 -0.00118672 0.000242411 2.64536e-05 -0.00093748 -4.99003e-05 -0.000886655 0.00021817 -0.000700279 0.000105132 -0.000213388 0.000342528 0.000428871 0.000930097 0.000101509 4.67379e-06 -0.000137063 -0.00118148 0.000413628 0.000284591 -0.000586947 0.00081144 0.00043232 0.000511802 0.000157707 0.000294933 -0.000134345 -3.78056e-05
internal_weight=274.388 109.855 27.7773 10.9505 164.533 72.7601 5.49067 16.8268 5.30885 3.02772 2.04736 67.2695 28.7265 38.543 37.2831 13.089 82.0772 70.5843 55.7118 6.53928 91.7733 69.296 10.0435 22.4773 59.2524 54.9493 24.1941 22.0061 12.2083 26.8431
internal_count=4633 2720 721 435 1913 1204 123 286 114 72 68 1081 457 624 614 92 1999 1946 1717 120 709 578 75 131 503 474 522 433 390 439
is_linear=0
shrinkage=0.00192234


Tree=614
num_leaves=31
num_cat=0
split_feature=17 9 18 18 12 8 8 7 7 0 17 8 16 13 9 17 13 17 10 13 0 15 9 7 18 16 0 0 16 16
split_gain=0.270835 0.314226 0.287094 0.33718 0.305515 0.422677 0.972204 0.698743 0.6444 0.539153 0.889125 0.478527 0.591999 0.883671 0.447201 1.30226 2.74425 1.17069 1.142 1.52415 1.49247 0.802484 1.0415 0.672048 0.62854 0.486383 1.13696 0.843383 0.763608 0.691688
threshold=158.19986339130003 43.730860148300003 11.207537862500002 11.518310419050001 58.770113158150004 8.8430989333000021 9.5425530862500008 21.698399695800003 20.714163848350005 87.525442894850016 189.31980273685002 8.7431769115000026 22.834946602000002 117.97223122220002 207.40106631805003 196.39284362915004 99.534785363600022 203.09927826650002 62.425997789000007 113.0174028878 96.741477366050006 35.293770423450006 212.49340169810003 24.581118242250003 15.181887866850001 17.684958644900004 97.789976036950009 97.722764583650005 14.35496643185 13.854967601050001
decision_type=2 2 2 2 2 2 2 2 2 2 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 11 9 8 -8 10 -7 12 13 14 -6 16 -16 21 -19 20 -20 24 23 -23 -17 26 -22 -27 29 -28
right_child=2 -3 3 4 5 6 7 -9 -10 -11 -12 -13 -14 -15 15 17 -18 18 19 -21 25 22 -24 -25 -26 27 28 -29 -30 -31
leaf_value=0.029790535803821953 0.031523489725973096 -0.061710264713199035 -0.040099246754389604 0.031313376247066649 0.0015920861678126441 -0.008072305769883192 0.026545264280990015 0.034520290702463645 -0.066228199889304104 -0.0042059586413050873 -0.064842369624140916 0.014998034165827991 0.035795938562326587 -0.045429143178697388 0.018648881650936373 0.043080831459873167 -0.054393726991120481 -0.072981928715906585 -0.065772401493271154 0.032987095563462174 0.043389122385082475 -0.0023434362311162728 0.025343023093016611 -0.071197459941754027 0.0084488277298509287 -0.018533612965690699 -0.058973599235260098 0.040387359933839455 -0.062588265292255613 0.050164473742747538
leaf_weight=0.16918790769704983 0.98051356458745331 0.46172069210297195 0.67698237049626087 1.0563321318477381 158.42406459005178 1.6816739914938792 0.45091936702374402 2.0136200683191419 0.54618497082265094 2.5005926927551627 1.9838470779359338 7.6402376934420309 1.5408559069037426 1.3990951171144832 2.7020656210370388 3.5292674791999179 4.5617142167175189 0.9264753982424726 1.734142062603494 2.4722652579657725 0.68879183381795916 0.93034084513783477 1.6807459853589533 0.94036084850085899 3.3891413128585555 1.6506186397746208 0.32181385162402909 1.5578556647524235 1.6400513243861494 0.47339711827225983
leaf_count=32 56 218 58 11 3200 32 22 29 23 34 47 72 17 75 70 25 113 21 57 43 6 6 14 36 58 13 104 31 104 6
internal_value=0.000403323 -0.0371729 0.000516164 0.000370773 0.000502216 0.000345273 -0.0117058 0.0150488 -0.0242734 -0.0247692 -0.0387973 0.000903238 0.000338136 4.90943e-05 0.000388223 -0.00614353 -0.0272225 0.000836689 -0.0118433 -0.00646866 -0.018561 0.0147224 -0.00747197 -0.0369548 0.0261155 -0.00563234 -0.0217643 0.0100751 -0.0401923 0.0059974
internal_weight=210.725 0.630909 210.094 209.113 208.436 207.38 9.17684 3.01072 0.997104 6.16611 3.66552 198.203 190.563 189.022 187.623 29.199 7.26378 21.9353 11.4654 10.5389 8.06667 10.4699 3.55145 1.8707 6.91841 6.33253 3.12405 3.20847 2.43526 0.795211
internal_count=4633 250 4383 4327 4269 4258 187 74 45 113 79 4071 3999 3982 3907 707 183 524 385 364 321 139 56 42 83 264 220 44 214 110
is_linear=0
shrinkage=0.0574375


Tree=615
num_leaves=31
num_cat=0
split_feature=13 8 18 7 0 8 5 18 19 10 13 16 10 0 5 15 16 5 13 3 6 9 5 16 19 16 16 15 16 2
split_gain=1.44363 1.08549 0.990513 1.0831 0.973644 0.979328 1.17661 1.20582 0.940799 0.787325 0.765377 2.36386 2.12464 1.38626 1.24094 1.20411 0.961633 2.9025 1.37463 1.10271 1.55079 1.37348 1.98488 1.20151 0.869719 1.49895 1.86087 0.991154 2.32537 3.5992
threshold=95.937628385050019 2.9476996444500005 14.693728290050002 21.698399695800003 104.03526427400001 2.0484014478500003 5.3654262215500008 16.435318745950003 10.350835137000002 90.679004281900021 115.13321943645001 21.074950717600004 62.907231794400012 88.350799540950007 19.897785533950003 42.076928760450009 22.494947397000004 21.438877744300004 117.28936285705002 92.238309997550019 16.355382140900002 190.90230715925003 22.217208590350001 22.624947093000003 14.451165964200003 20.394952307700002 20.034953149600003 28.579157549250002 18.684956306450005 90.828344481500011
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 -1 -4 -5 6 7 -6 9 -9 11 15 14 -14 -12 24 17 -16 -18 23 21 -21 -23 -20 25 26 27 -2 -29 -30
right_child=10 -3 3 4 5 -7 -8 8 -10 -11 12 -13 13 -15 16 -17 18 -19 19 20 -22 22 -24 -25 -26 -27 -28 28 29 -31
leaf_value=-0.001727087673983388 0.00023028207298190261 -0.0014646933283987188 0.0016070044278385272 -0.0020668147617637373 0.00125253307098942 0.0013586885091946767 -0.0014640865262059008 0.0010420082345753028 -0.0020093298711580704 -0.0019886231345690626 0.0011780627613393417 -0.0015531392674968658 -4.2932043918511258e-05 0.0015831160347449743 0.0019995357518151342 -0.0013410467701010424 -0.00085854096066403885 -7.4339183955369784e-05 9.2288507326142503e-05 -0.002673975440772199 0.00017158566418955885 0.0011123667812226964 -0.0014287479609185472 0.0019308516019397517 -0.0010830674981830634 0.00077951088504816114 -0.0017466530428414475 -0.0010297458079597244 -0.0014590852664899813 0.0006083346260694068
leaf_weight=1.4270497935358459 75.735067533896654 3.1681427652947596 1.4220764623023558 0.99050118634477158 2.3299399800598604 1.6285778544843195 2.3664252559537999 1.2953105517663064 1.1602175195002926 0.44203915752586898 4.7951791658997527 3.3981630746275178 2.7780396901071054 7.3461098968982697 4.1716598495841009 2.1764726390829301 5.441193349659442 6.863114280597074 2.7385018430650225 1.2600736528402183 85.364694937888999 2.015898771584034 2.8562665260978974 2.7277749106287956 2.2293288290966293 13.075786931440232 2.110843911767005 8.9025789722800273 4.0879338234663036 15.562025751918553
leaf_count=56 1376 449 24 71 40 17 179 33 155 189 23 38 22 60 70 37 39 298 21 22 704 11 52 24 25 87 30 303 60 118
internal_value=0.000132003 -0.000435056 -0.000185323 3.77492e-06 -0.000219461 -2.10549e-05 -0.000316952 0.000202342 -0.00064212 0.000270916 0.000168006 6.02619e-05 0.000274842 0.00113693 0.000201023 0.000104519 0.000159723 0.000709682 0.000100461 0.000154277 0.000103167 -0.000849261 -0.000377341 0.00100977 0.000130371 0.000153013 7.60199e-05 0.000112912 -0.00019841 0.000178233
internal_weight=271.867 16.2303 13.0621 11.6351 10.213 9.22251 7.59393 5.22751 2.89757 1.73735 255.637 127.278 128.359 10.1241 118.234 123.88 113.439 11.0348 102.404 96.9632 91.4969 6.13224 4.87217 5.46628 121.704 119.474 106.398 104.288 28.5525 19.65
internal_count=4633 1213 764 708 684 613 596 417 377 222 3420 2074 1346 82 1264 2036 1241 368 873 834 789 85 63 45 1999 1974 1887 1857 481 178
is_linear=0
shrinkage=0.00196078


Tree=616
num_leaves=31
num_cat=0
split_feature=4 3 15 15 18 15 13 9 7 7 10 12 18 16 6 6 7 17 9 4 2 14 17 9 12 8 9 15 7 15
split_gain=0.225153 0.694766 0.68739 0.73566 0.643623 0.875019 0.748358 1.11571 0.843862 0.681005 1.05948 0.803973 0.729552 0.610978 1.98984 0.846272 0.723386 0.671659 1.36628 2.34917 1.79491 1.32979 1.21943 1.15506 1.09625 1.03458 1.73155 0.849979 0.723037 1.93218
threshold=240.79927845295001 76.927540944650019 43.79812286300001 42.968808980200009 15.917243450850002 20.538897842700003 104.09978726910002 199.66502090505003 24.673428656250003 22.375171215700004 75.629015667650023 157.18216850795002 15.079587624050001 22.674946976100003 16.545386580300001 16.585387514950003 20.869210126600006 197.02652249450003 205.22231928645002 196.82258699960002 122.71527679435002 217.29343847750002 201.81829107560003 195.13041324455003 147.73915704645003 7.943800736700001 199.17419511990002 32.355961258350007 23.666491602800004 30.054399297400007
decision_type=2 2 2 2 2 2 2 2 2 2 2 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 7 9 -9 11 -11 -3 -12 17 -15 -16 -17 21 19 23 -21 24 -20 -19 28 -25 -27 -24 -8 -30
right_child=-2 2 -4 -5 5 -7 13 8 -10 10 12 -13 -14 14 15 16 -18 18 22 20 -22 -23 27 25 -26 26 -28 -29 29 -31
leaf_value=-0.044490239829248199 -0.001463177195291225 -0.060434438137659127 -0.036579382138968011 0.032437602955809608 0.045106227678490693 -0.0019678786346564725 0.0087946232496742202 -0.012638259508807585 -0.07041684151288112 0.0624540921582276 -0.063431556417604409 0.035368494621270861 0.0068320738925137462 -0.055026404382210944 0.027420759654205155 0.020198906312118663 -0.032539006017479208 0.032908565466021875 0.03893277174957354 -0.024187098910010064 -0.1037302525068388 0.023832091361399733 -0.029865469196822553 0.025363935345672523 -0.050606346045546181 -0.081092593097848858 -0.0033515618339610169 0.019316496676303377 0.0047351299314239434 -0.044255443260914483
leaf_weight=0.96460256089630902 100.9326678460111 0.98177057679276714 1.3497289282968257 2.5373847335577002 2.4583969661034635 2.3576727379113436 34.946946250092878 1.5866936492384414 1.497559940384235 0.94220843911170948 0.52453596267150748 0.36669304920360446 3.1860106969252229 2.3001814335584623 2.822109516710043 1.2442946657538416 2.184221665840596 2.3744376329705137 3.295714706182479 2.4614163655787711 1.3327959384769199 11.834245660822488 2.1826231274753809 1.5490232929587362 1.1253304482233932 1.2705175187438724 2.7924742735922337 2.1028286628425121 11.315492077730594 3.1330045256763688
leaf_count=244 2609 66 17 14 40 38 731 17 45 4 41 6 96 22 13 15 54 21 31 35 17 124 33 5 19 19 50 10 101 96
internal_value=0.000415755 0.00215529 0.00257169 0.00306691 0.00235149 0.0220614 0.00139606 -0.0137065 -0.0406927 0.000162688 0.0101746 -0.0343824 -0.00310064 0.00291614 -0.0111247 0.00503076 -0.0133991 0.00438537 -0.00459669 -0.0163612 -0.0521283 0.00717439 0.0136846 0.000631063 0.0032724 -0.0130255 -0.0276616 -0.00573237 0.00449987 -0.00588796
internal_weight=209.954 109.021 108.056 106.707 104.169 4.81607 99.3531 9.08547 3.08425 6.00122 4.65276 1.34846 3.71055 90.2677 8.55081 6.25063 3.42852 81.7169 19.3618 11.7807 3.79421 62.355 7.58117 7.98645 50.5208 5.61202 4.06299 4.28545 49.3954 14.4485
internal_count=4633 2024 1780 1763 1749 78 1671 275 62 213 141 72 137 1396 104 82 69 1292 221 147 52 1071 74 95 947 74 69 43 928 197
is_linear=0
shrinkage=0.0552071


Tree=617
num_leaves=31
num_cat=0
split_feature=15 16 18 15 9 19 9 9 17 5 12 9 8 16 16 12 15 13 6 18 2 12 13 7 18 2 5 9 7 3
split_gain=0.220914 1.52955 2.15639 1.06854 0.800671 1.16633 0.785802 0.723731 1.05728 1.09979 0.931903 0.705845 0.66638 0.609113 1.10347 1.3957 0.975007 0.963336 1.27122 0.95903 0.770627 0.738427 1.89989 0.960386 0.924577 0.91292 1.80348 1.83664 1.77367 0.873348
threshold=28.579157549250002 18.684956306450005 14.032563378150002 28.298162031900002 213.03443802080002 13.251069136700002 190.90230715925003 179.11733629770001 186.34046889365004 23.374630421750002 88.990743116650009 191.61296531520003 9.3427090425500019 18.594956516900002 16.094962363000004 104.24845815275002 26.384523135650003 108.34217419895002 11.945279099550001 13.344136431100003 195.72231170465002 211.51213392550002 102.54048155345002 24.103872582350004 17.108018746400003 83.274686722450014 16.043149448600001 201.16241229375001 24.673428656250003 78.322850714350025
decision_type=2 2 2 2 2 2 2 2 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 13 -4 -6 -2 8 9 -3 11 -9 -13 14 16 -16 21 18 -17 -20 -19 25 23 -23 -25 -1 29 28 -28 -27
right_child=1 7 4 -5 5 -7 -8 10 -10 -11 -12 12 -14 -15 15 17 -18 20 19 -21 -22 22 -24 24 -26 26 27 -29 -30 -31
leaf_value=0.011141779846813369 -0.013766763798356592 0.054254895613963884 -0.057739775388820101 0.030936344898622126 -0.061128085172968687 0.042174855719118283 0.051296222790385565 0.0050226936201765455 -0.060301926844097138 -0.031450126818817828 0.0018288695014333528 -0.057490911978014508 -0.0082015744318226988 0.012078955566319251 -0.059556350320907503 0.0016254637053088265 -0.072265014733865374 0.037311841685879005 0.017708066057854712 -0.05740305978001449 -0.057319842042681347 0.018564756430631407 0.047518583689702673 -0.036864066943833852 0.0046041618780378775 -0.011747452957240825 -0.028515151455452435 -0.071044475058410758 0.059990428394116828 0.016018183584737982
leaf_weight=9.9491362337357732 0.97813457594020237 0.66545629967004005 3.4102350458852015 3.4581081038631956 0.5760638643405398 0.60795491898898035 1.0328833281528202 1.7193919420242298 1.295772830955684 1.0361673683073602 124.21495484652405 1.7578872740268709 1.2849803008139131 11.628879140800562 1.6764046255266283 4.1973326555453223 0.46521314606070419 1.6974928175186503 0.57000243861693922 2.3851456427946687 0.26992873411290919 5.5817319614270655 3.316522723180241 2.3531099633546546 3.8130747242685175 5.8256044186164235 2.9947625670611155 2.1088630673475564 0.77045433223247517 6.4720605332986452
leaf_count=189 24 7 223 35 41 12 19 17 25 55 1325 42 18 193 120 243 13 166 71 83 33 135 53 142 452 557 199 32 3 106
internal_value=0.000353625 -0.000846989 -0.0252771 0.00274643 -0.044943 -0.0080854 0.0196504 0.000375728 -0.0248952 0.00206665 0.000963019 -0.0216211 -0.0366764 0.0012711 -0.00103727 -0.015929 0.00264598 -0.00790952 -0.0167772 -0.0429153 0.0243284 0.00345296 0.0127473 0.0029311 -0.0112207 -0.00152604 -0.00846174 -0.0321751 -0.0104048 0.00286515
internal_weight=208.114 138.58 6.60527 69.5338 4.59425 1.18402 2.01102 131.975 2.9974 1.70162 128.977 4.76226 3.04287 66.0757 54.4468 10.7963 43.6505 9.1199 7.15248 2.95515 1.96742 43.1853 15.0644 11.7479 6.16618 28.1209 18.1717 5.87408 3.76522 12.2977
internal_count=4633 1808 319 2825 276 53 43 1489 87 62 1402 77 60 2790 2597 716 1881 596 397 154 199 1868 782 729 594 1086 897 234 202 663
is_linear=0
shrinkage=0.0520229


Tree=618
num_leaves=31
num_cat=0
split_feature=13 0 15 5 0 10 16 5 0 6 13 5 17 19 15 18 2 15 8 7 5 17 2 19 16 16 0 16 19 7
split_gain=1.11085 2.41324 2.96369 1.50542 1.44333 1.8906 1.66519 1.43723 1.24527 1.594 1.63391 1.2867 1.19576 1.34132 1.11997 3.64727 2.59584 2.12056 1.3932 2.30147 1.37329 1.32946 1.49226 1.27569 1.95881 1.25901 1.11979 1.11723 3.80516 1.07851
threshold=109.34496908160001 95.44832900530001 29.171703351550004 18.160071980500003 97.886760529650019 78.196493182200015 14.969964993700001 16.546942136250003 86.345209775600011 16.375382608200002 117.39690118230001 20.389142059250002 191.40027208745002 12.751028791950002 41.29990759910001 13.220529463200002 105.39281967610002 40.957632625650007 8.0437227585500022 19.052023743050004 24.458659404000002 192.92322630085002 125.02712973155002 14.251149826300002 22.644947046300004 22.674946976100003 85.882794977150013 19.224955043700003 13.751109481500002 20.797746106000002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 3 29 7 6 -6 -3 9 10 -2 -11 13 -5 15 17 -17 18 19 -13 21 22 -16 -24 -25 -20 -22 -10 -29 -1
right_child=8 4 -4 12 5 -7 -8 -9 27 11 -12 14 -14 -15 20 16 -18 -19 25 -21 26 -23 23 24 -26 -27 -28 28 -30 -31
leaf_value=0.0011347191016485222 9.0268962447135725e-05 0.00099969205859983413 -0.0021105048510345276 -0.00011573157781039337 -0.0022980505167908565 0.00013642996320090473 -0.00042090185519002497 0.0001444453173821952 0.00099345266086127795 0.0012452676829217712 -0.0023200336934488474 0.00018294552974133612 -0.0021223541609001512 0.0015218080529940474 0.0012096283030254031 -0.0001350081121750735 -0.0027786736433729775 -0.0022077495055756787 0.00092952909066257186 -0.0024173595670922894 -0.0001151863730408279 0.0012141076485700966 0.00070596950966496906 -0.0018057767655534954 0.00020558118009329497 -0.00021394910272660314 -0.0022763700901522123 -0.0015713859878069883 0.0003993279907005562 -0.0014994747363311907
leaf_weight=0.69769406318664806 2.1658031531842417 11.362798295449464 4.1909245422575614 5.7697576572536455 2.270360445836558 31.651424337585922 9.0962701619137061 22.539889278355986 10.304578678682445 3.6619991511106482 2.1593879022984765 4.9717434990670979 0.7683015380753212 2.8846129833400482 4.3216043896973231 2.5479413457214823 3.2487475507659838 1.4307523742318142 11.258952933596449 1.7761285862070506 5.5389586738310745 7.5429905992932609 4.43436132930219 3.1415603831410408 4.5688365921378136 5.5154877025634041 1.105763917090371 3.9434612011536947 84.137169168330729 4.1640013011055999
leaf_count=7 31 104 245 258 90 1444 194 172 78 35 52 234 28 35 19 14 57 13 84 196 128 61 23 30 25 73 32 39 648 184
internal_value=0.000144639 -2.43026e-05 -0.000660645 -0.000235268 0.000128538 -0.000109904 -0.000795842 0.000431089 0.000240698 3.95529e-05 -0.00111309 0.000116174 0.000221962 0.000430081 4.88372e-05 -0.000215561 -0.00161665 0.000109917 0.00025089 -0.000501489 0.00031406 0.000532391 0.000220107 -0.000132005 -0.000613936 0.00055355 -0.000474834 0.000382565 0.000311097 -0.00112145
internal_weight=263.172 95.396 18.4753 14.2844 76.9207 43.0181 11.3666 33.9027 167.776 69.391 4.32519 65.0658 9.42267 8.65437 61.4038 30.7498 5.79669 24.9531 23.5223 6.74787 30.6541 24.0094 16.4664 12.1448 7.7104 16.7744 6.64472 98.3852 88.0806 4.8617
internal_count=4633 2761 757 512 2004 1728 284 276 1872 1107 83 1024 321 293 989 671 71 600 587 430 318 158 97 78 55 157 160 765 687 191
is_linear=0
shrinkage=0.00196078


Tree=619
num_leaves=31
num_cat=0
split_feature=16 15 18 15 16 12 16 16 2 5 2 19 10 4 4 16 17 16 16 17 5 9 15 16 7 15 5 14 7 16
split_gain=1.1689 1.57981 1.88917 1.71707 1.39751 1.68062 1.2512 1.10795 0.985628 1.72516 1.42565 1.05272 0.95768 0.950177 2.18805 1.51561 1.15013 1.25821 2.33729 1.0126 2.41296 1.98724 0.996282 0.935891 0.87269 0.870298 0.943058 0.850527 0.922674 0.841104
threshold=18.594956516900002 28.444110612900001 14.032563378150002 28.298162031900002 16.094962363000004 104.24845815275002 13.534968349350001 12.919969787500003 186.79363985910004 10.726864994700001 170.01157529015003 12.851036860900001 68.20618276945001 309.25865594525004 312.24436677560004 22.564947233300003 199.05253715360001 22.674946976100003 22.594947163200004 204.55825889135002 25.361845021250002 208.65287229730004 43.79812286300001 16.499961415900003 21.350715310200005 46.723315192750007 21.363989181350004 294.24435983075006 23.781511574300001 11.864972254500001
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 3 -3 4 6 -6 7 12 10 -10 11 -8 -1 22 -15 19 17 18 -17 20 -16 -21 27 -7 29 26 -18 -2 -29 -14
right_child=13 2 -4 -5 5 23 8 -9 9 -11 -12 -13 24 14 15 16 25 -19 -20 21 -22 -23 -24 -25 -26 -27 -28 28 -30 -31
leaf_value=-0.0020681287407690986 0.00030320864263844779 0.00062803899319345666 -0.0019041625267696145 0.0021707352005213773 -0.0022318112355117718 -0.0015277394182748229 0.00032824272431486044 -0.0021633658475727351 -0.0011740874692266294 0.0011020954656593943 -0.001832161054559654 -0.0012311929713494801 -0.00017863082689971102 -0.0021084565184916896 -0.002828418439201908 0.0006990370576224293 -3.3880652415328258e-05 0.0011902870671066197 -0.0020133809654627648 0.0014516421410687914 0.00014494412210800021 -0.0012692928844891156 -0.00024637464580562496 -5.6330131993637541e-05 -0.00027042208131497492 -0.00041414633748698899 0.0014816655270541077 0.00019914637040438108 0.0016684130271812218 0.0021165173488340398
leaf_weight=0.97726738041092787 134.74080835166387 1.6604487855220202 3.5643159986939281 1.3962861881591369 2.0208898558630599 1.9910354383755464 23.251116110011942 1.1674606680171553 1.4736242801882316 9.7526814169250411 1.3776535785291333 1.7926395937683981 1.1908962300803971 1.9512698519974971 2.0592429488897341 2.2860382280778166 2.1398972775787097 1.7401321198558433 2.6226509640691802 2.0091571658849716 2.139640154200606 2.1218678392469883 12.226805533166042 10.055153642264484 12.889788038461118 1.823860656004398 6.0176128800958395 2.9388186077121636 3.7275489009916782 1.2670050635933874
leaf_count=78 1113 40 248 7 120 130 321 94 95 123 43 36 43 96 33 15 24 27 55 18 57 35 139 466 1041 39 49 21 20 7
internal_value=0.000145266 -5.90301e-05 -0.00109942 1.79603e-05 -2.54729e-05 -0.000577123 0.000115261 -0.000318054 0.000316595 0.000803312 0.000109791 0.000216618 -0.000186089 0.00023107 -0.000108802 4.75224e-05 0.00038948 -0.000242316 -0.000750174 -0.000635177 -0.00131327 5.40557e-05 0.000290603 -0.00029953 -6.62494e-05 0.000810334 0.0010841 0.000337033 0.0010207 0.00100448
internal_weight=256.374 75.8283 5.22476 70.6035 69.2072 14.0671 55.1401 17.4924 37.6477 11.2263 26.4214 25.0438 16.325 180.545 26.9114 24.9601 16.6302 6.64882 4.90869 8.32991 4.19888 4.13103 153.634 12.0462 15.3477 9.98137 8.15751 141.407 6.66637 2.4579
internal_count=4633 2892 288 2604 2597 716 1881 1263 618 218 400 357 1169 1741 448 352 209 97 70 143 90 53 1293 596 1091 112 73 1154 41 50
is_linear=0
shrinkage=0.00196078


Tree=620
num_leaves=31
num_cat=0
split_feature=16 16 12 15 16 2 5 16 4 12 7 5 5 8 16 18 10 2 9 18 9 5 7 10 7 0 18 7 9 18
split_gain=1.3554 1.97805 1.45683 1.21315 1.45419 1.21746 1.65277 1.08133 1.06198 2.03373 1.77798 2.30056 2.02816 2.04917 1.8664 1.16564 1.05359 2.51115 1.76487 2.10288 1.70137 1.55298 1.26952 1.01708 1.00515 1.00096 1.69212 2.29875 3.05518 1.91105
threshold=18.594956516900002 16.094962363000004 96.350437043050007 26.384523135650003 13.534968349350001 186.79363985910004 10.726864994700001 12.919969787500003 309.25865594525004 249.73381652755003 23.131311951800004 31.373072367600006 21.363989181350004 8.6432548896500023 22.634947069650003 14.780131328250002 71.053259929650025 195.72231170465002 191.96565807215003 17.549283450150003 73.466513400400018 19.221712148250003 19.506002767000002 68.20618276945001 21.350715310200005 86.09518316945001 13.278511569200001 23.209106085000005 192.57902085675002 13.988302431200003
decision_type=2 2 2 2 2 2 2 2 2 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 -7 23 25 -10 11 -11 14 -14 15 -12 17 21 20 -20 -18 -4 -23 -1 -25 -2 -27 -28 -29 -30
right_child=8 2 16 -5 5 6 -8 -9 9 10 12 -13 13 -15 -16 -17 18 -19 19 -21 -22 22 -24 24 -26 26 27 28 29 -31
leaf_value=-0.0020072567534884182 6.2519427280377057e-05 -0.0021729242823950675 0.0013542759544682144 -0.0017434062621461553 0.00013930459025156505 -0.0010073229405212904 0.0011542402446170553 -0.0020954400128109143 -0.0020315065792189807 -0.0025024412115121513 -0.0026575749091560337 0.0006167425734524834 0.00075373418375652848 -0.001138922689188364 0.00072214441125669849 -0.00038121859186125094 -0.001946495166781655 -0.0020243636266463402 -0.001670626410924586 0.00083137868792217931 0.0011358558397119734 0.000601201210205125 -0.0023704897095588964 0.0010182337485370317 -0.0002753571270908249 0.00081636834493513952 -0.00040963359791442643 -0.0011989938488817734 0.00081889366468607518 0.00018822709579440126
leaf_weight=1.0143773692616438 52.038705298909917 1.8283713500713954 4.0327857760712531 1.2291375845670689 27.447507550416049 1.4418072500266124 9.7717132212128472 1.1183509103720997 1.8428450468927646 2.0712808819953383 1.881643054075542 1.4126841460238209 15.492801633663477 2.3385602366179219 1.7463513910770414 1.3886507377028463 0.84533950104378108 1.5362729582193422 6.8753071164246631 1.4436974872369317 2.5691452815663069 1.2172900790174028 0.87955797812901426 2.5631902930326751 12.727355350973083 24.524217255413532 15.21422131732106 4.0271936208009711 32.741465963423252 35.645663047675043
leaf_count=78 503 101 41 41 395 95 115 94 87 51 27 47 149 53 16 18 116 118 281 34 25 98 169 50 1041 146 110 50 204 280
internal_value=0.000135358 -7.32684e-05 -0.000564714 0.000108753 0.000149345 0.000353071 0.000876312 -0.00030271 0.000220538 -0.000117502 1.64496e-05 -0.00123767 0.000207683 0.000505515 -0.000850941 -0.00169098 -0.000413142 0.000130237 -0.00076815 -0.00123642 0.000372744 0.000670245 -0.000645324 -0.000179747 -5.85094e-05 0.000278545 0.00037878 0.000256314 0.000396229 0.000490169
internal_weight=270.907 78.5412 21.2278 57.3134 56.0843 38.661 11.2135 17.4233 192.366 28.1748 26.332 3.48397 22.848 17.8314 5.01665 3.27029 19.3994 7.66591 11.7335 8.319 3.41448 6.12963 2.09685 16.3049 15.2905 164.191 112.153 87.6285 72.4143 68.3871
internal_count=4633 2892 983 1909 1868 605 210 1263 1741 448 361 98 263 202 61 45 882 426 456 315 141 308 267 1169 1091 1293 790 644 534 484
is_linear=0
shrinkage=0.00188464


Tree=621
num_leaves=31
num_cat=0
split_feature=5 5 9 5 15 16 15 6 4 13 0 16 13 15 13 17 3 6 15 17 18 6 17 15 5 7 2 16 13 18
split_gain=1.59747 0.890482 0.939059 0.938543 1.23454 1.33345 1.05676 1.03741 2.59711 1.79967 2.95749 1.6642 1.88904 2.49122 1.54755 1.33428 1.69728 1.09688 1.69483 2.20333 3.29015 2.96997 1.06195 1.05496 1.59413 1.04577 1.50169 1.17693 1.76222 2.81442
threshold=12.306951632950001 23.605484525250002 226.58992707320002 23.195398057700004 42.33967733730001 22.614947116400003 41.29990759910001 16.455384477450004 269.33704784675007 109.43099974175001 95.217121606100008 19.154955207400004 109.34496908160001 29.171703351550004 117.60122400020002 204.55825889135002 93.292185584700022 16.335381673600001 30.404760455250003 197.59467367075004 13.471502260950002 14.815346158200002 196.58703564235003 35.293770423450006 21.556055031700001 23.695207782600004 59.078594408600004 18.764956119400004 104.19926021995002 14.780131328250002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=-1 3 -3 4 6 -6 7 9 -9 10 11 12 13 -2 -10 16 17 18 -11 20 -20 -22 -23 -18 -25 -12 -27 28 -28 -30
right_child=1 2 -4 -5 5 -7 -8 8 14 15 25 -13 -14 -15 -16 -17 23 -19 19 -21 21 22 -24 24 -26 26 27 -29 29 -31
leaf_value=-0.00040395844102494649 -0.00018129668686228087 -0.00014357963938696402 0.0013461962109055654 0.0007711595653929795 -0.0016937518213423698 0.00037627435253823798 0.00080843810440601462 8.6672978240193534e-05 -0.002513375835629268 0.0011768475238763609 0.0010299007613700569 -0.0024747363524161409 0.0013199288851420414 -0.0020571074982449851 -0.00014849988833907454 -0.00024214681584456714 0.0010602543048009372 0.0011887231123019803 0.00060848043696046683 0.0009307574924026918 0.00043396386013842071 -0.0028752643894228366 -0.00095358114817039718 -0.0014010432438441474 0.00025816220645202538 -0.0025995047982829908 0.00030656231825742705 0.00081358368625101835 0.00016509541109696501 -0.0017411504019836808
leaf_weight=18.163949623529334 9.0023696872522105 37.386924235586775 1.6317867096513499 11.396430337568743 2.5881838025525203 2.0694558843970299 10.925877220928667 33.630467585113365 2.4282282572239628 11.567150644958017 5.8117275154800145 1.6859706938266743 1.9190338701009757 3.6882444649236286 1.7664167918264864 8.3328929627314192 2.285802712198346 13.615367561578749 9.1727603897452408 11.959850208833812 2.7670606495812526 2.651437621563673 1.7734724543988702 3.5588409267365915 5.3667101114988327 0.71253165137022634 33.798077247804031 9.8080745292827469 7.688428874127565 4.5594749301671982
leaf_count=1267 255 959 14 80 35 19 53 213 47 64 64 26 10 217 13 92 34 123 48 78 15 32 19 26 33 38 552 40 53 114
internal_value=0.000146888 0.000186042 -8.12763e-05 0.000234212 0.000204382 -0.00077401 0.000227112 0.000193604 -9.12227e-05 0.000264612 6.28698e-05 -0.000666348 -0.000457658 -0.000726459 -0.0015175 0.000481881 0.000575104 0.000717604 0.000556807 0.000303596 -0.000154753 -0.00112819 -0.00210507 -0.00010499 -0.000403405 0.00025337 0.000173588 0.000208964 8.01766e-05 -0.000544535
internal_weight=273.713 255.549 39.0187 216.53 205.134 4.65764 200.476 189.55 37.8251 151.725 78.6739 16.2956 14.6096 12.6906 4.19465 73.0513 64.7185 53.5071 39.8917 28.3246 16.3647 7.19197 4.42491 11.2114 8.92555 62.3783 56.5666 55.8541 46.046 12.2479
internal_count=4633 3366 973 2393 2313 54 2259 2206 273 1933 1369 508 482 472 60 564 472 379 256 192 114 66 51 93 59 861 797 759 719 167
is_linear=0
shrinkage=0.00192234


Tree=622
num_leaves=31
num_cat=0
split_feature=16 16 2 16 10 17 4 4 5 7 8 5 7 16 0 17 9 5 18 8 6 10 19 15 2 16 18 18 16 15
split_gain=1.16614 2.40674 1.56698 1.31818 2.29959 1.88984 1.42009 1.27644 4.08733 2.06654 1.83603 1.8307 2.43378 2.82604 1.35847 1.33204 1.46046 1.30787 1.15668 1.12845 1.09266 2.14266 1.01113 0.981017 2.01781 2.73052 2.67368 1.54378 1.26405 1.30202
threshold=20.394952307700002 20.179952810500001 325.13486840910008 20.674951653000004 65.765062787050013 212.38791228795003 271.42658756670005 309.25865594525004 21.363989181350004 23.131311951800004 8.6432548896500023 22.573811927200005 24.176603375500004 22.624947093000003 86.345209775600011 199.89028782265004 195.34352961910002 20.389142059250002 12.947178517500001 2.8477776226000002 16.375382608200002 62.186725015400008 14.251149826300002 28.579157549250002 90.828344481500011 18.684956306450005 14.032563378150002 14.032563378150002 18.594956516900002 28.298162031900002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 23 22 5 7 -6 14 -9 18 11 -11 15 -14 17 16 -13 -5 -10 -4 21 -19 -2 28 26 27 -25 -26 29 -1
right_child=3 -3 19 4 6 -7 -8 8 9 10 -12 12 13 -15 -16 -17 -18 20 -20 -21 -22 -23 -24 24 25 -27 -28 -29 -30 -31
leaf_value=1.3367634511267232e-05 0.0017169910181188408 -0.0029427231694014208 -0.00024944049806660621 0.0011505469816463791 -0.0022997425376353022 0.0016701690247594332 -0.00010694542267268522 -0.0022948824831711314 0.00063157282530522157 0.0019802188634906333 -0.0012456709930488213 0.0012753837237579552 -0.0025091733864653562 0.00057919287721485226 0.00050409184448243214 0.0019351654014399693 -0.00067347048870691523 -0.0022855551265005005 -0.0023970885602708786 -0.0019900973354589012 8.7175071983579692e-05 0.00050854876106055306 0.00027891999938021658 0.00085420100981541981 0.00045184275015802867 0.00038789365162476168 -0.0020825219018841784 -0.0015222023143268745 0.00062672669784142817 0.0018608147322975324
leaf_weight=69.164224231120897 3.6710354778915635 0.98676420096307893 3.166307209612568 3.842045145109295 2.0487410649657241 3.2007024288177481 2.1497048735618591 2.8949496522545841 0.61244008364156188 2.6689611598849323 2.2936672661453477 2.7918069548904878 2.024542059749364 2.1916679665446281 53.514573778957129 2.7241346235387027 2.6739636342972517 2.0356400860473509 1.6670226360438389 2.2721707575256005 50.366413960233331 1.8706301823258398 3.295671071857214 1.5242354824440578 1.9261430144542853 17.876605953089893 3.966930391266942 5.2219062824733555 16.66098283638712 1.3820586783112947
leaf_count=2357 38 13 157 36 23 31 20 46 20 18 48 10 38 19 325 15 40 39 52 169 407 12 24 21 34 151 68 234 158 10
internal_value=0.000123688 -1.11214e-05 1.23665e-05 0.000236362 0.000196978 0.000238969 -0.00117698 0.000204828 -0.000204225 0.00010381 0.000325233 0.000564245 0.000259623 -0.000903781 0.000287435 0.00085855 0.000321965 8.79276e-05 -0.00158336 -0.000976679 1.27032e-05 -0.000947518 0.0010367 5.80576e-05 -0.00023278 -5.7648e-06 -0.00126735 -0.000990268 0.000159828 4.95606e-05
internal_weight=272.687 124.148 123.162 148.538 141.572 137.373 4.19845 134.172 22.5432 19.6482 17.3687 15.0751 12.4061 4.21621 111.629 8.18991 5.46577 58.1147 2.27946 5.43848 54.2727 3.90627 6.96671 117.723 30.5158 25.0247 5.49117 7.14805 87.2073 70.5463
internal_count=4633 3372 3359 1261 1199 1156 43 1125 306 260 188 140 122 57 819 65 50 494 72 326 458 51 62 3033 508 419 89 268 2525 2367
is_linear=0
shrinkage=0.00188464


Tree=623
num_leaves=31
num_cat=0
split_feature=19 16 15 13 10 7 6 6 15 18 15 14 7 2 10 3 2 13 19 13 5 16 10 18 15 16 18 15 6 5
split_gain=0.230408 0.345535 0.34004 0.223291 0.55522 0.811186 0.407669 0.673076 0.592227 0.326652 0.863774 0.72218 0.384663 0.612243 0.387186 1.7075 0.798001 1.4156 0.646135 0.906023 0.490948 0.53586 0.363374 1.90827 0.480952 1.35705 2.08141 0.947117 0.79293 0.76663
threshold=9.8507947922000021 8.3649804390000018 12.812600032200001 81.769454037550005 87.313054702550019 24.573979631000004 2.7350639043000005 5.1351199812500008 12.38011581135 17.327266398450003 14.882823222300003 366.02505068985005 27.014969757650004 152.68195387130001 78.196493182200015 79.47351079420001 223.87650328090004 98.050756475600011 12.250988447150002 101.12635257680002 13.252098438300001 14.464966174600002 77.094225348750015 16.435318745950003 28.579157549250002 18.684956306450005 14.032563378150002 28.298162031900002 14.935348962050002 19.221712148250003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 -3 -2 6 -6 -5 8 -8 10 -9 -11 14 -14 15 -12 17 -16 20 -20 -19 -22 24 -24 27 26 29 -17 -28 -26
right_child=3 2 -4 4 5 -7 7 9 -10 11 12 -13 13 -15 16 22 -18 18 19 -21 21 -23 23 -25 25 -27 28 -29 -30 -31
leaf_value=-0.057891840888275384 0.024065332176674416 0.043234003773294838 -0.058081110566622761 0.037776591953457991 0.020586907708808118 -0.057597693178713841 0.022187750925164701 -0.050346939825412024 -0.057514180770691724 0.031564164016254774 -0.062535239608195931 -0.023372307311405258 0.011462412379575551 -0.063504406516472336 -0.05878966534352259 0.0041554282795667396 0.044710348048619605 0.045328769264530798 -0.059878139269657391 0.03141482762123006 -0.0050072479202385185 0.032626325069200754 -0.067139702667562001 0.040672084847720828 0.055039905629204432 0.00091168725412305084 -0.062195099366653579 0.035623223082972055 0.0045182347920841217 -0.015016722123672829
leaf_weight=0.52216858124302135 1.3030582487699565 0.30857049256155733 0.1592591581720626 0.94916028622537751 0.64940761355683108 1.195310152164893 0.40142398676834901 1.0435903101060819 1.1216594224097205 2.8937582050566557 1.3476670761592675 1.0284484045114366 0.64765165233984479 0.7403034744784236 0.99594787688692932 39.709793243739114 1.8974916441366065 1.7473948746919612 0.83371905796229817 0.58770300261676311 2.8924036184325814 2.0501314541324973 1.243277875328203 0.89560446050018061 0.99953816272318252 134.14802198881807 3.2268916424363856 3.2837236893828949 0.68483071541413654 0.98186168455868028
leaf_count=329 119 28 30 22 16 301 13 122 272 74 55 58 8 50 147 1002 25 11 37 9 52 11 48 7 8 1485 220 31 10 33
internal_value=0.000699499 -0.0264026 0.00874419 0.000827571 0.00068213 -0.0300739 0.000957079 0.000786937 -0.0365079 0.00106555 0.000749869 0.0171592 0.00101794 -0.0285232 0.00122552 0.000619944 0.0114895 0.004568 0.0123473 -0.022132 0.0196732 0.0106029 0.00107958 -0.0219962 0.00134923 -0.000250151 -0.0266976 0.00655885 -0.0505155 0.0203241
internal_weight=210.49 0.989998 0.46783 209.5 208.197 1.84472 206.352 205.403 1.52308 203.88 199.958 3.92221 198.914 1.38796 197.526 186.521 11.0048 9.1073 8.11135 1.42142 6.68993 4.94254 185.174 2.13888 183.035 140.041 5.89312 42.9935 3.91172 1.9814
internal_count=4633 387 58 4246 4127 317 3810 3788 285 3503 3371 132 3249 58 3191 2899 292 267 120 46 74 63 2844 55 2789 1756 271 1033 230 41
is_linear=0
shrinkage=0.0563112


Tree=624
num_leaves=31
num_cat=0
split_feature=19 5 0 6 3 0 10 7 18 10 5 15 5 16 5 10 3 17 17 17 13 10 7 13 15 16 9 5 5 3
split_gain=0.218522 0.43261 0.333632 0.281892 1.28911 1.07783 1.07055 1.07295 3.21606 1.5522 1.01327 0.838471 1.04437 2.36013 0.833695 0.815568 1.17837 0.801111 1.56966 1.26623 1.04372 1.36815 1.72509 0.770713 2.14235 1.08463 1.70079 1.07944 2.77825 1.77885
threshold=14.651182102100002 22.327062271350005 86.208098410950015 16.455384477450004 90.461239173300015 88.350799540950007 62.025417527550012 23.736034462250004 13.317304170000002 62.068432857650002 21.100330328400002 44.024213102900006 24.367802910700004 22.624947093000003 24.458659404000002 62.020040611300011 93.017962855400015 187.52613723835003 186.86279178520002 189.00567661160002 117.69263157665002 61.987779113750001 23.164713644150002 113.98793627290001 40.042228346200012 22.494947397000004 195.46053662500003 21.324133279950001 20.971847224900007 91.80009132230002
decision_type=2 2 2 2 2 2 2 2 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 11 -5 6 15 8 9 10 -8 23 13 -13 -14 16 -6 18 -18 -19 21 22 -21 24 -1 26 -25 28 -27 -29
right_child=1 2 -4 4 5 -7 7 -9 -10 -11 -12 12 14 -15 -16 -17 17 19 -20 20 -22 -23 -24 25 -26 27 -28 29 -30 -31
leaf_value=0.0006776928015215267 0.022449314408647478 0.010683963353642958 -0.018680147296292329 -0.048073398267198933 -0.045413130539165326 0.035933946343828377 -0.0022925899785669591 0.0070273967578328303 -0.070058471976160955 0.013224287743787337 -0.046520919397604762 -0.064819783728713776 0.058660839097415721 0.0098371518583143507 -0.0075080695509874605 0.031778438430907593 -0.0021637177941720856 0.030039542620541083 -0.06934565834108751 -0.060829135292803357 0.022607057889071327 0.011249748867025377 0.0034189956913724243 0.044103681653359386 -0.062829935847396254 0.0051937166783699159 -0.0077262284359987179 0.044695162803452891 -0.0498080658488557 0.0050758198611636461
leaf_weight=95.62130730975332 3.2989644408226004 2.2219671611674134 1.7134764511138199 1.5274033225141455 1.3559116292744864 1.8578372709453095 2.3733349740505236 4.8324490357190362 2.6128200540551907 4.6791632116073743 2.8507810714654624 2.3205744886072344 0.65289846062660251 1.9470285776187664 1.7580266069853676 2.1848938679322591 13.544878095792228 5.2198154443758567 0.92918932437896806 2.1399228968002699 3.6958467927761367 4.0768557628616691 2.0420194109901786 4.5186917264945796 1.3467918704263855 10.590827304869888 2.4365596584975719 3.3645825870335129 2.9318257253617039 17.94852240011096
leaf_count=2932 28 35 17 25 10 17 14 43 45 70 38 50 2 24 73 13 554 28 9 47 50 49 23 94 35 102 18 40 23 125
internal_value=0.000555791 0.00909417 -0.00210105 0.000249028 -0.00276808 -0.00149593 -0.00281952 -0.0129852 -0.020712 -0.00769275 -0.0264278 0.00140915 -0.0158966 -0.0307587 0.010411 0.00219221 0.000233604 0.00218924 -0.00647659 0.00949251 0.000520954 -0.00936267 -0.0294571 0.00224209 -0.000204366 0.00791861 0.0259467 0.00431916 -0.00673114 0.0113303
internal_weight=208.595 7.23441 3.93544 201.361 55.9231 54.3957 52.5379 17.3485 12.5161 9.90328 5.22412 145.438 6.67853 4.2676 2.41093 35.1893 33.0044 31.6485 14.4741 17.1745 11.9546 8.2588 4.18194 138.759 96.9681 41.791 6.95525 34.8358 13.5227 21.3131
internal_count=4633 80 52 4553 1035 1010 993 210 167 122 52 3518 149 74 75 783 770 760 563 197 169 119 70 3369 2967 402 112 290 125 165
is_linear=0
shrinkage=0.0500028


Tree=625
num_leaves=31
num_cat=0
split_feature=17 9 8 13 10 16 18 7 3 13 9 9 17 2 2 12 19 8 9 9 13 8 6 10 16 18 16 17 18 7
split_gain=0.276609 0.272011 0.243278 0.460916 0.696249 0.43122 0.386857 0.467672 0.77214 1.00335 0.844199 0.727717 0.76725 0.487824 0.560562 0.464184 0.451712 0.492021 1.11899 0.860777 0.524644 0.486936 0.752639 1.35543 0.827289 0.827504 1.98063 0.809212 2.12629 1.14009
threshold=158.19986339130003 43.730860148300003 10.341929261000002 118.84598011460001 58.309968391300011 22.764946765650006 11.634276750250001 19.052023743050004 93.915907870950022 117.59047016770002 199.66502090505003 190.36745536595001 188.27285108100003 125.96573834520002 151.08605618930002 58.770113158150004 14.651182102100002 8.8430989333000021 207.89602404040002 213.03443802080002 113.62230596715001 8.7431769115000026 16.535386346650004 61.987779113750001 22.644947046300004 13.531614672700002 22.664946999500003 200.17087924040001 14.881594619900001 23.666491602800004
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 3 5 -5 6 -2 -8 15 13 11 12 -11 -10 -15 -9 17 21 -19 -20 -21 22 24 -24 27 26 -26 -17 29 -29
right_child=2 -3 -4 4 -6 -7 7 8 9 10 -12 -13 -14 14 -16 16 -18 18 19 20 -22 -23 23 -25 25 -27 -28 28 -30 -31
leaf_value=0.024522157632534954 -0.039591487392395666 -0.056848232429310551 0.023789847714389356 -0.00015233418142796516 -0.058077754059939979 0.019972293784863818 0.020074317659030935 0.039080441022300239 -0.061708712685775262 -0.023973930652061597 0.038336555073307327 -0.04242961982633129 0.02314151135758391 0.0083131390273003224 -0.047414799687993531 0.0024662654031872978 0.01639835346263737 -0.060491824687330907 0.027818443090313668 0.002458203619000965 -0.046740059773711463 0.01445826913773105 -0.041778483562320091 -0.0019766469338033401 0.02439938610524265 0.030674491727641029 -0.023280950296025192 -0.066281596007864152 0.0028940930259874621 -0.018064782862535319
leaf_weight=0.15680514770792697 0.67661030803537769 0.44101478030279395 1.2704999836860214 1.5310136831540142 0.94485067029017944 3.2423869594931594 3.4126443002023725 0.8986888974905004 1.3843928726564612 1.8278111584950241 1.1963773843599481 1.493776260409504 2.081416167318821 0.96990959547110867 1.0677366018044265 102.27927734282275 5.1157684773206702 1.2044682465493668 1.614321995526552 1.2215040707960727 1.2197598842903969 7.142313444055616 3.2317730290815225 9.4641561955213529 5.8299640007317048 5.0413584411144248 4.2351184079889208 1.5682625197805453 23.228005837998353 11.551300192717461
leaf_count=32 103 218 25 66 63 35 96 8 177 37 25 30 25 30 146 2039 45 18 15 24 18 53 27 59 44 62 37 28 883 165
internal_value=0.00053713 -0.0355052 0.000641754 0.000498065 -0.0222581 0.000776707 0.000463877 0.000600562 0.000259525 -0.0140859 -0.00199535 -0.010926 0.00111206 -0.0374024 -0.0208886 0.00103726 0.000851399 0.000406653 -0.0155819 -0.00224407 -0.0221234 0.000891182 0.00030895 -0.0121083 0.00133442 0.0131263 0.00433677 4.94362e-05 -0.00675134 -0.0238284
internal_weight=206.543 0.59782 205.945 204.675 2.47586 202.199 198.957 198.28 194.867 10.0214 6.59938 5.403 3.90923 3.42204 2.03765 184.846 183.947 178.832 5.26005 4.05559 2.44126 173.572 166.429 12.6959 153.733 15.1064 10.0651 138.627 36.3476 13.1196
internal_count=4633 250 4383 4358 129 4229 4194 4091 3995 470 117 92 62 353 176 3525 3517 3472 75 57 42 3397 3344 86 3258 143 81 3115 1076 193
is_linear=0
shrinkage=0.0530633


Tree=626
num_leaves=31
num_cat=0
split_feature=6 0 5 0 10 15 6 7 6 13 12 9 0 5 10 16 7 15 18 13 10 5 17 7 19 19 9 9 10 17
split_gain=1.14506 1.50456 1.41884 1.26841 1.91144 1.69973 1.29401 1.8437 1.20399 2.01238 1.65582 1.10808 1.04396 1.35636 1.35269 1.67215 1.00568 2.0234 2.27622 1.02411 0.951182 0.913416 0.903619 1.6859 2.53844 1.48095 1.16367 1.62876 1.17837 4.81187
threshold=14.845346859150002 86.345209775600011 20.315138807500002 95.44832900530001 70.128430332750014 16.701926737050005 13.345311811050001 19.773504439000003 16.375382608200002 117.39690118230001 121.79144674955002 216.07042296730003 97.886760529650019 16.222050829800004 78.196493182200015 14.969964993700001 23.695207782600004 23.949961253350004 14.646070254650002 104.30679854515002 78.473404369650012 13.153721664750002 191.20566072810004 23.209106085000005 14.451165964200003 14.351157895250003 193.00469145105004 194.45262321395003 66.859265246100009 200.68261045605001
decision_type=2 2 2 2 2 2 2 2 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 9 10 -4 -7 13 21 15 -14 -15 -18 -19 -20 -16 -5 25 24 -24 -3 -25 -28 -29 -30
right_child=1 22 8 12 5 11 -8 -9 -10 -11 -12 -13 14 16 20 -17 17 18 19 -21 -22 -23 23 26 -26 -27 27 28 29 -31
leaf_value=0.0012903441943610395 0.001210480763810544 0.00049972513249844995 -0.0022719613758627449 -1.0081213970543275e-05 0.0010814009275016553 -0.0015327818705541591 0.00038132758390907332 -0.0014703607131005803 4.9888709887899211e-05 -0.002279017936070099 0.0010755729118455647 0.0011849906640343238 -0.0022379197053552166 0.0011095124185327315 0.0011909836301180652 -0.00031137396883366037 -0.00092169415747312604 -0.0012368567630559135 0.0016509917435217705 0.00040667381822403337 1.3797961386676291e-05 0.0016471993887839313 -0.001603000491473943 -0.00057038396392639513 0.0004122362678739187 0.0017456331642333781 0.0018082861368236588 0.0005884710295372905 0.00073542658954782881 -0.0021388365577055929
leaf_weight=1.1793042365461648 3.6213986203074446 16.029858919791881 0.74895040187402573 1.7036683030892152 1.2164538061770134 8.0480374225880915 11.388154458254574 3.6943501207279041 59.89566119400115 2.2529210789361969 2.0154142941028113 0.59538538591004986 2.0259255922865114 3.7305057721678194 2.8054749853909042 9.3413491069804859 6.053810108453038 2.7401709009427604 3.111363746225833 11.399374878499655 26.455126741042477 4.410517830401659 3.9960218290798348 3.8932110760360947 5.4737711921334267 4.5195845589041701 3.3846791125833979 36.253664337098598 6.9481515428051335 3.1183937778696418
leaf_count=8 35 101 27 39 24 404 180 106 1046 51 44 15 90 27 29 192 37 35 16 83 1414 37 39 28 36 29 72 273 50 66
internal_value=0.000145607 0.000250596 3.94465e-05 -1.42967e-05 -0.000378329 -0.00104615 2.65837e-05 -0.000802338 -2.58838e-05 -0.000930445 0.000168624 -0.00134557 0.000114593 0.000367746 -9.19617e-05 -0.000654731 0.000182826 3.44867e-05 0.000370036 0.000673478 0.000126665 0.00118541 0.000423658 0.000309588 -0.000438145 0.000773747 0.000441698 0.000520971 0.000426905 -0.000154957
internal_weight=252.051 152.152 68.5343 99.899 26.1217 9.85988 16.2618 4.87365 64.9129 5.01729 2.76436 8.64342 73.7773 33.1494 40.6279 11.3673 27.0352 23.3047 17.2509 14.5107 29.2606 6.11419 83.6173 63.0679 9.46979 20.5494 53.5981 49.7049 46.3202 10.0665
internal_count=4633 1897 1203 2736 737 443 294 114 1168 122 71 419 1999 274 1725 282 198 171 134 99 1443 76 694 564 75 130 489 461 389 116
is_linear=0
shrinkage=0.00192234


Tree=627
num_leaves=31
num_cat=0
split_feature=6 0 5 6 13 12 17 19 7 19 10 6 0 15 16 8 9 5 7 10 0 0 10 17 6 7 0 15 10 16
split_gain=1.36577 1.92431 1.90085 1.41181 2.43747 2.34646 1.22888 1.79455 1.72082 3.55885 1.38769 4.07416 2.3506 2.3198 1.55105 2.76152 2.51652 1.51034 1.56118 1.42176 1.21982 1.21044 1.86506 1.62201 1.23404 1.6671 1.19553 1.30902 1.18391 1.05616
threshold=14.825346391850003 86.345209775600011 20.315138807500002 16.375382608200002 117.39690118230001 121.79144674955002 191.20566072810004 14.351157895250003 23.209106085000005 14.451165964200003 66.859265246100009 15.105352934150002 90.321439350550008 31.445204138150004 22.624947093000003 8.2435668022500028 194.82237869650001 21.100330328400002 23.623818563000004 62.111448187750007 87.028078140750011 95.44832900530001 70.128430332750014 174.14321222100003 13.345311811050001 19.773504439000003 92.168410086200012 37.050691080100002 68.327163385350005 18.714956236300004
decision_type=2 2 2 2 2 2 2 2 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 2 -2 4 5 -4 7 26 9 -8 12 13 14 -12 15 -10 -17 18 -18 -19 -16 22 24 -24 25 -1 27 -3 -13 -5
right_child=1 6 3 29 -6 -7 8 -9 10 -11 11 28 -14 -15 20 16 17 19 -20 -21 -22 -23 23 -25 -26 -27 -28 -29 -30 -31
leaf_value=0.0011631494072003674 0.0012814043088127457 -0.00059444028150347494 -0.0024895968096172246 -0.0014156505577085257 -0.0023534234617093733 0.0011041090912388097 -0.0017523603496725308 0.0017883224638285961 -0.0017106560114619144 0.00051678834683055311 0.0012288979845610708 -0.0024171109887330278 0.0015784675163089611 -0.00070434992621927408 0.00016863636103437148 0.0019564435537017489 0.00010897417550568939 -0.00029780463352431432 -0.0022419582409815234 0.0008612522451674977 0.0013783002064805844 7.2584692426609819e-05 0.0003509143893378601 -0.0015774134036066912 0.0003174686958336695 -0.0014905510611928675 0.0012661519739052894 0.00070862885398091646 -0.00026569688801619497 5.7509696254076096e-05
leaf_weight=1.1541329640895188 4.1275795251131049 4.8932428117841535 0.92392608639784102 1.847244388423859 2.6011543467175215 2.4566065843391698 4.3624284993857128 5.2939307838678351 2.726702623069289 6.1617167070508003 6.6039345813915116 2.7972350819036356 7.3301345705986014 3.5142791322432458 4.9010935872793189 3.0674404352903393 2.3535867780447033 6.9050937853753558 1.8757381364703176 9.0191735289990884 8.2930669635534269 70.655047474821913 2.1090921619324927 6.8385133157717064 11.321044055046512 3.6147436102619395 5.2779219448566428 6.8188092075288296 1.4276264542713759 68.038815040141344
leaf_count=8 35 31 28 346 51 44 39 29 28 36 45 38 51 35 26 66 18 42 27 45 58 1999 45 390 172 106 33 38 24 700
internal_value=0.000128278 0.000229911 1.09691e-05 -5.81488e-05 -0.00095449 0.000121921 0.000416983 0.000811041 0.000293893 -0.000423811 0.000418093 -0.000104598 0.000579415 0.000557438 0.000392322 0.000119447 0.000334345 8.74568e-05 -0.000933682 0.000358661 0.000928959 -5.61175e-05 -0.000419311 -0.00112288 -2.80582e-05 -0.000848319 0.000506529 0.000164212 -0.00169012 1.85708e-05
internal_weight=269.311 173.618 79.9953 75.8677 5.98169 3.38053 93.6232 22.2839 71.3393 10.5241 60.8151 14.3431 46.472 10.1182 39.1419 25.9477 23.221 20.1536 4.22932 15.9243 13.1942 95.6926 25.0375 8.94761 16.0899 4.76888 16.99 11.7121 4.22486 69.8861
internal_count=4633 1913 1204 1169 123 72 709 131 578 75 503 142 361 80 310 226 198 132 45 87 84 2720 721 435 286 114 102 69 62 1046
is_linear=0
shrinkage=0.00192234


Tree=628
num_leaves=31
num_cat=0
split_feature=6 6 10 0 18 0 5 16 10 17 5 9 5 5 5 15 18 18 18 8 5 4 13 16 18 17 0 0 7 5
split_gain=1.67428 2.07252 1.51688 2.66622 1.58234 1.50663 1.45738 1.14273 2.84589 1.1162 1.05602 1.0379 1.0143 1.40321 1.25494 2.98231 0.977413 1.8379 1.92695 0.936639 1.21742 1.00486 0.912055 3.61042 2.08246 2.83898 1.86608 1.76298 1.49911 2.85859
threshold=13.665319288000001 13.775321858200002 70.182199495350019 95.988709089550014 13.807773949150002 97.789976036950009 17.687678651600006 18.094957686100003 71.053259929650025 201.61829342215003 23.714185006400005 226.58992707320002 20.971847224900007 18.678742451450002 15.332427622700001 32.145494189350011 15.561419761650003 14.780131328250002 15.329371696850002 8.1436447804000007 11.783123780850001 169.78554988275002 112.67059178900001 20.034953149600003 14.349689277800001 193.09202135800004 90.321439350550008 89.861713010250014 24.385896469550001 19.585698137700003
decision_type=2 2 2 2 2 2 2 2 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 6 4 -4 16 -3 8 -6 -9 22 -12 13 14 19 -16 17 -5 -19 20 -1 -22 23 24 25 -8 27 -24 -26 -30
right_child=1 2 3 5 7 -7 10 9 -10 -11 11 -13 -14 -15 15 -17 -18 18 -20 -21 21 -23 26 -25 28 -27 -28 -29 29 -31
leaf_value=-0.00042611263107811352 0.0012138878786179205 0.0012722677672563783 0.0013774971941467545 0.00070040061792622582 0.0021773115041090743 -0.0011383159306356143 0.00025176846292975533 -0.0021498222759967424 -0.0021426751394473093 -0.00061398292117429885 -0.00014083308554560555 0.0014621080305618585 -0.0011647498145192304 0.00074697304288909316 -0.0019987560165058227 0.00070776548787526694 0.0011828249419546652 -0.0015952963037294905 0.00044352074808765864 -0.0012899251253509704 -0.0020143888200567059 0.00034887965300962827 0.00034994693447140918 -0.0023611836758068772 0.0018985963183340538 -0.002480205896490526 0.0012795230938618589 -0.0012273016626282705 0.0012947852405525964 -0.0014165806570893369
leaf_weight=15.075353565000112 7.5620049834251395 5.1343120262026778 0.95956253135227498 9.4050880186259835 1.1125034892465904 2.8069827919825903 4.5665179900534012 4.6544261528179049 1.1419813005195463 2.8010141872800887 32.713046955788741 1.5641030073165882 3.4007304867263874 6.6099045726004979 4.0284849432646288 2.4012746580410749 4.2610399550758293 3.5381005769595495 3.3210094310343266 2.2090283683501175 0.68547022389248269 22.130286229308695 99.563154669245705 2.2590514319017521 3.1607995107769948 2.0306873098015785 7.8762945756316176 2.689565695822238 3.7932537272572517 2.313191850669682
leaf_count=1199 58 23 6 36 5 52 130 241 42 48 902 13 90 93 126 19 34 31 16 83 38 408 719 41 16 21 58 23 26 36
internal_value=0.000146548 0.000225864 0.000188816 -0.000181403 -0.000977441 0.000182613 0.000263895 -0.00121016 -1.09241e-05 -0.00157281 0.000232041 -6.76892e-05 -0.000146961 -8.18271e-05 -0.000199564 -0.000987971 0.000363261 0.000148544 -0.000608152 -7.31488e-05 -2.21148e-06 0.000277878 0.000312147 -8.74635e-05 0.000236308 -0.000589161 0.00037791 0.00030846 0.000823946 0.000267689
internal_weight=265.768 209.228 201.666 34.0017 10.6695 23.3322 167.664 9.70993 2.25448 7.45544 162.53 34.2771 56.5405 53.1398 46.5299 6.42976 20.5252 16.2642 6.85911 40.1001 37.8911 22.8158 128.253 18.1235 15.8645 6.59721 110.129 102.253 9.26725 6.10645
internal_count=4633 2577 2519 511 342 169 2008 336 47 289 1985 915 2056 1966 1873 145 117 83 47 1728 1645 446 1070 270 229 151 800 742 78 62
is_linear=0
shrinkage=0.00192234


Tree=629
num_leaves=31
num_cat=0
split_feature=16 19 17 10 2 13 7 7 7 12 0 7 16 9 18 5 12 4 8 13 15 0 0 15 10 3 18 16 17 2
split_gain=0.232022 0.772616 0.650269 0.606539 0.552095 0.506974 0.648072 0.864803 0.247091 0.810983 0.592198 0.618922 0.580387 0.491061 0.516563 0.45634 0.549837 0.528833 0.496777 0.560606 0.469841 0.805403 0.699275 0.618311 0.558777 2.03652 0.980582 0.866566 1.23488 1.32088
threshold=11.864972254500001 10.650859343850001 238.05090660085003 90.679004281900021 166.72194812590001 95.811270852950017 27.589407812900003 21.034091097450002 26.709562027450005 285.94642765385009 105.7585659356 26.459406588900006 17.684958644900004 219.46060697480002 17.448621627850002 11.926356180100003 168.12479758145003 248.32992249220004 1.3489472949000001 105.63489686155002 18.581945927850004 94.047642319350018 98.230883170350012 17.319441631400004 70.182199495350019 84.812788641250009 14.170404054850001 19.224955043700003 171.90167533095004 155.18475231920004
decision_type=2 2 2 2 2 2 2 2 2 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 -6 10 12 11 15 13 14 -10 16 17 18 -2 -20 21 23 -23 -17 27 -26 -27 28 -22 -30
right_child=8 2 -4 -5 5 -7 -8 -9 9 -11 -12 -13 -14 -15 -16 20 -18 -19 19 -21 24 22 -24 -25 25 26 -28 -29 29 -31
leaf_value=-0.039226737239660484 0.04316944388764777 -0.055277271200882244 0.025077318270123862 -0.053562393754085141 0.04690761066198857 0.053355950940141859 0.036455152714373884 -0.042706616230934552 -0.010158700870229203 -0.039781166117509183 0.028320742393972181 0.025299497382903768 0.039897931369304189 -0.056089180212104073 0.038141753036354274 0.015054278286756191 -0.054517402267009359 0.052441461697487923 -0.056716706373106961 0.019950629481909586 -0.021807886450491285 0.049409734838684202 0.0073924839242457355 -0.057217479057217309 -0.001124421280451166 9.7847824309873066e-06 -0.058425553382536251 0.00078665996256101092 0.03640032080259796 -0.0024832107690109088
leaf_weight=0.56939789179887101 0.30094418680528123 1.4103561413212444 0.35493414802476753 0.48721469632437209 0.42394435778260309 0.8279494335874914 1.1047843381529672 1.0647633566404691 2.9426829247095152 1.7752733497181905 2.2651293850503853 2.9137224573642007 0.92420628946274508 0.49664560775272537 0.79106318039703172 0.67928122088051057 0.90812162950169284 0.37157686497084785 0.85977226443355881 0.39053431525826454 2.1143454506382104 2.0495139295235276 2.4466673227725551 0.65445365701452829 38.39013646717649 1.1428191647864872 2.7646420564851724 125.51784628708265 6.9112659840029647 3.8193489980694721
leaf_count=157 12 222 62 417 9 9 34 74 94 153 77 51 25 36 32 44 146 4 89 4 344 22 34 37 573 23 201 1438 125 85
internal_value=0.000684151 -0.00939031 -0.039121 0.00232978 0.00915328 0.0172047 0.00566374 -0.0171869 0.00099641 -0.00884955 0.00134721 0.00102938 0.00180347 -0.00651896 7.46438e-05 0.000655854 -0.0204888 -0.00441767 -0.0180373 -0.0327696 0.000976834 0.0158035 0.0265454 -0.0204089 0.000498379 -0.00483907 -0.0413349 0.00213004 0.0152572 0.0225605
internal_weight=207.673 6.24334 1.76529 4.47805 3.99084 3.42144 2.59349 1.48871 201.43 6.92987 194.5 192.235 5.1546 4.23039 3.73375 189.321 2.83095 1.92283 1.55125 1.25031 186.49 5.82992 4.49618 1.33373 180.66 42.2976 3.90746 138.363 12.845 10.7306
internal_count=4633 984 284 700 283 126 117 83 3649 340 3309 3232 187 162 126 3181 255 109 105 93 2926 137 56 81 2789 797 224 1992 554 210
is_linear=0
shrinkage=0.0530633


Tree=630
num_leaves=31
num_cat=0
split_feature=5 15 5 5 2 16 3 13 13 15 16 17 18 0 3 9 16 13 18 3 15 18 7 6 9 6 0 0 2 6
split_gain=1.16203 0.983135 1.43757 1.18669 1.37612 1.35155 0.934416 0.873668 2.01363 1.99688 1.71218 1.13473 2.1869 1.56524 2.23619 1.33185 2.09613 2.02351 1.33261 1.39164 1.31734 1.74379 1.1959 1.21079 1.4671 1.16582 1.1269 1.12606 1.15115 1.97892
threshold=12.306951632950001 46.055224235250002 24.367802910700004 24.458659404000002 247.02271001585004 23.044946110900003 108.48197402175002 115.13321943645001 116.86189801435002 42.076928760450009 21.074950717600004 188.27285108100003 13.075178189100003 86.09518316945001 93.733092718100025 202.38851837455002 22.514947350300002 117.69263157665002 13.344136431100003 93.469623821300004 41.54912092575001 13.531614672700002 22.532843451200005 16.525386113000007 186.16747084260001 16.465384711100004 88.350799540950007 86.345209775600011 108.63443756215001 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 6 -3 -4 5 -5 7 9 26 10 -2 12 13 14 -10 16 -13 18 27 20 21 -20 23 -16 -25 -23 -9 28 -18 -30
right_child=1 2 3 4 -6 -7 -8 8 11 -11 -12 15 -14 -15 22 -17 17 -19 19 -21 -22 25 -24 24 -26 -27 -28 -29 29 -31
leaf_value=-0.00032253172634711969 0.00016052917849860462 -0.0019315401626412117 0.0013621421489013249 -0.0021256830684109468 0.00020638753903214711 0.00077918114093644068 -0.0011506380168153911 0.00039468092712720997 -0.0020283970382608783 -0.0020660732996079568 -0.0012827597175015804 0.0015387804501670976 -0.0014210371065570249 0.0010752117328226992 -0.0011561309894365318 -0.00010117974082588015 0.00073926002840816953 0.0014121485037105782 -0.0013239337792203766 -0.0011888853917430002 0.00094422061599212369 0.00066321506142829321 0.0008322291492008834 0.0008404846364690339 -0.00063780780554851147 -0.00070732845857801737 0.0014646714566774362 0.0011583783981794118 -0.0013990996779559386 0.00062574087415994989
leaf_weight=17.999630017584423 114.94548835619935 1.7571221482940007 1.678947175387292 2.2506518121808754 5.2546815221430734 0.76135748624801625 1.8069869775936229 6.2679451138246787 1.9539140872657395 1.4977029337314878 2.9955446263775221 6.1298107579350463 3.7658721059560767 4.8973011150956145 3.5567475482821491 17.169896306470037 8.1821813769638556 5.863068923354148 3.5703677982091966 3.4827099731191984 4.9285003766417494 6.6808202341198903 5.4608842683956018 4.9753332677064446 4.5791405597701669 3.290109908208251 7.9057115763425827 7.4073200225830069 3.1750977858901015 3.7264295741915703
leaf_count=1267 1871 44 18 96 79 6 189 77 16 30 34 79 90 23 28 156 63 29 22 30 22 29 29 76 53 29 66 41 24 17
internal_value=0.000139961 0.000173271 -0.000360037 -8.23951e-05 -0.000375777 -0.00139141 0.000199471 0.00020979 0.000325564 9.64107e-05 0.000123872 0.000233744 -8.06943e-05 0.000117846 -0.000110572 0.000358437 0.000498268 0.000371482 0.000234196 -9.6128e-05 0.000109925 -0.000193726 9.1197e-05 -0.000217446 0.000131988 0.000210977 0.000991495 0.00055661 0.000261094 -0.000305802
internal_weight=267.917 249.918 11.7028 9.94564 8.26669 3.01201 238.215 236.408 116.969 119.439 117.941 102.796 29.1892 25.4233 20.526 73.6063 56.4364 50.3066 44.4435 21.9525 18.4698 13.5413 18.5721 13.1112 9.55447 9.97093 14.1737 22.491 15.0837 6.90153
internal_count=4633 3366 243 199 181 102 3123 2934 999 1935 1905 856 315 225 202 541 385 306 277 132 102 80 186 157 129 58 143 145 104 41
is_linear=0
shrinkage=0.00188464


Tree=631
num_leaves=31
num_cat=0
split_feature=16 16 19 6 10 0 6 12 4 17 10 10 4 0 6 4 5 18 16 3 4 7 15 8 5 19 15 6 3 3
split_gain=0.225097 0.825658 0.66298 0.93139 0.696253 0.647141 0.684364 0.63256 0.782198 0.982315 0.627744 0.614125 1.59415 0.842612 0.976399 0.642104 1.69364 1.78496 1.45986 1.37102 0.995147 0.99455 1.59034 1.24396 0.750798 1.30988 1.12882 0.73966 0.599969 0.580183
threshold=13.534968349350001 12.919969787500003 11.850956171350001 11.085259005300001 84.232081685100013 98.51854819030001 11.215262042800001 232.35148227425003 181.92062232470002 199.45200027940004 68.20618276945001 75.424692849750016 267.06082587310004 97.491557184450016 14.195331671650001 309.25865594525004 21.363989181350004 14.549241649450002 22.634947069650003 82.831394999100013 312.24436677560004 23.131311951800004 25.186533201700005 8.6432548896500023 22.533652790000001 14.351157895250003 46.674706678850008 16.475384944750001 82.234557294150008 85.000980710400015
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 10 3 4 -2 11 -7 8 9 -8 -1 15 13 14 28 -4 17 -17 19 -19 -18 22 -22 24 -23 27 -27 -26 -13 -12
right_child=2 -3 5 -5 -6 6 7 -9 -10 -11 29 12 -14 -15 -16 16 20 18 -20 -21 21 23 -24 -25 25 26 -28 -29 -30 -31
leaf_value=-0.060954938649881205 -0.068760021291810719 -0.06439977103825642 0.0020689277118365506 0.027841266072126246 0.01225812175588642 0.0012197156532263529 -0.064184782426831857 0.0069222592312503878 -0.062869864020694111 0.020271377432233572 -0.003400598352989673 0.027577184955547521 0.051094470078605576 -0.02559524594817596 0.065242344480650236 -0.080128048949342875 -0.061834348288253987 0.032511880889645191 0.051547846797696077 -0.06129970913091598 0.02718994638027206 0.044555791355671559 -0.058663295269445949 -0.037898476539443234 -0.047407045411434152 0.047993599563542287 -0.0040075616081455103 0.0066822907344479612 -0.033771545515612858 0.049955019484277351
leaf_weight=0.60444014319727735 0.65771892119664588 0.8040556081687108 143.95648436623014 6.2869606675230898 0.81548356800340116 5.6969779809587617 0.76935425586998452 1.3706595213152466 2.2147235507145524 1.225868012756109 9.6803882359235978 1.0814594253897656 3.010145484469831 2.6771620442159474 1.0508468747138975 2.0457924050278988 0.83787848614156502 0.75470512034371573 0.9321761056780814 1.834401956759393 1.1932016409628006 2.6380233413656233 1.9522716406645484 1.6096620010212053 1.6722967426467206 3.3931720964610577 2.4800265110097826 1.8037133198231456 1.1074597122205885 0.7539966869226199
leaf_count=78 31 94 1958 85 51 264 44 42 110 14 1070 4 83 28 6 65 69 16 13 92 33 48 96 42 35 27 42 12 60 21
internal_value=0.000759928 -0.00708255 0.00123606 0.0180162 -0.0239129 0.000540857 -0.0130643 -0.0276461 -0.0389008 -0.0122948 -0.00290763 0.00141248 0.0163841 -0.0012743 0.0188232 0.000612665 -0.00844404 -0.0366054 -0.0113197 -0.0339543 0.000473724 0.00359196 -0.0260958 0.0104598 0.0169535 0.00916505 0.0260355 -0.0193399 -0.00346153 0.00045492
internal_weight=206.912 11.8429 195.069 7.76016 1.4732 187.308 11.2776 5.58061 4.20995 1.99522 11.0388 176.031 8.92707 5.91693 3.23977 167.104 23.1473 5.56708 3.52128 2.58911 17.5802 16.7424 3.14547 13.5969 11.9872 9.34921 5.8732 3.47601 2.18892 10.4344
internal_count=4633 1263 3370 167 82 3203 474 210 168 58 1169 2729 181 98 70 2548 590 186 121 108 404 335 129 206 164 116 69 47 64 1091
is_linear=0
shrinkage=0.0585862


Tree=632
num_leaves=31
num_cat=0
split_feature=16 16 12 16 16 6 6 19 9 18 18 2 18 18 9 18 18 6 6 10 16 0 8 4 12 7 5 5 16 8
split_gain=1.46093 1.58449 1.48127 1.14415 1.16879 1.16379 1.55506 1.40068 1.46444 1.44549 2.0707 1.24957 1.11485 1.09641 1.19199 1.08596 1.57794 1.83829 1.2552 1.61505 1.44163 1.86254 1.17374 1.07259 2.02834 1.78962 2.38923 1.6087 1.94959 1.75848
threshold=18.594956516900002 16.094962363000004 96.350437043050007 13.534968349350001 12.919969787500003 11.085259005300001 9.1452136764500018 12.851036860900001 205.73475031020004 15.534793034950003 14.766942149300002 154.46567853970001 16.115468395400004 16.399957653700003 216.72927494925003 18.281462078100002 14.863842190850002 11.945279099550001 14.355335410100002 70.348883899450016 18.369957043050004 81.446839061900008 7.943800736700001 309.25865594525004 249.73381652755003 23.131311951800004 31.373072367600006 21.363989181350004 22.634947069650003 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 3 -3 4 -1 6 12 8 11 10 -10 -7 -5 -11 -15 16 18 -18 19 -4 21 -20 -22 -2 -25 26 -26 28 -27 -29
right_child=23 2 15 5 -6 7 -8 -9 9 13 -12 -13 -14 14 -16 -17 17 -19 20 -21 22 -23 -24 24 25 27 -28 29 -30 -31
leaf_value=-0.0001770707249140703 0.00030324288848224693 -0.0022032263234115696 0.00053515042806564464 0.00064006803892409673 -0.0021398676144313497 0.0004604815677271454 -0.0022146400172638196 -0.00098537553624430518 0.00065028116972814989 0.00098186154809665042 -0.0024641052747373321 0.0014518384756928313 -0.001082449888596211 -0.0017733849654780751 0.00075434349990303269 0.0016240427112388035 -0.00024367495392809546 -0.0021101613022188707 -0.0020188197199250153 -0.0020898374567614939 0.0013856484889418262 0.0014466611812196494 -0.0025869673673755422 -0.0020906628566630791 -0.0025576737909353757 -0.0016733223530801199 0.00073520272743339749 0.00072885797608970143 0.00086259886965462046 -0.0010300810332621823
leaf_weight=17.318326086038727 159.89478299906477 1.7848458657972539 1.5937437554821428 3.829384659882634 1.1986964651150618 11.8799755119253 1.4305620323866604 2.3994943616562514 1.3957993967924252 4.8230771757662296 1.8144700210541485 7.7725005471147588 2.1783627547556534 1.4100738279521468 1.34889180958271 0.95739316614344616 4.1428080489858976 3.6839004426728934 0.65820385567349138 1.8972180811688302 0.40635584807023384 4.4330395377473906 0.84919547545723617 1.7796463649719978 2.0777511328342402 3.1002646619454053 1.3390307333320377 15.499768637120726 1.7541598714888094 2.4296052521094671
leaf_count=1169 1293 101 28 92 94 127 41 37 10 35 37 96 117 39 15 16 150 172 179 124 25 98 90 87 51 45 47 149 16 53
internal_value=0.000150169 -6.87974e-05 -0.000530323 9.13774e-05 -0.000304132 0.000273184 -0.000413411 0.000428679 0.000540127 -2.88043e-05 -0.00111 0.000852561 1.54964e-05 0.000428976 -0.000537548 -0.00036998 -0.000478054 -0.0011222 3.44135e-05 -0.00089144 0.000543666 0.000998638 -0.00130124 0.000242482 -0.000104737 3.01552e-05 -0.0012672 0.000224714 -0.00075696 0.000490505
internal_weight=267.081 79.2063 20.4067 58.7996 18.517 40.2826 7.43831 32.8443 30.4448 10.7923 3.21027 19.6525 6.00775 7.58204 2.75897 18.6219 17.6645 7.82671 9.83776 3.49096 6.34679 5.09124 1.25555 187.875 27.9802 26.2006 3.41678 22.7838 4.85442 17.9294
internal_count=4633 2892 983 1909 1263 646 250 396 359 136 47 223 209 89 54 882 866 322 544 152 392 277 115 1741 448 361 98 263 61 202
is_linear=0
shrinkage=0.00192234


Tree=633
num_leaves=31
num_cat=0
split_feature=19 16 9 15 6 9 16 5 3 0 17 7 15 9 16 6 4 10 3 0 6 13 15 0 2 2 17 5 5 15
split_gain=0.225661 0.290778 0.306974 0.204536 0.724039 1.09832 0.809284 0.779266 0.62833 0.443719 0.800811 0.539231 0.428945 0.852013 1.0302 0.590321 1.19678 2.67363 1.32536 1.25612 0.955602 1.49094 1.29013 0.878539 0.7598 0.920115 0.595325 0.527558 1.22402 1.85913
threshold=9.8507947922000021 8.3649804390000018 40.734022239000005 44.732387748900003 16.405383309150004 191.61296531520003 22.664946999500003 24.367802910700004 94.472418703950012 86.162394622750014 193.09202135800004 23.822419043000004 42.968808980200009 198.91155909545003 22.634947069650003 16.455384477450004 280.97264888340004 61.950140699950005 90.461239173300015 88.350799540950007 16.425383776450001 117.56896250265002 42.33967733730001 71.249517373150013 189.32640726775003 177.45016916930004 188.51582982015003 21.836296031200003 20.971847224900007 37.491361913600009
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 -3 12 6 8 7 -5 -6 10 -7 -12 15 14 -14 20 18 23 -17 24 22 -22 27 -18 25 -20 -25 28 -2 -30
right_child=3 2 -4 4 5 9 -8 -9 -10 -11 11 -13 13 -15 -16 16 17 -19 19 -21 21 -23 -24 26 -26 -27 -28 -29 29 -31
leaf_value=-0.058854476217516348 0.002308779301845689 -0.058987157055124848 0.043315811707856297 -0.068855157077016255 -0.06492810291516779 0.011182988899027947 0.020846300700597085 -0.0093814717374132075 0.013617417888616793 0.028637651890928852 -0.06951143646660185 -0.002596820151734988 -0.026281981929909833 0.033497635510057744 0.022857952523332396 -0.057028422083537506 -0.04133986324205155 -0.073015464354670698 -0.00070771757185519966 0.046035884211942789 0.03780112108095212 -0.0056741989063395287 -0.060304157031835941 0.058148991145452238 0.043183416043442779 -0.035492748267197345 -0.0046740491005518529 0.011520308656137734 -0.059946298708658134 -0.0038110740800815141
leaf_weight=0.47446695541657291 97.183260382182198 0.15066368739644531 0.27048282633768395 1.5943516762927172 1.1587376766838122 5.8957022842951101 0.88812158931978036 1.3357496593816902 0.47321411594748486 2.6852861484512687 0.76433584914775543 0.82737892121076584 2.7556057907640916 3.9944030598562676 2.8769237659871578 1.3678709466475982 0.83790736359878737 2.5504638640122721 32.253308263185318 1.9001418463885773 6.0788364539039303 4.5503195039927959 1.1134211819153268 1.0625377124524673 1.1938672231044609 2.7202812836840158 0.93599370957781491 16.030143494899676 2.6606315940298355 7.2505220905295573
leaf_count=329 2356 41 17 42 65 62 17 38 6 18 36 25 25 46 19 22 55 61 617 18 112 27 18 24 26 37 24 308 63 79
internal_value=0.000747923 -0.0280205 0.00671728 0.000873645 -0.00544292 0.00158942 -0.0271845 -0.0417428 -0.0421524 0.00860668 0.00142278 -0.034729 0.0013949 0.0132068 -0.00118281 0.000762078 -0.00494855 -0.0303424 -0.00147973 0.000516279 0.00265997 0.0191894 0.0012458 0.00802825 -0.0018752 -0.00341333 0.0287264 0.0018024 0.0003478 -0.0188805
internal_weight=205.835 0.895613 0.421147 204.939 15.6229 11.8047 3.81822 2.9301 1.63195 10.1727 7.48742 1.59171 189.316 9.62693 5.63253 179.69 44.8224 5.3869 39.4355 38.0676 134.867 10.6292 124.238 2.83644 36.1675 34.9736 1.99853 123.125 107.094 9.91115
internal_count=4633 387 58 4246 309 212 97 80 71 141 123 61 3937 90 44 3847 884 164 720 698 2963 139 2824 103 680 654 48 2806 2498 142
is_linear=0
shrinkage=0.0574375


Tree=634
num_leaves=31
num_cat=0
split_feature=6 6 3 19 3 7 16 15 0 5 12 0 3 12 10 16 7 7 15 0 10 9 16 5 5 9 16 2 8 18
split_gain=1.24527 2.37879 1.70909 1.99498 1.91327 1.9751 1.79902 1.72364 1.47548 1.50302 1.25734 1.31719 0.98566 0.955839 0.973608 3.29028 2.37219 2.55707 1.89001 1.82737 2.15826 2.66221 1.68322 1.0504 1.27883 0.997432 0.908987 2.08387 1.30956 1.06096
threshold=13.665319288000001 13.775321858200002 85.589753040950015 12.651020723000002 84.812788641250009 24.040556609400003 15.404963976500001 24.474073043650005 86.345209775600011 20.315138807500002 94.177001085000015 93.843319501450011 93.345954747300013 99.140885195450011 66.859265246100009 20.034953149600003 24.385896469550001 23.822419043000004 30.404760455250003 90.321439350550008 64.369753017350021 194.82237869650001 22.454947490600002 21.252944829650001 20.911722254300006 204.51365672970005 19.134955254150004 145.83272221200002 7.943800736700001 14.349689277800001
decision_type=2 2 2 2 2 2 2 2 2 2 2 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 7 -6 -3 -5 9 -4 -10 13 -11 -12 19 16 17 -16 -18 20 22 -22 -15 24 -24 -21 27 29 -29 -9
right_child=1 2 8 4 5 -7 -8 26 10 12 11 -13 -14 14 15 -17 18 -19 -20 25 21 -23 23 -25 -26 -27 -28 28 -30 -31
leaf_value=-0.00012480576339991833 0.0012599789360258611 -0.00022464412013214414 0.0012131339954879001 -0.00171032579609714 0.0001919367077602701 -0.0022156870983124394 0.0012103678145904135 -0.0011449705608982874 -0.00046540379828940098 -0.0011888744490763097 0.0015178387513229417 0.0016654734104282619 2.277030493500449e-05 0.0014746716227719628 -0.00031843118522402252 -0.0023647050205876903 0.00061666758932685142 0.0020795025649803026 -0.0024968797619134161 0.00046269608731797248 0.00045789717516877106 -0.0019249437295655396 0.00033961234477455367 0.00057798606865618193 -0.00083353289796985093 0.0019363211949067706 0.0013986158556399033 0.00065871858310925617 -0.0023575907899361396 0.00053305061681046932
leaf_weight=53.925631026781048 7.5825885981321326 7.6469133878126723 3.8399352654814711 2.4788499716669383 1.8016996718943108 4.1811538484180346 5.5871465997770429 1.6625798307359207 5.6728811375796786 2.5778164016082874 2.8359621865674844 3.2711362279951564 66.095932597105275 5.7500355569645754 3.046646087896077 2.0163263715803614 1.3018303830176594 3.5677828062325716 1.6133122472092507 2.7180681233294299 3.7423206595703951 3.2264735847711563 10.948971921578048 31.241557536646724 5.0026418697088948 4.5197868123650551 1.583209604024886 0.70954996533691828 2.124494717689231 8.5682310974225384
leaf_count=2056 58 59 35 28 16 188 25 45 40 21 20 25 1227 91 35 40 14 14 28 18 30 29 81 193 29 37 6 11 70 64
internal_value=0.000135374 0.000203181 0.00016298 -0.000213973 -0.000554798 -0.00149065 0.000381188 -0.000227883 0.000247034 4.27324e-05 0.000410776 0.000469388 -2.27114e-05 0.0004214 0.000381888 -0.000133762 0.000338275 0.000975 -0.00110645 0.00047055 0.000360328 -0.000645331 0.0004927 0.000373057 -2.83019e-05 0.00138292 2.29861e-05 -0.000143714 -0.00160241 0.00026036
internal_weight=260.841 206.916 199.333 36.3438 23.1098 5.98285 13.2341 17.1269 162.989 72.5137 90.4757 84.8029 68.6737 81.5317 78.6958 11.5459 9.52957 6.61443 2.91514 67.1499 59.912 6.96879 52.9432 47.1932 15.9516 7.23785 14.6481 13.0649 2.83404 10.2308
internal_count=4633 2577 2519 512 428 204 84 224 2007 1283 724 684 1248 659 639 131 91 49 42 508 453 59 394 303 110 55 196 190 81 109
is_linear=0
shrinkage=0.00192234


Tree=635
num_leaves=31
num_cat=0
split_feature=6 0 10 15 6 7 12 7 10 4 12 6 0 6 13 12 5 3 4 5 17 6 16 0 15 16 2 7 14 17
split_gain=0.240959 0.952416 1.27147 1.59668 0.82074 1.07387 0.757155 1.50481 0.672013 0.649459 1.23164 0.624308 0.613696 0.967568 1.42911 1.26832 0.843592 0.781263 0.865795 1.69793 0.691247 1.23321 0.996138 1.33235 0.959531 1.33623 0.885103 0.748286 0.671292 0.658433
threshold=14.745344522600002 95.550490414250007 69.633754036750005 27.063546193350003 13.345311811050001 19.773504439000003 218.12027148180002 24.872345000050004 66.52858489605002 147.36370056065002 82.088033630950022 13.745321157250002 86.345209775600011 16.375382608200002 117.39690118230001 121.79144674955002 19.973460566700002 93.345954747300013 248.32992249220004 22.627560662300002 188.13858192940003 16.435384010100005 22.604947139800004 85.732241321850012 40.42701969085001 22.634947069650003 155.18475231920004 19.052023743050004 256.87274144255008 191.20566072810004
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 4 6 5 -1 7 -4 11 -3 -11 -6 13 14 15 -2 -15 -18 20 -20 22 -22 23 26 25 -23 27 -19 -21 -14
right_child=12 9 3 -5 8 -7 -8 -9 -10 10 -12 -13 29 16 -16 -17 17 18 19 28 21 24 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=0.030295511609092572 -0.063915866949506364 0.036673806703862763 -0.057891558171381377 -0.059457171633937107 0.042522066476496895 -0.040533900976601658 0.025179971326931415 0.059643551605158988 0.046228535867314124 -0.077538900737262634 0.0013515406366564888 -0.0088779778530052242 0.014574653931344897 0.058335297742234206 -0.064104106977862771 0.028455340467231263 -0.033697161276902358 0.0068837264635526552 -0.068168701763032774 -0.048691044332963375 -0.017001562371718498 0.035504903519503708 -0.0076450564014372063 0.060725919267575236 0.049486511719053827 -0.016216784896724023 0.047246030539579827 -0.063121438948097908 -0.0017029041405433091 0.0024880889061325222
leaf_weight=0.88091936521231984 0.63716187006502822 1.5538240280002344 1.3407301094703137 3.3063753403839655 0.90587904723361123 2.5149368558777496 1.4267600759048944 0.4412691673496737 1.3446190329268572 0.60983195676817459 55.042242174367857 3.5139920053188689 18.069378211162984 0.73942936956882377 1.8430280289903747 1.5678903057123532 2.1420290973037472 1.1314729449513898 1.3689892534166599 0.98158926358883292 2.6501685422845176 3.4544899314641935 14.368368404451756 1.6966502815484998 3.3273211754858494 2.7219423046335578 0.79839042192907062 0.79049537135870185 16.562257656720249 57.295851729868446
leaf_count=8 29 7 130 239 16 101 55 5 21 41 1932 95 141 5 51 48 17 130 20 31 21 41 130 8 23 28 28 228 371 633
internal_value=0.000714818 -0.00183365 -0.0138898 -0.0325335 -0.00062987 -0.02216 -0.00479074 -0.0287868 0.0120535 0.00146997 0.000487064 0.00165677 0.00212034 -0.00221401 -0.0282246 0.00176418 -0.00021731 -0.00105001 0.000352761 -0.00895269 0.00604108 0.0163001 -0.000596422 0.0223325 0.0255865 0.0127113 -0.0016129 -0.021909 -0.00433192 0.00538593
internal_weight=205.028 72.8814 15.6755 6.51513 9.16035 3.39586 3.20876 1.782 5.76449 57.2059 55.6521 4.41987 132.147 56.7817 4.04808 2.20505 52.7336 51.9942 49.8521 18.9128 30.9393 12.1539 18.7854 4.41701 9.50375 6.17643 2.72036 1.92197 17.5438 75.3652
internal_count=4633 2650 670 429 241 109 190 135 132 1980 1973 111 1983 1209 128 77 1081 1076 1059 422 637 113 524 394 92 69 386 358 402 774
is_linear=0
shrinkage=0.0552071


Tree=636
num_leaves=31
num_cat=0
split_feature=17 12 8 8 19 0 7 18 15 16 8 8 6 6 12 19 5 15 5 2 9 18 18 18 18 15 6 15 16 15
split_gain=0.250338 0.278548 0.245889 0.63141 0.58395 0.980421 0.530072 0.504386 0.413496 0.331286 0.67563 0.425583 0.406366 0.363023 1.25895 1.04535 1.02796 2.00093 1.03786 1.00526 1.31985 0.957547 2.93167 1.32453 1.10366 1.03511 1.79586 1.5453 1.01866 1.32907
threshold=158.19986339130003 284.29960850000003 9.5425530862500008 8.8430989333000021 14.451165964200003 87.028078140750011 21.698399695800003 11.634276750250001 32.548041893900006 22.764946765650006 8.4434108459500017 8.7431769115000026 16.475384944750001 16.455384477450004 90.571070795850019 14.451165964200003 21.191508333600002 35.133229767950006 21.324133279950001 226.19683278270003 190.36745536595001 13.480563334700001 13.531614672700002 13.431207332600001 13.552878921100001 40.042228346200012 16.375382608200002 38.992510055900006 22.654947022900004 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 -1 3 9 8 -6 7 -4 -5 11 -11 13 -13 21 -15 16 17 -16 -18 20 -17 23 -23 25 -24 27 -27 -2 29 -26
right_child=2 -3 6 4 5 -7 -8 -9 -10 10 -12 12 -14 14 15 19 18 -19 -20 -21 -22 22 24 -25 28 26 -28 -29 -30 -31
leaf_value=-0.069040414941138675 0.0079988417368688208 0.032708884930843632 0.022803256090776144 -0.026763621457233964 -0.068997928423079724 0.012970403219490787 0.039806708286038342 -0.046900930527361086 0.017109671106502165 0.049416650783512678 -0.0086055516052818744 0.0037683334712121422 0.035137360638313839 -0.085105114531497064 0.0026594569425039548 0.032841473605337686 0.049106078895387019 -0.076406573282576357 -0.0081820034953523843 0.051463867684095728 -0.010860992459220307 -0.10460861363615148 0.048564298779798384 0.054496605399414255 -0.00083289052342648388 -0.055576297168307399 0.007143723685625201 0.056106617940210421 0.031646538570174139 -0.04416087316655553
leaf_weight=0.42141872289721405 16.9082759567682 0.15360321202024352 0.95802038908004694 1.6193053185706952 1.845111007569358 0.91247063502669323 2.0215012549888343 0.79460901718994137 2.0200209967442788 1.7364450171589845 1.625902405939996 4.3267754819244137 2.8765941730234772 0.80211334995692496 2.7289576756302294 4.3286861549131563 1.408074297010901 2.6296579483896494 21.931714385566011 2.1420567588647819 8.7079042466357333 1.1327468785457302 1.9231637944467355 2.7542498940601936 94.233721452445025 2.6137175106268824 7.0951917083875742 3.3465979415923348 3.8695798404514781 3.0582457949494701
leaf_count=224 251 26 9 27 52 12 29 44 26 19 30 38 21 24 29 52 6 23 573 20 85 23 64 33 2633 46 67 24 50 73
internal_value=0.000758266 -0.0418605 0.000879376 0.000568522 -0.0194235 -0.041875 0.0172351 -0.0087993 -0.00241159 0.00123398 0.0213593 0.000875597 0.0162952 0.000264008 -0.00479882 -0.00333075 -0.0105917 -0.036141 -0.00472585 0.0103977 0.00365003 0.0019159 -0.00111479 0.0115696 2.24546e-05 0.00762381 -0.00974102 0.0159474 -0.000900366 -0.00219485
internal_weight=202.926 0.575022 202.351 198.577 6.39691 2.75758 3.77413 1.75263 3.63933 192.18 3.36235 188.818 7.20337 181.615 44.6792 43.8771 28.6984 5.35862 23.3398 15.1786 13.0366 136.935 104.217 32.718 103.085 29.9638 9.70891 20.2549 101.162 97.292
internal_count=4633 250 4383 4301 117 64 82 53 53 4184 49 4135 59 4076 812 788 631 52 579 157 137 3264 2843 421 2820 388 113 275 2756 2706
is_linear=0
shrinkage=0.0646839


Tree=637
num_leaves=31
num_cat=0
split_feature=19 16 9 16 10 7 19 10 6 13 18 7 16 15 18 16 17 2 10 10 13 13 2 13 16 18 16 10 18 17
split_gain=0.205083 0.262153 0.272561 0.200259 0.44529 0.532435 0.427052 0.350269 0.461978 0.82618 0.245134 0.598473 0.798623 0.792838 0.474687 0.806324 0.977486 0.406996 0.32482 1.97371 0.935872 1.04523 0.592404 1.14735 0.407711 0.610732 0.394495 2.02268 1.78299 2.53608
threshold=9.8507947922000021 8.3649804390000018 40.734022239000005 8.3649804390000018 87.313054702550019 24.573979631000004 9.9508028611500023 86.654382460650012 5.1351199812500008 87.431346860350018 16.884724796650001 26.545218975000001 17.684958644900004 21.086216674150005 16.399957653700003 14.464966174600002 203.09927826650002 201.25557642380002 78.196493182200015 77.094225348750015 101.12635257680002 99.07774748140001 223.87650328090004 98.050756475600011 11.864972254500001 14.741741751300003 15.664963368500002 73.007768990450018 15.329371696850002 191.20566072810004
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 -3 -2 7 -6 -7 8 9 -5 14 -12 13 -13 18 -16 -17 -18 19 24 21 22 23 -20 25 -10 28 -28 29 -26
right_child=3 2 -4 4 5 6 -8 -9 10 -11 11 12 -14 -15 15 16 17 -19 20 -21 -22 -23 -24 -25 26 -27 27 -29 -30 -31
leaf_value=-0.062328158293468529 0.027443182007418999 -0.062456407220038812 0.043642896472228888 0.026768041676750443 0.016344616638443762 0.047153863344367337 -0.062208449717776886 0.036829985187187428 -0.064033414203232705 -0.062422785382343748 0.039873277981252182 0.0056244604978694119 0.053333453905886188 -0.063455894830882986 -0.069494499088165948 0.048374310097271819 -0.052266147584354709 0.0083742848544238364 -0.063310362577339824 -0.070549798618862708 0.062422832172830588 -0.065979490506200708 0.051864214312646005 0.015139522172004781 0.0092030055748187102 0.02655543905306957 0.0013692515254041995 -0.048188389687769506 0.053705057844430706 -0.082113602080939874
leaf_weight=0.43362305756818287 1.0409909705358575 0.13874256164126564 0.25582217439659871 0.59594823699444432 0.67401929944753591 0.14925169905473001 1.1932747190294319 1.0046074038837094 0.82603927743184502 1.0945251716475466 2.0452427421696475 1.9431557595380589 0.77884528040885914 0.9046164322644471 0.94870115327648763 0.88286946713924441 1.125837125466205 0.64781186589971174 0.81032961243181301 1.4403902416524932 1.2058894345536826 0.70675657037645567 1.1457624137401579 4.7687566969543695 12.958991571053049 0.41561722708866 153.94831056148359 3.1218731114640823 2.897914686742296 1.2378715134691436
leaf_count=329 80 41 17 33 20 15 338 44 80 262 36 45 22 74 64 6 43 14 139 62 8 32 16 35 212 12 2393 102 38 21
internal_value=0.000653401 -0.0296158 0.00633472 0.000778422 0.000639267 -0.0278582 -0.0500504 0.000930301 0.000746718 -0.03098 0.0010221 0.0135079 -0.00136092 -0.0163194 0.000647578 -0.0212579 -0.0040316 -0.0301177 0.00107335 0.000509637 0.012615 0.00453295 0.0119435 0.00374514 0.00109316 -0.0337108 0.00134128 0.000384261 0.0101346 0.00124081
internal_weight=201.342 0.828188 0.394565 200.514 199.473 2.01655 1.34253 197.457 196.452 1.69047 194.762 5.67186 3.62662 2.84777 189.09 3.60522 2.65652 1.77365 185.485 176.847 8.63749 7.43161 6.72485 5.57909 175.407 1.24166 174.165 157.07 17.0948 14.1969
internal_count=4633 387 58 4246 4166 373 353 3793 3749 295 3454 177 141 119 3277 127 63 57 3150 2920 230 222 190 174 2858 92 2766 2495 271 233
is_linear=0
shrinkage=0.0609531


Tree=638
num_leaves=31
num_cat=0
split_feature=17 12 4 2 5 12 17 17 7 7 14 7 4 17 17 4 8 9 12 9 15 9 5 8 16 17 18 4 3 4
split_gain=0.19086 0.514643 0.999459 0.485193 0.653632 0.475313 0.481468 1.2603 0.49657 0.558054 0.537109 0.485742 0.482053 0.460202 1.34716 0.820497 0.669343 1.29724 0.797222 0.833954 0.777799 0.645189 0.587509 0.560631 0.500589 0.70824 1.81803 0.616232 0.573853 0.562295
threshold=168.62011096010002 66.834523482800009 168.18037996940004 216.39684782960003 13.713273242250002 66.834523482800009 174.47088669260003 179.88087463185005 23.727132803250004 23.080728504150006 195.37489133290003 25.806080957700004 229.41769445250003 182.37451917730002 183.09840208680004 170.02009443710003 8.8430989333000021 207.89602404040002 82.088033630950022 191.61296531520003 31.028113015250003 194.45262321395003 22.245176011200005 8.543332867800002 22.714946882600003 183.93802912725002 14.804191144800003 158.18845385165005 94.472418703950012 158.74242509745002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 -3 4 -4 -2 -7 8 9 10 -8 -10 -12 21 15 -15 18 -18 19 -16 -19 -9 -22 -23 25 26 -20 -27 -26 -29
right_child=5 2 3 -5 -6 6 7 13 11 -11 12 -13 -14 14 16 -17 17 20 24 -21 22 23 -24 -25 28 27 -28 29 -30 -31
leaf_value=-0.054785324617585472 0.029415909106410083 0.048285809008161235 0.0063241643065184844 0.012214432221863121 -0.041340905049786346 0.01508663108104231 -0.057873057095319223 -0.010912752910037644 -0.077148515089007524 0.043656099111855827 0.02984176921047195 -0.015180603104417991 -0.030755977563260213 0.0036974991240774774 -0.0022455704008600345 -0.070436689188692572 -0.079924971508167686 -0.049838611323268299 -0.078625659051864707 -0.072944738796619363 0.025316345965748534 0.0071020143687715804 -0.018056947580419355 0.043220053028131762 0.032903310836280501 0.01995252605282621 0.026252815705584333 -0.034165302695306168 -0.011594431279027923 0.0015029509425258751
leaf_weight=0.71412240946665306 1.9098739773035038 1.0413232988939851 1.5057720348704604 1.7818444696076765 2.5674555795048946 7.2964797370586885 1.0231229825003536 2.3683545542444318 1.0702641821699215 0.45843678608071048 0.73887359618674953 0.68402654105011595 1.0464556413935495 0.75415309891104643 1.2881010982673609 1.4197433658409861 0.93952935660490666 1.0871530334698034 1.1994353964691975 0.96115334099158634 2.1741131595335901 2.8969549397006631 1.9583225520327685 2.7768380391644314 3.3989973776042453 5.9816588442772618 0.99980178370606143 1.4729626048356284 1.3303478471934793 144.61656753922034
leaf_count=13 24 74 129 113 388 261 88 59 42 14 29 52 52 11 11 41 27 25 57 40 24 27 42 16 38 56 24 34 28 2794
internal_value=0.000551186 -0.0083695 -0.00356314 -0.0127845 -0.0237203 0.000905059 0.000618381 4.03907e-05 -0.0283372 -0.015101 -0.0246922 -0.0529862 -0.00567709 0.000842585 0.000205915 -0.0447186 0.000789287 -0.0177939 0.0014991 -0.0324568 -0.00661028 0.0142678 0.00476215 0.0247787 0.00197945 0.00141516 -0.0309465 0.00188317 0.0203863 0.00114332
internal_weight=199.462 7.61052 6.8964 5.85507 4.07323 191.852 189.942 182.645 5.02118 3.26689 2.80845 1.75429 1.78533 177.624 169.582 2.1739 167.408 6.15912 161.249 2.24925 5.21959 8.04215 4.13244 5.67379 159 154.27 2.19924 152.071 4.72935 146.09
internal_count=4633 717 704 630 517 3916 3892 3631 277 183 169 94 81 3354 3252 52 3200 118 3082 51 91 102 66 43 3031 2965 81 2884 66 2828
is_linear=0
shrinkage=0.0574375


Tree=639
num_leaves=31
num_cat=0
split_feature=4 15 15 0 3 12 7 6 9 7 7 6 5 9 12 18 3 18 15 5 16 16 17 5 5 17 10 15 9 10
split_gain=0.177393 0.56028 0.626238 0.551983 0.509583 0.498516 1.75433 0.535707 0.450287 0.506221 0.926679 0.686966 0.813594 0.779833 0.67049 0.798018 1.19566 1.18199 0.768374 2.09464 1.10915 1.10608 1.51286 1.0171 1.21297 1.8695 1.37921 1.36096 1.23763 1.0196
threshold=240.79927845295001 43.79812286300001 42.968808980200009 71.144667506050013 76.927540944650019 179.47323713510005 25.860263408900003 5.1951213832000009 219.19610828025003 25.334697901700004 25.459519683700005 14.195331671650001 16.546942136250003 202.16842692300003 91.208648993800026 13.934548574650002 87.399085362750014 14.295312909150001 31.445204138150004 19.688300142250004 19.224955043700003 22.554947256700004 197.26918533450001 20.315138807500002 21.556055031700001 188.13858192940003 61.987779113750001 35.929665612950011 197.89372115420002 61.998532946250002
decision_type=2 2 2 2 2 2 2 2 2 2 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 7 -5 9 11 -11 13 -13 -6 15 16 -14 -17 -16 20 -20 22 -21 -23 26 29 -25 -28 -29 -26
right_child=3 -3 -4 5 8 -7 -8 -9 -10 10 -12 12 14 -15 18 17 -18 -19 19 21 -22 23 -24 24 25 -27 27 28 -30 -31
leaf_value=-0.046113070747551152 -0.06774679388945086 -0.037484573326168953 0.033513473931824793 0.0092283927676497738 -0.0034847220469375875 0.00019901457636524287 0.0090817338466886357 -0.064050368550095799 -0.026462584286549105 0.056763260253328278 0.0066575542802083708 0.047200628491600297 0.049545542258307831 -0.040508824984996784 0.016069490160770663 -0.085259802356421735 -0.011585155238503946 -0.012691776731306326 -0.0033358578870328294 0.033659542857593608 -0.070158270696448047 0.036541878324404233 -0.011644137798795681 0.0053044799907335308 -0.041430544624228446 0.029535846321100186 -0.00085702913058811002 -0.082508249871311792 -0.022836000760742024 0.014312265729161073
leaf_weight=0.80956991982384252 0.46314036685544024 1.2994469666737121 2.4070866182446471 0.43643621314549763 9.554000652737157 88.083434050042342 4.064598128949001 2.4589008663315326 1.9619260142208066 1.7622170157264907 6.182581830304116 1.5765168932266522 1.5421151015907506 2.7140202708542338 17.91623996571434 1.1124318595975635 5.187226771900896 3.3305109140928835 1.5866419384255999 9.0137729225680214 2.2059501484036446 2.3816738948226002 3.9337081089615813 5.8673062659800079 3.0380850855726731 6.9949508961290121 3.0114687755703908 2.5602882690727711 2.6054071523249149 2.0361919738352299
leaf_count=244 58 17 14 43 274 2269 151 88 38 20 81 9 14 37 591 36 96 42 83 131 33 31 37 36 38 51 15 28 14 14
internal_value=0.000525102 0.00228499 0.00279518 -0.00136534 0.00204743 -0.00104187 -0.0167462 -0.0530045 0.00244497 0.00303505 0.0177714 0.00170717 0.00387025 -0.0116755 0.00295115 -0.010813 0.00242373 -0.0308615 0.00538619 0.00115489 -0.0422029 0.00512273 0.0198954 -0.00158953 -0.00506727 0.00910371 -0.0172452 -0.0334251 -0.0524115 -0.0190622
internal_weight=198.098 102.591 101.292 95.5065 98.8848 95.0434 6.95994 2.89534 98.0752 96.1133 7.9448 88.1685 75.9005 12.268 74.324 11.1723 6.72934 4.44294 63.1517 45.2354 3.79259 41.4429 12.9475 28.4954 26.1137 12.0692 14.0445 8.17716 5.1657 5.07428
internal_count=4633 2024 2007 2609 1993 2551 282 131 1749 1711 101 1610 1299 311 1290 188 110 78 1102 511 116 395 168 227 196 103 93 57 42 52
is_linear=0
shrinkage=0.0609531


Tree=640
num_leaves=31
num_cat=0
split_feature=16 16 12 18 7 0 13 0 10 18 15 15 16 2 5 2 19 0 0 16 13 7 17 0 3 3 3 0 5 0
split_gain=1.34733 1.56313 1.42895 1.06416 1.66912 1.37304 1.6043 1.95256 1.20017 1.40962 1.19097 1.05843 1.14895 1.28974 1.86835 1.1433 1.01684 0.997734 2.50763 2.10445 2.80472 3.77839 3.21939 2.70765 2.05275 1.40975 1.4096 1.5802 1.25541 1.1914
threshold=18.594956516900002 16.094962363000004 96.350437043050007 18.281462078100002 25.139463727750002 94.165934477050016 108.49810477050001 95.746747857800017 70.311245485600026 17.142803710550002 28.298162031900002 26.384523135650003 13.534968349350001 186.79363985910004 11.188452238700002 170.01157529015003 12.851036860900001 96.631250582750013 94.165934477050016 19.224955043700003 112.67059178900001 24.385896469550001 194.75204781875001 90.321439350550008 84.812788641250009 89.732667019950014 87.399085362750014 90.60910437050002 17.756175227850004 86.538778761000017
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 11 -3 4 5 -4 7 -7 -6 -10 -9 12 -1 15 -15 16 -14 18 19 26 21 22 -21 25 -20 -22 -2 -28 -24 -27
right_child=17 2 3 -5 8 6 -8 10 9 -11 -12 -13 13 14 -16 -17 -18 -19 24 20 23 -23 28 -25 -26 29 27 -29 -30 -31
leaf_value=-0.0002935321268612324 0.0015520850029310134 -0.0022591760644520916 -0.0010025327247352876 0.0017209334902609703 0.001544483320821207 -0.0020823719543811192 0.0019539760256508908 -0.00016663951949106741 -0.0021328735299825123 -7.4053255643027909e-05 0.0018939706016614939 -0.0017651429151302744 0.00029050495615901375 -0.00097695263302194227 0.0012289565234250698 -0.0017151219499603174 -0.0012630481388523859 0.00083332559858032452 -9.3196539983329786e-05 -0.0017190073802328468 -0.0010420743289668829 -0.002580229688592233 0.0016468168086710387 0.0013013615021423329 -0.0019665154120666159 7.4056151573730831e-05 0.0011469984869123136 -0.0015929008636492259 -7.9927714934840545e-05 0.00045957222229145038
leaf_weight=16.843137245559774 7.5146046937443298 1.7010146113461839 3.972226210171363 0.8803389840759327 0.53389731049537559 1.4442429768387208 1.9516222607344387 3.2687367992475629 4.3012867864454165 1.8193958585616199 1.6092728867661206 1.1574706304818381 22.336087461066207 1.751812126720323 9.3825900176307169 1.2925303196534503 1.7464549700962368 9.7734091132879239 6.1328870449215156 3.1493294518440944 3.4437937140464774 3.0889920638874164 2.9326852709054947 9.108736281283198 3.5510874865576625 76.582560040056705 1.9705686767701993 1.373277314007282 3.6132319187745452 51.576722683385015
leaf_count=1263 58 101 390 16 4 120 12 64 221 46 9 41 321 101 109 38 36 44 51 35 31 45 9 72 84 834 50 10 32 386
internal_value=0.000132928 -8.66791e-05 -0.000534643 -0.000386347 -0.000484498 -5.49644e-05 0.000399956 -7.97558e-05 -0.00127495 -0.00152088 0.000513163 8.98603e-05 0.000130104 0.000325543 0.000881894 8.14201e-05 0.000177842 0.000223719 0.000189485 0.000246616 0.000187604 -0.000691729 -9.00361e-05 0.000267495 -0.000780138 0.000195937 0.00108082 2.17548e-05 0.000693684 0.000229204
internal_weight=259.804 75.9921 21.482 19.781 18.9007 12.2461 8.27387 6.32225 6.65458 6.12068 4.87801 54.5101 53.3526 36.5095 11.1344 25.3751 24.0825 183.812 174.038 164.355 153.496 12.7842 9.69525 140.712 9.68397 131.603 10.8585 3.34385 6.54592 128.159
internal_count=4633 2892 983 882 866 595 205 193 271 267 73 1909 1868 605 210 395 357 1741 1697 1562 1444 121 76 1323 135 1251 118 60 41 1220
is_linear=0
shrinkage=0.00196078


Tree=641
num_leaves=31
num_cat=0
split_feature=13 0 16 0 13 15 6 12 13 3 15 15 16 13 13 6 8 5 6 3 16 6 3 6 5 6 6 18 16 9
split_gain=1.17339 2.45954 1.63407 3.0898 1.24717 1.96172 1.23268 1.10868 0.975267 2.21857 2.19367 2.56018 1.60534 1.31717 1.91127 1.58542 2.04409 0.93083 0.940857 1.26526 0.869361 0.866083 1.58503 1.56046 1.12117 0.985446 1.71456 1.15068 1.4596 0.844018
threshold=112.67059178900001 90.321439350550008 20.034953149600003 96.631250582750013 113.89115178020002 37.882159664350006 15.945372561050002 358.96165787565002 109.58961877145002 86.092494711350014 35.133229767950006 28.444110612900001 19.224955043700003 109.34496908160001 108.06526301150002 14.745344522600002 7.943800736700001 23.714185006400005 16.405383309150004 93.292185584700022 18.684956306450005 13.665319288000001 80.785478361850011 13.775321858200002 16.810410538500005 12.410289964450003 13.005303866850001 17.370891598500005 15.614963485400002 206.57490536735003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 4 7 -4 5 -2 -3 8 12 -10 11 -11 13 14 21 16 -16 -6 -19 -20 -15 25 -23 24 -24 -1 -27 28 -28 -25
right_child=1 6 3 -5 17 -7 -8 -9 9 10 -12 -13 -14 20 15 -17 -18 18 19 -21 -22 22 23 29 -26 26 27 -29 -30 -31
leaf_value=7.95974253311201e-05 -0.0026239640975398368 0.00026406553123819863 -0.0023782793983411505 0.00086281323005583661 0.00031387524776913076 0.0011834181750233137 0.0017640664043872983 -0.0012297244113965826 0.0016843333520857424 0.00057233412690269004 0.0015320015104540968 -0.0019346627407413382 -0.0012313471222964321 0.00019282566319452958 0.00058474457919678959 0.00025235058704346612 -0.0021752526499868698 -0.00095317628040460635 0.001222846101784644 -0.00011136237584230991 0.0019169313928802292 -0.0016032922650869414 0.0020488062695653859 0.00046238441796523863 0.00034497183273262343 -0.0021118232750531344 -0.0019049935613371729 0.0015828952143182458 0.00016581858967012618 -0.00036267471570842211
leaf_weight=37.206082807431812 1.4391446220834034 3.2284524589776975 2.920975840650498 1.8452357985079286 99.153198063140735 0.81489321589469899 6.0600760355591774 2.5466346282555596 4.5644310275092712 3.2855632942519133 2.556377686560154 2.9925557896494865 3.8479414600878945 2.1488623428158453 1.3696940904483179 3.1227268817601725 4.1804728038841859 4.1279535074718323 3.1310858055949238 21.476882513117744 2.3586154691874981 1.5065740002319241 3.5734001006931093 16.83174822898582 2.5404241755604744 2.2773067408706975 1.9476723966654388 1.2119965478777883 3.9883297625929117 6.6504478504066347
leaf_count=1620 56 32 51 10 743 5 44 184 30 53 14 30 42 45 21 73 221 82 16 623 13 35 32 236 16 99 65 11 49 82
internal_value=0.000146844 0.00026791 6.60625e-07 -0.00112349 0.000198338 -0.0012475 0.0012427 4.90578e-05 7.91665e-05 0.000574318 8.18189e-07 -0.000622662 9.15443e-06 6.16585e-05 7.75386e-06 -0.000865298 -0.00149413 0.00022382 -8.69138e-05 5.84006e-05 0.00109499 0.000105162 0.000358584 0.000458452 0.00134083 -6.38682e-05 -0.000630194 -0.000158156 -0.000513639 0.000228717
internal_weight=254.906 139.432 115.474 4.76621 130.143 2.25404 9.28853 110.708 108.161 13.3989 8.8345 6.27812 94.7623 90.9144 86.4069 8.67289 5.55017 127.889 28.7359 24.608 4.50748 77.734 31.1026 29.596 6.11382 46.6314 9.42531 7.148 5.936 23.4822
internal_count=4633 1601 3032 61 1525 61 76 2971 2787 127 97 83 2660 2618 2560 315 242 1464 721 639 58 2245 401 366 48 1844 224 125 114 318
is_linear=0
shrinkage=0.00196078


Tree=642
num_leaves=31
num_cat=0
split_feature=8 7 8 2 19 18 16 8 13 5 5 2 8 16 17 9 6 10 19 6 13 6 5 18 6 2 13 15 17 7
split_gain=0.194097 0.490726 0.486324 0.57938 0.823132 0.3694 0.277502 0.560656 0.399902 0.826807 0.815849 0.573469 0.473031 0.408371 0.300216 0.420699 0.320871 1.09202 0.75387 0.64879 0.283983 0.404907 1.63549 1.64176 0.874439 1.69891 1.69271 0.782403 2.04834 0.878686
threshold=9.5425530862500008 21.698399695800003 8.8430989333000021 73.795394389500018 14.451165964200003 11.634276750250001 22.764946765650006 8.4434108459500017 117.76521994615001 22.887221773600004 23.714185006400005 105.39281967610002 8.7431769115000026 22.574947209950004 162.04221493815001 58.084576609100004 16.625388449550005 65.509659264600018 13.051052998800001 16.585387514950003 117.69263157665002 16.455384477450004 21.191508333600002 13.317304170000002 16.405383309150004 211.60292443180003 117.63886241405002 42.33967733730001 204.04920942250001 22.773029501100002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 5 6 -4 -5 -2 8 -8 12 -10 -11 -12 14 -14 15 -1 19 18 -18 20 21 24 23 -23 26 -26 27 -16 29 -29
right_child=1 -3 3 4 -6 -7 7 -9 9 10 11 -13 13 -15 16 -17 17 -19 -20 -21 -22 22 -24 -25 25 -27 -28 28 -30 -31
leaf_value=0.019415556341938024 0.014709256811443796 0.03509970614780078 0.012186710529977685 -0.0062451722931857676 -0.059388353702514884 -0.040753744704942391 0.043031234218620852 -0.0069093260260009439 -0.082213316185297744 0.062223093151457215 0.0029514921747246536 -0.064550628368461982 -0.0012542254720685968 0.028340670814654786 0.0017698139447187378 -0.062185456177653496 -0.060630564520229024 -0.078949995343729082 0.048338030866008318 -0.036085821628007414 0.015920178470959872 -0.013060158388004934 0.00076294658081209256 -0.07896644699287414 0.022304549222063003 -0.035120643551516964 -0.066460975984537346 0.013971629773158934 0.030771151918758812 -0.061272581238309219
leaf_weight=0.35342483755084586 1.0213801264762872 1.920897187257651 1.8021034291014064 2.5209130649454892 1.7726665621157733 0.73916406297939818 1.6220399960875505 1.5892956098541615 0.6242586644366378 0.5080717429518703 1.1674063666723666 0.73077063937671471 2.8065709909424177 4.0933961605187505 109.23927120063308 0.62389291892395704 0.25528207426759753 0.3379939088190439 2.0261623571987002 1.7398748184205022 4.2091661971062413 4.5303029045462599 27.239149430359248 1.9225135156884787 13.977446103002878 2.1185898408293715 1.3572477959096421 0.6817696532234544 1.796587975695729 2.9622461251419736
leaf_count=57 11 29 24 42 51 47 19 30 8 5 22 73 23 35 2831 301 136 5 52 27 26 28 354 43 162 34 21 10 43 84
internal_value=0.000619274 0.0142126 0.000362126 -0.0162504 -0.0281861 -0.00857687 0.000899304 0.0183156 0.000597474 -0.020932 -0.00503369 -0.0230358 0.000955433 0.0163029 0.000351586 -0.0326763 0.000536678 0.0212939 0.036145 0.000220143 0.000591644 0.000202557 -0.00564522 -0.0326959 0.00169365 0.0147461 -0.000116918 0.000668271 -0.0214491 -0.0471949
internal_weight=198.29 3.68144 194.608 6.09568 4.29358 1.76054 188.513 3.21134 185.301 3.03051 2.40625 1.89818 182.271 6.89997 175.371 0.977318 174.394 2.61944 2.28144 171.774 170.034 165.825 33.692 6.45282 132.133 16.096 116.037 114.68 5.4406 3.64402
internal_count=4633 87 4546 117 93 58 4429 49 4380 108 100 95 4272 58 4214 358 3856 193 188 3663 3636 3610 425 71 3185 196 2989 2968 137 94
is_linear=0
shrinkage=0.0597579


Tree=643
num_leaves=31
num_cat=0
split_feature=5 10 7 18 5 10 10 19 5 15 5 12 2 0 8 7 16 19 9 6 12 6 6 18 18 13 0 3 5 7
split_gain=0.197747 1.06241 0.607416 1.07395 0.669196 0.756982 0.560596 0.41064 0.283557 1.13546 0.571941 0.779896 0.46605 0.492085 0.449651 0.599614 0.362194 0.283943 0.502971 0.295144 0.879559 0.713134 0.673636 0.485552 0.635718 0.406589 0.469659 1.02188 2.2594 2.16501
threshold=29.110986871100003 57.027573863050009 21.698399695800003 11.939817493900003 30.922794813800003 55.887667615750004 55.855406118200008 13.451085274650001 25.834968130800004 50.429073788800004 24.453399453300005 270.40131768760006 263.5517324101001 86.420486603250012 5.9453602998000008 19.506002767000002 22.834946602000002 14.651182102100002 201.16241229375001 16.645388916850006 79.204428604100016 17.755414852450006 16.625388449550005 12.631308162550003 12.722397935550001 117.69263157665002 85.990333302400003 93.776108048150022 23.435546682850003 22.958251375150002
decision_type=2 2 2 2 2 2 2 2 2 2 2 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 7 -5 -6 10 14 17 16 -13 -14 15 -10 -12 19 -19 22 -21 -22 23 -3 -25 26 27 29 -29 -26
right_child=2 8 -4 6 5 -7 -8 -9 9 -11 11 12 13 -15 -16 -17 -18 18 -20 20 21 -23 -24 24 25 -27 -28 28 -30 -31
leaf_value=-0.063726282671614287 0.050282684606488187 -0.041516510918252883 0.060354308261595553 0.038825633742748542 -0.070766838103378082 0.035478122624622618 -0.066160462419860885 0.01386109038804165 0.039721024778504477 -0.061089576466413838 -0.063697926111937669 0.021447206838238787 -0.061955561478580327 0.0066147987415020506 0.04691838056198519 -0.061426323415991711 0.0072713387163676072 -0.0014366470833660076 0.035659561008949757 0.029781841098022326 -0.012708360903974958 -0.070781119498273037 0.046334131818735171 0.046083404284560418 -0.060835229432772697 0.016845854108325134 0.0010830262915640313 0.0096286470809768179 -0.063061724258911753 0.0080374649364526648
leaf_weight=0.88695307857415073 1.4450843891827383 0.93979380701784876 0.75754685793071974 0.21638061480734883 0.57841159448435042 0.85607772110961378 0.9035251232853625 0.29829020926263183 0.45936869189608831 0.53296449634945009 1.4210709311882954 1.4802528615109625 0.67266042111441471 0.77089579170569777 2.0229528250638396 0.35789262645266717 0.29870892758481193 2.9497869047336271 2.1828588666394353 1.2233658446930338 2.9091349679365526 0.96707579097710539 1.1067144721746434 1.0533447240013618 3.2922722594812539 5.0241095200180999 144.64424819043052 11.765820951753993 1.6768450522795308 2.9887623749673367
leaf_count=141 47 27 13 17 62 10 76 24 23 61 119 8 40 5 36 93 4 31 24 23 40 51 8 65 37 32 3325 107 71 13
internal_value=0.000546508 0.000244783 0.0119838 0.00345772 0.0208433 -0.00370832 -0.0458758 -0.0419729 0.000542251 0.0173776 0.000239165 -0.0200655 -0.00165142 -0.0253372 0.0321019 -0.00457312 -0.0513713 0.000755168 0.01434 0.000362548 -0.013528 -0.0271969 0.00077321 0.000479002 0.000710555 0.000428409 -7.34106e-05 -0.00855417 0.000561213 -0.0280629
internal_weight=196.683 191.628 5.05532 4.29777 3.17786 1.73278 1.11991 0.876702 190.741 3.37318 187.368 4.64359 2.92381 1.44356 2.84021 0.817261 1.71978 182.724 5.13265 177.591 5.09958 3.87621 172.492 171.385 170.445 169.392 164.368 19.7237 13.4427 6.28103
internal_count=4633 4384 249 236 143 96 93 86 4243 213 4030 176 53 45 152 116 123 3854 55 3799 114 91 3685 3677 3650 3585 3553 228 178 50
is_linear=0
shrinkage=0.0585862


Tree=644
num_leaves=31
num_cat=0
split_feature=6 6 0 3 19 9 9 0 5 12 16 19 5 15 8 10 5 0 10 17 16 4 3 6 16 5 5 12 19 8
split_gain=0.893501 2.25314 1.27742 1.57669 2.69733 1.46874 2.01635 1.2383 1.26297 1.08139 1.03174 2.80296 1.19122 1.18978 1.09741 2.15042 4.22402 2.06282 2.12544 2.25398 1.46076 1.00088 1.65606 0.98568 1.46959 0.956736 1.41555 0.881672 1.09265 2.19543
threshold=13.665319288000001 13.775321858200002 94.165934477050016 84.812788641250009 12.851036860900001 206.50942114985003 214.52351813370004 86.345209775600011 20.315138807500002 323.50112601465008 19.224955043700003 13.751109481500002 18.595543819400003 31.028113015250003 8.1436447804000007 66.859265246100009 17.687678651600006 90.321439350550008 64.369753017350021 191.32023496460002 22.454947490600002 373.87951532005007 93.345954747300013 14.195331671650001 16.684960983300005 21.252944829650001 20.911722254300006 130.71263173160003 12.851036860900001 7.943800736700001
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=-1 -2 7 5 -5 27 23 8 -3 21 12 -12 -9 -14 -13 17 -17 18 20 -20 -16 22 -10 -7 -25 26 -22 28 -4 -30
right_child=1 2 3 4 -6 6 -8 10 9 -11 11 14 13 -15 15 16 -18 -19 19 -21 25 -23 -24 24 -26 -27 -28 -29 29 -31
leaf_value=-9.760936627391027e-05 0.0012341907452415484 0.0011564611669225809 0.0003661102704398482 0.0018228144410068303 -0.0021451537240914217 -0.0024278979676107793 0.00022740030456291872 0.0016805593659008928 -0.0016775333433869763 -0.0014903006262675053 -0.0013312797946338987 0.0011534207967240071 -0.00099562603307135414 0.0010044500569378265 0.0013781983813427985 0.0013990308173066769 -0.0022976673042578544 0.0013762614271566516 0.00021681377295422694 -0.001762386765787338 0.00032379849520636146 0.0015476466147344857 2.5864029775838064e-05 0.00076995050171483985 -0.0021478198599232771 0.00051801177085943593 -0.00093185460755242251 0.00078907774748887658 0.00067730365724958991 -0.0022851445738062688
leaf_weight=51.337171460138052 6.9700755272060624 3.3126042187213889 6.8709551282227128 0.76165389176458065 3.026008105603978 2.2381726521998626 4.6535968915559351 4.3119195406325144 2.0991559587419024 1.7681078475652601 3.6043181344866744 5.8583649657666674 1.6244739594403652 3.020991072524339 5.1499020867049685 1.7455420941114415 2.9589841300621629 6.7890532799065104 4.9815659336745721 3.4655569717288017 10.083422956988214 1.4576701737241808 59.169637962397246 1.2184847295284273 1.2341410992667077 28.50189808383584 4.6638951357454053 7.0467153482604763 1.6494760662317278 1.9260868579149244
leaf_count=2056 58 35 31 6 180 39 58 36 17 107 35 41 36 35 91 8 52 53 32 39 78 11 1113 6 50 181 29 57 10 53
internal_value=0.000123265 0.000182273 0.000142682 -0.000208962 -0.00134724 -4.83136e-05 -0.000651553 0.000212356 2.15435e-05 -3.67487e-05 0.000361485 0.00029175 0.000967191 0.000305043 0.000370592 0.000303484 -0.000926064 0.000394384 0.00027712 -0.000595182 0.000429364 4.22341e-06 -3.24968e-05 -0.00152353 -0.000698247 0.000316381 -7.33065e-05 0.00027392 -7.35808e-05 -0.00091851
internal_weight=243.5 192.162 185.192 30.6253 3.78766 26.8376 9.3444 154.567 67.8072 64.4946 86.7599 77.8025 8.95738 4.64547 74.1982 68.3398 4.70453 63.6353 56.8462 8.44712 48.3991 62.7265 61.2688 4.6908 2.45263 43.2492 14.7473 17.4932 10.4465 3.57556
internal_count=4633 2577 2519 490 186 304 153 2029 1283 1248 746 639 107 71 604 563 60 503 450 71 379 1141 1130 95 56 288 107 151 94 63
is_linear=0
shrinkage=0.00188464


Tree=645
num_leaves=31
num_cat=0
split_feature=13 8 18 12 18 7 0 8 5 18 19 15 5 5 10 9 9 7 16 9 9 2 12 5 17 16 9 0 6 13
split_gain=0.186292 0.612244 0.455936 0.528024 0.454945 0.513905 0.626691 0.517691 0.646252 0.649456 0.495546 0.360154 0.42614 0.352619 0.350985 0.331849 0.351792 0.306855 0.514004 0.215006 0.800008 0.658987 1.53734 1.33369 1.05833 0.792612 0.663674 0.658154 1.404 0.679576
threshold=95.937628385050019 2.9476996444500005 17.327266398450003 284.29960850000003 14.693728290050002 21.698399695800003 104.03526427400001 2.0484014478500003 5.3654262215500008 16.435318745950003 10.350835137000002 15.840011140850001 20.608876568850004 10.098719381700002 90.679004281900021 210.25104900155003 216.72927494925003 27.014969757650004 14.274966618900002 186.70853236170004 185.98753508445003 118.20523333310003 125.34039073870001 22.825270530250005 166.68115439205005 22.764946765650006 182.80199813410005 85.732241321850012 16.465384711100004 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 4 11 -4 -1 -6 -7 8 9 -8 14 12 -2 -10 -11 -3 -17 19 -19 20 21 22 25 -24 -23 26 -13 28 -21 -30
right_child=2 15 3 -5 5 6 7 -9 13 10 -12 17 -14 -15 -16 16 -18 18 -20 27 -22 24 23 -25 -26 -27 -28 -29 29 -31
leaf_value=-0.050223868891289492 -0.071790288536028896 -0.067798428940666636 0.045368294140103155 -0.021216442245998862 0.054022938735033305 -0.067369105281461145 0.04313369808914265 0.047268536099764037 -0.066346534871321416 0.033501582061199367 -0.065636978037574553 -0.025712762374469501 0.0095896394758061328 0.0073911916038783042 -0.065196338749422544 0.028104198839652587 -0.0665552760960825 0.010892134638327345 -0.072382398276451682 -0.073328106805685037 0.040528812137451166 -0.037937355213812862 -0.10145356741857135 0.037951013193083652 0.016851115786179104 0.066554045129610953 0.0093630777557564063 0.0012330119747838565 -0.054598291397216323 0.0013715736675822101
leaf_weight=0.69073120655957421 0.6176429409533728 0.98729460910908506 1.9124040463939302 0.67390176176559169 0.78606588684488077 0.55043835740070779 1.4264789589215072 0.99035864509642113 0.86964555121085119 0.68965359020512529 0.56541967039811425 3.7331879073899508 0.47724758980984916 0.39440362341701984 0.1929243408885668 0.41607769832626218 0.2714256969265989 0.61399218905717023 0.62662988598458469 1.5160191208415188 2.579416344407945 1.6409019019047288 1.2024063599528734 0.37722149142064143 14.603510794353495 0.70583949983120042 5.7077973801642656 141.74063484949875 1.0374206124688479 7.2564784025307745
leaf_count=56 30 288 42 35 24 71 40 17 170 33 155 277 36 9 189 46 115 7 43 60 43 157 24 60 479 10 41 1852 79 145
internal_value=0.000614905 -0.00856571 0.0010484 0.0280186 -0.000326266 0.00500456 -0.00178 0.00525911 -0.00479385 0.0121564 -0.0183605 0.000670202 -0.0363179 -0.0433392 0.011927 -0.0437714 -0.00926727 0.00089109 -0.0311693 0.00110951 0.00605987 0.00288121 -0.00880437 -0.0681632 0.0113168 0.000436437 -0.00450674 0.000111596 -0.0160914 -0.00562927
internal_weight=195.854 8.83092 187.023 2.58631 7.15612 6.46539 5.67932 5.12888 4.13853 2.87448 1.448 184.436 1.09489 1.26405 0.882578 1.6748 0.687503 183.341 1.24062 182.101 30.5503 27.9709 11.7265 1.57963 16.2444 10.1468 9.44099 151.551 9.80992 8.2939
internal_count=4633 1213 3420 77 764 708 684 613 596 417 377 3343 66 179 222 449 161 3277 50 3227 1091 1048 412 84 636 328 318 2136 284 224
is_linear=0
shrinkage=0.0646839


Tree=646
num_leaves=31
num_cat=0
split_feature=19 16 15 5 10 7 18 5 15 19 10 17 3 10 13 19 6 12 8 15 0 17 14 8 18 9 17 13 17 10
split_gain=0.195967 0.239996 0.245221 0.172102 0.940877 0.556007 0.971653 0.587179 0.631107 0.730926 0.492596 0.47265 0.81281 0.418162 0.287264 0.371948 0.465808 0.223469 0.332086 0.62691 0.991301 0.708099 0.403894 0.433409 0.370213 0.302112 0.948945 1.80595 0.977403 0.868221
threshold=9.8507947922000021 8.3649804390000018 12.812600032200001 29.110986871100003 60.87206898960001 21.698399695800003 11.939817493900003 30.922794813800003 30.632308446700005 13.451085274650001 55.855406118200008 167.17143786700004 103.28787291370001 61.076391807500009 117.97223122220002 14.651182102100002 16.505385645700006 58.770113158150004 8.8430989333000021 31.028113015250003 87.525442894850016 189.31980273685002 144.12207640715005 8.7431769115000026 13.744231039150002 207.40106631805003 196.39284362915004 99.534785363600022 203.09927826650002 62.425997789000007
decision_type=2 2 2 2 2 2 2 2 2 2 2 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 11 6 7 -5 9 -9 -8 12 -2 -6 15 17 -17 -15 22 -20 21 -21 -19 25 -25 -24 27 -27 -28 -30
right_child=3 2 -4 5 13 -7 10 8 -10 -11 -12 -13 -14 14 -16 16 -18 18 19 20 -22 -23 23 24 -26 26 28 -29 29 -31
leaf_value=-0.067474413215437082 0.0561034752104419 0.046701755823401185 -0.06766248140239188 0.054459707968562851 0.060426984705506642 0.067755803242971993 0.039573113826565649 -0.065750367766972254 0.069088641739477735 0.037394619882662516 -0.073847927876544081 -0.064347160742848963 -0.069948215267723129 0.03331317079296732 -0.031444316333743526 0.0032931691147751463 0.042889198665125812 -0.033227131582627897 -0.05720997125731906 0.0057650000126387435 0.037924043048036662 -0.06592424600072333 0.0016230332766295262 0.0012405059136672419 0.032880722304085994 0.015772680219045321 0.01602073883175982 -0.056323866540454882 -0.079596426279032434 -0.0076534615171838256
leaf_weight=0.40645888865765201 0.47195179978734758 0.23268552334047854 0.12570696958573535 1.3792540057038416 0.51231736748013545 0.69185721600661043 0.20831983048265079 0.78483014904486459 0.39470066895592015 0.48319426371017471 0.8340100449277088 1.4535540674114598 0.42161078573371924 0.89480766467749973 1.199606480076908 3.5512052017729721 2.034064769744873 1.5095574543520331 1.2357334475673258 1.2062929529347464 1.5419421084225176 1.192828088533133 138.85449359855556 3.0715474113821974 3.3825488463044167 2.4755772416247082 9.686150987021394 3.8872550572850741 0.79122742637991805 9.4684786794969096
leaf_count=329 10 28 30 47 16 13 17 65 7 24 76 155 90 9 15 32 25 16 50 23 15 27 2793 22 32 50 132 113 21 351
internal_value=0.000560349 -0.0327703 0.00658824 0.000692014 0.000379187 0.0130608 0.00379576 0.022633 -0.00376771 -0.0264459 -0.0511796 -0.0411334 -0.00337166 0.000901638 0.000737667 0.000946591 0.0177134 0.000424002 0.000258949 -0.0162072 -0.0033507 -0.0298784 0.000751317 0.00105019 0.0178229 0.000394764 -0.00608791 -0.0282734 0.000989367 -0.0132017
internal_weight=194.384 0.764851 0.358392 193.619 188.843 4.77617 4.08431 3.04198 1.66273 1.26802 1.04233 2.34712 0.893563 186.496 185.983 184.784 5.58527 179.198 178.304 5.1768 3.94106 2.39912 173.127 171.617 6.4541 165.163 26.3087 6.36283 19.9459 10.2597
internal_count=4633 387 58 4246 3997 249 236 143 96 89 93 255 100 3742 3726 3711 57 3654 3645 115 65 50 3530 3514 54 3460 667 163 504 372
is_linear=0
shrinkage=0.0659776


Tree=647
num_leaves=31
num_cat=0
split_feature=6 0 7 13 17 6 13 18 7 18 16 17 18 15 8 9 0 9 3 12 12 15 2 18 15 18 13 18 17 8
split_gain=0.18891 0.832106 1.13533 1.98114 0.679718 0.688116 1.20107 0.604777 0.585354 1.49989 1.50573 1.08415 1.72573 1.51786 1.29563 0.989324 1.22486 0.825924 1.02009 0.699852 0.869528 0.915459 0.999998 0.768098 0.743436 1.51861 1.42529 1.31227 1.12529 1.00076
threshold=14.745344522600002 95.746747857800017 22.343045670750005 109.96062599345002 166.68115439205005 10.715250360100002 105.40368946235002 15.329371696850002 23.109894804950002 13.317304170000002 22.554947256700004 188.27285108100003 13.075178189100003 42.33967733730001 8.4434108459500017 188.55070358395002 86.692020874450009 196.40176798710004 93.292185584700022 103.28033049195001 133.01805689090003 30.505324983850006 103.80573377365 14.152310743200003 37.882159664350006 14.380989918050002 115.13321943645001 14.577219465650002 205.96542837505004 8.2435668022500028
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 4 7 -1 6 -6 -4 9 11 -11 12 -2 17 -15 16 -14 18 -13 23 21 -21 -23 -10 25 26 -22 -27 29 -29
right_child=8 -3 3 -5 5 -7 -8 -9 19 10 -12 13 15 14 -16 -17 -18 -19 -20 20 24 22 -24 -25 -26 27 -28 28 -30 -31
leaf_value=-0.066509677221729471 -0.00055773757723151952 0.0015861063048015409 -0.067917668571214118 0.00069217676719525759 -0.071423025394904333 0.029220096471376668 0.030458025751060727 -0.011979438696889244 0.0084093182125473138 -0.011139629522928834 -0.071358009992189234 0.06242835833100193 -0.080114856234736048 0.0019688764876897519 -0.08001055055446904 -0.086821592660871791 0.03204731331276503 -0.011491832114142267 0.019415042957039514 0.053479801882942789 -0.05684279504282435 -0.0048656696765612788 0.046974749450150684 -0.044130080619255288 0.010395663799989765 0.053007469048620505 -0.0070704211982279613 -0.018365481701756288 -0.044082674493368168 0.041983726921191962
leaf_weight=0.4691782924492135 24.949999578000646 53.378708543392349 3.9222700383979809 4.7414240725338459 0.89140288793714695 3.6011662093224004 0.97358554834499955 0.9693633067072368 2.1853179102763525 6.0882883433368971 2.3009689410100691 3.0567426308989551 0.68067418230930277 2.7676694647234394 1.0769706646678967 1.5358971795067189 0.9217996746301651 2.1758468626067033 8.0740770640077226 3.0715814449358714 2.933120211033386 4.6493127942085266 2.2066524848341942 2.2933748792856932 33.243990008835681 2.6861142874695343 10.957334673032163 1.9140534175094215 1.696148137329146 2.6144635574892163
leaf_count=96 719 1963 358 57 46 83 9 38 21 88 41 32 74 48 30 22 5 21 88 29 34 53 65 19 374 32 88 37 37 26
internal_value=0.000485087 -0.0021763 -0.0150763 -0.0285187 0.00674071 0.013028 -0.0182378 -0.0568325 0.00196392 -0.00302836 -0.0276561 0.00153861 -0.00613263 0.0141016 -0.0209954 -0.0504529 -0.0155952 0.0242421 0.0312273 0.00576414 0.00741097 0.0247093 0.0118196 -0.0184942 0.00434684 -0.0044723 -0.0175804 0.0159611 -2.54367e-05 0.0164761
internal_weight=193.027 68.9471 15.5684 9.63306 5.93533 5.46615 1.86499 4.89163 124.08 53.6289 8.38926 45.2397 28.0884 17.1513 3.84464 3.13837 1.60247 13.3067 11.1308 70.4515 65.9728 9.92755 6.85597 4.47869 56.0452 22.8012 13.8905 8.91078 6.22467 4.52852
internal_count=4633 2650 687 453 234 138 55 396 1983 1168 129 1039 820 219 78 101 79 141 120 815 775 147 118 40 628 254 122 132 100 63
is_linear=0
shrinkage=0.0634156


Tree=648
num_leaves=31
num_cat=0
split_feature=6 6 3 3 15 3 10 9 0 16 10 7 0 8 5 9 9 0 9 12 3 15 18 7 7 6 6 16 15 5
split_gain=1.26209 1.94939 1.36995 1.66009 2.39416 1.5795 1.67396 1.678 1.98624 1.66148 2.12869 2.83927 2.28781 2.25011 2.57504 1.50889 2.43836 1.35929 1.22106 2.01822 1.5991 2.5725 3.60915 1.97101 1.53441 1.16214 1.15018 1.65046 1.07306 2.29859
threshold=13.665319288000001 13.775321858200002 85.589753040950015 84.812788641250009 28.826925781250004 93.883646373400012 61.917879202350001 187.45330412110005 85.495657006400009 19.224955043700003 66.859265246100009 24.385896469550001 90.321439350550008 8.1436447804000007 17.886193876600004 206.50942114985003 214.52351813370004 89.861713010250014 181.33671263215004 133.01805689090003 93.292185584700022 41.29990759910001 13.122774073950001 22.907491544400003 22.650953015950005 15.205355270700002 14.195331671650001 16.684960983300005 36.270131511550012 20.201591378100002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=-1 -2 3 15 -5 9 -7 8 -8 25 12 13 17 -12 -15 -3 26 18 -11 -20 28 22 -22 24 -23 -4 -17 -28 29 -21
right_child=1 2 5 4 -6 6 7 -9 -10 10 11 -13 -14 14 -16 16 -18 -19 19 20 21 23 -24 -25 -26 -27 27 -29 -30 -31
leaf_value=-0.00012661532844101289 0.0012418649965626396 0.00035877592938949606 0.0015997446608360542 0.00023673677466725672 -0.0022749809168509608 0.00019342958814506952 -0.0018158102201638877 -0.0016817983033823888 0.00063715312493841487 -0.00088363401502622051 0.0013269185869452206 -0.0025194634955027265 0.0013976373566036906 0.00043343044247920692 -0.0023866573209772582 -0.0026160608510973188 0.00038134516195479761 -0.0010689382619891374 0.00083855927000288833 0.00069890291779642192 0.0005263218384055743 5.6529108164513757e-05 -0.0026686162010672704 0.00042584910672976712 -0.0029269767433050603 9.5708443007286033e-05 0.00090139588890020251 -0.002262924205264485 0.00050916786708718508 -0.0015366445809620452
leaf_weight=51.188671881376649 6.9056531488895407 17.885635749436918 6.5242601495701802 2.6897202124819151 3.1888656599330716 19.115610182387176 1.8165304696885849 4.5256191947264597 4.2116962801665068 3.1099581290036431 2.9834777456708235 2.2399364756420246 7.6882156729698172 2.7973082698881626 2.243051459081471 2.2506657224148494 4.8062445428222418 2.757269460707902 25.585653752088547 3.9148097820579997 2.2793908342719105 1.3473571934737294 3.3679247796535492 14.677482354454694 1.3043203572742639 2.8327356209047139 1.2599907964468005 1.2750081114936618 43.589516375213861 3.2249851375818253
leaf_count=2056 58 151 67 27 181 550 237 154 27 28 16 35 57 15 39 39 58 25 208 25 13 27 38 92 22 33 6 50 256 43
internal_value=0.000148445 0.000218011 0.000181844 -0.00018004 -0.00112576 0.000256294 -0.000152636 -0.000779446 -0.000102017 0.000347884 0.000287344 -0.000567585 0.000365102 -2.26979e-05 -0.00082156 2.22873e-05 -0.000605149 0.000289613 0.000326193 0.000364087 0.000199382 -0.000229764 -0.00137906 0.000144776 -0.00141101 0.00114441 -0.00159589 -0.000690137 0.000393753 -0.000310875
internal_weight=253.588 202.399 195.493 33.3561 5.87859 162.137 29.6695 10.5538 6.02823 132.468 123.111 10.2638 112.847 8.02384 5.04036 27.4775 9.59191 105.159 102.401 99.2914 73.7058 22.9765 5.64732 17.3292 2.65168 9.357 4.78566 2.535 50.7293 7.13979
internal_count=4633 2577 2519 512 208 2007 968 418 264 1039 939 105 834 70 54 304 153 777 752 724 516 192 51 141 49 100 95 56 324 68
is_linear=0
shrinkage=0.00196078


Tree=649
num_leaves=31
num_cat=0
split_feature=16 16 16 10 17 7 12 15 5 5 10 2 5 19 15 15 15 19 0 13 7 15 13 5 6 5 19 15 13 15
split_gain=1.08386 1.97713 1.35371 1.72157 1.78895 1.34798 1.07053 0.920746 1.04636 1.3481 1.36828 1.25841 0.94551 0.849529 0.842827 0.597539 0.699696 1.95609 1.45101 1.33097 2.52976 1.33089 1.92949 1.78508 0.969578 1.89299 1.33939 0.926359 0.892818 1.15648
threshold=20.394952307700002 20.179952810500001 20.674951653000004 65.765062787050013 212.38791228795003 24.123805364200006 358.96165787565002 46.055224235250002 24.367802910700004 24.458659404000002 62.025417527550012 247.02271001585004 28.006145904900002 14.251149826300002 15.283107451400001 38.567335632300008 35.293770423450006 13.551093343600002 96.741477366050006 111.38282034450002 19.052023743050004 34.139075990150012 109.43099974175001 18.280220412300004 14.375335877400001 18.331716563250001 13.451085274650001 20.734744936600006 109.34496908160001 29.326787846200002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 6 13 4 7 -5 15 -4 -9 -10 11 12 -11 -2 -8 16 19 18 -18 21 27 22 24 -24 -1 -26 28 -21 29 -27
right_child=2 -3 3 5 -6 -7 14 8 9 10 -12 -13 -14 -15 -16 -17 17 -19 -20 20 -22 -23 23 -25 25 26 -28 -29 -30 -31
leaf_value=9.4288204900357751e-05 0.0018348090265750021 -0.0028700941453979178 0.00025355837097730966 -0.0023419820327688261 0.0017577987597376021 7.1686098745254708e-05 0.00019753245698135 -0.0018340696033027498 0.001533192798398681 -0.0021999239692106105 -0.0021572745099338671 0.00057812401790045148 0.00070542727660877734 0.00039529055931892133 -0.0020829996964327694 -0.0015551840384851641 -0.0017602006411919545 0.0019727227246574756 0.0012281236123679569 -0.002455301728303686 -0.0020472375844776823 -0.0017974467553275042 0.0014843492290023479 -0.00022328570153326896 -0.0013569951126030117 0.000891426510231089 -0.0023218965488647808 0.00060939826053334656 0.0019292131999098067 -0.0011264443847455871
leaf_weight=70.362941235660401 3.2207195884548119 0.9257864709943523 116.6280390676111 1.7934549897909158 2.9095342010259619 1.765122579410672 1.000122972276585 1.5531189453322429 1.6143138608895222 1.4010024338494989 1.4446035646251401 4.1662098038941622 0.6217838181182741 3.0868107378482819 1.6525643665227105 0.89789052796549995 1.4332111882977181 2.5522786965593696 1.1073929518461225 0.42546462775499039 3.340102523448877 1.433035441674291 6.8794536180794221 3.5774873761693016 5.4949584975838643 2.7798426717054099 0.72148661845130835 3.4868484130274737 1.3198477034457026 1.7984154648147521
leaf_count=2080 38 13 889 23 31 20 80 40 18 62 65 45 6 24 127 36 73 11 4 19 217 19 37 59 124 177 25 161 16 94
internal_value=0.000127973 -1.66007e-05 0.000242627 0.00020081 0.000237548 -0.00114476 7.35762e-06 0.000202836 -0.000344853 -9.47502e-05 -0.000439019 -3.79528e-05 -0.00130685 0.00113033 -0.00122319 3.76915e-05 5.10941e-05 0.000760319 -0.000457656 1.55499e-05 -0.000793908 7.77591e-05 0.000106675 0.00090014 6.07468e-06 -0.000506281 0.000199901 0.000276112 0.00050838 9.87735e-05
internal_weight=251.394 111.189 140.205 133.897 130.339 3.55858 110.263 127.429 10.801 9.24791 7.6336 6.189 2.02279 6.30753 2.65269 107.611 106.713 5.09288 2.5406 101.62 7.25242 94.3675 92.9344 10.4569 82.4775 12.1146 6.61959 3.91231 5.89811 4.57826
internal_count=4633 3372 1261 1199 1156 43 3359 1125 236 196 178 113 68 62 207 3152 3116 88 77 3028 397 2631 2612 96 2516 436 312 180 287 271
is_linear=0
shrinkage=0.00196078


Tree=650
num_leaves=31
num_cat=0
split_feature=6 0 2 0 10 15 6 7 6 13 12 16 7 13 4 13 5 2 5 18 0 12 17 3 10 2 6 15 16 2
split_gain=1.28673 1.55464 1.63245 1.50155 1.90552 1.59775 1.3991 1.72626 1.28523 1.85006 1.63453 1.1678 1.12748 1.83146 2.04519 1.89713 1.86391 0.980646 1.77913 1.41174 1.4613 1.16152 1.32642 1.06848 1.30001 1.017 0.977772 1.54932 1.32225 1.90549
threshold=14.845346859150002 86.345209775600011 314.93386866815007 95.44832900530001 70.128430332750014 16.701926737050005 13.115306437050002 20.797746106000002 16.375382608200002 117.39690118230001 121.79144674955002 18.764956119400004 24.040556609400003 104.19926021995002 230.62319231240002 104.04332964835001 17.089764221050004 125.02712973155002 22.573811927200005 13.258241318650002 86.135510041400025 163.66964307765002 189.00567661160002 93.345954747300013 62.068432857650002 155.18475231920004 16.455384477450004 36.548474543700003 22.624947093000003 212.16877499140003
decision_type=2 2 2 2 2 2 2 2 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 9 10 -2 12 -5 15 16 -14 -15 23 -19 20 21 -20 -23 -10 -25 -24 28 -28 29 -3
right_child=1 26 -4 11 5 -7 -8 -9 17 -11 -12 -13 13 14 -16 -17 -18 18 19 -21 -22 22 25 24 -26 -27 27 -29 -30 -31
leaf_value=0.00031431852715105817 -0.0022944335571064324 0.00056898806088084234 -0.0022541942252591457 0.00052157723267562774 0.0011920528377935803 -0.0014204446645594189 0.00033089400707329104 -0.0021891067082958414 -0.0015286775456212357 -0.0023336905710034466 0.0012139158323983587 0.00069938305202848789 -0.00010836617309274775 -0.0012665758123268486 -0.0022177845006911218 0.0012333046868339638 0.00099628920207647277 -0.0013241362259890411 -0.0019279926392070808 0.00058641860381094873 -0.0028721355927505553 0.00034371946700896479 0.00043570764146017981 0.00034668026908906915 0.0017173741370149888 -0.0020998873111460221 -0.00056650264485746005 0.00051325212817502166 0.0011470751711153712 -0.00056412778036553487
leaf_weight=2.0375916622579124 0.71912403099122402 43.854539116378874 1.1818464849784494 12.900135160074568 1.0081059016665666 8.3952155767474306 11.483503214782102 2.2050130165880546 1.0267310179770017 2.0133882675436325 1.7604155595181508 11.108537424355744 34.084628378783236 3.0794188557192665 3.1130930976942182 4.5986395310610524 2.5653258915990591 3.8901985306292799 1.3031060098874157 12.24817067600088 0.81119581311941225 10.006876488841952 0.93624118715524618 22.039722530811563 3.025441257224883 1.7355570130748672 8.6305794361978787 12.521949995309113 11.946444701403378 6.5592327592894426
leaf_count=30 27 367 83 229 24 419 202 62 9 46 39 53 1539 38 89 36 15 38 120 142 7 196 6 364 75 51 96 60 86 85
internal_value=0.00014578 0.000261794 2.84452e-05 -2.98532e-05 -0.000442109 -0.00114037 -2.45918e-05 -0.000986789 7.22992e-05 -0.000937387 0.000196413 0.00011514 7.58419e-06 -0.00013218 -0.000941863 5.11307e-05 -0.000238188 0.000151854 -8.43102e-05 9.40538e-05 -0.00031361 -0.00016517 1.6012e-05 0.00043182 0.000512127 -0.00121137 0.000436982 7.26944e-05 0.000560549 0.000421561
internal_weight=242.79 146.211 62.698 96.5792 25.1294 9.40332 15.7261 4.2426 61.5162 4.49293 2.47954 71.4498 60.3412 47.4411 8.75784 38.6833 5.64474 57.0232 30.9313 27.0411 14.793 13.9818 12.6787 26.0919 25.0652 2.6718 83.5127 21.1525 62.3602 50.4138
internal_count=4633 1897 1203 2736 737 443 294 92 1120 112 66 1999 1946 1717 142 1575 53 1008 560 522 380 373 253 448 439 57 694 156 538 452
is_linear=0
shrinkage=0.00196078


Tree=651
num_leaves=31
num_cat=0
split_feature=2 2 2 4 16 0 6 10 16 13 13 13 5 2 6 10 7 17 10 0 0 5 18 17 9 8 6 3 10 9
split_gain=0.199413 1.09321 0.670478 0.973137 0.540205 1.00477 1.26596 1.06158 0.76859 0.66819 1.07982 1.06527 0.600031 0.853568 0.757113 2.28394 1.48786 1.25409 1.04533 2.14277 1.22424 0.995466 0.745878 1.80112 0.992814 0.744699 0.67311 0.966774 0.866473 0.603621
threshold=137.50513673700002 138.24741514690001 134.46474107450004 224.75522095420004 22.624947093000003 87.261973998100004 14.935348962050002 62.084563606450011 22.644947046300004 117.66037007905001 117.69263157665002 117.64961624655002 24.367802910700004 346.74082678410008 14.135330269750002 70.182199495350019 23.567644028800004 193.82504409230003 67.254468591300011 90.321439350550008 93.843319501450011 21.869642762900003 13.471502260950002 197.38773738110004 195.34352961910002 8.3434888241000014 13.665319288000001 82.081315180750025 75.806453904250006 200.15236065845002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 -2 3 -1 9 7 -7 -6 -8 11 -11 12 14 29 26 16 22 -18 19 21 -20 25 24 -24 -16 -19 -3 28 -28 -14
right_child=1 4 -4 -5 5 6 8 -9 -10 10 -12 -13 13 -15 15 -17 17 18 20 -21 -22 -23 23 -25 -26 -27 27 -29 -30 -31
leaf_value=0.0021241339318164949 -0.062875653393644759 -0.0024693810210390612 0.025335884683496068 -0.046666715353178477 0.0036649150647565629 -0.01025246460818806 0.012914770918434891 -0.039299930745489986 0.055395444281235814 -0.065528738761381614 0.017525977197841398 0.059018885617370002 0.0072465915870070325 -0.055527152760379145 0.0031562325630868277 -0.061233011786191525 0.041507717829177358 -0.0093105183028081191 -0.068315593846082642 0.039777470104411856 0.0044043303333314273 0.0061040776294358761 -0.084896590890576801 -0.0070821964642898434 -0.031486048316551413 -0.052591153701400703 0.055786935190721754 -0.0052366330476711735 0.0038128595262497257 0.043177353387809876
leaf_weight=86.145124673403188 0.79862241397495282 24.434796461413502 3.4459561422700054 1.1666171603865212 17.291964463307529 2.2316434811800709 2.0399863347411156 1.7865546446409997 2.909748487174511 1.1651899412390765 0.70894929644418869 0.7962071793153872 5.1109661215014048 0.49666909937150183 5.1704746258619689 2.2648932749871156 2.1366885565221336 2.8977299164980668 1.3249941216781729 3.5547597855329505 1.2830847878940401 6.385437129996717 1.5004591037286439 1.8957637185230849 4.2392761224182323 1.8240045439451931 2.212599302642047 3.1779434356139973 1.5261300625279544 1.7732626174110917
leaf_count=1723 18 1456 51 106 235 25 15 28 39 22 33 4 221 55 56 137 11 28 30 34 16 51 28 19 37 27 31 38 25 34
internal_value=0.000565037 -0.00103365 0.00237829 0.00147221 -0.00055011 0.00600974 0.0229278 -0.000358408 0.0378874 -0.00282028 -0.0341108 -0.00202787 -0.0026918 0.0116548 -0.00430037 -0.00972696 -0.00610554 0.00315835 -0.00158633 0.00391972 -0.0325399 -0.00755626 -0.0201444 -0.0414608 -0.0124508 -0.0260298 0.00166731 0.0162811 0.0345714 0.0165018
internal_weight=193.696 102.939 90.7577 87.3117 102.14 26.2599 7.18138 19.0785 4.94973 75.8803 1.87414 74.0061 73.2099 7.3809 65.829 34.4776 32.2127 19.4067 17.27 14.6619 2.60808 11.1072 12.806 3.39622 9.40975 4.72173 31.3515 6.91667 3.73873 6.88423
internal_count=4633 2753 1880 1829 2735 342 79 263 54 2393 55 2338 2334 310 2024 474 337 197 186 140 46 106 140 47 93 55 1550 94 56 255
is_linear=0
shrinkage=0.0530633


Tree=652
num_leaves=31
num_cat=0
split_feature=16 16 6 19 0 17 8 15 2 2 10 2 16 18 13 18 10 3 13 0 2 5 10 15 8 13 0 6 10 5
split_gain=1.1714 1.02258 0.883911 1.25298 1.10353 1.33759 1.13421 1.42162 1.26187 0.974557 0.908816 1.52075 1.12437 3.08815 1.32007 1.80279 1.56881 2.50085 1.25259 1.11752 0.844315 1.00478 0.964108 1.11516 0.93983 0.848334 0.832734 1.61798 1.5736 1.25013
threshold=13.534968349350001 12.919969787500003 6.355148487000001 11.850956171350001 98.51854819030001 192.19686994285004 7.3442686056500008 24.212507723600002 78.110129541750013 241.49325970385004 75.424692849750016 168.84984911130002 18.594956516900002 14.863842190850002 106.71565703005002 14.646070254650002 71.053259929650025 85.191861237650016 104.19926021995002 97.491557184450016 219.56639384385002 13.812766882300002 83.75622459600001 6.8054746905500005 2.9476996444500005 73.265860971000009 86.345209775600011 16.375382608200002 62.186725015400008 20.389142059250002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 20 -2 -4 10 -6 -7 8 -8 -10 12 19 13 14 -5 16 17 -16 -15 -12 21 22 -1 -24 25 -22 27 28 -14 -29
right_child=2 -3 3 4 5 6 7 -9 9 -11 11 -13 26 18 15 -17 -18 -19 -20 -21 24 -23 23 -25 -26 -27 -28 29 -30 -31
leaf_value=0.00032831776559912832 -0.0005647505486069493 -0.0021114768137806606 0.00095378712037835669 0.00063827032742883993 -0.0020640283069418607 0.00116023082536227 0.00058591112623876591 0.0004447565239321644 -0.0021214570322859371 6.0521285040997098e-05 0.00096661525441510377 0.0017782006329998931 -0.002242825774008634 0.00035129688964889217 0.0020828782946269273 0.0014393491674436559 -0.002136430679910541 -0.001215709994176859 -0.0021477441382214421 -0.00068226987174723809 -0.0019799805111490863 -0.0017586637196280075 0.0018000864628576765 -0.0020215607836538392 -0.0013700750587150711 0.00066884658439403735 0.00035183442809637951 0.001257706252138911 0.00030141288797928194 8.0670086137550717e-05
leaf_weight=3.8444660332752454 5.5061295685009091 1.1051300030667324 8.1699214041582291 9.3803342378814758 1.4989978382363904 2.0566504430025807 1.3025103593245129 4.0552603264804929 3.0868291547521949 1.0019523398950694 3.3045501112937909 3.6388777233660221 2.1184516708599399 0.93387581873685022 1.2588256162125611 1.5236061656614763 2.340736251702765 2.6111861279423465 3.5919805901357904 2.8109663939103484 0.47901543322950413 2.1834787059633527 0.34353080223081622 1.5794585018302312 1.1673637638014041 6.644885343965143 104.22185499221087 3.5395051836967459 1.5597440212732179 57.579421989328694
leaf_count=85 331 94 94 103 65 30 33 85 107 28 17 33 52 12 7 19 129 373 155 27 122 203 33 381 145 200 914 35 15 706
internal_value=0.000159288 -0.000322197 0.000196068 0.000214973 0.00018669 -0.000356014 -0.00013344 -0.000415091 -0.00106186 -0.00158677 0.000221899 0.000794211 0.000192619 -0.000219943 0.000153488 -0.000434462 -0.000894141 -0.000142755 -0.00163209 0.000208714 -0.000200453 -0.000648023 -0.000227549 -0.00133885 0.000228746 0.000490738 0.000245441 7.43151e-05 -0.00116394 0.000148834
internal_weight=244.439 17.3473 227.092 221.586 213.416 13.0022 11.5032 9.44655 5.39129 4.08878 200.414 9.75439 190.66 21.6405 17.1147 7.73435 6.21075 3.87001 4.52586 6.11552 16.2422 7.95093 5.76746 1.92299 8.29126 7.1239 169.019 64.7971 3.6782 61.1189
internal_count=4633 1263 3370 3039 2945 348 283 253 168 135 2597 77 2520 798 631 528 509 380 167 44 1169 702 499 414 467 322 1722 808 67 741
is_linear=0
shrinkage=0.00192234


Tree=653
num_leaves=31
num_cat=0
split_feature=9 12 13 0 15 12 15 16 2 9 5 18 13 6 10 8 8 10 5 19 4 6 16 5 19 3 15 5 13 16
split_gain=0.189239 0.7486 0.956725 0.733683 0.371804 0.504213 0.453913 0.308688 0.813807 0.36046 0.539475 0.630462 0.445478 0.33132 0.300167 0.758239 0.531076 0.45292 0.41258 0.920446 0.799467 0.382324 0.354656 0.672858 0.339296 0.730348 0.854857 0.711466 0.746278 0.689649
threshold=37.364870866050005 293.55977308740006 96.357027853400012 113.1679565431 11.870705757150002 373.75708690635008 12.38011581135 11.864972254500001 312.25197865035005 54.842324361600014 8.3129063967000025 13.602243858600003 106.01665791610002 13.305310876450003 81.573196594050017 7.1444245619500011 3.0476216663000004 82.949687156850018 13.252098438300001 12.350996516100002 274.52314445175006 9.775228396650002 13.854967601050001 13.713273242250002 11.850956171350001 81.075831839950027 22.248428019100004 16.222050829800004 103.75835308650001 15.614963485400002
decision_type=2 2 2 2 2 2 2 2 2 2 2 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 -6 8 13 10 12 -12 -9 -8 16 17 -11 -16 19 -18 -21 -22 23 -20 -24 26 -26 29 -29 -27
right_child=4 -3 -4 -5 6 -7 7 9 -10 14 11 -13 -14 -15 15 -17 18 -19 22 20 21 -23 24 -25 25 27 -28 28 -30 -31
leaf_value=0.02302960635370704 -0.047158196781539097 -0.052349434207728911 -0.055901924698431908 -0.050997621137142547 0.032094269147339864 0.028158922251317609 -0.051682769182597905 -0.054201377701293699 0.023894769153005212 -0.031970183720520788 -0.0072488520567538638 0.034906434062381315 0.052349106837731779 0.0083535205727772437 0.052709290834832757 -0.052384887670963769 0.040787952309843709 -0.014420057226318894 0.012360666604531697 -0.054890196261299408 0.037662008480206247 -0.013537702729765828 0.014229951664945027 -0.053190500395733982 -0.054424529094382411 0.032380264792250216 -0.0070525555868794403 -0.036319102799093977 0.00092863333797472264 -0.0089754208996487127
leaf_weight=2.428296351514291 0.85211786678701062 0.83388425836164959 0.61745707658701565 0.3882681434333789 1.1642431688960631 0.30064589155881549 1.1627425108163145 0.44498478312743728 0.76638454647036258 1.2233937308192242 1.3136402382515369 2.7314757823478431 0.12585590779781342 0.28645155158301339 0.38918049633502894 0.90838735981378693 2.0208458658307782 0.70927956141531467 0.72780530154704937 0.6071046409197155 0.76854585122782715 0.6938912533223629 4.6673877345165229 0.8473338533367496 1.2019417351111759 3.3936802502721539 4.5883023955393583 1.3567607707809646 153.79980005888319 1.4343009358271954
leaf_count=140 252 228 64 175 66 33 268 92 30 43 31 46 1 29 3 92 20 58 3 26 25 20 66 63 73 39 145 36 2437 29
internal_value=0.000559651 -0.00985224 0.000467358 0.0128248 0.000795408 -0.0275152 0.000969618 0.000774974 -0.0177779 0.000998429 0.0147951 0.0212166 -0.0307097 -0.0398158 0.000643319 -0.0185865 0.000860942 0.00936363 0.00108901 0.0167841 -0.006655 0.013369 0.000715803 -0.0229021 0.000934067 0.000559722 -0.0168861 0.00119113 0.000602922 0.0200943
internal_weight=192.754 4.26791 3.43402 2.81656 188.486 1.15276 187.334 186.169 2.21558 183.954 4.61596 4.04512 0.570841 1.44919 179.338 2.00685 177.331 1.09846 176.108 4.09039 2.06954 1.46244 172.017 1.57514 170.442 165.775 5.79024 159.985 155.157 4.82798
internal_count=4633 607 379 315 4026 285 3741 3675 327 3348 170 77 93 297 3178 153 3025 61 2982 91 71 45 2891 66 2825 2759 218 2541 2473 68
is_linear=0
shrinkage=0.0500028


Tree=654
num_leaves=31
num_cat=0
split_feature=16 16 9 15 16 0 6 10 2 5 18 3 2 2 17 5 8 6 5 12 9 7 3 6 15 9 0 3 16 18
split_gain=1.19665 1.11461 1.95695 1.138 0.858891 0.821108 1.55472 1.78229 1.22322 2.1344 1.0761 1.32449 1.87698 1.20528 1.57066 1.18582 1.0871 1.06871 1.84482 2.57602 2.0219 2.14318 2.43006 1.42675 1.73356 1.12036 1.17609 2.89304 3.02392 1.6042
threshold=18.594956516900002 18.369957043050004 187.45330412110005 31.445204138150004 18.304957195050005 86.345209775600011 16.375382608200002 62.186725015400008 125.02712973155002 22.458857822500004 13.258241318650002 93.668569722950011 168.12216079815002 144.94098043750003 189.31980273685002 24.800945798900006 8.3434888241000014 15.205355270700002 19.973460566700002 367.09662155515008 196.40176798710004 23.913271136350005 86.26455603170001 16.455384477450004 37.882159664350006 197.47612518640003 96.631250582750013 85.589753040950015 19.224955043700003 14.194363735100003
decision_type=2 2 2 2 2 2 2 2 2 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 -2 -8 -10 11 12 -11 -13 -15 -12 -17 18 20 -20 21 22 -7 -19 -25 -22 27 -27 -29 -30
right_child=5 2 -4 -5 -6 17 8 -9 9 10 15 13 -14 14 -16 16 -18 23 19 -21 25 -23 -24 24 -26 26 -28 28 29 -31
leaf_value=-2.2240063580325548e-05 -0.0021951728734280426 0.0013858459642305211 -0.0021943855851182894 -0.0019316341987077339 0.0018940381084289113 0.0015796305586691561 0.00041305216011397651 0.0003047099401343468 -0.001595917778245541 0.00019832073212470161 0.00065569002527210332 -0.0017249255802298305 -0.0024846756556262477 0.00039991810831415721 -0.001804264390761896 0.00043439998078933996 -0.0021219478433720648 0.00062027970498878496 -0.0016995412793169332 0.0010604395587829048 0.0015098552830616423 -0.0021738810536705644 -0.00099800296512763276 -0.00038933118324235394 0.00068636249993934994 -0.00091365243266024675 0.00086832960192552737 0.0020037905349463456 0.00073801108744414633 -0.0011913286626341086
leaf_weight=63.390048468892928 2.1813208435196425 0.70904866093769614 1.967526482127141 1.0562938291113813 0.80869568837806483 2.0487169101834288 26.775856430176646 1.758583588991314 3.0291325841099015 1.6181273460388248 11.454153234837575 1.2671376322396088 1.9787560068070886 10.624909103265962 1.2316265840781842 1.1712808287702494 1.1024775883415712 48.819628108292818 4.0328129143454126 1.6175827737897632 3.0588416308164623 2.171989917755127 3.1972563825547695 12.625305281952025 8.5978402979671937 6.5850156098604264 8.8071650899946672 3.6382549852132779 3.2502250382676721 2.6881638132035732
leaf_count=2563 52 49 180 92 8 15 255 15 30 9 106 45 35 175 31 20 35 392 79 20 13 48 33 109 43 83 33 20 18 27
internal_value=0.000130861 -7.73329e-05 -0.00124595 -2.93996e-05 1.89882e-06 0.000211525 4.51507e-05 -0.00107935 0.00011868 -0.000116763 3.03895e-05 -0.000284348 -0.00127768 -1.21006e-05 0.000170953 0.000413739 -0.000805097 0.000307622 7.1081e-05 -0.00090942 0.000227383 -0.000630403 8.64367e-06 0.000446408 4.64498e-05 0.000454409 0.00032511 2.90874e-05 0.000677327 -0.000135354
internal_weight=243.264 67.9316 2.67658 65.255 64.1987 175.332 64.1934 3.9399 60.2535 33.4776 30.4485 16.7206 3.59688 13.1237 11.8565 13.7279 2.27376 111.139 41.096 5.6504 35.4456 7.41796 5.24597 70.0428 21.2231 28.0277 24.9688 16.1617 9.57664 5.93839
internal_count=4633 2892 229 2663 2571 1741 808 67 741 486 456 295 44 251 206 161 55 933 389 99 290 96 48 544 152 194 181 148 65 45
is_linear=0
shrinkage=0.00184769


Tree=655
num_leaves=31
num_cat=0
split_feature=15 2 16 7 16 16 9 15 16 15 4 12 18 17 7 12 9 8 4 3 7 10 5 10 18 17 2 6 14 15
split_gain=0.185668 0.741015 0.32673 0.311526 0.224204 0.857315 1.63952 0.775954 0.722687 0.48461 1.0582 0.519829 1.08535 1.5778 0.850344 0.768065 0.810437 1.13739 0.949807 0.570072 2.779 1.69623 1.70169 0.857953 0.661725 1.37048 1.03317 0.887926 0.878425 1.0906
threshold=46.723315192750007 247.02271001585004 23.044946110900003 24.227986230350002 18.594956516900002 18.369957043050004 187.45330412110005 31.445204138150004 18.304957195050005 27.614913206150003 165.86037890555002 94.177001085000015 13.24088655595 188.85216786605002 21.115414688150004 96.720516239650024 181.33671263215004 7.943800736700001 239.38000160390004 85.589753040950015 24.996614930650004 69.545034918450014 19.221712148250003 67.254468591300011 14.122113655700002 201.39543491635001 316.46407472665004 15.945372561050002 327.64162573700008 44.024213102900006
decision_type=2 2 2 2 2 2 2 2 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 7 -7 8 -1 10 -6 12 13 14 -11 -13 17 18 -17 20 -18 23 -23 24 28 -26 27 -27 -21 -30
right_child=1 3 -4 -5 9 6 -8 -9 -10 11 -12 15 -14 -15 -16 16 19 -19 -20 21 -22 22 -24 -25 25 26 -28 -29 29 -31
leaf_value=-0.00070359304694924904 -0.064261763370977554 0.01304645801361445 0.00061643479729144946 -0.026854193358891214 0.04283415957656795 0.048779628942134425 -0.07126571096589894 -0.061727319861590683 0.062049760551719499 0.017972817722911802 -0.00097623615198034607 0.03198740702800143 -0.039323102149751404 0.056332591531455291 -0.041744334953885756 0.021545252245951114 -0.063281745068269127 -0.061423296192656587 -0.044643388489658126 0.002735132888433581 0.0063508607723442414 0.061848430956178591 -0.0066343558073737718 -0.029666185905166731 0.066492620329723168 -0.040983643866025106 0.045314856485922365 0.0089808728532683735 -0.065020102010942882 0.0023515039761952392
leaf_weight=49.448407234442129 1.0508369201270387 2.8763696024179812 0.37651101872324932 0.92297207377850998 3.2534516281448287 0.55093696271069292 1.5472403761814346 0.73484229057794337 0.66414340710616571 1.4463943140581235 4.9862332780321594 3.0492379553616038 3.3564359834417701 1.4817756712436674 2.0703245848417282 2.2073568452615286 2.6722360909916452 1.7095853853970764 1.1924535005236974 75.133204892510548 8.7432799288071674 3.4708833619952193 2.0675501516088843 2.9155701156705609 1.6963434107601632 1.6728242724202553 2.0406961441040039 5.2760435463860631 1.5630906606093042 1.9022031417116521
leaf_count=2563 84 57 5 32 32 49 180 92 8 26 127 42 54 14 25 55 62 27 40 700 66 26 32 32 11 25 40 80 25 22
internal_value=0.000670702 -0.0104379 -0.047148 0.00335341 0.000981435 -0.00231053 -0.0397443 -0.00076585 0.000128079 0.00228304 0.0163224 0.00136252 -0.0130392 0.00461013 -0.0171832 0.00238821 0.00159832 -0.0216631 -0.00166983 0.00268717 -0.0099493 0.00416306 0.0362832 0.00223362 0.0032753 0.0172277 0.0079313 -0.00304725 0.0013784 -0.0280378
internal_weight=192.079 5.22669 1.42735 3.79934 186.853 52.9456 2.09818 50.8474 50.1126 133.907 8.23968 125.667 8.35493 4.99849 3.51672 117.313 114.263 5.1094 3.39981 109.154 11.4155 97.7384 5.53843 92.2 89.2844 10.6859 8.98956 6.94887 78.5985 3.46529
internal_count=4633 178 89 89 4455 2892 229 2663 2571 1563 159 1404 119 65 51 1285 1243 122 95 1121 128 993 58 935 903 156 145 105 747 47
is_linear=0
shrinkage=0.0597579


Tree=656
num_leaves=31
num_cat=0
split_feature=9 12 13 0 15 12 15 16 2 9 5 18 17 13 10 8 8 5 19 13 0 2 16 5 9 9 9 17 16 18
split_gain=0.163372 0.682923 0.851437 0.641091 0.321438 0.442624 0.390846 0.313819 0.820557 0.292575 0.411393 0.580888 0.276653 0.308308 0.261514 0.694332 0.442932 0.358359 0.820594 0.650207 0.350018 0.319864 0.308027 0.618754 0.308204 0.7875 0.743002 0.772125 1.1546 1.53843
threshold=37.364870866050005 293.55977308740006 96.357027853400012 113.1679565431 11.870705757150002 373.75708690635008 12.537637863700001 11.864972254500001 312.25197865035005 54.842324361600014 9.1899936892500005 13.602243858600003 180.67147619190004 88.823968171900006 81.573196594050017 7.1444245619500011 3.0476216663000004 13.252098438300001 12.350996516100002 101.03763345850001 108.49541631240002 245.22092942750001 13.854967601050001 13.713273242250002 186.70853236170004 185.98753508445003 193.49750438550004 198.39433209390003 22.604947139800004 13.511883313150003
decision_type=2 2 2 2 2 2 2 2 2 2 2 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 -6 8 -8 10 12 -12 -9 -14 16 20 21 18 -18 -20 -16 -11 23 -19 25 -24 27 28 29 -26
right_child=4 -3 -4 -5 6 -7 7 9 -10 14 11 -13 13 -15 15 -17 17 22 19 -21 -22 -23 24 -25 26 -27 -28 -29 -30 -31
leaf_value=0.02521936639163035 -0.054430605958248182 -0.06232234485212141 -0.066268229238384532 -0.0608362260798892 0.034360581147027128 0.031161059065482798 -0.052768127108606108 0.061292638779218027 0.026187577208580438 -0.063813935490774076 -0.0081047768208472939 0.041132468306035931 0.046583572991395879 -0.063995879696937791 0.036707086269648102 -0.062344632103495355 0.047205589320057043 0.013618663997601109 0.017090059877282408 -0.054715285336222448 -0.034220517655823048 -0.001791067822843074 0.0036996641287187501 -0.063217964888892655 0.020792687728679433 0.03992773112748299 0.0020168044354960907 -0.043561802018466655 -0.021343170375127406 -0.01988375190918552
leaf_weight=2.4057599409716204 0.80137813539476954 0.75985381188365853 0.56646592303877685 0.35471898631658394 1.2502710559638206 0.29524573330127168 1.235901809632195 0.10846535523887624 0.75851708702975873 0.64581683673895784 1.3133663134649398 2.4551854645833373 0.11151451617479324 0.46752124617341906 0.673245548037811 0.83001909297308873 1.9016956649720662 0.72259674966335186 1.3061815546825526 0.6872789068147539 0.3937774405349046 0.54963674070313573 20.878295452548631 0.77636948748113355 8.6030239770188981 2.3876880132593206 119.22846459620632 2.1306699774868312 10.190226336562771 5.4072751855710512
leaf_count=140 252 228 64 175 79 33 284 2 30 30 31 38 5 94 25 92 20 3 48 23 36 13 767 63 80 39 1721 40 117 61
internal_value=0.000611415 -0.0112074 0.00046688 0.0141613 0.000870946 -0.0313866 0.00106215 0.000835592 -0.0227397 0.00109427 0.0162177 0.0239729 -0.0262931 -0.0426998 0.000714201 -0.0213541 0.00095286 0.0012016 0.0191234 -0.00766604 0.0105317 -0.0352975 0.000791747 -0.0261778 0.0010312 0.0074176 1.0415e-05 -0.00907458 -0.00603824 0.00509362
internal_weight=190.196 4.0868 3.32694 2.76048 186.11 1.09662 185.013 183.763 1.99442 181.768 4.45605 3.76855 0.687501 0.579036 177.312 1.89704 175.415 174.22 3.89516 1.99346 1.06702 1.19545 170.325 1.49897 168.826 23.266 145.56 26.3312 24.2005 14.0103
internal_count=4633 607 379 315 4026 285 3741 3662 314 3348 170 69 101 99 3178 153 3025 2982 91 71 61 43 2891 66 2825 806 2019 298 258 141
is_linear=0
shrinkage=0.0597579


Tree=657
num_leaves=31
num_cat=0
split_feature=15 2 16 10 2 16 17 13 16 16 0 3 19 15 2 17 18 18 12 5 0 0 10 18 6 6 10 3 10 19
split_gain=0.165243 0.643235 0.311699 0.287473 0.606251 0.211403 1.40102 1.57172 1.27118 0.848205 1.23588 0.970235 0.645754 0.957957 1.13778 0.800762 0.763992 0.620853 0.989798 0.862165 0.83696 0.762214 0.965387 0.85065 0.731307 0.891653 0.810266 1.8775 1.03251 1.21577
threshold=46.723315192750007 247.02271001585004 23.044946110900003 61.982402197500001 285.01633004880006 22.624947093000003 199.05253715360001 117.50981642375002 22.644947046300004 22.614947116400003 86.780739992750014 93.794927255050013 14.551174033150001 37.491361913600009 145.83272221200002 187.32964365115004 13.087929333200002 13.480563334700001 256.19386559905007 31.373072367600006 86.036037090600004 92.168410086200012 67.923894665750012 13.431207332600001 16.565387047600002 16.645388916850006 62.111448187750007 92.813640037450014 62.116825104000007 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=5 2 -2 -3 -5 9 7 8 -7 17 11 -11 15 -14 -15 -9 -17 18 21 -20 -19 22 23 -1 26 -26 27 -22 -28 -30
right_child=1 3 -4 4 -6 6 -8 12 -10 10 -12 -13 13 14 -16 16 -18 20 19 -21 24 -23 -24 -25 25 -27 28 -29 29 -31
leaf_value=0.0074980299675362913 -0.069107486773586801 0.016624648784776583 0.00038259717440595131 0.016908702161527189 -0.068552919974098958 -0.0039918605436251187 0.037614833806607302 -0.0044306312056969187 -0.074149439531502881 -0.072238812622556256 0.012717356723170693 -0.0067212462678439312 -0.058011175440075627 0.028818658220328152 -0.040702313980993374 0.046112022513772673 0.011571846786660008 -0.078448927639599889 -0.083197889300564681 0.014229170429578138 -0.075559285256419986 0.052749092154594335 -0.061779293061814067 0.051488530061034876 0.054613943594614092 -0.0057308290608008416 0.049129747789131463 -0.0018094631703881184 0.00054959075310233231 -0.027201538953669779
leaf_weight=27.344919993829546 0.95711269421735667 2.3535908386111264 0.37623962759971619 0.79800255550071575 0.61491579038556665 2.3839827496558419 4.8603052282705894 9.9853988476097637 1.976364232599735 2.3434436582028861 2.4529260993003845 1.5855542710050938 1.5232848930172611 2.5490674818865955 1.6052130782045422 3.4019895866513279 12.613989877281709 0.5905532146934992 0.89630194963501597 0.65978705090310541 2.0527889262884846 1.7259899775963266 0.79507265193387766 1.9718061641906377 2.1258560419082633 1.9774811293464152 1.7058250308036793 4.8722286559641361 82.564695915567427 7.1794862874085075
leaf_count=775 84 32 5 8 49 34 76 89 20 23 17 33 27 36 32 19 103 36 33 57 45 22 17 23 13 33 59 27 2720 86
internal_value=0.000595933 -0.0108892 -0.0494991 0.00277884 -0.020285 0.000914704 0.00501502 0.000618564 -0.0357914 -0.000259306 -0.023308 -0.0457991 0.00563009 -0.0141333 0.00195577 0.00994556 0.0189086 0.000818606 0.00848364 -0.0418885 -0.00166483 0.0109456 0.00854945 0.0104568 -0.00122235 0.0255326 -0.00233833 -0.0236712 -0.000722903 -0.00167048
internal_weight=188.844 5.09986 1.33335 3.76651 1.41292 183.744 40.8996 36.0393 4.36035 142.845 6.38192 3.929 31.6789 5.67757 4.15428 26.0014 16.016 136.463 33.3939 1.55609 103.069 31.8378 30.1118 29.3167 102.478 4.10334 98.375 6.92502 91.45 89.7442
internal_count=4633 178 89 89 57 4455 436 360 54 4019 73 56 306 95 68 211 122 3946 927 90 3019 837 815 798 2983 46 2937 72 2865 2806
is_linear=0
shrinkage=0.0646839


Tree=658
num_leaves=31
num_cat=0
split_feature=9 9 17 9 18 6 4 14 15 8 4 19 2 12 9 16 16 9 18 15 17 5 0 10 10 2 2 9 9 16
split_gain=0.180036 0.900353 2.64217 0.621378 0.675445 1.32931 0.5058 0.68648 0.492247 0.613662 0.480389 0.877901 0.572296 0.728727 0.9187 0.588279 1.40614 1.11355 1.23622 0.868564 0.670292 1.30159 0.759153 0.633477 0.652479 0.585056 1.03384 0.930547 1.28707 1.20327
threshold=202.38851837455002 203.09362050815002 196.01244718945003 201.40496258350001 14.483350136800002 13.825323026450002 160.20223982390002 159.17310279255003 24.673905035600004 9.5425530862500008 169.78554988275002 14.151141757350002 83.274686722450014 115.07681969535001 204.20786774030003 17.809958352600002 15.774963111300002 205.73475031020004 15.534793034950003 30.864223942000002 197.26918533450001 21.252944829650001 86.474255765850003 77.209829048350016 78.381996793250025 323.30468295165002 194.59788170430002 207.40106631805003 204.68881850780005 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 -6 7 8 -3 -10 11 -8 -12 14 -14 16 17 -15 -19 -17 21 22 -21 -20 -25 26 -22 28 -28 -29
right_child=1 6 -4 4 5 -7 10 -9 9 -11 12 -13 13 15 -16 19 -18 18 23 20 25 -23 -24 24 -26 -27 27 29 -30 -31
leaf_value=0.00079610418665365071 0.0089464671019492577 0.032301316183089325 -0.087849652984798715 0.034711347221879511 0.026388766945780406 -0.065213824154097072 -0.077147069610934427 0.060774186651347782 -0.069242324528411586 0.013370359399530034 0.026295181252033648 0.0099098756398405471 0.0049144833122144582 0.039944727820475777 -0.07194557026354742 0.022330798601655717 -0.059159059450397213 -0.07657388016094506 0.028913836043989952 0.0032327752457418052 0.011779977425124462 -0.0023465272669485671 -0.082959021047020659 -0.075592535241934489 -0.0059940726105518483 0.031163617232207921 -0.047342252409840434 -0.073182122929028287 0.032784140040774269 0.0016457306985275452
leaf_weight=119.60663875202044 2.6900216871290459 1.2234633890475377 1.716060643084347 4.2368758165976024 1.738647237471014 0.88979004533030082 0.85547071111795847 1.147008974192431 0.5700559616088865 0.80694519088137895 2.7763475618012299 0.86602636426687241 1.098468356765806 1.8229459384365307 1.2189196192775851 7.1283889280166468 1.9940078143845301 0.99224188394146029 1.6572706364095209 0.51791161298752086 10.955237917602068 5.8570144557743333 1.4221925251185892 0.58013224974274624 3.6434308266179869 2.6321085989475241 1.156610514968633 1.9022925043536818 2.0918647998478264 1.3758920193649826
leaf_count=3104 38 31 30 38 28 32 29 14 31 19 98 14 6 28 36 108 135 30 18 2 84 101 108 10 236 68 21 72 34 30
internal_value=0.000510073 -0.00221869 -0.0287532 0.0018197 0.0196527 -0.00462094 -0.000141787 0.0214932 0.00416719 -0.0208299 -0.00168479 -0.0333517 -0.000612157 -0.00216697 -0.035513 -0.00047713 -0.0129935 -0.00240769 -0.0136408 0.00334143 -0.00150838 -0.0166796 -0.0599501 -0.00302246 -0.0155538 0.0043727 0.000339004 -0.0188651 0.00425536 -0.041776
internal_weight=187.17 60.6983 4.40608 126.472 6.86531 2.62844 56.2922 3.74747 2.60046 1.377 52.5448 1.7215 50.8233 48.0469 2.31739 45.7295 10.69 8.69602 6.87308 35.0395 27.9111 7.79712 1.9401 5.88083 4.22356 20.114 17.4819 6.52666 3.24848 3.27818
internal_count=4633 1431 68 3202 98 60 1363 95 81 50 1268 43 1225 1127 42 1085 457 322 294 628 520 211 110 264 246 309 241 157 55 102
is_linear=0
shrinkage=0.0609531


Tree=659
num_leaves=31
num_cat=0
split_feature=13 0 16 0 0 12 6 0 5 6 13 18 16 9 8 16 2 10 19 7 6 2 17 17 5 5 4 15 13 13
split_gain=0.88943 2.17252 1.52877 2.85278 1.23836 1.19451 1.14971 0.881138 1.13597 0.861951 1.87467 0.847218 2.45042 1.3678 1.29386 1.84859 1.29773 1.12133 1.06067 1.36798 2.0874 1.02847 0.884421 0.752972 0.780534 1.52056 1.36095 1.02941 2.4648 1.21953
threshold=112.67059178900001 90.321439350550008 20.034953149600003 96.631250582750013 89.861713010250014 358.96165787565002 15.945372561050002 86.345209775600011 20.389142059250002 16.375382608200002 117.39690118230001 13.829007611650001 22.654947022900004 201.81004550795004 8.6432548896500023 22.554947256700004 136.64906039505004 62.079186690200011 14.551174033150001 24.775165158000004 16.425383776450001 146.87900114440004 193.70011821090003 162.04221493815001 26.144057174750003 20.971847224900007 379.39767044025007 35.293770423450006 111.38282034450002 109.43099974175001
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 4 5 -4 7 23 -3 8 -2 10 -10 14 13 -13 15 21 -17 -18 19 20 -15 -9 -16 -1 25 27 -27 28 29 -25
right_child=1 6 3 -5 -6 -7 -8 11 9 -11 -12 12 -14 18 22 16 17 -19 -20 -21 -22 -23 -24 24 -26 26 -28 -29 -30 -31
leaf_value=-0.0016344456610075339 0.0011979685813870403 0.00023196114307749509 -0.0023376354028696424 0.00081180141721522614 -0.0010246890512785407 -0.0012661172920164073 0.0017169746965952938 0.0016561411579900974 0.00056746798134202294 5.2295195205061533e-05 -0.0022685092166997356 -0.0014318085406726307 0.0018383565053295475 -0.0027625782402313755 -0.0010577242444245588 -0.00058676210061013785 0.0010541028123860203 -8.2409659842392765e-06 0.00084763844997001866 0.00048733641970904107 0.00022522401838665794 0.00053761562328353077 0.00045362851224641914 4.9867293884727381e-05 0.0012695934140935818 -0.0015957113503733708 0.0010143984455038364 0.0010566160823719934 -0.0023433726897282721 0.00075947212086640843
leaf_weight=0.95957719338912184 3.1598056126385918 3.0945557458326203 2.7950048316270104 1.8295857422053812 3.1742618680000296 2.5445628570960244 5.6897954866290092 8.7466836050152761 1.6873653326183551 54.196571971609956 1.9111330268206073 3.1634330544620779 2.4225450083613387 1.7935525402426704 2.9505376145243636 4.6755085363984135 8.7717320621013624 6.7668794728815547 3.9236844666302204 3.2707806602120399 1.8024838007986543 4.9486714079976073 3.0044716726988554 76.45230955228908 2.1858647378976448 3.5265538779494809 0.98188597406260658 4.4716915080789468 1.5689599215984333 10.602895580232142
leaf_count=265 36 32 51 10 31 184 44 111 20 931 51 34 35 34 19 27 41 39 24 22 24 23 23 2087 68 193 25 63 16 70
internal_value=0.000142678 0.000252462 1.12915e-05 -0.00109165 0.000183762 6.06714e-05 0.00119383 0.000216493 5.31815e-05 -9.40697e-06 -0.000938696 0.000393494 1.80161e-05 -0.000298013 0.000547741 0.000695775 0.000318942 0.000591465 3.43793e-05 -0.000430315 -0.00126497 0.00125197 -0.000295204 9.41811e-05 0.000110803 8.48522e-05 -0.00102726 0.000138709 9.23948e-05 0.000136294
internal_weight=237.073 129.154 107.919 4.62459 120.37 103.294 8.78435 117.196 60.9549 57.7951 3.5985 56.241 16.3765 13.9539 39.8645 33.9095 20.2141 15.5386 10.7905 6.86682 3.59604 13.6954 5.95501 100.75 99.7902 97.6043 4.50844 93.0959 88.6242 87.0552
internal_count=4633 1601 3032 61 1525 2971 76 1494 1038 1002 71 456 173 138 283 241 107 80 104 80 58 134 42 2787 2522 2454 218 2236 2173 2157
is_linear=0
shrinkage=0.00196078


Tree=660
num_leaves=31
num_cat=0
split_feature=3 2 6 9 2 3 0 6 10 4 3 9 10 4 14 9 6 2 12 17 18 17 18 18 0 2 15 7 12 0
split_gain=0.160473 0.632648 1.58701 0.730431 0.639019 0.51666 0.542409 0.922704 0.739493 0.521938 0.495861 0.533837 1.16331 0.671557 0.695108 0.664734 0.477724 0.66597 0.63936 0.449723 0.422124 0.603958 0.419721 0.524447 1.29682 2.1773 0.917456 0.441911 1.31981 0.821837
threshold=93.883646373400012 90.05676182820001 16.575387281250006 187.55294863440002 94.087390192850009 93.776108048150022 85.990333302400003 16.465384711100004 61.987779113750001 197.71977442185002 108.48197402175002 190.36745536595001 61.93938686740001 376.61861354110005 195.37489133290003 198.91155909545003 16.505385645700006 125.02712973155002 163.66964307765002 193.29780372785004 13.063922652800002 183.58889821140002 13.154691941050002 13.278511569200001 86.345209775600011 108.63443756215001 37.882159664350006 23.209106085000005 251.26407571030003 86.345209775600011
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=5 2 -2 -4 -3 6 7 -1 -9 -7 11 13 15 14 19 -13 -16 -18 -19 -6 21 -8 -22 24 25 -24 -26 28 29 -25
right_child=1 4 3 -5 10 9 20 8 -10 -11 -12 12 -14 -15 16 -17 17 18 -20 -21 22 -23 23 27 26 -27 -28 -29 -30 -31
leaf_value=-0.050451142527152125 -0.063241737690945252 0.045669977193946436 0.031669606312207825 -0.032040843484031294 -0.03463918034894789 0.030362835543234146 -0.0057433215494128841 -0.030615523446682776 0.010302738247665959 6.6795246572023021e-06 -0.06240509015010634 -0.037478350585664677 -0.06623340670090222 -0.063387848129995886 0.041453375216677413 0.020155661647105159 0.054484071826527355 -0.073260393543132102 0.0061508941517307691 0.062419063704993692 -0.019985361325161814 0.030277201640698657 0.04264372123223463 -0.063501372126252606 0.010249342611654673 -0.054540086696198767 0.064712737874024956 0.0015943310897548939 0.020775944952599556 -0.012858737637073405
leaf_weight=2.0121941686375049 2.1292378941434462 1.1286576801503532 1.6974749826040354 1.1030085220845647 1.4480351296951921 4.4040440097451192 2.9066618959768666 2.5046143243089318 4.7585995476692915 4.0299343928345479 0.48731239138032911 1.0861702535767119 1.272394675936084 0.45319633013787175 2.6707937019673409 2.3566952713299543 0.91263351589441288 0.43445818684995208 2.8323895141656976 0.20212435722351063 3.608793329447507 4.2699543363414705 1.5250972248613819 1.3106569387018705 2.3057053149677813 1.9536534259095786 2.2908423952758312 110.8314911376383 4.3696252481313413 12.9907918473109
leaf_count=32 45 17 56 46 171 28 41 37 34 40 171 18 99 61 90 63 14 58 72 3 33 29 29 19 29 20 17 2867 98 296
internal_value=0.000535669 -0.00459202 -0.0235794 0.00657638 0.00153184 0.00115982 0.000373436 -0.0139262 -0.00380733 0.015858 -0.00198725 0.000166724 -0.0164322 0.00890824 0.0127627 0.00197303 0.0213175 0.00845013 -0.00441002 -0.0227507 0.00126742 0.0156882 0.000534402 0.00107265 0.0161433 -0.0119343 0.037393 0.000132905 -0.00854212 -0.0174999
internal_weight=186.287 20.2146 4.92972 2.80048 15.2849 166.073 157.639 9.27541 7.26321 8.43398 14.1562 13.6689 4.71526 8.95363 8.50043 3.44287 6.85027 4.17948 3.26685 1.65016 148.363 7.17662 141.187 137.578 8.0753 3.47875 4.59655 129.503 18.6711 14.3014
internal_count=4633 984 147 102 837 3649 3581 103 71 68 820 649 180 469 408 81 234 144 130 174 3478 70 3408 3375 95 49 46 3280 413 315
is_linear=0
shrinkage=0.0609531


Tree=661
num_leaves=31
num_cat=0
split_feature=6 15 17 6 7 18 16 17 18 15 8 9 0 9 3 13 2 16 9 9 10 19 0 19 15 7 7 5 3 16
split_gain=0.16485 0.664967 0.868156 0.771517 0.541391 1.15353 1.22574 0.986221 1.41223 1.25379 1.13811 0.934271 1.05143 0.72365 0.941578 0.714366 1.09351 0.692023 0.668436 1.60634 0.824443 2.48641 2.43339 0.799027 1.40093 0.664165 0.851249 0.624184 1.44387 0.756543
threshold=14.745344522600002 38.469938489650012 209.54662559615002 14.645342186050003 23.109894804950002 13.317304170000002 22.554947256700004 188.27285108100003 13.075178189100003 42.33967733730001 8.4434108459500017 188.55070358395002 86.692020874450009 196.40176798710004 93.292185584700022 117.64961624655002 108.63443756215001 22.624947093000003 202.86134752310002 203.80256579455002 67.181880221750006 13.551093343600002 89.980005167950011 13.251069136700002 29.326787846200002 22.929105819350003 22.626138143200006 21.252944829650001 91.80009132230002 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 -3 -1 5 7 25 8 -2 13 -11 12 -10 14 -9 16 17 -16 -6 -20 22 23 27 24 -22 26 -7 29 -29 -21
right_child=4 2 -4 -5 18 6 -8 9 11 10 -12 -13 -14 -15 15 -17 -18 -19 19 20 21 -23 -24 -25 -26 -27 -28 28 -30 -31
leaf_value=-0.00029097374986424332 -0.0011396010310972128 -0.070671556840782968 0.019911690502066742 -0.065805164761911339 0.009785469431014996 0.018554152961236726 -0.061773206255004452 0.058195586655746923 -0.072454250154368183 0.0020236956177974125 -0.073823841916596522 -0.080081125964224092 0.02910307858398023 -0.009868364605949094 0.055531888413324425 0.04741649568212046 -0.028416930510673011 0.0022173864308168193 -0.063306710367197691 -0.049301327487519482 0.039411481388035838 -0.071713398355692792 0.057388519372838676 0.043919328641647375 -0.062999072692073943 0.014447203679408618 -0.045091023440520746 0.04199306852367523 -0.0079776513055311686 0.0089142636721989306
leaf_weight=63.43451309817101 24.328892419545813 1.0872092193458218 0.57906346069648851 0.64845939050428469 43.207588928533369 1.0736321251824832 2.1781362928231829 2.7566069215536135 0.6157276616431766 2.6435059095238098 0.96412321244133625 1.4109614698681978 0.89059260487556458 2.1440744036808601 1.5991700887680056 2.0684411488473415 2.0479774909144908 1.9051584191620348 1.4631521594710672 1.9323871787637537 0.91550728958100014 2.0139590932521969 2.9222526410594574 1.5376539728604255 0.99586443844600581 2.4564785029506311 2.4929438396357 2.7410047054290763 8.3704918869771046 1.3569302875548599
leaf_count=2486 719 51 16 97 431 39 41 32 74 48 30 22 5 21 12 17 23 36 14 34 17 42 41 36 34 21 28 31 121 14
internal_value=0.000478607 -0.00192298 -0.039192 -0.000953916 0.00180515 -0.00280383 -0.0233564 0.00108216 -0.00585072 0.0127936 -0.0182462 -0.0451394 -0.0124098 0.0217367 0.0282666 0.0174406 0.00627346 0.026547 0.0053291 -0.00261133 0.00128608 -0.0189552 0.00766936 0.0118514 -0.0139465 -0.00946361 -0.0259322 -0.00241979 0.00434922 -0.0252859
internal_weight=184.782 65.7492 1.66627 64.083 119.033 51.5764 8.20119 43.3752 27.2462 16.1291 3.60763 2.91728 1.50632 12.5214 10.3774 7.62075 5.55231 3.50433 67.4568 24.2492 22.7861 5.46298 17.3231 3.44903 1.91137 6.02305 3.56658 14.4008 11.1115 3.28932
internal_count=4633 2650 67 2583 1983 1168 129 1039 820 219 78 101 79 141 120 88 71 48 815 384 370 129 241 87 51 88 67 200 152 48
is_linear=0
shrinkage=0.0597579


Tree=662
num_leaves=31
num_cat=0
split_feature=16 16 12 15 16 16 2 5 19 14 18 7 10 0 13 0 15 15 7 9 10 7 10 10 3 19 15 7 16 16
split_gain=0.938716 1.04921 1.41813 1.08412 0.906673 0.983005 0.955294 1.57679 0.906954 1.03656 0.877373 1.96387 1.30168 0.99407 1.18294 1.63543 0.946168 0.838066 0.75231 0.734007 0.729315 0.758538 0.714181 1.20252 0.612312 0.692624 0.766341 1.25625 0.674168 0.711864
threshold=18.594956516900002 16.094962363000004 96.350437043050007 26.384523135650003 13.534968349350001 12.919969787500003 186.79363985910004 11.188452238700002 12.851036860900001 260.23832086035003 17.549283450150003 25.139463727750002 69.999384342500022 94.165934477050016 108.49810477050001 95.746747857800017 28.298162031900002 19.198394745150004 19.506002767000002 205.73475031020004 68.20618276945001 21.350715310200005 75.981203682750007 70.523633677950016 78.524485074150007 9.4507625164000029 12.38011581135 25.024903008400003 7.7949817719500016 12.644970430600003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 3 -3 4 5 20 8 -8 9 -6 11 13 -13 18 15 -15 22 -14 -4 -11 -1 -22 23 -17 25 -23 -27 -28 -29 -30
right_child=-2 2 10 -5 6 -7 7 -9 -10 19 -12 12 17 14 -16 16 -18 -19 -20 -21 21 24 -24 -25 -26 26 27 28 29 -31
leaf_value=-0.0020561918336232626 0.00021087504214179381 -0.0023151844938512013 0.00053928005091526934 -0.0018327743330642818 0.00033316821357517795 -0.0021502237999303305 -0.0009843378760955525 0.0011460686396954681 -0.0012821344405210028 -0.00020884563175048399 0.00099227082200293356 0.0020518073063366649 0.00072302348965052709 -0.002087979678156526 0.0019167755533420923 0.00094879014580529647 0.0018202822129147231 -0.0020978776028430153 -0.001525624986998291 -0.0025363610167198321 0.0010962147757056116 -0.0020204979782623544 0.001083938555851464 -0.0021644408167301819 -0.0011619037532333428 0.00086551285939175939 0.00049537672901821869 0.0021186811217009851 -0.0020358912687980413 0.00099828708213117105
leaf_weight=0.72402533072454112 166.34096390934428 1.4585122821154097 0.97528855630662503 1.1102068920154113 20.90443260100438 0.99500125477789048 1.5847474163165305 8.4992640884593111 1.7103249443462107 1.4037690286058926 1.804118304979055 0.36470487713813682 0.45186883024871338 1.1535727476002646 1.5773339024744926 0.83863404393196139 1.4713575965724883 3.8966247389907949 2.2280721742426977 0.82829671562649299 1.9518557524716005 0.62067784110695257 1.2364113063085822 1.1062262849882243 2.1803518082597284 3.3735135721799434 3.336535940412432 0.20275807380676303 2.0832172723894478 0.34677217295393337
leaf_count=78 1741 101 116 41 305 94 101 109 37 37 37 3 8 120 12 9 9 239 274 16 50 305 16 39 72 225 84 1 345 9
internal_value=0.000130543 -5.92144e-05 -0.000459246 8.39843e-05 0.000125919 -0.000263601 0.000302272 0.000811266 9.56982e-05 0.000197552 -0.000300986 -0.000453481 -0.00150633 1.52373e-05 0.000410991 1.92379e-06 0.000520094 -0.00180475 -0.000896948 -0.00107256 -0.000136933 -3.83499e-05 -8.12504e-05 -0.000821999 -0.000220707 -1.47401e-05 0.00011851 -0.000303655 -0.00131628 -0.0016029
internal_weight=236.759 70.4185 18.5627 51.8558 50.7455 15.8147 34.9308 10.084 24.8468 23.1365 17.1042 15.3001 4.7132 10.5869 7.38354 5.8062 4.65263 4.34849 3.20336 2.23207 14.8197 14.0957 3.18127 1.94486 12.1438 9.96347 9.3428 5.96928 2.63275 2.42999
internal_count=4633 2892 983 1909 1868 1263 605 210 395 358 882 845 250 595 205 193 73 247 390 53 1169 1091 64 48 1041 969 664 439 355 354
is_linear=0
shrinkage=0.00196078


Tree=663
num_leaves=31
num_cat=0
split_feature=6 6 3 5 5 5 15 3 19 3 7 15 16 18 19 18 2 17 18 7 18 16 15 17 16 9 6 10 13 0
split_gain=0.967351 2.18675 1.15717 1.00083 1.07318 1.42502 1.87554 0.703563 1.73796 1.42256 1.79386 1.45788 0.997105 0.921009 1.22207 0.909647 0.748118 1.58705 0.720118 1.18482 1.45051 1.50815 1.34188 1.34178 1.31478 1.28654 1.26981 1.27449 1.41287 1.2174
threshold=13.665319288000001 13.775321858200002 81.699554126200013 20.971847224900007 18.678742451450002 15.332427622700001 32.145494189350011 85.589753040950015 12.651020723000002 84.812788641250009 24.040556609400003 24.474073043650005 15.404963976500001 14.380989918050002 14.451165964200003 14.414681958350002 325.13486840910008 204.04920942250001 13.956123578150001 23.109894804950002 13.317304170000002 22.554947256700004 46.055224235250002 191.56943241645004 22.454947490600002 193.00469145105004 16.525386113000007 62.041548276350007 117.49368567500001 86.264556031700025
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=3 -2 -3 4 5 -1 -7 8 12 11 -11 -10 -4 16 15 -15 18 -18 19 20 22 -22 23 -9 25 -21 27 29 -29 -26
right_child=1 2 7 -5 -6 6 -8 13 9 10 -12 -13 -14 14 -16 -17 17 -19 -20 24 21 -23 -24 -25 26 -27 -28 28 -30 -31
leaf_value=-7.4445541592062314e-06 0.0012644925294941049 -0.001329193590487924 -4.3755984850919841e-05 -0.001220139676427631 0.00076129162729429733 -0.0019632814733358621 0.00036452147099813413 0.00015920049370573029 -0.0016278369515544016 0.0003522606478508903 -0.0021875883565138548 0.00011611972780797829 0.0011806648331530224 0.0022795032470542534 -0.00061765938319130313 0.0007357206365704702 -0.002093287454841922 0.0013861137766134949 -0.00020077049601177727 -0.00043151751403994377 -0.00016814593712752952 -0.0019231860783102666 -0.0013368403396180875 0.0012482536353812764 0.00031423273800219062 0.0015550235682583833 -0.00045930222792279118 0.00042680875411832544 -0.00086250448411291755 0.0012763928390449831
leaf_weight=35.19971205949696 6.8062867056578389 1.9231577361933876 5.0766613893210906 2.8241587232332668 5.4316672042477867 3.3245987328118636 2.0788627044530585 46.723837722347525 2.0796010689809945 1.519855897873639 3.1729330464731902 11.951558639993889 4.7642769869416952 1.6608787924051274 2.1444742232561103 9.3546368194365623 1.4602855864141013 0.72493136674165715 14.960666091064921 1.4794283881783474 7.0094549863133562 2.4389625681506004 2.0301495204330413 4.591466558398678 9.5289089418947714 6.4881883189082146 6.3260222431272259 11.275507757905869 4.3535393974743775 9.9170819334685785
leaf_count=1728 58 45 32 90 93 126 19 905 18 16 188 188 25 9 38 128 88 12 150 10 81 35 105 51 81 107 70 58 29 50
internal_value=0.000130512 0.000195703 0.000153643 -0.000109338 -4.11926e-05 -0.000148545 -0.00106771 0.000170317 -0.000105033 -0.00044879 -0.00136501 -0.000142357 0.000549021 0.000225524 0.000710018 0.000968486 0.000176216 -0.000939019 0.000195387 0.000248228 7.30421e-05 -0.000621182 0.000196001 0.000256644 0.000471053 0.00118616 0.00033343 0.000476405 6.76649e-05 0.000804916
internal_weight=228.622 179.763 172.956 48.859 46.0348 40.6032 5.40346 171.033 28.5649 18.7239 4.69279 14.0312 9.84094 142.468 13.16 11.0155 129.308 2.18522 127.123 112.163 62.7939 9.44842 53.3455 51.3153 49.3687 7.96762 41.4011 35.075 15.629 19.446
internal_count=4633 2577 2519 2056 1966 1873 145 2474 467 410 204 206 57 2007 175 137 1832 100 1732 1582 1177 116 1061 956 405 117 288 218 87 131
is_linear=0
shrinkage=0.00192234


Tree=664
num_leaves=31
num_cat=0
split_feature=16 16 9 15 16 0 0 18 6 17 10 3 9 10 16 16 3 2 13 13 18 0 2 5 7 6 16 16 18 6
split_gain=0.767946 1.03716 1.79595 0.983711 0.706272 0.683505 0.631504 0.910489 0.844568 1.55851 0.946205 1.0895 1.68226 0.661946 2.20949 1.32784 2.29791 1.05768 0.973027 1.23359 1.38542 1.34801 1.44975 1.10874 0.749708 0.687332 1.43901 0.849397 0.784476 1.93179
threshold=18.594956516900002 18.369957043050004 187.45330412110005 31.445204138150004 18.304957195050005 76.535026057600007 86.09518316945001 13.659439901750002 16.375382608200002 191.56943241645004 62.068432857650002 93.668569722950011 194.45262321395003 64.369753017350021 21.004950881300005 22.494947397000004 92.913112988300014 216.39684782960003 116.86189801435002 117.54207792135001 13.278511569200001 87.028078140750011 180.42199898520002 21.869642762900003 23.543468673550006 16.525386113000007 22.644947046300004 22.574947209950004 13.278511569200001 16.445384243750002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 3 -3 4 5 -1 7 8 9 -2 11 12 -10 15 17 16 24 -15 -17 20 -20 22 -22 -23 -8 26 27 -21 -29 -30
right_child=6 2 -4 -5 -6 -7 13 -9 10 -11 -12 -13 -14 14 -16 18 -18 -19 19 25 21 23 -24 -25 -26 -27 -28 28 29 -31
leaf_value=-0.0019890341669399699 -0.0020003181488061831 0.001332554296958714 -0.0022977135804694055 -0.0020387825312684518 0.0019319196577511611 1.9194896342817978e-05 0.0020445845753855564 -0.0015031832527003135 -0.0021809703043147331 0.00088234139605934659 0.00094068192741086768 0.00013050109745009719 0.00037730926188850512 0.000279661821342007 -0.0014638822665040596 0.0011418826098511319 -0.00074723651211209901 -0.0009411693623596726 0.00083571177139340602 0.0010686836862071666 -0.00014222261095100857 -0.00038368930932554607 -0.0017640592463402166 0.00086678757359544506 0.00071975517877477741 -0.00014935766985828765 0.0014276388889761043 -0.00082209397419387691 -0.00089746333280306628 0.0010387568988834937
leaf_weight=0.65839873709046415 1.9586107692448416 0.72976027091499363 1.8576203530537894 0.90439189493190397 0.73473454604390909 63.018631264254509 4.843977287411688 1.5000338039535552 2.0642507886514063 1.1412333010521249 4.8046250403858712 33.985750587424263 1.8958115093410013 45.638909912900999 3.247517265379428 4.6775861978530875 2.0629423633217812 2.9018386509269467 4.8100790437310961 4.3286213781684699 4.3667009696364421 7.0266884341835958 4.1167877707630396 4.4540586210787296 2.484537310898304 5.1784894913434973 6.4136868230998507 2.950901059433817 3.0776407867670041 5.5604308620095253
leaf_count=245 35 49 180 92 8 2318 83 53 36 18 43 495 14 400 41 46 19 59 46 29 20 40 58 30 14 30 46 22 37 27
internal_value=0.000119328 -5.6259e-05 -0.00127381 -8.0279e-06 2.04855e-05 -1.56951e-06 0.000191373 4.91293e-08 4.92287e-05 -0.000939043 0.000120889 1.70879e-05 -0.000956238 0.000268055 0.000101922 0.00039772 0.00108084 0.000206679 0.000285092 0.000208439 -0.000108936 -0.000336534 -0.000929252 0.000101444 0.00159544 0.000494256 0.000643506 0.000327554 5.07334e-05 0.000348905
internal_weight=233.395 67.9035 2.58738 65.3162 64.4118 63.677 165.492 47.3503 45.8503 3.09984 42.7504 37.9458 3.96006 118.141 51.7883 66.3531 9.39146 48.5407 56.9617 52.2841 24.7743 19.9642 8.48349 11.4807 7.32851 27.5098 22.3313 15.9176 11.589 8.63807
internal_count=4633 2892 229 2663 2571 2563 1741 694 641 53 588 545 50 1047 500 547 116 459 431 385 194 148 78 70 97 191 161 115 86 64
is_linear=0
shrinkage=0.00196078


Tree=665
num_leaves=31
num_cat=0
split_feature=16 16 10 7 3 6 9 16 19 6 10 0 0 17 7 10 4 0 6 16 18 13 16 9 18 13 13 0 0 16
split_gain=0.176924 0.654793 0.462439 0.480286 0.428732 0.382244 0.50556 0.380398 0.378788 0.639581 0.57513 0.50084 0.475322 0.576547 0.540533 0.490724 1.219 0.698841 0.756258 0.483599 2.38921 0.913443 0.740201 0.615041 1.73881 1.04277 0.655447 0.52116 0.952976 1.52429
threshold=13.534968349350001 12.919969787500003 68.20618276945001 21.350715310200005 78.524485074150007 13.185308072600002 193.24048816455004 11.864972254500001 11.850956171350001 11.085259005300001 84.232081685100013 101.91675926715001 98.51854819030001 190.68993848360003 24.103872582350004 75.424692849750016 267.06082587310004 97.491557184450016 14.195331671650001 18.594956516900002 14.863842190850002 104.19926021995002 18.484956774100002 200.77913281735002 14.414681958350002 106.71565703005002 104.55682515125001 96.631250582750013 94.165934477050016 19.224955043700003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 -1 7 5 6 -5 -4 9 10 -2 -11 15 -14 -15 19 17 18 -17 20 22 -22 23 24 25 26 -10 28 29 -21
right_child=8 -3 3 4 -6 -7 -8 -9 12 11 -12 -13 13 14 -16 16 -18 -19 -20 27 21 -23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.068042478484584445 -0.074863160243926391 -0.071869686867116298 -0.0012657450815202675 0.0052963431904062275 -0.038350567904981023 0.061009712531671208 -0.045665564770683099 0.068764242480662902 -0.0017976675302106124 0.049159802449805126 0.012580669653622917 0.0092765111083474346 -0.070121938364999095 0.036343045652103556 -0.014300069500908346 -0.00089971440144628553 0.054661570778235996 -0.026901333412399253 0.072648651570074774 0.033037060720858623 0.0070697869815305537 -0.074852666188379727 -0.064813883170719774 0.022530979942735653 -0.10116417426388566 -0.033657656557015719 0.04783005984392516 0.019855067277138119 -0.023106730247296651 0.00057822107504906892
leaf_weight=0.45890182360380727 0.570853333454578 0.64814826266956593 0.63308360771043026 5.0046688282964169 1.4856346947271957 0.43065389362163831 1.0200889018888117 0.72353566065430641 2.422028348344611 2.3635775621223729 0.76778383762575686 3.2624128740280867 0.71921693254262109 1.0275028517935414 8.5641501341015083 2.0217497548728711 2.5850580143160187 2.4033050405560061 0.87066082656383503 6.6730413459881666 0.74909640569239799 2.8336605232616421 0.67267600851482789 5.681026847785688 0.75545543059706677 2.1479250676675292 2.2205578708089888 6.7481938060373059 6.7365222866646937 112.02325025493337
leaf_count=78 31 94 43 641 72 10 318 7 64 64 51 21 60 39 375 64 83 28 6 118 12 157 130 79 11 328 38 32 135 1444
internal_value=0.000704866 -0.00765348 -0.00338747 -0.000196318 -0.00639429 0.000960059 -0.00333233 0.0360839 0.00120233 0.0162794 -0.0247092 0.0260322 0.000576751 -0.0131471 -0.00887494 0.00147494 0.0175217 -0.000607807 0.0212395 0.000629975 -0.00968255 -0.057724 0.00270054 0.00613407 -0.00621043 0.00435332 0.0219394 0.00199392 0.00103301 0.00240304
internal_weight=185.224 10.4047 9.75657 9.29767 7.94105 6.45541 6.02476 1.35662 174.82 6.96463 1.33864 5.62599 167.855 10.3109 9.59165 157.544 7.88077 5.29572 2.89241 149.663 17.4824 3.58276 13.8997 13.227 7.54597 6.79051 4.64259 132.181 125.433 118.696
internal_count=4633 1263 1169 1091 1041 969 959 50 3370 167 82 85 3203 474 414 2729 181 98 70 2548 819 169 650 520 441 430 102 1729 1697 1562
is_linear=0
shrinkage=0.0659776


Tree=666
num_leaves=31
num_cat=0
split_feature=6 6 3 5 5 5 15 16 8 5 3 10 9 0 18 16 16 8 9 17 3 9 2 18 14 17 10 18 16 3
split_gain=0.983804 1.33889 1.02862 0.927077 1.13582 1.09915 2.05067 0.858841 0.773886 0.779581 0.738164 1.0521 1.15077 1.57083 1.01177 2.44356 1.06461 1.07936 2.44823 1.3171 1.26581 1.02036 1.81789 0.970622 1.71865 1.23791 0.828162 1.33685 0.852695 1.10623
threshold=13.665319288000001 13.775321858200002 81.699554126200013 20.971847224900007 18.678742451450002 15.332427622700001 32.145494189350011 15.839962959300001 8.1436447804000007 11.783123780850001 93.883646373400012 61.917879202350001 187.45330412110005 85.495657006400009 13.829007611650001 22.654947022900004 22.514947350300002 8.543332867800002 197.89372115420002 193.09202135800004 89.883220675300024 181.33671263215004 78.110129541750013 14.122113655700002 274.15552132740009 203.65799419860002 62.041548276350007 13.531614672700002 22.644947046300004 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=3 7 -3 4 5 8 -7 -2 9 -1 14 -12 13 -13 16 23 17 20 -19 -20 -4 -18 -23 24 -16 -26 27 -24 29 -28
right_child=1 2 10 -5 -6 6 -8 -9 -10 -11 11 12 -14 -15 15 -17 21 18 19 -21 -22 22 26 -25 25 -27 28 -29 -30 -31
leaf_value=-0.00033284033781416444 0.0018244051479486714 -0.0011891885937372541 0.00036127954048440728 -0.0011978287076834721 0.00080418251258170578 -0.0019582820817022764 0.0004718906641109027 0.00041441394929479271 -0.0012351301379592851 0.00028253628778065516 0.00018081859863818648 -0.001754583220773865 -0.0015168546581686205 0.00058626830938091393 5.2205237635467218e-06 0.0018652447706607657 -0.00085250114623523386 -0.0013178250729961216 0.0018580821982610231 -9.6627325991701103e-05 0.0015768652328657237 0.0014519500728400539 0.00019487190912895809 0.00011796390788124601 -0.002331146976447583 -0.00022671380121130048 0.00048274246342622007 0.0011137749807494045 -0.00098527493645702191 -0.00047196555205662239
leaf_weight=12.187876395444617 3.0115906763821831 1.997582560405134 5.2264278540387776 2.6673754723742595 5.3020769893191746 3.117801536951446 2.1806127537274733 3.3971718065440655 1.825449047202709 20.242283370462246 16.125048617774159 1.4819072568934624 3.421722707018489 3.7151411809027195 9.1031725341454131 2.6830850802361956 2.8867957089096299 2.6191673949360839 2.7914488017559052 2.3430462181568146 8.0282225620467198 4.7991637066006652 24.760412188014016 48.415159029886127 2.5308825173415235 1.7452518083155153 10.793021842837339 7.6607698071748009 3.225108772632665 7.6739000682719043
leaf_count=1199 33 45 39 90 93 126 19 25 83 446 550 237 154 27 101 35 28 18 20 28 110 40 176 673 30 20 51 38 34 65
internal_value=0.000149281 0.000214092 0.000182314 -9.67911e-05 -3.13177e-05 -0.000143314 -0.000958121 0.00107699 -1.72849e-05 5.12659e-05 0.00019824 -0.000108981 -0.000651174 -8.12115e-05 0.000249853 6.9293e-05 0.000390445 0.000764286 0.000194583 0.000966081 0.00109755 0.00026336 0.000318039 -8.68633e-06 -0.00046699 -0.00147225 0.000217475 0.000411999 -7.32613e-05 8.60151e-05
internal_weight=227.959 180.435 174.026 47.5235 44.8561 39.554 5.29841 6.40876 34.2556 32.4302 172.029 24.7438 8.61877 5.19705 147.285 64.4776 82.8075 21.0083 7.75366 5.1345 13.2547 61.7992 58.9124 61.7945 13.3793 4.27613 54.1132 32.4212 21.692 18.4669
internal_count=4633 2577 2519 2056 1966 1873 145 58 1728 1645 2474 968 418 264 1506 859 647 215 66 48 149 432 404 824 151 50 364 214 150 116
is_linear=0
shrinkage=0.00192234


Tree=667
num_leaves=31
num_cat=0
split_feature=17 15 16 7 12 17 17 2 19 19 7 5 7 5 16 3 5 2 17 17 2 8 9 12 12 9 16 17 18 10
split_gain=0.169363 0.44995 0.698085 0.489232 0.377624 0.385326 1.10304 0.421457 0.444488 0.545867 0.503236 0.383515 0.827431 0.443423 0.461893 0.416027 0.623495 0.43992 0.380804 1.02255 0.861356 0.530756 0.990012 0.667796 0.589315 0.700429 0.542563 0.544973 1.42721 0.514806
threshold=168.62011096010002 26.912781836550003 15.054964794950001 25.024903008400003 66.834523482800009 174.47088669260003 179.88087463185005 312.25197865035005 12.951044929850001 13.451085274650001 25.806080957700004 20.971847224900007 20.714163848350005 17.513369806650005 12.644970430600003 100.48918799990001 29.110986871100003 210.71970372160004 182.37451917730002 183.09840208680004 73.064159960350011 8.8430989333000021 207.89602404040002 97.388883832800005 82.088033630950022 191.61296531520003 22.714946882600003 183.93802912725002 14.804191144800003 61.821094709650005
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 3 -1 -2 11 7 8 10 -10 -7 13 15 14 -6 -13 -17 -18 -8 20 -20 24 -23 -24 25 -21 27 28 -26 -29
right_child=4 -3 -4 -5 5 6 18 -9 9 -11 -12 12 -14 -15 -16 16 17 -19 19 21 -22 22 23 -25 26 -27 -28 29 -30 -31
leaf_value=0.0041039820201285186 0.02907424492027736 0.014870834300610201 -0.057551045022628769 -0.062557558181543543 -0.06286415045224443 -0.075641078580695895 0.014074538108775559 0.034375190856200805 0.04144377793754786 -0.031291833104591521 -0.011732193431013092 0.054091093530276559 -0.049329393845221482 0.042983729741989114 0.035405921793580972 -0.06355630857318835 0.050256135056727075 -0.013603019953591167 0.01773156895850523 -0.0018003244827469154 -0.068281898965506696 -0.079866126910094482 0.04333135411901843 -0.017424888719663044 -0.079415036795555366 -0.072396122254010917 0.022945108970552956 -0.052465399842395767 0.024629549297212887 0.0020388716623649813
leaf_weight=2.8976856422959822 1.6957474797964085 2.0041305127379019 1.2314700059778259 0.45486131112738792 0.32814604509621803 1.3373490610756551 7.5706009810965034 0.3462661015219054 0.47038446180522475 1.7003309544525107 0.6557188341685104 0.79841149129788469 0.86261844867840398 2.3352709079626948 0.35620709415525198 0.40075163266737934 0.81544061040040083 0.73017699673800962 0.59498376678675313 1.2597545204334886 1.3802111495169809 0.77966167946578835 0.78034992516040791 3.7532129853498191 1.0014716945588578 0.8342285701073705 4.288466675207018 0.62155968738443235 0.88849500645301294 141.08060158436274
leaf_count=149 24 68 266 234 52 92 102 17 62 59 47 24 36 32 5 47 33 32 10 11 42 27 10 81 57 40 66 24 24 2860
internal_value=0.000660563 -0.00874787 -0.019074 -0.00494041 0.00100944 0.000738995 0.000185818 -0.028971 -0.0342389 -0.0155303 -0.0546151 0.0148746 0.00172215 0.0305872 -0.0117144 0.0177664 0.00286584 0.0200879 0.000983584 0.000353389 -0.0423722 0.00089684 -0.0176643 -0.00696708 0.00155441 -0.0299252 0.00200016 0.00137463 -0.0305025 0.0017998
internal_weight=184.255 6.58815 4.58402 3.35255 177.666 175.971 169.344 4.51005 4.16378 2.17072 1.99307 6.62702 3.6074 3.01962 0.684353 2.74478 1.94637 1.54562 164.834 157.263 1.97519 155.288 5.31322 4.53356 149.975 2.09398 147.881 143.592 1.88997 141.702
internal_count=4633 717 649 383 3916 3892 3631 277 260 121 139 261 172 89 57 136 112 65 3354 3252 52 3200 118 91 3082 51 3031 2965 81 2884
is_linear=0
shrinkage=0.0597579


Tree=668
num_leaves=31
num_cat=0
split_feature=6 6 3 5 5 5 15 8 3 10 14 4 16 2 3 16 19 3 15 9 12 7 10 9 9 16 6 3 18 18
split_gain=0.933958 1.89677 0.987313 0.987275 0.952931 1.32805 2.46273 0.92967 0.929374 1.13228 1.37146 1.16007 1.11604 1.06728 0.945171 1.77947 3.23507 1.53821 2.46478 1.25942 1.91962 2.09499 2.02209 1.24891 2.24338 1.18544 1.15589 1.59306 1.45373 1.70117
threshold=13.665319288000001 13.775321858200002 81.699554126200013 20.971847224900007 18.678742451450002 15.332427622700001 32.145494189350011 8.1436447804000007 93.883646373400012 61.917879202350001 245.99173885435002 242.83931210760002 22.634947069650003 319.32263744460005 85.589753040950015 19.224955043700003 13.751109481500002 84.812788641250009 28.826925781250004 181.33671263215004 133.01805689090003 23.109894804950002 66.859265246100009 206.50942114985003 214.52351813370004 15.564963602350003 15.785368822600002 93.077108934250006 13.328768336950002 13.258241318650002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=3 -2 -3 4 5 7 -7 -1 14 13 11 12 -11 -10 17 -16 -17 23 -19 -18 -21 26 -23 -4 25 -25 -22 -28 29 -29
right_child=1 2 8 -5 -6 6 -8 -9 9 10 -12 -13 -14 -15 15 16 19 18 -20 20 21 22 -24 24 -26 -27 27 28 -30 -31
leaf_value=8.3194879314534953e-05 0.0012390775927429748 -0.0012140682657022285 0.00043310295371024184 -0.0012282098998663629 0.00075093276342422157 -0.0020515927024942378 0.00055937766341709514 -0.0013644694383445246 0.00023368568737394533 -0.0016037271745098212 -0.0021675715766102436 0.0021037901410428028 3.8041763507235365e-05 -0.0021037503923887453 0.0011430322823911959 -0.0019327988640713038 -0.00096025214951474811 0.00034951852238747572 -0.0022602100751531384 0.00072670242567201963 -0.0018060540026966266 0.00041606348422904802 -0.0012896423649849391 -0.00031406304764801894 0.00056974281579442727 -0.0024853453810169362 0.00088838238475855971 -0.00075896475660411356 -0.0020845032881300551 0.0010514020880607357
leaf_weight=32.207907682219229 6.4914735853672019 1.9867463796399523 16.801421761978425 2.8495548142818725 5.204427045187912 3.4791154231352257 2.3118076410610229 1.8008655047742639 17.239848250435905 2.5259584893065021 1.9568677362112792 0.68709982931613911 4.3048852048814297 0.78523634927114372 9.125699427444486 2.5672685620374969 3.0015200711786738 2.6758793811313799 2.8985543513554148 32.59134896658361 2.0637405291199711 57.231712283566594 2.8029623748734585 1.6952917128801339 3.7235559336841106 2.2495193056529388 3.6646328046917942 7.5788806017953885 2.0664059870177871 2.7088754996657372
leaf_count=1645 58 45 140 90 93 126 19 83 495 243 140 4 31 55 100 28 30 27 181 280 15 398 34 14 39 66 23 86 29 16
internal_value=0.000136054 0.000197303 0.000160735 -0.000108956 -3.8087e-05 -0.000141264 -0.00100926 6.53676e-06 0.000175665 -0.000156603 -0.000705378 -0.000324779 -0.000569063 0.000131859 0.000234446 0.000309284 0.000243849 -7.79224e-05 -0.00100747 0.000292992 0.00032697 0.000160197 0.000336426 0.000133837 -0.000521857 -0.00155223 -0.000424888 -0.000246949 -0.000583724 -0.000282276
internal_weight=239.279 191.425 184.934 47.8537 45.0041 39.7997 5.79092 34.0088 182.947 27.4999 9.47481 7.51794 6.83084 18.0251 155.447 125.403 116.277 30.0442 5.57443 113.71 110.709 78.1172 60.0347 24.4698 7.66837 3.94481 18.0825 16.0188 12.3542 10.2878
internal_count=4633 2577 2519 2056 1966 1873 145 1728 2474 968 418 278 274 550 1506 1039 939 467 208 911 881 601 432 259 119 80 169 154 131 102
is_linear=0
shrinkage=0.00196078


Tree=669
num_leaves=31
num_cat=0
split_feature=13 16 16 12 15 18 12 9 10 3 18 9 16 15 16 18 3 8 7 9 9 8 9 18 9 9 7 18 10 5
split_gain=0.178743 0.515033 0.506455 0.851294 0.633997 0.4552 0.415683 0.406111 0.424648 0.397258 0.305583 0.389375 0.382396 0.286839 0.418798 0.283133 0.580293 0.53877 0.334263 0.290548 0.527259 0.466988 0.381933 0.494423 0.409735 0.877128 0.961232 0.401853 0.914569 0.789303
threshold=95.937628385050019 14.274966618900002 14.184966829400002 216.20511703005005 6.8054746905500005 17.108018746400003 284.29960850000003 31.257715529350005 78.290589216800015 85.000980710400015 17.448621627850002 38.283670303850009 8.1899808482500021 12.537637863700001 13.854967601050001 16.399957653700003 81.80440399325002 7.8438787148500007 26.614251743050001 223.65407503400004 219.19610828025003 8.6432548896500023 215.63980588275004 15.064837217800003 210.61272793875003 212.49340169810003 24.314922763450003 15.288668002700001 75.629015667650023 13.6045160441
decision_type=2 2 2 2 2 2 2 2 2 2 2 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 15 -7 -5 9 -9 -10 -12 -13 -14 -15 19 17 18 -17 20 22 -21 24 -24 27 26 -26 28 -2 -30
right_child=5 -3 -4 7 -6 6 -8 8 10 -11 11 12 13 14 -16 16 -18 -19 -20 21 -22 -23 23 -25 25 -27 -28 -29 29 -31
leaf_value=0.061562836583210344 0.0013967479132775474 -0.0612670776900247 0.059169460028064794 -0.043468483903431387 -0.071961458213454191 0.039315243818214406 -0.022868940825698809 -0.073021916898527758 0.040773871469143019 0.025257924662731801 -0.076504463765162178 -0.071457698204175718 0.064785809118242235 -0.071601589007415742 0.068524974056937915 -0.04862579412686683 0.029820933010781751 -0.063306098335718486 0.0176646476822118 0.061145652685609696 -0.028470458691095216 0.0030283054444850618 0.040320785735540064 -0.014121937522092384 0.0047337322801435308 0.0019868852082433348 -0.069510246420887684 0.012871582769802844 -0.0061933861847168316 -0.082241189691065364
leaf_weight=0.2004597657814865 130.89055812766856 0.84084467816865061 0.58351246407255519 0.73161602054460662 1.3371292414994966 2.6530445606913413 0.65760542242787767 0.48579093604348589 2.0719945512100826 0.34467480106104631 0.27207957567588881 0.20398493091488479 0.59800271748099454 0.2395599820301868 0.185537752462551 0.56573025719262604 0.97015331068541844 1.4542546436423434 1.09393558523152 1.0242591010755853 2.9625396032934068 2.0036341787781566 2.6106259584048526 1.1907019251957534 1.4000507626915335 6.9615425325755496 2.195342864462873 14.403435813081158 1.5204555692616843 1.1948282835655843
leaf_count=37 2309 96 17 187 514 60 38 39 67 24 58 92 21 57 4 44 21 53 19 21 72 37 46 26 27 105 72 292 115 63
internal_value=0.00077835 -0.00939396 -0.0033814 -0.00885286 -0.0545535 0.00124689 0.0269634 0.00483612 0.0128651 -0.0322321 0.0233523 -0.000726012 0.0160762 0.0335287 -0.0104421 0.000753166 -0.0174623 -0.0321936 -0.00493177 0.00119504 0.000801417 0.0226879 0.00133551 0.0232675 0.000809729 -0.0125168 -0.0405995 0.00176026 0.000562402 -0.0396573
internal_weight=183.848 8.09519 7.25434 6.67083 1.53759 175.753 3.31065 5.13324 4.40163 0.830466 3.57116 1.49916 1.22709 1.0231 0.425098 172.442 4.08407 3.11392 1.65967 168.358 165.33 3.02789 162.368 3.80133 158.566 10.5569 3.59539 148.009 133.606 2.71528
internal_count=4633 1213 1117 1100 551 3420 98 549 362 63 299 232 174 82 61 3322 137 116 63 3185 3127 58 3055 72 2983 204 99 2779 2487 178
is_linear=0
shrinkage=0.0700159


Tree=670
num_leaves=31
num_cat=0
split_feature=15 2 16 10 2 19 2 17 16 3 15 4 15 10 19 5 0 10 16 18 8 2 5 17 7 3 18 7 15 2
split_gain=0.172208 0.553629 0.31039 0.267906 0.564903 0.22327 0.416258 0.255794 1.25018 1.32012 0.701677 0.713366 0.691346 1.05795 0.824045 0.886754 0.782139 0.935395 1.6109 0.953436 0.664966 0.551455 0.614438 0.49555 0.815296 0.991024 0.976511 0.936218 1.16707 0.787224
threshold=46.723315192750007 247.02271001585004 23.044946110900003 61.982402197500001 285.01633004880006 14.651182102100002 172.99241708655003 201.39543491635001 22.644947046300004 90.988176966900014 41.831907381600011 274.81987900165007 43.376643616500012 63.452988794850008 14.251149826300002 19.768819263000005 91.109157582800023 68.846035804500005 19.559954260300003 14.951081515600002 1.7486353823000003 325.13486840910008 21.191508333600002 198.39433209390003 24.374195395050005 89.614374862250017 13.829007611650001 24.996614930650004 37.050691080100002 72.043920985000014
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=5 2 -2 -3 -5 7 -7 21 9 12 11 -11 13 -9 16 -16 -15 -18 19 -19 -21 23 -23 -1 25 -25 -27 28 -26 -29
right_child=1 3 -4 4 -6 6 -8 8 -10 10 -12 -13 -14 14 15 -17 17 18 -20 20 -22 22 -24 24 27 26 -28 29 -30 -31
leaf_value=0.00092652750453359482 -0.076001437812561537 0.016520323459517747 0.00090497080979534488 0.016681528687407066 -0.075652188122536976 -0.0032710897915292619 0.035515380283820654 0.057550767412751724 0.05947884930124904 -0.010025954301438718 -0.00097693252251180272 -0.09405981247376409 -0.079441791477318766 0.073025650708834849 -0.082475847184674211 -0.0092725327450857743 -0.07331934795979414 -0.08798600426424899 0.073410315001214144 -0.07276358443355134 0.0016309930876000644 0.0011813022865765485 -0.077459292497594298 0.063649628569231453 -0.078511163085745836 0.044758631758747509 -0.01872811094316856 0.075599153773297428 0.0065456090885185354 0.0038663405290013091
leaf_weight=122.42997834213384 0.89345342351589241 2.3050123634748165 0.38213269598782063 0.78050935128703691 0.59600571901682997 2.9905120523180804 2.6722723552957177 1.4802720621228349 1.4545207750052203 0.72513388004153956 1.084826238453388 1.7798697915859518 0.58717102045193215 0.73877660045400873 1.3281242045341053 2.3152908636257052 0.89120843913406389 0.67018264182843879 1.4683149233460415 0.63655376165843591 16.414064799420885 1.1035377316147781 0.93698534190843918 2.9210411150706923 1.4591979640535995 2.3385190516710281 2.620193999260664 0.98556680604815472 1.886386369820684 3.7463366343581583
leaf_count=2902 84 32 5 8 49 42 28 16 32 5 14 51 12 9 35 38 19 22 11 207 557 109 77 37 49 20 21 8 25 109
internal_value=0.000713085 -0.012416 -0.0529623 0.00163261 -0.0232973 0.00107941 0.0150323 0.000620038 -0.00518808 -0.00831092 -0.0489561 -0.0697342 -0.00281112 -0.00107672 -0.00462438 -0.0359571 0.000858965 -0.00179612 0.00152566 -0.00443058 -0.00114639 0.00192596 -0.0349296 0.00246939 0.0143068 0.0306508 0.0112121 -0.00163704 -0.0305524 0.0188069
internal_weight=182.622 4.95711 1.27559 3.68153 1.37652 177.665 5.66278 172.002 31.5743 30.1198 3.58983 2.505 26.53 25.9428 24.4625 3.64342 20.8191 20.0803 19.1891 17.7208 17.0506 140.428 2.04052 138.387 15.9572 7.87975 4.95871 8.07749 3.34558 4.7319
internal_count=4633 178 89 89 57 4455 70 4385 1028 996 70 56 926 914 898 73 825 816 797 786 764 3357 186 3171 269 78 41 191 74 117
is_linear=0
shrinkage=0.0714163


Tree=671
num_leaves=31
num_cat=0
split_feature=6 6 3 5 5 5 15 7 3 10 14 4 16 10 3 16 15 12 12 7 9 15 17 17 17 13 9 3 16 5
split_gain=1.2599 1.78595 1.09993 0.898803 0.861533 1.25761 1.84286 0.855586 0.801298 1.18443 1.33132 1.18777 1.19238 0.9531 2.12159 1.22642 1.26464 1.07371 1.47055 1.29248 1.69422 1.93703 1.11208 2.45791 1.79498 0.991821 0.883507 0.840226 0.783077 0.776827
threshold=13.665319288000001 13.775321858200002 81.699554126200013 20.971847224900007 18.678742451450002 15.332427622700001 32.145494189350011 29.911984439950004 93.883646373400012 61.917879202350001 245.99173885435002 242.83931210760002 22.634947069650003 70.182199495350019 83.613736315050019 18.094957686100003 27.063546193350003 133.01805689090003 121.79144674955002 23.109894804950002 189.34276022045003 38.992510055900006 190.03457182425004 192.80507188075003 188.27285108100003 117.51519334005 216.07042296730003 108.48197402175002 15.839962959300001 17.687678651600006
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=3 28 -3 4 5 7 -7 -1 13 27 11 12 -11 17 -15 -16 -17 18 29 20 -19 -22 24 -24 -23 -20 -18 -10 -2 -4
right_child=1 2 8 -5 -6 6 -8 -9 9 10 -12 -13 -14 14 15 16 26 19 25 -21 21 22 23 -25 -26 -27 -28 -29 -30 -31
leaf_value=2.2722110721208193e-05 0.0019139864843288621 -0.0013154228784527198 0.0012832974335573307 -0.0012097917559725445 0.00072096042779631235 -0.0019747450108102515 0.00038905659748714487 -0.0019980201074389836 0.00031399551710847916 -0.0016082074922131424 -0.0021349577841512234 0.0021085328389868143 7.6512408737524284e-05 0.00029593426289003594 0.00029574672436962542 0.00042652603565619549 -0.0021695925337778242 0.00048792858018756097 0.0017451067709845691 0.0003510638034348469 -0.0023597423635062752 -0.00093601193466818328 -0.0026785535942837209 0.00018343140262410581 0.0011969710906130345 0.00037233075946254844 0.00034903655299381849 -0.0012015255024650283 0.00055368564386168028 0.00027668358177636694
leaf_weight=36.119691361251171 3.2614201977848998 1.8472202531993378 3.3287907540798214 2.7707076208898789 4.8623946658335617 3.2165329854469737 2.0932377862045541 0.82394237552944005 17.125344602434787 2.5573542757483647 1.8868838033231439 0.71588066220283497 4.3840038466732949 18.387627537362281 2.348091370193286 1.1878383960574863 4.0727775061968714 8.250261290813798 6.1431372873485071 64.332052495330572 2.1263785660266867 2.7561744221020472 2.0003471239469945 2.7257846584543586 3.373399943113327 3.0173122510313988 0.61653796664904792 1.5323216116303218 3.246708657592535 25.734885534271598
leaf_count=1448 33 45 14 90 93 126 19 280 361 243 140 4 31 124 44 34 241 83 88 514 18 32 25 23 17 15 16 189 25 218
internal_value=0.000152381 0.000226254 0.000189859 -0.00012447 -6.06461e-05 -0.000150591 -0.00104288 -2.23459e-05 0.000205428 -9.78706e-05 -0.000659703 -0.000296173 -0.000544177 0.000262299 -7.43422e-05 -0.000902099 -0.00138067 0.000334672 0.000607891 0.000212618 -0.000206862 -0.000648409 -0.000313199 -0.00102791 0.000237871 0.00129294 -0.00183845 0.000189528 0.00123537 0.000391975
internal_weight=236.845 186.959 180.45 49.8865 47.1158 42.2534 5.30977 36.9436 178.603 28.2018 9.54412 7.65724 6.94136 150.401 26.6129 8.22525 5.87715 123.789 38.2241 85.5644 21.2323 12.9821 10.8557 4.72613 6.12957 9.16045 4.68932 18.6577 6.50813 29.0637
internal_count=4633 2577 2519 2056 1966 1873 145 1728 2474 968 418 278 274 1506 459 335 291 1047 335 712 198 115 97 48 49 103 257 550 58 232
is_linear=0
shrinkage=0.00196078


Tree=672
num_leaves=31
num_cat=0
split_feature=6 6 3 3 19 4 9 9 2 3 16 19 5 10 8 13 13 10 14 12 7 13 13 9 9 9 17 0 16 15
split_gain=1.0716 2.4316 1.35335 1.60506 2.27826 1.89394 1.70578 1.91823 1.55809 1.24556 2.04211 3.41343 1.33413 3.87591 4.21841 2.80711 2.46049 1.32628 1.32023 1.2626 1.50563 1.24625 2.69759 2.18654 1.18085 1.13271 2.35988 1.46052 1.59227 1.68245
threshold=13.665319288000001 13.775321858200002 85.589753040950015 84.812788641250009 12.851036860900001 158.18845385165005 206.50942114985003 211.24289424260004 161.07012613040004 93.883646373400012 19.224955043700003 13.751109481500002 17.687678651600006 66.859265246100009 8.1436447804000007 113.19215266625001 113.89115178020002 61.917879202350001 245.99173885435002 133.01805689090003 23.109894804950002 117.54207792135001 117.48293184245001 197.89372115420002 183.62474066035003 194.82237869650001 190.37043331840002 86.345209775600011 22.644947046300004 42.80317728375001
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=-1 -2 3 6 -5 -6 -3 -8 -9 10 -4 -12 -13 15 -15 -14 -17 -11 -19 24 25 22 -22 -24 -18 27 -27 28 29 -21
right_child=1 2 9 4 5 -7 7 8 -10 17 11 12 13 14 -16 16 19 18 -20 20 21 -23 23 -25 -26 26 -28 -29 -30 -31
leaf_value=-0.00013491814704397526 0.0012455471731035073 0.00031818648633838426 0.0011097721545453153 0.0017992161870424494 0.00053111113845463211 -0.0021279961869346054 -0.0020927789233541813 0.00039973019221178728 -0.0015099665342081831 0.0001412954056667417 -0.0018655142654639108 0.0015883114951985924 0.0016523088618220941 0.0007919954969543649 -0.00237563978125025 -0.0013981537327022919 -0.00073907918877644989 -0.00035233425902375301 -0.0020391608048807653 -0.0025842638554730659 0.00034111558133103096 0.00064300530854582321 -7.5723995860264634e-05 -0.0025031827972174922 0.0007618263656933292 -6.2008748681854976e-05 -0.0025368984412858209 0.00071983108334233562 0.00030095235545161872 -0.00011971121189840363
leaf_weight=48.536385789469932 6.9445173759013406 17.931783471256498 9.4437310332432371 0.81629058532416721 1.1847162060439584 4.0081922911340371 2.3668703680159506 4.9062841129489243 2.0755922184325755 18.913795365042464 2.6276876814663401 2.5408789068460456 5.1149625182151786 2.2898633144795886 3.8458632938563824 3.0029704123735419 1.9339926429092908 7.7071952750848123 1.9938369448354931 1.9071920840069672 23.265615971758965 24.336497748270631 2.89781012199819 2.2507603568956256 23.963744003325701 3.631353488424792 2.0623571053147316 5.8633412681519985 4.0893589667975903 1.8756289121229199
leaf_count=2056 58 151 100 8 8 192 61 40 52 550 28 10 32 15 52 25 21 278 140 22 165 149 15 44 207 32 25 36 38 23
internal_value=0.000110849 0.000171774 0.000132288 -0.000205832 -0.00107028 -0.00152134 -1.54165e-05 -0.000655299 -0.00016799 0.000204646 0.000283143 0.000216705 0.000264335 0.000234388 -0.00119347 0.000316886 0.00024931 -0.000143591 -0.000699025 0.000299753 0.000174179 0.000336133 7.33002e-05 -0.00113692 0.000649742 -0.000265531 -0.000958455 2.17026e-05 -0.000498276 -0.00136227
internal_weight=244.329 195.793 188.848 33.2897 6.0092 5.19291 27.2805 9.34875 6.98188 155.558 126.944 117.5 114.872 112.331 6.13573 106.196 101.081 28.6148 9.70103 98.0777 72.1799 52.7507 28.4142 5.14857 25.8977 19.4292 5.69371 13.7355 7.87218 3.78282
internal_count=4633 2577 2519 512 208 200 304 153 92 2007 1039 939 911 901 67 834 802 968 418 777 549 373 224 59 228 176 57 119 83 45
is_linear=0
shrinkage=0.00184769


Tree=673
num_leaves=31
num_cat=0
split_feature=5 3 8 15 15 5 5 10 17 17 17 16 13 16 5 6 6 19 13 16 2 17 6 12 4 6 2 5 16 10
split_gain=1.05505 0.836864 0.65462 1.22154 0.802272 0.744587 1.1703 1.2218 1.06782 0.854627 0.840042 0.6268 0.596195 0.93212 0.55878 0.620606 1.81677 0.904434 0.990934 0.919032 1.55452 1.40157 1.32277 1.06579 0.991454 0.880467 0.81048 0.963681 1.11539 0.799785
threshold=12.306951632950001 108.48197402175002 7.1444245619500011 23.457191196800004 26.912781836550003 7.754880527600001 5.3654262215500008 90.679004281900021 201.39543491635001 192.64609805285002 182.58542700155002 21.074950717600004 86.968932061850012 14.184966829400002 12.901187908600003 13.665319288000001 13.775321858200002 11.850956171350001 101.03763345850001 17.154959884200004 186.79363985910004 214.22447330960003 9.1452136764500018 99.140885195450011 327.2007166575001 11.755274660100001 171.06275453495002 17.687678651600006 17.244959673800004 70.182199495350019
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 14 3 5 -4 6 7 8 12 10 -7 -3 -1 -14 -2 17 -17 18 -16 22 26 -22 -19 -24 -25 -26 27 28 -21 -18
right_child=1 11 4 -5 -6 9 -8 -9 -10 -11 -12 -13 13 -15 15 16 29 19 -20 20 21 -23 23 24 25 -27 -28 -29 -30 -31
leaf_value=0.0014294780455378145 0.0010515322179855343 -0.0020213080563529339 -0.0020929359161283175 -0.0017512877563458614 0.0020384555947564119 0.00049569853669483065 -0.0020064064110617784 -0.0020024765994099939 -0.0020586048578180916 0.0011394194243034284 -0.0021667466155498305 0.00086133205251154906 -0.0020346401000882596 0.00090289545218063844 0.00012878919856753275 0.0012370462708807949 0.00024887277746982807 0.0014439815679530355 0.0018167883587495539 0.00067035878175385687 -0.0022972528329586249 0.00024331090962833633 0.00047059425364219792 -0.0019453414949875869 -0.0020521685706253916 0.00095675001595895944 0.0013511523644240482 0.0010529451559234068 -0.0022683176662484567 -0.00011154888574898004
leaf_weight=2.2620224114507419 2.8996716547990209 1.113323977398976 1.3548354258382449 1.7278397048357863 0.20852655917406071 1.2435866025916764 1.4143464981170835 0.98411849363765203 0.59461773512884963 3.4676104139070958 0.71906093088909973 0.39215916767716397 0.61928243609145273 1.26086416747421 12.464598840684628 6.6273985914885989 148.24809016828658 0.87194193177856671 1.4977522753179062 0.90355486329644819 1.6984487343579533 1.6419419301673768 1.3402610349003223 4.3958354404894635 0.59044228866696347 1.0194832463748751 2.9793579047545791 1.7285242080688474 1.102450751699507 28.16834247103543
leaf_count=45 60 183 258 146 2 36 195 307 62 100 33 6 54 29 312 58 1819 13 9 10 51 34 43 147 34 22 17 7 31 510
internal_value=0.000151214 0.000186471 -0.000337243 -0.000205484 -0.00154188 7.07459e-06 -0.000409318 -1.44792e-05 0.000398549 0.000554206 -0.000479749 -0.00127042 0.000751279 -6.46696e-05 0.000196523 0.000185007 0.000229186 -6.5866e-05 0.000309862 -0.000352971 4.45921e-05 -0.00104846 -0.00083937 -0.00111039 -0.00146321 -0.000146775 0.000588423 -2.00725e-05 -0.000944665 0.000191324
internal_weight=235.54 219.684 15.8567 14.2933 1.56336 12.5655 7.13525 5.72091 4.73679 5.43026 1.96265 1.50548 4.14217 1.88015 218.178 215.278 183.044 32.2346 13.9624 18.2722 10.0543 3.34039 8.21796 7.34602 6.00576 1.60993 6.71389 3.73453 2.00601 176.416
internal_count=4633 3366 1267 1007 260 861 692 497 190 169 69 189 128 83 3177 3117 2387 730 321 409 150 85 259 246 203 56 65 48 41 2329
is_linear=0
shrinkage=0.00196078


Tree=674
num_leaves=31
num_cat=0
split_feature=6 6 16 3 5 5 5 15 8 18 18 3 9 10 18 10 10 17 18 16 9 7 12 12 4 7 15 7 4 16
split_gain=0.191942 1.02941 0.823711 0.605718 0.589884 0.553169 0.913455 1.38402 0.558194 0.554496 0.567415 0.702882 0.479363 0.45186 0.545191 0.430548 0.821648 0.377044 0.361111 0.359446 0.41532 0.352665 0.329226 0.344152 0.53802 0.541463 0.661333 0.882911 0.529534 1.00667
threshold=13.665319288000001 13.775321858200002 15.839962959300001 81.699554126200013 20.971847224900007 18.678742451450002 15.332427622700001 32.145494189350011 8.1436447804000007 13.317304170000002 13.391483899700001 84.049266532200008 214.94003843055003 70.348883899450016 14.365787915650001 71.464594023550021 75.981203682750007 188.85216786605002 17.370891598500005 17.684958644900004 219.87257840710004 19.250086031950001 88.990743116650009 119.80689146465001 250.04947801505003 24.103872582350004 21.288946184100002 25.257178691350003 367.02491094405008 9.7049773055000017
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=4 2 -2 12 5 6 8 -8 9 -1 -11 13 -3 -12 -15 -16 -17 -7 -10 20 22 -6 -18 -24 -25 -26 27 -27 -29 -30
right_child=1 3 -4 -5 21 17 7 -9 18 10 11 -13 -14 14 15 16 19 -19 -20 -21 -22 -23 23 24 25 26 -28 28 29 -31
leaf_value=-0.052652679955208254 0.059379234912765096 -0.075468890004740385 0.0067879464702822259 0.0012468874116259422 0.015450922314290294 0.041210170298529684 -0.064032939707531253 0.0085401467986130492 -0.067761542037383937 0.066195006318528732 0.054256200022807712 -0.067922926556090238 -0.0042969746730853707 -0.06575956747310846 0.056823317676471821 -0.06849949018968142 -0.064869558672565067 0.00093896545382723918 0.0058848076703393749 0.048433295877030436 -0.065760227610047919 -0.052479211946816436 0.021250073612544794 -0.031209592706178554 0.040616755939441036 -0.067302199514574446 -0.035901589641660035 0.025163004797271713 0.024889830616154615 -0.065367621240482426
leaf_weight=0.70954695437104831 2.1863508485257617 0.7417624914087344 2.6485355105251074 143.65645231285089 0.38873088732361694 1.9027510083396912 2.3598248799171406 1.9138179408619178 0.7711747660068784 0.58001784235239284 0.70905416272581234 0.55321501020807673 0.78157537244260311 0.45656259974930691 0.6090818489901747 0.63092368596699344 0.26963750751384452 1.8382212668657301 0.41015580139355734 0.73887557373382051 0.34352467088319727 1.4680498045636339 4.3081568980960609 1.8392896411169193 1.547474949969909 0.57871571675059197 1.6812103923584798 5.0545788772215019 1.1798796794901139 0.85856487468117837
leaf_count=17 33 26 25 2474 6 58 126 19 52 5 8 118 19 44 11 31 46 35 31 26 90 84 200 193 62 72 88 284 222 128
internal_value=0.000812194 0.00178374 0.0305699 0.000825081 -0.00351248 -0.00148656 -0.00453602 -0.0315333 0.000305716 0.00252237 0.00430685 0.00262622 -0.0389529 0.0045021 0.00274665 0.0043392 0.00265944 0.0214219 -0.0421917 0.00509945 0.00328651 -0.0382575 0.00465618 0.00575583 0.000516183 0.00586945 0.000120399 0.00801438 0.0141594 -0.0131254
internal_weight=183.716 150.015 4.83489 145.18 33.701 31.8443 28.1033 4.27364 23.8296 22.6483 21.9388 21.3587 1.52334 20.8055 20.0965 19.6399 19.0308 3.74097 1.18133 18.3999 17.661 1.85678 17.3175 17.0479 12.7397 10.9004 9.35295 7.67174 7.09302 2.03844
internal_count=4633 2577 58 2519 2056 1966 1873 145 1728 1645 1628 1623 45 1505 1497 1453 1442 93 83 1411 1385 90 1295 1249 1049 856 794 706 634 350
is_linear=0
shrinkage=0.0634156


Tree=675
num_leaves=31
num_cat=0
split_feature=16 16 16 13 15 16 10 0 17 7 2 13 5 13 0 3 16 6 9 10 8 13 15 13 18 13 3 18 13 9
split_gain=1.13055 2.30212 1.50552 1.69644 2.45938 1.77447 1.22363 1.86841 1.17244 1.1611 1.05019 0.917771 0.995268 1.22647 0.993353 1.69565 1.56318 0.91313 3.02283 0.942458 0.797057 0.769903 0.726277 0.83807 1.94413 2.26621 3.54922 3.31066 1.74618 1.23889
threshold=20.394952307700002 20.034953149600003 20.674951653000004 113.95029785905002 34.139075990150012 22.494947397000004 64.369753017350021 86.681267041950008 193.70011821090003 22.626138143200006 325.13486840910008 116.86189801435002 19.897785533950003 117.28936285705002 87.028078140750011 92.695347879750017 22.614947116400003 16.375382608200002 194.03220695150003 62.116825104000007 2.8477776226000002 116.67639440335002 38.567335632300008 109.34496908160001 14.380989918050002 109.64607639220002 86.092494711350014 13.921859755900002 108.87986582505 201.65416293750005
decision_type=2 2 2 2 2 2 2 2 2 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 -4 6 7 8 -5 -8 21 -7 -13 -14 15 -15 -16 18 -17 -20 -12 22 23 28 25 -25 -27 -28 -1 -26
right_child=2 -3 3 5 -6 11 9 -9 -10 -11 20 12 13 14 16 17 -18 -19 19 -21 -22 -23 -24 24 29 26 27 -29 -30 -31
leaf_value=3.6529348301832588e-05 0.0011758923725347747 -0.001831106420761284 -0.0023778945474988641 0.00083526350409139475 0.0002439419135056073 0.00095951187859998717 0.0010533250317883531 0.0016618917548445761 -0.0014639053949291961 -0.00049018576313121563 -0.0002145004606461512 0.0010563377821527214 -0.00091989505570210038 -0.0017460754314499811 4.6959212027162484e-06 -0.0024715865488274592 0.0016337527809470046 0.00015818999928877766 -0.00063639614161730936 0.0011850913183859889 -0.002004255758300487 -0.0019493611357454229 -0.00169582525323347 -0.0026603256116420415 0.0016286658609366686 0.0021693162741490881 0.00035222872938537523 -0.0021283503460960687 -0.002142433520347548 0.00029645262730310643
leaf_weight=71.654543383534474 6.2088027992285779 2.5184773602522901 2.2585085872560731 2.2458248666953327 3.1889040702953935 4.9532250436022869 3.1519957818090907 8.3976254463195783 1.2906209975481031 4.201766736805439 2.1910207661567251 3.9495308855548492 4.3971860855817786 1.8908428587019432 4.8688562102615816 2.1264081845001774 3.9365707971155643 71.63801553970552 1.9599894636776296 2.2602012688294053 1.5844979676257933 0.69448898057453234 0.84198015509173174 1.1453422973863805 5.7641426660120469 2.581967517733573 6.8454329912492522 2.8020921088755131 1.3853699575411145 4.6690179035067558
leaf_count=2380 62 42 31 36 24 54 19 97 17 32 157 20 35 24 40 35 32 656 29 18 168 148 34 38 30 10 221 24 79 41
internal_value=0.000133986 -1.54387e-05 0.000251658 0.000206373 -0.000843077 0.000253515 0.000788211 0.00116829 -3.81499e-06 0.000171399 2.93217e-05 0.000152386 0.000111183 7.10777e-05 0.000120214 5.26629e-05 0.000732985 9.62758e-05 -0.000602588 0.000339135 -0.000965619 6.75028e-05 8.18409e-05 9.72957e-05 0.000410511 -7.46592e-05 0.000167499 -0.000368247 -4.79969e-06 0.00103248
internal_weight=237.603 104.678 132.925 126.716 5.44741 121.269 19.2878 11.9341 3.53645 7.35376 102.16 101.981 97.0276 93.0781 88.6809 79.8755 8.80543 77.9846 6.3466 4.22019 3.77552 98.3844 97.6899 96.8479 23.808 13.3748 12.2295 9.64753 73.0399 10.4332
internal_count=4633 3372 1261 1199 55 1144 201 150 53 51 3330 943 889 869 834 762 72 738 82 47 325 3005 2857 2823 364 293 255 245 2459 71
is_linear=0
shrinkage=0.00192234


Tree=676
num_leaves=31
num_cat=0
split_feature=3 16 5 5 8 13 3 2 9 9 17 6 4 7 8 9 13 6 15 15 6 16 9 13 13 0 15 6 9 3
split_gain=0.184751 0.443069 0.242503 0.725299 0.518648 0.481262 0.46708 0.634113 0.549197 0.528165 0.386126 0.529705 0.332203 0.530816 0.402386 0.389116 0.267811 1.31838 1.25263 0.805088 0.876537 0.778508 1.53003 0.778709 0.718307 0.673329 1.41939 0.800803 1.45806 0.65908
threshold=108.48197402175002 21.074950717600004 25.704065249550002 24.453399453300005 8.543332867800002 117.56896250265002 92.913112988300014 319.32263744460005 66.544071737050004 227.40597858270002 197.02652249450003 16.645388916850006 121.10381237265001 20.714163848350005 5.9453602998000008 70.238863950400017 115.13321943645001 16.425383776450001 32.84618138455 42.076928760450009 16.165377701450002 22.494947397000004 202.86134752310002 116.86189801435002 117.28936285705002 87.028078140750011 40.42701969085001 16.375382608200002 194.03220695150003 92.813640037450014
decision_type=2 2 2 2 2 2 2 2 2 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 16 5 -5 -4 8 -8 10 11 -10 -13 14 15 -14 17 19 -18 20 -1 22 -20 -23 -25 27 -27 28 -26 -29
right_child=1 -3 6 4 -6 -7 7 -9 9 -11 -12 12 13 -15 -16 -17 18 -19 21 -21 -22 23 -24 24 25 26 -28 29 -30 -31
leaf_value=-0.00098635786210941531 -0.075699790855078289 0.041652479433118152 0.056683008218289657 -0.077839442198384234 -0.082769930132344516 -0.0031995997506684038 0.045684665392500018 -0.076697166737500835 -0.066399964619077614 0.076367439163994577 0.055701800283333484 -0.084506996205046814 0.068088311665740073 -0.03979842825779998 0.064984865936401542 -0.07536298663680531 0.055165675536746249 -0.0621991349167954 0.056452321897887577 -0.060551754621233626 0.035409301485663514 0.03531651159813131 -0.026927431301900753 -0.031103434036217337 -0.090100848746768172 -0.0064783269005797084 0.054884070111151616 -0.028733561100149907 -0.0014417856842503635 0.0028722126391290798
leaf_weight=81.996103850815416 0.51264079540669527 0.27178164990618825 1.1945852488279332 0.58499658182699876 0.83659505686955515 2.5811370317242108 1.9048106260597704 0.47303811888923508 0.95770040074421636 0.42222820594906796 0.42205015337094653 0.2368460446596149 0.16750901611521862 0.79904001424438309 0.90677705500274897 0.27704632596578449 2.591389915905892 1.9363276777003182 3.7573604527860871 1.2038462926284399 3.8234846489503971 3.4084588177502146 1.7956409994512794 4.1320100724697104 1.5633368831477117 4.7492054756730777 3.7043144106864929 3.9354823445901266 2.9686995877418667 48.928869701456279
leaf_count=2884 183 6 20 92 48 43 24 66 133 6 9 4 4 38 14 85 38 58 81 33 44 45 18 37 28 29 51 44 32 436
internal_value=0.000941472 -0.0350403 0.00109633 0.000524732 -0.0307389 -0.0169906 0.0139471 0.00617318 0.0126059 -0.00243492 -0.0112676 -0.0197176 -0.000989659 0.0082091 0.0365958 -0.0213104 0.00125871 -0.00156052 0.00433468 -0.000211272 0.000635163 0.0026661 0.0294903 0.000636481 -0.0010526 0.000833053 0.0204105 -0.00205038 -0.0320249 0.000519323
internal_weight=183.043 0.784422 182.259 174.497 4.00273 3.16613 7.76163 6.56705 6.09401 4.1892 3.76697 3.34492 2.38722 2.15037 1.35133 0.444555 170.495 88.9598 81.5348 87.0234 85.8196 78.9434 5.553 73.3904 69.9819 65.8499 8.45352 57.3964 4.53204 52.8644
internal_count=4633 189 4444 4041 183 135 403 383 317 293 287 278 145 141 103 89 3858 3019 839 2961 2928 801 99 702 657 620 80 540 60 480
is_linear=0
shrinkage=0.0743015


Tree=677
num_leaves=31
num_cat=0
split_feature=16 16 6 19 6 6 17 6 6 2 4 15 10 13 8 7 13 2 6 2 18 16 3 15 6 13 13 6 6 7
split_gain=0.166821 0.597774 0.414372 0.339571 0.519165 0.856195 0.794709 0.537279 0.454873 1.01878 0.581472 0.485567 0.468709 1.4592 0.809829 0.791743 0.64384 0.574685 1.33656 0.569219 0.559392 1.2595 0.471111 0.549174 0.449103 0.656863 0.745342 0.42845 1.00317 0.425299
threshold=13.534968349350001 12.919969787500003 13.500315432750002 11.950964240300001 13.005303866850001 11.945279099550001 218.22336811130003 5.1351199812500008 13.825323026450002 184.20633225945002 199.85350004790004 32.548041893900006 71.053259929650025 108.06526301150002 7.943800736700001 23.736034462250004 108.64328150955002 145.83272221200002 13.955326063950002 109.80045057370002 14.951081515600002 18.764956119400004 94.472418703950012 23.180824130700003 11.085259005300001 92.980324441600018 92.146902421150017 12.625294988000002 13.855323727400002 25.606038725250006
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 -1 24 5 7 -7 -5 9 10 -6 -12 16 15 -15 -14 22 19 -19 20 -17 -22 -10 -24 25 26 -2 -26 -29 -9
right_child=3 -3 -4 4 8 6 -8 29 12 -11 11 -13 13 14 -16 17 -18 18 -20 -21 21 -23 23 -25 27 -27 -28 28 -30 -31
leaf_value=-0.00063864258138465074 -0.059815506604004753 -0.07650349999779886 -0.076131735381469237 -0.070969280075786081 0.023776291186511478 -0.075710160798191109 0.031747027963909602 0.010090287197127299 0.069357815379448601 0.049574806601150566 -0.044655681711022958 0.0083611438337500236 0.041726693411300898 0.0094501364718413555 -0.076060186340385291 0.003659606447334816 0.001788238999518858 0.01778610367574952 -0.087881288523798798 0.023688492963254704 -0.076395874703034342 0.010244812987916737 -0.072732228092251161 0.072141586468050245 0.034203055087501079 -0.077075070601349438 0.065101636290465129 -0.077916636660869829 0.04224293481068031 -0.01959544178636476
leaf_weight=8.7692123007182037 0.38131557975429931 0.58858910019625987 0.37152701103696095 0.57090937418979493 2.8489778721705061 1.6650601793080562 0.42312650475651015 6.2507264725863916 1.1900184978730965 3.0974794067442417 1.7588796839118006 1.6332449968904255 1.8648968561829011 0.72096475027501528 2.1987599052372389 5.4810492629185301 121.02092580203498 1.1039748718030744 1.2526517247315494 3.4052075259387484 1.6369617509189993 1.6532204523682594 0.29793953013722774 0.2252408925560303 4.7532865814864635 0.57801482581999153 0.60673912707716227 0.6029733996838329 0.7827816583449021 3.8067053388222121
leaf_count=1107 56 94 62 194 32 97 6 123 8 86 38 7 14 18 173 27 1905 19 37 26 42 6 98 4 38 32 11 21 59 193
internal_value=0.000808092 -0.00811099 -0.00370707 0.00131316 0.000638692 -0.0129492 -0.0539363 -0.00489629 0.00178005 0.0167485 0.000456642 -0.0191291 0.000796014 -0.00934147 -0.0549452 -0.00122154 0.0023916 -0.0067327 -0.0383808 -0.000607523 -0.0100398 -0.0328615 0.0450132 -0.0103608 0.0156783 -0.0177894 0.0168929 0.0242159 -0.0100412 -0.00114566
internal_weight=181.541 9.72933 9.14074 171.812 164.107 12.7165 2.08819 10.6283 151.39 9.33858 6.2411 3.39212 142.052 19.3177 2.91972 16.398 122.734 14.5331 2.35663 12.1764 8.77123 3.29018 1.7132 0.52318 7.70511 1.56607 0.988055 6.13904 1.38576 10.0574
internal_count=4633 1263 1169 3370 3153 613 103 510 2540 163 77 45 2377 362 191 171 2015 157 56 101 75 48 110 102 217 99 67 118 80 316
is_linear=0
shrinkage=0.0700159


Tree=678
num_leaves=31
num_cat=0
split_feature=3 2 6 9 18 2 4 2 12 3 4 0 6 10 16 18 18 16 4 18 18 9 0 19 8 6 18 12 18 17
split_gain=0.168107 0.616652 1.404 0.625813 0.540134 0.456594 0.506131 0.855875 0.567283 0.44532 0.481242 0.451496 0.70246 0.600652 0.435358 0.414559 0.578286 0.720642 0.388008 0.401234 0.739707 0.787304 0.592451 0.619358 0.378943 0.34426 0.343666 0.335524 0.319693 1.02452
threshold=93.883646373400012 90.05676182820001 16.575387281250006 187.55294863440002 13.531614672700002 94.087390192850009 195.04069921150003 125.02712973155002 153.14646283970004 93.776108048150022 197.71977442185002 85.990333302400003 16.465384711100004 61.987779113750001 22.744946812400002 13.063922652800002 12.964611930900002 22.594947163200004 228.08113677860004 13.023955459300002 13.405741979600002 186.16747084260001 71.249517373150013 13.451085274650001 10.441851282850001 16.315381206250006 13.141419083100002 182.40938739235003 13.328768336950002 188.27285108100003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=9 2 -2 -4 5 -3 14 -8 25 11 -11 12 -1 -14 -7 16 17 -13 -10 22 21 -21 23 -20 -5 -9 -17 -24 29 -28
right_child=1 4 3 24 -6 6 7 8 18 10 -12 15 13 -15 -16 26 -18 -19 19 20 -22 -23 27 -25 -26 -27 28 -29 -30 -31
leaf_value=-0.047624317060779624 -0.065454100405970966 0.045530471175355913 0.030202464086145367 -0.069301294332311386 -0.043631987587769532 -0.072855205506470705 0.050169756203216447 0.031219319667355926 0.045660327516328848 0.031137194329979676 -0.00018329314314948861 -0.015770168518283913 -0.02964402022277747 0.0095390883833729925 -0.0092818419118058521 -0.024403652194396448 0.044915277034373313 0.034651059248557187 -0.07658991507592465 0.018994898942605917 0.038080616937858018 -0.073378488767979574 -0.0073881925178951816 0.011543966885684797 0.0073448742947169561 -0.078372411658446162 -0.026622738694684518 0.039296710152103266 2.6403821532580741e-05 0.019044763530987361
leaf_weight=1.964589596260337 2.0614161598423406 1.0703151343914203 1.6570020694343841 0.57035443162021671 1.0287125868271676 0.60099929050920708 1.6695876437006507 0.15186967691988495 0.85725281247869123 4.253401465713976 3.9668818163336255 2.9393580770702092 2.5020553534850478 4.7338133561424911 1.8022236423566935 2.2499464266002169 2.1291867922991514 1.9882329702377317 0.56577054328408827 0.57116087631584411 0.63298180530546222 1.1911380532110341 0.89684805198339779 0.81304363624076359 0.51231278385967016 0.57022597573813982 2.5275586838833979 2.285696646424185 120.0961481127888 11.003364602627697
leaf_count=32 45 17 56 37 84 233 27 7 30 28 40 37 37 34 22 24 22 11 49 32 19 51 30 43 9 92 32 101 3243 109
internal_value=0.000668725 -0.00500074 -0.0251289 0.00521308 0.00156972 0.00496903 0.00152591 0.00781473 -0.000469658 0.00135848 0.0160228 0.00056612 -0.0133229 -0.00400985 -0.0251803 0.00146014 0.0167461 0.00457429 0.00459946 -0.000460384 -0.0218974 -0.0434403 0.0107967 -0.0246201 -0.0330327 -0.0553233 0.000666264 0.0261408 0.00108838 0.0105141
internal_weight=179.863 19.5089 4.80109 2.73967 14.7078 13.6791 12.6088 10.2056 8.53599 160.355 8.22028 152.134 9.20046 7.23587 2.40322 142.934 7.05678 4.92759 7.81389 6.95664 2.39528 1.7623 4.56136 1.37881 1.08267 0.722096 135.877 3.18254 133.627 13.5309
internal_count=4633 984 147 102 837 753 736 481 454 3649 68 3581 103 71 255 3478 70 48 355 325 102 83 223 92 46 99 3408 131 3384 141
is_linear=0
shrinkage=0.0646839


Tree=679
num_leaves=31
num_cat=0
split_feature=6 6 10 3 18 5 9 9 3 0 10 0 16 15 0 0 17 5 5 8 7 18 18 9 10 6 10 13 13 13
split_gain=0.982246 1.64361 1.15236 1.85527 1.5308 1.25521 0.921623 1.49386 0.882715 1.44583 1.1102 2.39078 2.35878 2.04917 1.28228 1.09401 1.39129 0.988381 0.838491 0.802061 0.729795 1.05567 0.730814 0.72379 2.09205 1.67122 1.02268 0.814905 1.45074 0.72785
threshold=13.665319288000001 13.775321858200002 70.182199495350019 84.812788641250009 14.170404054850001 17.687678651600006 206.50942114985003 214.52351813370004 85.589753040950015 93.843319501450011 66.859265246100009 90.321439350550008 19.224955043700003 35.645792850250011 89.861713010250014 86.538778761000017 201.23649604560003 20.315138807500002 20.971847224900007 8.3434888241000014 19.975862989550006 13.317304170000002 13.391483899700001 194.57718764590001 64.369753017350021 16.435384010100005 62.907231794400012 117.28936285705002 117.39690118230001 117.54207792135001
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=18 -2 5 6 -5 -3 -4 19 -7 10 11 14 -12 -14 15 16 17 -10 20 -8 -1 -22 -23 25 26 -17 27 -25 -29 -30
right_child=1 2 3 4 -6 8 7 -9 9 -11 12 -13 13 -15 -16 23 -18 -19 -20 -21 21 22 -24 24 -26 -27 -28 28 29 -31
leaf_value=0.001543820805222539 0.0012021415520181058 0.0012397454534873564 0.00027111063121747344 0.0010260425831110243 -0.0021501752420838823 -0.0010624158568500739 -0.0023753332666746662 0.00028200614614678235 0.0011857393187353934 0.0016615517311108035 0.00071778887764234901 0.0013772693430264347 -0.0020060855395983876 0.00030665081028231125 -0.0011982622495674061 0.0013168054202045746 -0.0022193505893476667 4.3172097494781284e-05 -0.0012224346660354253 -0.00060351944028413603 -0.0023777937685570357 0.0017525933533997305 -9.8783391631736094e-05 -0.00045366711289271015 -0.0011933044820982336 -0.00024989218205187768 0.0013993143777834454 0.001692394392215537 -0.00012845046052143902 0.00065894544852627989
leaf_weight=1.0615661955671374 6.1013542935252181 4.6403900235891333 15.912369530065922 0.73098756305989754 2.8892672172660241 2.0869924644939593 1.7858374709030598 4.1479686060920358 3.0428734421730033 2.6327801616862407 4.2478423975408059 6.7938644574023774 4.0660668220371008 2.3096007122658193 2.5349677940830579 8.7963910099351761 1.0150950042370812 67.091088885284989 2.5381321342429137 2.1829818796832114 0.76948371343314548 0.83816517144441505 37.292679828497057 4.3547640088945689 3.263488892465829 3.7267612144350997 3.8798624798655501 3.2080390676856068 9.1145085878670233 8.9412186648696643
leaf_count=25 58 23 150 9 201 23 59 58 35 23 51 58 58 22 28 113 30 1277 90 34 20 7 1914 37 27 23 33 14 66 67
internal_value=0.00013843 0.000201895 0.000166699 -0.000200296 -0.00150885 0.000236321 -3.14892e-06 -0.000540815 0.000203323 0.000222324 0.000194542 0.000245958 -0.000414136 -0.00116829 0.000181353 0.00021139 5.97572e-05 9.27442e-05 -0.00012961 -0.00140078 -6.02009e-05 -0.000103974 -5.80877e-05 0.000449626 0.000296365 0.000850572 0.000461171 0.000319092 0.000477351 0.000261469
internal_weight=221.997 179.497 173.396 27.6494 3.62025 145.747 24.0292 8.11679 141.106 139.019 136.386 125.763 10.6235 6.37567 118.969 116.434 71.1491 70.134 42.5 3.96882 39.9619 38.9003 38.1308 45.285 32.7619 12.5232 29.4984 25.6185 21.2638 18.0557
internal_count=4633 2577 2519 511 210 2008 301 151 1985 1962 1939 1808 131 80 1750 1722 1342 1312 2056 93 1966 1941 1921 380 244 136 217 184 147 133
is_linear=0
shrinkage=0.00196078


Tree=680
num_leaves=31
num_cat=0
split_feature=6 6 16 3 0 3 15 9 9 16 19 5 19 17 13 8 10 5 13 13 16 6 16 5 7 5 7 18 7 7
split_gain=0.802159 1.29585 0.932062 0.816657 1.28783 1.27907 2.18311 1.35625 2.01955 1.21124 3.05579 1.1065 1.05319 0.965465 1.7358 0.959773 2.5918 3.50037 1.51751 2.10464 0.929799 0.923611 1.34411 0.78922 0.793545 0.732301 0.725695 1.1004 0.714243 1.14155
threshold=13.665319288000001 13.775321858200002 15.839962959300001 85.589753040950015 86.538778761000017 84.812788641250009 28.826925781250004 206.50942114985003 214.52351813370004 19.224955043700003 13.751109481500002 19.221712148250003 13.251069136700002 198.26219854015002 117.55283175385001 8.1436447804000007 66.859265246100009 17.687678651600006 113.19215266625001 113.98793627290001 22.644947046300004 14.195331671650001 16.684960983300005 20.315138807500002 23.781511574300001 20.971847224900007 19.975862989550006 13.317304170000002 24.545313225450005 23.727132803250004
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=25 2 -2 5 13 7 -7 28 21 11 -11 -6 -13 23 -15 -12 18 -18 -17 -20 -16 -9 -23 -5 -25 26 -1 -28 29 -3
right_child=1 3 -4 4 9 6 -8 8 -10 10 15 12 -14 14 20 16 17 -19 19 -21 -22 22 -24 24 -26 -27 27 -29 -30 -31
leaf_value=0.0014656309245704676 0.001858441879960662 0.0011682231624524507 0.00032919448480200539 0.0011006219832086033 0.0017892870852966403 0.00033660347391921766 -0.0022235076329292537 -0.0024553454886333936 0.00034837101206593223 -0.0018302488173112148 0.0012138315900480268 -0.00068090594252599365 0.0014992626266096217 -0.0025955901185183926 0.00084534434721112068 0.0016509256832837884 0.0013238633456241307 -0.0023452188717364864 -0.00090073764651575714 0.00050297748182200942 -0.0013810678615036411 0.0008362963544041209 -0.0022158357488362679 2.1230526718751363e-05 0.0011398876000788302 -0.0010924426541226138 -0.0023946107110509813 -3.0894730467486967e-05 0.00073752874081162243 -0.00055080795281824547
leaf_weight=1.210001874482258 3.0266780331730834 2.0543386992067196 3.1035602297633886 2.9405399458482853 4.4434243505820623 2.4246910228393963 2.714057179458905 2.1037138896062952 4.5367333968169987 2.4257608009502283 5.2681400068104258 1.8786312700249257 1.5587346814572809 1.4511414582811983 1.9144265148788693 3.8273948878049842 1.5154510475695122 2.9372437326237559 4.547446232289075 42.358367133885622 1.1570245604962108 1.1450066566467287 1.0760856263805179 65.274163090449292 2.532613781746476 2.6553156904410562 0.77156154077965666 40.72221928719955 9.4953317996114475 5.361082257470116
leaf_count=25 33 10 25 36 40 27 181 39 58 28 38 39 12 29 34 32 8 52 38 365 23 6 50 1214 19 90 20 1921 66 75
internal_value=0.000140109 0.000197946 0.00108423 0.00016724 0.000228527 -0.000122294 -0.00101553 5.58094e-05 -0.000565561 0.000418439 0.00032762 0.00114308 0.00030773 4.99931e-05 -0.000828319 0.000414206 0.000337872 -0.00109647 0.000463759 0.000366889 6.64839e-06 -0.00152428 -0.000642415 0.00010614 6.30129e-05 -9.33232e-05 -3.11981e-05 -7.48472e-05 0.000381419 -7.45744e-05
internal_weight=228.431 183.072 6.13024 176.942 146.031 30.911 5.13875 25.7723 8.86154 70.7606 62.8798 7.88079 3.43737 75.2699 4.52259 60.454 55.1859 4.45269 50.7332 46.9058 3.07145 4.32481 2.22109 70.7473 67.8068 45.3591 42.7038 41.4938 16.9108 7.41542
internal_count=4633 2577 58 2519 2007 512 208 304 153 652 561 91 51 1355 86 533 495 60 435 403 57 95 56 1269 1233 2056 1966 1941 151 85
is_linear=0
shrinkage=0.00196078


Tree=681
num_leaves=31
num_cat=0
split_feature=6 6 10 3 18 5 9 9 6 16 3 10 9 0 16 15 0 5 7 18 18 7 19 17 7 16 13 2 4 15
split_gain=0.846362 1.08851 0.956567 1.84667 1.71179 1.28366 0.96385 1.79647 0.993948 1.56052 0.847481 1.09755 1.42724 1.83447 0.79623 0.75386 0.86464 0.733253 0.678497 1.00305 0.744379 0.619713 0.649717 1.3186 0.865931 0.770072 1.01178 1.1724 1.00857 1.27955
threshold=13.665319288000001 13.775321858200002 70.182199495350019 84.812788641250009 14.170404054850001 17.687678651600006 206.50942114985003 214.52351813370004 14.195331671650001 16.684960983300005 93.883646373400012 61.917879202350001 187.45330412110005 85.495657006400009 15.839962959300001 42.968808980200009 85.431134011250023 20.971847224900007 19.975862989550006 13.317304170000002 13.391483899700001 29.911984439950004 12.050972309250001 192.92322630085002 24.624882230600004 17.684958644900004 102.54048155345002 177.45016916930004 181.92062232470002 21.288946184100002
decision_type=2 2 2 2 2 2 2 2 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 14 5 6 -5 -3 -4 8 -8 -10 -7 15 13 -13 -2 16 -12 18 -1 -20 -21 22 -22 -24 -25 28 -27 -28 -26 -30
right_child=1 2 3 4 -6 10 7 -9 9 -11 11 12 -14 -15 -16 -17 -18 -19 19 20 21 -23 23 24 25 26 27 -29 29 -31
leaf_value=0.0014637020987967879 0.0017891204578358373 0.0012349186008513455 0.00031889069951329316 0.0010267450581020307 -0.0021004848620198133 0.00028046400758054352 -0.0023877860775912384 0.00038771509366047728 0.00096287741230829699 -0.0021719813550892804 3.4200146435157604e-05 -0.0017827914953420011 -0.001585824148883338 0.00071689775446944686 0.00036505520494161607 0.00083920152173235603 -0.0025809215049747932 -0.0011055099499961004 -0.0022829273208854178 0.0017538846095031934 0.00020616149230227602 -0.001947538256367548 -0.0016556390982924146 0.00081511955623321997 0.0008350226603836199 0.0017464269598287581 0.00050187907796018442 -0.0014810366870825467 -0.00025300684326943937 -0.0020423138155818694
leaf_weight=1.0983717023627821 2.7066172882914534 4.68638952076435 16.719069393235266 0.83331466568051782 2.8903507363866083 116.90307219256647 1.9160890341736356 4.4284235504455864 1.2380431815981867 1.1155430510407311 10.518078988443449 1.5332904681272319 3.60133318498265 3.7100729912053794 3.1273332238197327 4.6784795317798844 0.48892653797520402 2.4677009589504442 0.74140190065372635 0.84952790103852649 20.051224387760158 0.63567422594496648 2.2986990589997758 3.0932509640697416 1.2441461163107286 1.2315724752843378 3.0829228013753891 1.7147149592638014 3.2424054369330406 2.7123229636345059
leaf_count=25 33 23 150 9 201 1024 37 58 6 50 498 236 148 27 25 45 7 90 20 7 995 282 169 91 10 21 21 50 124 151
internal_value=0.000150518 0.000208867 0.000181675 -0.000136341 -0.00140065 0.000245098 4.88826e-05 -0.000470114 -0.00135984 -0.00052297 0.0002123 -0.000112549 -0.00065405 -1.40738e-05 0.00102574 0.000192791 -8.19625e-05 -8.71257e-05 -2.72854e-05 -6.73281e-05 -2.64218e-05 -6.4899e-05 -3.39524e-05 -0.000292522 -0.000100541 -0.000314658 0.000192156 -0.000206831 -0.000739126 -0.00106802
internal_weight=225.558 181.094 175.26 29.1408 3.72367 146.12 25.4172 8.6981 4.26968 2.35359 141.433 24.5302 8.8447 5.24336 5.83395 15.6855 11.007 44.4639 41.9962 40.8979 40.1565 39.3069 38.6713 18.62 16.3213 13.2281 6.02921 4.79764 7.19887 5.95473
internal_count=4633 2577 2519 511 210 2008 301 151 93 56 1985 961 411 263 58 550 505 2056 1966 1941 1921 1914 1632 637 468 377 92 71 285 275
is_linear=0
shrinkage=0.00192234


Tree=682
num_leaves=31
num_cat=0
split_feature=8 15 2 0 3 16 12 9 13 14 8 10 2 18 10 2 6 0 7 7 18 17 5 15 5 5 2 16 14 16
split_gain=0.703341 0.993068 0.86573 0.696433 0.653358 0.674677 0.596315 0.520531 0.730594 1.20499 0.675346 0.855104 0.728313 0.57812 1.30488 0.729029 0.475969 1.00205 1.92564 0.888699 0.694116 0.460152 0.521238 0.443231 1.03078 1.04657 0.944138 0.674467 0.507517 0.528103
threshold=1.6487133604500002 21.086216674150005 296.32908460740003 113.1679565431 108.48197402175002 21.074950717600004 316.7844411196001 43.730860148300003 95.811270852950017 312.77868840275005 2.9476996444500005 82.299080289250014 206.22726210890002 17.327266398450003 81.573196594050017 263.5517324101001 10.715250360100002 95.746747857800017 24.068567769550004 19.975862989550006 14.262527874400002 189.31980273685002 2.5717997438000002 46.055224235250002 24.367802910700004 24.458659404000002 247.02271001585004 23.044946110900003 435.97840733575009 20.629951758200004
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 3 21 7 -6 -5 -2 9 -9 11 -11 -12 14 16 -15 17 19 -19 -10 -20 22 -1 28 -25 -26 27 -27 -18 -30
right_child=4 -3 -4 6 5 -7 -8 8 13 10 12 -13 -14 15 -16 -17 23 18 20 -21 -22 -23 -24 24 25 26 -28 -29 29 -31
leaf_value=0.00098015319329832818 0.0010434571446493151 -0.0019607743382569027 -0.0014634939006394889 -0.0019254726244576211 -0.0019400063071420416 0.00095560153388259822 0.0020062814576244578 -0.0019577328580188905 0.00076458527503210204 -0.0006958138814083945 0.0018087318451109203 0.0014929890433855253 -0.0019384687962008471 0.0013575125202931529 -0.0016680993620009923 -0.0005273162209552245 0.00019334217152172751 0.0019166422990422767 0.00040925621733131076 -0.0021112249997382315 -0.0020645412498544713 0.00097088489909821654 -0.0019586703657280069 -0.0017321121125410143 0.0014781470416891664 -0.0020330751371321707 0.00019713207565347582 0.00031561530401883825 -0.00024547291312892382 0.0014685018690322636
leaf_weight=0.39981822436675374 2.3699820651672772 1.2585425013094207 1.3301167625177184 0.75432007305789728 1.0117134953979974 0.39833940565586079 0.16742360591888428 1.5135788161715016 0.50495935976505224 1.0996093733701862 0.23130683350609593 1.4970886168885043 0.90521934413118288 2.9419279731810088 1.3789488589973178 0.96895260293968011 187.49883435864467 1.4026433229446413 0.67139893770217884 1.563294827006757 1.0072765706572679 2.9323218569625169 0.46213565906509757 1.3561285327887151 1.4770320318639258 1.4541547297267245 4.6592022252152674 0.61919998005032528 0.90414401211455642 2.1733209677040577
leaf_count=15 51 150 172 222 183 6 1 354 4 39 5 28 157 45 128 37 2427 11 4 71 45 103 48 44 18 96 79 6 52 32
internal_value=0.000137624 -0.000437692 -0.000120653 0.000258085 0.000156761 -0.001122 -0.00121132 0.000165024 0.000155378 -0.000539288 3.57991e-05 0.000566109 -0.00117584 0.000172686 0.000159102 0.000890531 0.000171376 -0.000394364 0.000286752 -0.0014091 -0.00107513 0.000615047 -0.000595494 0.000185932 -0.000209937 4.1509e-05 -0.00027367 -0.00133165 0.000205802 0.000964945
internal_weight=226.913 7.30468 6.04614 4.71602 219.608 1.41005 0.921744 218.198 215.828 5.2468 3.73322 2.5967 1.13653 210.581 206.671 3.91088 205.292 5.14957 3.08132 2.06825 1.67868 3.79428 0.861954 200.142 9.56572 8.20959 6.73256 2.07335 190.576 3.07746
internal_count=4633 711 561 389 3922 189 223 3733 3682 583 229 67 162 3099 3017 82 2889 135 60 75 49 166 63 2754 243 199 181 102 2511 84
is_linear=0
shrinkage=0.00188464


Tree=683
num_leaves=31
num_cat=0
split_feature=9 12 13 0 9 5 15 15 13 14 18 12 18 9 2 10 7 6 0 7 15 7 5 17 10 0 5 18 9 17
split_gain=0.168723 0.606995 0.726335 0.580474 0.237011 0.477403 0.358361 0.280884 0.269931 0.736958 0.439435 0.399602 0.381278 0.439526 0.533153 0.34863 0.738763 0.288942 0.61079 1.14201 0.558407 0.484369 0.335166 0.257404 0.246862 0.237347 0.772615 0.701872 0.565788 0.484985
threshold=37.364870866050005 293.55977308740006 96.357027853400012 113.1679565431 43.730860148300003 9.1899936892500005 12.38011581135 12.074057039900003 95.811270852950017 312.77868840275005 17.327266398450003 284.29960850000003 14.693728290050002 72.978853106700015 206.22726210890002 81.339300736700025 24.453757170650004 10.715250360100002 95.746747857800017 24.068567769550004 36.080675573650005 20.253927392100007 13.153721664750002 181.31611693365002 84.92839234085001 98.51854819030001 16.222050829800004 15.265416824250002 203.42345995920002 199.59317753375004
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 3 -1 5 6 7 -2 9 -6 15 -12 -11 24 -15 17 -17 18 21 -20 -21 -10 -19 -8 -14 26 28 -27 -24 -29
right_child=4 -3 -4 -5 8 -7 23 -9 10 12 11 -13 13 14 -16 16 -18 22 19 20 -22 -23 25 -25 -26 27 -28 29 -30 -31
leaf_value=0.026367479872065502 -0.017849023243764847 -0.069652598693975998 -0.07266250351858318 -0.068435558749153483 -0.069637262348439199 0.061419865048163283 0.041012118845873947 0.07221535873032392 0.0057362148672266558 -0.070036917545322736 0.044188440933097282 -0.017133954813318423 0.0044243951644007415 0.066860443613417683 -0.068640295445985558 0.019854016378051575 -0.070564945612063168 0.032955667862295632 0.06656397370288139 -0.071772102382932107 0.01604312567154853 -0.073846860170948367 0.056999957508042542 -0.072053458521886604 0.059391985614892361 -0.072005669132298764 0.0011857086045969571 0.0063001427714325748 0.0072933415790845972 -0.032614202753208942
leaf_weight=2.273541629489046 0.29774860554607518 0.70026746176881705 0.52386768444557663 0.33569233585149039 0.90924157006156692 0.88014971511438478 0.11836540204240009 0.33134451508522034 0.50645048171281759 0.29857194500436923 1.9364988906309002 0.64042317308485497 0.74543129757512383 0.1775598569511202 0.5070931848094915 0.74511256004916393 0.90788006060756743 1.5367314689792682 0.85740253888070617 0.74347332213073947 0.5867750346660614 1.0957191399065775 1.9503913577646006 0.39718897576676682 0.7347559404297499 0.74469941342249324 150.1963066970402 5.7181602795608342 2.2147723371163011 1.9434040463529525
leaf_count=140 44 228 64 175 356 17 9 2 5 31 45 37 32 5 143 6 138 27 10 47 2 70 29 70 29 55 2620 84 31 82
internal_value=0.00096023 -0.0130086 -0.000348302 0.0141705 0.00126153 0.0241545 -0.00449989 0.0295881 0.000997704 -0.0178574 0.00136673 0.0289484 0.0012545 0.0110869 -0.0334992 0.000948011 -0.0298072 0.00125045 -0.0171209 0.00599967 -0.0330366 -0.0486904 0.0016742 -0.0460949 0.03171 0.00137886 0.00197857 -0.00963328 0.0305691 -0.00357073
internal_weight=181.555 3.83337 3.1331 2.60923 177.722 2.0248 1.14465 0.629093 175.697 3.37265 172.324 2.57692 2.46341 2.16484 0.684653 169.747 1.65299 168.094 3.78982 2.18765 1.33025 1.60217 164.304 0.515554 1.48019 162.768 154.361 8.40626 4.16516 7.66156
internal_count=4633 607 379 315 4026 142 125 46 3884 596 3288 82 240 209 148 3206 144 3062 134 59 49 75 2928 79 61 2901 2680 221 60 166
is_linear=0
shrinkage=0.0672971


Tree=684
num_leaves=31
num_cat=0
split_feature=3 2 6 8 18 7 15 2 3 9 17 19 2 3 4 0 6 5 15 6 16 5 6 6 18 13 15 14 14 15
split_gain=0.154942 0.541435 1.24347 0.543141 0.468886 0.457735 0.422208 0.478319 0.501266 0.627907 0.439064 0.480959 0.472772 0.377351 0.41431 0.398928 1.09236 0.380387 0.881186 0.708389 0.514526 0.910263 0.829511 0.844379 0.768545 1.22201 0.641896 0.477235 1.37923 0.770037
threshold=93.883646373400012 90.05676182820001 16.575387281250006 8.543332867800002 13.531614672700002 20.631538035450003 20.734744936600006 94.087390192850009 108.48197402175002 66.544071737050004 173.77968723070003 14.351157895250003 131.42729508740004 93.776108048150022 197.71977442185002 85.968825637350008 16.505385645700006 25.704065249550002 46.674706678850008 16.890394641350003 22.624947093000003 24.367802910700004 16.545386580300001 15.155354102400002 13.758874730250001 117.51519334005 45.102215827400009 227.64501646235001 229.53115199535003 38.992510055900006
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=13 2 -2 -4 6 -5 -3 -8 9 -9 -11 12 -12 15 -15 16 -1 18 19 20 21 26 23 -22 25 -25 27 29 -29 -17
right_child=1 4 3 5 -6 -7 7 8 -10 10 11 -13 -14 14 -16 17 -18 -19 -20 -21 22 -23 -24 24 -26 -27 -28 28 -30 -31
leaf_value=-0.052302702767177189 -0.066596525416092719 -0.038974820171319861 0.037189762318892629 0.0058905881117885936 -0.04324594401039665 -0.074826015930717291 0.054374356819587313 0.047168169624970717 -0.070076552274569021 -0.048581175489570014 0.058438258854621991 -0.0056074194162834216 0.00044260162992033994 0.030953799081992819 0.00012301341488939524 0.0036579526347190229 0.0028134722945449193 0.034954466809585076 -0.053040394836901442 -0.042780836154084026 -0.019309460219484782 0.07042338338589782 -0.028344953049312623 -0.025651535711276693 0.054965159926762916 0.027842240000260646 -0.041882896808564843 -0.10623729128051106 -0.00257827640332521 0.048413723061803478
leaf_weight=2.448737420490942 1.9785114007536346 0.95639039929301262 1.2914343124139125 0.88190144288819261 1.0214210763733707 0.5299814528771094 0.9804073162667909 1.5869253329001338 0.41029536140922651 0.78668850098620069 1.3222965011373147 6.135142844679649 1.3269075128773691 4.2073738612234575 4.0122997756698169 58.121457990084309 5.4997365083545446 1.5959661330562074 1.394641670398413 1.660533652640878 2.4844683855772081 0.87491066392976691 2.0657112430781117 2.5840782094746819 2.9979906417429438 9.0915251346304995 1.6876370757818211 0.61119715242966677 57.850672084423422 1.8696378841996182
leaf_count=37 45 140 50 23 84 29 16 36 159 132 72 140 58 28 40 1108 39 35 52 26 30 8 18 38 44 57 23 25 2025 16
internal_value=0.000881879 -0.00494547 -0.0252455 0.00501852 0.00159717 -0.0244082 0.00498877 0.00833943 0.00443798 0.007178 0.000547425 0.00494717 0.02939 0.00157687 0.0159043 0.000806339 -0.0141665 0.00162773 0.00125655 0.0017902 0.00231795 0.000660789 0.0127499 0.0176975 0.0239633 0.0160028 0.000152751 0.000751646 -0.00366199 0.00505278
internal_weight=180.267 19.2083 4.68183 2.70332 14.5265 1.41188 13.5051 12.5487 11.5683 11.158 9.57104 8.78435 2.6492 161.059 8.21967 152.839 7.94847 144.89 143.294 141.9 140.239 121.016 19.2238 17.1581 14.6736 11.6756 120.141 118.453 58.4619 59.9911
internal_count=4633 984 147 102 837 52 753 613 597 438 402 270 130 3649 68 3581 76 3505 3470 3418 3392 3205 187 169 139 95 3197 3174 2050 1124
is_linear=0
shrinkage=0.0686431


Tree=685
num_leaves=31
num_cat=0
split_feature=16 16 0 6 13 12 5 15 2 18 4 5 17 16 7 17 9 9 16 10 17 16 7 13 18 18 13 13 9 8
split_gain=0.698105 1.81024 1.17588 1.18441 1.90257 1.09086 0.995924 1.093 3.88568 3.84672 1.98631 1.29888 0.912686 0.910596 1.24936 1.06292 1.32228 1.46119 0.882461 2.14888 2.86772 1.50795 0.898542 0.890577 0.968984 1.36028 1.31252 1.71999 0.775693 0.861231
threshold=20.394952307700002 20.034953149600003 86.345209775600011 16.375382608200002 117.39690118230001 358.96165787565002 20.389142059250002 41.29990759910001 103.92649527695001 13.122774073950001 222.34787280370003 23.636018850950002 192.92322630085002 22.614947116400003 22.598495330900004 187.32964365115004 185.62570708695003 205.22231928645002 20.674951653000004 64.369753017350021 199.59317753375004 22.454947490600002 22.929105819350003 116.86189801435002 13.304953393500002 13.164254432300002 117.54207792135001 117.49368567500001 189.34276022045003 8.4434108459500017
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 5 3 4 -2 -1 -5 8 13 10 -10 12 -9 14 -8 16 -15 -18 -4 21 22 -20 -21 -23 25 -25 27 -26 -13 -30
right_child=2 -3 18 6 -6 -7 7 11 9 -11 -12 28 -14 15 -16 -17 17 -19 19 20 -22 23 -24 24 26 -27 -28 -29 29 -31
leaf_value=7.890956634690145e-05 0.00064353749144559257 -0.0016503754052689414 0.0011415265783539716 0.0011064718394329599 -0.0022430102367720999 -0.0012406470456217699 0.0016368913664380792 0.00041039087559070758 -0.0015069516689189331 -0.0026368891066056452 0.0011822721111349804 -0.0011475364532966155 0.0015221089242512358 0.00048464727721024597 -0.00010273604033673577 0.00051926952909315952 -0.002657687835117422 6.0521182491933722e-07 0.0014331292135723696 -0.000330997612811647 -0.001812831521273919 0.001177470533898663 0.00093019139941532668 0.00012129325950472759 9.1906547291309884e-05 0.001710892014711426 0.00059012216501310398 -0.001406160955310242 0.00055404281621417625 -0.00039962030549101356
leaf_weight=97.177405401467695 1.42842848598957 2.3759775636717668 5.3140444960445157 3.3647160530090323 2.0617046848055907 2.3716080530575701 3.3833040511235657 10.533823128789665 1.8357480557169745 4.1989492662250996 2.2700776215642691 2.2403966980055001 3.6830682009458533 2.088334769010542 2.7783777341246605 5.4140202812850475 1.7450659014284613 1.3593329694122074 5.6395360864698878 4.8316797353327257 3.7027752706781021 4.6966895237565032 3.675621286034584 4.0495604649186125 16.924657590687278 3.9102964550256729 15.0519562959671 3.4013759307563296 6.9050328800803964 7.094990684883669
leaf_count=3124 12 42 46 35 52 206 24 57 44 55 20 63 16 14 17 34 25 20 91 36 52 50 24 23 97 26 102 44 63 119
internal_value=0.000127713 7.89447e-06 0.000219135 2.64587e-05 -0.00106161 4.74731e-05 9.09379e-05 2.94045e-05 -0.00026784 -0.00134317 -2.01017e-05 0.000274104 0.000698396 0.000264729 0.000852472 -7.67036e-05 -0.000698074 -0.00149369 0.000387961 0.000327181 -0.000400714 0.000492766 0.000213905 0.000382362 0.000296193 0.000902187 0.000159848 -0.000158781 -9.73223e-05 7.07414e-05
internal_weight=235.509 101.925 133.584 62.3854 3.49013 99.549 58.8952 55.5305 25.0732 8.30477 4.10583 30.4573 14.2169 16.7684 6.16168 10.6068 5.19273 3.1044 71.1982 65.8841 12.2101 53.6741 8.5073 48.0345 43.3378 7.95986 35.378 20.326 16.2404 14
internal_count=4633 3372 1261 670 64 3330 606 571 253 119 64 318 73 134 41 93 59 45 591 545 112 433 60 342 292 49 243 141 245 182
is_linear=0
shrinkage=0.00192234


Tree=686
num_leaves=31
num_cat=0
split_feature=19 8 13 17 2 5 18 8 0 12 17 10 7 15 15 10 3 8 5 9 19 6 5 16 8 16 9 6 9 10
split_gain=0.167481 0.319501 0.432748 0.18138 0.79904 0.768178 0.757229 1.20637 0.663037 0.643108 0.621517 0.484364 0.383435 0.374371 0.820327 0.443964 0.797595 0.62099 0.416446 0.23962 0.230074 0.875951 1.75677 1.75549 1.03647 0.896957 0.699513 0.573249 0.58483 1.01392
threshold=14.651182102100002 8.6432548896500023 117.56896250265002 205.96542837505004 355.90084126225003 21.757682542950004 15.502113896900001 8.543332867800002 96.324766355850002 324.31852928155007 205.28496454895003 71.464594023550021 24.581118242250003 26.135540888150004 21.288946184100002 76.279622535200005 79.086372823400012 7.1444245619500011 7.754880527600001 53.361180680650008 14.451165964200003 16.425383776450001 20.452758643300005 22.574947209950004 8.4434108459500017 22.654947022900004 194.45262321395003 16.465384711100004 193.49750438550004 62.111448187750007
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=3 -2 -3 4 10 6 7 9 -8 -5 20 -10 -13 14 15 -14 17 18 -17 -6 27 22 -22 -24 25 -23 -26 -1 29 -29
right_child=1 2 -4 5 19 -7 8 -9 11 -11 -12 12 13 -15 -16 16 -18 -19 -20 -21 21 24 23 -25 26 -27 -28 28 -30 -31
leaf_value=0.0025961838657700687 0.025144142856146027 0.020800997757373253 -0.041781929381812605 -0.094365669124155047 0.0068647085102027487 0.038994995970817389 -0.076540683106721255 0.0096683050696891436 0.06694121788079474 -0.016520120691198698 0.044937881166360785 0.072866069592684657 -0.08246746914148953 0.013727470552955031 -0.064737689570536161 -0.073787293520867825 0.052170343628413926 -0.0761428915327899 0.038556502285488875 -0.082556561436546286 0.05100484534617248 0.048028253580961924 -0.088245498069659589 -0.0053145848099453571 -0.046089736966615252 -0.0017596056655786998 0.0080248279846404699 -0.015577704005401993 0.0001068653452543647 -0.1053310882157828
leaf_weight=98.723502816683322 3.9823617893271139 1.2432134775444867 1.1095690764486787 1.75680973380804 0.19973699502588615 1.722459535114466 0.5857077645487142 1.694368348456919 0.59524771198630233 0.82879753503948439 1.741869377583497 0.35747838893439521 0.30106844287365531 3.5399643406271935 1.3851843220472799 0.22536149540974315 1.3452864259015767 0.69037282008503087 0.78485812246799469 0.77992680985153129 1.8280552574433402 6.542422861093657 1.9224140185979193 4.5843848238000646 1.54596041026525 2.7176651558838785 7.0381648110342212 12.496413245564327 16.826727645348001 0.70558462158078405
leaf_count=2597 37 16 27 51 28 49 49 39 4 15 29 6 10 62 117 114 23 126 56 75 22 64 20 74 22 44 119 520 195 23
internal_value=0.000936525 0.0125701 -0.00871303 0.000511656 0.00125766 -0.00692589 -0.0125394 -0.038106 -0.00138559 -0.0694128 0.00166774 0.0033862 -0.000997679 -0.0041897 -0.017593 0.00191855 0.0102596 -0.0228946 0.0134947 -0.0643251 0.00118126 0.00740658 -0.0120901 -0.0298163 0.0165133 0.0334164 -0.00172095 -8.45256e-05 -0.00889772 -0.0203746
internal_weight=179.801 6.33514 2.35278 173.466 157.653 15.813 14.0905 4.27998 9.81053 2.58561 156.673 9.22482 8.62957 8.2721 4.73213 3.34695 3.04588 1.70059 1.01022 0.979664 154.931 26.1791 8.33485 6.5068 17.8442 9.26009 8.58413 128.752 30.0287 13.202
internal_count=4633 80 43 4553 3832 721 672 105 567 66 3729 518 514 508 446 329 319 296 170 103 3700 365 116 94 249 108 141 3335 738 543
is_linear=0
shrinkage=0.0728446


Tree=687
num_leaves=31
num_cat=0
split_feature=16 16 16 13 15 16 9 15 15 9 0 13 5 13 15 5 6 17 17 18 3 18 0 17 17 16 6 6 10 9
split_gain=0.901752 2.24286 1.18502 1.71954 1.56121 1.51179 1.91959 0.944427 0.898472 0.8763 1.56948 0.806888 0.826258 1.17833 0.799838 1.67187 1.04711 1.04364 1.6178 0.943479 0.916996 1.44523 2.08286 1.67664 2.03623 1.42008 1.11263 1.09295 0.985058 1.04743
threshold=20.394952307700002 20.034953149600003 20.674951653000004 113.98793627290001 33.995989817300007 22.494947397000004 195.34352961910002 33.423812040500003 38.567335632300008 200.95377551580003 86.780739992750014 116.86189801435002 19.897785533950003 117.28936285705002 41.29990759910001 23.605484525250002 16.405383309150004 192.92322630085002 189.31980273685002 13.220529463200002 91.80009132230002 13.317304170000002 86.345209775600011 188.13858192940003 186.51219468755002 22.574947209950004 16.475384944750001 16.515385879350003 61.950140699950005 186.16747084260001
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 8 -2 4 -4 6 7 -5 -1 -8 -11 -7 -13 -14 20 17 -17 18 -16 -18 -15 23 -23 24 28 -24 -25 -28 29 -22
right_child=2 -3 3 5 -6 11 9 -9 -10 10 -12 12 13 14 15 16 19 -19 -20 -21 21 22 25 26 -26 -27 27 -29 -30 -31
leaf_value=6.6700754558667225e-05 0.0011137105570309586 -0.0018979424739266712 -0.0020122165855759691 0.00036676975138602965 -2.7529226857124642e-05 0.00097048299564755219 -0.00077603550196451922 0.0019410142610844958 -0.0017781283902053233 -0.00079580393008681733 0.001231373853057885 0.0010300342668533131 -0.00090449774811679267 0.0011211244803334152 0.00090637826165324367 -0.0011544644283692307 -0.00046881137702354576 0.0013801646453822027 -0.00061831460869659694 0.00047416721056922585 0.00071811487618696657 -0.002090436566983064 0.00046992466550065614 0.00117305273574167 -0.0013324044163853593 -0.0008479232812930224 -0.00078173578812172173 0.00067467060005171409 0.00074774138010178675 -0.0011223231838353733
leaf_weight=100.44911878487255 5.8220246848650268 2.3293291619047514 2.4417254254221907 1.9769393859896833 4.0535958642140031 4.6507235253229728 2.5386167522519809 5.6596615985035896 1.0253271088586178 2.169294435530901 4.5443353801965714 3.8064507413655511 4.2998218033462754 2.566271372139453 8.5326073095202464 2.7822176688350764 6.3287385771982398 6.8789630718529216 3.8978456966578952 11.477192901540546 1.8890047371387497 2.840297848917543 5.9015670670196396 7.2824607565999022 4.9669352713972321 6.7272682618349791 3.1746178865432721 5.2691663596779108 5.6681028306484222 3.2077900674194098
leaf_count=3284 62 42 33 33 29 54 17 86 46 24 34 20 35 19 40 73 121 38 27 125 14 41 36 70 41 57 22 32 29 49
internal_value=0.000140979 4.39229e-06 0.000248918 0.00020881 -0.000773614 0.000262417 0.000805854 0.00153348 4.80601e-05 0.000205289 0.000576356 0.000172566 0.000134505 9.81215e-05 0.000146349 0.000352927 -3.57899e-05 0.000767386 0.000428277 0.000139006 -2.01777e-05 -8.25912e-05 -0.000573295 0.000158707 -0.000293885 -0.000232081 0.000611459 0.000127104 0.000185289 -0.000440209
internal_weight=235.158 103.804 131.354 125.532 6.49532 119.037 16.8888 7.6366 101.474 9.25225 6.71363 102.148 97.4973 93.6909 89.391 39.8976 20.5881 19.3094 12.4305 17.8059 49.4935 46.9272 15.4691 31.4581 15.7318 12.6288 15.7262 8.44378 10.7649 5.09679
internal_count=4633 3372 1261 1199 62 1137 194 119 3330 75 58 943 889 869 834 424 319 105 67 246 410 391 134 257 133 93 124 54 92 63
is_linear=0
shrinkage=0.00196078


Tree=688
num_leaves=31
num_cat=0
split_feature=10 6 6 18 16 15 8 15 15 7 4 0 5 17 13 6 2 6 6 8 5 7 7 7 17 15 2 9 2 9
split_gain=0.15636 0.309239 0.354828 0.197651 0.508195 0.521487 0.346075 0.341957 0.398189 0.421061 0.379878 0.365689 0.47992 0.385742 0.332592 0.547094 0.3146 0.265972 0.432278 0.241709 0.257941 0.221693 0.705998 0.581471 0.474684 0.591611 1.1754 0.418225 0.882544 0.664052
threshold=89.89935142405001 3.6650856341500009 5.1351199812500008 17.327266398450003 17.684958644900004 20.343341900300004 6.0452823216500002 15.508466602900002 16.891056077300004 27.014969757650004 254.21219862280003 106.56510337475001 19.973460566700002 187.63270803470002 95.811270852950017 8.7252038630000026 150.09415187510004 5.1351199812500008 2.7350639043000005 2.5480115570500002 23.499898996300001 22.093462376800005 20.797746106000002 22.172877373800002 188.85216786605002 42.968808980200009 52.497771754550008 185.00606802455005 111.53582144370002 185.98753508445003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=3 -2 -3 7 5 14 -7 11 10 17 -9 12 -1 -13 15 -5 -11 18 -10 -14 -21 22 -19 -23 25 26 -24 28 -25 -29
right_child=1 2 -4 4 -6 6 -8 8 9 16 -12 13 19 -15 -16 -17 -18 21 -20 20 -22 23 24 27 -26 -27 -28 29 -30 -31
leaf_value=-0.069769062494830197 -0.066858628384026939 0.034789565266253535 -0.066336421598560416 0.023130282964010301 0.067916506311640118 0.026314763405043382 -0.06833676810046127 -0.034152497963374211 0.032118713725142467 -0.0030770952838343017 0.042420677211624847 -0.067399535061175755 0.068195577224089574 0.029747375449098425 0.042788019520472349 -0.072270844859396666 -0.070774175877009599 0.0071282088254346725 -0.06693218155760243 -0.067871001131549938 0.024845462942503411 0.038562007556015021 0.011807468369470083 -0.0065298188188897066 0.017853344189525801 0.0025853664862066274 -0.067827637751085218 -0.036194732241452213 0.031364859081927605 0.0010326008279387833
leaf_weight=1.0243381155451055 0.44006292667472624 0.48931103148788679 0.21847494717803784 0.90254235081374623 0.66944496333599079 0.23674216121435154 0.58041340578347445 0.33727226578048375 0.28221768653020163 0.57428332092240342 1.7215908439829943 0.22771556736552134 0.17537760734558094 0.81369151268154383 1.3164069093763826 0.36850283943931572 0.62298456477583386 7.4789153523997793 0.59861704302602448 0.26015830373216886 0.26231726622427232 1.8585753552615631 1.144281621091068 4.9476767736487073 1.0668963015850748 1.6740741131361572 2.7356171720311977 2.1177216444630167 5.8249683108879253 138.33886873300071
leaf_count=130 314 63 235 59 17 7 57 46 9 8 57 59 2 43 25 38 69 578 224 42 27 27 15 55 35 25 171 27 91 2078
internal_value=0.000844803 -0.0234281 0.00357463 0.00100119 0.0153663 0.00503339 -0.0409148 0.00066501 0.0010364 0.000685595 0.0298769 -0.0223584 -0.0410215 0.00850509 0.0195445 -0.00452852 -0.0383025 0.000963334 -0.0351965 0.00117527 -0.0213212 0.00115384 -0.00676268 0.00188298 -0.0224538 -0.0301966 -0.0443412 0.0014322 0.0139605 0.000471309
internal_weight=179.31 1.14785 0.707786 178.162 4.07405 3.40461 0.817156 174.088 171.325 169.266 2.05886 2.7636 1.72219 1.04141 2.58745 1.27105 1.19727 168.068 0.880835 0.697853 0.522476 167.188 14.0998 153.088 6.62087 5.55397 3.8799 151.229 10.7726 140.457
internal_count=4633 612 298 4021 203 186 64 3818 3515 3412 103 303 201 102 122 97 77 3335 233 71 69 3102 824 2278 246 211 186 2251 146 2105
is_linear=0
shrinkage=0.0659776


Tree=689
num_leaves=31
num_cat=0
split_feature=0 16 7 7 18 7 7 16 4 9 5 0 4 5 18 10 3 3 15 16 19 16 10 5 3 5 5 9 4 18
split_gain=0.159525 0.359691 0.179422 0.849154 0.735069 1.19339 1.54187 1.12739 1.2124 0.901815 0.763065 0.978005 1.00561 0.794717 1.02154 0.720493 0.807011 1.23889 1.50222 0.794554 2.21557 1.43068 1.98421 1.01814 0.983717 0.927733 0.723466 0.700858 0.931346 1.30455
threshold=71.096275259750016 21.074950717600004 22.721067571950005 23.109894804950002 13.956123578150001 23.822419043000004 23.695207782600004 22.454947490600002 244.71629622840001 190.36745536595001 21.869642762900003 86.904409066750006 259.68081077110008 20.911722254300006 13.602243858600003 61.950140699950005 85.589753040950015 84.812788641250009 28.579157549250002 19.224955043700003 13.751109481500002 20.034953149600003 66.859265246100009 19.768819263000005 89.404675128050016 21.072048321250005 19.688300142250004 186.70853236170004 163.62029285410003 13.453871405300001
decision_type=2 2 2 2 2 2 2 2 2 2 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 27 7 6 9 8 -5 -6 13 12 -12 -9 -15 -7 17 26 -19 23 -21 -22 24 -18 -23 -26 -17 -4 -29 -30
right_child=2 -3 3 4 5 15 -8 10 -10 -11 11 -13 -14 14 -16 16 19 18 -20 20 21 22 -24 -25 25 -27 -28 28 29 -31
leaf_value=-0.07405034054976635 0.0053443910237410252 0.035814234364233304 0.017254304325861013 0.051760430573269213 -0.073353865316100109 -0.073840653373486859 -0.086589507863572363 0.0098668931353435678 -0.015869350414889759 0.006806626315726717 0.039842569543207397 0.053979018828852754 -0.0014881954143881029 -0.045674271897537914 0.0063382425113072613 0.00070195356576912031 0.071791400406459371 0.012131554252864114 -0.081209782539559308 -0.067161509474308254 0.072491668691290034 0.051367459509358865 -0.08398706797999056 -0.0068963421295520399 -0.047653491226918476 0.015951619122390188 -0.077696277277802595 0.027755525010967324 -0.018574487164753083 -0.08409509673471649
leaf_weight=0.43660409118092403 38.911296303436757 0.2479178193025291 3.0456228283292175 5.6950219441205254 0.93118226691149075 0.68573392555117507 1.9375373467337338 6.8755270317196837 1.8679315794142892 3.7190161794424057 3.9428402942139718 2.6967019336298099 15.037180252373217 4.7430539652705175 3.469345785677433 44.796852079409291 2.4443641648977095 1.5306171919219189 2.2744337118056137 1.8985788822174061 2.077149484306573 3.0796021129935962 1.149635930545627 1.3569029299542306 1.5548244258388875 5.5977967265062034 0.63342943746829306 1.8382310010492791 11.908132840588221 1.865039874021021
leaf_count=182 1139 6 53 118 90 19 44 35 21 35 25 26 176 30 17 1856 38 30 191 28 12 52 25 26 43 73 55 20 140 28
internal_value=0.000838051 -0.03426 0.000973357 -0.000253328 0.00199452 -0.00236925 -0.0319931 0.00944351 0.0350569 -0.00924517 0.0041745 0.01293 0.00709771 -0.00840446 -0.0237015 0.000455803 0.00120071 -0.00373527 -0.0436624 0.0138854 0.00650509 0.0168968 0.00675091 0.043703 0.0169457 0.00212525 -0.000391144 -0.0147107 -0.0209467 -0.0274467
internal_weight=178.248 0.684522 177.564 138.652 119.995 75.6677 6.58774 44.3276 7.56295 4.6502 36.7646 21.6767 18.98 15.0879 8.2124 69.0799 68.3942 49.2353 3.80505 19.1589 15.3576 13.459 11.3819 3.80127 10.2322 7.15262 45.4303 18.657 15.6114 13.7732
internal_count=4633 188 4445 3306 3065 2617 169 448 139 125 309 227 201 82 47 2448 2429 2132 221 297 233 205 193 64 168 116 1911 241 188 168
is_linear=0
shrinkage=0.0728446


Tree=690
num_leaves=31
num_cat=0
split_feature=19 8 13 4 16 18 15 2 2 6 2 4 0 15 9 18 8 6 9 3 13 19 19 9 9 9 18 6 6 3
split_gain=0.158715 0.284326 0.372486 0.195353 0.731452 0.84959 0.646416 0.530411 0.660231 0.922033 0.619452 0.673233 0.600616 0.790915 0.514869 0.697248 0.512389 0.500715 0.821299 1.69751 0.755288 0.489835 0.442572 0.471504 0.4406 1.31651 0.978084 0.688124 0.931993 0.744386
threshold=14.651182102100002 8.6432548896500023 117.56896250265002 240.79927845295001 22.674946976100003 13.405741979600002 41.831907381600011 146.87900114440004 137.50513673700002 16.415383542800004 134.46474107450004 224.75522095420004 86.345209775600011 42.80317728375001 181.33671263215004 13.037923179150001 8.7431769115000026 16.515385879350003 205.22231928645002 93.668569722950011 117.60660091645001 13.351077205700003 13.051052998800001 177.59430306730005 205.93480238635001 206.57490536735003 13.829007611650001 15.945372561050002 13.855323727400002 90.187016444050016
decision_type=2 2 2 2 2 2 2 2 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 17 16 -7 8 10 -10 11 14 13 -11 15 22 -6 24 19 -19 21 -21 -1 -24 -5 -26 -27 28 -28 -29
right_child=1 2 -4 4 5 6 -8 -9 9 12 -12 -13 -14 -15 -16 -17 -18 18 -20 20 -22 -23 23 -25 25 26 27 29 -30 -31
leaf_value=-0.066225421642199578 0.021126650156336989 0.017041883190155767 -0.033925121321151983 0.0013910284829394919 -0.047106781803632918 0.0061116594351274837 0.060138249948776173 0.023093172108951524 -0.079360736335368748 -0.084258202420871953 0.030426816800151798 -0.051915868956173269 0.0284615931177154 0.019587694063077317 0.0032716324436781654 -0.051061634347614952 0.022544095372372161 -0.075583092924900633 0.011875606291240709 -0.039318296052083646 -0.056815625998526131 0.024092474677180651 0.029768139443440051 -0.018500357937174094 -0.071150672714767396 -0.088013937940132958 0.0049660524248136108 0.059500070645661145 -0.029914460594424003 -0.0023827577359544494
leaf_weight=0.38147287078027092 3.8809405367355785 1.2247180063277485 1.0898074796423314 48.761812236760306 0.95660491159651317 1.51754482742399 2.1558086201548576 4.6933830110137924 0.95094066261663046 0.64061594918894138 3.0337078858574378 0.94725265562737959 1.1087086275219915 0.54661245085299015 72.289282935063966 1.6734998282990998 0.76397959771566093 2.1777551453560573 2.5725342648802325 0.62504061510935649 0.8765787552401888 2.2660472224815749 1.6507517522259152 1.6053253747522829 1.3217816662509019 0.55674879997968929 7.6459869220998389 1.3540978208184236 5.1593838212720584 1.8493349039927123
leaf_count=206 37 16 27 1611 29 40 31 71 41 39 38 91 7 7 1200 178 19 43 25 73 31 53 91 18 43 10 341 26 161 30
internal_value=0.000665276 0.0106353 -0.00695622 0.000302104 -0.00196347 0.0205938 0.0378187 0.00234091 0.00119272 -0.026851 0.00230884 0.00122286 -0.00510234 -0.0364465 0.00187151 -0.0171857 -0.0161802 -0.00358216 -0.0180601 -0.0310131 -0.00525105 0.0103833 -0.00160066 0.00597059 -0.00173184 -0.0102449 -0.00538522 -0.00251158 -0.00908758 0.0237752
internal_weight=176.278 6.19547 2.31453 170.083 80.561 5.39394 3.67335 89.5216 84.8282 3.24688 81.5813 78.5476 2.29594 1.18723 77.6003 5.31105 1.72058 75.1671 8.51796 5.94542 3.76767 2.89109 3.63755 3.25608 66.6491 17.8873 16.5656 16.0088 12.8054 3.20343
internal_count=4633 80 43 4553 2566 119 71 1987 1916 94 1822 1784 53 46 1693 493 48 2447 225 200 157 126 315 109 2222 611 568 558 502 56
is_linear=0
shrinkage=0.0634156


Tree=691
num_leaves=31
num_cat=0
split_feature=6 6 16 5 7 18 7 10 19 2 17 10 3 9 12 5 18 10 8 17 16 7 17 7 16 19 8 6 16 15
split_gain=0.143914 0.812263 0.730417 0.520518 0.476443 0.631201 0.440349 0.475144 1.26862 0.739164 0.533383 0.512606 0.432747 0.454484 0.421146 0.379398 0.336703 0.327466 0.412048 0.432625 0.366117 0.315919 0.31122 0.290389 0.313495 0.392055 1.00945 0.548772 0.324527 0.407585
threshold=13.665319288000001 13.775321858200002 15.839962959300001 20.971847224900007 19.975862989550006 13.317304170000002 22.958251375150002 78.196493182200015 13.051052998800001 186.79363985910004 207.48293496715004 78.473404369650012 81.699554126200013 214.94003843055003 199.81321265885003 14.47989612135 16.352301071400003 68.846035804500005 1.6487133604500002 195.44378352670003 11.949972055800002 19.250086031950001 214.22447330960003 29.911984439950004 17.874958200600002 12.050972309250001 7.3442686056500008 6.355148487000001 14.184966829400002 20.538897842700003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=3 2 -2 4 -1 -6 17 8 10 14 -8 16 13 -3 -10 23 -9 -7 19 -19 -20 -5 -11 24 25 28 27 -27 -13 -30
right_child=1 12 -4 21 5 6 7 11 9 22 -12 15 -14 -15 -16 -17 -18 18 20 -21 -22 -23 -24 -25 -26 26 -28 -29 29 -31
leaf_value=0.047409813343257556 0.054491957476498883 -0.06910564675561913 0.0057604520093799292 0.015400655983880988 -0.068113136078525635 -0.022065696977413552 -0.064127309750389189 0.052942471008147647 -0.0063833646727234506 -0.068329320809624797 0.023423613016711569 -0.0033649885576979462 0.00088240891067142141 0.00011609308841114936 0.030411038107484634 -0.04639546122927931 -0.0040677282800001355 -0.062572822844983889 -0.0029068063006026127 0.029949299365754557 0.046856143887425837 -0.047870074618782808 -0.0088669963557808824 -0.06024892061941093 0.054552287727921436 -0.060666315579418331 -0.062434233601187897 0.03357616481288965 0.041745211318864037 0.0023247611127282628
leaf_weight=0.70132534322329476 1.9013682920485724 0.64982381649315246 2.60067118704319 0.35413042642176051 0.51330501300981524 0.657282949192452 2.0380073141714115 1.0749112769262854 2.4524698624445591 0.69370078202337004 0.28299475728999812 6.1915199493050661 138.43239275948872 0.70745409629307687 2.0306675489991903 0.65544647743809115 0.56407199427485455 0.36134298486285876 0.70651399901544243 0.36054871673695743 2.0890274529519957 1.3800165768479926 0.57474190217908472 0.27795376310314246 0.38565732911229211 0.27877781090501352 1.1502029141411183 1.0580621537519617 1.6035624926444145 2.2519979905337095
leaf_count=25 33 26 25 6 20 28 150 45 54 27 15 738 2474 19 12 59 15 52 35 15 62 84 26 280 17 75 103 35 62 16
internal_value=0.000567456 0.0013578 0.0263415 -0.00314865 -0.001244 -0.00245174 -0.00123671 -0.00440575 -0.0161609 -0.00111215 -0.0534524 0.00171955 0.000553185 -0.0330252 0.0102829 -0.00201935 0.0333219 0.0166513 0.0238862 -0.0163627 0.0342796 -0.0349495 -0.0413864 0.000184524 0.00148468 -0.000148137 -0.0213904 0.0139233 0.00511014 0.0187201
internal_weight=174.98 144.292 4.50204 30.6882 28.9541 28.2528 27.7395 23.5647 8.07258 5.75158 2.321 15.4922 139.79 1.35728 4.48314 13.8532 1.63898 4.17472 3.51743 0.721892 2.79554 1.73415 1.26844 13.1977 12.9198 12.5341 2.48704 1.33684 10.0471 3.85556
internal_count=4633 2577 58 2056 1966 1941 1921 1729 284 119 165 1445 2519 45 66 1385 60 192 164 67 97 90 53 1326 1046 1029 213 110 816 78
is_linear=0
shrinkage=0.0597579


Tree=692
num_leaves=31
num_cat=0
split_feature=17 12 4 12 2 5 19 14 2 15 17 17 8 10 0 7 15 0 0 7 16 8 5 16 3 3 17 9 6 16
split_gain=0.134962 0.387568 0.582546 0.37947 0.350402 0.427025 0.444488 0.338789 0.287185 0.384878 0.281473 0.690102 0.468598 0.436901 0.5766 0.498221 0.358932 0.635237 0.844484 0.77593 0.323293 0.311674 0.451958 0.361524 0.326775 0.657275 0.856274 0.519632 0.402053 0.986381
threshold=168.62011096010002 66.834523482800009 168.18037996940004 66.834523482800009 216.39684782960003 13.713273242250002 13.451085274650001 144.12207640715005 241.49325970385004 19.198394745150004 174.47088669260003 179.88087463185005 8.8430989333000021 68.846035804500005 102.11570516885001 21.698399695800003 31.028113015250003 87.028078140750011 86.162394622750014 22.650953015950005 17.154959884200004 8.7431769115000026 21.990725385850002 22.764946765650006 93.915907870950022 94.227769014100019 188.51582982015003 187.45330412110005 16.535386346650004 22.544947280100004
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 -3 -2 5 -4 -7 -5 -6 -10 -9 13 21 15 -15 20 -14 18 19 -18 -12 23 -23 24 28 27 -27 -26 -13 -30
right_child=3 2 4 7 8 6 -8 10 9 -11 11 12 16 14 -16 -17 17 -19 -20 -21 -22 22 -24 -25 25 26 -28 -29 29 -31
leaf_value=-0.062024808122777053 0.034388978390986286 0.051891351339444218 0.0043724810235603526 -0.032998612211006188 0.051371563610765045 -0.063455277579986286 0.015824640133663168 0.01608311470741549 -0.076184748812777356 0.024303228870972377 0.025057766818160156 0.0026040522887280045 -0.058729347509163803 -0.087738719597421994 -0.0098488541837323355 0.028384913465597288 0.050754800673845996 0.021771190197218723 -0.087150550623413855 -0.04247914380302642 -0.06043632116359629 0.032951812875454921 -0.0045692711902448049 0.027443446336830612 -0.010226179443884478 -0.022546210225309102 0.049837708975514441 -0.06136731295765329 0.025034748316195173 -0.022031602118157169
leaf_weight=0.59641588106751342 1.583908287808298 0.76273769359249843 1.3640381779769088 1.399628079496323 0.60994695784393094 1.4981200994880053 0.42853288314654481 5.5706376379275744 0.27873947885836969 0.50490167849056888 0.27963788871420525 122.95111679789261 0.89380646959761989 0.99863301331060916 0.81191330674482742 0.99614943156484503 0.70956910424865816 1.6973030343651769 0.87534750066697586 1.032784058654215 0.81820279761450365 3.5359134003520003 2.6435714105609804 2.4236887181177726 2.0954929392319168 1.7411276882558016 1.3807065677028729 1.6920988351921549 2.7560785238165399 8.7875599525868875
leaf_count=13 24 74 129 29 16 341 47 254 65 32 30 2829 28 48 69 15 20 18 14 37 110 31 37 30 41 46 31 85 23 67
internal_value=0.00058629 -0.00949165 -0.00373958 0.000949524 -0.0127979 -0.0250154 -0.0458216 0.000630633 0.0160514 -0.0114401 0.000916431 0.000385462 0.00110244 -0.0281164 -0.0528101 -0.00676529 -0.0191378 -0.0109368 -0.0321445 -0.00450985 -0.0386596 0.00180526 0.0169004 0.0011567 0.000706145 -0.0138525 0.00946733 -0.0330734 0.00145407 -0.0107944
internal_weight=173.718 6.04343 5.44702 167.675 4.68428 3.29069 1.92665 166.091 1.39359 0.783641 164.691 159.121 155.216 3.90454 1.81055 2.09399 5.20881 4.315 2.6177 1.74235 1.09784 150.007 6.17948 143.828 141.404 6.90943 3.12183 3.78759 134.495 11.5436
internal_count=4633 717 704 3916 630 517 388 3892 113 97 3863 3609 3337 272 117 155 117 89 71 57 140 3220 68 3152 3122 203 77 126 2919 90
is_linear=0
shrinkage=0.0686431


Tree=693
num_leaves=31
num_cat=0
split_feature=16 16 0 6 13 5 3 15 6 2 2 16 13 15 6 9 2 2 16 2 15 16 5 9 7 19 17 7 16 8
split_gain=0.544494 1.86024 1.07624 1.35239 1.76291 1.04355 0.939514 0.938348 0.922435 1.27378 2.83381 1.18417 2.61353 1.22179 1.19445 1.48676 1.17541 1.12305 0.956916 0.909132 2.54608 1.05287 1.21489 1.39358 1.15453 1.08203 0.977804 0.911919 1.25176 0.878531
threshold=20.394952307700002 20.034953149600003 86.345209775600011 16.375382608200002 117.39690118230001 20.389142059250002 93.345954747300013 38.567335632300008 15.045351532250001 187.91736117530004 340.55256999290003 20.674951653000004 113.98793627290001 34.139075990150012 16.435384010100005 195.46053662500003 156.97960885415003 183.27506507165003 22.644947046300004 163.12111328040001 41.29990759910001 22.614947116400003 22.533652790000001 188.08209940425004 22.773029501100002 14.451165964200003 188.27285108100003 22.907491544400003 22.744946812400002 8.3434888241000014
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 7 3 4 -2 -5 -7 -1 9 -4 -11 -10 13 -13 15 17 -17 -14 29 21 -21 24 23 25 -8 -23 -24 28 -22 -18
right_child=2 -3 8 5 -6 6 19 -9 11 10 -12 12 14 -15 -16 16 18 -19 -20 20 27 22 26 -25 -26 -27 -28 -29 -30 -31
leaf_value=6.854264733116508e-05 0.00050047226508362472 -0.0017785867625586137 0.00048946820512923972 0.0011720120251694514 -0.0023200223781729488 -0.0012814488309094302 0.0014713155724217645 -0.0018194439289280686 0.0014727829141331819 -0.0024272996268570328 0.001266502189688042 -0.0021464467186322199 0.0018064724569003029 -0.00015967389596005898 0.00018608544612714966 -0.00085556806760140485 0.0013183658915829942 0.00032170247976364699 0.0013440375217425465 -0.0021584470182311869 -0.0023446833479396165 -0.00059764681045228814 9.8198715449559552e-05 -0.0013913178306110591 -0.00018768991493517146 0.00094612939690586818 0.0013155871857512046 0.000214171004538318 0.00041559555711319932 -4.7516613557923717e-05
leaf_weight=97.212248009665927 1.4377594869583838 2.1892658434808245 3.9244851265102616 3.1782829090952864 2.0912542522419244 2.0658410293981424 4.9230221902253133 1.0227539684856299 4.0873558074235907 2.2842778274789457 1.2276703044772146 2.0422874800860873 7.1538458466529864 2.8517319858074188 23.164825811050832 2.315251216292384 2.4029621034860593 2.6969391535967588 5.005284070968627 2.3937336162198362 1.3645836995565326 3.8394778594374674 7.3259093645028752 3.6311387931928039 2.3984951414167881 3.2006545551121235 3.8800969924777746 13.414494573225964 1.1760006030090151 7.3426087275147438
leaf_count=3284 12 42 20 35 52 16 61 46 36 41 19 28 95 21 167 14 24 18 49 49 77 26 73 32 18 26 25 150 18 59
internal_value=0.000116138 9.04704e-06 0.000203701 4.25511e-06 -0.00117092 8.28131e-05 1.30381e-05 4.88863e-05 0.000372618 -0.000278207 -0.00113606 0.000454561 0.000378858 -0.00098876 0.000512502 0.000793419 0.000443307 0.00139997 0.000647174 6.92807e-05 -0.000272744 0.000284212 6.88163e-05 -0.000404683 0.000927833 0.0001042 0.000519721 1.01673e-05 -0.00106699 0.000289269
internal_weight=223.245 100.424 122.82 56.3207 3.52901 52.7917 49.6134 98.235 66.4995 7.43643 3.51195 59.0631 54.9757 4.89402 50.0817 26.9169 17.0661 9.85079 14.7509 47.5476 18.3488 29.1988 21.8773 10.6713 7.32152 7.04013 11.206 15.9551 2.54058 9.74557
internal_count=4633 3372 1261 670 64 606 571 3330 591 80 60 511 475 49 426 259 146 113 132 555 294 261 182 84 79 52 98 245 95 83
is_linear=0
shrinkage=0.00196078


Tree=694
num_leaves=31
num_cat=0
split_feature=0 7 19 18 9 4 3 13 7 7 17 6 9 0 7 7 9 9 13 10 2 0 7 16 10 5 3 0 16 9
split_gain=0.145455 0.395266 0.382379 0.530618 0.233908 0.417811 0.205251 0.953426 0.467602 0.375296 0.914506 0.827993 0.589825 0.546966 0.751651 0.996971 1.04935 0.977309 0.537681 0.911822 0.588638 0.521726 0.483505 0.463993 0.440923 0.395636 0.370621 0.654434 0.588782 0.895349
threshold=71.249517373150013 19.250086031950001 13.351077205700003 11.890615410500002 66.544071737050004 180.98021180325003 93.915907870950022 117.59047016770002 19.506002767000002 22.580797808900005 189.44392401325004 14.055328400500002 195.13041324455003 89.576736448400013 22.093462376800005 22.276766275150006 185.00606802455005 67.070312222050021 105.40368946235002 68.846035804500005 195.72231170465002 85.732241321850012 22.626138143200006 22.714946882600003 70.128430332750014 9.742971831900002 94.227769014100019 85.121961326250016 22.674946976100003 188.08209940425004
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 -2 -1 4 -4 -6 9 8 -8 10 12 25 13 14 17 -16 -17 -3 19 -15 24 -11 -23 -24 -21 -12 28 -28 29 -9
right_child=1 6 3 -5 5 -7 7 26 -10 21 11 -13 -14 18 15 16 -18 -19 -20 20 -22 22 23 -25 -26 -27 27 -29 -30 -31
leaf_value=-0.080701756077281819 0.030282099094031231 0.014669727986524458 0.045612435862262692 -0.073337146499999062 0.067715814023849422 -0.073021259812306227 0.050315727765510937 0.064207787520383058 -0.055743785980946127 -0.055455904890915425 0.030067249975263759 0.059241474942113882 0.048477321712480322 -0.074792963273119156 0.035395892155519137 0.012625486565842768 -0.054987022152572188 -0.086869930389420813 0.046101522876015689 0.057917038378991675 0.041698283008372111 -0.032295299904174207 0.00030220474068348328 0.038448517198937486 -0.07213658538748581 -0.06167903139177644 -0.0057669647648111531 0.037204369551252635 -0.055300814285374228 -0.040609038708915635
leaf_weight=0.37236632207441189 2.1173507265048093 0.70498363906517791 0.6887389058829283 0.37646724647493091 0.16071018716320395 0.26050572539679706 0.21470136940479223 0.71948756137862646 2.2333029545516183 0.79760244500357558 0.43272351130144615 2.7982393368147314 1.2106599174439896 0.62349816819187198 2.3176269454415888 2.2149383118376136 2.1137529145926237 1.2187913089292122 1.8484528651461003 0.16810900485143099 1.5696889423998071 2.1215965333976774 134.38936002189257 1.5194370262324799 0.4560626331876847 0.45364405581494793 4.721768623450771 2.5837278801482171 1.2369465081137603 0.82349762265221216
leaf_count=103 87 24 28 54 2 43 8 8 422 24 16 38 10 43 18 21 19 28 18 3 45 24 3211 21 64 33 125 32 24 37
internal_value=0.000600546 0.000807414 -0.0184983 -0.0029156 0.0209695 -0.0193246 0.000439208 -0.00801401 -0.0464419 0.00111421 0.0104021 0.0409277 0.0026165 -0.00157829 -0.0118743 -0.000937336 -0.0203905 -0.0496599 0.0173333 -0.00154129 0.0192769 -9.87997e-05 0.000221079 0.000728674 -0.0371091 -0.0168886 0.00131346 0.00943067 -0.0200181 0.00826661
internal_weight=173.469 171.61 1.85879 1.48642 1.10995 0.421216 169.493 12.5334 2.448 156.959 18.1312 3.68461 14.4466 13.2359 8.57009 6.64632 4.32869 1.92377 4.66581 2.81736 2.19386 138.828 138.03 135.909 0.624172 0.886368 10.0854 7.3055 2.77993 1.54299
internal_count=4633 4403 230 127 73 45 4316 656 430 3660 380 87 293 283 110 58 40 52 173 155 112 3280 3256 3232 67 49 226 157 69 45
is_linear=0
shrinkage=0.0686431


Tree=695
num_leaves=31
num_cat=0
split_feature=13 16 12 5 13 6 10 8 5 6 6 19 16 2 4 16 2 15 12 4 3 18 16 0 18 9 14 9 9 13
split_gain=0.86903 0.883995 0.702 2.03964 0.623188 0.854817 0.753739 1.14109 0.619284 0.729763 1.44577 0.720286 1.19288 1.51204 1.13498 0.913648 0.794825 0.793169 0.788209 0.676961 0.620503 1.11279 2.35532 1.25364 1.11814 1.47864 1.10546 0.943714 1.04832 1.18261
threshold=95.937628385050019 14.274966618900002 216.20511703005005 2.7155367820000005 96.357027853400012 6.9201616884500003 81.573196594050017 6.9445805182500004 13.252098438300001 13.665319288000001 13.775321858200002 11.850956171350001 17.154959884200004 186.79363985910004 414.02602702375003 13.534968349350001 228.51532141640004 18.136407257500004 94.177001085000015 296.43037955425007 93.883646373400012 13.829007611650001 22.654947022900004 92.168410086200012 14.122113655700002 193.49750438550004 274.15552132740009 227.40597858270002 190.36745536595001 117.66037007905001
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 3 -1 -2 -6 8 -8 -7 11 19 15 16 -14 -15 17 18 -10 -13 -11 21 23 24 -12 25 -23 -27 28 -22 -30
right_child=4 -3 -4 -5 5 6 7 -9 9 10 20 12 13 14 -16 -17 -18 -19 -20 -21 27 22 -24 -25 -26 26 -28 -29 29 -31
leaf_value=0.0012420815775877059 0.0012401690104071328 -0.0017894041417327185 0.00010907246675747474 -0.0020335890917128328 -0.0011039482286686383 0.00078393013624949613 0.0021006820148249329 -0.0020751424699589583 0.00015631495487181335 0.00063466488665650848 0.00031290694163245425 0.0002157885540713579 0.0005758063255554436 -0.0022245431366788864 0.00047894820545393922 0.00075166652520221365 6.4615434385365992e-05 -0.0021774640817246848 -0.0019919653557704566 0.0019856560245260215 0.00011630650667855326 -0.0024322675031389061 0.0018935259462405834 0.0015829188951986257 8.0226681837986815e-05 3.4507326021770975e-05 -0.0013111274233728546 0.0020656753602338053 -0.0017896916368078182 -0.00024945711396979852
leaf_weight=1.0921983256994274 2.032301637926138 1.4654170218855131 8.8923310079408093 2.2087862782645971 2.0724050988792433 6.1617840530816457 0.31739708781242271 1.2134600399876943 1.5142280876170873 3.905882950872182 80.317586893332191 0.76100266957655449 5.794120295904575 1.6253028595820072 0.94367980281822372 5.2858056183904409 1.5310381132876498 0.88837694283574808 3.3971072058193386 2.2459767088294029 16.216842958161585 1.4435065872967232 2.4830994084477416 3.1037236992269746 50.561349750147201 8.6511850110255164 3.2211235901340833 0.73892686516046424 2.7490169244992995 6.3292410457506776
leaf_count=87 34 96 560 470 175 103 2 117 32 27 617 34 60 52 20 31 54 38 119 31 717 16 35 20 710 93 40 6 133 104
internal_value=0.000129114 -0.000350507 -0.000177577 -0.000949766 0.000159512 0.000149224 0.000161509 -0.00120936 0.000171509 0.000152984 0.000193549 -0.000186545 -0.000450538 2.06513e-05 -0.00123145 0.000295959 -0.00114319 -0.000706613 -0.00158791 0.0011279 0.000160856 0.00020942 1.99278e-05 0.000360158 -5.29047e-05 -0.000558416 -0.000330582 -0.000118547 -0.000182353 -0.000715861
internal_weight=229.164 13.6587 12.1933 3.30098 215.505 213.473 211.401 1.53086 209.87 203.708 181.967 21.7407 14.0523 8.3631 2.56898 7.68841 5.68915 2.40261 4.15811 6.15186 175.816 149.782 66.3603 83.4213 63.8772 13.3158 11.8723 26.034 25.2951 9.07826
internal_count=4633 1213 1117 557 3420 3386 3211 119 3092 2989 2549 440 339 132 72 101 207 70 153 58 2491 1531 894 637 859 149 133 960 954 237
is_linear=0
shrinkage=0.00196078


Tree=696
num_leaves=31
num_cat=0
split_feature=13 10 19 9 5 2 6 8 6 6 13 13 15 15 10 15 9 9 19 12 5 3 15 6 8 7 0 5 5 3
split_gain=0.151091 0.928742 0.92248 0.880595 0.544674 0.471081 0.47218 1.30499 0.566008 0.640791 0.480461 1.21374 2.08239 0.649401 0.639118 0.98577 1.34793 0.808245 0.629375 0.542912 1.01861 0.488958 0.557517 0.46454 0.431967 0.430353 0.441133 0.409266 0.925126 0.671502
threshold=115.13321943645001 62.907231794400012 14.551174033150001 210.09631269260004 20.093158056800004 325.13486840910008 16.435384010100005 9.4426310644000022 16.165377701450002 16.305380972600002 113.98793627290001 111.38282034450002 33.423812040500003 37.646552559600003 69.999384342500022 30.505324983850006 190.36745536595001 189.68479361675003 11.450923895500003 216.20511703005005 19.426367441400004 74.346621139400014 6.8054746905500005 15.400359826950002 2.8477776226000002 19.052023743050004 78.252950803000019 21.042547594650003 20.911722254300006 93.292185584700022
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 4 5 -3 -2 6 8 25 10 -10 11 13 -13 14 15 16 17 18 -1 20 21 22 -16 -6 -7 26 -8 28 -25 -29
right_child=1 3 -4 -5 23 24 7 -9 9 -11 -12 12 -14 -15 19 -17 -18 -19 -20 -21 -22 -23 -24 27 -26 -27 -28 29 -30 -31
leaf_value=-0.054386381748285743 0.028232467935372603 0.057004688371006425 -0.066009751868821256 -0.0032704438565252314 -0.042754629114969633 -0.0049051501693278439 -0.074590532281413949 0.058520749675681875 0.066105860258685076 0.0042277256311174568 0.030827736331235478 -0.072498000145212738 0.0067188807566308795 -0.078661469971683315 0.067262139467977045 -0.016929789125654696 0.067520717347581263 -0.092165339862396001 0.027255688596537448 0.013471794094275553 -0.080177901034868326 -0.0014706482388274012 -0.073759952060646519 -0.00018972038102196197 -0.066011831480670843 -0.086958227692111173 0.074297365190980208 0.011782571168897586 -0.045491181562235639 -0.0034257039569559455
leaf_weight=0.5808918755137692 3.6904830392450085 3.1384984701871863 1.1603437628364179 2.1791910082101822 1.3507208805531252 1.3932016225953696 0.21649213258751787 0.61474929589166993 1.4852921729907387 2.2084963950328529 2.5776382065378121 3.2693064893828696 3.8163186782039702 0.52705575813888472 0.17763711039697117 3.005832583643496 3.3129051104187965 0.40112103521823872 3.6450737149607448 11.431001467499298 0.92038113365560903 41.824902674659825 0.91499556096823653 9.4843283146619779 1.0973699391115586 1.2548189046938203 0.20614335965365171 25.818304542452097 3.198837640695273 38.198903498363507
leaf_count=67 26 44 21 38 23 157 96 44 15 34 28 52 34 47 33 39 20 4 175 677 51 1009 436 121 135 105 8 248 26 820
internal_value=0.000666097 0.0028056 -0.0014987 0.0323039 0.000886593 -0.00061683 0.000326683 -0.0322718 0.00125956 0.0291093 -8.6828e-05 -0.00116619 -0.0298318 0.00187708 0.00251815 0.0185997 0.03205 0.00665363 0.0160334 -0.000666733 -0.00435344 -0.00272736 -0.050833 -0.0004064 -0.0318293 -0.0655453 -0.00196944 0.000339367 -0.0116153 0.00270783
internal_weight=173.101 87.0593 86.042 5.31769 81.7416 84.8816 82.3911 2.2922 80.0988 3.69379 76.4051 73.8274 7.08563 66.7418 66.2147 10.9458 7.93999 4.62709 4.22597 55.2689 43.8379 42.9175 1.09263 78.0511 2.49057 1.67745 0.422635 76.7004 12.6832 64.0172
internal_count=4633 1346 3287 82 1264 3266 2974 253 2721 49 2672 2644 86 2558 2511 305 266 246 242 2206 1529 1478 469 1238 292 209 104 1215 147 1068
is_linear=0
shrinkage=0.0728446


Tree=697
num_leaves=31
num_cat=0
split_feature=5 13 16 15 16 13 0 2 9 8 5 6 6 19 16 2 8 4 13 12 16 10 3 18 5 9 9 6 16 9
split_gain=0.739124 0.803845 1.18248 0.923847 0.738316 0.723995 1.12437 1.02633 0.67389 0.727463 0.592314 0.727651 1.24552 0.766998 1.21094 1.47114 1.09282 1.08377 0.935584 0.91003 0.733034 0.688545 1.80207 1.49305 1.10816 0.794619 1.57396 0.838175 1.25973 0.640099
threshold=12.306951632950001 92.792132372400019 16.024962526700005 22.504462263300002 17.614958808600004 92.146902421150017 106.56510337475001 168.84984911130002 72.978853106700015 0.84933718570000016 13.252098438300001 13.665319288000001 13.775321858200002 11.850956171350001 17.154959884200004 186.79363985910004 3.1475436881500003 414.02602702375003 101.03763345850001 94.177001085000015 15.839962959300001 70.182199495350019 84.812788641250009 14.170404054850001 17.687678651600006 206.50942114985003 214.52351813370004 14.195331671650001 16.684960983300005 202.86134752310002
decision_type=2 2 2 2 2 2 2 2 2 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 -5 6 -1 -8 9 -9 -2 13 20 18 16 -16 -15 -17 -12 -18 -13 24 25 -24 -14 29 27 -27 -29 -23
right_child=10 2 3 4 -6 -7 7 8 -10 -11 11 12 21 14 15 17 19 -19 -20 -21 -22 22 23 -25 -26 26 -28 28 -30 -31
leaf_value=-0.0020382380056250854 0.00076018293328321989 -0.0020730246316906595 0.0014668574449033646 -0.0020564595451317428 0.00014119240462227918 0.0011447613249792039 -0.0019859996521966812 -0.0020201967547864297 -0.0019874887557673557 0.00081266327214799124 -2.1683897744881034e-06 0.0018007906034365982 0.0011925728298012716 0.0005987567414098275 0.00055987411472425822 -0.0022220981282045564 0.00033921047438814406 0.00054810098319264702 0.0017121707799472613 -0.0018849303304722912 0.00041796472545396014 2.0464262678455125e-05 0.0010072183700646107 -0.0021441163244278953 0.00017375784574600627 -0.0023593022510127689 0.00037527167847475581 0.00085240198036475262 -0.0021897755823238147 0.00084468120792627571
leaf_weight=1.1184297992731425 5.9898236019071183 2.0605396035825825 0.9374650655081499 1.0538955232477749 1.3287687962874768 1.8486103750765321 0.79377726049278852 0.37678674090420816 0.41926224247436028 4.6446459916478489 10.045300519544982 2.7659579552710047 4.2323459982872 1.1547672236338247 5.7737529454752785 1.5732655823230746 0.84883240296039719 0.82911507366225112 1.3937181644141663 4.2412479802733287 3.15493936650455 10.338993486599071 0.73648394289193619 2.6865179028682178 135.9855759680795 1.742616400122641 4.2733925443608314 1.1580603271722796 0.95477536693215359 5.5765767674893132
leaf_count=107 112 148 19 137 32 42 287 112 147 236 296 33 23 28 60 54 35 20 9 176 25 96 9 201 1985 37 57 6 50 54
internal_value=0.000122369 -0.000304199 -0.000906226 -0.000182087 -0.000830869 4.78422e-05 -0.000227937 9.68213e-05 0.000400697 0.000600098 0.000152644 0.0001344 0.000180108 -0.000172449 -0.000473202 2.33684e-05 -0.00112334 -0.00126604 0.000206705 -0.00151403 0.00106395 0.000148899 -0.000134985 -0.00146608 0.00020451 5.45126e-05 -0.000444256 -0.00135262 -0.000522336 0.000309258
internal_weight=220.038 14.5822 5.38067 3.32013 2.38266 9.20151 7.3529 6.23447 5.44069 5.02143 205.456 199.466 173.606 25.86 14.421 8.17613 6.24485 2.40238 11.439 5.09008 5.9209 167.685 27.4674 3.423 140.218 24.0444 8.12884 3.85545 2.11284 15.9156
internal_count=4633 1267 336 188 169 931 889 782 495 348 3366 3254 2576 678 373 134 239 74 305 211 58 2518 510 210 2008 300 150 93 56 150
is_linear=0
shrinkage=0.00196078


Tree=698
num_leaves=31
num_cat=0
split_feature=19 5 6 4 16 18 15 18 2 2 6 2 2 0 12 12 12 2 9 0 15 6 9 3 13 0 13 5 4 8
split_gain=0.165685 0.272536 0.301697 0.201079 0.590011 0.691162 0.612077 0.482904 0.449666 0.540433 0.821803 0.503292 0.548585 0.751083 0.499542 0.534095 1.00538 0.778169 0.690416 0.496598 0.74978 0.413876 0.671816 1.4666 0.672666 0.407484 1.03955 0.914585 0.850942 0.828412
threshold=14.651182102100002 21.252944829650001 16.505385645700006 240.79927845295001 22.674946976100003 13.405741979600002 41.831907381600011 13.037923179150001 146.87900114440004 137.50513673700002 16.415383542800004 134.46474107450004 131.42729508740004 89.711159354950013 155.27099795600003 148.96091148645004 144.66294237600002 129.01927736685002 205.22231928645002 86.345209775600011 42.80317728375001 16.515385879350003 205.22231928645002 93.668569722950011 117.60660091645001 86.208098410950015 117.55283175385001 22.458857822500004 286.34948838025008 8.3434888241000014
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=3 -2 -3 8 21 7 -7 -6 9 11 -11 12 14 -14 15 16 -1 -17 -18 20 -12 25 23 -23 -25 27 -27 -5 -28 -29
right_child=1 2 -4 4 5 6 -8 -9 -10 10 19 -13 13 -15 -16 17 18 -19 -20 -21 -22 22 -24 24 -26 26 28 29 -30 -31
leaf_value=0.00088206720773844607 0.039153316545584502 -0.017418536998493762 0.02050628348157589 -0.080249144451248783 0.02432327821626724 0.0048666616400944414 0.066955443133914078 -0.054199017605519123 0.024954029715493983 -0.088006269259551725 -0.094217446089131671 0.032205460355347194 -0.093223585662853228 0.016499896377247872 0.048137202227953341 -0.053546003806950702 0.015186589044468145 0.01263816841233942 0.079298068884733466 0.031136541742298574 0.024948563227322355 -0.081655492013705769 0.011909063066302728 0.012144318787797365 -0.06259957631029954 -0.0036540335639067747 0.05467907442832276 0.013331785438607127 0.0052330116030463864 -0.029249245287925524
leaf_weight=66.855207175622127 1.5260469773784269 2.0149038876406848 2.4868000443093479 1.0338330714876054 0.79052082035923266 1.4801826821640136 1.9556500315666197 0.87626484828069806 4.5497120712971073 0.88028664182638694 0.59760438588273268 2.9322482656862112 0.74867394754255545 0.5934482164302608 1.2396589368581761 2.1810270836576815 2.3547240033512931 1.6602593618445096 1.4342009043321011 1.0599292516708372 0.52745408099144697 2.1025031460449082 2.5104748980375007 2.7709861449438908 0.83037566047278222 46.903246531095647 3.1071594730019561 4.8000516365864296 4.5532036535441875 4.8986432513265754
leaf_count=1615 13 23 44 22 19 40 31 29 71 41 39 38 34 18 6 30 44 25 12 7 7 43 25 126 31 1907 17 105 55 116
internal_value=0.000686098 0.01255 0.00353163 0.000255889 -0.00241878 0.0215341 0.0402071 -0.0169576 0.00265577 0.00143442 -0.0285827 0.00258456 0.00145755 -0.044707 0.00227575 0.00151248 0.00295085 -0.0249403 0.0394544 -0.00464213 -0.0383496 -0.00408143 -0.0194919 -0.0333126 -0.00508958 -0.00214278 0.000409385 -0.0151178 0.0252891 -0.00817516
internal_weight=172.255 6.02775 4.5017 166.228 78.6131 5.10262 3.43583 1.66679 87.6144 83.0647 3.06527 79.9994 77.0672 1.34212 75.7251 74.4854 70.6441 3.84129 3.78892 2.18499 1.12506 73.5105 8.21434 5.70386 3.60136 65.2961 54.5636 10.7325 7.66036 9.69869
internal_count=4633 80 67 4553 2566 119 71 48 1987 1916 94 1822 1784 52 1732 1726 1671 55 56 53 46 2447 225 200 157 2222 1979 243 72 221
is_linear=0
shrinkage=0.0728446


Tree=699
num_leaves=31
num_cat=0
split_feature=6 6 3 19 16 5 7 18 7 10 19 2 17 18 7 16 10 10 16 16 17 18 5 12 10 4 4 5 18 8
split_gain=0.823716 1.64039 0.696348 0.775077 0.680928 0.654233 0.734149 0.79551 0.670168 0.673256 2.0802 1.19375 0.829754 1.09702 1.07489 1.23932 1.03225 1.26073 0.784522 0.905093 1.06151 1.04912 0.788054 0.737138 0.537745 0.530401 1.28778 0.974904 1.27411 0.800574
threshold=13.665319288000001 13.775321858200002 81.80440399325002 12.250988447150002 15.839962959300001 20.971847224900007 19.975862989550006 13.317304170000002 22.958251375150002 78.196493182200015 13.051052998800001 186.79363985910004 201.39543491635001 17.108018746400003 26.296311413900003 17.874958200600002 78.537927364800012 80.538140213850014 14.184966829400002 9.7049773055000017 180.19381692845005 16.115468395400004 13.713273242250002 199.81321265885003 90.025708956200006 309.25865594525004 312.24436677560004 21.363989181350004 14.549241649450002 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=5 4 3 -3 -2 6 -1 -8 -9 10 -10 23 16 -14 -15 -16 -11 -18 19 20 -19 22 -21 -12 -22 -4 -27 28 -28 -29
right_child=1 2 25 -5 -6 -7 7 8 9 12 11 -13 13 14 15 -17 17 18 -20 21 24 -23 -24 -25 -26 26 27 29 -30 -31
leaf_value=0.0015794089443515577 0.0018664723091326907 5.4766958937003497e-05 0.00021159605651203478 -0.0022790390541317035 0.00056453521740456106 -0.0011185538227857479 -0.0023047700552870144 0.00055076322701329283 -0.0018669896522628714 0.0015125980522806726 -0.00019506397197150603 -0.0013693576979236909 -0.00207395529085603 0.001634842822064999 -0.0011033858784810365 0.0019130097026294455 -0.0020754581953035273 -0.0020499913091941041 0.0008678623313524888 0.0002824366601793623 0.0016101272176857592 -0.0020202880416594444 -0.0020792091328121812 0.0012540705607810305 -0.00069377013526911201 -0.002032490270046248 -0.0027614568580837731 0.00034522579914655991 -0.00014702401793544593 -0.0010044918432195904
leaf_weight=1.0313025624491263 2.9358511492609969 1.2949636355042451 144.28426409474923 0.94736176030710328 3.2588938232511282 2.3466799374436951 0.61731830961070855 5.8491769926331463 3.3067725572036561 2.1705470690503779 2.9448904587188736 1.8102074691560117 1.4588459549704555 1.0375911132432518 3.2258921552274846 0.62516828440129746 0.98815565346740086 0.45387040917557753 4.6679119002073994 3.4375227421987802 2.167098668403924 1.4747468149580525 0.64519261347595591 2.4911996461451054 0.47484838511445548 1.2717287172563398 1.0450347354635625 14.975759102635495 2.280733660212718 1.9044232063461084
leaf_count=25 33 17 1938 35 25 90 20 192 165 51 54 53 119 21 382 15 72 207 66 72 29 206 99 12 106 128 14 286 50 51
internal_value=0.000130539 0.000190658 0.000154121 -0.000931245 0.00118156 -0.000111742 -5.39449e-05 -9.62187e-05 -6.14649e-05 -0.000168744 -0.000578299 9.78107e-06 2.05927e-05 -0.000581762 -0.00013647 -0.000613714 0.000252599 6.14736e-05 0.000219989 -0.000129498 0.000720145 -0.000602797 -9.07749e-05 0.000469032 0.00119604 0.000168803 -0.000118676 1.7767e-06 -0.00096854 0.000192951
internal_weight=217.424 174.199 168.004 2.24233 6.19474 43.2249 40.8783 39.847 39.2296 33.3805 10.5531 7.2463 22.8274 6.3475 4.88865 3.85106 16.4799 14.3093 13.3212 8.65328 3.09582 5.55746 4.08272 5.43609 2.64195 165.762 21.4777 20.206 3.32577 16.8802
internal_count=4633 2577 2519 52 58 2056 1966 1941 1921 1729 284 119 1445 537 418 397 908 857 785 719 342 377 171 66 135 2467 529 401 64 337
is_linear=0
shrinkage=0.00196078


Tree=700
num_leaves=31
num_cat=0
split_feature=6 6 3 9 9 3 15 2 7 5 3 15 16 12 19 8 16 7 7 0 7 18 17 9 15 17 6 15 17 7
split_gain=0.682999 1.34156 0.856231 1.32577 1.96664 1.68532 2.67704 1.36555 0.942831 0.921499 0.860362 1.76921 0.959047 0.818754 0.841115 2.04045 0.740761 0.693375 1.56171 0.715204 0.88684 1.19498 1.40039 1.35789 1.40629 1.06213 0.977265 0.925308 1.21771 1.48726
threshold=13.665319288000001 13.775321858200002 85.589753040950015 206.50942114985003 214.52351813370004 84.643415779050017 28.826925781250004 159.92742394165003 24.040556609400003 15.332427622700001 86.092494711350014 30.108785229950005 19.224955043700003 130.71263173160003 12.851036860900001 7.943800736700001 15.839962959300001 25.487785026200005 25.024903008400003 93.047535894850014 23.109894804950002 13.317304170000002 191.56943241645004 189.34276022045003 31.264641197600003 191.06791329340004 16.535386346650004 46.055224235250002 188.27285108100003 23.032419884600003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=-1 16 3 5 8 13 -7 -6 -5 -10 11 -4 -13 14 -3 -16 -2 18 19 20 21 22 25 -23 -25 27 -26 28 29 -12
right_child=1 2 10 4 7 6 -8 -9 9 -11 17 12 -14 -15 15 -17 -18 -19 -20 -21 -22 23 -24 24 26 -27 -28 -29 -30 -31
leaf_value=-7.9137561322753291e-05 0.0018445156814958805 0.00047908283124391547 0.0016898985427086699 0.00063415602712464506 0.00086964506929842881 0.00071972161762024953 -0.0022147635470002366 -0.0013756121711579628 0.00027363086773890354 -0.0023330312114189906 5.6166658825560456e-05 0.00079031568275451426 -0.0015869968165073494 0.00099315964697457089 0.0007877457025778935 -0.0023366644548247209 0.00045734010559935531 0.0014989424247895784 -0.0017486141546827175 -0.0010480942080175848 0.00037676055116987766 0.00054254956677308823 0.0011835849285724734 0.00056192324033603751 -0.0021732346861062005 -0.0013453983161567829 -0.00033319504072538492 -0.0012374043623206322 0.00072038703666760164 -0.0025111100947939153
leaf_weight=43.20434481837583 2.802789580076932 6.9321032594889491 4.234533565118908 0.62116407603025248 3.2644927748478949 2.1945741600356987 2.6247339746914804 1.5293329869164152 0.61009872378781427 3.5871588008594699 31.220024130852835 1.345972453709692 1.2661467548459766 6.3297997449990353 1.6498468909412625 1.5667726621031759 3.1360946763306856 1.5481542581692327 1.5962857324630011 1.7342611178755749 66.52359437404084 2.8405772983678599 4.7332604535622513 1.5407179411558898 3.426297826343216 1.9670248576439906 1.6413365283515302 1.8368913764134038 11.844647478312252 0.89235869701951642
leaf_count=2056 33 31 31 2 26 18 144 46 7 126 823 20 20 53 10 49 25 23 23 14 627 56 58 22 40 24 22 94 97 13
internal_value=0.000141897 0.000195837 0.000164037 -0.000131362 -0.000735823 0.000141447 -0.000878483 0.00015336 -0.00162047 -0.00195414 0.000229168 0.000907057 -0.000362016 0.000439735 9.45626e-05 -0.000734113 0.001112 0.000194362 0.000179037 0.000202671 0.000219556 5.07261e-05 0.000166271 -0.00059119 -0.00107852 6.54517e-05 -0.00157727 0.000126053 0.00018303 -1.51744e-05
internal_weight=220.245 177.041 171.102 30.9101 9.61225 21.2978 4.81931 4.79383 4.81842 4.19726 140.192 6.84665 2.61212 16.4785 10.1487 3.21662 5.93888 133.345 131.797 130.201 128.467 61.9431 52.4942 9.44893 6.60835 47.7609 5.06763 45.7939 43.957 32.1124
internal_count=4633 2577 2519 512 207 305 162 72 135 133 2007 71 40 143 90 59 58 1936 1913 1890 1876 1249 1109 140 84 1051 62 1027 933 836
is_linear=0
shrinkage=0.00196078


Tree=701
num_leaves=31
num_cat=0
split_feature=0 16 7 7 0 13 7 5 2 18 0 16 16 5 15 19 9 9 7 10 7 7 9 16 6 0 7 18 5 7
split_gain=0.163417 0.290431 0.172088 0.728469 0.514306 1.3643 0.49136 0.470468 0.414386 0.374596 1.17113 1.03404 0.806014 0.807988 1.23786 0.779488 0.811995 0.679438 0.647295 0.635615 0.592165 1.72098 1.44059 1.47447 0.79951 1.7221 0.666653 0.761629 0.420384 0.425017
threshold=71.096275259750016 21.074950717600004 22.721067571950005 22.747724408400003 85.732241321850012 117.66037007905001 22.703933514050004 20.769304081650002 59.078594408600004 13.829007611650001 86.692020874450009 22.654947022900004 22.514947350300002 21.363989181350004 29.171703351550004 14.451165964200003 195.13041324455003 197.20558004415003 23.080728504150006 62.057679025150001 23.822419043000004 23.695207782600004 200.77913281735002 20.674951653000004 15.470361462550001 93.308316333500017 23.445318439400001 16.060787203800004 21.869642762900003 23.276000438150003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 6 -4 5 -5 7 8 -2 12 -11 20 13 14 -6 16 -14 19 -16 -17 21 22 23 24 25 -12 27 -27 -18 -30
right_child=2 -3 3 4 9 -7 -8 -9 -10 10 11 -13 15 -15 18 17 28 -19 -20 -21 -22 -23 -24 -25 -26 26 -28 -29 29 -31
leaf_value=-0.075512158883944816 -0.014036767649411674 0.03355806708562302 -0.05429338664974119 -0.08155780053286571 -0.017324137840756919 0.017361112495413313 0.052162191528267926 -0.0016710766687705852 0.023714601448128803 -0.086473394305951079 -0.10150192664879842 0.055471043393579562 -0.025544960175261117 -0.0015761769422830564 0.012814380911058782 0.052517710317041312 -0.011900925081310718 -0.0046327489821538434 0.077495038905977864 0.0073694309882162499 -8.5518527239509379e-05 -0.084374862852857863 0.053559677933608517 -0.10237429526682058 0.072973726237897371 -0.091057185566509394 0.038635305571507475 0.046772226112896061 -0.0099793604670071982 0.019975067696429708
leaf_weight=0.39169295277406391 1.9617710132151831 0.20548749063163996 1.364688588946591 1.4685410045567544 1.4623692914028632 1.6176276037003843 1.201518557674716 25.334160675070962 8.8320439871349645 0.89819279825314779 0.98701743985293289 1.7416035048663605 7.9302505324594703 3.818156904540956 1.1402359046041963 3.8184016607701761 6.9792600348591831 4.6054689064621925 3.4047845993191004 3.1347965596942231 69.797325636624009 1.8421130737697238 1.8057887637987731 1.0447203628718851 0.63448306219652284 0.57843590818811241 1.8460537753999231 0.35852669039741158 3.7514560495037577 8.6326517085544747
leaf_count=182 22 6 17 98 21 47 30 839 248 28 38 41 65 35 11 30 35 38 83 23 2425 47 18 14 6 46 39 12 36 53
internal_value=0.000819326 -0.0379815 0.000954048 -0.000283381 0.000269566 -0.0297091 0.00541797 0.00386338 0.0168533 0.000980092 -0.00209919 -0.00115936 0.00613781 0.02515 0.0421366 0.00132972 -0.00551913 0.017502 0.0612682 0.032163 -0.00240948 -0.0202399 -0.00395552 -0.0230151 -0.00419169 -0.0171784 0.0127276 -0.0383171 0.00268244 0.0109011
internal_weight=172.59 0.59718 171.992 134.663 133.298 3.08617 37.3295 36.128 10.7938 130.212 81.5343 80.6361 48.6778 9.82555 6.00739 38.8523 27.2936 11.5587 4.54502 6.9532 78.8945 9.09714 7.25503 5.44924 4.40452 3.77003 2.78302 0.936963 19.3634 12.3841
internal_count=4633 188 4445 3306 3289 145 1139 1109 270 3144 2714 2686 430 150 115 280 189 91 94 53 2645 220 173 155 141 135 97 58 124 89
is_linear=0
shrinkage=0.0743015


Tree=702
num_leaves=31
num_cat=0
split_feature=16 16 2 16 10 7 17 4 5 7 8 5 7 16 8 5 4 18 16 8 0 15 16 17 19 18 7 2 18 7
split_gain=1.02246 1.60445 1.06499 1.03397 1.34512 1.18298 1.10883 1.08399 1.95735 1.56105 1.09375 1.25605 1.44116 1.78147 0.897531 0.74367 0.697429 1.07334 1.02264 1.35043 0.849396 0.796817 1.13551 1.04173 1.02483 1.1494 1.20005 0.885879 0.825127 1.34101
threshold=20.394952307700002 20.179952810500001 325.13486840910008 20.674951653000004 65.765062787050013 24.123805364200006 212.38791228795003 309.25865594525004 21.363989181350004 23.131311951800004 8.6432548896500023 22.573811927200005 24.176603375500004 22.624947093000003 2.8477776226000002 23.714185006400005 292.45535980730006 13.829007611650001 22.514947350300002 8.543332867800002 89.711159354950013 41.29990759910001 22.674946976100003 192.92322630085002 14.351157895250003 13.055593598800002 23.393539929150005 73.064159960350011 13.360173059150002 22.435297587800004
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 -1 -2 6 -6 7 15 -9 -10 11 -11 -13 -14 -4 16 17 18 19 20 -5 22 24 -23 25 -20 -27 -24 29 -26
right_child=3 -3 14 4 5 -7 -8 8 9 10 -12 12 13 -15 -16 -17 -18 -19 21 -21 -22 23 27 -25 28 26 -28 -29 -30 -31
leaf_value=6.3866530789147567e-05 0.0011253690302543626 -0.0027435671672776615 -0.00017704170605793902 0.0016393939247775274 -0.0021995639611140801 0.00017898726672384597 0.0016219182112560179 -0.001978263784520751 -0.0018150224464604148 0.0019843829034890755 -0.0012689813728195894 0.00072013605158966236 -0.0025494734830598643 0.0004387729208697821 -0.0020480403551281679 -0.0001391012822685486 0.0010386504493097358 -0.00040911643375902453 0.00056751617802027594 0.00011906719112852456 0.00010060439545510135 0.00035919866433032287 0.00033632688446668502 0.001537954634546575 -0.00044575954972849233 -0.0014581959956055793 8.3881454244162635e-05 -0.0012179622797435399 -2.3451662101122643e-05 0.0010860226718504308
leaf_weight=96.859972230711719 5.1671613343060008 0.81261205952614446 2.347061277658212 7.205425947904585 1.6231023874133819 1.5928688179701564 2.2674121633172026 2.1345061957836178 1.5659476228465781 1.7792797125875939 1.58105526305735 6.409205212723462 1.3969100695103409 1.701002776622772 1.6995167459426737 11.939817292557562 5.8237952627241603 6.7948525641113511 5.1113151805475336 5.6438339594751588 1.7056106254458425 10.691612806171177 2.2421265048906198 3.9464373709633938 2.6909920666366842 3.6064904406666756 4.199330672621727 3.7980293184518814 6.7480220645666114 11.978216998279093
leaf_count=3033 62 13 157 94 23 20 31 46 72 18 48 65 38 19 169 191 34 47 27 48 10 66 25 24 29 26 17 46 39 96
internal_value=0.000145587 5.94264e-07 2.26933e-05 0.000267131 0.000228959 -0.00102147 0.000264558 0.000236755 -0.000225734 3.34419e-05 0.000258397 0.00047236 0.000189381 -0.000908686 -0.00096284 0.000318161 0.000384591 0.000334709 0.000407361 0.000869545 0.00134486 0.000285079 0.000142988 0.000676993 0.00028091 -0.000155295 -0.000628598 -0.000641005 0.000543993 0.000805025
internal_weight=223.064 101.719 100.907 121.344 116.177 3.21597 112.961 110.694 16.5679 14.4334 12.8675 11.2864 9.50712 3.09791 4.04658 94.1259 82.1861 76.3623 69.5674 14.5549 8.91104 55.0126 40.3745 14.6381 34.3344 12.9171 7.80582 6.04016 21.4172 14.6692
internal_count=4633 3372 3359 1261 1199 43 1156 1125 306 260 188 140 122 57 326 819 628 594 547 152 104 395 305 90 234 70 43 71 164 125
is_linear=0
shrinkage=0.00196078


Tree=703
num_leaves=31
num_cat=0
split_feature=6 6 6 5 15 4 10 3 18 5 9 9 6 16 10 0 19 17 12 9 15 16 15 15 15 3 0 10 0 16
split_gain=0.769991 0.517445 1.15006 0.921582 0.712693 0.669013 0.668554 1.7207 1.76318 1.12058 0.819981 1.43602 0.852177 1.44641 0.642112 0.769872 1.2466 0.653926 0.612337 0.611381 0.653066 1.20453 0.748347 0.584629 1.30867 0.575257 1.39116 0.860462 2.04972 2.02843
threshold=1.8500432259500001 13.665319288000001 13.775321858200002 1.6209823962500003 10.623212892000003 296.43037955425007 70.182199495350019 84.812788641250009 14.170404054850001 17.687678651600006 206.50942114985003 214.52351813370004 14.195331671650001 16.684960983300005 78.196493182200015 97.615226258450022 13.351077205700003 166.68115439205005 88.990743116650009 202.86134752310002 23.949961253350004 17.604958831950004 27.471913688500003 21.288946184100002 20.937157557000003 85.589753040950015 93.843319501450011 66.859265246100009 90.321439350550008 19.224955043700003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=-1 3 5 -2 -5 -3 9 10 -9 -4 19 12 -12 -14 15 17 23 -6 -16 20 -8 -22 -23 24 -17 -11 27 28 -27 -29
right_child=1 2 6 4 14 -7 7 8 -10 25 11 -13 13 -15 18 16 -18 -19 -20 -21 21 22 -24 -25 -26 26 -28 29 -30 -31
leaf_value=-0.0019828794007215296 0.001995953535903473 0.00055330953828605775 0.0011739118023292347 -0.0015880710288622979 -0.0020844925084959275 0.0019441637074983447 -0.0005302321222433804 0.001133975550688305 -0.0021008925137560009 -0.00086137548268596699 -0.0022941371810268939 0.00032891322524565683 0.00092986159617411152 -0.0021624391338547727 -0.002030567722389299 -0.0020572099248546251 0.00013690165560802391 0.00010193843114706983 0.00020510778054945363 0.00082344327540051455 0.0015065135018432828 0.00047336665529220843 -0.0012971319747827757 -0.0020304398533175379 0.0017274011392453927 0.00015037193381057428 0.0016283012722565593 0.00064420856130832746 0.0012936778999388687 -0.0011166142789943245
leaf_weight=0.63719924460747179 0.79399684071540733 3.7053979542106381 4.2874822989106169 1.1484347860459809 0.53153352413210342 1.9508535899221895 4.3362522609531968 0.80479674106754773 2.7510742153390311 1.9484652904793609 1.700941869989036 4.4043597520794719 1.216353662312031 1.0342527837492523 0.46202167560113849 0.81887849047779926 2.9192740507423878 10.318768997734876 22.493593445251463 5.6825274964794508 2.3960381774231791 2.1677178032696252 1.4876428847201166 2.6949234500061721 0.57451196946203709 113.05117803922985 2.4417975023388854 4.1569121358916146 6.1077294640708706 5.7781265708617866
leaf_count=188 8 27 23 267 39 31 26 9 201 23 37 58 6 50 45 48 35 267 1003 54 9 20 41 152 4 1750 23 51 58 80
internal_value=0.000127155 0.000133433 0.000180625 -5.57604e-05 -9.45826e-05 0.00103302 0.000151538 -0.000119361 -0.00136875 0.000206558 6.25204e-05 -0.000425927 -0.00126727 -0.000491187 -5.25579e-05 -0.000325935 -0.000822597 -5.17023e-06 0.000160111 0.000316495 3.91715e-05 0.000447189 -0.000247183 -0.00150773 -0.000496768 0.000175487 0.000190846 0.000163657 0.000208974 -0.00037987
internal_weight=214.803 214.166 171.41 42.7559 41.9619 5.65625 165.754 27.982 3.55587 137.772 24.4261 8.35591 3.95155 2.25061 40.8135 17.8579 7.00759 10.8503 22.9556 16.0702 10.3877 6.0514 3.65536 4.08831 1.39339 133.484 131.536 129.094 119.159 9.93504
internal_count=4633 4445 2577 1868 1860 58 2519 511 210 2008 301 151 93 56 1593 545 239 306 1048 150 96 70 61 204 52 1985 1962 1939 1808 131
is_linear=0
shrinkage=0.00192234


Tree=704
num_leaves=31
num_cat=0
split_feature=9 12 13 0 15 12 15 5 5 6 6 16 7 3 5 5 5 10 3 18 5 3 0 3 5 15 3 10 0 5
split_gain=0.171174 0.53604 0.616748 0.491718 0.265408 0.405023 0.301383 0.302691 0.297676 0.333225 0.752435 0.660445 0.386132 0.565388 0.470797 0.752982 0.863428 0.536963 0.954599 1.14409 0.720425 0.516553 1.14046 0.573137 0.85259 0.744624 0.708329 0.570728 1.47186 1.14728
threshold=37.364870866050005 293.55977308740006 96.357027853400012 113.1679565431 11.870705757150002 373.75708690635008 12.537637863700001 9.1899936892500005 13.252098438300001 13.665319288000001 13.775321858200002 15.839962959300001 26.459406588900006 81.80440399325002 15.839549529050002 16.411347766100004 16.546942136250003 70.182199495350019 84.812788641250009 14.170404054850001 17.687678651600006 85.589753040950015 93.843319501450011 86.530713386600013 18.160071980500003 34.969820938750011 87.130239549750016 66.859265246100009 90.321439350550008 20.497141515850004
decision_type=2 2 2 2 2 2 2 2 2 2 2 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 -6 -8 -9 -10 11 -11 13 -12 -15 -16 -17 20 -19 -20 -18 -22 23 25 -25 -23 -26 28 -28 -29
right_child=4 -3 -4 -5 6 -7 7 8 9 10 12 -13 -14 14 15 16 17 18 19 -21 21 22 -24 24 26 -27 27 29 -30 -31
leaf_value=0.024905879905902477 -0.065358194436023642 -0.074860127699849038 -0.078438813992772888 -0.074079150441158675 0.039329067899032594 0.038058821470063085 -0.044450216258512448 0.01702188446613952 -0.0085624261628784552 0.065025056578461318 -0.04640338982710427 0.0080241480780171483 0.040816873525491508 0.057193041714272849 -0.051411636247783159 0.056064344626416775 0.035506724226384213 -0.0040516365489042458 0.035662477264501807 -0.078723186159103412 -0.037746992625274561 0.0063642652078226142 0.058522387445327853 -0.065126569108808721 0.043644823877791818 -0.071709360797604496 0.00080473069724199052 -0.076845998200465393 0.044149235914493871 0.016180953411287419
leaf_weight=2.1788017184007917 0.71466839591084763 0.64697910023824068 0.46702759779873293 0.30338064287934674 1.1083229977521103 0.27955696257049567 0.76662357787426927 6.251201540209876 17.850582085869974 1.8317591752856959 1.3406819994561363 2.6233672425150871 1.2831044641789038 0.79034833237528701 1.4495337884873141 1.5144355744123448 3.4201141595840445 15.038801242131742 0.6057939414022252 1.9822245390605528 1.7460432145744551 1.2979297414422029 1.8741898173466314 0.99310075305402179 2.1934632323682299 1.2949551001656798 93.541908264506674 1.4133433699607842 4.3504769355058661 1.4005957132903857
leaf_count=140 252 228 64 175 79 33 175 299 637 33 44 25 33 8 16 6 22 201 9 198 21 13 23 15 16 28 1730 34 52 24
internal_value=0.000911769 -0.0148144 -0.0016419 0.0128076 0.00124649 -0.0362793 0.00146862 0.00121713 0.00142792 0.000818046 0.00199736 0.0314605 0.00104295 0.000668379 0.00113617 0.000805827 0.00137636 0.000744871 -0.0110839 -0.0519482 0.00258149 0.00155877 0.00219212 0.00120068 0.00204495 -0.0326278 0.00269323 0.00180127 0.00273102 -0.0305432
internal_weight=172.553 3.59619 2.94921 2.48218 168.957 0.994225 167.963 166.855 166.088 159.837 141.986 4.45513 137.531 136.248 134.907 134.117 132.667 131.153 17.6268 2.58802 113.526 110.106 108.36 106.486 103.893 2.59288 102.9 100.706 97.8924 2.81394
internal_count=4633 607 379 315 4026 285 3741 3662 3487 3188 2551 58 2493 2460 2416 2408 2392 2386 408 207 1978 1956 1935 1912 1871 41 1856 1840 1782 58
is_linear=0
shrinkage=0.0728446


Tree=705
num_leaves=31
num_cat=0
split_feature=12 12 16 8 6 9 10 5 18 16 8 8 18 5 4 17 17 7 16 14 15 4 14 12 16 16 12 0 6 5
split_gain=0.165079 0.707363 0.526286 0.562511 0.555351 0.520578 0.607268 1.12683 1.20197 0.859436 0.979741 0.709863 0.878887 0.878241 0.659955 0.96309 0.610725 0.599845 0.633215 0.613846 0.582788 0.426297 0.644207 0.382021 1.25214 0.378315 0.3648 0.315513 0.306178 0.778491
threshold=247.98708896700003 249.73381652755003 12.604970524100002 8.0437227585500022 2.7350639043000005 31.257715529350005 74.927328095600004 21.363989181350004 14.549241649450002 22.634947069650003 8.1436447804000007 8.6432548896500023 13.344136431100003 25.361845021250002 328.87382113970006 204.04920942250001 201.23649604560003 26.296311413900003 9.9149768145000028 366.02505068985005 35.645792850250011 301.3713391001001 305.23266569440005 323.50112601465008 22.674946976100003 14.824965332800002 247.65401887280004 86.538778761000017 13.665319288000001 12.901187908600003
decision_type=2 2 2 2 2 2 2 2 2 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 -3 7 8 -7 10 20 12 13 -9 -14 16 23 25 -19 -20 -10 -4 -23 -16 -25 -8 -6 -24 29 -29
right_child=1 5 21 -5 26 6 17 11 9 -11 -12 -13 14 -15 15 -17 -18 18 19 -21 -22 22 27 24 -26 -27 -28 28 -30 -31
leaf_value=0.031693543803092354 -0.074557326892894196 -0.077286888285418909 0.0016262562886350236 0.03691860745711275 -0.07264062248752054 -0.10080343625952393 0.01727637689649161 -0.097336981497495423 -0.036766439980305481 0.062975377182195633 -0.088252895070816934 -0.045101298264976615 0.059017664938675413 -3.4359071306366913e-05 0.017010978684235435 0.048198699037229405 -0.062078067971994846 0.037769303201697649 0.048707932611397886 -0.063056968855391124 0.081189603102679156 0.076780215984945763 -0.021753996709385059 -0.097984276966402231 0.056946288051570294 0.066641868007262198 0.07846177946283335 0.038888329749428845 0.040176127041919828 -0.074893422340260293
leaf_weight=0.419256389424845 0.80779706675093876 0.52302399079781281 136.78916992526683 0.57144620655162714 1.7726728121779158 1.3732081527705364 1.9698391868732863 0.80160763191815876 0.52500771882478225 0.64074034988880146 1.055458494054619 1.6030187224969257 1.875374925089998 1.5888084318066829 3.2197127061954234 2.4787959708955896 1.0066822727821998 1.0572126986735386 0.36499190097674716 1.2451839426357763 0.44408248644322157 1.0323995109647501 1.2614286747702861 0.7106360213292644 0.51804479956626892 1.6290862163878044 0.096781805157661327 0.90313280827831499 2.1856552807730623 0.55926489224657416
leaf_count=90 64 215 2545 44 574 45 48 23 45 13 36 63 15 84 46 69 22 156 10 146 4 9 38 36 14 40 1 46 71 21
internal_value=0.000860267 -0.00477262 0.00184447 -0.0303444 -0.0471386 -0.00248392 -0.000861033 -0.00798966 -0.0432013 -0.0135236 -0.0377344 0.00231283 0.00854298 -0.032664 0.0185847 0.00902736 -0.00877217 0.0194353 -0.00780139 -0.0377223 0.0172865 0.00248949 0.0223623 0.00329108 -0.0326614 0.0396221 -0.064818 0.0109189 0.0222166 -0.00462524
internal_weight=171.03 25.4383 145.591 2.86016 2.28871 24.6305 24.1075 17.8412 4.0385 2.66529 2.02455 13.8027 12.1997 2.39042 9.80925 7.93387 5.45508 6.26631 2.66739 1.61018 0.96909 142.731 5.94188 4.44839 1.22868 3.59893 1.86945 4.90948 3.64805 1.4624
internal_count=4633 1194 3439 709 665 1130 915 515 143 98 85 372 309 107 202 187 118 400 312 156 49 2730 185 96 50 88 575 176 138 67
is_linear=0
shrinkage=0.0757875


Tree=706
num_leaves=31
num_cat=0
split_feature=13 16 16 12 15 5 5 15 16 15 9 15 18 2 7 17 18 7 17 6 6 8 6 13 2 3 7 18 15 3
split_gain=0.641962 0.658632 0.608837 1.10678 0.758229 0.507533 0.817506 0.957339 1.06026 0.783149 0.768362 0.764684 0.704359 1.20316 0.677394 0.755634 0.808047 1.06195 0.881315 0.840578 0.657226 0.650326 0.625009 0.746558 1.48742 0.851886 1.21912 0.794628 0.548891 0.51066
threshold=95.937628385050019 14.274966618900002 14.184966829400002 216.20511703005005 6.8054746905500005 23.714185006400005 23.195398057700004 42.33967733730001 22.614947116400003 41.29990759910001 226.58992707320002 40.957632625650007 13.391483899700001 166.17270395525003 24.374195395050005 199.05253715360001 13.471502260950002 23.276000438150003 196.70927211395002 15.885371159150003 16.475384944750001 8.543332867800002 16.435384010100005 117.59584708395001 180.42199898520002 93.733092718100025 19.052023743050004 11.634276750250001 34.969820938750011 112.7969493211
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 3 4 -1 6 7 9 -9 11 14 -2 13 -8 15 16 17 19 -18 -7 -17 -11 -21 25 28 -24 27 -27 29 -25
right_child=5 -3 -4 -5 -6 10 12 8 -10 21 -12 -13 -14 -15 -16 20 18 -19 -20 22 -22 -23 23 24 -26 26 -28 -29 -30 -31
leaf_value=0.001524696090892608 0.00017966332238416205 -0.0016902899620173104 0.0015139413147294948 8.9221464556357892e-05 -0.0019286970624850081 0.0011141349101798502 0.00090129354958294573 -0.0016922232564649527 0.00039239756937558038 0.0011053806945710326 0.0014319264234040573 -0.00077629716907373322 0.0013204553856216916 -0.00090828223769457198 -0.0017642732838566385 -3.1256479906842537e-05 -0.0020812749385654599 0.00089634294861668765 -0.0001517883539651831 -0.0020138334841512686 0.001640840587498321 7.7733600117151267e-05 0.00088621531923268823 -0.002040644900178544 -0.0022514154845047667 -0.0020844962575721536 -0.0020601616906971237 0.00062365221010552948 0.00025035998859360283 0.0010301161248017852
leaf_weight=0.25822045940730864 144.18244259302446 1.1037248877109949 0.72015937650576312 6.5413318535138387 1.7998751109698785 1.4092180450679901 3.9800902232527715 2.0198965379386205 1.5177563019096849 5.8677309057675284 1.1536307558417309 3.0346401393180704 4.1509132475475781 1.9417388560250399 0.88097360311075945 1.7876998363062733 1.5868307820055627 3.3934055296704164 1.7885296501917762 0.81632989263743994 1.5665996256575452 3.4871456064283848 2.8828898681094852 0.82577734231017552 1.7733869302901437 0.45561323600122738 1.1878479808365225 2.4773743003606796 2.9016328081488609 0.25076483096927404
leaf_count=37 2236 96 17 549 514 31 47 35 19 36 14 38 46 16 32 29 54 22 30 62 15 17 14 76 69 112 248 77 37 8
internal_value=0.000142167 -0.000313664 -0.000150629 -0.000290028 -0.00149541 0.000166246 0.000204415 0.000171652 -0.00079786 0.000193557 -7.31075e-05 0.000159958 0.000725193 0.000307942 -0.000139925 -8.2922e-05 -0.000211329 -5.56333e-05 -0.00105888 -0.000271272 0.000749684 0.000722313 -0.000415126 -0.00031281 -0.000815949 0.000100375 -0.00044939 0.000202966 -0.000176048 -0.00132536
internal_weight=207.744 10.4233 9.31959 8.59943 2.0581 197.321 170.182 160.11 3.53765 156.572 27.1385 147.217 10.0727 5.92183 25.9849 25.1039 21.7496 18.3742 3.37536 14.9808 3.3543 9.35488 13.5716 12.7553 5.75156 7.00373 4.12084 2.93299 3.97817 1.07654
internal_count=4633 1213 1117 1100 551 3420 2490 2381 54 2327 930 2274 109 63 916 884 840 756 84 734 44 53 703 641 190 451 437 189 121 84
is_linear=0
shrinkage=0.00188464


Tree=707
num_leaves=31
num_cat=0
split_feature=15 2 19 8 13 17 16 3 15 12 8 2 5 10 19 13 0 10 16 18 17 6 0 6 3 2 4 3 2 9
split_gain=0.174584 0.402597 0.177542 0.29241 0.326993 0.207766 0.909345 1.02098 1.13184 0.730897 0.561086 0.490703 0.58796 0.468165 0.997945 0.836013 0.71487 0.811988 1.17095 0.712688 0.440017 0.627294 1.34908 0.822254 0.733714 0.655797 0.745115 0.616827 0.476069 0.460627
threshold=50.429073788800004 310.93569142660004 14.651182102100002 8.6432548896500023 117.56896250265002 201.39543491635001 22.644947046300004 90.988176966900014 42.968808980200009 213.01251010555004 1.7486353823000003 325.13486840910008 21.191508333600002 63.452988794850008 14.251149826300002 115.13321943645001 91.109157582800023 68.846035804500005 19.794953710800005 14.329845562450002 198.39433209390003 14.905348261050003 96.631250582750013 16.375382608200002 91.302726568150021 72.043920985000014 330.20885572415006 81.355431485500006 163.83567356360001 202.70031010240004
decision_type=2 2 2 2 2 2 2 2 2 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 11 7 10 9 -9 -7 20 -13 -12 16 19 -15 -18 -19 -16 -1 22 24 28 -22 -24 27 -27 -23 -25
right_child=1 -3 3 4 -6 6 -8 8 -10 -11 13 12 -14 14 15 -17 17 18 -20 -21 21 23 25 29 -26 26 -28 -29 -30 -31
leaf_value=0.00082847294796197077 -0.079966517925201389 0.014823548707859881 0.025873683983526397 0.019626036396117964 -0.036390380640838514 -0.074192297109888755 0.059061944072119371 -0.013417259474088603 0.0096388193452299382 -0.099408656881831051 0.040608694535116945 0.0037785674945316132 -0.077019001860234151 0.074326186978722827 -0.10369587459629248 0.013134841740133338 -0.072642690654403166 -0.00088684975659228393 0.076919265868932926 -0.02253749120278685 -0.082642865561613127 0.0226067060217842 0.075034090596471453 0.024797779286659716 0.01341984950417679 -0.078063179244462613 0.059095704392542671 0.0072223959086716175 0.067771411533650183 -0.026932560609264678
leaf_weight=117.80026166583957 0.45329502303502422 0.50003699423541548 3.7177015992347142 1.1391051914542916 1.0746532566845415 0.55883434974385693 1.1295639388263214 0.76365559687837947 1.4032158056506885 1.674736165685317 1.3938698507845426 1.0000519953173341 0.91533406569942588 0.72993540763855591 1.1805951334536073 1.0941012203693388 0.76508204918355005 16.196065874857599 1.0958188474178303 1.1177325195167211 1.3698749917966768 2.3800058588385564 0.90711108036339316 1.9548820462077858 0.60967294313013543 0.65822712157387364 0.91573593419161614 1.4224347732961176 2.5818625800311565 1.714412710862234
leaf_count=2961 52 24 34 16 27 209 32 7 36 50 18 109 83 10 27 19 20 585 8 32 73 23 8 22 3 56 36 8 21 24
internal_value=0.000837839 -0.0302477 0.00101292 0.0133929 -0.00756673 0.000563337 -0.00501625 -0.0076037 -0.0424833 -0.0724779 -0.00205118 0.00177308 -0.0348334 -0.000340974 -0.00291447 -0.0392765 0.00365158 0.000794623 0.00404387 -0.0642266 0.002303 0.0142705 -0.00407242 0.0267732 -0.0530569 0.0207686 0.00434059 -0.0197581 0.0461077 0.000627698
internal_weight=170.218 0.953332 169.265 5.93146 2.21376 163.333 29.1032 27.9736 3.84161 2.43839 24.132 134.23 1.91539 23.5732 22.1793 3.39243 18.7869 18.057 17.2919 2.29833 132.314 14.5142 5.88306 8.63116 1.97955 3.90351 2.9964 2.08066 4.96187 3.66929
internal_count=4633 76 4557 77 43 4480 1053 1021 93 57 928 3427 192 719 701 78 623 613 593 59 3235 274 184 90 76 108 100 64 44 46
is_linear=0
shrinkage=0.0728446


Tree=708
num_leaves=31
num_cat=0
split_feature=15 2 5 7 7 5 12 2 2 12 0 9 16 16 2 12 8 15 13 19 19 9 10 7 5 13 17 6 5 5
split_gain=0.149322 0.36593 0.176268 0.651484 0.6504 0.449062 0.458053 0.403574 0.398929 0.41903 0.486815 0.545021 0.326604 0.272588 0.311302 0.265751 0.489884 0.409766 0.533088 0.565949 0.350483 0.822263 1.20567 1.02969 0.867162 0.899013 0.639062 0.574669 0.566338 0.607602
threshold=50.429073788800004 310.93569142660004 25.834968130800004 21.698399695800003 20.714163848350005 24.453399453300005 270.40131768760006 263.5517324101001 305.67240907785003 66.834523482800009 75.381677519650012 71.932467616300016 22.834946602000002 19.304954856600002 175.26802860955004 58.770113158150004 8.8430989333000021 31.028113015250003 117.15225149240001 14.451165964200003 14.451165964200003 188.55070358395002 64.630533455950015 22.791048179400004 22.744024947450004 116.86189801435002 188.27285108100003 16.575387281250006 21.701709660250007 21.100330328400002
decision_type=2 2 2 2 2 2 2 2 2 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 8 15 12 -8 9 -4 11 13 -7 -11 -15 -1 20 -18 -19 -20 27 26 23 -23 25 -25 -22 -17 29 -27
right_child=1 -3 3 -5 -6 6 7 -9 -10 10 -12 -13 -14 14 -16 16 17 18 19 -21 21 22 -24 24 -26 28 -28 -29 -30 -31
leaf_value=0.045240920382847612 -0.08417154324315107 0.014212653945671729 -0.085248401747933689 0.058078892392729356 -0.083198543660829433 -0.081975769118198677 0.022395383431510166 -0.042419277873319852 -0.079525401465144377 0.050280062979494097 0.057318222024840888 -0.07818412168601345 0.0013509596696349203 0.033946985897914589 -0.046167719100218017 0.00078737250758668107 -0.068166547169237215 0.012376859384741465 -0.0037522898441277493 -0.093295550436399921 -0.0049307902447835823 -0.032645816482469114 -0.056466065463840712 0.052096481363181096 0.04258710932619833 -0.014767642710409977 0.051374066612424781 -0.032439928623399422 -0.0360657680878817 0.033827730273135695
leaf_weight=0.81109425611793895 0.41334727345383626 0.49820917375473073 0.23271624930202861 1.5027485840982988 0.50483772574807506 1.0657045429179555 1.3704414039384576 0.98792145692277689 0.28196690172899241 0.86588276270777109 1.4347693512972908 0.43194892874635105 0.38179516838863481 0.56653214443940647 0.5934361555846408 121.98066346573432 0.96829335982329112 2.2753658350557093 0.91890447121113517 0.7797048503998667 1.6898045632988239 3.0705198142677608 1.8854809113545332 1.906168695539235 5.0842304205289102 3.5346543369814736 4.1953607499599457 3.1918395341490386 2.6862248182296753 2.7212429232895374
leaf_count=11 52 24 6 33 37 137 8 42 53 32 51 253 6 25 16 3342 50 30 13 31 23 32 33 32 74 38 56 38 39 16
internal_value=0.000802797 -0.0303999 0.000972181 0.0135392 -8.67243e-05 0.00047303 -0.0257659 -0.00475557 0.00943349 0.0155139 0.021538 0.000650809 -0.0599974 0.0174599 -0.00703945 0.00110627 0.0008781 -0.0230733 -0.0120859 -0.0448549 0.00165715 0.00968477 0.00249401 0.00834403 0.0162436 0.00389728 0.0352073 -5.99079e-05 -0.00637721 0.00637078
internal_weight=168.832 0.911556 167.92 6.41484 4.91209 161.505 3.80586 2.35836 4.40725 4.12529 3.89257 2.4578 1.4475 2.02585 1.15997 157.7 156.888 4.94227 3.97398 1.69861 151.946 26.7737 20.8885 19.003 15.9325 10.8483 5.88517 125.173 8.94212 6.2559
internal_count=4633 76 4557 506 473 4051 193 50 436 383 377 326 143 73 41 3858 3847 124 74 44 3723 343 264 231 199 125 79 3380 93 54
is_linear=0
shrinkage=0.0773033


Tree=709
num_leaves=31
num_cat=0
split_feature=12 4 6 16 8 9 2 17 7 18 10 16 18 10 18 15 17 14 8 16 4 14 6 12 3 15 18 7 19 15
split_gain=0.160851 0.648548 0.981404 0.460417 0.496713 0.484442 0.444667 0.385457 0.379128 1.02937 1.74772 0.716309 1.52405 0.774834 0.95624 0.746227 0.550047 0.435023 0.507055 0.468663 0.366977 0.530934 0.363043 0.35637 0.349297 0.303066 0.735949 0.859475 1.12993 0.533224
threshold=247.98708896700003 319.84476747495006 16.495385412050002 12.604970524100002 8.0437227585500022 34.606214986650009 233.38240125640002 194.56623159050002 24.176603375500004 14.122113655700002 62.036171360100006 22.604947139800004 15.015859748200002 65.644082171150004 17.142803710550002 45.102215827400009 199.89028782265004 366.02505068985005 2.6479335789000005 18.044957803000003 301.3713391001001 305.23266569440005 15.400359826950002 247.65401887280004 68.017990700350012 43.79812286300001 13.471502260950002 23.276000438150003 14.351157895250003 42.968808980200009
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=3 2 -2 4 5 24 -3 -4 9 10 16 12 -10 -14 -15 22 -8 -16 -19 -20 25 -22 -13 -7 -1 29 27 28 -27 -5
right_child=1 6 7 20 -6 23 8 -9 11 -11 -12 15 13 14 17 -17 -18 18 19 -21 21 -23 -24 -25 -26 26 -28 -29 -30 -31
leaf_value=-0.090459367982849717 -0.088895201118099704 0.053727312654178704 0.076721282502513546 0.0017079589464456305 0.039766766242341003 -0.09220198814152307 0.0009797774788888739 -0.035005111423526088 -0.10385978990746679 0.049202851190504736 -0.089104339073361641 0.0079797381505689706 0.090144197127195042 -0.066737567673761641 0.082886067418871029 -0.033738843397719841 0.077182830059944363 0.031146878197485978 -0.090955693266845675 0.093149471985852175 0.085680197864619764 0.012682717292697654 0.08354060416150616 0.091638910033819299 0.054780525852773078 -0.1061810805097904 -0.074319601548335806 0.052918388018927315 0.0011569951847731756 0.034652447520114871
leaf_weight=0.18575415550003516 1.6636261462699651 1.1190031186561125 0.50897919188719232 123.84466779174545 0.56257769441435801 1.4139100400152527 3.9027627508940004 0.46676427870988846 1.7453708128014094 3.2889956867147703 1.701320720323565 0.87299827719107348 0.56646247953176487 1.9643709465162826 0.58308310317806933 1.3448004703968761 0.92364387027919281 1.2400462622535999 0.65146201886091137 0.13093830645084381 0.94020287692546745 4.7789628780301427 1.177802733145654 0.088335208594798931 0.43943432677770033 0.99055517581291397 1.3754182979464529 1.6250865482725201 3.5255862298363354 3.9989318023435763
leaf_count=114 52 29 5 2381 44 522 126 37 73 118 89 25 16 183 10 26 10 219 150 1 9 176 25 1 28 31 22 11 68 32
internal_value=0.000836258 -0.00591698 -0.0474272 0.00195667 -0.0344345 -0.0540563 -0.000752194 0.023275 -0.00378606 0.00869396 -0.0117164 -0.0157068 -0.0321739 -0.00781455 -0.019957 0.0176666 0.015563 0.0153119 -0.00417009 -0.0601448 0.00265055 0.0246831 0.0513754 -0.0813918 0.0116273 0.00171965 -0.0156084 -0.00245915 -0.0223862 0.00273846
internal_weight=167.622 23.8524 2.63937 143.769 2.69001 2.12743 21.2131 0.975743 20.0941 9.81672 6.52773 10.2773 6.88173 5.13636 4.5699 3.3956 4.82641 2.60553 2.02245 0.7824 141.079 5.71917 2.0508 1.50225 0.625188 135.36 7.51665 6.14123 4.51614 127.844
internal_count=4633 1194 94 3439 709 665 1100 42 1071 343 225 728 652 579 563 76 136 380 370 151 2730 185 50 523 142 2545 132 110 99 2413
is_linear=0
shrinkage=0.0887971


Tree=710
num_leaves=31
num_cat=0
split_feature=6 6 16 3 19 16 3 7 15 0 15 5 0 5 0 17 5 9 15 10 13 13 12 13 7 15 17 15 6 8
split_gain=0.723695 1.22703 0.70433 0.59767 1.19527 1.09487 1.0107 1.96924 1.34025 0.730196 1.55013 0.659749 0.626395 0.720382 0.689133 1.27256 0.950514 0.85372 1.10696 1.63081 1.8486 2.21765 1.30042 1.73369 1.00149 0.812647 1.35831 1.03396 0.723137 0.824845
threshold=13.665319288000001 13.775321858200002 15.839962959300001 85.589753040950015 12.651020723000002 15.404963976500001 84.812788641250009 24.040556609400003 24.474073043650005 93.501885318850015 30.108785229950005 16.316541761950003 93.047535894850014 18.160071980500003 86.538778761000017 201.23649604560003 20.315138807500002 184.83999455315004 32.99104187950001 64.630533455950015 113.19215266625001 113.0174028878 133.59172866980003 117.51519334005 23.032419884600003 41.29990759910001 197.18249712500003 40.957632625650007 16.405383309150004 8.2435668022500028
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=-1 2 -2 4 5 11 8 -8 -6 12 -11 -3 13 -5 15 16 -15 -16 19 -19 21 -21 23 -20 -24 26 27 -18 29 -27
right_child=1 3 -4 9 6 -7 7 -9 -10 10 -12 -13 -14 14 17 -17 25 18 22 20 -22 -23 24 -25 -26 28 -28 -29 -30 -31
leaf_value=-8.7914944699804751e-05 0.0018278750505205147 0.0007193443061921449 0.00045679706077721258 -0.0010664617567859469 -0.0015738218087333659 0.0011363795124989043 0.00052691229508704512 -0.0021826446510910071 0.00011013059568283318 0.0016360725732506541 -0.00041532480906106251 -0.00057048785752013774 -0.00092289882949992959 0.0011950395530215699 0.0016657987175851814 -0.002209662188249693 3.2583087925943906e-05 0.0015890151018159975 0.0019462039141001932 -0.0011523191546388542 -0.0017707831635114942 0.0018829919115603204 -0.00070960266270701051 -0.00018955202955507269 0.00042465283802752587 0.00057485922542059858 -0.0018870123634130887 -0.0016281637675592965 0.00041350918197610877 -0.0016841472694227616
leaf_weight=43.964793616098177 2.64032900892198 2.4029155313037354 3.1699188873171806 1.6910841388162214 2.1272189524024752 4.7508494842331856 1.6166555993258942 2.8478737637633458 12.465576560818588 3.8549990877509108 2.2386041660793126 4.1714651158545166 1.9231210313737381 3.0497053265571585 1.9417324711102981 0.90963529916189045 34.05262855060937 1.4452527184039334 4.5594664290547362 2.0071632424369459 3.2847048193216324 1.7171543501317499 3.288569599390029 2.1504639163613319 33.28097709082067 1.1141400695778458 1.5955317430198181 1.5050013409927476 26.856147891492583 1.4052420565276404
leaf_count=2056 33 21 25 21 28 25 16 188 196 31 40 38 18 36 28 31 892 16 82 42 33 16 24 11 290 9 26 18 300 43
internal_value=0.000136331 0.000194303 0.00107985 0.000162978 -8.52977e-05 0.000419199 -0.000385106 -0.00120148 -0.000135342 0.000219325 0.000882452 -9.90582e-05 0.000187701 0.000204672 0.000221984 9.45125e-05 0.000124636 0.000389384 0.000341476 -0.000307475 -0.000698529 0.000247158 0.000468243 0.00126172 0.000322653 7.55684e-05 -0.000117127 -3.77092e-05 0.000319283 -0.000685152
internal_weight=214.029 170.064 5.81025 164.254 30.3826 11.3252 19.0573 4.46453 14.5928 133.871 6.0936 6.57438 127.778 125.855 124.164 70.488 69.5784 53.6755 51.7338 8.45428 7.00902 3.72432 43.2795 6.70993 36.5695 66.5287 37.1532 35.5576 29.3755 2.51938
internal_count=4633 2577 58 2519 512 84 428 204 224 2007 71 59 1936 1918 1897 1355 1324 542 514 107 91 58 407 93 314 1288 936 910 352 52
is_linear=0
shrinkage=0.00196078


Tree=711
num_leaves=31
num_cat=0
split_feature=6 15 6 2 16 0 5 2 13 3 3 10 8 13 13 9 6 5 3 18 8 7 6 9 2 17 16 9 7 6
split_gain=0.153082 0.590236 0.583301 0.551709 0.460284 1.12588 1.14636 1.09413 1.05035 0.941906 0.799643 1.18591 1.33512 1.32455 0.919627 0.598124 0.592554 0.403529 0.449692 0.403167 0.658018 0.351262 0.407725 1.03339 1.03682 0.779454 0.40097 1.09672 1.1991 0.658379
threshold=14.745344522600002 38.469938489650012 14.645342186050003 340.55256999290003 19.224955043700003 92.168410086200012 26.429611911700004 140.61735485095002 109.64607639220002 85.589753040950015 86.092494711350014 66.859265246100009 8.1436447804000007 113.19215266625001 113.89115178020002 199.17419511990002 14.935348962050002 19.480650800750002 89.883220675300024 14.243842826850001 8.543332867800002 24.581118242250003 16.345381907250005 196.51002155900002 190.3068252971 189.31980273685002 22.544947280100004 202.70031010240004 23.080728504150006 16.525386113000007
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 -1 -3 5 6 -2 9 -6 -7 -10 13 -13 -12 -15 -14 -9 -16 -19 21 -21 22 23 25 -25 -20 27 28 29 -24
right_child=4 3 -4 -5 8 7 -8 16 10 -11 11 12 15 14 17 -17 -18 18 19 20 -22 -23 26 24 -26 -27 -28 -29 -30 -31
leaf_value=-0.00051670318313458299 -0.095122559621413791 -0.088986359886892505 -0.083423255769294838 0.017502744408992334 -0.05361928785642793 0.015139405008426043 0.015652948929638505 -0.069720699626798485 0.058892433579605989 0.078381083909229474 0.05792623023975315 0.013304086455668045 -0.099777731047690915 -0.05014955653062482 0.039712839641795623 -0.02840231163733228 0.022061402351926718 0.03638781725492081 -0.032449132844704187 -0.079879036433056216 0.01884551449418146 0.034512489539235934 -0.034382725632112969 -0.069546241279439674 0.00099898062568613941 0.033379664476284508 0.00025665790828590507 -0.018421912421430982 0.054511042274813154 0.026292663900349164
leaf_weight=56.335518721338303 0.92475621000994435 0.87745189818087854 0.51172661932650854 0.43479994818335399 2.0680718265939495 2.5814438152592629 1.4085599822210495 0.79672303068218731 1.4570214450359333 3.0942042209208012 2.5656973160803309 1.9442884139716614 1.6610169271007182 2.0068528149276963 1.7328348942100991 1.2146645751781759 0.88980071479454637 2.2164324671030036 1.5993916449660881 0.92531969910487422 0.71533194091171026 1.9234294872730959 1.9182264822302366 2.7950989694800228 2.2449068129062653 3.2774880968572688 55.133594781462307 4.0871283896267405 5.1903212703764439 2.4129988908098312
leaf_count=2486 180 50 97 17 30 31 285 52 8 36 32 17 35 23 14 25 14 33 30 31 21 29 32 31 39 37 658 45 90 125
internal_value=0.000755263 -0.0024462 -0.00126301 -0.0537024 0.00246684 0.018542 -0.0282504 0.0333721 0.000893969 0.049617 0.00205595 0.00118939 -0.0361755 0.00317405 0.00158096 -0.0696293 -0.021297 0.0027857 0.0020279 0.00110168 -0.0368347 0.00187406 0.00107596 -0.0135772 -0.0381242 0.0117909 0.00318986 0.0150733 0.0294511 -0.00057944
internal_weight=166.945 58.1595 56.8472 1.31225 108.786 9.69549 2.33332 7.36217 99.0901 5.67565 97.022 95.565 4.81997 90.7451 88.1794 2.87568 1.68652 86.1725 84.4397 82.2232 1.64065 80.5826 78.6592 9.91689 5.04001 4.87688 68.7423 13.6087 9.52155 4.33123
internal_count=4633 2650 2583 67 1983 598 465 133 1385 67 1355 1347 77 1270 1238 60 66 1215 1201 1168 52 1116 1087 137 70 67 950 292 247 157
is_linear=0
shrinkage=0.0773033


Tree=712
num_leaves=31
num_cat=0
split_feature=10 5 6 5 9 18 16 7 13 3 18 16 19 16 4 0 0 18 10 16 7 7 9 12 4 6 6 17 10 13
split_gain=0.147896 0.250893 0.269614 0.176417 0.415692 0.318941 0.521171 0.244253 0.52304 0.285423 0.190488 0.440333 0.588451 0.365102 0.678657 0.355199 0.456797 0.34242 0.290979 0.372159 0.494149 0.365616 0.26446 0.261271 0.447256 0.824478 0.744933 0.599812 0.629431 1.50284
threshold=89.89935142405001 5.136608915900001 5.1351199812500008 2.7155367820000005 37.364870866050005 16.435318745950003 6.2449853965000015 23.883283491600004 96.357027853400012 79.47351079420001 17.108018746400003 17.684958644900004 12.851036860900001 11.864972254500001 402.75382129015003 105.7585659356 102.65877371115 16.884724796650001 80.395651932950003 9.7049773055000017 26.296311413900003 29.467962229850006 43.730860148300003 247.98708896700003 319.84476747495006 16.495385412050002 11.545269753400001 203.09927826650002 62.041548276350007 104.72350955535002
decision_type=2 2 2 2 2 2 2 2 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 7 -1 -7 8 9 -5 13 12 18 14 -6 16 22 -18 -12 -20 -21 -22 -15 -24 25 -25 -26 28 -28 -30
right_child=1 2 -4 4 10 6 -8 -9 -10 -11 11 -13 -14 15 -16 -17 17 -19 19 20 21 -23 23 24 26 -27 27 -29 29 -31
leaf_value=0.066018377159555719 -0.075163853109515774 0.032582124851022409 -0.074666215264411431 -0.017376955845066492 -0.07666171772653041 0.075230247781958276 -0.076230259351892163 -0.075628547576046978 -0.078951361336642295 0.074874055057778555 0.065291367808304829 0.076245058334204197 -0.049344716624567915 0.045527507196834981 0.02255100141356399 0.045899846626008177 -0.076425713464381914 -0.00022215581530183993 0.042587638587609118 0.063999690574027934 -0.072835766122476303 0.047542865094635102 0.0019568029097493302 -0.069147427204390252 -0.079610526351953467 0.018606273987838855 0.0060756751447733062 0.020201486756792234 0.033279413288453019 -0.066326500622642573
leaf_weight=0.61854522582143434 0.38198267490770266 0.44298727445857367 0.18280908714223187 0.43979772707098053 0.90885583592171204 0.21507056057453156 0.30089643091196194 0.56128204968990747 0.45971000818826724 0.31979190465062857 0.67843491071835149 0.58838128484785546 0.79909728316124518 0.73500101894023728 0.65492425548291067 0.9654217537608919 0.73823281720979028 0.58232979354215786 0.99905940191820297 0.29161631668102905 0.67667954627540894 0.17539411596953869 135.17488592038171 1.5922701956878911 0.6660965436603864 0.94002919411286701 5.0394408268712123 5.4362339776707804 1.2391429277922728 2.5719861161778681
leaf_count=11 314 63 235 43 251 6 49 143 82 5 14 17 59 40 32 42 94 13 23 12 83 14 2429 52 46 42 145 144 30 100
internal_value=0.000664997 -0.0277119 0.00125249 0.000838982 0.000636047 0.0300374 -0.013097 -0.0350683 -0.0163971 0.0214613 0.00102981 0.0166298 0.00694087 0.000612277 -0.0351106 0.000971105 0.000690751 -0.0428222 0.0228837 0.00945664 -0.0194846 -0.0480566 0.00106535 0.00085128 -0.00769531 -0.0365719 -0.00280502 0.0007759 -0.0111558 -0.0339408
internal_weight=165.376 1.00778 0.625796 164.369 163.234 1.13451 0.515967 1.78058 1.2193 0.75959 161.454 4.20866 3.62028 157.245 1.56378 155.681 154.716 1.32056 2.82118 2.14275 1.14369 0.852074 153.395 152.66 17.4852 2.5323 14.9529 14.2868 8.85057 3.81113
internal_count=4633 612 298 4021 3955 66 55 273 130 48 3682 222 205 3460 283 3177 3135 107 146 132 109 97 3028 2988 559 94 465 419 275 130
is_linear=0
shrinkage=0.0743015


Tree=713
num_leaves=31
num_cat=0
split_feature=7 7 18 16 8 7 7 18 9 5 0 12 5 10 10 3 5 16 19 16 13 5 3 15 10 18 3 8 5 10
split_gain=0.141158 0.584474 0.556082 0.912674 0.996072 0.795984 1.01012 0.664584 0.799223 0.542084 0.833589 0.75839 0.653852 0.913826 0.513686 0.507385 0.930185 0.747706 1.67381 1.12307 1.26318 0.703996 0.660176 1.24809 0.551383 1.02126 0.547073 0.656963 0.599136 0.546854
threshold=22.721067571950005 23.109894804950002 13.956123578150001 22.454947490600002 8.2435668022500028 23.822419043000004 23.695207782600004 14.085466345100002 190.36745536595001 21.869642762900003 86.904409066750006 183.01001782225003 20.911722254300006 62.079186690200011 61.950140699950005 85.589753040950015 19.688300142250004 19.224955043700003 13.751109481500002 20.034953149600003 112.67059178900001 19.768819263000005 84.812788641250009 28.579157549250002 71.246828915000023 14.598777227650002 89.404675128050016 8.543332867800002 21.072048321250005 75.085947125300024
decision_type=2 2 2 2 2 2 2 2 2 2 2 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 12 11 -11 -5 -14 -7 16 22 21 -19 -20 -21 -17 24 -24 -16 29 27 -22 -28 -26
right_child=1 2 5 9 -6 14 -8 8 -10 10 -12 -13 13 -15 15 17 -18 18 19 20 26 -23 23 -25 25 -27 28 -29 -30 -31
leaf_value=0.0050248211761485572 -0.014292477034475828 -0.021110476554696483 -0.067509792574008604 0.010571300191995743 0.053952783457902526 -0.079042624797594843 -0.087586566016742654 -0.073003106196387876 0.02932775851793885 0.061166865193061602 0.057387848798118313 0.001306433349134278 0.004289088562381126 -0.050437020504928903 0.031229901532508007 0.077431282342343505 -0.086148347712096826 -0.07035540672836775 0.074727402770141255 -0.090347938961884006 -0.0053675656471962622 -0.0016519558501236224 0.015081214312569664 -0.08856872201335185 -0.088527618893458324 0.00098132849643441664 -0.048871571115191657 0.080220181695191045 0.013581105642131148 -0.014407119592011767
leaf_weight=36.893549336949945 17.463062239501596 1.4845949024311256 1.0034322962601425 6.6296455599367601 4.9768183026462793 0.53152787685394187 1.5344676021777557 0.62294617606676217 2.3792290927376598 1.4956439570523858 2.3472526203840962 16.17007473949343 3.8612543642520905 4.0372807718813419 3.4205300357425577 1.9609494613832787 0.87200923600175784 1.692481419770046 1.7456397004425515 0.82852896023541589 0.9656259603798375 1.1581312557682393 1.4479711797321209 1.5622027961944693 1.2852809748728753 36.998562275912263 1.247131197247654 1.4530651811510322 4.8880072934553027 1.2901637338800354
leaf_count=1327 241 20 19 35 119 19 44 84 22 12 26 189 19 28 32 38 109 28 12 24 26 26 30 137 58 1752 43 27 73 14
internal_value=0.000644237 -0.000624792 0.00154719 0.00896291 0.036706 -0.00286671 -0.0321006 -0.0108451 0.00809428 0.00377317 0.0123576 0.00637444 -0.00805216 -0.0236838 -0.000310057 0.000356148 -0.00385878 0.0127519 0.00416002 0.0154932 0.00447238 0.0480673 -0.002299 -0.0387104 0.000250268 -0.00242742 0.0136567 0.0460506 0.000885927 -0.0513971
internal_weight=164.247 127.354 109.89 41.0026 6.46141 68.8879 5.54008 4.00561 3.00218 34.5412 20.013 17.6657 14.5282 7.89854 63.3478 62.8163 46.8767 15.9396 12.8205 11.128 9.38236 3.11908 46.0047 3.01017 42.9945 39.574 8.55383 2.41869 6.13514 2.57544
internal_count=4633 3306 3065 448 139 2617 169 125 106 309 227 201 82 47 2448 2429 2132 297 233 205 193 64 2023 167 1856 1824 169 53 116 72
is_linear=0
shrinkage=0.0804263


Tree=714
num_leaves=31
num_cat=0
split_feature=6 6 10 3 9 16 10 15 5 9 6 9 3 10 17 7 15 13 12 12 18 17 16 17 7 7 17 9 15 17
split_gain=0.836013 1.19204 0.661784 1.32481 1.02789 0.970376 1.2094 1.19904 0.850712 0.847262 0.999481 0.79238 0.683258 1.00669 1.17217 1.21091 0.804127 0.71249 0.701267 1.3571 1.29306 1.85593 1.28034 1.18337 0.99807 1.39672 1.17848 0.918698 1.04502 0.861602
threshold=13.665319288000001 13.775321858200002 70.182199495350019 83.613736315050019 206.39860865795001 18.094957686100003 71.053259929650025 27.063546193350003 17.687678651600006 214.52351813370004 14.135330269750002 216.07042296730003 93.883646373400012 61.917879202350001 189.00567661160002 22.460452099450002 42.968808980200009 117.60660091645001 133.01805689090003 121.79144674955002 13.405741979600002 196.01244718945003 20.804951349000003 189.44392401325004 23.109894804950002 22.435297587800004 188.06121519230001 194.45262321395003 35.133229767950006 191.06791329340004
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=-1 -2 8 4 -4 6 -5 -7 -3 10 -6 -9 18 16 15 17 -14 -15 19 20 23 -22 -23 27 25 -20 -27 28 -10 -28
right_child=1 2 3 5 9 7 -8 11 12 -11 -12 -13 13 14 -16 -17 -18 -19 24 -21 21 22 -24 -25 -26 26 29 -29 -30 -31
leaf_value=-0.00011310084649567457 0.001092377726910993 0.001152844108725963 0.00050320367913470661 0.0015578197378374918 -0.0023683305448620258 0.00043865117709352558 -0.0014196057215878444 -0.0021376216361861083 0.00047566285000708578 0.00026958529927902325 -0.00028045458490260169 0.00040045361918183769 -9.8732781580511129e-05 -0.0018468411348955278 -0.0016155487648115536 0.00089345123811813607 0.00088163016913323595 0.00020825498544621216 0.0013057864921777519 0.0012389784788996684 -0.0020382168989146344 0.0012629553940334832 -0.00074320086050457261 0.0013461513397266017 0.00030568490080075188 -0.0014006565679472497 0.0003022423496785901 0.0010687580347088202 -0.0010104705583213664 -0.00068775215078449234
leaf_weight=39.1618584757598 5.6304009072482577 3.7452300004661074 12.391641530208295 1.2357127239083632 1.4238285021856421 1.2089388044551013 0.91130685646203335 3.4508823104551998 4.1830058784689843 3.4712495623389259 2.3143211877904832 0.54801782229333174 10.481629513818918 1.5758762429759356 3.0455254608532414 2.5156481176381931 4.6409576861187807 1.1022628750652073 2.0772787560708847 7.6257889941334716 1.9647070504724968 2.3467263244092464 2.5543925724923611 5.3074070289731017 54.065982598811388 3.5627685914514613 7.6553097241558117 3.3355126716196537 3.2191018313169479 6.0517824490088969
leaf_count=2056 58 23 67 8 29 34 43 241 27 45 28 16 505 259 104 38 45 10 37 102 31 22 33 58 506 42 57 20 27 62
internal_value=0.000144243 0.000205829 0.000174239 -0.000105559 0.000160714 -0.000815189 0.000294045 -0.00127249 0.000231788 -0.000427964 -0.00107571 -0.0017898 0.000204693 -9.83096e-05 -0.000649742 -8.34136e-05 0.00020213 -0.00100101 0.00027279 0.0005225 0.000284023 -0.000428079 0.000217376 0.000588738 0.000168921 -0.000213267 -0.000395984 0.000214363 -0.000170642 -0.000134848
internal_weight=202.805 163.643 158.013 26.9559 19.601 7.35486 2.14702 5.20784 131.057 7.2094 3.73815 3.9989 127.312 23.3619 8.23931 5.19379 15.1226 2.67814 103.95 30.5366 22.9109 6.86583 4.90112 16.045 73.4131 19.3471 17.2699 10.7376 7.40211 13.7071
internal_count=4633 2577 2519 511 169 342 51 291 2008 102 57 257 1985 961 411 307 550 269 1024 320 218 86 55 132 704 198 161 74 54 119
is_linear=0
shrinkage=0.00196078


Tree=715
num_leaves=31
num_cat=0
split_feature=7 6 7 8 17 2 2 18 6 8 7 2 8 8 18 5 10 17 3 12 5 7 13 6 10 2 12 17 17 9
split_gain=0.134833 0.99518 0.445448 0.563609 0.669943 0.338574 0.683282 0.566055 0.479309 1.03576 0.676867 0.379148 0.709519 1.04906 0.653811 0.74551 0.648676 0.779145 0.8482 0.778418 0.642177 0.62977 0.99072 0.634119 0.715991 0.592343 0.539173 1.06471 0.690953 0.553257
threshold=24.384659815400003 16.475384944750001 24.545313225450005 8.7431769115000026 199.05253715360001 323.30468295165002 298.00670864630007 13.956123578150001 14.195331671650001 7.7439566930000003 24.277136467000002 115.49410390990001 8.0437227585500022 7.943800736700001 13.988302431200003 20.389142059250002 61.950140699950005 188.27285108100003 94.297668925450012 92.791843202150019 21.990725385850002 23.432223030750006 113.89115178020002 16.285380505300001 62.00390986255001 100.00310400885002 144.66294237600002 189.44392401325004 189.19102531915004 186.70853236170004
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=5 2 3 4 -2 6 8 -7 9 -1 11 12 13 -10 26 -16 17 18 -14 -18 -17 22 -21 -24 -25 -23 27 28 -13 -28
right_child=1 -3 -4 -5 -6 7 -8 -9 10 -11 -12 14 16 -15 15 20 19 -19 -20 21 -22 25 23 24 -26 -27 29 -29 -30 -31
leaf_value=-0.004929528074089526 -0.080379753805879514 -0.10409974779494531 0.00064757811186989356 0.030418459074051461 -0.0013810415097961436 -0.088613155880234593 0.045279203138541849 0.004772274768842337 0.013672132549185242 -0.085860590721033136 0.042207379836274359 -0.048566366735476624 -0.067184582693882722 -0.098673915206351881 0.010505306792671547 -0.11187483509322298 -0.004811145210174078 0.023663536103011557 -0.0029040357944354815 -0.040052317871769563 -0.018129382942300369 0.022152248396979737 0.06228048124801417 0.051450244259082373 0.0042934248683351977 0.066723835774668533 0.022157699857718562 -0.16554667974167991 0.085860325461714362 -0.0021116584940049621
leaf_weight=6.7924238889027029 1.5789658984285777 0.61952587403356929 45.338730636050968 0.81173063069581974 1.2394361854530869 0.70429493821939004 2.3935126258074879 1.0395777101693964 1.1887593039573396 1.2042251857928929 2.8169273509411132 0.85568184881048981 2.1365847997367364 0.98152731359004963 1.2480247254716226 1.0442399857565758 9.279424248612484 2.9682216495275497 3.5077414973638952 1.9588321593692004 0.86352524975154654 4.4938922487199298 2.0543426722288123 2.6296589076519004 10.011842102918306 3.3786787297576666 7.0958810721549517 0.37101603299379338 0.34788012504577637 42.266526329236513
leaf_count=392 113 38 2030 6 22 92 83 54 214 43 40 178 19 14 27 27 118 25 58 33 23 48 21 16 127 73 250 3 2 444
internal_value=0.00069474 -0.00280447 -0.00152294 -0.0286317 -0.0456388 0.00222176 0.00276983 -0.0329431 0.0018406 -0.017117 0.00333418 0.00222453 0.00771534 -0.0371372 -0.00230162 -0.0378252 0.0100101 -0.00969441 -0.0272366 0.01503 -0.0694422 0.0225366 0.0136761 0.0208377 0.0141029 0.0412811 -0.000100768 -0.0464307 -0.00971139 0.00137708
internal_weight=163.222 49.5884 48.9689 3.63013 2.8184 113.633 111.889 1.74387 109.496 7.99665 101.499 98.6823 44.5895 2.17029 54.0928 3.15579 42.4192 8.61255 5.64433 33.8067 1.90777 24.5272 16.6547 14.6958 12.6415 7.87257 50.937 1.57458 1.20356 49.3624
internal_count=4633 2209 2171 141 135 2424 2278 146 2195 435 1760 1720 766 228 954 77 538 102 77 436 50 318 197 164 143 121 877 183 180 694
is_linear=0
shrinkage=0.0804263


Tree=716
num_leaves=31
num_cat=0
split_feature=0 19 18 7 9 2 5 13 16 3 15 5 15 7 9 7 17 8 9 12 9 6 3 0 2 2 16 10 4 13
split_gain=0.149581 0.356221 0.442325 0.333902 0.207299 0.34836 0.191173 0.855634 0.318331 0.36534 0.650341 0.776371 0.633325 0.481423 0.343449 0.320625 0.739536 0.739643 0.548108 0.484659 0.967537 0.89945 0.660403 0.424978 0.418831 0.727885 0.417393 0.37048 0.370303 0.458058
threshold=71.249517373150013 13.351077205700003 11.890615410500002 19.250086031950001 66.544071737050004 113.96113505555 30.133297129900004 118.84598011460001 22.764946765650006 93.915907870950022 40.42701969085001 21.043187000650004 44.732387748900003 23.781511574300001 59.706428165300004 22.580797808900005 189.44392401325004 8.0437227585500022 195.13041324455003 134.67483745670003 188.55070358395002 13.855323727400002 90.461239173300015 85.732241321850012 80.759923107050014 86.916594916350007 22.714946882600003 61.998532946250002 338.43307385465005 96.975373223400013
decision_type=2 2 2 2 2 2 2 2 2 2 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 -2 -3 -6 7 8 9 15 11 -11 -12 -14 -13 16 18 -18 19 24 21 22 28 -17 27 -26 -25 -5 29 -21
right_child=3 2 -4 6 5 -7 -8 -9 -10 10 12 14 13 -15 -16 23 17 -19 -20 20 -22 -23 -24 26 25 -27 -28 -29 -30 -31
leaf_value=-0.10207015949411835 0.036930961113399927 0.053176045573379578 -0.09258111856786598 0.023263352800489755 0.082128885432577306 -0.092081674592797341 0.03492332662620419 -0.070745902167542563 0.030596557794469483 0.018132404219377712 0.016703466673178475 0.08022873683910263 -0.09196210275011002 0.032296073455930795 -0.095850828666209753 -0.066543294671390446 -0.010890708638377657 0.077953923281954732 0.062076221823037847 -0.090781347684548139 -0.086614271072510032 0.079989304126464017 -0.09314335568319701 -0.0002347409854131677 -0.00013073380532824347 -0.11454757755312869 0.059218319084773915 -0.024383027307324247 0.060823762146402227 0.018327917685261319
leaf_weight=0.35851464142251543 1.9315991914481845 0.65351012762403093 0.32757511441013765 2.0965233482420462 0.13751747040078044 0.23676603924832307 1.2144347810244642 1.2760840831324447 2.6762718092650166 0.77028883241291568 3.8499407065100968 0.088461241219192632 0.83129751495653159 0.33015628380235285 1.6477655419839718 0.72748732930631277 1.0410674221930087 2.2342480034567416 1.1134439399465907 0.37509263926767822 0.60316541790962208 1.7643849701853467 0.46729716914705921 127.35426490119426 0.88111445204413008 0.80762786071500159 0.90127340331673522 3.016105504706502 1.0042997264536095 1.3101122872903941
leaf_count=103 87 28 54 13 2 43 43 70 35 14 32 3 97 19 356 24 52 35 10 54 7 24 22 3233 12 36 13 35 34 43
internal_value=0.000681074 -0.024901 -0.0044887 0.000954567 0.0235878 -0.0280741 0.000515806 0.000249939 0.00083109 0.000311166 -0.0184031 -0.0546078 -0.00029488 -0.0566403 -0.0868795 0.00127681 0.0126215 0.0497144 0.00358139 -0.00170274 0.0174517 0.0302065 0.00238212 -0.000193303 -0.0172607 -0.0548497 0.000183046 -0.00484479 0.0189795 -0.0059576
internal_weight=162.028 1.71388 1.35537 160.314 1.02779 0.374284 158.382 157.168 155.892 153.215 7.51791 2.50652 5.01139 1.16145 1.73623 145.698 16.7145 3.27532 13.4392 12.3257 5.52435 4.92119 3.1568 128.983 6.80137 1.68874 128.256 5.11263 2.6895 1.6852
internal_count=4633 230 127 4403 73 45 4316 4273 4203 4168 521 373 148 116 359 3647 377 87 290 280 184 177 153 3270 96 48 3246 48 131 97
is_linear=0
shrinkage=0.087056


Tree=717
num_leaves=31
num_cat=0
split_feature=8 13 10 16 17 9 15 18 6 13 5 7 6 5 7 15 15 16 13 3 6 6 19 5 18 7 6 15 15 6
split_gain=0.145412 0.428024 0.456282 0.260632 0.238201 0.236794 0.220176 0.836863 0.54261 0.599276 0.501871 0.319082 0.495395 0.309566 1.04814 0.787749 0.593418 0.835366 1.51466 0.583491 0.693922 0.563649 0.469167 0.446085 0.440077 0.439738 0.488086 0.401727 0.343655 0.273683
threshold=10.341929261000002 118.84598011460001 58.309968391300011 22.764946765650006 162.04221493815001 58.084576609100004 44.483611103700007 13.1052958007 16.405383309150004 117.58509325145 24.367802910700004 23.276000438150003 16.505385645700006 23.195398057700004 23.473156321500003 42.33967733730001 41.54912092575001 22.674946976100003 117.61735474900001 93.469623821300004 16.505385645700006 16.405383309150004 12.451004585100002 23.435546682850003 12.783127173500002 22.435297587800004 16.525386113000007 20.734744936600006 42.80317728375001 17.755414852450006
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 3 -3 4 5 -1 13 -8 10 -10 -9 -11 -13 15 19 16 17 24 -19 -15 21 22 -21 -22 -6 26 -25 -28 -17 -26
right_child=-2 2 -4 -5 6 -7 7 8 9 11 -12 12 -14 14 -16 28 -18 18 -20 20 23 -23 -24 25 29 -27 27 -29 -30 -31
leaf_value=0.020021922333652572 0.032263598397968815 -0.0044081190642654474 -0.088024599928468339 0.026463596863196586 0.041600859527134611 -0.084678182632499405 -0.088374070746310984 -0.067693426171722512 0.029557942209197805 -0.042076924431539459 0.0031012377891801511 0.033214333515941684 -0.037670532296021131 -0.031687227508323389 0.069065273961228649 -0.076322495904376855 0.030471827181652839 0.0016088180696370276 -0.099354208218819448 0.044259972851528613 -0.11136424362535988 0.072412404779926248 -0.06650438053888498 -0.098441500959097011 0.001233355761175371 0.077244000557737807 -0.094556704335118896 0.01198106117795837 -0.013537126902458027 -0.040906995345414116
leaf_weight=0.21989036730519629 0.96881708287401025 1.051647435495396 0.75411189341684792 2.6269024424254885 1.8116975980519772 0.42894276258630271 0.85320087253057764 1.4992310585803346 3.9407677658309677 1.718030538264429 1.2241130948495991 1.5616428949870171 1.1536575742065904 2.404631993500514 1.963042487270285 1.2404298094916151 4.5173045248957342 2.7377581633627406 1.5753815546631811 0.60825788648799084 0.26184685155749354 1.8688138880534095 0.44608640039223246 0.37886332254856903 117.86589607289352 0.43057801760733116 0.26504528530949789 2.3506433519723942 1.1131783210876163 1.0463728196700675
leaf_count=57 27 68 63 35 33 307 86 53 49 33 36 30 17 37 24 17 36 37 23 24 3 24 32 15 3089 5 91 231 29 22
internal_value=0.000577686 0.000385726 -0.0393276 0.000839281 0.000406362 -0.0491952 0.000614215 -0.0100824 -0.00406312 0.00628146 -0.035872 -0.0144089 0.00309728 0.00150885 0.0147449 0.000407308 0.00126178 0.000206487 -0.0352681 0.00291618 0.0155042 0.0453551 -0.00260372 -0.00816259 0.0014739 -0.000272957 -0.0114189 0.00118569 -0.0466271 0.00086254
internal_weight=160.887 159.918 1.80576 158.112 155.485 0.648833 154.836 11.9506 11.0974 8.3741 2.72334 4.43333 2.7153 142.886 10.9778 131.908 129.554 125.037 4.31314 9.01477 6.61014 2.92316 1.05434 3.68698 120.724 3.42513 2.99455 2.61569 2.35361 118.912
internal_count=4633 4606 131 4475 4440 364 4076 304 218 129 89 80 47 3772 486 3286 3240 3204 60 462 425 80 56 345 3144 342 337 322 46 3111
is_linear=0
shrinkage=0.0820348


Tree=718
num_leaves=31
num_cat=0
split_feature=9 12 13 0 15 12 15 5 13 5 19 13 13 19 6 6 16 19 16 2 13 4 2 12 7 3 19 4 5 8
split_gain=0.132908 0.432305 0.496708 0.366372 0.214381 0.313163 0.246495 0.265353 0.2493 0.244008 0.273968 0.28475 0.453074 0.285652 0.253733 0.598106 0.629926 0.308137 0.643346 0.913543 0.550398 0.535872 0.497148 0.664454 0.293159 0.477118 0.381104 0.304173 1.07476 0.562205
threshold=37.364870866050005 293.55977308740006 96.357027853400012 113.1679565431 11.870705757150002 373.75708690635008 12.537637863700001 9.1899936892500005 106.01665791610002 13.252098438300001 13.751109481500002 98.255079293500017 99.865465713650011 13.351077205700003 13.665319288000001 13.775321858200002 15.839962959300001 11.850956171350001 17.154959884200004 186.79363985910004 101.03763345850001 414.02602702375003 228.51532141640004 94.177001085000015 26.459406588900006 81.80440399325002 12.250988447150002 309.25865594525004 21.363989181350004 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 -1 5 -2 -6 8 -8 10 11 -9 -13 -14 17 16 -16 20 22 -20 -11 -21 23 -19 25 26 -17 -27 29 -29
right_child=4 -3 -4 -5 6 -7 7 9 -10 14 -12 12 13 -15 15 24 -18 18 19 21 -22 -23 -24 -25 -26 27 -28 28 -30 -31
leaf_value=0.024585540146738256 -0.070130762416482556 -0.082680370941009773 -0.085441715787643785 -0.081533808304791899 0.041900390768843089 0.036395322297935094 -0.065142115905017547 0.0009533234439578521 0.082844248726766573 -0.0045770482449399028 -0.047515092817160473 0.066869486885628798 -0.028025856281142066 0.044314563681855754 0.069628769603992308 -0.0038359110731404035 0.0059987627512843372 0.022593544741497933 0.015272513725185323 -0.088604829344730907 0.063227718607278105 0.018260081204137611 0.0072358629490825313 -0.078806833524459691 0.041451510091181074 0.0021331448299184278 -0.09074548390908313 -0.08798874850629472 -0.0012865775815592291 0.015872905773988814
leaf_weight=1.9071825550054202 0.61283619636742415 0.52287555507791683 0.39336852326232463 0.23654043013084436 0.94985891709802572 0.25187225440822658 0.63472716986143396 2.3739299754306549 0.083296328783035278 5.9860076224431422 0.39490756392478932 1.6406477116979661 0.77651990856975295 0.64748696784954518 1.6785515956580628 0.64047634415328392 2.5131359398365021 0.50879356800578435 4.7157497904263437 1.038942926097661 0.88943954929709423 0.42878624540753651 0.92160731132025819 2.3425808039028198 1.126384236733428 111.26812073388646 0.66546381521038711 1.5488219006219868 11.651099666729349 0.43090891916654062
leaf_count=140 252 228 64 175 79 33 174 187 1 258 22 34 31 25 33 12 25 35 60 54 9 20 62 139 33 1921 32 89 386 20
internal_value=0.000509117 -0.0160912 -0.00236768 0.0128762 0.000833237 -0.0391018 0.0010548 0.000804344 -0.0479745 0.0010315 0.0171662 0.0218628 0.0380597 0.00486688 0.000397062 0.00158694 0.0314793 -0.00890052 -0.0179433 -0.0019737 0.00419449 -0.057385 -0.0441156 -0.0607132 0.000602896 0.00023832 -0.0481221 0.000743976 -0.0105958 -0.0653822
internal_weight=159.781 3.05997 2.53709 2.14372 156.721 0.864708 155.856 154.906 0.718023 154.188 5.83349 5.43858 3.06465 1.42401 148.355 131.523 4.19169 16.8319 9.95646 6.18348 6.87545 1.46773 3.77298 2.85137 127.331 126.205 1.30594 124.899 13.6308 1.97973
internal_count=4633 607 379 315 4026 285 3741 3662 175 3487 299 277 90 56 3188 2551 58 637 370 134 267 74 236 174 2493 2460 44 2416 495 109
is_linear=0
shrinkage=0.0804263


Tree=719
num_leaves=31
num_cat=0
split_feature=19 5 5 12 2 8 9 2 9 9 2 8 5 6 9 7 16 12 9 6 3 6 15 15 5 12 2 5 12 16
split_gain=0.125744 0.249408 0.257719 0.175629 0.465149 0.243412 0.641362 0.597742 0.436488 0.401378 0.251059 0.222032 0.256221 0.240453 0.2408 0.668548 0.709431 0.664913 0.661381 0.649688 0.643189 0.935139 0.721963 1.8604 1.9623 0.962734 0.801776 0.546818 0.483223 0.430806
threshold=14.651182102100002 22.327062271350005 23.881206071300003 74.22129117770001 54.465024697200008 8.8430989333000021 226.58992707320002 151.08605618930002 207.89602404040002 213.52050414910005 100.92170827030002 8.7431769115000026 21.990725385850002 1.8500432259500001 201.65416293750005 25.257178691350003 22.654947022900004 105.28371344000001 201.40496258350001 14.935348962050002 93.216908757050007 16.335381673600001 32.548041893900006 40.042228346200012 22.627560662300002 126.97170174405001 131.42729508740004 19.688300142250004 108.57174425965 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=3 -2 -3 -1 -5 11 7 8 -7 -10 -11 13 -13 -6 18 16 20 -17 -15 27 21 22 25 -24 -25 28 -27 29 -16 -19
right_child=1 2 -4 4 5 6 -8 -9 9 10 -12 12 -14 14 15 17 -18 19 -20 -21 -22 -23 23 24 -26 26 -28 -29 -30 -31
leaf_value=0.019264365854567651 0.033079578023243621 -0.034005559338058926 0.016882228999571113 -0.055458830057811256 -0.0866055456265684 -0.069748097462647818 0.05390849498547038 -0.097215476496448919 0.033618661540579187 -0.073502642482174474 0.0052710039217785248 0.033704918557218848 -0.0030204273765670878 0.0014708643700458402 -0.020241516596403827 0.061239864947198824 0.03168393472693444 -0.0092975275402340397 0.052367317155078204 0.072689573589891227 -0.075661225914717148 0.014785525525111271 -0.10870696316022296 0.078949824858622369 -0.083124895211344391 0.037471446466333568 -0.036913377354645886 -0.062336847677712776 -0.078088531400240052 0.018969721890520614
leaf_weight=3.3794945347472085 2.4996759779751292 1.2033883053809407 1.8235208018450064 1.1098745325580228 0.2333271150055215 0.82370691656251382 0.75142819847678755 0.81697586411610235 1.3474174264556498 0.59632765360583995 0.58271332501317374 3.0981261553242794 2.500862967572175 93.758149165976192 2.7161675128154545 1.4774282309972502 2.1149954311549655 9.9453731143330604 1.8974719518300833 0.89395812014117737 1.4196600898867462 5.1830329834483555 2.3327276299241921 1.1308541586622598 1.0488955611363051 3.164856837131083 1.5837890403345225 1.0267321810388228 1.7168061062693594 6.4906266941688946
leaf_count=51 28 21 31 34 188 20 23 42 28 27 15 31 35 2804 80 100 41 511 16 22 35 57 39 15 37 35 35 104 92 36
internal_value=0.000479911 0.0131277 -0.00334889 2.3477e-05 -0.000410708 2.94835e-07 -0.0186697 -0.0317571 -0.0157944 0.00179627 -0.0345706 0.000639181 0.0173011 -3.61709e-05 0.000110303 -0.00525637 -0.0153568 0.00615675 0.00248047 0.00172341 -0.0202586 -0.0160921 -0.0277788 -0.0557327 0.00095947 -0.0140404 0.0126623 -0.00190951 -0.0426446 0.0018653
internal_weight=158.668 5.52659 3.02691 153.142 149.762 148.652 4.91857 4.16714 3.35017 2.52646 1.17904 143.734 5.59899 138.135 137.902 42.2459 22.4118 19.8341 95.6556 18.3567 20.2968 18.8771 13.6941 4.51248 2.17975 9.18162 4.74865 17.4627 4.43297 16.436
internal_count=4633 80 52 4553 4502 4468 155 132 90 70 42 4313 66 4247 4059 1239 466 773 2820 673 425 390 333 91 52 242 70 651 172 547
is_linear=0
shrinkage=0.085349


Tree=720
num_leaves=31
num_cat=0
split_feature=8 6 15 2 7 18 15 6 6 10 13 15 16 16 15 9 15 15 16 15 5 7 17 9 17 17 2 19 4 9
split_gain=0.122389 0.475467 0.407416 0.514753 0.296656 0.325892 0.173149 0.423277 0.295732 0.270761 0.166396 1.49529 0.538204 0.528696 0.608424 1.15439 0.787478 0.569238 0.542972 0.490799 0.406012 0.674304 1.31689 1.03164 0.936806 0.727163 0.580186 0.525894 0.922721 0.869735
threshold=9.5425530862500008 17.755414852450006 43.376643616500012 52.497771754550008 21.698399695800003 11.634276750250001 46.674706678850008 16.495385412050002 16.475384944750001 61.971648364950006 113.98793627290001 40.042228346200012 20.834951278800002 22.494947397000004 33.423812040500003 195.46053662500003 31.584168001000005 33.629340877950007 21.374950016100005 39.558912554250007 21.836296031200003 23.109894804950002 189.44392401325004 188.08209940425004 192.92322630085002 188.27285108100003 175.26802860955004 14.451165964200003 312.24436677560004 197.89372115420002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 6 3 -3 5 -2 10 8 9 -8 11 12 19 14 16 -16 18 -15 -12 -1 -19 22 25 -24 -25 -22 -23 29 -29 -28
right_child=4 2 -4 -5 -6 -7 7 -9 -10 -11 13 -13 -14 17 15 -17 -18 20 -20 -21 21 26 23 24 -26 -27 27 28 -30 -31
leaf_value=0.00017954960468863652 0.02627364068762561 0.011788163866039456 0.036110486455099108 -0.1003682796948937 0.048422278442627281 -0.06638615420743095 -0.0032110931600178921 -0.094260780596696417 0.033056008667722347 -0.071487522375145773 -0.0087928898234370789 -0.10417746630813621 -0.057802976531293758 0.048196538886570328 0.086494219784362919 0.0058422356174683476 -0.10849622918845653 -0.0085053784764923257 0.067180987569269643 0.092318652773040549 -0.0029047349496877247 0.047918382141893819 0.018465541036655549 -0.10976922283437336 -0.022731439195916876 0.050757293350272396 -0.046162962146686005 -0.0038679484847195223 0.085953581308594165 0.013329844156906124
leaf_weight=70.153301130285399 0.75782891362905436 0.48895185440778632 0.41138658160343755 1.0710317202556323 1.4028715025342533 0.52855110833479557 1.4658587799931413 0.52125624858308572 1.0545420273556372 0.70594565842475265 2.877902261461712 1.1542317312123476 1.3093235075939436 2.0444623935036352 2.6584936347790062 3.2182818772271276 0.50566810928285111 28.052901308517903 1.0544417556375263 0.47748564998619158 7.8186362260021287 4.0678953578462851 1.6170056117698539 2.0684971259906888 1.9908032837556673 2.8182470835745335 2.6120850741863242 1.9758424516767257 1.7865859251469371 8.8311908321920765
leaf_count=3013 11 12 11 188 29 47 25 53 17 87 239 47 31 20 87 27 8 283 14 7 74 25 18 34 26 23 21 44 22 90
internal_value=0.000459647 0.000126879 -0.0440701 -0.0652146 0.0196161 -0.0117987 0.000696939 -0.0185314 -0.0062964 -0.0254044 0.00118026 -0.00190508 -0.000264192 0.00414769 0.023211 0.042327 -0.00210223 0.00115406 0.0115792 0.000802438 -0.000357206 0.00606596 -0.00748577 -0.042713 -0.0670833 0.011313 0.0175362 0.00940817 0.0387837 -0.000250207
internal_weight=157.502 154.812 1.97137 1.55998 2.68925 1.28638 152.841 3.7476 3.22635 2.1718 149.093 73.0943 71.9401 75.9989 10.3148 5.87678 4.43801 65.6842 3.93234 70.6308 63.6397 35.5868 16.3132 5.67631 4.0593 10.6369 19.2736 15.2057 3.76243 11.4433
internal_count=4633 4546 211 200 87 58 4335 182 129 112 4153 3098 3051 1055 375 114 261 680 253 3020 660 377 175 78 60 97 202 177 66 111
is_linear=0
shrinkage=0.0905731


Tree=721
num_leaves=31
num_cat=0
split_feature=16 16 16 13 17 16 12 16 9 15 5 10 10 5 6 17 7 9 17 6 19 9 5 15 2 5 18 13 5 16
split_gain=0.651853 1.52731 0.953217 1.06282 1.00119 0.988297 0.823287 0.761783 1.56269 0.886103 0.702184 0.718852 1.21481 1.31227 0.697484 1.79093 2.39761 1.04928 0.966994 0.690306 0.65303 0.635089 0.596426 1.26429 0.991359 1.63432 1.19609 0.596393 2.38894 1.17954
threshold=20.394952307700002 20.179952810500001 20.674951653000004 113.98793627290001 212.38791228795003 20.834951278800002 358.96165787565002 22.494947397000004 195.34352961910002 33.423812040500003 20.201591378100002 62.041548276350007 62.036171360100006 20.971847224900007 15.945372561050002 195.44378352670003 24.021206791900003 202.38851837455002 199.05253715360001 16.485385178400005 14.351157895250003 200.77913281735002 21.556055031700001 36.080675573650005 178.46521675150004 23.286780469550006 13.154691941050002 111.38282034450002 19.897785533950003 19.794953710800005
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 6 -2 5 7 -4 27 8 9 -5 20 12 13 -12 18 22 21 -18 -13 -10 -9 -17 23 -16 26 -26 -24 29 -29 -1
right_child=2 -3 3 4 -6 -7 -8 10 19 -11 11 14 -14 -15 15 16 17 -19 -20 -21 -22 -23 24 -25 25 -27 -28 28 -30 -31
leaf_value=6.9552359573121469e-05 0.0010890424476008168 -0.0026696412513062626 8.2018477622086277e-05 0.00020453093680929788 0.0016575430916622835 -0.0015669700714781084 -0.0012290539633120592 8.6082624110349589e-05 -0.00075527475143713821 0.0018827820100286287 -0.0010287375443435566 -0.00054971597150854884 0.0018264688456974361 0.00027950095853794082 0.00036539205496173148 -0.002895915637017096 0.0011767653517389181 -0.00074469661052929919 0.0010438785801436634 0.00047964384411270413 0.0013729353078094134 -0.0013476685468783924 1.4006512539384621e-05 -0.0012950578787097921 -0.001997398841549757 0.00064540374615026388 0.0015889575448860122 -0.0021346954502279567 0.00036133700712952184 0.0014336491857618269
leaf_weight=82.275169234620989 4.8245634804479769 0.8071084632538249 3.256356567144393 1.6905948291532675 1.8902904391288746 2.4477553712204099 1.9268887101534335 2.76279049552977 2.5923216473311186 4.2510741744190454 3.154611379839479 2.2943836944177738 1.8182575874961902 44.981221874884795 4.1106813922524514 1.9376657543180025 1.7477145080920307 2.9153001736849546 4.0447492003440857 5.2949769757688046 3.3599528186023235 2.1476175002753735 3.7556966166011971 3.0869806967675686 1.5368912629783156 2.1696887619618792 3.6611461921129376 2.2596994936466208 4.2411578150931746 2.5115552153438321
leaf_count=2732 62 13 23 33 31 39 207 17 21 86 32 15 25 492 18 27 24 38 36 49 40 15 37 26 14 35 26 36 370 14
internal_value=0.000137321 1.60484e-05 0.000235843 0.000198729 0.000243423 -0.000625597 3.93028e-05 0.00021755 0.000645848 0.00140527 0.000151361 0.000104289 0.000253193 0.000193765 -0.00011836 -0.000255463 -0.00098533 -2.45258e-05 0.000467093 7.37626e-05 0.000792264 -0.00208201 9.30481e-05 -0.000346753 0.000377631 -0.000450404 0.000791443 6.60751e-05 -0.000506284 0.00010996
internal_weight=209.755 94.0216 115.733 110.909 105.205 5.70411 93.2145 103.314 13.829 5.94167 89.4853 83.3626 49.9541 48.1358 33.4085 27.0694 8.7483 4.66301 6.33913 7.8873 6.12274 4.08528 18.3211 7.19766 11.1234 3.70658 7.41684 91.2876 6.50086 84.7867
internal_count=4633 3372 1261 1199 1137 62 3359 1106 189 119 917 860 549 524 311 260 104 62 51 70 57 42 156 44 112 49 63 3152 406 2746
is_linear=0
shrinkage=0.00196078


Tree=722
num_leaves=31
num_cat=0
split_feature=18 17 4 0 9 13 0 17 15 7 9 10 9 15 16 3 18 12 13 7 15 18 18 3 18 9 13 7 2 9
split_gain=0.121505 0.64454 0.618186 0.76173 0.971365 0.766439 1.05926 0.594511 0.983084 0.5776 0.703767 0.53294 0.495336 0.486011 0.477194 0.546688 0.526629 0.659435 0.613963 0.474035 1.53832 0.517742 1.31319 0.949695 0.832732 0.562786 1.05334 1.02037 1.22312 0.940238
threshold=13.328768336950002 188.13858192940003 158.55438663830003 86.345209775600011 194.03220695150003 117.64961624655002 86.135510041400025 186.51219468755002 40.042228346200012 22.835261448650005 187.24995708280002 61.998532946250002 193.49750438550004 43.79812286300001 22.694946929300002 93.469623821300004 13.405741979600002 263.8513961743501 117.56896250265002 23.032419884600003 31.264641197600003 13.480563334700001 13.531614672700002 92.585121096400016 13.552878921100001 196.40176798710004 117.59047016770002 23.493869161500005 59.078594408600004 197.00658341100004
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 7 -3 5 -5 6 9 13 -9 10 -4 -10 -12 -1 15 19 -17 -18 -19 20 -2 23 -23 -21 -24 26 27 28 -26 -27
right_child=14 2 3 4 -6 -7 -8 8 11 -11 12 -13 -14 -15 -16 16 17 18 -20 21 -22 22 24 -25 25 29 -28 -29 -30 -31
leaf_value=0.0057827033123449842 0.0077827390062359947 0.066362737578447711 0.0097951758367638142 0.078186987829570676 0.0083766329123762563 0.034424587402758021 -0.083907743831271628 -0.06598960806121959 -0.037041172445911603 0.024068566994636185 -0.1057315672014604 0.026002003012889529 -0.012126055946671594 -0.057016021672269254 0.04181741070805349 -0.0013038337648550427 -0.10376622254052456 0.073926966746082984 -0.063519070473647105 0.070862654867107258 -0.067874011998265038 -0.0786405098687252 0.053694480302479315 -0.00069248800104769774 0.050358139952621256 0.082130380222272592 0.092211748606284602 -0.0093422371676713054 -0.099642338895749138 0.002055077753013169
leaf_weight=20.576327701073303 5.5641041213384579 1.6997524611651922 2.0249185827196947 2.493341166060417 3.8323829993605614 3.2708646617829791 1.4158649249002335 2.8209253987879483 1.7106164530850945 3.4684161912009586 0.99912473768927135 2.5035835794988088 0.75010389779345132 0.9784016090707145 1.9286471225786943 2.2027341623033854 1.2420918762400108 0.40510523873308535 0.62834072788245976 2.2398214302957049 3.2129386899177916 1.5981740877032269 2.2145786937326184 3.7748183798976243 0.51797395013273417 1.1310795416648023 0.68595444783568282 15.529639114243762 2.0133605004812125 63.6058742374953
leaf_count=816 285 39 36 33 26 42 17 35 25 36 30 27 15 49 62 30 64 22 29 25 38 13 66 26 5 22 5 1107 92 1516
internal_value=0.000520592 0.00414074 0.0161478 0.0114722 0.035893 -0.00147741 -0.01504 -0.00423978 -0.0262137 -0.00157687 -0.0251449 0.000411691 -0.0655917 0.00293217 -0.00109919 -0.0018759 -0.0316467 -0.0610188 -0.00964097 -0.00056995 -0.0199123 0.00124943 -0.000452707 0.0259543 0.0010054 -0.000392282 -0.0136748 -0.0176964 -0.0689485 0.00345415
internal_weight=157.04 48.5446 19.9548 18.255 6.32572 11.9293 8.65843 28.5899 7.03513 7.24256 3.77415 4.2142 1.74923 21.5547 108.495 106.567 4.47827 2.27554 1.03345 102.088 8.77704 93.3113 87.2966 6.01464 85.6985 83.4839 18.7469 18.061 2.53133 64.737
internal_count=4633 1226 274 235 59 176 134 952 87 117 81 52 45 865 3407 3345 145 115 51 3200 323 2877 2826 51 2813 2747 1209 1204 97 1538
is_linear=0
shrinkage=0.087056


Tree=723
num_leaves=31
num_cat=0
split_feature=7 7 7 0 2 12 2 0 13 18 18 18 18 15 14 7 17 17 2 15 13 13 18 18 7 18 17 3 0 18
split_gain=0.123332 0.512315 0.472847 0.411539 0.563694 1.20811 0.646529 0.390852 1.07721 0.318419 0.302456 0.589393 0.734605 0.572125 0.423448 0.379903 0.478496 0.512529 0.401466 0.352891 0.330685 0.458886 0.335153 0.3649 0.470332 0.31698 0.477374 0.318671 0.283806 0.252413
threshold=22.721067571950005 22.747724408400003 22.502236473750006 85.799452775150016 97.889449657450015 146.06315430690003 156.97960885415003 85.732241321850012 117.66037007905001 14.349689277800001 13.391483899700001 13.141419083100002 13.087929333200002 32.145494189350011 224.80015388680002 22.460452099450002 188.13858192940003 186.34046889365004 77.002902305750027 16.891056077300004 104.92245545700001 106.01665791610002 12.964611930900002 12.854871756700001 22.093462376800005 12.816643511250001 182.37451917730002 93.716961969300016 98.752444047600008 13.087929333200002
decision_type=2 2 2 2 2 2 2 2 2 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 9 -4 29 -6 -7 8 -3 10 11 12 15 14 -13 16 17 20 -18 -12 -1 -22 23 24 25 26 27 -23 -11 -5
right_child=1 7 3 4 5 6 -8 -9 -10 28 19 13 -14 -15 -16 -17 18 -19 -20 -21 21 22 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.092619522759191539 -0.056331671177509243 -0.096200466304032436 0.049233916024208214 0.013751274983292715 -0.077610892130718742 0.080269090302827056 -0.020812046533816287 0.00049674618296108558 0.020399814406092235 0.068650579117456284 0.019034748003357721 -0.066236557644741054 -0.10052261905037048 0.082614609359267996 0.0385097714992714 -0.06799253079290439 -0.0081586708603856879 -0.042744853173659302 0.079981174065705971 -0.065652145319844285 0.090382866734326994 -0.066234357868926744 0.076471075076365816 -0.045008151338108301 0.045305888892499105 0.086383079182994454 -0.098934407162447294 0.0021134529902843559 -0.011779468769967959 0.054591344942164069
leaf_weight=0.28748648996408022 1.2979967977444165 1.189256736872266 2.8420532315940354 3.1729270219802839 1.4944076859974305 0.96381068974733342 1.0344318996940272 117.40603545230442 1.3161257065366951 0.90494478817708912 0.56105639144152419 0.50161018921062284 0.64445797167718311 1.2063482480589298 0.7736858205171302 0.69841962651116851 0.6925513073802001 2.5151497192637171 0.98990583898375917 1.2576778116708736 0.4631526826415201 0.59023063257336073 0.43558566652063824 1.4124984397494706 1.7207788564264772 0.28023627365473647 0.44508736097486679 6.0653616053555197 0.55998687836108729 1.9125229355413464
leaf_count=47 17 98 43 16 25 9 33 3144 47 30 53 17 73 19 30 7 12 36 33 103 10 7 23 37 26 9 23 511 47 48
internal_value=0.000487717 -0.000844453 0.00517806 0.0199487 0.0102461 -0.0172209 0.0279423 -0.000243824 -0.0349481 -0.00215401 -0.00487828 -0.00168308 -0.00750693 0.0387773 -0.00268994 -0.00389503 -0.00107914 -0.00637891 0.0437001 -0.0395273 0.0014384 0.00380768 0.000145729 -0.0030163 0.00350044 -0.00624604 -0.00990175 -0.00394776 0.0379053 0.0291103
internal_weight=155.636 121.209 34.4264 11.4202 8.5781 3.49265 1.99824 119.911 2.50538 23.0062 21.5413 19.7225 17.2409 2.48164 1.2753 16.5964 15.898 14.2156 1.68246 1.81873 11.7004 11.4129 10.9498 10.5142 9.10169 7.38092 7.10068 6.65559 1.46493 5.08545
internal_count=4633 3306 1327 174 131 67 42 3289 145 1153 1076 920 854 66 47 781 774 729 45 156 693 646 636 613 576 550 541 518 77 64
is_linear=0
shrinkage=0.0887971


Tree=724
num_leaves=31
num_cat=0
split_feature=6 6 10 10 5 5 2 17 18 10 10 7 16 10 12 13 17 3 18 16 12 19 15 9 16 18 9 8 2 3
split_gain=0.649461 1.00304 0.817826 0.705182 1.07178 0.959596 0.683935 0.660823 0.989399 0.941849 0.96843 0.762087 0.856421 0.651439 1.41127 0.971236 0.884598 1.94827 0.701883 0.626809 0.614569 0.61083 1.32021 1.23872 1.13395 0.863471 1.11154 0.955624 0.954192 1.52186
threshold=13.665319288000001 13.775321858200002 78.196493182200015 69.999384342500022 17.687678651600006 19.841254985200006 189.32640726775003 201.39543491635001 17.108018746400003 78.537927364800012 80.538140213850014 26.296311413900003 17.874958200600002 72.327589083450007 213.01251010555004 103.75835308650001 204.73764675200002 83.613736315050019 14.693728290050002 14.184966829400002 134.67483745670003 12.651020723000002 24.322764446600004 196.40176798710004 15.404963976500001 14.349689277800001 199.39609444495002 8.543332867800002 106.26660184425002 83.17551763980002
decision_type=2 2 2 2 2 2 2 2 2 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 13 4 -3 21 -2 9 -9 -4 -11 -10 -13 14 20 16 17 -15 -16 -12 -1 24 -23 -24 -5 27 -27 -25 29 -28
right_child=1 3 7 5 -6 -7 -8 8 11 10 19 12 -14 15 18 -17 -18 -19 -20 -21 -22 22 23 25 -26 26 28 -29 -30 -31
leaf_value=-0.0010597634512040728 0.00045912401307084252 0.0013556022230221581 0.0015453631711619883 -0.00018278239384883613 0.00018251434853112014 -0.0017478389562760538 0.0018800868052285171 -0.0020603457962933762 0.0016135629165877272 -0.001654630689164973 -2.7860836568010436e-05 -0.00095391838369134486 0.0019620726893492444 -0.0021480758348094617 -0.0018525396819042662 -0.0020993213261394778 0.00074878737082823487 0.00075271781019055275 0.000415808430466155 0.00088161468244969416 0.00066948002932667159 -0.0017274742368680947 -0.0017190778575164347 -0.0018602185305823618 0.0011108735927400455 0.001472484634946898 0.00022023996228216053 0.0015294951273801356 0.00041427402051529493 -0.0022007359971326019
leaf_weight=0.92556504160165953 3.4630465172231188 3.0672352090477935 2.1523680691607323 6.5809991979040223 126.05286709687061 1.3254926092631638 2.0871900767087936 1.1669257740722958 0.87146069447044316 1.0551169152022328 8.0620770022287598 2.3902765565435407 0.46209687320515502 2.2210897536715488 2.0345580388675448 1.8679548667278139 1.627136386814527 1.4855631688697029 0.70658929063938547 4.5621661487966767 5.4014144350076094 2.0776198222301927 1.604941383004191 1.5187152670696402 4.3118800334632397 2.3917452348396173 2.4902680180966836 0.40503530297428358 7.7468887993600219 1.6662385184317825
leaf_count=22 24 19 55 55 1937 121 34 122 22 76 749 382 15 113 104 85 37 85 25 70 94 29 51 96 22 19 16 5 89 60
internal_value=0.000121787 0.000173918 -0.000113259 0.000145706 0.000210381 -0.000114282 0.000993483 0.000145072 -0.000484909 0.000339686 0.00014998 8.78008e-06 -0.000481515 -0.000442287 -9.2636e-05 -0.000882553 -0.000456426 -0.000985487 -0.00126782 0.000300807 0.000416511 -4.39687e-05 -0.000248276 -7.58543e-05 0.000329303 8.6751e-05 0.000252719 -0.00114653 7.63145e-06 -0.000750268
internal_weight=203.783 166.79 36.9924 161.24 129.12 32.1198 5.55024 20.7225 4.89076 15.8317 13.6794 3.72383 2.85237 16.2699 9.06813 7.20174 5.33379 3.70665 2.74115 12.6242 6.32698 30.7943 19.9015 17.8238 10.8929 16.2189 14.2951 1.92375 11.9034 4.15651
internal_count=4633 2577 2056 2519 1956 563 58 1491 541 950 895 419 397 565 245 320 235 198 129 819 116 442 365 336 77 285 184 101 165 76
is_linear=0
shrinkage=0.00196078


Tree=725
num_leaves=31
num_cat=0
split_feature=0 13 7 7 7 0 2 3 17 0 13 17 17 17 9 13 19 7 13 12 2 2 19 7 9 19 16 3 6 8
split_gain=0.155814 0.233829 0.134794 0.417849 0.366361 0.707752 0.518339 0.932798 0.673358 0.338298 0.985493 0.33637 0.50068 0.48795 0.794369 0.755514 1.01532 0.61906 0.486679 0.458711 0.348455 0.460533 0.457642 0.497804 0.372632 0.401462 0.801374 0.333994 0.581502 0.31356
threshold=71.096275259750016 120.78166996855002 22.721067571950005 22.747724408400003 22.532843451200005 85.799452775150016 78.110129541750013 93.181958801350021 189.5403704096 85.732241321850012 117.66037007905001 188.85216786605002 190.19286262750003 182.75517825115003 187.55294863440002 117.60122400020002 14.351157895250003 22.040683815500007 105.40368946235002 285.94642765385009 319.32263744460005 145.83272221200002 13.051052998800001 21.115414688150004 66.544071737050004 13.351077205700003 16.024962526700005 93.932038619750017 14.055328400500002 5.1459841250500009
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 4 -4 11 -6 -7 8 -8 10 -5 13 -13 17 15 16 18 20 19 -15 21 22 -2 -24 25 26 -23 28 -14 -26
right_child=2 -3 3 9 5 6 7 -9 -10 -11 -12 12 27 14 -16 -17 -18 -19 -20 -21 -22 24 23 -25 29 -27 -28 -29 -30 -31
leaf_value=-0.08880439719559291 -0.090037557882735667 0.033749068914067822 -0.049765685446919977 -0.093645228414857867 0.066233604152174427 0.040937877950385504 -0.0066390052339462321 -0.049499681054867413 0.075490950636925402 0.00054444281134363606 0.018103995179351969 0.061897291973466044 -0.047402834837467031 -0.097775974676170441 -0.06054453675843776 0.028545193298919837 -0.099286982559223885 0.058382453254038458 0.039592864451817623 0.047834525933162286 -0.089283932461584878 0.04949957669653951 0.022335964479070894 -0.039382220299954918 -0.047874580299649652 0.0904399193988355 -0.07237120265898872 -0.043169590556371783 0.067749964516239505 0.037961821827810396
leaf_weight=0.3446688230815188 0.57503478958460963 0.17940540960989892 1.2985183612909157 1.0907629305365838 1.9734616685309436 2.5068812468671222 2.0974722357932483 2.2809723950922489 1.1834091768832875 117.91339919096936 1.3241227320395408 1.5241101159517705 0.53395190584706165 0.50183015388029018 2.6167585923394654 2.9290687330067158 1.1201678744982926 1.5387930189608585 1.1843493460037278 0.24353712854644982 0.32857117879029907 1.6648446971667006 2.0877934588643261 1.8843921925872562 0.85772847486077786 0.83485233038663853 0.54205364966765035 0.91758076057521964 0.88026538328267634 0.51690800627693534
leaf_count=172 232 16 17 98 34 35 32 30 25 3144 47 49 42 42 41 24 36 29 19 19 50 64 139 27 85 10 22 29 13 11
internal_value=0.000537526 -0.0468509 0.000697802 -0.000646218 0.00560312 0.0195017 0.00807197 -0.00674161 0.0229852 -0.000116147 -0.0323712 -0.000391587 0.0230954 -0.00505341 -0.0205409 -0.00303279 -0.0333599 0.0072378 0.0049097 -0.0502 -0.0012318 0.00199585 -0.017451 -0.00694295 0.0220188 0.0390183 0.0195659 -0.00226626 0.0242729 -0.0155973
internal_weight=155.476 0.524074 154.952 121.627 33.3248 10.0422 8.06874 5.56185 3.28088 120.328 2.41489 23.2826 3.85591 19.4267 8.59571 5.97895 3.04988 10.831 1.92972 0.745367 9.29218 8.96361 4.54722 3.97219 4.41639 3.04175 2.2069 2.3318 1.41422 1.37464
internal_count=4633 188 4445 3306 1139 156 122 87 57 3289 145 983 133 850 181 140 116 669 80 61 640 590 398 166 192 96 86 84 55 96
is_linear=0
shrinkage=0.087056


Tree=726
num_leaves=31
num_cat=0
split_feature=9 9 9 0 13 15 7 16 7 6 5 0 3 13 16 5 4 2 18 17 7 16 13 0 18 13 16 16 17 3
split_gain=0.126934 0.943165 0.6924 0.495391 0.960309 0.745612 0.68964 0.532031 0.370127 0.63627 0.845527 0.57961 0.661043 1.20267 1.09628 1.09519 0.543504 0.980936 0.726897 0.494151 0.457234 0.447183 1.12929 0.533477 0.516472 0.326892 0.649249 0.320614 0.575698 0.326856
threshold=201.65416293750005 201.81004550795004 201.40496258350001 86.692020874450009 117.55820867010002 32.99104187950001 23.666491602800004 22.654947022900004 25.221560561650005 14.935348962050002 19.688300142250004 87.345316200150009 89.883220675300024 112.67059178900001 18.874955862150003 21.252944829650001 207.35876182180002 126.88362105025001 14.741741751300003 193.29780372785004 24.930088150450004 18.764956119400004 104.19926021995002 97.722764583650005 15.589604336850003 108.49810477050001 15.564963602350003 18.044957803000003 208.00356650210003 76.927540944650019
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 -2 -1 4 5 -3 -5 8 11 10 21 -8 13 14 16 -14 18 -18 25 -16 -20 22 23 -10 -25 26 -13 28 29 -26
right_child=1 3 -4 6 -6 -7 7 -9 9 -11 -12 12 15 -15 19 -17 17 -19 20 -21 -22 -23 -24 24 27 -27 -28 -29 -30 -31
leaf_value=0.0013796958950959451 -0.11972381780121487 0.018284033549795457 0.057629001675892987 0.046259204075835218 -0.0053817306125439413 -0.1163289348279594 0.02619360736785064 0.058341632716443118 0.090276967903418576 0.074207740038559233 -0.076216590612690288 0.011021269099784228 -0.1279801156687044 0.054732939238189254 -0.013588964680359705 -0.01631087023098679 0.074938322966708826 -0.030280944056951427 -0.11083181965387112 -0.10762723635743675 -0.019414785748934762 0.025849399906448071 -0.088480532190401501 -0.10168472644780342 -0.036771957420794629 0.058545830075885041 -0.098650569027291454 0.093215664321131139 -0.046814332958737138 0.022356057821488178
leaf_weight=99.511027029077923 0.60987425409257312 0.49224774085086931 1.9819214071612794 2.9325497699901453 6.3192869905033149 1.4175925032905068 2.9522125013172653 1.2974496651440848 0.62441058084369672 1.1433399983216066 1.1577010502514884 2.1610144749283817 1.21301239170134 2.1593104749917975 0.71108260937035028 2.1839943677186966 1.6419456265866759 1.5106137957191093 1.0981309078633783 1.6419119047932325 0.87130882963538159 6.8360433699563137 1.2679639349807974 0.4209802548866709 0.96852136512643117 0.70503519475460041 0.61592628946527828 0.35239797877147871 1.7426423679789875 5.8117833767319098
leaf_count=3104 17 37 17 39 139 39 28 39 9 30 104 8 17 38 10 37 11 38 40 45 15 42 81 28 201 7 99 16 209 89
internal_value=0.000527921 -0.00321649 0.00247811 -0.0018566 -0.0230784 -0.0816334 0.00211051 -0.00104044 -0.00297667 0.00591718 0.00184682 -0.0122636 -0.0191389 -0.00954399 -0.0222112 -0.056186 -0.00662366 0.0245203 -0.0246343 -0.0792086 -0.0703876 0.00686072 -0.00474094 0.00596177 0.000298532 0.00124427 -0.013304 0.00513586 0.00149403 0.01391
internal_weight=154.353 52.8603 101.493 52.2504 8.22913 1.90984 44.0213 41.0887 39.7913 20.3258 19.1824 19.4655 16.5133 13.1163 10.957 3.39701 8.60398 3.15256 5.45142 2.35299 1.96944 18.0247 11.1887 9.92074 9.29633 3.48198 2.77694 8.87535 8.52295 6.7803
internal_count=4633 1512 3121 1495 215 76 1280 1241 1202 809 779 393 365 311 273 54 218 49 169 55 55 675 633 552 543 114 107 515 499 290
is_linear=0
shrinkage=0.0942322


Tree=727
num_leaves=31
num_cat=0
split_feature=6 0 2 2 8 15 2 18 18 18 13 18 3 3 6 8 5 18 10 3 3 6 7 8 13 5 5 8 9 16
split_gain=0.12237 0.443615 1.01499 0.797758 0.933282 0.545485 0.574503 0.600574 0.438054 1.20598 0.941859 0.780617 1.05804 0.841215 0.761229 0.858759 0.6387 1.03217 0.416384 0.397139 0.422844 0.550415 0.544202 1.03891 0.509125 0.51483 0.512944 0.50804 0.332651 0.718685
threshold=14.745344522600002 96.631250582750013 118.20523333310003 83.274686722450014 7.943800736700001 35.645792850250011 344.91334945730006 13.845746551550002 14.380989918050002 14.508675588850002 109.34496908160001 14.194363735100003 86.092494711350014 88.813214339350012 15.345358541850002 8.3434888241000014 18.678742451450002 15.015859748200002 67.181880221750006 89.103567817450013 89.732667019950014 15.885371159150003 23.032419884600003 8.543332867800002 114.57939706160001 20.201591378100002 26.429611911700004 5.9453602998000008 202.38851837455002 22.514947350300002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 3 4 -1 -4 7 -7 11 -10 -11 12 -2 -13 15 -14 -12 18 -18 -16 -21 22 23 -22 26 -26 -23 -28 29 -27
right_child=8 -3 5 -5 -6 6 -8 -9 9 10 16 13 14 -15 19 -17 17 -19 -20 20 21 24 -24 -25 25 28 27 -29 -30 -31
leaf_value=0.036095033785894758 0.066157829892480882 0.0018279867557865705 0.0096109267467799665 -0.095687093985925314 -0.071291559741088709 0.003288965952933928 0.051796402139186667 -0.10187491104889876 0.058991711978507735 -0.093434357489385236 0.042922075186152008 -0.074866304379080262 -0.092078893369531595 0.0059411157177158766 0.038085043634123739 0.0099476343308853282 -0.0021678904848823665 0.070731466480965288 -0.079838970075682775 -0.035452311842260685 0.045398147692537617 -0.1035916155021573 0.057369115559205971 -0.071232866604569525 0.038823317287997212 0.031398175655098219 -0.088342460035654075 0.08503998088268705 -0.01268384192685295 -0.00080590906568354871
leaf_weight=1.1868653101555531 1.9100068174302567 39.96696515567055 7.9192507178158831 1.800439213926438 1.2693132823333142 0.66578464675694737 0.41911858884850506 1.0778124749776905 3.6919416231103224 0.78017334114701942 2.3415737552568316 2.1167842946597371 1.3967691226353047 1.8121967394872625 2.2591949165798715 1.1319104637950657 0.87877281103283245 0.73870152796371247 1.2923532718559725 2.3319244626909486 1.496458596804586 0.7080349687457772 2.6295811962336302 0.94392994791269291 2.6486745551228514 5.9011522546388724 0.22546322867265189 0.29653887241147459 13.212589210961594 47.732991154000047
leaf_count=11 15 1903 344 208 78 6 15 85 50 68 37 26 45 45 28 20 18 21 41 30 41 96 32 10 47 378 130 12 234 559
internal_value=0.000432917 -0.00288485 -0.0160213 -0.0516678 -0.0194006 -0.000971252 -0.0397202 -0.0617186 0.0022625 0.0198044 -0.00418226 0.000340686 0.0020978 -0.0375948 0.000622139 -0.0464089 0.00907746 -0.0181577 -0.0484013 0.00210157 0.00106104 0.00218441 0.0298926 0.000285861 0.000198148 0.00118081 -0.0553209 0.0101526 -0.000310702 0.00273738
internal_weight=152.783 54.3055 14.3386 4.25662 2.45618 10.082 2.16272 1.7436 98.4777 9.72352 6.03157 88.7542 84.8252 3.92898 82.9152 2.52868 5.2514 2.90983 2.17113 80.3865 78.1273 75.7954 5.06997 2.44039 70.7254 69.4954 1.23004 0.522002 66.8467 53.6341
internal_count=4633 2650 747 297 89 450 106 91 1983 235 185 1748 1677 71 1662 65 117 80 59 1597 1569 1539 83 51 1456 1218 238 142 1171 937
is_linear=0
shrinkage=0.087056


Tree=728
num_leaves=31
num_cat=0
split_feature=0 19 18 7 15 5 13 19 16 0 4 5 6 7 6 8 18 9 17 15 6 3 4 12 9 7 19 6 9 13
split_gain=0.139374 0.272952 0.348683 0.251763 0.177484 0.161965 0.717642 0.394164 0.248908 0.28636 0.799045 0.447603 0.451445 0.394279 0.330464 0.297535 0.252605 0.508211 0.635237 0.556161 0.511983 0.315342 0.309339 0.28756 0.451609 0.281429 0.25459 0.83214 0.617353 0.81685
threshold=71.249517373150013 13.351077205700003 11.890615410500002 19.250086031950001 24.673905035600004 30.133297129900004 118.84598011460001 14.551174033150001 22.764946765650006 85.619326080400015 175.22798587345002 24.082771358500001 16.495385412050002 23.781511574300001 12.410289964450003 2.9476996444500005 13.055593598800002 195.13041324455003 184.89106522365003 35.293770423450006 16.405383309150004 93.883646373400012 143.58239362595003 82.088033630950022 191.61296531520003 22.375171215700004 14.451165964200003 16.575387281250006 188.55070358395002 115.13321943645001
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 4 -2 -3 6 8 -7 9 10 -5 12 14 15 -12 -13 17 18 19 -11 -20 22 -18 24 -24 -22 27 -25 -28 -30
right_child=3 2 -4 5 -6 7 -8 -9 -10 16 11 13 -14 -15 -16 -17 21 -19 20 -21 25 -23 23 26 -26 -27 28 -29 29 -31
leaf_value=-0.1010617000945041 0.034485717070286519 -0.034334552343671276 -0.093323416393642278 -0.097750645652324358 0.049774231315728584 -0.014924536660906868 -0.069655636969417525 0.092207833119024446 0.028299201059988316 0.0049155059228918789 0.083746676438415393 0.091211299922195579 0.027121989153740745 0.050321939520465826 -0.10243648394125555 -0.092370032713168293 0.043720246222832944 0.043959774763600037 -0.02133674344488852 -0.05932050320544021 0.011382638451280716 -0.047951044655273029 0.0068197299222313061 -0.00071634685136776283 -0.093549367243960971 0.055519455379010561 0.053776348695699534 -0.062499003468575946 -0.0583882200624736 0.0095286783762664976
leaf_weight=0.30862225653117903 1.7153060204582278 0.30288189830025636 0.27969260569079779 0.8752897419508362 0.57031105604255572 0.58849036273750133 1.1565033788792778 0.50159834325313568 2.5085369329899541 2.4321180258993973 0.093238761182874774 0.075748652219772117 2.6579897468764102 0.23892690800130367 0.38787594158930006 0.85912277565694239 1.2638187967240799 3.094477273640222 1.6533015221357343 1.8876184853725133 2.0235708598047495 1.0902859712077759 0.75503733989898936 98.985824982546546 0.6646275535604218 2.6061710827052593 2.1802161559462574 1.7493199615273614 1.5267944567021938 16.339479322254192
leaf_count=103 87 41 54 85 32 38 70 5 35 40 2 1 24 14 96 265 17 31 27 21 25 43 13 3078 41 20 40 34 36 215
internal_value=0.000395676 -0.026893 -0.00703833 0.000661717 0.0205997 0.000270219 1.75181e-05 0.0343718 0.000569608 8.46649e-05 -0.0203962 -0.00469731 0.0127953 -0.051478 -0.0663547 -0.0774952 0.000853246 0.0122991 0.00305876 -0.023154 0.0210807 -0.000405444 1.44178e-05 -0.000437593 -0.0401689 0.0362281 2.94081e-05 -0.00178924 0.00916823 0.00372472
internal_weight=151.373 1.46151 1.15289 149.911 0.873193 148.196 147.106 1.09009 145.949 143.441 5.18819 4.3129 3.1391 1.1738 0.481115 0.934871 138.253 13.6973 10.6028 4.31974 6.28304 124.555 123.465 122.201 1.41966 4.62974 120.782 100.735 20.0465 17.8663
internal_count=4633 230 127 4403 73 4316 4273 43 4203 4168 487 402 122 280 98 266 3681 164 133 61 72 3517 3474 3457 54 45 3403 3112 291 251
is_linear=0
shrinkage=0.0887971


Tree=729
num_leaves=31
num_cat=0
split_feature=19 6 10 6 19 3 12 12 2 17 18 10 10 7 16 10 16 17 16 16 7 5 10 10 8 5 13 9 2 3
split_gain=0.592285 0.42001 0.764998 0.755421 0.74107 1.26211 1.02188 0.856185 0.9364 0.718967 1.11031 0.823358 0.920467 0.803284 0.853259 0.653076 0.647264 0.637692 0.673655 0.625973 0.962087 0.96014 0.592741 0.520017 0.681564 0.505256 0.973667 0.454001 0.502126 0.401112
threshold=9.8507947922000021 13.665319288000001 78.196493182200015 13.775321858200002 12.651020723000002 83.613736315050019 219.88098848225005 212.31925379130004 174.51290495925002 201.39543491635001 17.108018746400003 78.537927364800012 80.538140213850014 26.296311413900003 17.874958200600002 76.871083323950003 15.839962959300001 201.00900942685004 14.184966829400002 10.604975200950003 25.860263408900003 13.713273242250002 73.007768990450018 72.327589083450007 7.5441126493500006 13.477720021600001 81.769454037550005 210.85023439230002 314.93386866815007 81.699554126200013
decision_type=2 2 2 2 2 2 2 2 2 2 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 16 5 -2 -7 8 23 11 -11 -4 -13 -12 27 -9 -3 18 19 25 21 -21 -8 -6 -25 26 -14 28 -15 -5
right_child=1 3 9 29 7 6 22 15 -10 10 13 12 17 14 -16 -17 -18 -19 -20 20 -22 -23 -24 24 -26 -27 -28 -29 -30 -31
leaf_value=-0.0011850292029675763 -0.0020657708888254253 0.0016905092773049318 0.0014535961693284112 -0.00085424396738917373 0.00020915514398352105 -0.0019839784406293442 -0.0006056803332928196 -0.0016615091094535973 0.0014914219426668605 -0.002024829352740756 0.0015821444763189237 -0.0016142518494321309 0.0014079273239170492 0.00029434991829674329 0.0019004060312476315 0.00062566750463068901 0.00030622074279195555 0.0018473488217688272 0.00082048009231310188 0.00035070700215923987 -0.0019922301703286524 -0.0020674641364806104 0.0016509008710579099 0.00027859255009626035 -0.0020485344909975407 0.0016809357404616967 -0.002030664309531755 -0.002002247025762985 -0.0019861658445917336 0.00015631096813045821
leaf_weight=1.2807809090227227 2.2360454975860184 2.1828440912067881 2.2565733316587346 1.4660643460229028 4.7536875540390593 0.73528348957188461 0.73662268469342951 1.86327825509943 1.6449694335460661 1.2461967819253903 0.96365528402384359 0.95975767122581501 0.6853844569995966 1.3514254201436422 0.49445053003728379 0.61315867863595475 2.9151958115398884 0.9563298951834448 4.4024595250375569 3.6679681127425283 1.198680576198967 0.72703084064414714 1.0339006497524676 0.85556870233267535 1.0189904472790656 1.0828282437287269 0.54730193378054537 0.85696438470040437 0.48476570518687356 145.7006855801028
leaf_count=387 140 33 55 45 52 70 33 92 25 119 22 68 30 126 15 16 25 14 66 91 143 95 17 49 54 17 76 125 62 2471
internal_value=0.000117825 0.000126624 -5.59818e-05 0.000171445 -0.000382851 -0.0010159 -7.90472e-05 -0.000103603 0.000193216 0.00017543 -0.000433523 0.000374819 0.000203721 4.4182e-05 -0.000420764 -0.00109521 0.000898936 0.000335226 0.00021777 -0.000117714 -0.000465664 -4.93124e-05 0.000712055 -0.000128967 -0.000986409 0.000722841 -0.000118777 -0.00084692 -0.00030772 0.000146244
internal_weight=190.919 189.638 37.3733 152.265 15.4915 4.74185 2.50581 10.7497 8.27322 21.8818 5.39746 16.4843 14.2277 4.15126 3.18761 2.47644 5.09804 13.268 12.3117 7.90919 5.59368 4.395 1.77052 6.62825 1.87456 2.31551 1.23269 2.69316 1.83619 147.167
internal_count=4633 4246 1672 2574 548 260 120 288 180 1124 469 655 600 350 328 108 58 532 518 452 329 186 50 155 103 123 106 313 188 2516
is_linear=0
shrinkage=0.00192234


Tree=730
num_leaves=31
num_cat=0
split_feature=6 3 6 5 10 17 18 7 16 10 10 16 5 16 7 18 2 17 2 10 3 18 9 9 5 2 17 9 15 3
split_gain=0.792744 1.02738 1.43257 0.7664 0.746757 0.76189 1.15346 0.935211 0.980959 0.869576 0.956615 0.695537 0.666523 0.649131 1.31079 0.900156 0.856811 0.79034 0.757444 0.594483 1.28998 1.16572 1.03548 2.02742 0.652969 0.651836 0.594206 0.582127 0.582843 0.546138
threshold=13.665319288000001 80.785478361850011 13.775321858200002 16.904667913650005 78.196493182200015 201.39543491635001 17.108018746400003 26.296311413900003 17.874958200600002 78.537927364800012 80.538140213850014 14.184966829400002 15.332427622700001 17.154959884200004 22.703933514050004 14.365787915650001 186.79363985910004 214.22447330960003 174.51290495925002 70.182199495350019 84.812788641250009 14.170404054850001 206.50942114985003 214.52351813370004 17.687678651600006 82.092636011950006 201.00900942685004 38.283670303850009 6.8054746905500005 85.589753040950015
decision_type=2 2 2 2 2 2 2 2 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 13 9 -7 -8 -9 -6 -11 26 -4 14 15 -1 18 -18 -15 24 22 -22 -21 25 -14 -24 27 28 -12 -26
right_child=1 2 12 -5 5 6 7 8 -10 10 11 -13 19 16 -16 -17 17 -19 -20 20 21 -23 23 -25 29 -27 -28 -29 -30 -31
leaf_value=-0.00080453403527284441 -0.0016720134169301716 0.0019884743483804769 0.0015668384693588615 0.00043437924060848066 0.001503674138795994 -0.0020743098802904441 0.0016466207941580552 -0.00094409127504061342 0.0019581680838800237 -0.001606408183175569 0.0013402981447620402 0.00089488464866818349 0.0010255876976554758 -4.5832872799994595e-05 -0.0018279865454158323 0.001016410302084764 -0.0022243484661479706 0.00028550119689706383 0.0016789709022164282 0.0003147009163452891 0.00087685598979285223 -0.0021148561831790588 -0.00013080118354794298 0.00037578997748597374 -0.00091493523077645726 -0.0023029261808919003 0.0018356255453838711 8.8190221302096244e-05 -0.0017574511934911826 0.00019839497564358387
leaf_weight=3.1096091866493252 1.1374032269231964 2.543279640376567 1.2915893271565426 2.3447816260159016 2.0880139027722242 1.3733226056792762 1.0040341363055629 2.940985747656669 0.52816342376172531 1.1012621099362139 0.28227008320390812 4.7803234981838605 3.6387471705675116 5.7197580239153449 3.1588781961472705 1.5710231720586305 1.1908788466826083 0.81077293399721373 1.1810009460896251 15.183756312879273 0.65946464458829668 2.0804897379712202 0.68928224500268642 3.6083950854372233 1.7184639401966695 2.3154800087213516 0.60608067398425269 6.4268479345264495 1.3520238935452651 119.01179758000217
leaf_count=158 37 34 9 18 55 122 22 382 15 76 36 70 23 107 172 32 63 21 12 141 9 201 7 43 23 70 10 456 247 1962
internal_value=0.000122155 0.000184728 0.000198346 0.00124298 -0.000127058 0.0001064 -0.000502481 -1.99104e-05 -0.000502234 0.000320373 0.000150548 0.000294431 0.000164349 -0.000440577 -0.000852014 -0.000193346 -7.82642e-05 -0.00120773 0.000249351 0.000152184 -0.000126743 -0.0013948 3.26561e-05 -0.000614917 0.000207213 -0.00180465 -3.67439e-05 -0.000177519 -0.00122242 0.000182548
internal_weight=195.448 156.223 155.086 4.88806 39.2252 22.4833 5.84651 4.47318 3.46915 16.6368 14.5488 13.4475 150.197 16.7419 7.83951 4.68063 8.90241 2.00165 6.90076 148.906 24.5369 2.73995 21.7969 6.61316 124.369 3.00476 8.66722 8.06114 1.63429 120.73
internal_count=4633 2577 2540 52 2056 1491 541 419 397 950 895 819 2488 565 362 190 203 84 119 2479 471 210 261 120 2008 77 749 739 283 1985
is_linear=0
shrinkage=0.00196078


Tree=731
num_leaves=31
num_cat=0
split_feature=8 14 4 7 5 8 5 7 16 18 7 16 16 9 18 4 17 19 9 17 16 0 6 15 18 9 2 10 10 9
split_gain=0.738207 0.828003 0.766684 1.07801 1.12851 1.17675 0.873814 1.02797 0.856801 0.854858 0.811697 0.868778 1.38344 0.669329 0.597798 0.546301 0.531395 0.531184 0.476583 0.755659 0.659033 0.483179 1.30152 0.653384 0.534836 0.468975 1.88291 0.892737 0.814258 1.84561
threshold=8.0437227585500022 162.62753922915002 309.25865594525004 23.131311951800004 21.363989181350004 8.6432548896500023 22.573811927200005 24.176603375500004 22.624947093000003 14.549241649450002 26.459406588900006 16.564961263900003 22.634947069650003 73.466513400400018 11.634276750250001 162.32075757215003 162.04221493815001 14.451165964200003 186.70853236170004 187.52613723835003 22.664946999500003 85.732241321850012 16.465384711100004 34.969820938750011 12.783127173500002 192.39832633775004 152.68195387130001 62.025417527550012 70.128430332750014 198.73585755510001
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 13 18 -4 9 6 -6 17 -9 -5 11 -11 -13 -1 -3 -16 -17 -8 19 -2 -21 22 -20 -24 -23 26 27 -26 -27 -30
right_child=2 14 3 4 5 -7 7 8 -10 10 -12 12 -14 -15 15 16 -18 -19 21 20 -22 24 23 -25 25 28 -28 -29 29 -31
leaf_value=0.00015721530704019716 0.00015504113056688683 -0.0016472118095561801 -0.0018173437022440896 -0.0024294232957108898 0.0017521044201577801 -0.0012824397146307199 0.00021392026685052216 -0.0018999945959334715 0.00028740330852680234 0.0017869929247079717 -0.0021698743774939801 -0.0018403069916854877 0.0020067766376609571 -0.0022662496370298188 0.0022383538026220558 -0.0017100328672845114 4.4530129597076991e-06 0.0014156262148151322 -0.0021866873143958562 0.0014603573255835176 4.0263704615012642e-05 0.0015024288533327858 -0.001531613694041206 0.00025420891829526575 -0.00066016800243702968 0.00039989048366287822 -0.0013847173232244365 0.00063664710980218292 -0.0021035463237986294 0.00011982668196658093
leaf_weight=0.69751336396438901 7.0936187952756864 0.86650523146272362 1.4318702599994164 1.0608176663517976 1.80034021733445 1.628817114047705 3.3711063675582391 1.2919770955340939 1.473857309669256 0.82231723517179567 0.76788651559036214 1.1800603361916726 0.51676144823431958 1.1783503488404674 0.41434112749993701 0.7067987331902249 41.775420341000427 2.4361744439229369 1.1391715394565816 4.7264349474571645 1.7113327749539164 1.2837755829095829 0.88681158547115035 7.0466995389433578 2.7577414810657483 64.655851552262902 3.360035376623272 7.8518561599776149 1.5201752257999057 25.74265081800695
leaf_count=18 50 157 71 43 42 54 38 51 18 12 55 77 12 86 2 272 2122 29 37 58 21 11 52 116 18 534 28 57 27 465
internal_value=0.000128469 -8.94691e-05 0.000195876 -0.000185949 -4.30785e-05 0.000266968 0.000510253 0.000249466 -0.000734374 -0.000898967 -0.000405044 0.000132913 -0.00066869 -0.00136512 -3.47896e-05 -2.21884e-06 -2.40718e-05 0.00071804 0.000248193 0.000596464 0.00108286 0.000207653 -0.000226827 5.45888e-05 0.000244434 0.000229182 -0.000105544 0.000299567 0.000280054 -4.1486e-06
internal_weight=193.197 45.6389 147.558 17.782 16.3501 12.0023 10.3735 8.57312 2.76583 4.34784 3.28703 2.51914 1.69682 1.87586 43.7631 42.8966 42.4822 5.80728 129.776 13.5314 6.43777 116.245 9.07268 7.93351 107.172 105.888 13.9696 10.6096 91.9187 27.2628
internal_count=4633 2657 1976 502 431 232 178 136 69 199 156 101 89 104 2553 2396 2394 67 1474 129 79 1345 205 168 1140 1129 103 75 1026 492
is_linear=0
shrinkage=0.00196078


Tree=732
num_leaves=31
num_cat=0
split_feature=6 6 10 19 7 2 18 17 18 10 10 7 16 16 17 9 3 5 13 19 12 17 16 9 0 15 7 15 15 18
split_gain=0.884499 0.978574 0.7665 0.904987 1.4792 1.15763 0.706929 0.671884 1.1912 1.0076 1.27962 0.966876 1.00383 0.799292 0.637822 0.78816 0.609326 0.683542 0.829632 0.594521 0.584228 0.580847 0.57881 0.572436 0.521389 0.496967 0.493421 0.544842 0.459482 0.509395
threshold=13.665319288000001 13.775321858200002 78.196493182200015 13.051052998800001 22.673598830200003 186.79363985910004 14.365787915650001 201.39543491635001 17.108018746400003 78.537927364800012 80.538140213850014 26.296311413900003 17.874958200600002 14.184966829400002 201.00900942685004 38.283670303850009 81.699554126200013 16.222050829800004 103.75835308650001 12.751028791950002 197.15611335610004 214.22447330960003 15.839962959300001 214.94003843055003 85.769879735700016 6.8054746905500005 22.812602664350003 21.132409465200002 11.406933305300003 17.232128601400003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 22 3 4 6 20 19 9 -9 -4 -11 -10 -13 14 15 25 23 -18 24 -1 -5 -7 -2 -3 -19 -12 -17 28 -28 -30
right_child=1 16 7 5 -6 21 -8 8 11 10 13 12 -14 -15 -16 26 17 18 -20 -21 -22 -23 -24 -25 -26 -27 27 -29 29 -31
leaf_value=-0.0011733650538495509 0.0017717810331741603 -0.0023120098142424563 0.0015000794059802187 -4.4274724205293102e-05 -0.0018784742896160319 -0.0021939894271771937 0.0010089269383174292 -0.0020646986784556079 0.0016681640849759329 -0.0017902117694162246 0.0011164795775115302 -0.00091489829316529438 0.0019493393221374326 0.00093684226468181012 0.0018189749399677494 0.0020531141075621645 0.0015915160045057611 0.00070155963583851762 0.00019644550931165023 0.00095012698401188026 0.0011547543681552979 -7.5046614594670945e-05 0.00046609487744771536 4.4184799135999842e-05 -0.0022801916349793811 -0.0018151236651765489 -0.0020388394990080655 -0.0020602883408147774 -0.00011383448222817083 0.0011811284425954172
leaf_weight=2.2736601851065674 2.3310584165155879 0.7232756889425207 2.3486694747698555 4.4632821326958929 3.4672157653840259 1.1866372851654889 1.3648615730562594 1.3656472589354951 1.0554875212255863 1.2381460893666361 0.26199672985239519 3.0142736546986275 0.55743676796555508 4.8217461057938626 0.65558723488356996 0.4675498455762862 1.3368367981165636 0.30841711767425184 139.39290308186992 0.65234014284214925 2.4038154073059559 0.85628015652764577 2.9664467219263315 0.87724822340533137 0.83828031935263425 1.4679964340757576 0.35456184553186165 0.47235032479511563 4.0237445505335927 1.645479425700614
leaf_count=141 33 26 55 90 188 52 34 122 22 76 36 382 15 70 10 4 11 34 2394 19 14 27 25 19 35 247 151 34 202 65
internal_value=0.00014316 0.00021304 -0.000114056 -0.000436378 -0.00092601 -1.00477e-05 -0.000156375 0.000112147 -0.000455551 0.000303732 0.000121384 1.93651e-05 -0.000467877 0.000288404 -4.60188e-05 -0.000186657 0.000182484 0.000196055 0.000182782 -0.000699941 0.000375443 -0.00130584 0.00104064 -0.00102058 -0.00147822 -0.00137115 0.000107607 -3.24179e-05 0.000126596 0.000262026
internal_weight=189.193 148.774 40.4188 16.6681 7.75808 8.91001 4.29086 23.7507 5.99285 17.7578 15.4092 4.6272 3.57171 14.171 9.34927 8.69368 143.477 141.876 140.54 2.926 6.8671 2.04292 5.29751 1.60052 1.1467 1.72999 6.96369 6.49614 6.02379 5.66922
internal_count=4633 2577 2056 565 382 183 194 1491 541 950 895 419 397 819 749 739 2519 2474 2463 160 104 79 58 45 69 283 456 452 418 267
is_linear=0
shrinkage=0.00196078


Tree=733
num_leaves=31
num_cat=0
split_feature=6 0 5 13 5 9 18 16 15 16 12 15 17 13 15 18 14 3 16 16 8 13 6 5 16 6 19 8 2 2
split_gain=0.690534 0.605931 1.26418 1.15771 0.538351 0.624169 0.559512 1.52874 1.32049 1.35837 1.40075 1.02891 1.22554 1.20673 1.02553 0.962725 1.78905 0.911674 1.10849 1.11173 1.35623 1.0457 0.996626 0.91634 1.02709 0.875493 0.776334 1.17558 1.44531 1.43223
threshold=13.665319288000001 98.752444047600008 16.222050829800004 103.75835308650001 23.714185006400005 226.58992707320002 13.829007611650001 22.654947022900004 28.579157549250002 18.634956423400002 103.28033049195001 23.949961253350004 183.32030055335002 104.45466374230001 28.298162031900002 14.122113655700002 274.15552132740009 87.399085362750014 20.804951349000003 22.554947256700004 8.543332867800002 113.89115178020002 16.605387982250004 22.825270530250005 22.674946976100003 16.565387047600002 14.451165964200003 8.543332867800002 136.64906039505004 86.916594916350007
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=-1 2 -2 -4 6 -6 17 8 11 -10 -11 12 -8 -13 -15 16 -12 -5 21 20 -20 -19 -22 24 26 -26 27 28 29 -21
right_child=1 -3 3 4 5 -7 7 -9 9 10 15 13 -14 14 -16 -17 -18 18 19 23 22 -23 -24 -25 25 -27 -28 -29 -30 -31
leaf_value=-0.00011329077078615586 0.0012884169452873954 -0.0011451977752473972 -0.0015209983940077262 0.0014539230550080085 -0.00015185179669463113 0.0013974892832294336 0.00058307763546319095 0.0020115034390721033 -0.0018241850249401668 -0.0015579265998090805 3.6558510364646328e-05 0.0018877486598856334 -0.0011176506243657958 0.00013171161819851892 0.0015573032497037784 0.00023210246254034241 -0.002057773620043194 -0.0017157311015100153 0.0011720760400548396 -0.00022290021948949504 -0.00086222269122736154 0.00072644999844492569 0.00094563597287234237 0.00068680231096246588 -0.0013525316342080684 0.00018242756358183014 0.0006259259053929564 0.00052512640000608099 0.0002052673949168898 -0.002081406081484609
leaf_weight=38.425608925026609 3.9317390080541363 1.3167156320996571 1.5546424409112649 2.7212544921785584 23.557193269820349 1.0439997622743238 3.3295884494145893 1.5262087937444437 1.9448109191434948 2.4241696475073722 5.1535751800984171 2.6399997584521762 3.189381126081571 9.5005515944212657 2.4379020016640416 19.087196327978745 2.2540324069559574 1.9527137512050097 11.261302305385472 3.6095871329307574 2.693798152729868 1.0294377391692249 2.0757518634200096 12.080552978906779 3.3114501461386672 2.5126229906454682 11.168202999979256 9.7900027520954591 7.9330792305991054 2.8552614971995354
leaf_count=2056 44 38 73 20 885 14 16 32 200 53 46 12 26 116 15 274 29 93 133 25 23 11 26 91 32 34 95 46 51 24
internal_value=0.000122726 0.000179448 0.000190448 0.000162531 0.000179628 -8.61025e-05 0.000230509 7.72937e-05 2.0482e-05 -0.000237951 -0.000131276 0.000398548 -0.000248997 0.000688107 0.000422826 -7.43396e-07 -0.000600718 0.000339785 0.000297835 0.000348212 0.000800915 -0.000872691 -7.5426e-05 0.000211954 7.26527e-05 -0.000690319 0.000198334 9.0355e-07 -0.000355547 -0.00104373
internal_weight=198.312 159.887 158.57 154.638 153.084 24.6012 128.482 53.4874 51.9612 30.8638 28.919 21.0974 6.51897 14.5785 11.9385 26.4948 7.40761 74.995 72.2738 69.2916 16.0309 2.98215 4.76955 53.2608 41.1802 5.82407 35.3561 24.1879 14.3979 6.46485
internal_count=4633 2577 2539 2495 2422 899 1523 819 787 602 402 185 42 143 131 349 75 704 684 580 182 104 49 398 307 66 241 146 100 49
is_linear=0
shrinkage=0.00196078


Tree=734
num_leaves=31
num_cat=0
split_feature=6 3 5 10 10 10 13 8 9 16 12 0 15 15 13 12 16 6 7 9 17 17 6 17 8 2 18 9 9 17
split_gain=0.696383 0.806577 1.07898 0.862485 0.578637 0.622134 1.75335 0.808242 0.618936 0.826917 0.645389 1.39004 1.02267 0.996043 2.59874 1.02638 0.953889 0.914523 0.752319 1.35362 1.53763 1.02518 1.44061 0.992908 1.79191 0.707582 0.642612 0.943771 0.763334 0.919472
threshold=13.665319288000001 80.785478361850011 16.222050829800004 75.629015667650023 75.424692849750016 71.053259929650025 108.06526301150002 7.943800736700001 181.33671263215004 18.124957616000003 133.01805689090003 85.705356740550016 33.221582556000008 31.445204138150004 115.53111123975002 94.177001085000015 22.554947256700004 16.555386813950005 23.109894804950002 189.68479361675003 190.03457182425004 192.80507188075003 16.505385645700006 188.27285108100003 8.7431769115000026 78.110129541750013 13.471502260950002 193.00469145105004 199.39609444495002 198.90226058785004
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=-1 -2 -3 4 5 8 -7 -8 -4 -10 11 17 13 15 -15 -13 -14 -11 19 -12 23 -22 -23 24 -21 -18 -20 -28 -29 -30
right_child=1 2 3 -5 -6 6 7 -9 9 10 18 12 16 14 -16 -17 25 -19 26 20 21 22 -24 -25 -26 -27 27 28 29 -31
leaf_value=-9.8356186063376327e-05 -0.0014682849594402705 0.0012476296031824078 -0.00023521371045850289 -0.0012092279943006878 0.001092122235182965 0.00012188849199237651 0.00027995228125924986 -0.0021217392495858269 0.0016375085756421034 -0.0014487257301704669 0.00048748797142476869 -0.00010581598481852588 0.0016621417633777766 -0.001916436255641997 0.0015158957983678518 0.0011364691540710103 0.0014085018347972276 0.00012393527131376899 0.00061534054542780646 -0.0017182446904181598 -0.0024196457117104404 -0.0020568825018815262 0.00057991949269237055 0.00077685759348987372 0.00083680234799795737 0.00036973859996207757 -0.00089209157057224269 0.00062395361028581234 -0.00045980142594287567 0.00031106361455663799
leaf_weight=36.658455607604992 1.1030927794054139 3.7895895000547162 9.9551455618638993 1.6790514248423267 2.7679239958524695 14.179789497633466 0.71025776257738416 2.2306621535681188 1.6854778612032522 2.0158710926771155 7.657897193857937 4.8451347984373587 5.1131211854517487 2.2886937926523383 1.3473753929138181 5.4142662328667939 3.4884814545512191 4.8225593168754131 15.050698421895502 2.4712502728798409 2.1219535421405453 1.5056094653991752 1.6917125101899726 3.5145542750542518 1.8418298920150844 9.0923554152250272 3.1344999694265416 12.53594771469943 9.2801503738155606 16.572859517880715
leaf_count=2056 37 44 691 21 16 129 20 172 10 28 107 44 95 41 14 58 35 88 99 47 36 28 17 32 28 47 31 119 175 268
internal_value=0.000144514 0.000202362 0.000214422 0.000188147 0.000204071 0.000187069 -0.000163877 -0.00154171 0.000234213 0.000273988 0.000254143 0.000461855 0.000635366 0.000237257 -0.000644557 0.000549784 0.000948011 -0.000339663 0.000150989 -0.000167832 -0.000549546 -0.001363 -0.000661743 3.23764e-06 -0.000627154 0.000657772 0.000268233 0.00014242 0.000226889 3.43553e-05
internal_weight=190.566 153.908 152.805 149.015 147.336 144.568 17.1207 2.94092 127.447 117.492 115.807 38.4279 31.5894 13.8955 3.63607 10.2594 17.694 6.83843 77.379 20.8048 13.1469 5.31928 3.19732 7.82763 4.31308 12.5808 56.5742 41.5235 38.389 25.853
internal_count=4633 2577 2540 2496 2475 2459 321 192 2138 1447 1437 450 334 157 55 102 177 116 987 295 188 81 45 107 75 82 692 593 562 443
is_linear=0
shrinkage=0.00196078


Tree=735
num_leaves=31
num_cat=0
split_feature=13 0 7 18 18 4 13 15 10 5 19 7 6 18 19 9 9 13 9 15 16 3 17 0 6 13 15 5 17 17
split_gain=0.627759 1.16487 1.88487 0.791678 1.03753 1.02644 1.32676 0.758112 1.01278 0.712138 0.698415 0.696377 1.06429 0.677747 0.667964 0.635031 1.01741 0.682132 0.61718 0.610686 1.15924 0.94787 0.600761 0.591715 1.03624 1.32849 0.713263 1.23362 0.822889 1.24454
threshold=109.34496908160001 95.44832900530001 20.797746106000002 14.380989918050002 14.295312909150001 377.6847677435 117.55283175385001 29.171703351550004 70.816675614150014 18.331716563250001 14.451165964200003 24.872345000050004 14.865347326450001 14.414681958350002 9.8507947922000021 210.61272793875003 212.80230024750003 108.34217419895002 210.09631269260004 24.322764446600004 15.124964631250002 77.392644201200014 203.83164298205003 86.345209775600011 16.375382608200002 117.39690118230001 36.535628266450011 20.911722254300006 191.20566072810004 193.70011821090003
decision_type=2 2 2 2 2 2 2 2 2 2 2 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 23 22 8 -4 11 13 12 -10 -5 -3 17 -17 18 -16 20 21 -18 -7 24 25 -2 27 -25 -28 -30
right_child=3 14 7 10 -6 6 -8 -9 9 -11 -12 -13 -14 -15 15 16 19 -19 -20 -21 -22 -23 -24 26 -26 -27 28 -29 29 -31
leaf_value=0.00057575338649494025 0.00014718886441779689 -0.0014855326169012928 -0.001800990461081545 0.0018370873588010831 -0.0012439950602014492 -0.0022927483167131421 0.00045188686437761899 -0.0020712972202149784 -0.0022408925881619965 0.0011123620701004487 -0.00048299145837172003 0.0011196769839933933 0.0013166076173337497 0.0006093278728729136 0.00013291700233437293 -0.0013342919152794395 -0.0020272732070247589 0.0018689866024636666 0.0011182709503647411 0.00041523872693878901 -0.0020425999009243282 0.00066496042647619738 3.6599585299856453e-05 0.00024726437596976473 0.00013964905038171214 -0.0022745247897370665 0.0010896392218783654 -0.0012285411114812193 -0.00051282934921728586 0.00058409778774207817
leaf_weight=3.6557462811615542 1.898997021664399 1.0198983149166441 2.1498541348264535 2.1148464893922201 2.0075006973929694 1.8104480192305339 1.9093903466127811 2.3089891096169595 1.3033203025697737 1.2274268204782854 1.7884531430900086 0.58252720092423249 0.42998675350099791 9.4654557000903861 41.147749701165594 2.7040898050181559 0.62968433674541158 0.95220596715807815 2.5982382218353441 6.131135027622804 1.3667954858392475 2.4948737011291087 0.55654990300536145 20.48549427185208 49.172089983068872 1.6086739953025242 7.9640998393297187 2.4366352129727593 4.9653020575642612 19.970519052818418
leaf_count=157 29 379 172 12 36 89 58 240 135 31 44 15 7 141 1230 64 110 5 23 102 57 34 11 188 933 44 51 26 30 180
internal_value=0.000124012 -2.43095e-05 -0.000590722 0.000205841 0.000153247 0.000178118 -0.000764127 -0.00112362 -0.000739272 -9.50795e-05 0.000657422 -0.000735042 -0.00135837 0.000833547 8.75238e-05 0.000115173 -0.000260496 0.000227178 0.000191441 1.28518e-05 -0.000536445 0.000122401 -0.00174505 0.000215255 6.61996e-05 -0.000963448 0.00035592 9.03854e-05 0.000540925 0.000365674
internal_weight=198.857 70.7025 11.6579 128.154 114.786 112.778 4.27639 8.0021 5.69312 3.54326 13.3688 2.31583 1.73331 11.5803 59.0447 58.0248 13.3266 44.6982 43.746 10.6225 4.49135 3.12456 2.367 108.502 52.6798 3.50767 55.8221 22.9221 32.8999 24.9358
internal_count=4633 2761 757 1872 1675 1639 158 600 360 188 197 157 142 153 2004 1625 367 1258 1253 303 201 144 100 1481 1006 73 475 214 261 210
is_linear=0
shrinkage=0.00196078


Tree=736
num_leaves=31
num_cat=0
split_feature=0 16 6 6 2 10 19 3 12 12 2 10 9 17 18 10 10 7 16 17 16 9 15 7 3 9 5 10 10 6
split_gain=0.163901 0.209407 0.156158 0.481645 0.58638 0.401426 0.46911 0.952605 0.569896 0.513811 0.713608 0.681357 0.358642 0.356932 0.733501 0.685321 0.65573 0.506479 0.528723 0.422603 0.352021 0.375169 0.347932 0.317575 0.317458 0.701691 0.47349 0.570086 0.422715 0.665188
threshold=71.096275259750016 21.074950717600004 13.665319288000001 13.775321858200002 189.32640726775003 78.196493182200015 12.851036860900001 83.613736315050019 219.88098848225005 212.31925379130004 174.51290495925002 76.871083323950003 30.508756957950002 201.39543491635001 17.108018746400003 78.537927364800012 80.538140213850014 26.296311413900003 17.874958200600002 201.00900942685004 14.184966829400002 38.283670303850009 6.8054746905500005 22.812602664350003 81.699554126200013 218.96512164950002 16.222050829800004 75.629015667650023 75.424692849750016 13.955326063950002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 5 4 -4 6 7 12 -9 10 -8 -11 -2 15 -15 -7 -17 -16 -19 20 21 22 -18 -23 25 -5 -26 28 29 -28
right_child=2 -3 3 24 -6 13 9 8 -10 11 -12 -13 -14 14 17 16 19 18 -20 -21 -22 23 -24 -25 26 -27 27 -29 -30 -31
leaf_value=-0.095756326209258488 0.018281678499274603 0.032034724954613257 0.010560261471226287 -0.10746091411745398 0.087881193615927361 0.069565178842202924 -0.0061458777027114421 -0.07082734923533196 0.03896145672896479 -0.081523017173836032 0.079219916111369068 0.055474263849234449 -0.10011024339020556 -0.098121329453171938 0.075329892279493993 -0.080540560254135751 0.061335082120831261 -0.039894999361484579 0.092517061744339532 0.089191764182895816 0.028976084560403337 0.097016327097788277 -0.084899407667821142 -0.0038669254854816022 0.067300634260592532 0.034809875386729514 -0.075987119656604013 -0.059201883843494965 0.043329412088034612 0.0022161578346525834
leaf_weight=0.33491561957407512 0.25738942780299412 0.17251694365404546 2.7909795437008134 0.70701521728187688 1.265986021608114 1.6208237726532377 5.1996581126440997 0.61314034857423383 1.3316638117539694 1.3651667722151613 1.0441575707518493 0.42202090914361168 1.9373410484986378 0.84413998547824975 0.64535442454507608 0.76020070622325775 0.17371461664879084 1.7903836354234957 0.31486900942400087 0.56796770473010916 3.5257932847598568 0.29527248069643963 0.85834618590160972 4.4973996670596534 0.98322289064526458 0.54521753056906164 0.97395551181398232 1.3520851651264809 2.192178599536418 115.54238023300968
leaf_count=182 19 6 24 29 34 55 130 85 59 83 18 10 161 122 22 76 36 382 15 14 66 4 247 452 11 16 33 19 12 2211
internal_value=0.00115747 -0.0523099 0.00133317 0.00274545 0.0346884 -0.00502519 -0.0179043 -0.043673 0.00434823 -0.00462204 0.0081299 -0.0491729 -0.0862257 0.0048366 -0.0212839 0.0124708 0.00380492 0.0022969 -0.020091 0.0102696 0.00547569 -0.00874944 -0.0602855 0.00234841 0.00168579 -0.0455167 0.00217412 0.00164077 0.00233377 0.00156246
internal_weight=154.925 0.507433 154.418 126.353 4.05697 28.0648 12.1705 4.13953 1.9448 8.031 6.24382 1.78719 2.19473 15.8943 3.59475 12.2995 10.6787 2.75061 2.10525 9.91849 9.35053 5.82473 1.03206 4.79267 122.296 1.25223 121.044 120.061 118.709 116.516
internal_count=4633 188 4445 2389 58 2056 565 324 144 241 148 93 180 1491 541 950 895 419 397 819 805 739 283 456 2331 45 2286 2275 2256 2244
is_linear=0
shrinkage=0.0942322


Tree=737
num_leaves=31
num_cat=0
split_feature=16 16 16 13 15 3 6 17 9 13 13 16 16 7 16 2 0 15 3 7 10 18 19 2 16 2 17 10 19 19
split_gain=0.784007 1.36405 0.775316 1.00445 0.923528 0.692515 1.1582 1.15757 1.03545 1.02801 1.06712 0.997982 0.818158 0.786665 0.738332 0.660393 0.641209 0.569062 0.562091 0.544277 0.527193 1.19163 0.508992 0.482036 0.591083 0.768095 0.582539 0.566258 0.454018 0.668911
threshold=20.394952307700002 20.034953149600003 20.674951653000004 113.98793627290001 33.995989817300007 92.367355987800025 16.355382140900002 192.19686994285004 195.34352961910002 115.13321943645001 116.86189801435002 21.979948601300006 22.514947350300002 23.853977146050003 22.634947069650003 325.13486840910008 109.03310793845002 29.448090887600003 93.181958801350021 27.902905420600003 62.132955852800002 13.317304170000002 14.251149826300002 309.04644204820005 12.604970524100002 166.72194812590001 201.61829342215003 68.327163385350005 14.051133688400002 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 15 22 4 -4 8 7 -7 -5 -10 -11 17 13 18 -12 23 -17 -8 -13 -18 -14 -22 -2 24 25 -1 27 -27 29 -26
right_child=2 -3 3 5 -6 6 11 -9 9 10 14 12 20 -15 -16 16 19 -19 -20 -21 21 -23 -24 -25 28 26 -28 -29 -30 -31
leaf_value=-0.0017933181697068719 0.0017786301890033657 -0.0016853135942661106 -0.0016504352986355989 0.0012685646466321181 3.2501630608828014e-05 -0.002320210481848833 4.9567031953757513e-05 -0.00010824069638243164 -0.0011438008254956499 0.0012038859589468933 -0.00027884368727394015 0.002078207697909638 0.00023356271391364349 -6.1182799410169935e-05 0.00084292840976449724 -0.0015035200849884255 0.001309273233703505 -0.002391568022588214 0.00058116101174271906 -0.0019918787791410124 0.00084729814739433493 -0.0017715737433004696 0.00044026497489029853 0.0010354567591264172 6.0299835101196812e-05 -0.0020399925543670948 -0.0020138367857528944 0.0003306375745313924 -0.0010265437278372278 0.00076375719586294858
leaf_weight=1.434266227093757 2.0198397580534211 1.809636189136653 2.0446405839174977 5.875722004100683 3.2405325109139085 1.3625985420658242 0.63817325048148521 2.7359980589244515 1.6778350034728671 5.1037476453930131 6.6287708394229394 2.3292818516492839 64.473259202277404 1.9532718658447263 3.4194738566875458 2.0114632742843237 0.72032519662752736 0.86448397114872932 1.6454260647296903 0.26181443223322276 1.170909515989478 1.5552407852374015 2.3795715123414993 1.934179032628889 66.541591754255933 0.43101811280939717 0.57384165370604012 3.8269684215047164 1.3642589029041108 5.6372762466780832
leaf_count=428 38 42 33 49 29 33 27 40 23 67 66 62 649 8 35 216 16 16 15 93 30 17 24 97 1862 53 166 283 32 84
internal_value=0.00013907 -8.53744e-07 0.000248053 0.000214798 -0.000618565 0.00025822 0.000171214 -0.000843621 0.000559904 0.000312493 0.000473754 0.000226947 0.00025945 0.000957743 0.000102902 3.51194e-05 -0.000869412 -0.00135483 0.00145847 0.000429267 0.00019785 -0.000646741 0.00105473 6.82452e-05 4.48048e-05 -0.000533291 -0.000159268 9.06686e-05 9.40603e-05 0.000115241
internal_weight=197.665 86.5466 111.119 106.719 5.28517 101.434 78.7286 4.0986 22.7055 16.8298 15.152 74.63 73.1274 5.92798 10.0482 84.737 2.9936 1.50266 3.97471 0.98214 67.1994 2.72615 4.39941 81.7434 79.8092 6.26609 4.83183 4.25799 73.5431 72.1789
internal_count=4633 3372 1261 1199 62 1137 897 73 240 191 168 824 781 85 101 3330 325 43 77 109 696 47 62 3005 2908 930 502 336 1978 1946
is_linear=0
shrinkage=0.00196078


Tree=738
num_leaves=31
num_cat=0
split_feature=19 16 16 10 3 8 17 7 7 3 0 10 18 16 19 18 5 17 17 5 13 2 12 2 9 4 7 7 9 18
split_gain=0.167806 0.205061 0.172825 0.262863 0.372567 0.290077 0.225498 0.243744 0.464352 0.363572 0.35814 0.295591 0.491364 0.227565 0.355718 0.485791 0.207156 0.498134 0.340925 0.324222 0.264722 0.225987 0.936592 0.562585 0.612013 0.651546 0.443062 1.08061 0.622912 0.56361
threshold=9.8507947922000021 8.3649804390000018 8.3649804390000018 87.313054702550019 67.821733256800016 1.3489472949000001 243.29790314680005 26.756201080000004 26.366329164100005 82.705037467000025 104.09978726910002 79.941302508900023 17.448621627850002 18.764956119400004 11.950964240300001 17.108018746400003 11.783123780850001 194.75204781875001 201.23649604560003 12.901187908600003 105.63489686155002 125.02712973155002 150.80177373595004 120.31044416595002 205.22231928645002 210.68108846220002 25.070284486400002 25.221560561650005 201.81004550795004 14.349689277800001
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 -2 6 5 -5 7 8 16 13 11 12 -9 14 -10 -16 17 20 -19 -18 -4 23 -23 -21 25 -25 29 -28 -29 -24
right_child=2 -3 3 4 -6 -7 -8 10 9 -11 -12 -13 -14 -15 15 -17 19 18 -20 21 -22 22 26 24 -26 -27 27 28 -30 -31
leaf_value=-0.088868902836961347 0.043187254572092791 0.013563289167708084 -0.079383928424663311 -0.088399178524871516 -0.089508863843230826 0.034048650062286336 0.047366044522941228 -0.079784262065896477 0.057161528889647699 -0.021232924927456615 -0.089393283177129676 0.0092203908692823928 0.02662552176936072 0.094862016632146801 -0.089285036973013474 0.084291918173756974 0.043614486299681496 0.049002884475759602 -0.060663194674915745 0.0028557380032950708 0.019221932836310813 -0.075942646421044563 -0.001036022609976569 0.061804508880170125 0.088876420159642422 -0.031427701279171522 -0.087828413604676997 -0.069429829877054566 0.0014413584466621374 0.025251278444382828
leaf_weight=0.34370976255922769 0.74114325058690056 0.260285616008332 1.0642975614173331 0.19713751845119876 0.58486692675796803 0.57224543989286758 0.80412892572348837 0.91070057623437539 1.4288957687094805 0.70752648159395892 0.49136334468494158 2.2708859343547374 0.51478314306586981 0.62658540904521931 0.33732598100323219 0.19160872022621334 1.3670458062842943 0.79308471104013711 0.29465860794880427 60.574350681221404 0.25596460513770569 1.2836559745919647 56.422772749811429 1.0690544253229743 1.2089649246772749 1.2122615444241089 1.4257109707687039 1.0587203325703729 8.3753507999062986 6.9418704935742417
leaf_count=329 80 58 231 98 207 68 34 56 33 20 90 50 26 3 51 3 46 54 63 1298 4 119 1027 30 14 23 39 35 253 191
internal_value=0.00106994 -0.0447268 0.00124988 0.00104671 -0.0371374 0.00267408 0.00138774 0.00114261 0.00173402 0.0340611 -0.0195665 -0.0102843 -0.0413566 0.0491987 0.0345846 -0.0264061 0.000991638 -0.024327 0.0192955 0.00142422 -0.0602668 0.00101098 -0.00221567 0.00481399 0.0387998 0.0122621 -0.00094062 -0.0171875 -0.00651202 0.00184386
internal_weight=154.331 0.603995 153.727 152.986 1.35425 0.769383 151.632 150.827 146.64 3.29194 4.18773 3.69637 1.42548 2.58442 1.95783 0.528935 143.348 2.40801 1.08774 140.94 1.32026 139.573 75.5081 64.0646 3.49028 2.28132 74.2244 10.8598 9.43407 63.3646
internal_count=4633 387 4246 4166 373 166 3793 3759 3537 110 222 132 82 90 87 54 3427 352 117 3075 235 3029 1664 1365 67 53 1545 327 288 1218
is_linear=0
shrinkage=0.087056


Tree=739
num_leaves=31
num_cat=0
split_feature=2 2 2 12 13 3 3 6 15 5 8 6 7 15 2 4 9 12 3 5 6 17 9 4 7 9 19 15 17 16
split_gain=0.1283 0.648519 0.427516 0.424129 0.404266 1.31746 1.04686 0.79542 0.712695 0.814215 0.90592 0.889194 0.484522 0.492453 0.603155 0.736704 0.723623 0.60768 0.775689 0.451608 0.364722 0.359557 0.333629 0.581708 0.330818 0.317617 0.295119 1.26694 0.790602 0.501667
threshold=125.02712973155002 125.96573834520002 120.31044416595002 140.76381847615002 109.47132661375001 83.17551763980002 86.092494711350014 15.205355270700002 29.712811603950005 18.331716563250001 7.943800736700001 14.865347326450001 22.398098708400003 40.42701969085001 103.92649527695001 183.03125707040002 198.73585755510001 105.28371344000001 93.394346993650018 18.850689434250004 14.475338213950002 166.68115439205005 205.22231928645002 210.68108846220002 22.721067571950005 47.331347365000006 12.651020723000002 24.212507723600002 183.32030055335002 15.404963976500001
decision_type=2 2 2 2 2 2 2 2 2 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 26 -6 -8 9 10 20 -12 -9 14 15 17 -17 18 -14 -11 25 -3 23 -4 -19 -7 29 28 -28 -1
right_child=1 21 22 -5 6 8 7 12 -10 19 11 -13 13 -15 -16 16 -18 24 -20 -21 -22 -23 -24 -25 -26 -27 27 -29 -30 -31
leaf_value=0.0018196982238764179 -0.10818860186903366 -0.043921118209936265 0.059538409752166295 -0.047466937606749846 0.059717612980407196 0.065792008220150439 -0.043630190217975734 -0.008481447649516579 -0.098672828433096424 0.070405276818235787 -0.1019659602228527 0.014688118780543678 0.0079134860831349668 0.062886484439911947 -0.019038489231713026 0.092052862864406282 0.011963891687871502 0.013201298445704441 0.071031885660569338 -0.051261467132359011 0.10346347078527089 5.4032903737357119e-05 0.061679869375300553 -0.030769053803357285 -0.032245090858609021 -0.09282549626307468 0.022166446386782591 0.017645642797012799 -0.096302939696287601 0.042466375334731458
leaf_weight=7.0219231341398025 0.44484681591347808 1.4916324289524698 1.0213059503948896 1.3305058780824754 2.9555938914418212 0.18426499242195804 2.4961344082839778 9.3593574115693645 1.347216465976089 0.88209196785464861 1.9827675069682302 0.69610532163642336 5.5160550707951277 1.6117103211581696 3.9963531829416743 1.9257502928376191 1.6531652528792617 2.126729997806251 2.1273022834211588 0.3307563185771869 0.35764524340629578 85.50372840212367 1.7155989601742474 1.2517004324763545 3.1095701493322849 0.21648771324908012 0.61499882768839542 4.8603931134566665 1.5989728720160199 3.6329012608621269
leaf_count=335 17 266 30 18 22 23 42 343 128 11 69 16 57 17 33 67 18 28 41 108 1 2696 20 38 28 23 3 40 63 32
internal_value=0.000983239 -0.00124681 0.00394116 0.00212649 0.00321526 -0.00582635 0.00903248 0.00461635 -0.0418026 -0.0253264 -0.0473979 -0.0716534 0.00844852 0.0156292 0.0119057 0.0194193 0.0550583 0.00951615 0.0254806 0.0372255 0.0382791 -0.00069997 0.0321193 0.00980784 -0.013787 -0.0198936 0.00634351 -0.00771641 -0.0633944 0.0156787
internal_weight=153.364 87.4402 65.9234 61.9348 60.6042 23.7265 36.8777 33.9221 5.99734 4.65012 3.43727 2.67887 31.426 22.0666 20.4549 16.4586 3.57892 12.8797 7.64336 1.21285 0.758398 86.9954 3.98861 2.27301 5.2363 0.400753 17.7292 7.07436 2.21397 10.6548
internal_count=4633 2979 1654 1566 1548 852 696 674 379 251 132 85 632 289 272 239 85 154 98 119 47 2962 88 68 56 46 473 106 66 367
is_linear=0
shrinkage=0.0887971


Tree=740
num_leaves=31
num_cat=0
split_feature=8 8 18 0 18 4 7 5 8 5 8 7 16 19 19 2 6 16 4 0 7 6 10 0 0 16 4 10 2 17
split_gain=0.462087 0.74364 1.56555 0.884392 1.05056 0.623594 0.98191 1.07671 0.925286 0.93061 0.924075 0.899093 0.862483 0.774079 0.454148 0.435686 0.454513 0.480314 0.781252 0.417254 0.476901 0.40478 0.836054 2.18136 1.27353 0.979783 0.870872 0.807059 0.806041 0.791109
threshold=8.0437227585500022 7.943800736700001 14.442085364750001 93.972365491700018 15.454705336800002 309.25865594525004 23.131311951800004 21.363989181350004 8.6432548896500023 22.573811927200005 8.543332867800002 24.176603375500004 22.624947093000003 12.851036860900001 14.451165964200003 325.13486840910008 17.435407375500002 11.864972254500001 398.10712430820007 109.03310793845002 27.902905420600003 16.455384477450004 66.859265246100009 91.886121982450007 85.990333302400003 22.614947116400003 203.05109110260003 69.999384342500022 197.03438354685002 186.34046889365004
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 15 -3 -4 -5 21 -7 10 9 -9 13 14 -13 -8 -11 16 17 18 -1 -17 -21 22 24 -24 25 -2 -26 -25 -28 -27
right_child=5 2 3 4 -6 6 7 8 -10 11 -12 12 -14 -15 -16 19 -18 -19 -20 20 -22 -23 23 27 26 29 28 -29 -30 -31
leaf_value=-0.0012468563619565229 0.00080442068716821743 -0.0023303761452106195 0.0014591836711125789 -0.0022048159857838093 5.6536859077580397e-05 -0.0017826747388421413 5.7807050293420752e-05 0.0017268730061355598 -0.0011982952617446958 0.00019948590194641922 0.00073487145017037689 -0.0018386802640766916 0.00034451340688876369 -0.0020126467264507657 0.001341819227460741 -0.0013283039920490589 -0.001986485443431676 0.00022383063262727395 0.00074002486728309835 0.0013100301563838946 -0.0019883470762601962 8.5510272776050865e-05 -0.0022149095073366477 0.00077225599417301107 0.0011353627749299561 0.00022897304772221604 0.00026853494434793087 5.7800327294383634e-05 0.0011179132189467309 -0.001479555138075589
leaf_weight=2.1938567609395245 2.1277469750493756 1.6119519104249764 1.0819141641259191 1.0691392330918459 3.0235903956927359 1.3318117835297041 0.99971654897672069 1.8926265421905544 1.4300084160640825 3.3228431458119285 1.0489967573084866 1.3397118168068121 1.4472634103149173 2.2720703508239239 2.240092262160033 1.5901713797074983 0.38883976782017171 30.225103433942422 1.1648538240551713 0.60014509339816857 0.23434222997457255 46.440580023147049 1.4927346678450693 7.612585585564374 10.308144774287937 1.7021142835728822 19.315949238836769 30.16941000278166 5.5239296779036513 2.6865540280705318
leaf_count=648 27 32 11 48 90 71 44 42 54 38 31 51 18 124 29 184 170 1222 146 16 90 460 37 56 147 10 137 521 33 46
internal_value=0.000130841 -4.716e-05 -0.00064304 -0.000117419 -0.000534194 0.000183961 -0.00016506 -3.0356e-05 0.000279178 0.000485454 -0.000866557 0.000204069 -0.000704958 -0.00138001 0.000659483 6.3947e-05 0.000121259 0.000145662 -0.000557775 -0.000739063 0.000383774 0.000231432 0.000315158 0.000109903 0.00050864 -0.000287514 0.000656246 0.000201754 0.000457421 -0.000816914
internal_weight=187.889 43.1839 6.7866 5.17464 4.09273 144.705 17.3251 15.9933 11.6725 10.2425 4.32078 8.34991 2.78698 3.27179 5.56294 36.3973 33.9727 33.5838 3.35871 2.42466 0.834487 127.38 80.9392 39.2747 41.6644 6.51642 35.148 37.782 24.8399 4.38867
internal_count=4633 2657 181 149 138 1976 502 431 232 178 199 136 69 168 67 2476 2186 2016 794 290 106 1474 1014 614 400 83 317 577 170 56
is_linear=0
shrinkage=0.00196078


Tree=741
num_leaves=31
num_cat=0
split_feature=2 2 16 0 6 6 16 13 13 13 13 19 6 0 17 2 19 5 2 16 15 17 9 2 2 0 12 5 13 3
split_gain=0.113524 0.540166 0.405633 0.419418 0.706018 0.705041 0.576136 0.350937 0.791999 0.772222 0.381256 0.954714 0.757585 0.596791 0.519146 0.476447 0.575966 0.496279 0.397549 0.376002 0.357118 0.343224 0.469902 0.341447 0.446909 0.525411 0.375312 0.329809 0.743226 0.343618
threshold=137.50513673700002 138.85176757315003 22.624947093000003 87.261973998100004 16.355382140900002 14.935348962050002 22.644947046300004 117.66037007905001 117.64961624655002 117.69263157665002 117.48293184245001 14.451165964200003 16.485385178400005 86.135510041400025 192.44445991605002 148.55984234940004 14.051133688400002 18.595543819400003 191.54391932205002 22.594947163200004 46.327654127900004 205.96542837505004 204.09084027260005 134.46474107450004 131.42729508740004 89.711159354950013 155.27099795600003 24.367802910700004 117.67650082785001 93.345954747300013
decision_type=2 2 2 2 2 2 2 2 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 -2 7 4 -4 -5 -7 8 10 -9 15 12 14 -13 -12 16 17 -3 -15 -14 -17 23 -23 24 26 -26 -1 29 -29 -6
right_child=1 2 3 5 27 6 -8 9 -10 -11 11 13 19 18 -16 20 -18 -19 -20 -21 -22 22 -24 -25 25 -27 -28 28 -30 -31
leaf_value=0.0038773710651834148 -0.082026158071244887 -0.075856664859124984 -0.070046258542292184 -0.013935804865429778 0.034967315224726389 0.018968565767767079 0.095110808195398175 -0.10978141358838965 0.10039726307396631 0.028969478712370586 0.0043810901641180323 -0.038922647894504586 -0.048752412667612169 0.078612601958214318 -0.055158700942510283 0.00025259907600305758 -0.12345726596466249 0.03145943867405146 0.0096213026550741217 -0.12441251651233218 0.068073769125653924 -0.098225783303576494 -0.0081754793199157773 0.041188600675633853 -0.11054842838065218 0.016534203357483592 0.05737434441617198 -0.11303454725637939 0.0040132464808370228 0.0030986064454313136
leaf_weight=65.856621223299953 0.70269033236399892 0.63973554102267305 1.0602210419892859 1.7884653955698002 4.4142161980271331 1.6655769497156145 1.728171933442354 0.80085537664126494 0.6178602441214015 0.59796797393937595 3.0470202559081354 1.2035872359665516 1.1944663883768956 1.2209047190845015 2.1191943519515917 40.591715960270449 0.56638420373201359 0.865177689542179 1.7130683409050105 1.0564103843062183 0.67364021687535469 0.625104504229966 2.3686066535301507 2.152564202733628 0.62347546385353669 0.50062226298905443 1.1386144086718548 0.5902168818720378 2.148340669227764 8.3499818160198611
leaf_count=1668 35 88 27 25 26 15 39 22 4 33 27 43 29 9 31 1984 8 24 38 16 20 53 57 45 34 17 6 79 47 84
internal_value=0.00103467 -0.00138633 -0.000665894 0.0100669 0.00289012 0.0330048 0.0577419 -0.00476702 -0.00361535 -0.0504683 -0.00478613 -0.0196971 -0.0395312 0.0158581 -0.0200423 -0.000810487 -0.044047 -0.0141604 0.0383304 -0.0842622 0.00135975 0.00365692 -0.0269785 0.00496204 0.00381729 -0.0539516 0.00478658 0.00787818 -0.021213 0.0141197
internal_weight=152.621 79.3559 78.6532 21.7452 16.563 5.18221 3.39375 56.908 55.5092 1.39882 54.8913 11.5547 7.41709 4.13756 5.16621 43.3367 2.0713 1.50491 2.93397 2.25088 41.2654 73.2656 2.99371 70.2719 68.1193 1.1241 66.9952 15.5028 2.73856 12.7642
internal_count=4633 2753 2718 342 263 79 54 2376 2321 55 2317 193 103 90 58 2124 120 112 47 45 2004 1880 110 1770 1725 51 1674 236 126 110
is_linear=0
shrinkage=0.0923845


Tree=742
num_leaves=31
num_cat=0
split_feature=0 13 7 7 10 8 6 3 16 15 0 7 3 9 7 17 4 4 5 3 7 9 19 9 18 4 3 17 18 3
split_gain=0.138103 0.207345 0.141529 0.411076 0.420953 0.410091 0.401166 0.314975 0.375355 0.493094 0.365788 0.871745 0.754896 0.316735 0.314391 0.354032 0.449849 0.320007 0.345454 1.0031 0.29203 0.802142 1.31803 0.756118 0.634414 0.577339 0.75746 0.644773 0.943904 0.833983
threshold=71.096275259750016 120.78166996855002 20.797746106000002 21.698399695800003 61.546871980350012 9.6424751081000029 11.865277230300002 95.002044955650021 22.704946905950003 41.831907381600011 85.619326080400015 22.502236473750006 94.227769014100019 186.70853236170004 22.580797808900005 188.70679832985002 218.45625741980004 157.77812180380002 20.769304081650002 93.733092718100025 23.109894804950002 195.34352961910002 14.251149826300002 194.03220695150003 13.164254432300002 286.34948838025008 82.831394999100013 188.13858192940003 13.344136431100003 93.292185584700022
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 -2 4 -4 7 -6 8 10 -10 11 -5 -13 -9 15 17 -17 -12 -19 -20 21 23 -23 25 -24 27 -27 -16 29 -29
right_child=2 -3 3 5 6 -7 -8 13 9 -11 14 12 -14 -15 20 16 -18 18 19 -21 -22 22 24 -25 -26 26 -28 28 -30 -31
leaf_value=-0.090373303295053026 0.014325992493543828 0.032484347798989274 -0.097216128394169696 -0.10136770716576377 -0.067040645512763439 0.064441342257099132 0.005207392852221159 0.011257922783273802 -0.0040934777912700051 0.059966874293398864 -0.02992919786149402 -0.044630249132979784 0.069224203972734738 -0.093230565687526815 -0.030185722180757858 0.064786065509098628 -0.011645122111517631 0.041719397344229081 -0.055423379328675734 0.031361065418947599 0.0018070169247486937 0.036812507106066525 -0.02445357618169447 0.056030946937623921 -0.090239039665862705 0.021793737719234874 -0.10397980076951423 0.074051327836495123 -0.037549615980400824 0.0064898758593593822
leaf_weight=0.3064903545132428 6.0770696938561732 0.16751471650786698 0.59884204772606553 0.933552959322696 0.85072541376575861 0.80499667371623118 2.1065502312630997 0.38875863418070267 1.8461743751540773 1.9461985077941788 1.5832905098795871 1.0840068170873562 0.79663428672574799 0.55576280364766717 3.6349787623330512 2.0369381209602575 0.86505049956031133 2.3811740976088913 1.6451870517921632 2.9036089675500989 100.4660875932459 1.4596446561627079 2.1449444765166845 1.7596660358831275 2.5066896748030558 0.61084104725159594 0.98858989076688886 2.3285261169075948 2.0371595617034473 3.7781882314011455
leaf_count=172 470 16 39 42 57 18 137 13 26 35 16 67 18 48 45 30 49 53 34 23 2967 16 24 20 40 16 34 26 33 49
internal_value=0.000900037 -0.0469551 0.00105014 0.000493903 -0.0293243 0.00124335 -0.0155763 0.000881725 0.00122716 0.0287815 0.000458494 -0.0312222 0.00359818 -0.0502238 0.00112818 0.0152186 0.0420028 0.0060885 0.0143175 -2.67225e-05 -0.000193315 -0.00965086 -0.036804 0.00131103 -0.0599043 -0.00588637 -0.0559454 0.000911074 0.014791 0.0322515
internal_weight=151.594 0.474005 151.12 145.043 3.55612 141.487 2.95728 140.682 139.737 3.79237 135.945 2.81419 1.88064 0.944521 133.131 11.4152 2.90199 8.51326 6.92997 4.5488 121.715 21.2492 6.11128 15.1379 4.65163 13.3783 1.59943 11.7789 8.14387 6.10671
internal_count=4633 188 4445 3975 233 3742 194 3724 3663 61 3602 127 85 61 3475 205 79 126 110 57 3270 303 80 223 64 203 50 153 108 75
is_linear=0
shrinkage=0.0887971


Tree=743
num_leaves=31
num_cat=0
split_feature=16 15 18 15 19 3 10 10 5 15 10 18 9 19 16 0 10 15 7 16 16 10 16 16 6 13 13 9 2 2
split_gain=0.71369 1.44862 1.64713 1.32689 1.07105 1.03305 1.00619 1.27091 1.01662 0.948513 0.91201 0.759408 0.726288 0.971621 0.722535 0.752115 1.4011 1.82136 1.10536 0.719743 1.27928 1.0686 0.891967 0.958008 0.768678 1.32731 1.57054 1.08777 1.17764 0.973519
threshold=18.684956306450005 28.826925781250004 14.032563378150002 28.298162031900002 12.851036860900001 84.850427055100013 70.816675614150014 75.981203682750007 17.687678651600006 23.884857921950005 68.20618276945001 12.420159544750002 213.03443802080002 13.251069136700002 18.734956189500004 96.631250582750013 70.128430332750014 27.220712026400005 25.412871131150002 17.874958200600002 16.094962363000004 78.962703749400006 13.534968349350001 12.919969787500003 11.085259005300001 92.980324441600018 92.146902421150017 205.73475031020004 154.46567853970001 85.298498744850022
decision_type=2 2 2 2 2 2 2 2 2 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 19 -3 10 8 -8 -9 11 -6 -4 -14 -2 16 -16 -18 -19 20 22 -22 23 -1 25 26 -24 28 -26 -29
right_child=14 2 12 -5 6 -7 7 9 -10 -11 -12 -13 13 -15 15 -17 17 18 -20 -21 21 -23 24 -25 27 -27 -28 29 -30 -31
leaf_value=-9.6530785276697698e-05 0.0013541220937563425 0.0022449615511724538 -0.0021576885300792379 0.0015827735892888306 0.00073952537181659367 -0.00083744335967437817 -0.0022544807493300274 -0.0010486848070933581 -4.2841941838135706e-05 0.00074239538427652875 0.0011643080575280216 -0.0023964691245828324 -0.0021327689396467586 0.0014397896700480757 0.00019570063177900429 0.00076083026938795009 0.00090278927053753463 -0.0022036445699087884 4.6938377973929841e-05 0.001879019082438834 -0.0018806246692740223 0.001661808413144752 -0.0016401605937419207 -0.0021404177268282134 0.00039573081180408864 -0.0013541813250531698 0.0017806850135160793 0.00091030117355354076 0.0014883453928907354 -0.00050187065649975491
leaf_weight=14.084823224708085 2.0753598893061271 0.81504654139280208 2.9660270546155516 2.0882277035416328 0.54214842941291796 0.8581630777916871 3.0342219462618214 2.313257020956371 1.0847601364366708 2.2351673898519948 2.1090604919008911 0.65624377350468421 0.5812487931398207 0.58954320853808895 114.83611936646776 8.2449067756533605 1.6912710368633259 2.7850615731440489 1.2007589275017378 0.88129570451564987 2.010320385183149 0.39108489872887719 0.75607773463707717 0.94056626263773147 10.26788706175285 2.4850186735857278 1.6249449197202919 2.7345873024314624 6.0139812028792212 5.9836311538383598
leaf_count=1150 29 3 217 24 45 38 101 131 14 80 26 137 41 12 1489 42 13 102 12 10 274 8 74 88 127 107 22 46 91 80
internal_value=0.00012168 -4.11904e-05 -0.000977539 4.62204e-05 -7.12495e-06 0.000664044 -0.000531923 -0.000883029 -0.00167203 -0.00016852 0.000388172 -0.000977756 -0.00164151 -0.000333835 0.00020639 0.00018789 0.000148693 -0.000802182 -0.00152564 0.000123326 9.06092e-05 -0.00130372 0.000165197 -0.000224475 0.000361237 -0.000351773 0.000694418 0.000500018 0.000799306 -5.89238e-05
internal_weight=198.881 68.0473 5.81003 62.2373 60.1491 1.67321 11.9749 8.66741 4.11898 4.54842 3.30745 1.19839 4.13682 1.17079 130.833 128.758 120.513 5.67709 3.98582 48.1742 47.2929 2.40141 44.8915 15.0254 29.8661 4.86604 2.38102 25.0001 16.2819 8.71822
internal_count=4633 2946 311 2635 2611 41 534 326 115 211 208 182 270 53 1687 1658 1616 127 114 2077 2067 282 1785 1238 547 203 96 344 218 126
is_linear=0
shrinkage=0.00196078


Tree=744
num_leaves=31
num_cat=0
split_feature=6 0 2 6 13 12 17 9 9 18 7 9 9 17 10 3 19 16 15 6 2 15 9 6 15 10 15 2 18 9
split_gain=0.539834 0.875864 1.18081 0.945564 1.27382 1.25842 0.748545 1.43559 1.24983 1.14315 1.13021 1.23277 1.13003 0.784771 2.79866 1.17111 1.11346 1.77162 0.847903 0.916822 0.82347 1.69109 0.731108 0.723881 0.872515 0.721269 0.686317 0.958672 0.638672 0.58913
threshold=14.845346859150002 86.345209775600011 314.93386866815007 16.375382608200002 117.39690118230001 121.79144674955002 191.20566072810004 193.00469145105004 190.64005357525002 13.154691941050002 23.164713644150002 195.46053662500003 194.45262321395003 201.39543491635001 66.859265246100009 89.256809930900019 14.651182102100002 22.624947093000003 42.33967733730001 16.455384477450004 153.89888490650003 30.404760455250003 192.57902085675002 16.425383776450001 35.133229767950006 62.116825104000007 36.548474543700003 344.91334945730006 13.845746551550002 200.95377551580003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=26 2 3 4 5 -2 9 8 -8 22 11 -9 -12 18 15 -15 17 23 19 20 21 -14 -3 -17 -25 -11 -1 28 -28 -22
right_child=1 6 -4 -5 -6 -7 7 10 -10 25 12 -13 13 14 -16 16 -18 -19 -20 -21 29 -23 -24 24 -26 -27 27 -29 -30 -31
leaf_value=3.3449483353762307e-05 -0.0022552101346925433 0.0006369033742220356 -0.0021274497171911047 0.00012289223527318975 -0.0022543765681072763 0.0012032998349500161 0.00023436005506051799 0.00055037904250504932 -0.0014721863001213482 0.0019619238289178284 0.0018479592776479148 -0.0015321653503655443 0.0015614198195919649 0.0015858417821002491 -0.0020310964657533122 -0.0016578136163138621 0.0014186596506176909 0.0013633283501443398 -0.00031486260798797313 0.00017029118365079811 0.002187447537091913 -0.00032751776334401315 -0.00066399638629570813 -0.0014652892455261966 0.00077203068223244203 0.00079729208050451029 5.8063540008807889e-05 0.00082291893012365524 -0.0020633843670723692 0.0010346402739717783
leaf_weight=73.379290073324228 0.58420445182127823 3.8984507992863682 0.97092016370152023 50.059157485946344 1.5541397410415809 1.3148773232678648 3.284003658220171 1.9994678795337666 3.3160003013908863 2.8323482498526555 2.1284334100782862 2.4100755606777966 3.4114190787077003 2.4669699221849433 2.1885751129593691 2.4472160302102548 1.8326717838644979 1.8250840865075586 3.4876595903187981 7.5162525130435816 2.8099663183093071 3.9114185608923435 2.8938808552920818 1.1755131855607035 1.5588546711951492 7.3496291302144527 0.76729733310639847 0.975035547511652 1.8883025634277144 4.331636062823236
leaf_count=2607 27 28 83 1008 46 39 25 23 29 23 72 23 31 30 62 34 12 22 31 36 14 33 21 36 13 58 6 18 105 38
internal_value=0.000121128 0.000201437 1.55528e-05 5.44351e-05 -0.000937944 0.000139377 0.000348052 0.000231546 -0.00062305 0.000705658 0.000355506 -0.000587854 0.000456738 0.000380741 -1.54637e-06 0.000391316 5.79359e-05 -0.000297976 0.000583303 0.000725814 0.00101448 0.000552463 8.26535e-05 -0.00088313 -0.0001898 0.00112126 -7.72456e-06 -0.000839899 -0.00145042 0.00148823
internal_weight=200.569 123.559 54.4833 53.5124 3.45322 1.89908 69.0755 52.1012 6.6 16.9743 45.5012 4.40954 41.0917 38.9632 13.4949 11.3063 8.83934 7.00667 25.4684 21.9807 14.4644 7.32284 6.79233 5.18158 2.73437 10.182 77.0099 3.63064 2.6556 7.1416
internal_count=4633 1897 1203 1120 112 66 694 564 54 130 510 46 464 392 209 147 117 105 183 152 116 64 49 83 49 81 2736 129 111 52
is_linear=0
shrinkage=0.00196078


Tree=745
num_leaves=31
num_cat=0
split_feature=10 10 5 5 18 0 15 9 13 9 9 17 0 13 13 4 10 17 15 15 19 13 6 13 19 10 16 7 18 12
split_gain=0.119735 0.603745 1.15925 0.923149 0.851721 0.506003 0.506521 1.17098 0.55958 0.556064 0.646609 0.743406 0.539815 0.414421 0.78356 0.374046 0.348085 0.294238 0.2754 0.880601 0.84144 0.564105 0.39525 0.730061 0.547328 0.728348 0.444812 0.588929 0.350021 0.338904
threshold=69.999384342500022 68.846035804500005 18.428229854150004 18.160071980500003 14.442085364750001 95.217121606100008 28.579157549250002 213.03443802080002 109.40142670235001 197.00658341100004 196.40176798710004 174.14321222100003 93.501885318850015 108.34217419895002 108.06526301150002 143.58239362595003 67.254468591300011 169.38704859920003 23.949961253350004 23.340124910500005 12.851036860900001 101.51349054760001 13.705320222600003 104.19926021995002 13.051052998800001 80.538140213850014 18.304957195050005 23.913271136350005 14.295312909150001 97.388883832800005
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 3 -3 16 -4 6 8 12 9 10 11 17 -8 14 15 -7 -1 -2 19 20 28 -21 24 -24 25 -20 27 -25 -17 -29
right_child=5 2 4 -5 -6 13 7 -9 -10 -11 -12 -13 -14 -15 -16 18 -18 -19 22 21 -22 -23 23 26 -26 -27 -28 29 -30 -31
leaf_value=-0.10693023106971959 -0.027674010402661414 0.073486499529835186 -0.08844840301138869 0.0028674205783866982 0.031401060606542602 0.081127600171827061 0.049277097199158848 0.043750995517348124 0.055483703703438421 -0.080409355341807667 0.10772011907782565 -0.10822509400082278 -0.086803024143093696 0.044876136353909322 -0.10352031147592387 -0.067801175419503451 -0.031162850713833939 0.082407454910655861 -0.079958049932859973 0.0014160606484142754 -0.064722399038361814 -0.11694089794318684 0.069150818256356883 0.03852229559636032 0.01879271255673581 0.013436878777076392 0.022494962438502318 -0.014040413551465205 0.0060588568981125015 -0.10778599574779958
leaf_weight=0.82728181849233751 0.41850711579536282 3.0330813629552713 0.92319034982938353 91.727238809165556 1.3472117979545144 0.533747348934411 0.29565152956638518 1.0048483466234754 1.1912121362984178 1.0097710540940168 0.45548640191555012 0.57902484585065395 3.0228801879420644 1.9467811214271922 0.67099927138769899 0.61039937293390778 1.7349236039444802 0.48345427727326751 1.7015661380719422 0.57820577343227242 1.7894523570721492 1.0432880062144247 2.3134041468147171 0.77947320789098773 3.2463507141219452 1.4112035226571604 5.3204918405972421 0.65238116029649951 20.50442993499928 0.78489990835078061
leaf_count=34 37 28 24 1973 29 4 4 31 13 55 2 119 242 19 31 31 27 10 118 32 123 21 29 3 84 27 33 7 1405 38
internal_value=0.00109659 0.00305276 0.0346074 0.00127792 -0.0173321 -0.00262508 -0.0241474 -0.0471537 -0.000107235 -0.0225835 0.00756969 -0.0232322 -0.0746795 0.00152413 -0.000488182 0.00118702 -0.0556265 0.03133 0.000139581 -0.0062854 -0.00143947 -0.0747362 0.00986073 0.0219198 -0.00881946 -0.0376166 0.00742319 -0.028751 0.00392367 -0.0652349
internal_weight=151.941 99.5929 5.30348 94.2894 2.2704 52.3479 8.46084 4.32338 4.13746 2.94624 1.93647 1.48099 3.31853 43.8871 41.9403 41.2693 2.56221 0.901961 40.7355 24.5258 22.9043 1.62149 16.2098 9.85065 6.35912 3.11277 7.53725 2.21675 21.1148 1.43728
internal_count=4633 2115 81 2034 53 2518 513 277 236 223 168 166 246 2005 1986 1955 61 47 1951 1612 1559 53 339 110 229 145 81 48 1436 45
is_linear=0
shrinkage=0.0961169


Tree=746
num_leaves=31
num_cat=0
split_feature=16 6 15 4 4 7 5 10 18 0 0 0 17 12 6 17 14 8 10 16 16 14 10 7 3 13 18 18 3 18
split_gain=0.66707 0.691751 0.592145 0.533738 0.91453 0.848223 0.923852 0.703097 1.54839 0.716378 0.579406 0.57258 1.22379 1.07627 0.909609 1.22068 0.686796 1.08441 0.632637 1.51132 1.13606 0.656088 0.597002 1.67603 1.32914 1.33834 1.28848 1.11979 1.09042 1.3282
threshold=18.594956516900002 15.635365317800002 32.548041893900006 309.25865594525004 312.24436677560004 23.131311951800004 31.373072367600006 62.041548276350007 14.032563378150002 91.625341543800019 90.189704902150012 86.538778761000017 198.26219854015002 232.35148227425003 16.375382608200002 192.19686994285004 273.45586700690006 8.2435668022500028 64.369753017350021 22.454947490600002 20.904951115100005 244.85040433755003 66.859265246100009 23.032419884600003 87.399085362750014 111.12203990580001 14.032563378150002 14.380989918050002 85.589753040950015 15.015859748200002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 -1 11 -5 6 -6 -7 -9 10 -10 12 14 16 15 -2 18 -18 19 -13 22 -21 23 -20 26 -26 -24 -28 29 -29
right_child=3 -3 -4 4 5 7 -8 8 9 -11 -12 13 -14 -15 -16 -17 17 -19 20 21 -22 -23 24 -25 25 -27 27 28 -30 -31
leaf_value=1.6410177575679144e-05 -0.0019680690801429832 -0.0015894127383028992 -0.002025578920109137 -0.0020218667188360373 -0.0022798137696381283 0.00062490810153863902 0.00038249236424408689 -0.001764835245668366 0.00021608568315434291 -0.0010139160519028743 0.0018060712953922786 0.0018793074399719451 -0.0014229512942155458 0.0014813570528257284 0.0002458135800093744 0.00046355464520817907 -0.0013433066667677411 0.00029136513068816079 -0.00014235014859886386 8.6204740591968763e-05 -0.0010578449508629314 0.0008873149532474218 0.0015910358187764494 0.0016714670475908237 0.00066902143566988407 -0.002008276819507646 -0.00075917163638169007 -0.0012075174933795611 0.0014346169216047913 0.00049226609192412054
leaf_weight=48.74705467975582 1.7035440754843869 1.0847423423492717 0.55217013036599283 0.89785652840510266 1.2008094490884134 6.9895407226867956 0.86003917272319075 1.9104189742356537 3.3081540029961616 1.2971489585470406 1.2010866208001969 3.4221122115850475 1.9003528249450017 3.337081514298915 48.555317290592939 1.4861590126529334 2.2959606999065718 4.8689993522129953 3.6951684374362257 8.8259912095963937 2.365649113431572 7.0859057940542689 2.8805491030216279 4.167791560292244 1.1456429399549954 1.9224113915115593 3.8452666876837638 2.2405558640602967 3.2291675116866818 8.3692434099502844
leaf_count=2415 40 371 106 96 52 93 47 37 50 44 29 85 22 22 574 17 27 37 32 46 33 34 22 37 14 43 44 59 34 71
internal_value=0.000151991 -4.05411e-05 -6.46088e-06 0.000223843 -9.39069e-05 9.33221e-06 -0.00116877 0.000174424 -0.000233605 0.000270201 0.000639596 0.000271678 0.000122428 0.000397374 0.000179182 -0.000835117 0.000337445 -0.000232454 0.000414206 0.00069719 0.000252629 0.000442956 0.000351059 0.00081907 0.000195345 -0.00100855 0.000374954 0.000176869 0.000436955 0.000133309
internal_weight=185.392 50.384 49.2992 135.008 17.6651 16.7672 2.06085 14.7063 7.71681 5.80639 4.50924 117.343 53.6454 63.6975 51.745 3.1897 60.3604 7.16496 53.1955 19.334 33.8614 15.9119 31.4958 7.86296 23.6328 3.06805 20.5648 17.6842 13.839 10.6098
internal_count=4633 2892 2521 1741 448 352 99 253 160 123 79 1293 653 640 631 57 618 64 554 165 389 80 356 69 287 57 230 208 164 130
is_linear=0
shrinkage=0.00196078


Tree=747
num_leaves=31
num_cat=0
split_feature=0 3 15 5 6 12 7 10 3 8 18 3 6 18 6 18 5 5 17 17 13 16 5 13 6 7 5 9 9 2
split_gain=0.127582 0.203041 0.12418 0.349062 0.352637 0.348749 0.190115 0.144215 0.399699 0.32177 0.262577 0.318829 0.516303 0.274088 0.480596 0.396901 0.273265 0.357946 0.353784 0.539222 0.285787 0.262472 0.343977 0.238345 0.191994 0.328155 0.175138 0.171852 0.732489 0.70248
threshold=71.096275259750016 112.7969493211 11.870705757150002 1.6209823962500003 1.8500432259500001 373.75708690635008 20.253927392100007 87.313054702550019 67.821733256800016 1.3489472949000001 17.108018746400003 77.392644201200014 9.775228396650002 16.399957653700003 2.7350639043000005 16.622853636350005 11.783123780850001 13.252098438300001 194.75204781875001 196.81899330385002 105.63489686155002 14.184966829400002 14.121416629950001 92.980324441600018 8.2451926476000015 27.973342028250006 13.477720021600001 186.70853236170004 185.98753508445003 56.799426908350007
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 3 4 -2 6 -5 10 9 -9 13 12 24 14 -4 -15 18 -18 20 -20 -16 23 -23 -17 25 -12 -19 28 29 -28
right_child=2 -3 7 5 -6 -7 -8 8 -10 -11 11 -13 -14 15 16 21 17 26 19 -21 -22 22 -24 -25 -26 -27 27 -29 -30 -31
leaf_value=-0.093703908006199613 -0.093720719679331155 0.034580261915406675 0.088095515628752563 0.075945956224322764 0.093873379160028664 0.039559517454865849 -0.097552403904346802 -0.093792828187997154 -0.095075089497721393 0.039239072961615322 0.05269463348651611 0.055061943218035883 -0.095687980316172414 -0.077151463309715132 -0.094841273305387261 0.019149213745709832 0.037039297117400623 -0.038982385353416735 0.066886200383450459 -0.093448977703010971 0.020413521801290389 -0.033526317112691592 0.040413265839012537 -0.10130734765459544 0.058781760186409578 -0.094375610579986016 0.095111400066161991 0.00020365435768056054 0.060332446065357717 -0.00014463515372651437
leaf_weight=0.29324385775453166 0.11659883508764224 0.16430192696861923 0.54896582732908328 0.058195298624923231 0.3209041990339756 0.25475495789578417 0.7310617078874202 0.20102109610161167 0.49147558385448065 0.68046875968866516 0.2801288508344435 1.7201348621165378 0.38358118123142038 0.89650774770416264 0.81655616885109228 0.21436495939269695 2.4386059253592967 0.91370241422555309 0.52861803543055419 0.27069820338510908 0.23689183872193098 0.94523226679302785 1.2433832547394557 0.40522006613900885 0.70010252599604428 0.24079213745426387 0.68637433648110047 114.36735869558106 2.1554547606501719 17.710459401474509
leaf_count=179 107 9 11 3 8 34 352 94 180 67 18 47 51 94 213 17 52 17 24 75 4 40 27 36 30 30 11 2010 41 752
internal_value=0.00107222 -0.0476378 0.00122025 -0.0253946 0.0438777 -0.0544238 -0.0847596 0.00148475 -0.0283186 0.00890155 0.00176179 0.0274306 -0.00219024 0.00117069 0.00182391 -0.0236334 0.00148593 0.00195818 -0.0337586 0.0125867 -0.0689236 -0.0065479 0.0084798 -0.0596316 0.0271818 -0.0152876 0.00132837 0.00160137 0.00937921 0.00340931
internal_weight=151.015 0.457546 150.558 1.48151 0.437503 1.04401 0.789257 149.076 1.37297 0.88149 147.703 3.32474 1.6046 144.378 140.674 3.70471 140.125 138.272 1.85276 0.799316 1.05345 2.8082 2.18862 0.619585 1.22102 0.520921 135.833 134.92 20.5523 18.3968
internal_count=4633 188 4445 504 115 389 355 3941 341 161 3600 176 129 3424 3210 214 3199 2883 316 99 217 120 67 53 78 48 2831 2814 804 763
is_linear=0
shrinkage=0.0923845


Tree=748
num_leaves=31
num_cat=0
split_feature=0 14 10 19 6 10 5 0 0 16 10 7 13 5 19 7 5 6 13 17 5 18 5 6 2 2 17 7 9 6
split_gain=0.110635 0.559234 0.420319 0.646842 0.484106 0.342686 0.296416 0.493774 0.497062 0.644585 0.720958 0.582326 0.400719 0.305176 0.281401 0.326903 0.499388 0.259099 0.383506 0.651748 0.457587 0.556583 0.259126 0.258011 0.234102 0.311018 0.234011 0.324605 0.230776 0.24432
threshold=98.51854819030001 170.24900367605002 78.196493182200015 13.351077205700003 13.400313096150002 78.473404369650012 16.546942136250003 95.550490414250007 96.741477366050006 16.094962363000004 72.209296925700016 24.653703271800001 105.40368946235002 16.810410538500005 9.4507625164000029 24.103872582350004 14.47989612135 11.085259005300001 81.769454037550005 243.29790314680005 2.7155367820000005 16.553048136000005 13.153721664750002 8.2451926476000015 238.63425815445001 219.56639384385002 183.32030055335002 25.393368574200004 30.508756957950002 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=6 -2 3 28 5 -4 7 12 -9 11 -11 -10 -1 26 -7 24 17 18 -17 20 21 -20 -19 -21 25 -16 -8 -28 -3 -30
right_child=1 2 4 -5 -6 14 13 8 9 10 -12 -13 -14 -15 15 16 -18 22 19 23 -22 -23 -24 -25 -26 -27 27 -29 29 -31
leaf_value=-0.097275079401892436 -0.098735004582298447 0.024059336611331052 0.053048747436637532 0.010197544136148824 -0.10139495308864224 -0.092377780529079898 0.00084639850715650597 0.076281429765709508 -0.010431199389638478 0.02104900010048023 -0.096787095243839258 0.057237963450441645 0.014657661415759984 0.0016178013232874468 -0.092336244220968908 0.034840933572324984 -0.095502968016785622 0.055536979277538839 0.079135740190990983 -0.036319890013924064 -0.073247410809168439 -0.092637941429583301 0.0064890690790777809 0.077293884186211664 0.068653180933458902 0.064859279610539514 -0.070127887442479442 -0.0046737065898072765 -0.093891189794241756 -0.017929170064843413
leaf_weight=0.51420412078732425 0.51375773774634836 0.21717768910457724 1.1985986446961732 1.7940093453507868 0.34815714148862831 0.25182406355634057 1.9814417362213124 1.3351578332949428 1.6158412992372175 0.95004683081060626 0.77210929966531694 2.9439316941425204 0.53573997039347887 118.10873963121458 0.20268490153830399 1.010425581931482 0.43942407821305174 1.0546227043378165 0.40988042321987528 0.23347472443128925 1.9140179029200224 0.24859969695535256 5.4497483327868395 0.55083607800770551 1.0117253751959649 0.21047456935048103 1.3862408034037801 1.1267656441777942 1.3726661072578279 0.46501976065337647
leaf_count=129 58 17 25 32 14 307 8 27 26 12 39 39 12 2616 42 158 47 36 10 49 424 74 146 34 24 6 37 10 156 19
internal_value=0.000947867 -0.00553167 -0.00292692 -0.0295409 0.0041207 0.00671024 0.00188063 0.0180682 0.0260946 0.0154279 -0.0317815 0.0332581 -0.0401608 0.000736304 0.0024338 0.00430849 -0.000841809 0.00298434 -0.0140798 -0.0288053 -0.0508418 0.0142851 0.0144417 0.0434732 0.0451926 -0.0122566 -0.0224284 -0.04078 -0.0642347 -0.0746693
internal_weight=150.167 18.8971 18.3834 3.84887 14.5345 14.1863 131.27 8.66703 7.61709 6.28193 1.72216 4.55977 1.04994 122.603 12.9877 12.7359 11.311 10.8716 4.36723 3.35681 2.5725 0.65848 6.50437 0.784311 1.42488 0.413159 4.49445 2.51301 2.05486 1.83769
internal_count=4633 1678 1620 224 1396 1382 2955 284 143 116 51 65 141 2671 1357 1050 978 931 749 591 508 84 182 83 72 48 55 47 192 175
is_linear=0
shrinkage=0.0905731


Tree=749
num_leaves=31
num_cat=0
split_feature=13 13 7 13 13 12 15 10 8 9 9 19 10 8 13 10 5 16 5 13 10 7 12 4 14 4 6 17 17 2
split_gain=0.102727 0.415926 0.348636 0.282982 0.275174 0.325016 0.36339 0.257016 0.624308 0.256486 0.266543 0.252577 0.271099 0.228438 0.284608 0.313205 0.191535 0.320507 0.236363 0.310729 0.170478 0.163794 0.14006 0.38887 0.480492 0.324774 0.657921 0.371191 0.580413 0.6091
threshold=95.937628385050019 92.792132372400019 21.034091097450002 96.357027853400012 92.146902421150017 216.20511703005005 6.8054746905500005 81.573196594050017 6.9445805182500004 72.978853106700015 31.257715529350005 11.550931964450003 85.213368902700012 1.8485574041500004 82.420060905150009 91.23013819865001 11.926356180100003 17.614958808600004 13.252098438300001 101.03763345850001 82.815264250350012 22.172877373800002 247.98708896700003 301.3713391001001 305.23266569440005 319.84476747495006 16.495385412050002 203.09927826650002 201.23649604560003 325.13486840910008
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 4 -3 -2 5 6 -1 16 -9 10 20 12 21 14 15 -14 17 -5 19 -18 -7 -12 23 -20 -25 26 -24 28 29 -27
right_child=3 2 -4 7 -6 9 -8 8 -10 -11 11 -13 13 -15 -16 -17 18 -19 22 -21 -22 -23 25 24 -26 27 -28 -29 -30 -31
leaf_value=0.081138578943684328 0.053338378108906161 0.036260962352875313 -0.0839551943298225 -0.096444104065176839 0.048747040577033766 0.027927204211382523 -0.095236051307334396 0.091139047645958288 -0.097822869869805804 -0.094951384552569781 0.019146229691789855 0.08701795968468469 0.078871524241870661 0.088596366402563409 -0.099225501235635713 -0.094837262780333026 0.046371483544496994 0.0082600333496004943 0.0011610747622574332 -0.021212073371753005 -0.095708620910784609 -0.097318434426168429 -0.081450349460282886 0.099507183192960091 0.015580741382222325 0.0018401296955391463 0.024597067055132683 0.018071167431507856 -0.10462170092058071 -0.082159771250790839
leaf_weight=0.12493401151914385 0.92460544695495528 0.2713959870088728 1.0166743116988071 0.47126386164745671 0.89980923781877198 0.15123987884726453 0.61113776998536196 0.20623911748407309 0.62805182888405398 0.20902703662068223 0.17519295471720431 0.48940606327960257 0.38605312467552699 0.4266463783569634 0.18470086436718702 0.1210752343540662 2.1879141443641852 0.57800591958221048 117.6692499730525 0.83449016092345107 0.28688869627512759 0.27640267042443156 1.3573984019458287 0.73796998150646587 3.3806456560632796 7.0705147253829619 0.84155153343453992 5.1685527878871644 0.58380420568573743 0.85973778784682497
leaf_count=37 34 15 178 151 51 20 427 7 117 127 11 16 14 11 18 76 62 30 2269 28 174 38 52 6 130 185 42 179 27 101
internal_value=0.000885157 -0.0116004 -0.0586257 0.00137506 0.00234818 -0.00977895 -0.0652999 0.00103808 -0.0511109 0.00532002 0.0137118 0.0279104 0.00948597 0.0343668 0.00092381 0.0373991 0.00134503 -0.0387663 0.00164417 0.0277116 -0.0530301 -0.0521369 0.00107189 0.00215727 0.0306186 -0.00725136 -0.0408654 -0.00184921 -0.0139421 -0.0072665
internal_weight=149.131 5.63058 1.28807 143.5 4.34251 3.4427 0.736072 142.575 0.834291 2.70663 2.49761 2.05948 1.57007 1.11848 0.691829 0.507128 141.741 1.04927 140.692 3.0224 0.438129 0.451596 137.669 121.788 4.11862 15.8816 2.19895 13.6826 8.51406 7.93025
internal_count=4633 1213 193 3420 1020 969 464 3386 124 505 378 184 168 119 108 90 3262 181 3081 90 194 49 2991 2405 136 586 94 492 313 286
is_linear=0
shrinkage=0.0942322


Tree=750
num_leaves=31
num_cat=0
split_feature=16 16 6 19 0 19 8 6 10 7 7 7 8 9 5 2 0 19 2 2 8 9 13 17 15 5 15 10 10 17
split_gain=0.613912 0.676128 0.531695 0.519987 0.896871 0.741688 0.804059 0.667025 0.637576 0.581198 0.830533 0.605018 0.634794 0.772094 0.625939 0.999759 0.739316 0.575038 0.596443 0.945564 0.518593 0.505273 0.505255 1.08134 0.680557 0.600003 0.948597 0.703713 0.525639 0.447909
threshold=13.534968349350001 12.919969787500003 13.500315432750002 11.850956171350001 98.51854819030001 13.351077205700003 7.3442686056500008 11.085259005300001 84.232081685100013 22.093462376800005 22.172877373800002 20.797746106000002 5.1459841250500009 72.978853106700015 21.950234501100002 45.979371440700014 84.226704768850013 12.651020723000002 78.110129541750013 219.56639384385002 9.7423971299500014 29.434915642450004 103.191088421 194.75204781875001 21.761438576950002 16.546942136250003 22.853312863800003 72.62331947780001 70.348883899450016 175.03333773695002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 -1 7 9 6 21 8 -2 11 -11 12 13 -5 15 -13 -16 18 -8 -20 -14 -6 23 28 -24 26 -26 -28 -12 -27
right_child=3 -3 -4 4 5 -7 17 -9 -10 10 22 14 20 -15 16 -17 -18 -19 19 -21 -22 -23 24 -25 25 29 27 -29 -30 -31
leaf_value=-8.6283218488820054e-05 -0.0021852158939840048 -0.0021045154891411147 -0.0021720454608074348 9.6845557299744098e-05 -0.0020458882947737493 0.00033383036471110292 0.00078334602276747213 0.00093548965903120338 0.00055760353182351355 0.0014243531908605322 0.0020680282935339471 0.00077674861472595 0.0020160205048288921 -0.0019896109909375661 -0.00071352219115434915 -0.0020129238857927649 0.0011975271572339629 -0.0021191190796105903 -0.0021269994739479526 0.00071882552613061572 0.00012889667792455981 0.00050964057438957107 -0.00087271596152544686 0.0016443624726704966 0.0020378314234878576 0.0010238416355638643 0.0009948314790223635 -0.00076432096285043792 -0.0021732804823719771 0.00015239180739990199
leaf_weight=10.015829998919793 0.56065932032652088 0.75555727994651611 0.49301571762043828 4.9967132002639101 0.34772111303754938 3.3975684287725016 0.75826564151793752 6.1800452554598451 0.77794990560505539 2.132756430306471 0.14454263448715154 0.64518265798687879 1.0837057284079494 0.78964527377411275 2.5017744197975849 2.106554090816644 1.1297660407144574 1.8123598457314072 1.4492387047503146 0.65030965255573381 1.1582458399352615 2.0577812002156861 2.3430546505842349 2.2523650436196476 1.7174645483610209 2.3071098215878001 2.113566805608571 1.4910436858190221 0.50430956948548555 132.3727266145288
leaf_count=1107 31 94 62 171 41 87 33 85 51 24 1 9 19 312 116 57 26 106 69 26 34 112 27 41 24 20 20 36 92 1700
internal_value=0.000131106 -0.000312944 -0.000184135 0.000158928 0.000136898 -0.000419178 -0.000780754 0.000663682 -0.000591191 0.000172895 0.000209644 -0.000202923 0.000155312 -0.000187886 -0.000653478 -0.00135885 -0.000118998 -0.00125513 -0.000707214 -0.00124554 0.00104109 0.000140233 0.000191808 0.00100186 0.000175298 0.000192837 0.000838566 0.00026716 -0.00122846 0.00016732
internal_weight=191.047 11.2644 10.5088 179.782 172.264 10.4732 7.07568 7.51865 1.33861 161.791 147.379 14.4116 8.02831 5.78636 6.38328 2.75174 3.63154 4.67017 2.85781 2.09955 2.24195 2.4055 145.246 2.90122 142.345 140.002 5.32208 3.60461 0.648852 134.68
internal_count=4633 1263 1169 3370 3203 474 387 167 82 2729 1985 744 536 483 208 66 142 234 128 95 53 153 1961 134 1827 1800 80 56 93 1720
is_linear=0
shrinkage=0.00196078


Tree=751
num_leaves=31
num_cat=0
split_feature=17 3 14 18 16 18 5 2 5 4 19 16 10 16 7 8 2 0 7 8 2 2 7 6 0 10 10 2 18 5
split_gain=0.105167 0.958461 0.529212 0.523015 0.503453 1.02607 0.409305 0.409261 0.469111 0.456191 0.364729 0.452886 0.973018 0.452807 0.63179 0.592204 0.335165 0.331802 0.310387 0.308293 0.40741 0.278326 0.372231 0.626149 0.724917 0.639739 0.615419 0.62086 0.249198 0.249038
threshold=201.39543491635001 92.90235915575002 162.62753922915002 13.988302431200003 22.644947046300004 14.122113655700002 7.754880527600001 325.13486840910008 21.191508333600002 395.41070928875007 12.250988447150002 18.684956306450005 75.981203682750007 17.684958644900004 25.290974689350005 7.3442686056500008 337.25756644740005 97.789976036950009 26.926064179150003 7.943800736700001 90.828344481500011 122.71527679435002 24.068567769550004 15.885371159150003 89.057864029250013 62.079186690200011 70.940344688150006 321.41743964065006 17.370891598500005 7.9916986750000012
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=7 2 -2 -4 5 -5 -7 9 16 -1 18 12 -12 14 -14 -16 -9 -17 -8 -13 -21 -22 -23 26 25 -25 27 -24 -11 -20
right_child=1 -3 3 4 -6 6 10 8 -10 28 11 19 13 -15 15 17 -18 -19 29 20 21 22 23 24 -26 -27 -28 -29 -30 -31
leaf_value=0.0019586220877641529 -0.099869029141691115 -0.10313539472698019 0.044375213729079301 -0.11078617078697682 0.072824973226155679 -0.093414570155945259 0.080541194820667017 -0.094811983594968244 -0.093528835953605685 0.063976365024268164 -0.091854057187397975 0.034351418962418168 0.04511629118362253 0.08169766620470606 0.028263347764786843 0.028542145529614111 0.042042802535714553 -0.088289836924811294 0.095310500709923252 -0.057080034205333738 0.025764513922866151 -0.058549567053647902 -0.095688375967524941 0.060803975654254161 0.085114518108855411 -0.065280577355233335 0.014482425742040967 0.011112457544969395 -0.035116068582011883 -0.093665323300185815
leaf_weight=119.04696948677338 0.45632894686423853 0.81315517127768444 2.1253688763827112 0.76933007501066342 0.71470525860786338 0.41207065977869461 0.80927280010655767 0.2066627001040604 0.81436849084911955 1.489533922751433 1.4195923991501356 2.5408277730457476 1.0599734326824553 0.47748231119476248 0.73886000562924925 0.24308599112555374 0.58530938972035074 1.4159896275232311 0.087476745247840881 1.0143437338992942 3.4820311320945603 0.99094493989832688 1.2885012188926341 0.61011664848774694 1.3311659516766665 0.78585120942443609 2.0768704670481384 0.72649379633367051 0.2534583003289298 0.18622382914327318
leaf_count=3151 15 34 17 21 28 248 28 37 98 112 116 33 10 22 49 6 72 138 1 15 29 17 28 18 29 24 17 25 83 112
internal_value=0.000885757 -0.004382 -0.00126504 0.000512989 -0.00350852 -0.00593684 -0.00221913 0.00202955 -0.0442951 0.00264561 -0.000453629 -0.00325362 -0.0262859 -0.00263389 -0.0142787 -0.0405335 0.00633096 -0.0711717 0.0517783 0.00505354 -0.000995458 0.00404255 -0.0056421 0.00204647 0.0363379 -0.0101745 -0.020808 -0.057182 0.0495668 -0.0332672
internal_weight=148.972 26.5761 25.7629 25.3066 23.1812 22.4665 21.6972 122.396 1.60634 120.79 21.2851 20.2021 5.35498 3.93539 3.45791 2.39794 0.791972 1.65908 1.08297 14.8471 12.3063 11.292 7.80994 6.819 2.72713 1.39597 4.09187 2.015 1.74299 0.273701
internal_count=4633 1080 1046 1031 1014 986 965 3553 207 3346 717 576 341 225 203 193 109 144 141 235 202 187 158 141 71 42 70 53 195 113
is_linear=0
shrinkage=0.0923845


Tree=752
num_leaves=31
num_cat=0
split_feature=6 6 10 3 9 9 6 15 15 9 9 16 5 3 0 16 16 0 12 16 0 18 18 9 8 7 13 7 5 7
split_gain=0.708329 1.06176 0.808907 1.52735 0.872405 0.852264 1.09876 0.736766 0.651971 1.01842 0.875904 0.625523 0.6092 0.608743 0.955339 0.628924 1.51308 1.10183 0.779338 1.35748 1.65296 0.818792 1.75203 0.908446 1.30843 0.946628 0.705083 0.611132 0.495894 0.476247
threshold=13.665319288000001 13.775321858200002 70.182199495350019 83.613736315050019 206.50942114985003 214.52351813370004 14.195331671650001 23.949961253350004 28.444110612900001 204.88165762580005 214.52351813370004 15.839962959300001 17.687678651600006 85.589753040950015 93.843319501450011 20.394952307700002 20.034953149600003 90.321439350550008 114.82338089645002 18.974955628300005 92.168410086200012 14.668863553700001 14.349689277800001 66.544071737050004 8.3434888241000014 19.164717746300003 113.98793627290001 18.591804718950005 20.201591378100002 29.911984439950004
decision_type=2 2 2 2 2 2 2 2 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 11 12 4 7 6 -6 -4 9 -5 -10 -2 -3 -14 15 16 18 26 19 20 -15 22 23 -20 25 27 -17 -25 -28 -1
right_child=1 2 3 8 5 -7 -8 -9 10 -11 -12 -13 13 14 -16 17 -18 -19 21 -21 -22 -23 -24 24 -26 -27 28 -29 -30 -31
leaf_value=-7.0712652208946935e-05 0.0018077965737986364 0.0010297002958933393 -7.6349778860232667e-05 0.00034550138506774506 -0.0023503035246234599 0.00022729211590601046 3.4390600259886394e-05 0.00088702324859912926 -0.0020820582600659457 -0.0021161631503017002 0.00052755986907225322 0.00046150334442802017 -0.000922779752082728 -0.0024303736765129151 0.00162495179845157 -0.00068904940914265005 -0.0023416947655422599 0.0011266317266288703 0.00083611403554870178 -0.0023166508421518543 0.0020468497106504689 -0.0021406412277285738 0.0019764806201621322 -0.0020582809671648074 0.0012611896194034005 -0.002322427946221426 0.00070932827578504699 0.0009067298462227543 0.00020139199250128028 -0.0019791421740070342
leaf_weight=36.303003194218036 2.3968890886753789 3.6538012251257888 5.6571637727320248 2.3113748922842201 1.5613800240680569 3.3359029679559171 1.4169878028333185 6.6279972530901432 2.6239948917937004 0.89685584207472846 0.60932313831290219 2.972173472866416 1.7753338909242291 0.49196951124031263 1.8681747931987036 3.2067490816116324 1.1511865050997574 5.3830235432833424 2.5256810066057334 1.3351972172968087 0.8915850967168808 0.50256025706767182 2.1266081994399428 0.39363520635561211 0.99492268287576724 1.6410148900904458 8.1069358801469189 0.83251290733460337 83.533648256227025 0.50979581732826673
leaf_count=1774 33 23 35 33 34 45 20 35 237 52 20 25 23 124 23 35 38 70 61 28 8 23 16 104 18 280 81 32 1021 282
internal_value=0.00014671 0.000206228 0.00017462 -0.000146027 0.000138956 -0.00045338 -0.00121576 0.000443402 -0.000968892 -0.000342653 -0.00159027 0.00106252 0.000241301 0.00021663 0.000234222 0.000211253 -0.000196493 0.000263678 1.39354e-05 -0.000906267 0.000454822 0.000291391 0.000434942 -7.82657e-05 -0.000676241 -0.00134854 0.000214702 -4.51394e-05 0.000246326 -9.71412e-05
internal_weight=187.637 150.825 145.456 25.041 18.5994 6.31427 2.97837 12.2852 6.44155 3.20823 3.23332 5.36906 120.415 116.761 114.985 113.117 12.8869 100.23 11.7357 2.71875 1.38355 9.01694 8.51437 6.38777 3.86209 2.86716 94.8473 1.22615 91.6406 36.8128
internal_count=4633 2577 2519 511 169 99 54 70 342 85 257 58 2008 1985 1962 1939 732 1207 694 160 132 534 511 495 434 416 1137 136 1102 2056
is_linear=0
shrinkage=0.00196078


Tree=753
num_leaves=31
num_cat=0
split_feature=16 16 19 6 6 3 18 2 2 3 17 3 15 18 15 2 9 9 6 10 7 0 6 13 12 15 5 18 9 17
split_gain=0.413164 0.596292 0.549448 0.642085 0.944546 0.616241 0.841788 0.788632 1.41092 0.881651 0.745366 0.780707 1.33827 0.633248 1.07749 0.610214 0.579917 1.29125 0.826361 0.897993 0.580356 0.537467 1.00509 1.06136 1.21662 0.583478 0.97945 0.916425 1.12606 0.775084
threshold=13.534968349350001 12.919969787500003 11.850956171350001 13.665319288000001 13.825323026450002 85.589753040950015 14.380989918050002 193.30716668855004 258.06114663960005 87.130239549750016 182.58542700155002 84.812788641250009 28.579157549250002 14.243842826850001 34.761639995350009 189.32640726775003 206.50942114985003 214.52351813370004 14.195331671650001 74.757955233350017 24.775165158000004 86.345209775600011 16.375382608200002 117.39690118230001 121.79144674955002 36.535628266450011 20.911722254300006 13.581061237400002 199.17419511990002 191.20566072810004
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 -2 -4 15 10 13 9 -9 -8 -6 16 -13 21 -15 -5 20 18 -18 -20 -12 22 23 24 -7 26 27 -23 -29 -27
right_child=2 -3 3 4 5 6 7 8 -10 -11 11 12 -14 14 -16 -17 17 -19 19 -21 -22 25 -24 -25 -26 29 -28 28 -30 -31
leaf_value=-0.00012685167302571527 0.00068416738182097649 -0.0021140401855944805 -0.00022452600822582859 0.00050047725945179592 0.00052615826827867021 -0.0023075402377727605 0.0016673242952754143 -0.0018818510127441011 0.00094836452830897723 0.00012191101252999534 -0.000353673938372445 0.0002236440907646793 -0.0021797777790060263 0.00031444834202365641 -0.0020388023729412726 0.001855916286279811 -0.002403721691366806 0.00037256601478981467 -0.0021485248558155532 0.0006720742536511173 0.00059527920265843495 0.00067843004018501379 0.00010626100793477327 -0.0022115270527685023 0.0010138579237602737 0.0010170439698554315 -0.0010527834788397212 -0.00068360981757767793 0.0006325831512082686 0.00030983287306337248
leaf_weight=10.552768956447832 7.1755650693376074 0.61434958511381488 17.577442368026823 3.8490238683298221 5.1535895899869528 0.61866224411642123 4.2537660934030992 1.0618487501051279 1.8695144846569745 2.1299327968154103 4.5209368091309496 1.5772401136346155 2.0464146601443645 1.6808871456887566 1.3479560157284138 1.9109678645618258 1.6513606812804931 2.9013787811854854 0.73439897905336682 1.0607801969163118 5.4826972708106041 8.924877151846891 48.822264229196662 1.5234003816731272 1.347606686176732 7.7612114213407031 2.6584199387580147 6.4718570597469789 4.0711463168263435 25.64641308831051
leaf_count=1169 167 94 743 32 37 84 41 40 48 39 73 21 179 18 31 36 32 49 43 9 49 70 1024 49 28 53 25 64 43 243
internal_value=0.000129545 -0.000236175 0.000152772 0.000130164 0.000171431 0.000140564 0.000198949 0.000765085 -7.68448e-05 0.00115169 -0.000138685 -0.000310214 -0.00113366 0.000151385 -0.000732842 0.000950165 -0.000127732 -0.000591282 -0.00140267 -0.000481819 0.000166419 0.000176218 3.35976e-05 -0.000983001 -3.1179e-05 0.000310565 6.3602e-05 0.000216049 -0.000175366 0.000474131
internal_weight=186.999 11.1671 175.832 168.656 151.079 145.319 120.19 9.31506 2.93136 6.3837 25.1288 19.9752 3.62365 110.875 3.02884 5.75999 16.3516 6.34792 3.44654 1.79518 10.0036 107.846 52.3119 3.48967 1.96627 55.5339 22.1263 19.4679 10.543 33.4076
internal_count=4633 1263 3370 3203 2460 2392 1900 168 88 80 492 455 200 1732 49 68 255 133 84 52 122 1683 1185 161 112 498 202 177 107 296
is_linear=0
shrinkage=0.00196078


Tree=754
num_leaves=31
num_cat=0
split_feature=16 16 6 19 3 17 3 4 2 6 12 10 4 0 6 0 16 18 13 16 4 2 10 9 10 9 2 3 5 15
split_gain=0.112043 0.420381 0.307113 0.254572 0.372711 0.43763 0.34727 0.36697 0.420286 0.456517 0.587305 0.322935 0.859795 0.51458 0.59767 0.309794 0.284127 1.55499 0.588323 0.564665 0.470402 0.783812 0.850016 0.772376 0.487295 0.494225 0.306581 0.2799 0.311659 0.256997
threshold=13.534968349350001 12.919969787500003 13.500315432750002 11.850956171350001 77.817420585800008 169.76344673365003 81.075831839950027 171.12466686440004 72.043920985000014 11.945279099550001 232.35148227425003 75.424692849750016 267.06082587310004 97.491557184450016 14.195331671650001 99.647700605050019 18.594956516900002 14.863842190850002 104.19926021995002 18.484956774100002 195.04069921150003 137.50513673700002 70.348883899450016 189.68479361675003 66.52858489605002 59.706428165300004 77.002902305750027 82.234557294150008 17.977320987800002 27.614913206150003
decision_type=2 2 2 2 2 2 2 2 2 2 2 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 15 -11 16 13 14 27 -10 17 19 -19 20 23 -22 24 -8 25 -23 -21 -13 -29 -18
right_child=3 -3 -4 6 5 -7 11 8 9 10 -12 12 -14 -15 -16 -17 29 18 -20 26 21 22 -24 -25 -26 -27 -28 28 -30 -31
leaf_value=-0.00068703651431392362 0.0051306164516406244 -0.10278779340256453 -0.10297098622298206 -0.1042171849787048 -0.0085007408270296441 0.094005103463474335 -0.11264453290425264 0.10642092319822853 -0.10083971907082648 -0.1015357572777159 0.021478996899412812 0.036290414375129268 0.078291647384895829 -0.038532554663927208 0.10441375537748532 0.0020891645346062244 0.021717105147437073 0.0095981391680573912 -0.10481004671649967 0.056162387465447855 0.090239003885775548 0.08364048012115724 -0.081311808301750513 0.0028508451837906145 0.079347087921051759 -0.077326533101795297 -0.12877010444626685 -0.11057330026616073 0.0069081946791396702 0.0013973874335918366
leaf_weight=6.7786657836295481 3.7977018168312489 0.42886476516287064 0.28249785125990445 0.44511365424841542 0.58322805144416623 1.130824804655276 0.59274216898483789 0.25707468390464772 0.28715050185564894 1.1292253972496835 0.52536068833433081 0.91577246785163813 1.8496966903621794 1.8400497237453235 0.69181048870086659 4.561802504802472 6.0893648494384243 0.52609151648357455 1.9707255562097996 0.10263705736724738 1.4598065757345464 0.27234817761927876 0.78580824905657198 5.4848020880563126 1.0881942803971467 0.49924512884672367 0.42885825742268935 0.34639345276809763 0.52447140961885452 103.27639973565965
leaf_count=1107 94 94 62 49 39 34 201 1 30 81 22 4 83 28 6 291 158 12 157 9 54 8 51 70 18 118 121 58 2 1571
internal_value=0.00106542 -0.0103909 -0.00477914 0.001672 0.0219222 0.0591262 0.000851012 -0.0196828 -0.0141171 -0.0188818 -0.0624764 0.00200027 0.0234596 -2.59905e-05 0.0285621 -0.00400619 0.000920409 -0.0123939 -0.0807037 0.00352448 0.00856556 0.0337008 0.00250378 -0.00841341 0.037918 -0.0205102 -0.0930578 -0.000808756 -0.039821 0.00252877
internal_weight=148.953 7.49003 7.06116 141.463 5.51175 1.71405 135.951 7.20573 6.76061 6.50354 1.65459 128.745 6.16819 4.3185 2.47845 4.84895 122.577 13.2113 2.49682 10.7144 10.1829 4.1054 2.6456 6.07754 1.85979 0.771593 0.531495 1.78664 0.870865 109.366
internal_count=4633 1263 1169 3370 167 73 3203 474 425 424 103 2729 181 98 70 321 2548 819 169 650 520 249 195 271 144 126 130 64 60 1729
is_linear=0
shrinkage=0.0961169


Tree=755
num_leaves=31
num_cat=0
split_feature=0 19 18 7 9 2 5 13 19 7 16 13 16 10 15 0 7 3 7 9 18 18 17 9 3 0 8 3 19 4
split_gain=0.109285 0.300117 0.340979 0.253779 0.191959 0.287254 0.160911 0.677499 0.368535 0.289917 0.239188 0.536395 0.351294 0.454243 0.541339 0.321442 0.82489 0.824302 0.674658 0.311713 0.235085 0.499919 0.442149 0.427616 0.38785 0.3238 0.482377 0.319864 0.297721 0.258755
threshold=71.249517373150013 13.351077205700003 11.890615410500002 19.250086031950001 66.544071737050004 113.96113505555 30.133297129900004 118.84598011460001 14.551174033150001 19.975862989550006 22.834946602000002 117.97223122220002 22.724946859200003 61.821094709650005 42.076928760450009 85.619326080400015 22.435297587800004 94.227769014100019 19.506002767000002 185.00606802455005 13.075178189100003 13.1052958007 188.13858192940003 195.13041324455003 93.883646373400012 85.968825637350008 8.2435668022500028 93.776108048150022 14.251149826300002 143.58239362595003
decision_type=2 2 2 2 2 2 2 2 2 2 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 -2 -3 -6 7 10 -8 -9 11 12 13 14 -5 16 18 19 -15 -18 22 -22 23 25 27 26 -17 29 -27 -23
right_child=3 2 -4 6 5 -7 8 9 -10 -11 -12 -13 -14 15 -16 20 17 -19 -20 -21 21 24 -24 -25 -26 28 -28 -29 -30 -31
leaf_value=-0.1034720189104518 0.035015442649206412 0.054996189611174445 -0.095548201820265577 -0.11213475197595416 0.083379391919312068 -0.095970738128206501 -0.011892396996591623 0.0014783468898895626 0.093956850929513502 -0.097068639037702617 0.03991178857448751 -0.070979402216516579 0.035819986310358348 0.091972063675653068 0.053134522145211686 0.011680384212901346 0.00063105971500315098 0.075643479698310853 -0.10132542259300595 -0.096727748239339759 -0.047647792937035638 0.042817623462395815 0.053380821527984214 0.032895355126067366 -0.060890930522368283 -0.019300419203086085 -0.049510740929382437 0.038365661275982677 0.026987327358473874 0.00038516379952385391
leaf_weight=0.306212332251106 1.7930685257015273 0.57455171318724729 0.25227846177585889 0.59292745954007742 0.11338419606909156 0.20701204708893783 0.60433957165150676 0.34750566631555446 0.4875091090798378 0.829403116251342 1.2863634936511505 0.85178175359032948 2.3523311589378855 0.16769449226558153 0.22401244193315506 1.9106614645570497 0.62586240936070658 0.8972282310387526 1.2693408493905733 0.47416044820420211 1.7589302630221926 1.1913725119084109 1.8821983248926688 3.6147449598647645 0.82475175333092821 1.708717918518232 2.3649563826620579 1.893113791476934 3.424459733068943 112.93806126979689
leaf_count=103 87 28 54 100 2 43 38 5 5 65 16 27 29 3 5 20 6 19 277 63 27 17 36 33 34 34 28 25 25 3379
internal_value=0.000904972 -0.0238085 -0.00254509 0.00115047 0.0236717 -0.032501 0.000730308 0.000466623 0.0353692 -0.0679707 0.00103283 0.000678046 0.00111366 0.000521045 -0.0668164 0.00092274 -0.0264373 0.0112154 -0.0787686 -0.0413351 0.00162651 0.000279184 0.0123473 0.00641706 0.00100064 -0.00375558 -0.022166 0.0014406 0.0115792 0.000828107
internal_weight=147.769 1.45344 1.14723 146.315 0.894948 0.320396 144.522 143.431 1.09185 1.17691 142.254 140.967 140.116 137.763 0.81694 136.946 3.43429 1.99725 1.43704 1.10002 133.512 118.606 14.9057 13.0235 116.847 9.4088 4.27562 116.023 5.13318 114.129
internal_count=4633 230 127 4403 73 45 4316 4273 43 70 4203 4187 4160 4131 105 4026 368 88 280 69 3658 3482 176 140 3455 107 48 3421 59 3396
is_linear=0
shrinkage=0.0905731


Tree=756
num_leaves=31
num_cat=0
split_feature=15 2 16 19 2 18 19 5 0 13 6 17 12 18 7 13 9 9 18 6 4 5 17 17 2 16 16 16 9 16
split_gain=0.115989 0.322585 0.256644 0.188508 0.56992 0.807374 1.50341 0.522741 0.476609 0.481701 0.469289 0.514484 0.469996 1.07336 0.628841 0.49542 0.454604 0.679599 0.994629 0.662162 0.663499 0.861805 0.936557 0.932324 0.798529 0.651387 0.735604 1.39137 0.587566 0.740219
threshold=46.674706678850008 247.02271001585004 22.724946859200003 14.351157895250003 285.01633004880006 13.900697602550002 14.651182102100002 20.201591378100002 87.727077254650013 115.13321943645001 16.585387514950003 183.58889821140002 322.74414298955008 14.646070254650002 26.459406588900006 82.420060905150009 195.74493321760002 194.29956510785004 14.032563378150002 14.825346391850003 282.49606214615005 18.280220412300004 186.18082682465004 193.58688265170002 219.56639384385002 22.554947256700004 20.804951349000003 20.719951547750004 193.49750438550004 19.934953383400003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=3 2 -2 10 5 7 8 -5 -7 -10 12 -12 16 -14 -15 -16 17 25 -19 -18 21 -21 -23 -24 -22 26 27 28 29 -1
right_child=1 -3 -4 4 -6 6 -8 -9 9 -11 11 -13 13 14 15 -17 19 18 -20 20 24 22 23 -25 -26 -27 -28 -29 -30 -31
leaf_value=0.0029367764233848848 -0.094943787495494161 0.0012118859353135924 -0.0060231336135838269 0.042861002517815404 0.055213179201801528 -0.11011508540293734 0.06998843849222916 0.0046867678017769709 -0.082290846122413899 0.010647405637281979 -0.015398362448806532 -0.10688293332707473 -0.090990321955839434 0.040544243600880915 0.032308122374894228 -0.0936231420506662 -0.0014503836486532539 -0.012104793019882666 -0.11587207040815627 0.0642842931092905 0.08042069668588385 0.053725667103450364 -0.038924590300643054 0.012440863495079627 0.0078916474576017446 -0.026254925230563411 0.045425720796194322 -0.16969413431580938 0.075806356378202017 -0.07753199153091124
leaf_weight=16.899496037256558 0.61666789215814677 2.9471885189013847 0.46861471678130329 3.1887599304318419 1.849758825614116 1.1945611657574771 0.86183732096105803 38.13276053906884 0.92994168959557988 0.90051259007304907 1.998649766640255 0.67445595642857359 1.5014082409616083 1.6112199088092896 0.40158563696604666 0.70824171754065901 34.176295391724125 2.4188571935519572 1.1034611187642438 2.1009401872288498 2.7542752870358518 2.4134957189671686 4.8263872899115068 7.2583544092485681 2.2729134699329734 7.1770304939709595 3.1836703543085596 0.39557789044920255 0.84395547257736225 0.99288312625139852
leaf_count=1355 90 91 12 50 57 44 12 495 29 18 396 24 99 105 110 147 1065 34 35 39 20 18 42 77 30 61 39 6 15 18
internal_value=0.000815082 -0.0143336 -0.0565487 0.00124294 0.00593661 0.0039204 -0.035545 0.00763265 -0.0656118 -0.0365688 -0.00106473 -0.038481 1.02617e-05 -0.0295139 0.00440726 -0.0480555 0.00141386 -0.00701053 -0.0446127 0.00639805 0.018801 0.0100703 0.00221418 -0.0080734 0.0476286 -0.00251969 0.00511393 -0.00159421 0.00195487 -0.00152859
internal_weight=146.804 4.03247 1.08528 142.771 47.0581 45.2084 3.88685 41.3215 3.02502 1.83045 95.7132 2.67311 93.04 4.22246 2.72105 1.10983 88.8176 33.0149 3.52232 55.8027 21.6264 16.5992 14.4982 12.0847 5.02719 29.4926 22.3156 19.1319 18.7363 17.8924
internal_count=4633 193 102 4440 705 648 103 545 91 47 3735 420 3315 461 362 257 2854 1563 69 1291 226 176 137 119 50 1494 1433 1394 1388 1373
is_linear=0
shrinkage=0.0905731


Tree=757
num_leaves=31
num_cat=0
split_feature=15 13 13 10 15 7 16 19 10 2 10 4 19 16 2 9 0 7 9 16 15 15 8 8 2 19 6 10 10 13
split_gain=0.105478 0.273358 0.294243 0.259171 0.131923 0.411284 0.24931 0.433228 0.363958 0.272152 0.116861 0.24209 0.11556 0.404107 0.361012 0.765882 0.431552 0.281576 0.24675 0.232418 0.344511 0.327835 0.331249 0.305815 0.230061 0.204969 0.548143 0.6649 0.481924 0.730184
threshold=11.870705757150002 83.654063187050014 75.758061657900015 90.181639527750022 12.537637863700001 25.662597900150004 11.864972254500001 10.650859343850001 86.100560085750018 174.51290495925002 85.549426169000014 415.14998645010007 11.950964240300001 14.969964993700001 186.79363985910004 214.94003843055003 98.031937268650012 29.467962229850006 210.85023439230002 14.184966829400002 20.538897842700003 18.019770707250004 7.4441906275000003 3.4473097536500004 162.11899991435004 12.651020723000002 13.115306437050002 80.314998189050016 72.62331947780001 104.19926021995002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 -1 -4 5 -2 7 8 9 -6 -7 -12 18 14 15 -14 -16 -18 19 21 23 24 -23 -21 -8 26 27 -15 -27 -30
right_child=4 -3 3 -5 6 10 12 -9 -10 -11 11 -13 13 25 16 -17 17 -19 -20 20 -22 22 -24 -25 -26 28 -28 -29 29 -31
leaf_value=-0.10164243317485711 -0.10430291155261361 -0.1074532828235184 0.059978301271434158 -0.10048492953611043 -0.10040746519826707 0.099664815140650703 0.0018031067078371811 -0.10297278978121771 -0.103249603875549 0.05707547566392597 -0.10150979617318617 0.090402353785853651 -0.098001489273267184 -0.1025223087645149 0.077276092066797947 0.023216794910333623 -0.089314950183952857 0.067665027984223622 -0.033520932988063114 0.010329387857856431 0.0066555411638962031 -0.0062466754055803516 -0.10493347896616889 0.097752028625311585 0.063027266096092424 0.0019224516347786736 0.02493753752918319 0.064384430786418229 0.0016551493992399359 -0.063237558240644406
leaf_weight=0.21782828337927529 0.16528095511603069 0.32232818740158109 0.56967447031638585 0.12225637568553793 0.12973290659647208 0.48061555344611406 1.4596380563380065 0.63076199428724056 0.25657945423881756 0.71188655303558335 0.10517088168126065 0.175281279720366 1.505780520965345 0.75983752985484787 0.54207234906061763 0.79716248773911491 0.42258702137041837 0.15660928247962147 1.0568167808814894 0.60560512985102866 1.8678807663382029 1.7410598926580862 0.42269976217357896 1.1794016473286317 1.0590946556330889 112.45051874583669 8.0389083696718426 0.34798181109363213 4.2536327287089071 2.927230471133953
leaf_count=221 30 133 41 109 88 9 44 179 104 34 56 5 146 118 20 17 62 12 34 30 30 109 50 52 61 2237 200 21 287 94
internal_value=0.000815019 -0.0283199 -0.000282946 0.0316263 0.00106387 0.03868 0.000820745 -0.0369227 0.00101383 0.0328 0.0697315 0.0184344 0.00128162 0.000520163 -0.0333853 -0.0560418 0.0131484 -0.046869 0.0119997 0.0177711 0.0366768 0.00302244 -0.0255256 0.0680919 0.0275471 0.00142171 0.0158499 -0.0500945 0.000318563 -0.0247979
internal_weight=145.482 1.23209 0.909759 0.691931 144.25 0.926349 143.323 1.72896 1.0982 0.841619 0.761068 0.280452 141.595 132.202 3.42421 2.30294 1.12127 0.579196 9.3922 8.33538 3.65289 4.68249 2.16376 1.78501 2.51873 128.778 9.14673 1.10782 119.631 7.18086
internal_count=4633 504 371 150 4129 100 4029 405 226 122 70 61 3624 3214 257 163 94 74 410 376 112 264 159 82 105 2957 339 139 2618 381
is_linear=0
shrinkage=0.1


Tree=758
num_leaves=31
num_cat=0
split_feature=16 16 16 10 15 12 3 6 16 2 15 5 19 2 2 19 19 19 9 15 15 16 18 2 7 8 6 15 6 16
split_gain=0.481283 1.23723 0.744843 0.854809 1.15552 0.551752 0.527951 1.00273 0.850179 0.464807 0.444091 0.874339 0.959774 0.532351 0.605522 0.44301 0.651426 0.75555 0.753875 0.580745 1.30508 1.04128 1.69823 1.43794 0.790119 0.659403 0.633747 0.580407 0.732684 0.50966
threshold=20.394952307700002 20.034953149600003 20.674951653000004 65.644082171150004 34.139075990150012 358.96165787565002 92.367355987800025 16.355382140900002 22.614947116400003 114.84516036250001 40.292677025400003 22.627560662300002 14.351157895250003 108.01392853780001 135.87377242040003 14.051133688400002 13.751109481500002 13.651101412550002 192.57902085675002 28.579157549250002 28.298162031900002 18.684956306450005 14.032563378150002 102.91212950120001 23.567644028800004 8.1436447804000007 14.935348962050002 27.471913688500003 14.815346158200002 18.594956516900002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 5 9 6 -5 15 10 8 -8 -2 13 -12 -13 -4 -15 16 17 19 -18 20 27 22 24 -23 -21 -25 -24 29 -29 -1
right_child=2 -3 3 4 -6 -7 7 -9 -10 -11 11 12 -14 14 -16 -17 18 -19 -20 21 -22 23 26 25 -26 -27 -28 28 -30 -31
leaf_value=6.3820936524717567e-05 0.0016667408598755947 -0.0017413980515223533 0.0010035765634350646 -0.0019940622114108923 0.00018414577397793633 -0.0011621897641014326 0.00016275752556463492 0.00019398853270888674 -0.0017111223869538269 0.00032353977823148069 0.0017833509013969052 -0.0013939118571043114 0.0010329661532670711 -0.0009040395975592339 0.0003152622939617914 -0.001068096015027963 -0.0005918110200119033 -0.0017815564322359837 0.0012483416549503394 -0.00067471978925546312 0.0015517499794613897 -0.0015021982969428743 -0.0021302899347077214 -7.0618136382325267e-05 0.0020463169978548663 0.0010249422636928007 8.0993426582325862e-05 -0.0022265646197792374 0.00023451658858159136 0.00068897391392515404
leaf_weight=43.693809637697996 2.1507996441796418 1.5147666095290322 3.5114827267825666 1.6026236051693552 2.2522658267989755 1.4219835898302324 1.7265372006513637 69.125622618856141 2.0198920866823755 1.8360124810133127 2.6390262991189948 0.94818070344626937 1.8468059692531822 1.8250798359513272 11.02724891528487 1.2913135174312618 1.1309750038344635 0.8617781043285494 3.5199812455102801 0.83621002046856918 2.4789762685832093 1.7980485386215139 2.9266976500512105 4.6458476575207879 0.80549608170986176 3.873100365512073 0.60054269433021534 0.9182177745969955 0.94240398237889167 5.6637071296572676
leaf_count=2351 27 42 31 31 24 206 32 824 42 35 40 16 44 22 93 37 38 30 50 36 27 51 238 62 5 34 7 31 35 92
internal_value=0.000128682 1.35886e-05 0.000217293 0.000183672 -0.000721418 4.79308e-05 0.000220526 0.000140442 -0.000847547 0.00104817 0.000488255 0.000973924 0.000209664 0.000326976 0.000142117 7.05764e-05 9.02613e-05 4.30771e-05 0.000800871 6.58056e-05 0.000162281 -0.00026872 -0.000987045 9.11697e-05 0.000660345 0.000427473 -0.0017538 9.50301e-05 -0.000980028 0.000135556
internal_weight=181.435 78.9239 102.512 98.5248 3.85489 77.4091 94.6699 72.8721 3.74643 3.98681 21.7978 5.43401 2.79499 16.3638 12.8523 75.9871 74.6958 70.0448 4.65096 69.1831 53.6971 15.4859 5.16895 10.317 1.64171 8.51895 3.52724 51.2181 1.86062 49.3575
internal_count=4633 3372 1261 1199 55 3330 1144 898 74 62 246 100 60 146 115 3124 3087 2999 88 2969 2536 433 286 147 41 96 245 2509 66 2443
is_linear=0
shrinkage=0.00196078


Tree=759
num_leaves=31
num_cat=0
split_feature=16 16 12 16 10 9 0 6 16 9 5 5 17 13 5 8 6 6 3 7 16 6 16 18 5 2 16 2 2 18
split_gain=0.557951 1.11764 0.715834 0.640896 0.805822 0.745125 0.522312 0.983813 0.846194 0.558073 0.568038 0.927741 0.841282 0.811233 1.039 0.986054 0.62616 0.502992 1.04188 0.735749 0.689898 0.685784 0.685489 1.12468 0.589919 1.51675 0.645286 0.894862 0.527156 0.5083
threshold=20.394952307700002 20.034953149600003 358.96165787565002 20.674951653000004 65.765062787050013 208.89909802210005 87.261973998100004 16.355382140900002 22.614947116400003 190.36745536595001 21.252944829650001 22.627560662300002 204.04920942250001 115.13321943645001 20.743195000100005 8.4434108459500017 14.535339615900002 16.455384477450004 93.292185584700022 22.557405306150006 21.979948601300006 16.405383309150004 22.544947280100004 13.360173059150002 22.825270530250005 191.54391932205002 22.674946976100003 73.064159960350011 86.916594916350007 13.258241318650002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 -1 -2 6 -6 7 8 -5 -8 13 -12 -13 -11 16 -16 -15 18 22 -20 -19 -21 -9 -24 25 26 28 -28 -22 -26
right_child=3 -3 -4 4 5 -7 9 17 -10 10 11 12 -14 14 15 -17 -18 20 19 21 24 -23 23 -25 29 -27 27 -29 -30 -31
leaf_value=8.946282157069199e-05 0.0010079152821724632 -0.0015812958784765629 -0.0012473733303055273 0.00018356011876378834 -0.0020135665569673247 0.00012070465980340747 0.001331039681390714 0.0015352751745132862 -0.0016613973147673788 -0.00080370616781441705 0.001235403386837694 -0.0012476997212611661 0.0010553024163815245 0.00025054510792407129 0.00054545659330666686 -0.0014042050508370932 0.001585657556877078 -0.001302708546837916 0.00084037152669539988 -0.0014483036827831555 0.0008280650427426187 -1.2222760540563686e-05 0.00119237620606453 -0.0002340330524112982 8.8632044072258986e-05 -0.0016029109549496325 0.00033793707992914556 -0.0016804830158888568 4.5961433309139454e-05 0.00069736203211148847
leaf_weight=74.489444471542811 4.0948964906856409 1.6255791422445316 1.5724909794889743 1.7886552338459289 1.1808385904878371 1.345545162912458 2.7507923711091307 3.7894148826599148 2.0525908191630151 2.7975799068808582 5.5962279587984067 1.3518187534064057 1.1110588070005176 2.5476721972227079 2.1521917134523392 1.8586406596004961 2.8741744346916676 1.3104088117834169 2.8734052013605815 1.637727254303172 4.3852107021957734 5.828007760370383 4.6002733651548606 3.9499605819582939 11.075058494403494 2.252145228907465 1.6472718045115464 1.7328397694509474 13.555967420339583 10.068403214332646
leaf_count=3124 62 42 206 32 23 20 21 70 42 29 61 22 36 18 19 22 26 43 38 28 33 73 31 25 166 49 20 30 79 143
internal_value=0.000152696 2.74437e-05 6.18253e-05 0.000247898 0.000216178 -0.000876859 0.000245067 0.000163385 -0.000802303 0.000502262 0.000389898 0.000794063 -0.000208764 0.000123574 0.000398591 -0.000358027 0.000958301 0.000217375 0.000456382 -2.75002e-06 9.96108e-05 -0.00032725 0.00084108 0.000533416 0.000140705 -7.2583e-05 8.90639e-05 -0.000696821 0.000237124 0.000378506
internal_weight=179.896 77.6875 76.0619 102.209 98.1139 2.52638 95.5875 72.5473 3.84125 23.0402 20.2894 8.05911 2.46288 12.2303 9.43268 4.01083 5.42185 68.7061 22.6788 10.3391 46.0273 7.46574 12.3396 8.55023 44.7169 23.5734 21.3213 3.38011 17.9412 21.1435
internal_count=4633 3372 3330 1261 1199 43 1156 902 74 254 233 119 58 114 85 41 44 828 265 139 563 101 126 56 520 211 162 50 112 309
is_linear=0
shrinkage=0.00196078


Tree=760
num_leaves=31
num_cat=0
split_feature=16 16 0 6 13 2 15 7 17 6 4 15 19 4 16 15 6 19 16 5 2 18 3 2 4 16 0 0 6 12
split_gain=0.569013 1.1414 0.891555 1.24791 0.965637 0.765646 3.62872 1.10025 1.11288 0.745318 1.59276 0.730551 0.834463 0.696913 0.642492 1.07648 0.848935 0.830043 1.53434 0.803183 0.80184 0.615337 1.17761 1.66954 0.970233 0.874748 1.29156 0.607136 0.949695 0.58454
threshold=20.394952307700002 20.034953149600003 86.345209775600011 16.375382608200002 117.39690118230001 100.92170827030002 40.42701969085001 22.580797808900005 184.89106522365003 16.455384477450004 196.82258699960002 37.882159664350006 14.351157895250003 165.86037890555002 22.624947093000003 42.33967733730001 15.155354102400002 14.451165964200003 22.534947303500005 20.093158056800004 166.72194812590001 13.258241318650002 93.668569722950011 168.12216079815002 284.07887079910006 22.604947139800004 85.931187223550012 85.705356740550016 16.555386813950005 358.96165787565002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 29 3 4 -2 27 7 8 -7 10 13 12 -11 -4 15 17 -16 19 -19 -12 -18 22 23 -8 -23 -26 -27 28 -5 -1
right_child=2 -3 9 5 -6 6 21 -9 -10 11 14 -13 -14 -15 16 -17 20 18 -20 -21 -22 24 -24 -25 25 26 -28 -29 -30 -31
leaf_value=6.7432333083628361e-05 0.00012280119095155808 -0.001602654815504203 0.00067563803720964194 -0.0013594791350845735 -0.0022208191712655041 -0.0023693177511670254 0.00029002705310454658 -0.0022701013795844698 0.0018315832799308813 -0.0011667739026155572 -0.00031139991577999612 0.00055545330512431223 6.9568190838698924e-05 0.0019332656036955402 -0.00022242697580879061 -0.00089397943451267968 -0.00010883375967649834 -0.0019445907607580043 0.00073288082269780419 0.00075169132632263848 0.0013778834015541475 0.0012029344964309629 0.00025382866404970102 -0.0024688962393143994 0.00092299792987291342 0.00018052222259311605 -0.0024527466232719224 0.0007578374123365278 0.0004229528413131057 -0.0011947535242199788
leaf_weight=74.088204511899676 1.1599360276013606 1.655099429655819 2.96033892314881 1.5423848833888758 1.6198630247672552 0.41638518625404941 1.711810640990737 3.3465404468588531 0.58040695311501622 2.8960518762469309 3.4682022416964271 6.7575077265501013 7.6251470418646932 3.9605234153568745 2.6064925193786612 3.1244098600000134 1.7736286967992763 1.5825593136250966 1.714184329845011 12.877577533014117 6.5287926346063614 4.9424188620178011 11.091000119224189 1.6620783368125556 2.4058593245863449 2.3425124937784862 1.0314255459234116 9.8453824855387193 4.5089811068028212 1.4380581381637956
leaf_count=3124 12 42 22 21 52 39 12 45 9 24 28 40 80 89 31 48 12 22 26 103 66 38 146 35 27 73 14 84 63 206
internal_value=0.000136192 8.10121e-06 0.000229386 3.24276e-05 -0.00124289 0.000110467 -7.63018e-05 -0.0017315 7.67611e-05 0.000393441 0.000538607 5.23714e-05 -0.000270746 0.00139533 0.000362539 0.000175064 0.000753799 0.00034511 -0.000552405 0.000526128 0.00106028 0.000209125 -5.47404e-05 -0.0010691 0.000565094 1.96639e-05 -0.000624478 0.000457417 -3.13572e-05 4.33997e-05
internal_weight=183.264 77.1814 106.082 48.207 2.7798 45.4272 29.5304 4.34333 0.996792 57.8754 40.5967 17.2787 10.5212 6.92086 33.6758 22.7669 10.9089 19.6425 3.29674 16.3458 8.30242 25.1871 14.4649 3.37389 10.7222 5.7798 3.37394 15.8967 6.05137 75.5263
internal_count=4633 3372 1261 670 64 606 438 93 48 591 447 144 104 111 336 227 109 179 48 131 78 345 193 47 152 114 87 168 84 3330
is_linear=0
shrinkage=0.00196078


Tree=761
num_leaves=31
num_cat=0
split_feature=9 9 0 6 2 13 18 3 18 8 3 6 12 4 13 13 15 6 15 2 0 18 0 16 2 7 15 19 18 0
split_gain=0.485567 0.779061 0.61454 1.37199 0.659589 0.684699 0.627375 0.608202 0.463743 0.463231 0.964453 0.496538 0.438674 1.04176 0.754774 0.631189 0.477482 0.44994 0.421145 1.00356 0.782785 0.403601 1.1132 1.08129 0.904603 1.43162 0.843883 1.14747 1.66907 1.53834
threshold=181.33671263215004 186.70853236170004 85.732241321850012 16.465384711100004 45.979371440700014 117.60122400020002 12.783127173500002 76.190903416900014 12.899561312100003 10.341929261000002 95.002044955650021 21.760508430800005 132.52187326270004 158.33173836080002 117.76521994615001 117.69263157665002 42.80317728375001 16.890394641350003 34.139075990150012 121.36426933400001 94.300357383600002 13.900697602550002 86.692020874450009 22.654947022900004 106.99702195580001 23.109894804950002 37.491361913600009 14.251149826300002 13.317304170000002 86.345209775600011
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=12 18 3 -3 -5 -6 -4 -8 -9 10 -7 -12 13 -1 15 16 -14 -15 20 -20 -2 24 -23 -24 -10 26 -26 -28 29 -29
right_child=1 2 6 4 5 9 7 8 21 -11 11 -13 14 17 -16 -17 -18 -19 19 -21 -22 22 23 -25 25 -27 27 28 -30 -31
leaf_value=0.0004950047410405815 0.0020557081417870121 -0.0021841161528880974 0.0015150048159869359 -0.0021777919982079071 -0.0015401916209735671 0.00056697024202486746 -0.0012049160707909364 -0.00090672127437727197 0.00069670657068142806 0.0015338907994488474 -0.002123403951544292 0.00017852685561632739 4.5448623670718953e-05 -0.0019221191276812542 -0.0021269513708557803 0.0020728792833343635 -0.0022406016692610975 0.00029280511816826758 -8.8724080344096271e-05 0.0012148528555461743 0.00021969533484497762 -0.0022068803684619962 5.7368493401030905e-05 0.0017502494236560798 -0.0016802385332649243 0.00035781812522494883 0.001121045950133149 -0.00071133501463436523 -0.0020530884963277287 0.001114347215526325
leaf_weight=1.6176828473398952 1.9110204316675656 1.3513234390993591 1.30259634181857 0.5253732204437237 0.87472403439460311 4.2888762616785243 1.266140979976625 1.5476688556373108 15.491964951157568 1.0019482336938379 0.94643931486643829 0.58169665653258562 16.211181226830387 2.0127351960036326 0.62516918717301351 0.58231776161119242 0.35905344225466151 0.42750624306063389 5.9279562495648843 3.6801367264706641 1.6756038676248861 0.81774350628256698 65.704874788469169 1.4833560548722733 1.7002867236733425 36.251837035641074 2.0760615710169068 5.0313405311317165 2.05863642541226 2.7412020675837994
leaf_count=36 32 60 11 11 79 59 404 14 167 12 51 12 1362 296 52 4 7 96 43 54 40 21 1307 38 13 228 14 61 27 22
internal_value=0.000130816 0.000168195 0.00012724 -0.000353186 -5.21564e-05 9.29954e-05 0.000160685 0.00014773 0.000160425 0.000302498 9.0397e-05 -0.00124716 -0.000143487 -0.000725193 -1.07072e-05 6.64248e-05 -4.08684e-06 -0.00153409 0.000624606 0.000410578 0.00119796 0.00017281 6.70672e-05 9.47433e-05 0.000282848 0.000154257 -0.00038805 -0.000203533 -0.000483246 -6.74577e-05
internal_weight=182.074 160.239 147.044 9.57038 8.21906 7.69368 137.474 136.171 134.905 6.81896 5.81701 1.52814 21.8356 4.05792 17.7777 17.1526 16.5702 2.44024 13.1947 9.60809 3.58662 133.357 68.006 67.1882 65.3513 49.8594 13.6075 11.9072 9.83118 7.77254
internal_count=4633 2780 2611 284 224 213 2327 2316 1912 134 122 63 1853 428 1425 1373 1369 392 169 97 72 1898 1366 1345 532 365 137 124 110 83
is_linear=0
shrinkage=0.00196078


Tree=762
num_leaves=31
num_cat=0
split_feature=7 6 10 5 10 5 16 5 10 0 3 13 16 10 4 15 4 13 13 7 13 7 9 18 2 15 12 15 0 16
split_gain=0.103391 0.788027 0.303952 0.553072 0.318244 1.08705 0.721111 0.403653 0.374446 0.999934 0.933883 0.59565 0.530144 0.399632 0.342052 0.516931 0.455285 0.329231 0.733468 0.330777 0.294611 0.611065 0.480681 0.560234 0.442318 0.412379 0.386688 0.572481 0.542232 0.350713
threshold=24.384659815400003 16.475384944750001 62.154463517850012 22.744024947450004 64.294476189700006 19.841254985200006 20.504952050500005 21.363989181350004 69.545034918450014 94.047642319350018 84.812788641250009 109.34496908160001 18.464956820900003 70.74946416085001 162.32075757215003 26.806761490850004 171.12466686440004 108.34217419895002 108.06526301150002 24.545313225450005 98.255079293500017 25.662597900150004 206.22988073345002 15.398663672050001 88.501682544250016 20.343341900300004 105.28371344000001 24.089489904150003 98.752444047600008 15.839962959300001
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=-1 2 -2 4 7 8 -7 -4 -6 -10 11 13 -12 -11 15 -15 -16 18 19 -18 21 -21 29 24 -24 -23 -25 28 -28 -22
right_child=1 -3 3 -5 5 6 -8 -9 9 10 12 -13 -14 14 16 -17 17 -19 -20 20 22 25 23 26 -26 -27 27 -29 -30 -31
leaf_value=0.0026593568364137827 0.056520161538583191 -0.11520332592888864 -0.0058312332810068236 -0.087651097676338469 -0.046577731615458563 -0.099670634322740675 0.039557403307011893 0.057715028985579162 0.066041340298138629 -0.098380703998412963 0.061097689863717761 0.099884584875952614 -0.10028418190016479 -0.0099747240518888499 -0.099521841552871443 0.096771740281906937 -0.071924150641833218 0.039718057549192866 -0.098403723843624585 -0.093816783570385281 0.03090019735287642 0.0054728379825760348 0.00025401432129586703 0.066039021069689979 -0.10072602925067532 -0.091986556246072076 0.0005499323012691838 0.010658318960899259 -0.085203082802239108 -0.00097716919454586939
leaf_weight=103.47443517598776 0.73348840232938428 0.50398486247286101 1.63466078788042 0.61360774133936402 1.3573139330837865 1.475731076512601 0.38473455049097527 1.6454719090834258 1.8869517862331111 0.33646823605523124 0.196074913314077 0.49549694359302421 1.1256232621381057 0.7467495822347725 0.38191848472343082 0.7418849766254425 0.51514599451912602 1.6182343661785115 0.63666139682754774 0.75856269895303086 7.0678333821706492 3.3920141563612565 0.59387765824794658 0.67166355252265741 0.88781974767334759 0.39794675324083062 1.2122754543088379 5.4786876984871924 1.2073424551635978 4.7234597082715482
leaf_count=2424 29 38 23 19 29 125 14 31 43 12 13 2 111 35 24 7 33 14 20 202 102 847 3 13 43 89 23 102 79 84
internal_value=0.00110278 -0.00260657 -0.00128434 -0.00228943 -0.00102944 -0.0033489 -0.070879 0.0260466 9.98386e-05 0.00190626 -0.00174048 0.00135398 -0.0763431 -0.000202404 0.000862103 0.0432241 -0.00127243 1.4307e-05 -0.00231838 -4.48239e-05 0.00135822 -0.0196125 0.0057251 -0.00882727 -0.0602523 -0.00476042 6.38246e-05 -0.00554664 -0.0422392 0.0181305
internal_weight=146.896 43.4217 42.9177 42.1842 41.5706 38.2905 1.86047 3.28013 36.43 35.0727 33.1857 31.864 1.3217 31.3685 31.0321 1.48863 29.5434 29.1615 27.5433 26.9066 26.3915 4.54852 21.843 10.0517 1.4817 3.78996 8.56997 7.89831 2.41962 11.7913
internal_count=4633 2209 2171 2142 2123 2069 139 54 1930 1901 1858 1734 124 1732 1720 42 1678 1654 1640 1620 1587 1138 449 263 46 936 217 204 102 186
is_linear=0
shrinkage=0.0905731


Tree=763
num_leaves=31
num_cat=0
split_feature=15 13 2 2 15 19 17 18 16 6 8 13 16 13 15 13 19 0 9 8 4 15 3 16 13 13 18 15 15 7
split_gain=0.105075 0.292378 0.220381 0.242584 0.18837 0.150919 0.362849 0.444362 0.153536 0.358517 0.523541 0.550628 0.227981 0.233252 0.338132 0.282563 0.269674 0.574346 1.24336 0.259657 0.232104 0.728235 0.832153 0.359794 0.800547 0.773783 0.712651 0.523192 0.502781 0.591326
threshold=46.674706678850008 117.56896250265002 247.02271001585004 195.72231170465002 49.977661466200011 14.651182102100002 200.30016490490002 13.431207332600001 23.264945596400004 17.435407375500002 9.3427090425500019 115.13321943645001 22.764946765650006 117.76521994615001 42.076928760450009 117.69263157665002 14.551174033150001 86.780739992750014 186.70853236170004 8.543332867800002 240.79927845295001 38.992510055900006 93.609423644100005 22.624947093000003 117.48293184245001 117.54745483760001 13.24088655595 46.327654127900004 41.195083317300011 23.156313609200001
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=5 -2 3 -3 -4 8 7 -7 9 12 -11 -12 13 15 -15 16 20 18 -18 -19 21 -1 -23 24 27 -26 -27 -22 -28 -30
right_child=1 2 4 -5 -6 6 -8 -9 -10 10 11 -13 -14 14 -16 -17 17 19 -20 -21 23 22 -24 -25 25 26 28 -29 29 -31
leaf_value=0.0020429633460381574 -0.074565084189598091 0.0006587507605310208 -0.012402303905536486 -0.10352182314748704 0.03969902313147701 0.033367838074206194 0.058790842965309578 -0.040430116732549065 0.043121329220693339 -0.095487837553521082 0.079907375407157574 -0.046708864037059275 0.034499410728602263 -0.084714384888045752 -0.0012272112595421967 0.031096514589246626 0.042889594407728056 -0.020339053865082283 -0.092043010481662788 0.03423890662966908 -0.0016732499943530193 0.075995637889747017 0.0080599198153759825 0.01230542801215068 -0.086620886768797631 -0.071355345294325176 -0.041255411113734944 0.10384615324521636 0.066235920838137979 -0.014331293889489021
leaf_weight=57.405054661252507 0.62674613172202853 0.45955399441299993 1.4508218413684519 0.37495879670314025 1.1486342505086211 1.6720196057576679 1.4302138965576885 1.3725698851048944 0.79182872362434764 0.87520234376120187 0.50109572926885426 0.86512363189831376 1.885377816390245 0.71624285676807531 1.1974582802504299 2.8806217089295378 0.91880474239587728 1.5003460417501631 2.0134528502821922 1.7384064830839632 35.948487475190632 2.757274603471159 4.2077258517965674 11.559677775483577 1.9213174920878353 1.7152985762804744 1.7813228880986569 0.43941222410648961 1.5249733030796053 1.8780965299811212
leaf_count=1557 72 20 36 46 19 37 19 14 19 214 41 22 23 49 10 19 31 27 29 17 1981 26 41 122 46 23 25 3 9 36
internal_value=0.00104942 -0.0141948 -0.00317637 -0.0461511 0.01062 0.0014869 0.0188571 9.80489e-05 0.00091963 0.000674337 -0.0374489 -0.000269135 0.00131208 0.000838429 -0.032474 0.0013281 0.000654531 -0.0189453 -0.0497627 0.00895577 0.00165298 0.00560402 0.034954 -0.00282712 -0.00669643 -0.0326741 -0.0176519 -0.000399021 0.000116359 0.0217722
internal_weight=145.558 4.06072 3.43397 0.834513 2.59946 141.497 4.4748 3.04459 137.023 136.231 2.24142 1.36622 133.989 132.104 1.9137 130.19 127.31 6.17101 2.93226 3.23875 121.139 64.3701 6.965 56.7686 45.2089 8.82101 6.89969 36.3879 5.18439 3.40307
internal_count=4633 193 121 66 55 4440 70 51 4370 4351 277 63 4074 4051 59 3992 3973 104 60 44 3869 1624 67 2245 2123 139 93 1984 70 45
is_linear=0
shrinkage=0.0961169


Tree=764
num_leaves=31
num_cat=0
split_feature=12 12 7 4 19 2 4 18 5 8 9 8 19 18 9 9 9 19 9 7 8 5 9 9 10 17 8 17 7 7
split_gain=0.0991346 0.517113 0.373666 0.448321 0.914139 0.294778 0.35523 0.25734 0.556503 0.252595 0.511061 0.37894 0.476734 0.30847 0.285942 0.245915 0.442304 0.325653 0.239842 0.235293 0.23035 0.490678 0.23734 0.514391 0.435166 0.893061 0.615837 0.377527 0.393472 0.311968
threshold=92.791843202150019 96.720516239650024 24.872345000050004 158.18845385165005 12.651020723000002 74.766480717350007 164.41789168470004 13.807773949150002 20.769304081650002 8.8430989333000021 226.58992707320002 9.6424751081000029 14.351157895250003 11.634276750250001 58.084576609100004 189.68479361675003 201.16241229375001 14.451165964200003 206.16422279835004 22.995234593000003 8.7431769115000026 21.990725385850002 207.40106631805003 214.52351813370004 80.538140213850014 197.02652249450003 8.3434888241000014 200.68261045605001 24.673428656250003 23.109894804950002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 7 3 15 -5 -3 -7 8 -2 13 11 12 -11 14 -8 17 19 -1 -18 -17 22 -22 29 24 25 -24 -27 -28 -29 -15
right_child=1 5 -4 4 -6 6 9 -9 -10 10 -12 -13 -14 20 -16 16 18 -19 -20 -21 21 -23 23 -25 -26 26 27 28 -30 -31
leaf_value=-0.0015303730416477957 0.091798316768195956 -0.034324122123688294 0.054023286801899127 0.00084605583586059825 -0.11150865925625997 0.045652633782598269 0.10072302502449508 0.008766983853692404 -0.001567129571327952 -0.0145669576805604 0.037755627242578506 0.020501326087111239 -0.096383349343701241 -0.004970443985363374 -0.10507664304191344 -0.055533281044581113 0.050089361909413571 0.080092499493946562 -0.0089385313416627324 -0.010129632275447581 0.070799452840594898 -0.0016227298321809997 -0.093874455456863029 0.0082701655509355449 0.029222820076433464 -0.063754255728676976 0.04221265879488801 0.01233393625293794 -0.066285733383794052 0.0068378431127541746
leaf_weight=1.246382238154178 1.5421359718311571 2.2821798962540916 0.89277411191324141 1.6859261558565788 1.1854382562451062 1.7066680772149982 0.076242908835410073 2.1708979149407241 1.0191185517614938 1.3177253710164221 1.0582410535134839 0.77676615632299206 1.4245757742319254 32.240344684389129 0.43585343808194921 1.8083306113258002 1.4037972473306584 0.75406081229448307 1.2514371293655129 2.7891169600188732 1.4353069723583751 2.4073590335901827 1.8413494673732218 8.1305658316123282 1.2001718070168861 1.7973367455851983 1.6037144826259462 1.5647702994756403 1.0047307307831941 64.582074238656787
leaf_count=40 36 38 67 22 66 25 1 31 38 22 28 32 62 1069 154 27 17 14 28 28 22 37 82 351 117 104 19 34 29 1993
internal_value=0.000972 0.00177919 -0.00718956 -0.0116969 -0.0455394 0.000592448 0.00123196 0.0336001 0.0546484 0.000615094 -0.0219826 -0.0399469 -0.0570691 0.00148931 -0.0744364 -0.00119514 -0.009589 0.0292371 0.022269 -0.0279884 0.00181935 0.0254283 0.0010233 -0.00960952 -0.0257403 -0.0341845 -0.0157758 0.00488772 -0.0184081 0.00290587
internal_weight=144.635 131.618 13.0173 12.1245 2.87136 126.886 124.604 4.73215 2.56125 122.897 4.57731 3.51907 2.7423 118.32 0.512096 9.25312 7.25268 2.00044 2.65523 4.59745 117.808 3.84267 113.965 17.1426 9.01207 7.8119 5.97055 4.17322 2.5695 96.8224
internal_count=4633 4324 309 242 88 4219 4181 105 74 4156 144 116 84 4012 155 154 100 54 45 55 3857 59 3798 736 385 268 186 82 63 3062
is_linear=0
shrinkage=0.0980392


Tree=765
num_leaves=31
num_cat=0
split_feature=15 5 5 2 16 19 13 15 4 5 18 16 3 5 17 5 17 17 18 18 7 7 16 19 6 17 6 13 17 4
split_gain=0.0967514 0.551751 0.587439 0.394293 0.327962 0.158615 0.632926 0.709825 0.619539 0.688818 0.745905 0.461595 0.606111 0.514043 0.530159 0.584903 0.548375 0.543679 0.796539 0.529546 1.23222 0.646314 0.834217 0.377264 0.367372 0.480038 0.348923 0.329902 0.326006 0.315125
threshold=46.055224235250002 24.367802910700004 24.458659404000002 247.02271001585004 23.044946110900003 14.351157895250003 114.57939706160001 32.99104187950001 348.46570331020007 20.201591378100002 13.956123578150001 22.454947490600002 92.913112988300014 21.482549112100006 187.32964365115004 21.757682542950004 181.57898176000003 190.37043331840002 13.24088655595 13.317304170000002 23.109894804950002 23.322419822750003 22.644947046300004 14.551174033150001 16.585387514950003 183.58889821140002 19.280450484650004 117.55283175385001 199.73283952805005 371.16724128940001
decision_type=2 2 2 2 2 2 2 2 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 24 7 -7 9 28 11 12 -11 -13 16 -16 -15 27 -19 -20 -21 -22 -23 -12 29 26 -26 -17 -8 -1
right_child=1 2 3 -5 -6 6 8 -9 -10 10 23 13 -14 14 15 17 -18 18 19 20 21 22 -24 -25 25 -27 -28 -29 -30 -31
leaf_value=0.0016403004277815453 -0.086984524618526834 0.077420219943434287 -0.099148992935242111 0.0042196674983803941 0.01275739943573399 -0.10623587070872222 0.073694688117781626 -0.00055283090198869026 0.068897727567671097 0.09614038469002073 -0.099862107683832399 -0.012985644185083953 -0.0097377894621761933 0.004709267745963714 0.065950055260582618 0.0085193838955679342 -0.077200253323486914 -0.065902146778137632 0.051054665844699816 -0.082658920541285874 0.050871128750187483 0.024047460072340716 -0.060722107636363896 -0.01052223170500402 0.0035313681956243678 -0.10911242593800599 -0.10657399842996342 0.054165033237390997 0.013957477939061913 -0.019990235087992213
leaf_weight=83.92253782116677 0.74224144741310638 0.74119281023740757 0.72037975076091265 2.8454726792624569 0.34340316615998745 0.92003421089611892 1.8641200102865689 1.459705631714314 1.457582740113138 1.1067023128271092 0.90479170577600487 11.645132075995205 0.84797311713919032 2.035255068447444 1.9569245837628866 2.3904770268127349 1.1280554023105649 1.4247591574676324 2.1371602304279795 1.3869968011858853 2.6875181370414793 2.7447578980354592 1.6508828403893856 0.78287246730178595 1.6656835195526576 0.60880143130634667 0.30189154449180922 3.4140103184618056 1.436209521256387 6.4395350090853745
leaf_count=2541 44 18 96 79 6 29 39 27 47 62 42 106 19 33 16 16 31 23 21 25 19 24 33 11 359 24 37 32 20 754
internal_value=0.00084551 -0.0115373 0.000504524 -0.0140787 -0.0630241 0.00132828 0.0058948 -0.0414111 0.0085127 0.00639411 0.00282968 0.00565728 0.0502085 0.00314057 0.0113208 0.0170455 -0.0245002 0.01168 0.000253166 0.00913905 -0.00143695 0.0144676 -0.00778968 -0.0584192 -0.000901555 -0.0359883 -0.0133625 0.0353667 0.0476988 9.88286e-05
internal_weight=143.713 5.39269 4.65045 3.90926 1.06378 138.32 45.3819 2.37974 43.0022 41.5446 38.2443 36.5566 1.95468 34.6019 22.9568 19.7935 3.16331 17.8366 12.0321 10.6073 8.47016 7.08316 4.39564 1.68766 92.9384 2.57638 1.96758 5.80449 3.30033 90.3621
internal_count=4633 243 199 181 102 4390 675 56 619 572 513 460 81 379 273 209 64 193 145 122 101 76 57 53 3715 420 396 48 59 3295
is_linear=0
shrinkage=0.0942322


Tree=766
num_leaves=31
num_cat=0
split_feature=19 16 18 18 5 13 16 13 19 0 9 10 8 9 15 9 13 13 9 18 17 9 12 6 5 3 10 7 7 10
split_gain=0.0896234 0.207213 0.140463 0.201789 0.21993 0.58767 0.183043 0.225275 0.22576 0.484276 0.815712 0.327974 0.208475 0.182947 0.849207 0.501354 0.37941 0.621413 0.330322 0.577955 0.600962 0.717814 0.413714 0.338099 0.974501 0.62293 0.743049 0.547096 0.53938 0.38372
threshold=14.651182102100002 22.674946976100003 11.207537862500002 11.634276750250001 31.794087907800002 118.84598011460001 22.764946765650006 117.76521994615001 14.551174033150001 86.780739992750014 186.16747084260001 61.950140699950005 8.543332867800002 201.65416293750005 45.102215827400009 201.40496258350001 117.71413924170001 117.69263157665002 203.09362050815002 15.835505265150003 195.59800312745003 202.38851837455002 378.75571401605004 14.935348962050002 18.946524085150003 92.238309997550019 62.046925192600007 24.775165158000004 26.614251743050001 67.181880221750006
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 -2 -1 -4 5 6 7 8 13 10 -10 -12 -11 15 18 16 17 -5 19 20 -15 -22 23 24 -20 29 -27 -28 -26 -25
right_child=1 -3 3 4 -6 -7 -8 -9 9 12 11 -13 -14 14 -16 -17 -18 -19 22 -21 21 -23 -24 25 28 26 27 -29 -30 -31
leaf_value=0.046183347856117649 0.025230739596389672 -0.01824384638229478 -0.066204873412228332 0.0026935689034150077 0.04281597805551017 -0.082532341968982584 0.028389901282326251 -0.034094037230038288 0.037206294729672663 -0.01800819345945523 -0.015892712037270242 -0.092502927358183662 0.029192339316689641 -0.0063446072478178881 -0.075975512949363222 0.053594051755566301 -0.06962380614678787 0.097877407594551893 -0.00026003164620299533 0.031139471225467629 -0.022959408352792407 -0.14016721739525098 0.075265033291317257 0.046449279262086605 -0.093809153547565818 0.0099783724782529851 -0.11713410067645127 0.0055462657399676114 0.041554895581230246 -0.0030465390792313372
leaf_weight=0.59054583079159684 3.5491850700927889 1.3414783251937477 0.40603283738369 79.785162430252967 1.0731279306892236 0.76201304157439054 2.0510767437517634 1.6966267560492259 0.84635203238576595 1.4774289957131261 0.69848414254374835 1.7134785552698302 1.8988575935363767 2.0573903495969712 1.3962928277614981 1.76635510426422 0.636448223143815 0.61373480781912704 20.345779760775262 1.2979447946654543 0.94858791946899124 0.90820357971824706 0.67263340581848652 4.837589983828364 1.5646642224746745 3.9187412448227406 0.85128060146598705 0.51992753148078918 0.31381370010785747 1.9520678436383603
leaf_count=95 45 35 74 2611 64 92 29 40 32 27 26 39 20 37 79 17 8 5 762 31 36 14 50 80 127 32 57 2 9 58
internal_value=0.000770416 0.0133059 0.000324873 0.000127212 0.000324373 -1.20736e-05 0.000454514 2.2789e-05 0.000464576 -0.0164722 -0.0423879 -0.0703173 0.00853786 0.00136796 -0.00373154 0.00392905 0.00284648 0.00342017 -0.00122153 -0.0233523 -0.0414219 -0.0802887 0.00207636 0.000641268 -0.00625577 0.0133306 -0.0109127 -0.0706168 -0.0711956 0.0322189
internal_weight=142.491 4.89066 137.601 137.01 136.604 135.531 134.769 132.718 131.021 6.6346 3.25831 2.41196 3.37629 124.387 41.5849 82.8017 81.0353 80.3989 40.1886 5.21213 3.91418 1.85679 34.9765 34.3039 22.2243 12.0796 5.28995 1.37121 1.87848 6.78966
internal_count=4633 80 4553 4458 4384 4320 4228 4199 4159 144 97 65 47 4015 1374 2641 2624 2616 1295 118 87 50 1177 1127 898 229 91 59 136 138
is_linear=0
shrinkage=0.0942322


Tree=767
num_leaves=31
num_cat=0
split_feature=17 12 8 7 17 12 17 12 5 5 4 8 10 15 15 8 18 2 13 17 17 15 7 2 8 8 0 19 16 3
split_gain=0.0944032 0.345268 0.458218 0.30563 0.265771 0.250953 0.453144 0.285747 0.215224 0.583396 0.335996 0.517995 0.334081 0.39684 0.284577 0.365324 0.213557 0.234486 0.371795 0.195919 0.626058 0.634014 0.851836 0.453102 0.241676 0.327283 0.436492 0.449242 0.281682 0.443377
threshold=168.62011096010002 66.834523482800009 8.4434108459500017 25.024903008400003 174.72950843050003 66.834523482800009 179.88087463185005 100.38148940995002 20.971847224900007 23.286780469550006 215.88508760445004 5.445750190600001 64.730006406800015 20.734744936600006 26.384523135650003 10.142085217300002 15.004783703300001 167.53567362910005 120.78166996855002 182.37451917730002 183.58889821140002 21.881081380950004 22.435297587800004 54.465024697200008 8.8430989333000021 9.5425530862500008 87.028078140750011 14.351157895250003 22.714946882600003 94.383699585650007
decision_type=2 2 2 2 2 2 2 2 2 2 2 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 8 -6 7 -7 10 -10 -2 -12 13 -11 -15 -16 17 18 -3 -8 21 -21 -23 -22 28 26 27 -26 -25 -30
right_child=4 2 -4 -5 5 6 19 -9 9 12 11 -13 -14 14 15 -17 -18 -19 -20 20 23 22 -24 24 25 -27 -28 -29 29 -31
leaf_value=-0.086733200337891864 0.081803334723671711 -0.10219944640498546 0.089195308758111019 -0.10178137815443586 0.051735026865705358 -0.099089628006625269 0.017667323809825778 -0.022712354744720446 -0.11772458194616485 -0.1090973502186256 0.058417205552980071 -0.069604502046737488 0.087534673716208461 0.057596737423929061 -0.10518762427199899 0.053722816260989764 0.024497241381887351 -0.0034829200614959459 0.10165354892408081 0.013606055490373707 -0.06582179285014321 0.00327955482748529 -0.12531617750416835 0.0017659042269187288 0.0015939621083830742 0.03714347352956883 0.0013003332332337675 -0.1103491260120071 0.065756356317706002 -0.0081053464168075375
leaf_weight=0.53777316995547053 1.1795039251301198 0.58523091158713336 0.45902620148262929 0.34973759647073155 0.90756791271269222 0.57016114835641873 6.3840312375687054 2.7021482720701897 0.3324495099805066 0.27042789032566394 0.79240922450844642 0.4926378482778091 0.55322062474442635 0.8197225941421491 0.30622392703662626 0.25470898253843188 1.3827191284362923 1.5618880193953826 0.10080662369728088 1.2372378880972967 0.96077076625078817 0.81304296385496888 1.266140138643095 109.78519948297981 0.51645749471936131 0.71110415551811446 1.4820055512536781 1.0353624773997578 1.6862215406727039 1.4553455198183654
leaf_count=13 37 283 29 234 15 20 102 240 24 46 47 19 15 52 41 6 41 116 1 47 35 17 50 2927 4 15 37 58 31 31
internal_value=0.000719931 -0.0125426 -0.00355539 -0.0142516 0.00120347 0.000359898 2.89492e-06 -0.0360202 0.0233858 0.00333955 0.0440193 0.00933858 0.0215982 -0.000494768 0.0207771 -0.0330294 -0.00581992 -0.0244683 -0.0722452 0.000928647 4.51311e-05 -0.0419632 -0.0750302 0.00122947 0.00178163 -0.0227209 -0.0367526 -0.0730936 0.00259419 0.0315396
internal_weight=141.491 4.97718 4.43941 3.98038 136.514 131.513 130.605 3.27231 5.0013 2.53675 2.46455 1.28505 2.2043 1.65108 1.38066 0.560933 3.63064 2.24793 0.686038 127.333 120.949 3.31642 2.07918 117.632 116.672 3.74493 3.03383 1.55182 112.927 3.14157
internal_count=4633 717 704 675 3916 3629 3614 260 287 184 103 66 160 145 99 47 441 400 284 3354 3252 114 67 3138 3103 114 99 62 2989 62
is_linear=0
shrinkage=0.0980392


Tree=768
num_leaves=31
num_cat=0
split_feature=6 6 16 3 3 15 9 9 6 16 3 6 5 0 17 17 6 9 9 10 0 19 16 12 6 6 6 19 5 13
split_gain=0.431878 0.806656 0.598753 0.58387 0.910789 1.57001 0.800445 1.20346 0.791762 1.01229 0.763196 1.31417 1.15145 0.577163 0.795592 1.31787 2.49408 0.957053 1.34687 0.955577 1.74736 0.895663 0.880955 0.675826 0.55425 0.548563 0.65899 0.560939 0.914398 1.32531
threshold=13.665319288000001 13.775321858200002 15.839962959300001 85.589753040950015 84.812788641250009 28.826925781250004 206.50942114985003 214.52351813370004 14.195331671650001 16.684960983300005 86.26455603170001 14.845346859150002 17.886193876600004 86.345209775600011 191.20566072810004 193.70011821090003 16.305380972600002 193.49750438550004 194.45262321395003 66.859265246100009 90.321439350550008 14.351157895250003 21.719949209300005 323.50112601465008 16.455384477450004 15.945372561050002 14.935348962050002 14.551174033150001 21.191508333600002 117.22752832010001
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=-1 2 -2 4 6 -6 -3 8 -8 -10 11 -5 -12 23 21 16 -16 -17 -19 20 22 24 -20 -14 -15 26 -24 28 29 -27
right_child=1 3 -4 10 5 -7 7 -9 9 -11 12 -13 13 14 15 17 -18 18 19 -21 -22 -23 25 -25 -26 27 -28 -29 -30 -31
leaf_value=-6.1096701507235628e-05 0.0017626174257924087 0.00031721477475025144 0.00036449261012206887 -0.0003931700194817827 0.00025553607197270753 -0.0021620620646564006 -0.0023581950586103822 0.00028773921710618944 0.00079140272852266155 -0.0021239245567450525 -0.0016801770487264677 0.0014803184504721195 7.8537079373117776e-05 0.00068988921971920643 -0.002223154401887039 -0.00054945693729449878 0.00019970631933717415 0.0018168705969428644 -0.0011044445321877737 -0.00079821170734045634 0.0016158595582811039 0.0016152820814322891 9.925642632667527e-05 -0.0014926120645238317 -0.00040606737974536241 0.00059019894241697031 0.001353601168512564 0.00075712835797342795 0.00018596720343920522 -0.0025987019435654204
leaf_weight=34.140565639507258 2.0908356718718997 14.35277590056649 2.6963419392704964 2.1415903242304912 2.0627777834888539 2.0682075282675214 1.5553879404906177 3.7053544948576018 1.0631962567567823 0.80436065985122684 1.2692604032345105 4.3908568639308214 50.798896660213359 8.3631355024408531 2.3439801703207186 4.0624155243858686 5.3889487870037556 2.5891318321228018 1.7137789912521899 2.5773879713378838 4.2160464935004702 3.3883520141243926 2.7619412746280458 1.0748635672589433 2.2517812736332408 0.87110698781907858 3.8618756700307131 4.5518117100000373 10.630935305729507 1.1795609509572385
leaf_count=2056 33 151 25 37 27 181 39 58 6 50 15 44 1176 71 28 37 37 69 27 39 50 29 18 107 21 10 40 34 85 33
internal_value=0.000138047 0.000183125 0.000975134 0.000157162 -0.000111677 -0.000954852 5.04721e-05 -0.000486612 -0.00132485 -0.000464235 0.000214338 0.000866116 0.000176956 0.000197885 0.000327589 0.000204782 -0.000534703 0.000351347 0.000456041 0.000347176 0.000446283 0.000737571 0.000253448 4.59817e-05 0.0004574 0.000350992 0.000830575 0.000166659 -4.52778e-05 -0.00124408
internal_weight=184.967 150.827 4.78718 146.04 25.6121 4.13099 21.4811 7.1283 3.42294 1.86756 120.428 6.53245 113.895 112.626 60.7522 46.7489 7.73293 39.016 34.9536 32.3644 29.7871 14.0033 25.571 51.8738 10.6149 23.8572 6.62382 17.2334 12.6816 2.05067
internal_count=4633 2577 58 2519 512 208 304 153 95 56 2007 81 1926 1911 628 507 65 442 405 336 297 121 247 1283 92 220 58 162 128 43
is_linear=0
shrinkage=0.00196078


Tree=769
num_leaves=31
num_cat=0
split_feature=6 6 10 3 18 5 16 9 9 6 16 15 9 3 15 7 3 0 10 16 0 15 9 0 0 12 17 13 16 6
split_gain=0.489426 0.799764 0.658127 1.46891 0.996241 0.602634 0.555799 0.537799 1.02536 0.749601 1.02059 0.450367 0.443586 0.463099 0.624101 0.613751 0.434776 0.872178 0.401638 1.77466 1.35508 1.25832 0.641816 0.479218 0.503569 0.593277 0.587177 1.25815 1.27593 1.02305
threshold=13.665319288000001 13.775321858200002 70.182199495350019 84.812788641250009 14.170404054850001 17.687678651600006 15.839962959300001 206.50942114985003 214.52351813370004 14.195331671650001 16.684960983300005 39.203018015350004 202.86134752310002 83.17551763980002 23.884857921950005 24.581118242250003 85.589753040950015 93.843319501450011 66.859265246100009 19.224955043700003 90.321439350550008 35.645792850250011 204.51365672970005 89.861713010250014 86.345209775600011 323.50112601465008 191.20566072810004 115.13321943645001 22.454947490600002 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=11 6 5 7 -5 -3 -2 12 9 -9 -11 -1 13 14 -4 -15 -7 18 20 -20 23 -21 -22 24 25 -18 29 -28 -29 -26
right_child=1 2 3 4 -6 16 -8 8 -10 10 -12 -13 -14 15 -16 -17 17 -19 19 21 22 -23 -24 -25 26 -27 27 28 -30 -31
leaf_value=-5.9732689640298078e-05 0.0017700521125355395 0.0010053393966296656 -0.00030749422673874145 0.00086844841882012579 -0.0021240975070017515 -0.00082113014664853109 0.00040292836180479071 -0.0023035319696277767 0.00028446940056534693 0.00082841405934223932 -0.002118925115198973 -0.0019520977551894894 0.00072148070244558036 -0.0017209826865207658 0.00085300582708638831 0.0002907224571686605 7.5820452629628496e-05 0.0015616630618545892 0.00077683219165325737 -0.0018299466464636663 0.00052127815064388768 0.00038749134779708882 0.0019521285550325802 -0.00075015679861708249 0.0010929567818609158 -0.0014518255619067862 -0.0013927657366840328 0.001501176616612424 0.00016992714837146916 -0.00035919826960423263
leaf_weight=32.749368965778558 1.9569440372288216 3.5624135248363009 3.7595440829172784 0.53573807283828445 2.1209464555213344 1.623861020663752 2.7498448453843594 1.4056208925321692 3.7016609120182693 1.0790734216570852 0.77692220051540051 0.49076834972947736 4.8944255663081995 1.2243267775629649 3.3865536618977785 1.1132461288943885 47.358918707821431 1.7815132187679399 3.5977459434652692 2.9098077565431595 2.4461902857292435 1.4865318156080318 2.3758881464600563 2.1702398504130533 7.7941266116686148 0.99799494517719622 1.7850073787849385 3.0661173332482603 28.47018704470247 2.4520228505134583
leaf_count=2034 33 23 22 9 201 23 25 37 58 6 50 22 54 37 20 17 1164 23 51 58 21 22 37 28 66 107 25 90 250 20
internal_value=0.000126586 0.000176536 0.000149403 -0.000145699 -0.00152063 0.000211591 0.000971338 2.54596e-05 -0.000421813 -0.00122339 -0.000405346 -8.76722e-05 0.000242073 -5.34473e-06 0.00024247 -0.000762928 0.000185959 0.000201005 0.000178331 -0.000244422 0.000212496 -0.00108017 0.00122627 0.000160543 0.000182044 4.42927e-05 0.000334939 0.000208712 0.000299358 0.000745439
internal_weight=175.824 142.583 137.877 23.9981 2.65668 113.879 4.70679 21.3414 6.96328 3.26162 1.856 33.2401 14.3781 9.48367 7.1461 2.33757 110.316 108.692 106.911 7.99409 98.9167 4.39634 4.82208 94.0946 91.9244 48.3569 43.5675 33.3213 31.5363 10.2461
internal_count=4633 2577 2519 511 210 2008 58 301 151 93 56 2056 150 96 42 54 1985 1962 1939 131 1808 80 58 1750 1722 1271 451 365 340 86
is_linear=0
shrinkage=0.00196078


Tree=770
num_leaves=31
num_cat=0
split_feature=6 0 2 2 8 15 12 4 0 6 13 12 6 15 6 18 3 0 0 16 5 15 16 16 15 19 8 19 15 2
split_gain=0.101822 0.349474 0.801349 0.602263 0.642129 0.436576 0.473444 0.520959 0.295482 0.596249 0.735154 0.768044 0.445437 0.538861 0.535621 0.563441 0.833558 0.628896 0.546446 0.606991 0.830115 0.563325 0.557764 0.710251 0.957537 0.574445 1.3209 0.707216 0.614207 1.32012
threshold=14.745344522600002 96.631250582750013 118.20523333310003 83.274686722450014 7.943800736700001 35.645792850250011 371.73724940330004 274.81987900165007 86.345209775600011 16.375382608200002 117.39690118230001 121.79144674955002 16.455384477450004 37.882159664350006 16.285380505300001 13.781134552700001 92.813640037450014 90.321439350550008 87.261973998100004 22.644947046300004 22.665750084250003 40.292677025400003 19.224955043700003 18.684956306450005 28.826925781250004 13.751109481500002 8.1436447804000007 14.251149826300002 31.890196708700007 130.18547167755003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 3 4 -1 -4 7 -7 9 10 11 -2 14 -14 18 16 -16 -17 -10 20 21 22 23 24 -20 -24 -27 28 -28 -30
right_child=8 -3 5 -5 -6 6 -8 -9 12 -11 -12 -13 13 -15 15 17 -18 -19 19 -21 -22 -23 25 -25 -26 26 27 -29 29 -31
leaf_value=0.031342190969583648 -0.1053997839904702 0.0021805522333270769 0.0087249651380573688 -0.10082313909188288 -0.073360192227974214 0.0027859961931192604 0.054460400893018325 -0.10750573795363957 -0.05835692203669833 -0.00052341861509029141 -0.1034566256173975 0.049084441918457004 -0.021413855516600886 0.015848642738026664 0.098905725880628764 -0.033021911215486435 0.026961288152451589 0.038753219614238499 0.044928941548610622 0.064657888865413876 -0.070138966376289621 0.066481530197352881 -0.049686173189280355 0.078562403693188371 -0.04937133569347088 0.068190550042748196 0.0055167412000022746 0.011265487996204457 -0.12751164674461016 -0.0016219634844168735
leaf_weight=1.0266337985231073 0.41992360846052112 35.663103719269202 7.5237966623972152 1.4493434482428709 1.054233915871009 0.63147727702744283 0.37209796105162229 0.95604646070569288 1.1759308734908724 37.082746652574542 1.149016318580834 0.8945083922262711 8.8401907514780742 5.6477732295170417 1.7647664416581372 2.3853778131306163 7.5388210043311119 1.9869346814230082 2.3585152773885194 1.5406571403145779 1.2813697475794459 1.3665455942973483 2.2485958114266387 1.7644654773175714 1.6080797869362866 2.2027108035981646 1.7315555475652198 5.2610301235690713 1.4930208623409273 1.4658638872206209
leaf_count=11 29 1903 344 208 78 7 15 84 16 1081 51 48 113 43 23 46 105 33 44 38 34 27 28 21 65 21 20 56 27 14
internal_value=0.000850502 -0.00264265 -0.0158604 -0.0541863 -0.0217034 -0.00159349 -0.0412103 -0.0636344 0.00267475 -0.00350569 -0.0483983 -0.000268871 0.00722941 -0.006888 0.0124505 0.027496 0.0406082 -0.000404733 0.00438094 0.00741416 0.00354295 0.00793422 0.00396043 0.0288242 0.00669908 -0.0059332 0.00216136 -0.0124539 -0.0390587 -0.0651445
internal_weight=141.885 48.6767 13.0136 3.53021 2.08087 9.48342 1.95962 1.58752 93.2084 39.5462 2.46345 1.31443 53.6622 14.488 39.1742 13.6759 9.30359 4.37231 25.4983 24.3224 22.7818 21.5004 20.1338 5.73106 3.9666 14.4028 12.1542 9.95147 4.69044 2.95888
internal_count=4633 2650 747 297 89 450 106 91 1983 1209 128 77 774 156 618 207 128 79 411 395 357 323 296 130 109 166 138 117 61 41
is_linear=0
shrinkage=0.0942322


Tree=771
num_leaves=31
num_cat=0
split_feature=13 16 16 12 15 18 7 3 10 9 9 0 6 5 3 10 18 18 18 2 15 2 0 18 12 4 13 17 19 6
split_gain=0.570626 0.458987 0.484413 0.81712 0.570432 0.400556 0.509198 0.446842 0.463827 0.337952 1.01564 0.639478 1.59596 0.738014 1.30178 0.992048 0.801244 0.719444 0.573272 0.569335 0.992317 0.534222 0.520294 0.499088 0.497009 1.12653 0.980943 0.575448 0.641052 0.555615
threshold=95.937628385050019 14.274966618900002 14.184966829400002 216.20511703005005 6.8054746905500005 14.693728290050002 21.698399695800003 73.913779380400015 89.721913187450014 181.33671263215004 186.70853236170004 85.732241321850012 16.465384711100004 30.133297129900004 95.002044955650021 61.928633034850002 13.122774073950001 12.783127173500002 11.144561217000001 121.36426933400001 34.139075990150012 158.58656282205001 94.300357383600002 12.899561312100003 132.52187326270004 158.33173836080002 117.76521994615001 166.68115439205005 13.451085274650001 16.890394641350003
decision_type=2 2 2 2 2 2 2 2 2 2 2 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 -5 -7 8 -8 24 19 12 -12 14 15 -14 -17 -13 -16 20 22 -21 -11 -19 25 -2 27 28 -26 -27
right_child=9 -3 -4 5 -6 6 7 -9 -10 10 11 17 13 -15 18 16 -18 23 -20 21 -22 -23 -24 -25 26 29 -28 -29 -30 -31
leaf_value=0.0014675256151956519 0.00049075561571970813 -0.0017301661075327748 0.0015283076987482758 -0.0015651910262801572 -0.0019973207385801449 0.0017884988173180051 0.00074079011567709091 -0.0014112859140868021 -0.00081316708317958285 0.0020517965113856424 -0.0021984772904093956 0.0016114230886928908 0.00082945982806796473 0.0012040896559640879 0.00053703452083155674 0.00041784067076969337 -0.0022148037289185579 -0.00093365641173237697 -0.0021141277224494726 0.0017691091013864169 -2.8616317130518882e-05 0.00032054098646273075 0.00043151356341077275 0.00018434585493890877 -0.0017174122423963645 -0.0021233445490451905 -0.0021410304863386945 0.0004030896654808573 0.001084182735800748 0.00032135221360129177
leaf_weight=0.20944832266832047 1.7044141063815943 0.83689203247195099 0.57608755910769094 0.54667255643289525 1.4295012204020165 0.67273613763973106 2.3481745964381848 0.75839023257140059 1.0772680508234769 1.725125446915625 1.487529732796246 1.3471413142979134 3.6025258707813901 1.594269470660947 0.38784439861774478 0.84970882406923898 0.93195827308227308 1.5533683896064747 1.6376603512180734 2.9502502046525469 6.0764194875955582 1.4648101755883542 1.3647165982984004 130.91831529600313 1.0687614396210818 1.7688810807449047 0.71077960770344439 9.99681766785943 0.44465022621443484 0.44793477867642639
leaf_count=37 34 96 17 42 514 14 99 80 314 32 60 11 35 16 3 23 47 14 100 18 43 43 13 1958 99 259 52 435 29 96
internal_value=0.000145636 -0.000351806 -0.000200389 -0.000341806 -0.00155453 2.60475e-05 0.000205163 -4.94283e-05 0.000252086 0.000169803 0.000197431 0.000149187 -0.000316972 -6.13121e-06 -0.000266522 0.000237564 -0.000959249 0.000185734 -0.00160648 0.000710053 0.000431432 0.00128851 0.00133615 0.000171236 -0.00010043 -0.000707826 9.44596e-05 0.000232506 -0.000894285 -0.00162936
internal_weight=182.489 8.45517 7.61828 7.04219 1.63895 5.40324 4.85657 4.18383 3.42544 174.034 157.892 144.31 10.4915 9.00397 7.4097 5.38419 1.78167 133.819 2.0255 13.5813 9.16626 4.41506 3.08984 132.472 16.1422 3.92123 12.221 11.5102 1.51341 2.21682
internal_count=4633 1213 1117 1100 551 549 507 493 413 3420 2416 2267 284 224 208 105 70 1983 103 149 88 61 45 1972 1004 389 615 563 128 355
is_linear=0
shrinkage=0.00196078


Tree=772
num_leaves=31
num_cat=0
split_feature=17 9 6 13 17 5 19 9 16 13 18 18 7 7 0 7 3 18 15 6 12 2 12 2 13 8 16 7 5 17
split_gain=0.115522 0.226283 0.171927 0.20526 0.303687 0.436687 0.183959 0.192709 0.154722 0.210025 0.32435 0.231296 0.375757 0.489366 0.317723 0.829131 0.597573 0.271507 0.266944 0.283348 0.215339 0.77356 0.660273 1.09559 1.01844 0.952193 0.65707 0.48276 0.376087 0.358023
threshold=159.52695360440003 58.084576609100004 22.560527123150003 118.84598011460001 162.43086425485004 31.794087907800002 14.651182102100002 201.16241229375001 22.764946765650006 117.76521994615001 11.634276750250001 12.722397935550001 22.093462376800005 21.115414688150004 85.619326080400015 22.502236473750006 94.16862293520002 12.947178517500001 20.734744936600006 15.575363915900002 133.01805689090003 109.80045057370002 114.82338089645002 83.777728670400009 108.49810477050001 7.943800736700001 22.574947209950004 24.545313225450005 16.546942136250003 197.38773738110004
decision_type=2 2 2 2 2 2 2 2 2 2 2 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 -6 8 -8 9 10 -2 12 13 18 15 -13 17 -17 19 -12 22 -22 23 -16 27 -25 -26 -24 29 -29
right_child=2 -3 -4 4 5 -7 7 -9 -10 -11 11 14 -14 -15 20 16 -18 -19 -20 -21 21 -23 24 25 26 -27 -28 28 -30 -31
leaf_value=0.044176639305694106 -0.10521041383659492 -0.10251619989134479 0.050530035300104116 0.065573496986780083 -0.091223317101584503 0.041744743217701143 0.0014782432796797481 0.042842807519782568 0.027557249678201046 -0.033869074828087146 0.031275654753782259 -0.097442525052612111 0.10291177508093131 -0.10947032808511961 0.0061435861386000285 0.0022286609053412906 0.066984785514490205 -0.1048388604549353 0.041856717647425344 -0.10738659077760206 -0.095207465093262347 -0.0010386099421193964 -0.11166077106781662 0.0045799451836471263 0.07186998606854117 -0.090478467252130296 0.018000659376975363 0.060733540432214288 -0.043495516726862693 -0.021183698926744713
leaf_weight=0.15850238746133882 0.27767933822974455 0.27895365925360238 0.6729274308308949 0.23734247253741969 0.8884729260462334 0.3239576380001381 2.2818434312939635 2.0596879906952381 2.0153628252446643 1.7179428451054253 0.30094354058383066 1.1326058739105058 0.5178366336331236 0.2861489260176312 25.800475646894487 0.5075758025050161 0.88667742124744109 0.41278352166045806 2.0698468219779897 0.26759520368068479 0.84728064201772113 80.478174019153812 0.45115400649956372 1.8177965318245686 4.2106961035169643 2.2872805864317343 4.5046003609895706 1.1043284151164705 1.3756481432355938 0.95740006666164834
leaf_count=47 89 239 13 11 107 8 33 28 29 43 17 192 5 11 411 2 31 55 129 67 15 2524 101 91 116 64 29 57 16 53
internal_value=0.000937301 -0.0493653 0.00109371 0.000856119 -0.0358418 -0.0556947 0.00124007 0.0211022 0.000597638 0.000186683 0.000635022 0.000860731 0.0259355 0.0123056 0.000179862 -0.0316755 0.00954566 -0.0457914 0.025513 -0.0339888 0.000936058 -0.0020197 0.00659077 -0.00134145 0.0254118 -0.048385 0.044027 -0.0163101 -0.00379534 0.0226938
internal_weight=141.13 0.437456 140.692 140.019 1.44977 1.21243 138.569 4.34153 134.228 132.212 130.495 130.217 3.44237 2.92453 126.774 2.93964 1.80704 0.920359 2.63839 0.568539 123.835 81.3255 42.5094 29.9056 12.6038 4.10508 8.7153 3.88853 3.43738 2.06173
internal_count=4633 286 4347 4334 126 115 4208 61 4147 4118 4075 3986 229 224 3757 280 88 57 213 84 3477 2539 938 566 372 155 145 227 126 110
is_linear=0
shrinkage=0.0980392


Tree=773
num_leaves=31
num_cat=0
split_feature=16 19 10 2 17 13 7 7 7 12 17 0 2 18 16 0 5 6 7 9 17 15 10 3 7 0 7 16 16 7
split_gain=0.552822 0.820668 0.861923 0.801706 0.654479 0.440424 0.625282 0.97619 0.383626 0.931549 0.721999 0.554607 0.586319 0.540767 0.522162 0.402747 1.46327 0.63746 0.430449 0.580757 0.34811 0.308746 0.746705 0.509182 1.08101 0.473201 0.415647 0.300476 0.294637 0.833958
threshold=11.864972254500001 10.650859343850001 90.679004281900021 166.72194812590001 238.05090660085003 95.811270852950017 27.589407812900003 21.034091097450002 26.709562027450005 285.94642765385009 230.32451555280002 105.7585659356 219.56639384385002 15.192788671300002 14.184966829400002 102.65877371115 2.7155367820000005 5.1351199812500008 26.366329164100005 208.65287229730004 207.26881593930003 18.581945927850004 73.007768990450018 79.47351079420001 25.806080957700004 98.230883170350012 19.907255598950005 18.044957803000003 14.504966081100003 20.797746106000002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 3 -1 -3 6 7 -5 11 10 14 15 13 -13 -10 17 -17 -2 21 -20 -21 22 26 24 -23 -24 -19 -11 29 -25
right_child=8 4 -4 5 -6 -7 -8 -9 9 27 -12 12 -14 -15 -16 16 -18 18 19 20 -22 23 25 28 -26 -27 -28 -29 -30 -31
leaf_value=-0.001554108881634173 -0.0019885455748844582 -0.0020445433190701954 -0.0019821116204513608 0.0018043477849121678 0.00076364911463349891 0.0019516482449592905 0.0013559337877627987 -0.0015877200749414941 -0.002076300583725146 -0.0020514006438755992 0.0011340551366517311 0.0018644414639180985 0.0016891863120199885 -0.0020207728735215677 -7.0279990849726374e-05 0.0018620795770754235 -0.0020353200689738134 0.00034988024503041724 0.0019667177710345029 -0.00079187000562994667 0.001014105053312938 -0.0019571993469669536 0.0018508105998085943 0.00065605366675895358 0.00024677089883768527 0.00046970485940896 -0.0020603787275651577 -0.00025992375112864687 0.0001534771008213497 -0.0022235499473980454
leaf_weight=0.72442681930260633 0.53447201955714163 1.6068459001617159 0.72525889558164625 0.47616662888322103 0.39814364042831574 0.83809865918010462 1.2479899539612231 1.0355908761266617 0.59908599514164906 1.2702706330455837 1.7390449247322974 0.21914602071046774 1.7127272093202917 0.37075095053296536 2.9824921396793798 0.5410805344581594 1.173916120547801 0.57087158339163468 1.1775069124996655 0.77578678866848327 0.8711245316080749 1.3887995942495757 1.5693827923387287 0.81784719548886531 2.228628920391202 2.4315648688934743 0.53089365101186559 0.50228457408957172 152.72482960131674 0.73342043402226409
leaf_count=157 155 222 417 9 62 9 34 74 86 136 42 2 31 44 59 6 110 27 12 17 24 70 23 25 33 28 55 17 2612 35
internal_value=0.000112744 -0.000425635 -4.07624e-06 0.00032783 -0.0014869 0.000706758 0.000328702 -0.000519302 0.000134139 -0.000312654 9.7485e-05 0.00015274 0.00110852 -0.00057742 -0.000405824 0.000139646 -0.000805693 0.000149392 0.000156283 0.000915202 0.00016339 0.000143132 0.000617837 0.000127791 -0.000599375 0.00101145 -0.000811521 -0.00154375 0.000144841 -0.000705388
internal_weight=184.518 7.05252 5.04753 4.32227 2.00499 3.59785 2.75975 1.51176 177.466 7.09318 5.32062 170.373 2.30262 0.589897 3.58158 168.07 1.715 166.355 165.821 2.82442 1.64691 162.996 5.10271 157.894 3.61743 4.00095 1.10177 1.77256 154.276 1.55127
internal_count=4633 984 700 283 284 126 117 83 3649 340 187 3309 77 46 145 3232 116 3116 2961 53 41 2908 133 2775 103 51 82 153 2672 60
is_linear=0
shrinkage=0.00196078


Tree=774
num_leaves=31
num_cat=0
split_feature=6 6 16 5 7 18 5 18 3 9 14 18 7 15 4 5 17 2 8 4 10 19 19 2 7 6 4 4 2 16
split_gain=0.105799 0.470618 0.5463 0.269094 0.326799 0.466668 0.292461 0.263535 0.262545 0.324056 0.245273 0.238632 0.227619 0.290216 0.259448 0.637609 0.343162 0.339755 0.309307 0.341532 0.300015 0.292658 0.354455 0.288737 0.262176 0.670019 0.396695 0.257716 0.456037 0.361746
threshold=13.665319288000001 13.775321858200002 15.839962959300001 20.971847224900007 19.975862989550006 13.317304170000002 23.195398057700004 13.391483899700001 81.699554126200013 214.94003843055003 170.24900367605002 13.602243858600003 23.960918281000001 14.882823222300003 277.39959974210007 14.608687763150002 185.54770736950005 174.51290495925002 8.1436447804000007 280.05827244160008 89.89935142405001 10.550851274900003 11.450923895500003 325.13486840910008 25.566742778300004 12.325287978400002 180.98021180325003 414.02602702375003 271.66937050885002 11.949972055800002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=3 2 -2 4 -1 -6 -5 -7 9 -3 -9 -12 13 -13 17 16 -16 24 19 -18 21 -21 -23 -24 25 -14 -26 28 29 -15
right_child=1 8 -4 6 5 7 -8 10 -10 -11 11 12 14 27 15 -17 18 -19 -20 20 -22 22 23 -25 26 -27 -28 -29 -30 -31
leaf_value=0.07388018616516602 0.083245172086156283 -0.10741092114456756 0.0070314838399893288 -0.10123721546795397 -0.10773377897278695 0.081333207647024203 -0.0078455353327119524 -0.09819530662972091 0.0014688178188230296 -7.4532919143081955e-05 -0.10340698731847696 -0.068139510213395524 -0.0014593849379913588 -0.10116987767427434 -0.073245299816044843 -0.081565712046461292 -0.10202277201803378 0.084854121592704862 -0.10117901546127517 0.083320089276506137 -0.060936630916470988 -0.098226652769485126 0.033122785412202226 -0.060686807435605408 0.096433933445538605 -0.10095377816898041 0.005261997491324312 0.085978011069723193 -0.10582534706650884 0.045812152152203058
leaf_weight=0.5061989090172635 1.3982415460050099 0.45895021595060714 2.2950997576117516 0.54401317331939825 0.39522717692307452 0.34221681673079984 0.7194628301076591 0.2507082205265786 112.02712466871117 0.59899296285584569 0.21461780215031723 0.29371684454600044 3.667628808743757 0.17009371978929344 0.61930087302243819 1.2874930453253908 0.24221597517316684 0.45049557089805681 0.24928937782533456 0.64005021145567331 0.4262894645326013 0.2483213754021566 2.4628561843419452 0.34565640543587495 0.47502618404723751 0.75382192258257408 6.1359233917155507 0.63710238190833468 0.2494000958977266 1.7086710126823161
leaf_count=25 33 26 25 51 20 7 39 53 2474 19 21 49 191 23 167 108 22 6 34 28 281 47 171 71 15 41 384 25 31 146
internal_value=0.000926197 0.00212147 0.0358848 -0.00488104 -0.0024855 -0.00422161 -0.0480571 -0.00235105 0.00101876 -0.0466385 -0.00368128 -0.00256766 -0.0015402 0.0227003 -0.00565871 -0.0209692 -0.00606322 0.00303657 0.00295277 0.00889931 0.0154154 0.0242196 0.011845 0.0215772 -0.000304358 -0.0184224 0.0118131 0.0323489 0.0162942 0.0325052
internal_weight=140.814 116.778 3.69334 24.0358 22.7723 22.2661 1.26348 21.8709 113.085 1.05794 21.5287 21.278 21.0634 3.05898 18.0044 6.52147 5.23398 11.4829 4.61468 4.36539 4.12317 3.69688 3.05683 2.80851 11.0324 4.42145 6.61095 2.76527 2.12816 1.87876
internal_count=4633 2577 58 2056 1966 1941 90 1921 2519 45 1914 1861 1840 274 1566 929 821 637 654 620 598 317 289 242 631 232 399 225 200 169
is_linear=0
shrinkage=0.0961169


Tree=775
num_leaves=31
num_cat=0
split_feature=10 7 5 9 9 9 8 9 9 7 0 4 0 6 15 10 18 0 7 2 6 16 6 8 5 6 12 7 9 4
split_gain=0.388543 0.325202 0.366006 0.291246 0.886823 0.606482 0.810929 1.07317 0.534487 0.628622 0.872035 0.526375 0.517966 1.29264 0.54628 0.610575 0.656305 0.540118 0.744671 0.462431 0.438831 0.885714 0.391282 0.687844 0.629389 0.490986 0.4594 0.736811 0.670849 0.482628
threshold=90.937096262400004 27.973342028250006 7.754880527600001 181.33671263215004 186.70853236170004 74.737174262250008 5.1459841250500009 177.59430306730005 185.98753508445003 22.580797808900005 86.692020874450009 208.25848595475003 85.732241321850012 16.465384711100004 34.969820938750011 61.928633034850002 13.122774073950001 102.75018128760001 29.467962229850006 121.36426933400001 16.575387281250006 22.834946602000002 18.055421862050004 8.8430989333000021 21.072048321250005 16.625388449550005 82.088033630950022 22.375171215700004 190.36745536595001 195.04069921150003
decision_type=2 2 2 2 2 2 2 2 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 8 11 -7 -8 9 19 -11 -1 13 -6 -15 20 -17 22 -19 -5 -16 -22 23 25 -25 26 -14 -28 -29 -30
right_child=1 -3 -4 4 12 6 7 -9 -10 10 -12 -13 17 14 15 16 -18 18 -20 -21 21 -23 -24 24 -26 -27 27 28 29 -31
leaf_value=-0.0011489555477513054 -0.001995951940906935 -0.0019773407269700581 0.0015217625044157924 0.00041314874053660665 -0.0021882461327929217 -0.0020032433588702174 0.0012855207165044064 -0.00079032375149838371 0.0014200471550459425 -0.0016034184770569986 0.00052008611060422186 0.00022881917608783212 -0.00058259363001945778 -0.0016175714319289955 0.0012000489489918237 0.00049287903285413586 -0.0022092930614403014 -0.0012034995190725495 0.0015089370498050441 0.001494491783105373 -0.0016060839387177642 0.00066254314955847338 0.0010404919387074997 -1.8921664538872136e-05 -0.0016631967014962038 0.0012331337369423812 0.0017880881608999526 -0.00044357256644663774 0.00041538419459782633 0.00011678322856502999
leaf_weight=1.1568176496803086 0.18487823093891964 0.62562777568018646 0.29544205737693119 4.6165181491523963 1.2696555593574865 1.274880561169083 1.2939985896227879 3.6820234195329249 2.6988422160502514 1.1999948227312418 1.9545200306456534 13.595011042016266 3.1905581792816511 0.76029807911254454 1.8979196959407998 0.62158545709098667 0.77823429170530289 2.2350565528904549 0.47117406351026137 2.2671862081624568 0.92736575007438693 2.3091800360707566 1.8858867473900307 2.1865396127104755 1.5152516853995619 1.6354177119210351 1.0740493293851603 6.7441549964714786 28.033734418044332 80.77192745055072
leaf_count=180 67 399 88 36 60 421 30 47 43 14 33 840 31 52 19 22 45 208 23 35 15 71 21 34 32 21 21 79 491 1155
internal_value=0.000112781 -0.0010457 0.000167773 0.000120228 0.000150311 -9.61188e-05 -0.00060798 -0.000250507 0.000645401 0.000437132 -0.000287707 0.000120776 0.000104717 -0.000362325 -4.45148e-05 0.000138519 -0.0010094 0.000135546 -0.000731245 0.000769295 0.000451478 1.25146e-05 0.000154011 0.000140653 -0.000691972 0.000166031 0.000151465 0.000171548 0.000156522 0.000193718
internal_weight=173.154 1.10595 0.48032 172.048 151.045 21.0027 6.2509 4.97602 12.7371 10.0382 3.15451 14.7518 138.308 8.56424 7.29458 6.53429 1.39982 129.744 2.70623 6.8837 5.13447 3.23655 127.038 125.152 3.70179 121.45 119.814 116.624 115.55 108.806
internal_count=4633 554 155 4079 2561 1518 498 77 161 118 47 1020 2400 284 224 172 67 2116 231 71 105 86 1885 1864 66 1798 1777 1746 1725 1646
is_linear=0
shrinkage=0.00196078


Tree=776
num_leaves=31
num_cat=0
split_feature=16 15 18 15 19 4 5 5 8 9 19 15 16 16 16 10 13 12 5 6 16 18 9 17 13 15 2 17 8 5
split_gain=0.458914 1.12583 1.17439 1.00232 0.720217 0.79849 0.781924 1.35623 0.725598 0.71488 0.899083 0.701663 0.644021 0.620178 0.941115 0.852551 0.586223 0.740567 0.698836 0.743736 0.665332 0.657019 0.559124 0.72787 0.721956 0.731944 0.672477 0.997311 0.60188 0.542666
threshold=18.684956306450005 28.826925781250004 14.032563378150002 28.298162031900002 12.851036860900001 169.78554988275002 17.352342178450005 14.608687763150002 5.1459841250500009 213.03443802080002 13.251069136700002 20.152484759300005 18.734956189500004 17.874958200600002 16.094962363000004 78.962703749400006 97.873318238950006 216.20511703005005 2.7155367820000005 13.245309474550002 16.024962526700005 16.553048136000005 205.73475031020004 186.69708271700003 103.89008753490002 21.132409465200002 85.298498744850022 192.19686994285004 8.2435668022500028 17.886193876600004
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 3 -3 4 13 29 7 11 -8 -4 -11 -7 -2 14 16 -16 17 18 21 20 -20 -1 23 -18 25 -25 -24 -28 -29 -6
right_child=12 2 9 -5 5 6 8 -9 -10 10 -12 -13 -14 -15 15 -17 22 -19 19 -21 -22 -23 26 24 -26 -27 27 28 -30 -31
leaf_value=0.0020164479038368289 0.0013366869306882963 0.00059275932100568893 -0.0021161140831716663 0.0015184572487140292 -0.0026012324546611397 -0.0020988298046070442 -0.0012912673893473159 -0.0021262528707474077 0.0012808008586462972 -0.0021532681591183221 0.0015476329437710255 0.00030117508389405771 0.00020129668858835282 0.0018928748837359574 -0.0018607405514155639 0.0016720090321297807 0.00024165998028274942 0.00019877138698648914 -0.0020132278747442577 0.00053495821689337661 0.0018679149722942883 -0.0020307149885210375 0.0008406162105641105 0.0013120110114394005 0.0018834804769897674 -0.00041850469415854135 -0.0015025872720649495 -0.00049061008206715314 0.00119067424804079 -0.00024762425147022745
leaf_weight=0.53641738742589762 1.9509371174499381 1.4250976877810888 2.3792131447116849 1.8226820144918736 0.98770810919813701 0.53633571241516431 0.53719501089472066 1.5919587039388714 1.9611616539768872 0.46659737991285488 0.54969199968036264 3.6943331324146129 124.10150967177469 0.77758040046319266 1.5126981480971142 0.31781548494473089 10.063742973652557 7.2776239186932798 2.3730816788011007 0.70843622220854729 0.18290460179559875 0.21644608392671216 2.2136240261606863 2.1148169636726375 2.6004708932305221 1.6911245754454283 2.0942767470114632 1.9310057894326749 1.4210833767428992 0.60878138709813356
leaf_count=7 29 41 217 24 47 36 133 69 27 41 12 176 1658 10 274 8 221 616 594 37 4 84 49 26 28 25 38 37 19 46
internal_value=0.00015383 3.65939e-06 -0.000901119 9.12882e-05 3.70391e-05 -0.000433553 -0.000189851 -0.000583576 0.000727756 -0.0015281 -0.00015152 -3.08138e-06 0.000218869 0.00015975 0.000123577 -0.00124738 0.000194419 -0.000174257 -0.000850027 -0.00124277 -0.0017355 0.0008529 0.00036699 0.000570539 0.00108717 0.000543077 -7.06723e-05 -0.000441057 0.000222153 -0.00170374
internal_weight=180.646 54.5939 4.8206 49.7733 47.9506 9.91747 8.32098 5.82263 2.49836 3.3955 1.01629 4.23067 126.052 38.0331 37.2556 1.83051 35.4251 11.2949 4.01729 3.26442 2.55599 0.752863 24.1301 16.4702 6.40641 3.80594 7.65999 5.44637 3.35209 1.59649
internal_count=4633 2946 311 2635 2611 534 441 281 160 270 53 212 1687 2077 2067 282 1785 1342 726 635 598 91 443 300 79 51 143 94 56 93
is_linear=0
shrinkage=0.00196078


Tree=777
num_leaves=31
num_cat=0
split_feature=9 18 6 7 7 4 12 4 9 15 15 5 17 18 12 17 17 15 9 9 19 17 9 17 9 7 15 19 18 16
split_gain=0.102 0.234222 0.368555 0.105272 0.477214 0.375644 0.766865 1.19358 0.712057 1.29774 0.443804 1.06619 0.420585 0.308632 0.371837 0.570591 0.323008 0.461915 0.429839 0.690868 0.56299 0.502143 0.506175 0.395921 0.646288 0.318879 0.634153 0.342811 0.302094 0.965291
threshold=28.715052674600006 16.435318745950003 2.7350639043000005 22.721067571950005 23.109894804950002 163.62029285410003 121.79144674955002 195.04069921150003 189.34276022045003 39.558912554250007 42.33967733730001 24.148799123900002 188.13858192940003 14.349689277800001 214.56503753290002 174.47088669260003 188.27285108100003 42.968808980200009 195.34352961910002 185.62570708695003 14.451165964200003 190.4716172434 188.08209940425004 186.51219468755002 184.36538191430003 22.626138143200006 41.831907381600011 11.450923895500003 13.829007611650001 22.454947490600002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 -1 13 5 -5 -7 -8 12 -10 -11 -12 -9 14 16 -16 17 23 19 20 -18 -21 -23 25 -25 26 27 -2 29 -6
right_child=3 -3 -4 4 28 6 7 8 9 10 11 -13 -14 -15 15 -17 18 -19 -20 21 -22 22 -24 24 -26 -27 -28 -29 -30 -31
leaf_value=0.062218350607749405 -0.096380419056106933 -0.09594898859013852 -0.095722244467418727 0.027800903638277429 0.059853882387614646 -0.087761424027438778 0.075134100028086459 -0.039596826084090903 -0.11698244770997909 0.0037190242783708576 -0.11569819802924447 0.0048167049036560161 0.03025309211255733 0.047829286145829014 0.002948300718819193 -0.083156150746250851 -0.046253008554019204 0.037086976201465456 -0.017676786616870593 0.094956009539399019 0.050089439348469003 0.078239392732198182 -0.039459342703537785 0.011061710212818817 -0.070530955318992783 0.066024256446644544 -0.11491367552897695 0.0060928833185991344 -0.0014012069833094708 0.0044744524261395744
leaf_weight=0.36378047964535554 0.2976176160373275 0.31571895548768225 0.20519589800096583 1.5931419181288209 3.0971783293061916 1.35799179971218 1.2249312102794636 1.0675464880478087 1.5341691374778745 3.2386421849951148 1.1657627486856657 1.4786828153082749 2.7050366133626085 1.4999127471819509 1.9347758294634325 1.0566085892842236 1.2153012099734035 2.7159216442378229 1.6296079277526585 1.9663110197579956 0.96727439668029536 0.64941769884899236 0.64840799826197326 1.5925523599726141 1.8792460625991223 0.67155932725290846 0.41667673736810762 11.163113919205896 62.784497972499594 28.632676852459554
leaf_count=14 66 226 71 24 105 21 12 22 19 32 24 43 43 76 119 127 33 30 28 31 17 31 11 24 24 11 6 660 2423 260
internal_value=0.00103696 -0.0308591 0.00525858 0.00123826 -0.000117865 -0.0155195 -0.0205305 -0.0131764 -0.0228436 -0.0397965 -0.0196682 -0.0483104 0.0104873 0.00615542 0.00398536 -0.0274653 0.00763007 0.00115202 0.0247827 0.0374861 -0.00355594 0.0649291 0.0194358 -0.00493986 -0.0331035 0.0028519 -0.000719923 0.00343181 0.00238609 0.00988009
internal_weight=141.069 0.884695 0.568976 140.185 109.88 15.3659 13.7728 12.4148 11.1898 7.41726 5.88309 2.64445 3.77258 30.3043 28.8044 2.99138 25.813 18.7367 7.07632 5.44671 2.18258 3.26414 1.29783 16.0208 3.4718 12.549 11.8774 11.4607 94.5144 31.7299
internal_count=4633 311 85 4322 3028 240 216 195 183 118 99 67 65 1294 1218 246 972 821 151 123 50 73 42 791 48 743 732 726 2788 365
is_linear=0
shrinkage=0.0942322


Tree=778
num_leaves=31
num_cat=0
split_feature=13 13 18 7 15 13 12 15 9 8 15 17 16 8 19 10 12 5 7 6 7 17 16 2 5 5 15 9 8 17
split_gain=0.0961545 0.385506 0.29844 0.290294 0.276337 0.242846 0.31968 0.304964 0.226652 0.248958 0.278089 0.222795 0.51804 0.317574 0.215069 0.267029 0.17376 0.167545 0.157566 0.147501 0.434853 0.428893 0.240552 0.206742 0.206325 0.201575 0.242849 0.178215 0.365422 0.363524
threshold=95.937628385050019 92.792132372400019 17.327266398450003 21.034091097450002 15.840011140850001 92.146902421150017 216.20511703005005 6.8054746905500005 72.978853106700015 1.3489472949000001 5.1773271655500013 211.79441883225005 17.684958644900004 7.8438787148500007 11.550931964450003 85.213368902700012 235.88806624395002 20.608876568850004 21.698399695800003 10.715250360100002 25.522455861100003 187.14705358135004 19.134955254150004 130.66276448315003 13.153721664750002 12.679739965100001 23.457191196800004 66.544071737050004 5.1459841250500009 166.68115439205005
decision_type=2 2 2 2 2 2 2 2 2 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 -3 17 6 7 -1 9 10 -8 -4 13 -13 15 18 -12 -2 -11 20 21 23 25 -6 -21 26 -23 29 -29 -26
right_child=2 3 11 -5 19 -7 8 -9 -10 14 16 12 -14 -15 -16 -17 -18 -19 -20 24 -22 22 -24 -25 27 -27 -28 28 -30 -31
leaf_value=0.078482189433382851 -0.10236111792817813 0.033343466333707168 0.092479206635463732 -0.0841542029678016 -0.012559815865073262 0.047491333646734864 0.079978296592688916 -0.097039795587846825 -0.096771119894325672 0.025648110291306939 0.028362802057884599 0.034121618290009058 0.097940996166958352 -0.10014430612522152 0.093117842706519682 0.048666857637819 -0.097177658300075465 -0.00030204207776032279 -0.098678603511845125 0.045174150861841643 -0.099776555993208213 0.042320406130807856 -0.026184208997746931 -0.10288861166918022 -0.039974978927945812 0.073551697135585264 -0.097105801862119062 -0.042973303216111702 0.0015239163022726003 0.044641607066749529
leaf_weight=0.10910155769670371 0.38305476086679746 0.24463805506093173 0.54435090068727632 0.94329508199552947 0.4657273926277411 0.8650928896076947 0.15600303192331999 0.56524685530530405 0.18270833625138028 0.15505091589875497 0.13599618348234799 0.30701818736270048 0.43916185107082129 0.34633480379125103 0.43767169286729757 0.71261822516680695 0.40572122297453461 0.24279186243984441 0.23986106022493914 1.0042805346893136 0.51519274135353033 0.36032120292657077 0.67673528287559737 0.47064167767530307 0.60326537117361967 0.82900834013707936 0.16979708222788759 1.7288683495380599 123.57753498114107 2.1083137954119593
leaf_count=37 30 15 14 178 34 51 44 427 127 9 24 20 17 26 9 39 217 36 36 32 62 27 10 62 53 26 67 519 2307 78
internal_value=0.00095864 -0.011927 0.00145132 -0.0599572 0.000949803 0.00246281 -0.010103 -0.0686424 0.00617147 0.0145572 -0.0330977 0.0422427 0.0172121 -0.0370512 0.0360752 0.0135333 -0.0656612 -0.0627682 -0.0498653 0.00125074 -0.0182546 -0.00412393 0.0206379 -0.0579612 0.00177797 0.0439515 -0.00233786 0.00143753 0.000909983 0.0258163
internal_weight=139.925 5.15301 134.772 1.18793 133.136 3.96507 3.09998 0.674348 2.42563 2.24292 0.69772 1.63687 1.09251 0.653353 1.5452 1.10753 0.541717 0.625847 0.394912 132.51 3.48742 2.97223 2.03586 0.936369 129.022 1.35913 0.530118 128.018 125.306 2.71158
internal_count=4633 1213 3420 193 3343 1020 969 464 505 378 285 77 63 46 93 84 241 66 45 3277 288 226 130 96 2989 120 94 2957 2826 131
is_linear=0
shrinkage=0.0961169


Tree=779
num_leaves=31
num_cat=0
split_feature=6 6 10 3 16 10 15 5 15 18 5 3 0 10 16 0 15 7 9 16 0 0 12 5 18 18 7 16 17 5
split_gain=0.45468 0.850137 0.493231 1.45274 0.80685 0.979315 0.752434 0.613733 0.537743 0.659509 1.2405 0.515646 0.802272 0.605416 1.375 1.23725 1.13222 0.592034 0.482294 0.4779 0.477216 0.518896 0.562917 0.52591 0.524671 0.772115 0.58401 0.615885 0.781795 0.462082
threshold=13.665319288000001 13.775321858200002 70.182199495350019 83.613736315050019 18.094957686100003 71.053259929650025 27.063546193350003 17.687678651600006 23.949961253350004 14.668863553700001 16.222050829800004 85.589753040950015 93.843319501450011 66.859265246100009 19.224955043700003 90.321439350550008 35.645792850250011 23.913271136350005 216.07042296730003 15.839962959300001 89.861713010250014 86.345209775600011 323.50112601465008 20.389142059250002 13.304953393500002 13.154691941050002 22.929105819350003 22.454947490600002 199.59317753375004 22.382820633700003
decision_type=2 2 2 2 2 2 2 2 2 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 7 8 5 -5 -6 -3 9 -4 -11 -9 13 15 -15 20 -16 -17 -8 -2 21 22 23 -13 25 -23 -26 28 -28 -25
right_child=1 2 3 4 6 -7 18 11 -10 10 -12 12 -14 14 16 17 -18 -19 -20 -21 -22 24 -24 29 26 -27 27 -29 -30 -31
leaf_value=-6.4291912765678305e-05 0.0017660667269261425 0.0010420235116701726 0.00043715457928712829 0.001538374153974503 0.00031126900060932447 -0.0014434766292329853 -0.0021042491545029012 -0.00092809288664729979 0.00052641178267442588 0.00045925725365479717 -0.001655346694931096 0.0010315645047536332 0.0015582836931797449 0.00065296453793697287 -0.0017903533529376383 0.00054665264249986506 0.00035572654869521622 0.0019531229747571082 1.6804507257075672e-05 0.00050222011573787051 -0.00076519685739222015 0.00024475260358102451 -0.0014248141646860293 -0.00024993484015332755 -0.00067188559100763985 0.0014127532419356138 0.0018704506710257945 0.00022208749499884865 0.0001175060172172806 0.00018757554079052225
leaf_weight=29.986978112458019 1.9372001718729723 3.4476688373833886 3.6960551980882945 0.94644227086246135 0.80291288159787644 0.76632997368142242 2.8847044073627335 1.5315864017466072 9.1157940941629914 1.9586018682457504 2.3419152284041047 2.1902772523462763 1.6891254894435395 3.0629299134016028 2.8199432110413909 2.3721683335024855 1.4216263846028594 2.2345623448491096 0.48086738912388671 2.8317692000418901 1.978534452849998 4.6458753345068526 0.95753373661864216 13.70828914031881 2.4352183169685295 4.0930352210998535 2.0929448157548936 27.924215517938137 1.8364898599684236 28.738483024084417
leaf_count=2056 33 23 17 8 34 43 241 23 92 26 34 35 23 51 58 20 22 38 16 25 28 38 107 222 27 40 76 244 26 907
internal_value=0.000154393 0.000202279 0.000172934 -8.80723e-05 -0.000928769 0.000204232 -0.0013943 0.000227902 0.000200862 -0.000170252 -0.000692284 0.000201356 0.000217957 0.000195872 -0.000348142 0.00023761 -0.00107106 0.00122888 -0.0018012 0.00101561 0.000187207 0.00020847 6.27171e-05 9.4627e-05 0.000362917 0.000791808 0.000253609 0.000324364 0.00105118 4.62805e-05
internal_weight=166.93 136.943 132.174 22.9936 5.88126 1.71277 4.16848 109.181 17.1124 7.99657 4.30052 105.733 104.201 102.512 7.3045 95.2076 4.24157 4.60673 3.36557 4.76897 90.6009 88.6224 45.5946 44.637 43.0278 8.73891 34.2889 31.8537 3.92943 42.4468
internal_count=4633 2577 2519 511 342 51 291 2008 169 77 60 1985 1962 1939 131 1808 80 58 257 58 1750 1722 1271 1164 451 78 373 346 102 1129
is_linear=0
shrinkage=0.00196078


Tree=780
num_leaves=31
num_cat=0
split_feature=13 16 16 12 15 13 18 7 0 9 16 18 12 16 12 6 7 0 7 0 2 18 16 15 16 12 9 15 16 18
split_gain=0.455746 0.467327 0.441637 0.858957 0.448729 0.339081 0.350649 0.390169 0.56477 0.359474 0.379011 0.332759 0.464495 0.460365 0.80704 0.332179 0.59894 0.557271 0.613255 0.292657 1.00545 0.693835 0.969299 0.634928 1.66922 0.982655 0.924931 0.833531 0.736999 0.6612
threshold=95.937628385050019 14.274966618900002 14.184966829400002 216.20511703005005 6.8054746905500005 73.265860971000009 14.693728290050002 21.698399695800003 106.56510337475001 40.734022239000005 5.7599865306500009 17.327266398450003 284.29960850000003 12.604970524100002 247.65401887280004 10.715250360100002 25.412871131150002 95.550490414250007 20.797746106000002 86.345209775600011 314.93386866815007 13.845746551550002 22.654947022900004 28.579157549250002 18.634956423400002 103.28033049195001 193.49750438550004 28.298162031900002 19.744953827700005 14.057318556550003
decision_type=2 2 2 2 2 2 2 2 2 2 2 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 -5 -7 -8 -9 10 -10 13 -13 14 -2 16 17 18 -15 20 -17 -21 23 27 -25 29 28 -23 -27 -26
right_child=11 -3 -4 5 -6 6 7 8 9 -11 -12 12 -14 15 -16 19 -18 -19 -20 21 -22 22 -24 24 25 26 -28 -29 -30 -31
leaf_value=0.0014152958104457125 -0.0020627344016998367 -0.0017194757199606896 0.00152436132990267 -0.0019877236334025507 -0.0019976244213374124 -0.0014136801431316537 0.0018698657554465103 -0.001168173707720883 0.0019641759614904748 0.0011911152102792992 -0.00090074388965723099 0.0013939493443991943 -0.00064318829645142953 0.00043997171098177567 0.00072687654126336757 9.2968520743198828e-05 -0.0020437838974609475 0.00055667886982844344 -0.0020961686281806679 0.00044329833654493592 -0.0021265629788718389 0.00018364097699030045 0.0015506228836539579 -0.0018474734207379322 -0.00013366334903976745 -7.8901611653094122e-05 0.00020246077141902025 0.001413270582115899 -0.0022984736945728208 -0.0023457451582015836
leaf_weight=0.16700657865294388 0.94036795959982444 0.81968876867904317 0.55461775162257243 0.28357371487800254 1.3091706759223596 0.45506348220806092 0.59459971822798241 0.92176407843362573 0.22641299443785123 1.6199341608153188 0.8224035297462251 1.7755191978067153 0.56799128034617741 0.65179859497584336 0.69222524715587497 49.057281846144178 0.68802842032164324 2.2733585052192211 0.83766630332684144 40.097678591497242 0.79744101299092918 30.954024264821783 1.7655143588781346 2.0135985126835321 0.98410863056779208 1.2611440792679816 25.452780774328858 2.2752920929342499 1.057396814227104 1.100400927942246
leaf_count=37 154 96 17 155 514 42 9 101 7 105 130 42 35 17 22 1177 63 77 136 372 81 502 40 232 12 29 354 17 17 41
internal_value=0.000144784 -0.000319174 -0.00015413 -0.000299587 -0.00161151 9.37352e-05 0.000220939 0.000398677 0.000155044 0.000612072 -0.00028228 0.000166612 0.000900213 0.000156059 -0.00087993 0.000166546 -0.000361676 -5.41046e-05 -0.000986339 0.000181539 5.74665e-05 0.000239369 0.000117074 7.81958e-05 -0.000119537 -2.99824e-06 9.44602e-05 0.000267837 -0.00109116 -0.00130141
internal_weight=173.018 7.77424 6.95455 6.39993 1.47618 4.92375 4.64018 4.18511 3.59051 2.66875 1.04882 165.244 2.34351 162.9 1.63259 161.268 4.45085 3.76282 1.48946 156.817 49.8547 106.962 66.8643 65.0987 31.8694 29.8558 27.7713 33.2293 2.31854 2.08451
internal_count=4633 1213 1117 1100 551 549 394 352 343 242 137 3420 77 3343 176 3167 293 230 153 2874 1258 1616 1244 1204 685 453 400 519 46 53
is_linear=0
shrinkage=0.00196078


Tree=781
num_leaves=31
num_cat=0
split_feature=16 16 2 16 10 15 0 6 13 2 5 9 0 18 5 8 0 18 18 7 16 17 3 0 16 2 17 19 7 16
split_gain=0.603036 1.03987 0.66486 0.620801 0.663186 1.34661 0.649967 0.93311 0.905447 0.642486 1.90005 0.638204 1.14681 0.656375 0.639346 0.631982 0.602485 0.569018 1.04237 0.813808 0.791223 0.872719 0.540046 0.536523 0.530255 0.497624 0.496598 0.490637 0.478708 0.46548
threshold=20.394952307700002 20.034953149600003 325.13486840910008 20.674951653000004 65.644082171150004 34.139075990150012 86.345209775600011 16.375382608200002 117.39690118230001 151.08605618930002 22.458857822500004 191.61296531520003 85.769879735700016 13.258241318650002 24.800945798900006 8.3434888241000014 85.662341410450011 13.304953393500002 13.154691941050002 22.929105819350003 22.454947490600002 199.59317753375004 88.813214339350012 109.03310793845002 22.624947093000003 316.46407472665004 162.04221493815001 14.051133688400002 27.902905420600003 22.674946976100003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 26 22 6 -6 7 8 -5 -9 -11 12 16 24 29 -16 -12 18 -8 -19 21 -21 -2 -4 -13 -22 -1 -28 -25 -15
right_child=3 -3 23 4 5 -7 17 9 -10 10 11 13 -14 14 15 -17 -18 19 -20 20 25 -23 -24 28 -26 -27 27 -29 -30 -31
leaf_value=-0.0012864209995900875 -5.4206532184197395e-05 -0.0015781265385447281 -0.0015445998554206445 0.00025234244524020133 -0.0020163975928606001 0.00039560964433479065 0.00030006517065110948 0.00037238722070376642 -0.0021631287900249134 -0.002434093855929046 -0.0009311108084866166 -0.00098059136058190792 -0.0023651888940568527 0.00052547921613228018 0.00045923890765927342 -0.0021707582846642801 0.0016843270866920056 -0.00077358970722126309 0.0016446844104610948 0.0019079284464962151 0.00020900399258563188 0.00014346550679954375 0.0015393310746748916 0.0012775160881652202 0.00018661230882911255 0.0011034009795125935 0.00013909955119201207 -0.0011187013173752959 -0.0019857637451788984 0.0017075596583778934
leaf_weight=0.98109971144003694 1.1903053903952234 1.5106028870213766 1.7216253821188723 1.0763850510120385 1.4968059221282595 2.1947704353369772 5.2396775633096677 24.819731986266561 1.3387042640242723 1.2600764594972158 0.69948620226932978 2.4706254144693949 1.0915575670078395 5.6270399077329767 0.84625405096448936 0.60058219839265803 0.65637820959091187 2.4379959274083367 3.8418071605265141 2.5845484565943471 27.9019660782069 1.8485532961785791 2.6116373124532402 0.61257991986349214 3.7949270368844736 2.6158880647271863 71.122099461084872 1.2126576371956606 0.24075709212047514 1.6581693536136297
leaf_count=346 16 42 216 12 31 24 37 268 52 18 48 32 30 64 14 34 8 22 35 80 221 23 46 16 48 72 2628 31 93 26
internal_value=0.000162675 3.27603e-05 6.48249e-05 0.000263327 0.000232584 -0.000582375 0.000265139 9.97496e-05 -0.00108657 0.000165576 -0.000108842 5.91144e-05 -0.000869275 0.000210616 0.000558086 -0.000632474 0.000335031 0.000428641 0.000868889 0.000321708 0.00039811 0.00117217 0.00104043 -0.000914471 -0.000273638 0.000285669 9.92192e-05 0.000118013 0.000356827 0.00079453
internal_weight=177.305 77.4014 75.8908 99.9039 96.1019 3.69158 92.4104 45.9399 2.41509 43.5248 18.7051 17.445 2.44742 14.9976 8.73205 1.44684 1.35586 46.4704 9.08148 37.389 34.951 4.4331 3.80194 2.57496 6.26555 30.5179 73.3159 72.3348 0.853337 7.28521
internal_count=4633 3372 3330 1261 1199 55 1144 654 64 590 322 304 86 218 138 48 56 490 72 418 396 103 62 325 80 293 3005 2659 109 90
is_linear=0
shrinkage=0.00196078


Tree=782
num_leaves=31
num_cat=0
split_feature=16 16 16 10 9 2 19 0 6 16 5 5 18 16 16 5 5 19 9 19 8 15 19 2 16 16 17 17 15 2
split_gain=0.530628 1.21171 0.759811 0.72907 0.726918 0.711538 0.690196 0.554788 0.892896 0.837619 0.576296 0.76256 0.890354 0.852159 0.760248 1.41125 0.839172 0.554579 0.988903 0.78246 0.528181 0.510493 0.466785 0.423257 0.564025 0.743428 0.576556 0.54835 0.425289 0.413444
threshold=20.394952307700002 20.034953149600003 20.674951653000004 65.765062787050013 208.89909802210005 325.13486840910008 14.051133688400002 87.261973998100004 16.355382140900002 22.614947116400003 21.252944829650001 20.872540794500004 13.845746551550002 22.544947280100004 22.654947022900004 22.627560662300002 23.374630421750002 13.751109481500002 192.57902085675002 13.651101412550002 2.8477776226000002 38.992510055900006 14.251149826300002 309.04644204820005 11.864972254500001 9.7049773055000017 180.19381692845005 201.61829342215003 36.548474543700003 186.79363985910004
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 5 22 7 -5 6 17 8 9 -4 11 12 -9 -14 15 21 -17 19 -19 23 -7 -12 -2 24 25 26 -1 -28 29 -26
right_child=2 -3 3 4 -6 20 -8 10 -10 -11 14 -13 13 -15 -16 16 -18 18 -20 -21 -22 -23 -24 -25 28 -27 27 -29 -30 -31
leaf_value=-0.0020312182758770651 0.0017616926699577566 -0.0017156626805502851 0.00016753987487962434 -0.0020401607152414482 0.00013135112994918296 -0.0002391045451976489 -0.0013393909367374346 0.00079508137084041339 0.00017576090629696571 -0.0016477742237463811 0.0004226216537653906 -0.00080430872245398173 -0.0015307740457588819 0.00048194241471363693 0.0020395200744924044 -0.0020081692894373506 0.00042967987083652266 -0.0008315511255115915 0.001255173340168905 -0.001771939793471646 -0.0020383129635675313 0.0015827571890608323 0.0004350402303293522 0.0010472803000031899 3.203091380890338e-05 -0.00164353640507924 0.0010600375827768431 -0.0019930583022259142 -0.0013989043789499344 0.00043570754105813891
leaf_weight=0.39825947777717363 1.8770828084088851 1.5498661517631251 1.8624287680431728 1.1206616684794419 1.2579869702458379 1.5390731787047109 1.3082856853725378 7.5797379501163977 73.099647320690565 2.0561156969633885 2.5690322779118997 2.3562751580029717 1.4785434380173685 1.7852925173938272 1.6697920355945814 1.0651858337223532 1.1071080416440962 1.1548024883668393 3.5798104447312653 0.89246220921631803 1.0589013321568925 3.3726557623594999 2.2323364708572626 1.6823656088818086 47.165796914254315 1.7040905009416745 1.4573082782153504 0.26772018500196271 0.72158608677273051 12.298013283754697
leaf_count=212 38 42 32 23 20 157 33 55 828 42 19 25 19 23 29 21 28 36 50 30 168 35 24 96 1434 360 129 107 71 447
internal_value=0.000124738 4.81944e-07 0.000214325 0.000181142 -0.000891721 3.58382e-05 7.1904e-05 0.000206662 0.00012688 -0.000784981 0.000474009 0.000206701 0.000426391 -0.000429834 0.00083465 0.000586697 -0.000765721 9.77918e-05 0.000746208 5.16871e-05 -0.000972439 0.00108114 0.00104102 7.64609e-05 5.09461e-05 -0.000678916 9.52615e-05 0.000586205 9.73603e-05 0.000115517
internal_weight=183.268 76.7783 106.49 102.38 2.37865 75.2285 72.6305 100.002 77.0182 3.91854 22.9836 13.1998 10.8436 3.26384 9.78377 8.11398 2.17229 71.3222 4.73461 66.5876 2.59797 5.94169 4.10942 65.6951 64.0128 3.82738 2.12329 1.72503 60.1854 59.4638
internal_count=4633 3372 1261 1199 43 3330 3005 1156 902 74 254 122 97 42 132 103 49 2972 86 2886 325 54 62 2856 2760 808 448 236 1952 1881
is_linear=0
shrinkage=0.00196078


Tree=783
num_leaves=31
num_cat=0
split_feature=6 6 16 5 7 18 5 3 9 5 13 9 5 5 5 3 10 5 5 0 10 6 3 0 10 19 10 10 3 5
split_gain=0.0962274 0.426345 0.497375 0.242045 0.30338 0.421699 0.271926 0.225627 0.588125 0.392538 0.523105 0.414772 0.232982 0.465742 0.235554 0.362047 0.565798 0.604054 0.54531 0.587602 0.425201 0.539828 0.351718 0.677274 0.423644 1.13483 0.996137 0.615293 0.623361 0.569353
threshold=13.665319288000001 13.775321858200002 15.839962959300001 20.971847224900007 19.975862989550006 13.317304170000002 23.195398057700004 81.699554126200013 218.96512164950002 16.222050829800004 103.75835308650001 66.544071737050004 16.411347766100004 16.546942136250003 16.810410538500005 82.705037467000025 70.182199495350019 17.687678651600006 18.850689434250004 94.625660817400004 71.053259929650025 14.515339148550002 85.589753040950015 93.843319501450011 66.859265246100009 13.851117550450002 66.235542959850008 65.644082171150004 89.614374862250017 19.973460566700002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=3 2 -2 4 -1 -6 -5 8 -3 -9 11 -11 -12 -14 -15 -16 17 -17 19 -18 -21 -22 -19 24 26 -26 27 28 -24 -27
right_child=1 7 -4 6 5 -7 -8 9 -10 10 12 -13 13 14 15 16 18 22 -20 20 21 -23 23 -25 25 29 -28 -29 -30 -31
leaf_value=0.074943523378834948 0.082741852786569481 -0.10968104595903 0.0079266430593352161 -0.10267077635785431 -0.10845491752328833 -0.0019657207667908238 -0.0081400224279396041 0.07040885456195696 0.038185551452568335 0.046990908110750206 -0.044844877867524828 -0.11099207064281631 0.063150951255109361 -0.022302845718516991 0.031143648037972357 0.048432256068314423 -0.08457810976059911 -0.049151456588584094 -0.088650885165771923 0.052179515539125275 -0.0014078678755192161 -0.104187437839283 0.076560037622776453 0.074250154803548588 0.010270323866821926 -0.10934765116825686 0.061505252652690211 -0.052576906539035573 0.0020117006616340643 -0.0078368554213219567
leaf_weight=0.48131971544353902 1.3490089811384671 0.5807223527226586 2.3280154000967741 0.49776511630625353 0.36352344267652625 21.323222325732786 0.70922543585766107 0.79768077284097572 0.46601194189861417 0.20913298917002876 1.0117990034632374 0.67618034780934977 1.2003637626767147 3.7787277838215223 4.1076442906633011 2.790781181305646 0.95080263237468798 1.267697850242256 1.0919644367422732 1.1397599382326005 3.617161508416757 0.56835904158651818 1.0934612173587073 1.2591138780117024 3.8344703245093106 1.603198570199311 2.7691898848861447 1.9587043544706819 76.7926964943249 0.79414589842781413
leaf_count=25 33 29 25 51 20 1921 39 11 16 7 10 62 6 47 27 21 49 20 129 16 59 99 25 23 66 43 39 28 1669 18
internal_value=0.00137698 0.00251506 0.0353745 -0.00436999 -0.00204211 -0.00375074 -0.0471247 0.00145853 -0.04385 0.00187707 0.00139121 -0.0736726 0.00198653 0.00241488 0.00174858 0.0026089 0.00145448 0.0035017 -0.024709 -0.0135838 -0.000908166 -0.0153645 0.00212939 0.00285087 0.00183901 -0.0228101 0.00369836 0.00169349 0.0030583 -0.0757211
internal_weight=141.412 118.037 3.67702 23.3751 22.1681 21.6867 1.20699 114.36 1.04673 113.313 112.515 0.885313 111.63 110.618 109.418 105.639 101.532 94.1635 7.36805 6.27608 5.32528 4.18552 91.3727 90.105 88.8459 6.23181 82.6141 79.8449 77.8862 2.39734
internal_count=4633 2577 58 2056 1966 1941 90 2519 45 2474 2463 69 2394 2384 2378 2331 2304 1952 352 223 174 158 1931 1911 1888 127 1761 1722 1694 61
is_linear=0
shrinkage=0.0980392


Tree=784
num_leaves=31
num_cat=0
split_feature=4 16 14 16 19 15 15 3 16 6 5 6 9 15 18 0 16 16 15 5 10 18 5 15 9 5 3 10 8 15
split_gain=0.0922082 0.308538 0.884538 0.413917 0.368331 0.283132 0.400653 0.627628 0.481226 0.991416 0.370398 0.376546 0.364427 0.354541 0.247523 0.673667 0.882218 0.709704 0.739275 0.491624 0.431293 0.410888 0.742421 0.896888 1.4942 0.494436 0.515865 1.46139 0.988643 0.851783
threshold=240.27283890470002 22.674946976100003 256.87274144255008 22.664946999500003 14.651182102100002 43.79812286300001 38.992510055900006 93.609423644100005 22.674946976100003 16.565387047600002 22.825270530250005 16.565387047600002 186.16747084260001 38.567335632300008 13.565012728250002 92.168410086200012 18.714956236300004 22.554947256700004 33.423812040500003 21.612734424500001 65.644082171150004 13.629518043050002 20.093158056800004 31.445204138150004 200.15236065845002 18.331716563250001 86.26455603170001 69.999384342500022 8.4434108459500017 28.579157549250002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=5 3 -3 4 -2 6 8 -8 13 -10 -9 -12 -11 14 15 16 -1 18 20 21 -18 -16 23 25 -25 26 27 -23 -28 -29
right_child=1 2 -4 -5 -6 -7 7 10 9 12 11 -13 -14 -15 19 -17 17 -19 -20 -21 -22 22 -24 24 -26 -27 28 29 -30 -31
leaf_value=-0.084995972631722289 -0.0036553967964689836 -0.080483681290945755 0.042327786325305865 -0.058523097730560206 0.036623495050384168 -0.053661791559050258 0.063285735132026441 -0.020208033817767299 -0.11187268345137964 0.043772227593198078 0.049982717170081348 -0.0072998468200572405 -0.039535887366357096 -0.063295859844320776 -0.057280359411726781 0.091552317495601304 0.025007814155873366 -0.0007881682219346329 0.073676808503814431 -0.079773781702420388 -0.062786259605357539 0.091584302436871684 0.051711348585914474 -0.11471199416016811 0.0062767367359810979 0.039931265820853275 -0.13147969787819322 0.0028212767112691991 0.044996476288583276 -0.064685900347499159
leaf_weight=0.95323181926506251 57.98715780105249 0.69145137269515444 3.8623239099979401 1.3277562068542454 2.3628067352110511 0.85065379958541498 2.7737963162362558 2.9237215332686901 1.1278691757470363 1.1083865351974966 2.6494752522557974 2.024349280516617 0.99779374606441695 0.78655125200748344 1.1682809144258488 1.0369521766551759 2.8621400984411625 12.292384262662379 3.2769279628992081 0.76776198974039189 0.69553195685148228 1.7442205362022019 2.8752446211947236 1.7585643394850183 2.4329134323634207 3.5575246064690864 0.79165295248094369 19.926583989830764 0.52994717890396714 2.0625491614919147
leaf_count=388 2434 15 117 29 31 17 29 36 18 14 22 26 39 11 10 18 122 109 99 16 9 15 31 58 86 65 40 654 9 66
internal_value=0.00127132 -0.00143894 0.0236799 -0.00329351 -0.00207841 0.00369788 0.00436514 0.0225727 0.00135592 -0.0362115 0.00770879 0.0251722 0.00430537 0.00339721 0.00429037 0.0129547 0.00889583 0.0135751 0.0394082 -0.000573757 0.0078439 0.00107647 0.00298731 -0.00128332 -0.0444849 0.00504534 9.19277e-05 0.00347797 -0.0607147 -0.0035108
internal_weight=140.207 66.2315 4.55378 61.6777 60.35 73.975 73.1244 10.3713 62.753 3.23405 7.59755 4.67382 2.10618 59.519 58.7324 21.1172 20.0802 19.127 6.8346 37.6152 3.55767 36.8475 35.6792 32.804 4.19148 28.6125 25.055 23.7334 1.3216 21.9891
internal_count=4633 2626 132 2494 2465 2007 1990 113 1877 71 84 48 53 1806 1795 745 727 339 230 1050 131 1034 1024 993 144 849 784 735 49 720
is_linear=0
shrinkage=0.1


Tree=785
num_leaves=31
num_cat=0
split_feature=16 16 0 6 13 6 2 2 15 18 19 15 6 17 0 6 2 2 17 5 17 2 7 2 7 17 17 7 5 13
split_gain=0.756695 0.813459 0.781802 0.815891 0.996781 0.674647 1.02123 0.671214 2.89791 1.02035 1.53456 0.659805 0.722391 0.691737 0.652152 0.899963 0.645069 0.583891 0.530735 1.16018 0.976171 1.14026 2.22368 0.935058 0.54199 0.531653 0.476196 0.631032 0.533612 0.70521
threshold=20.394952307700002 20.179952810500001 86.345209775600011 16.375382608200002 117.39690118230001 16.455384477450004 113.96113505555 103.92649527695001 40.42701969085001 13.141419083100002 14.351157895250003 36.370482311550013 16.565387047600002 196.58703564235003 85.705356740550016 16.555386813950005 325.13486840910008 60.643165405350004 192.80507188075003 24.310960779100004 189.00567661160002 151.08605618930002 23.543468673550006 198.08048018110003 23.960918281000001 188.27285108100003 191.20566072810004 23.209106085000005 23.714185006400005 117.54207792135001
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 16 3 4 -2 6 17 14 9 10 -9 12 13 -7 15 -5 -1 -4 20 23 25 -22 -23 -20 -21 -10 -8 -28 29 -29
right_child=2 -3 5 7 -6 11 26 8 18 -11 -12 -13 -14 -15 -16 -17 -18 -19 19 24 21 22 -24 -25 -26 -27 27 28 -30 -31
leaf_value=7.6713965501916178e-05 0.00039621811057002047 -0.0023817941971209819 5.1585245963523564e-05 -0.0013919546296876754 -0.0021546017365837696 -0.00013246832078888214 0.00093476436019422572 -0.002479481874018365 0.00016797880737623772 -0.0024704891442388242 0.0016894292546428733 0.00040394883366636267 0.00012409745320499633 -0.0023502850905795141 0.00080725492042961478 0.00037618875063079419 -0.00097751367139235789 0.0015664872562186005 0.0018966397924910158 -0.0021640318595344105 0.00090040967688695015 -0.0023548248852974848 0.00062656179186689441 0.00032047760514883106 0.00051189932801276713 0.0013119223902011508 -0.00070675729452208253 0.00034580627942823336 -0.00058849011515938615 0.0013165143272451001
leaf_weight=70.116018298336712 1.0624290183186524 0.53578252485021849 1.193444876000284 1.3973202314227844 1.3216772950545417 1.0182879269123106 6.0849889535456922 0.65545282931998661 8.7379700600868144 2.2573743225075305 0.7041647300356999 10.837903309613464 3.5715091805905104 1.1528119910508392 9.4664601385593397 5.3222182525787503 2.3048558849723113 5.4233447760343552 2.6491665011271825 0.7160942250411606 1.3594472408294667 2.4339003166824114 1.590252688154578 3.1891483468934894 0.49022074649110436 1.9019915928947728 2.0965428538620499 17.120461872313179 1.857146719470619 3.4587038662284604
leaf_count=3033 12 13 10 21 52 6 39 39 112 34 12 58 39 41 84 75 326 110 18 55 11 69 11 32 18 15 16 187 34 51
internal_value=0.000176895 2.53538e-05 0.000288492 9.85489e-05 -0.00101788 0.000448223 0.000594724 0.000160635 -3.04441e-05 -0.00166226 -0.000320345 0.000119227 -0.000418122 -0.00131009 0.000475658 8.50539e-06 4.31623e-05 0.00129325 0.000225417 0.000673968 2.82148e-05 -0.000652158 -0.00117665 0.00103567 -0.00107659 0.000372469 0.000443766 0.000321982 0.000418112 0.000508951
internal_weight=172.027 72.9567 99.0704 45.2553 2.38411 53.8151 37.2346 42.8712 26.6852 3.61699 1.35962 16.5805 5.74261 2.1711 16.186 6.71954 72.4209 6.61679 23.0682 7.04463 16.0236 5.3836 4.02415 5.83831 1.20631 10.64 30.6178 24.5329 22.4363 20.5792
internal_count=4633 3372 1261 670 64 591 447 606 426 85 51 144 86 47 180 96 3359 120 341 123 218 91 80 50 73 127 327 288 272 238
is_linear=0
shrinkage=0.00196078


Tree=786
num_leaves=31
num_cat=0
split_feature=19 16 16 7 16 2 7 10 10 12 19 18 7 0 7 16 17 13 6 18 17 17 16 15 17 9 9 15 5 16
split_gain=0.102086 0.193199 0.101889 0.467352 0.36463 0.294543 0.190865 0.150232 0.195394 0.116413 0.665717 0.506565 0.791746 0.400205 0.582917 0.369615 0.307247 0.358691 0.248298 0.163754 0.345826 0.588783 0.529714 0.355592 0.256811 0.345673 0.44647 0.427125 0.299506 0.255875
threshold=9.8507947922000021 8.3649804390000018 9.7049773055000017 25.764895874800001 11.864972254500001 312.25197865035005 19.773504439000003 89.89935142405001 103.90352982555002 322.74414298955008 14.351157895250003 14.646070254650002 26.459406588900006 86.780739992750014 23.822419043000004 22.694946929300002 209.54662559615002 100.88707980320002 15.400359826950002 17.327266398450003 208.35751021765003 209.54662559615002 18.764956119400004 19.314972497650004 207.26881593930003 219.19610828025003 215.63980588275004 35.133229767950006 16.904667913650005 17.684958644900004
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 3 -2 5 6 -4 -5 -9 19 11 15 16 14 -12 -11 17 -13 -15 20 24 -22 23 -23 25 26 -6 -27 -28 -21
right_child=2 -3 4 7 9 -7 -8 8 -10 10 13 12 -14 18 -16 -17 -18 -19 -20 29 21 22 -24 -25 -26 27 28 -29 -30 -31
leaf_value=-0.09746892505937417 -0.09835659088015633 0.02292503725124408 0.016774585433889981 0.064884405971175702 0.0024376479953668317 0.01996137310034168 -0.098596411774914072 -0.096521679798324461 0.086774376709366996 -0.10365681104280275 0.057622213955755362 0.054587926932019783 -0.09879709447273928 0.0088138602445879226 -0.10359233164901335 0.012535613620713164 0.090055395887618586 -0.10126752681010069 0.093813211374122976 0.0086775128399844293 -0.10716966632670358 0.055102996666272629 0.0080134768493415262 -0.082601634578848004 0.052392330078816635 -0.071363882518379287 0.014051449969890967 0.0076567584955576111 0.081667322157251379 0.097836008174053704
leaf_weight=0.26854594625001382 0.23408053318962529 0.2274185084970668 0.16009426687378325 1.0385935273370703 117.49760375243659 0.4001507856301032 0.7678735344488814 0.13232883575255971 0.090455495330388658 1.2236483815004242 0.4115407853132641 0.33362370578106471 0.5473710458172717 0.51358238339889772 0.41731428727507591 0.31882654782384623 0.59000438870862126 0.23078972824805533 0.83159231208264828 1.0342055094952218 0.65081257227575307 0.20393815066199739 3.8453876180574298 1.150999057019362 0.96229840430896629 1.2890234605583821 1.3733024385292076 1.2396857231651663 1.0820869210147064 0.4173878701403736
leaf_count=329 72 58 9 40 2742 32 335 99 10 111 23 17 122 33 23 14 21 46 22 88 39 15 47 100 25 60 16 29 39 17
internal_value=0.00126585 -0.0422637 0.00142118 0.0263744 0.00114977 -0.0489689 -0.0786925 0.0495214 -0.0220993 0.00163861 -0.0121669 -0.0397465 -0.00358756 0.0289896 -0.0235465 -0.0796401 0.0415564 -0.00914166 0.0613608 0.00221073 0.00185031 -0.0209821 -0.0101959 -0.061875 0.00293255 0.00254396 0.00328534 -0.0326244 0.0438497 0.0343139
internal_weight=139.485 0.495964 138.989 1.49546 137.493 1.32812 0.927968 1.26138 0.222784 136.165 5.41829 3.24426 1.70179 2.17403 0.828855 1.54247 1.15442 0.564413 1.34517 130.747 129.295 5.85114 5.20032 1.35494 123.444 122.482 119.953 2.52871 2.45539 1.45159
internal_count=4633 387 4246 221 4025 376 344 149 109 3649 432 331 206 101 46 125 84 63 55 3217 3112 201 162 115 2911 2886 2797 89 55 105
is_linear=0
shrinkage=0.0961169


Tree=787
num_leaves=31
num_cat=0
split_feature=9 9 0 6 3 18 13 9 8 9 0 4 2 15 12 4 15 13 10 2 7 16 6 13 5 0 3 17 3 18
split_gain=0.489381 0.864862 0.849876 1.38293 0.75188 0.707549 0.651666 0.49501 0.907841 1.09281 0.479554 0.470188 0.439756 0.953746 0.791613 0.956587 0.45757 0.423991 0.418819 1.07257 1.2607 1.02937 1.01477 1.00837 0.887183 0.981487 0.789429 0.660679 0.620458 0.580482
threshold=181.33671263215004 186.70853236170004 85.732241321850012 16.465384711100004 76.190903416900014 12.783127173500002 117.60122400020002 74.737174262250008 5.1459841250500009 177.59430306730005 85.705356740550016 208.25848595475003 121.36426933400001 34.139075990150012 187.00158763665004 267.69992774740007 27.874116299000004 120.78166996855002 64.369753017350021 108.01392853780001 23.109894804950002 20.834951278800002 15.745367888000002 117.56358558635002 20.769304081650002 91.886121982450007 88.974521827200007 199.24932835515003 89.614374862250017 13.317304170000002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=7 12 3 -3 -4 -6 -5 11 -9 -10 -11 17 13 16 -14 -16 -2 -1 19 23 29 22 24 -7 25 -20 -24 -23 -26 -21
right_child=1 2 4 6 5 18 -8 8 9 10 -12 -13 14 -15 15 -17 -18 -19 21 20 -22 27 26 -25 28 -27 -28 -29 -30 -31
leaf_value=-0.0015450656403302968 0.00048146188222840896 -0.0021951488390639759 -0.0013190575378161258 -0.0016372740396536512 0.0016584734125382409 0.001289853829188219 0.00010438948776142669 -0.00199993512586956 0.0013423547789736822 0.00015000690564514517 -0.0012975031522399888 0.00017511887803022468 0.0017320521223689229 -1.5716535490977766e-05 0.0017977225062708125 -0.001666808032885032 0.002049109571950944 0.002065938371682043 -0.0013621702523789146 -0.00016074875062224012 0.0003363392986286124 -0.00022800407967072195 6.1303210987664181e-05 9.7458660823632279e-05 -0.0021375647270034221 0.00016364338952493601 0.0017475235303260545 -0.0017361960878288971 0.00057334748371684206 -0.0012197801198884687
leaf_weight=1.0444484416366346 1.2921458801720276 1.4404410911229186 1.2640668915773847 0.93853124322777137 1.2672776281833638 7.1839412506669742 6.8858492105500773 1.3689820726685855 1.308439370972337 1.4293195996433499 2.289352635940304 13.366884099174056 3.0074885181384152 6.1180643439292908 0.55093229934573151 0.69034334614116233 1.605031721293926 0.14201271533966053 1.6764949448406685 8.3424198699067329 40.518158128019422 2.8932737717404953 1.8236842942424107 4.3947980478405952 1.146782060022814 48.828064703353448 2.5741429142653942 1.8186276855412868 0.4527420587837695 2.6132217588601625
leaf_count=180 14 60 404 79 11 112 145 423 46 12 42 1149 22 43 7 52 31 1 32 93 382 26 36 25 82 1015 31 44 3 31
internal_value=0.000150949 0.000190322 0.000143731 -0.000429561 0.00018562 0.000200771 -0.000104522 -0.000129697 -0.000584344 -0.000198851 -0.000741134 7.01173e-05 0.000668254 0.000423156 0.00118832 -0.000129098 0.00134994 -0.00111285 0.000185905 0.000298066 0.000176775 7.03759e-05 0.000143803 0.000837271 6.74607e-05 0.000112994 0.00104828 -0.000810113 -0.00137025 -0.000413357
internal_weight=170.276 149.327 136.063 9.26482 126.798 125.534 7.82438 20.9494 6.39609 5.02711 3.71867 14.5533 13.264 9.01524 4.24876 1.24128 2.89718 1.18646 124.266 63.0525 51.4738 61.2138 56.5019 11.5787 52.1041 50.5046 4.39783 4.7119 1.59952 10.9556
internal_count=4633 2780 2611 284 2327 1923 224 1853 523 100 54 1330 169 88 81 59 45 181 1912 643 506 1269 1199 137 1132 1047 67 70 85 124
is_linear=0
shrinkage=0.00196078


Tree=788
num_leaves=31
num_cat=0
split_feature=8 13 10 17 9 16 13 16 8 6 15 6 19 18 8 10 0 18 12 12 6 5 13 10 2 6 3 19 12 13
split_gain=0.0898085 0.260785 0.35449 0.192507 0.200004 0.166871 0.541805 0.338283 0.156979 0.253899 0.370342 0.308397 0.43864 0.250918 0.240982 0.232463 0.208762 0.584002 0.607225 0.491461 0.446541 0.865713 0.382941 0.364724 0.544486 0.477678 0.557693 0.581112 0.396875 0.357922
threshold=10.341929261000002 118.84598011460001 58.309968391300011 162.04221493815001 58.084576609100004 22.834946602000002 117.97223122220002 22.724946859200003 9.3427090425500019 16.845393589950003 23.585080304000005 16.625388449550005 14.451165964200003 12.917213570250002 5.9453602998000008 63.910026677050006 86.09518316945001 13.405741979600002 263.8513961743501 99.140885195450011 16.565387047600002 36.806659819600007 117.60660091645001 62.111448187750007 78.110129541750013 16.525386113000007 93.668569722950011 14.451165964200003 149.55860771285003 117.55283175385001
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 3 -3 4 -1 6 7 8 9 11 14 16 13 -13 -11 -10 17 19 -19 22 23 -22 -5 24 -21 26 27 -26 -25 -18
right_child=-2 2 -4 5 -6 -7 -8 -9 15 10 -12 12 -14 -15 -16 -17 29 18 -20 20 21 -23 -24 28 25 -27 -28 -29 -30 -31
leaf_value=0.025673167891037504 0.032987155541637135 -0.0023252100583071151 -0.10448749362007399 -0.090049243255336864 -0.10089315153508169 0.038611596196647995 -0.075453686167849907 0.039518896181241589 0.084372582800565948 -0.098804569950389748 -0.1074801435920783 0.054522949211373968 0.096774150422415883 -0.053023075766280167 0.099754113789935345 0.0031366424709645679 0.00011856475978510313 -0.11476455499449452 -0.0053248627030901387 0.078942129326580637 -0.11380398807076732 0.093425589818098884 -0.013081305878331829 -0.0022721228101876489 -0.11669786733173229 0.025111157127984299 -0.0036519193406023293 -0.0092077046880131904 0.084354304776706801 0.015847558312348131
leaf_weight=0.1829396740613437 0.85376186543726262 0.85685617523267754 0.52738227767986245 1.0115834114840319 0.34883754383463383 1.1702668406069268 0.87527399131795292 2.2626783901941954 0.53939582966267952 0.086500212055397152 0.48101244285498979 0.37532959255622589 0.77910082042217255 0.46916757905273698 0.1831290340051055 0.90940550033701584 87.970024666428799 0.95616439792320196 0.99377587360140751 0.81879802420736325 0.75640957191353553 0.2604899901925819 1.6104629859328268 0.93187270849011783 0.94346969726029672 4.1745693596894844 9.0840963340215222 0.99138590227812529 1.1184574578073805 16.516236791852862
leaf_count=57 27 68 63 31 307 16 37 29 10 84 48 38 13 23 8 37 3019 53 49 7 84 7 20 21 20 54 181 21 35 166
internal_value=0.00128763 0.00109178 -0.0412481 0.0015202 -0.0573524 0.00174995 0.00143064 0.001932 0.00128752 0.000931249 -0.0559229 0.00126014 0.0437203 -0.00522516 0.0360542 0.0333812 0.000722137 -0.00759524 -0.0589892 -0.00297737 0.00249197 -0.0607199 -0.0427755 0.0060507 0.00106557 -0.0031313 -0.0138311 -0.0616218 0.0449827 0.00260486
internal_weight=139.039 138.185 1.38424 136.801 0.531777 136.269 135.099 134.224 131.961 130.512 0.750642 129.761 1.6236 0.844497 0.269629 1.4488 128.138 23.6515 1.94994 21.7016 19.0795 1.0169 2.62205 18.0626 16.0123 15.1935 11.019 1.93486 2.05033 104.486
internal_count=4633 4606 131 4475 364 4111 4095 4058 4029 3982 140 3842 74 61 92 47 3768 583 102 481 430 91 51 339 283 276 222 41 56 3185
is_linear=0
shrinkage=0.0980392


Tree=789
num_leaves=31
num_cat=0
split_feature=6 6 2 10 0 5 5 3 15 9 9 15 15 0 7 9 7 5 7 0 12 6 9 15 15 12 16 15 5 17
split_gain=0.401752 0.796063 0.489012 0.450842 0.864715 1.10291 0.942806 0.638632 0.90987 1.03902 0.983211 0.574635 0.753231 0.565417 0.45318 0.408098 0.375344 0.382102 0.387912 0.36668 0.714056 0.495111 0.733502 0.593098 0.929766 0.529514 1.53202 0.814725 0.843576 0.709627
threshold=13.665319288000001 13.775321858200002 189.32640726775003 69.999384342500022 93.308316333500017 18.057701168700003 18.160071980500003 83.613736315050019 28.579157549250002 204.88165762580005 213.03443802080002 23.949961253350004 21.998656772400004 93.972365491700018 24.021206791900003 206.39860865795001 29.911984439950004 20.971847224900007 20.714163848350005 86.345209775600011 323.50112601465008 15.045351532250001 184.36538191430003 32.99104187950001 31.264641197600003 133.59172866980003 22.574947209950004 36.270131511550012 20.743195000100005 198.79333437865003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=16 2 -2 4 6 -6 -3 11 9 14 13 12 -5 -10 -9 -13 17 -1 -19 20 -8 -21 -23 24 -24 26 -25 28 29 -27
right_child=1 3 -4 7 5 -7 19 8 10 -11 -12 15 -14 -15 -16 -17 -18 18 -20 21 -22 22 23 25 -26 27 -28 -29 -30 -31
leaf_value=2.3675382209321982e-06 0.0005074640781009348 -0.0012997270666292059 0.0018320090985064143 0.00021570560142253068 0.0020983421678666511 1.5372888669265181e-05 0.00010052339113807702 -2.7211724979284645e-05 -0.00055505045086143745 -0.0015743899636786116 0.00056583272858539725 0.00081319215981481353 -0.0010232478024159836 -0.0020918888264426744 0.0014206117835513091 -5.4188427743167509e-05 -0.001976241747905822 -0.0001468428286786522 -0.0020605541546129995 -0.00034450240727131227 -0.0015373523365834125 0.0019558204706933745 0.0002725304168466768 0.0018706326876694367 -0.0012693858524007028 -0.00087864979646614283 -6.1234641183830507e-05 0.00042378984589131234 -0.0017689951279852103 0.0011196021777873418
leaf_weight=30.434319329506252 3.1506336685270062 1.6614637225866307 1.6240118257701395 5.1770231099799329 2.0471829138696189 1.8700889495667068 46.976319317534944 1.6731372537833507 1.4638763823313641 1.0150984158899516 1.1126273125119039 5.5200827727094275 2.9682845654897392 2.4790693268005271 1.6517534423619507 3.3517563972854987 0.39273627778311393 0.9557902788510535 0.70954139769310132 4.2145369938807553 1.0461544858108016 1.077296363422646 4.8319734595715991 3.2477593161165705 2.1827041199430823 1.3659472502768033 3.0701519474387169 30.99230059562251 1.3598467623814938 1.3671134719625113
leaf_count=1684 24 22 34 41 14 33 1169 23 26 57 32 33 36 236 20 59 282 35 55 54 107 11 65 90 40 10 18 273 14 36
internal_value=0.000125239 0.000171275 0.000957985 0.000143185 0.000199669 0.00110394 0.000165408 -8.62996e-05 -0.000496627 0.000161938 -0.00106198 0.000140252 -0.000235789 -0.00152132 0.000692044 0.000485498 -7.09855e-05 -4.76748e-05 -0.00096221 0.000189337 6.48428e-05 0.000300648 0.000355583 0.000319978 -0.000207256 0.000409304 0.000931853 0.000315207 -0.000507006 0.000120903
internal_weight=170.991 138.498 4.77465 133.724 107.311 3.91727 103.394 26.4127 9.39556 4.33999 5.05557 17.0171 8.14531 3.94295 3.32489 8.87184 32.4924 32.0997 1.66533 101.732 48.0225 53.7096 49.4951 48.4178 7.01468 41.4031 6.31791 35.0852 4.09291 2.73306
internal_count=4633 2577 58 2519 1956 47 1909 563 394 100 294 169 77 262 43 92 2056 1774 90 1887 1276 611 557 546 105 441 108 333 60 46
is_linear=0
shrinkage=0.00196078


Tree=790
num_leaves=31
num_cat=0
split_feature=19 16 6 3 0 15 4 10 18 10 10 15 5 16 16 13 0 13 5 18 6 7 15 18 18 6 10 16 3 10
split_gain=0.0901137 0.180168 0.0920686 0.514855 0.644874 0.486864 0.800189 0.823635 0.590172 0.439392 0.402782 0.35718 0.490536 0.949375 0.419249 0.387624 0.582495 1.58813 0.702321 0.663475 0.503067 0.547043 0.459307 0.452729 0.441512 0.683215 0.559359 0.393539 0.388574 0.348476
threshold=9.8507947922000021 8.3649804390000018 16.455384477450004 90.461239173300015 88.350799540950007 41.54912092575001 278.29044475435006 61.950140699950005 13.258241318650002 61.928633034850002 61.982402197500001 44.024213102900006 24.367802910700004 22.624947093000003 22.564947233300003 112.67059178900001 92.168410086200012 111.12203990580001 20.971847224900007 13.546420092050001 13.855323727400002 20.797746106000002 31.584168001000005 13.679220276500002 14.032563378150002 15.105352934150002 67.254468591300011 20.834951278800002 90.730084986350008 70.348883899450016
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 11 -4 5 6 -5 -8 -7 -10 -11 15 13 -13 -14 16 17 20 19 -18 21 28 27 -21 29 26 -26 -17 -2 -25
right_child=2 -3 3 4 -6 8 7 -9 9 10 -12 12 14 -15 -16 22 18 -19 -20 23 -22 -23 -24 24 25 -27 -28 -29 -30 -31
leaf_value=-0.099295836856109515 0.069747893837454333 0.021309739648973161 -0.078822399474491489 -0.0050403734094910148 0.075792778024646235 -0.0087919060669772054 -0.0099158977363530999 -0.11635079292550915 0.06918379141503031 -0.024581912703028109 0.031913678279192531 -0.11020513923653849 0.089651145082106032 0.013815035586256654 -0.013700227678885879 0.087520106535189088 0.078416109872733689 -0.11429915081429781 -0.083866853522730947 -0.096511187057245887 0.053482417492328488 -0.10364383445551247 0.0094170450533905166 0.085109080615612426 0.11515690602471183 -0.10642038711540852 0.0011585530221212459 0.0095088080309010982 -0.051233050788793276 0.011864908287125431
leaf_weight=0.24749298442111367 0.56170154409483009 0.22940623793692794 0.83028800575993855 22.40056246112454 1.0290208347141732 7.5857798043143694 1.4670350043102183 1.3345209937397156 1.9985656093340347 1.6829022100428117 4.3434993146802299 1.3133521685376757 0.49503755831392515 1.0820623562467515 1.585657775722211 1.4002240592963056 1.1216572606936086 1.5620912564918397 0.89273219245660484 0.44289513668627378 1.3036362779039334 0.58961873119551444 32.293574196984991 1.0778649505227798 0.41748966084560279 0.56348467711359163 45.667513164673437 1.1176663246005771 0.46760465460829437 1.4838713890057986
leaf_count=329 16 58 25 638 19 130 101 55 34 28 67 50 10 25 70 31 27 47 92 30 148 73 443 14 4 21 1937 12 26 73
internal_value=0.00126343 -0.0412801 0.00141034 -0.00237524 -0.000858265 -0.00279088 -0.0112184 -0.0606162 0.0108145 0.029348 0.016137 0.00310291 -0.0239343 -0.0541825 0.0108891 0.00443335 -0.000605708 -0.0344985 0.00233613 0.00385177 0.00815448 -0.0283458 0.0125615 0.00216737 0.00305548 0.000879317 0.00219128 0.0528917 0.0147873 0.0426828
internal_weight=138.589 0.476899 138.112 42.6722 41.8419 40.8129 25.2021 2.80156 15.6107 8.02497 6.0264 95.4397 4.47611 2.39541 2.0807 90.9636 56.1522 4.48465 51.6675 50.7748 2.92256 1.61892 34.8115 49.6531 49.2102 46.6485 46.085 2.51789 1.02931 2.56174
internal_count=4633 387 4246 1097 1072 1053 794 156 259 129 95 3149 155 75 80 2994 2508 310 2198 2106 263 115 486 2079 2049 1962 1941 43 42 87
is_linear=0
shrinkage=0.0980392


Tree=791
num_leaves=31
num_cat=0
split_feature=17 6 7 7 7 16 0 2 18 19 5 13 0 12 16 19 5 12 4 15 0 7 0 5 2 16 7 16 16 18
split_gain=0.0890553 0.204098 0.188723 0.147627 0.34574 0.286499 0.355098 0.307462 0.276521 0.272412 0.392776 0.264736 0.485731 0.248174 0.233486 0.354979 0.22577 0.289635 0.257806 0.228848 0.372334 0.643526 0.241657 0.306267 0.237215 0.231979 0.386937 0.335488 0.250498 1.03246
threshold=243.29790314680005 8.2451926476000015 28.043300357450004 26.756201080000004 26.366329164100005 11.864972254500001 105.7585659356 219.56639384385002 15.192788671300002 10.650859343850001 13.6045160441 81.769454037550005 104.09978726910002 288.20446809535002 18.924955745200005 12.150980378200002 11.926356180100003 168.12479758145003 248.32992249220004 18.581945927850004 100.01333091085002 25.806080957700004 94.047642319350018 14.608687763150002 86.916594916350007 14.504966081100003 20.797746106000002 14.744965519850002 15.404963976500001 14.937945183950001
decision_type=2 2 2 2 2 2 2 2 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 9 16 8 -8 10 -1 -5 13 -13 15 -6 17 18 -7 22 25 -22 -18 -24 -23 26 -21 -27 29 -29
right_child=1 -3 -4 11 14 6 7 -9 -10 -11 -12 12 -14 -15 -16 -17 19 -19 -20 20 21 24 23 -25 -26 27 -28 28 -30 -31
leaf_value=-0.10133092576396126 0.10026983832953922 0.071014829835148091 -0.099093747305675106 0.034724921999344335 0.052875818585131865 -0.033469007383745981 0.089112557125986702 0.088292112458811481 -0.099798046555065911 -0.10067295678552114 0.02468821486972636 0.00068658119829854904 -0.099475547336724854 -0.075346995644353779 0.092839555042647293 -0.02620230048321907 -0.03071010727085172 -0.099591387185124614 0.094374943458853472 0.019103523206475032 -0.10094757588569352 0.038209143738382877 0.015134202891527759 0.083695575610148731 -0.032531485157348015 0.060715945754630948 -0.10678610440175902 0.0096026879763910569 0.0022441850476402074 -0.095302423437257436
leaf_weight=0.34090796637792553 0.063942626118658974 0.49096257194469217 0.15943227695242967 0.82645769394366553 1.3819012665389889 0.687866891894372 0.12205313984304555 0.8072799148503691 0.19105681354994886 0.49568102958255611 0.78540415046882117 2.8336897089611743 0.71501419928972598 0.48293573493720021 0.54941419232636679 0.9015999351395293 0.58630094298223356 0.48521448143583257 0.19447543029673398 0.44660404136811749 0.93824481716728714 0.81698651495389629 1.8343927348614673 0.95084969198796887 1.0300797862000761 0.92241750560788105 0.49452005544662825 3.0040901691681929 112.53597833767617 1.288504514028318
leaf_count=119 1 37 59 323 75 105 2 28 43 127 116 76 365 68 9 47 81 146 4 25 74 7 32 23 40 19 35 48 2471 28
internal_value=0.00114121 0.0356672 -0.0420245 0.000960722 0.0015794 0.00083515 0.00135668 0.056307 -0.026159 -0.0401087 -0.0134548 -0.0158231 -0.026185 -0.0103847 0.0354591 0.0216532 0.000868905 -0.0387492 -0.00529116 0.00130287 0.000603597 -0.0348281 0.0264978 0.0385403 -0.00124179 0.00143506 -0.047046 0.00182255 0.00135756 -0.0218866
internal_weight=137.364 0.714337 0.223375 136.65 131.792 128.959 127.337 1.12039 0.31311 1.62199 1.12631 4.8581 4.03164 3.31663 2.83292 2.2835 126.217 1.36756 0.882342 124.849 121.477 2.78531 3.37154 2.78524 1.84707 118.692 0.941124 117.751 116.829 4.29259
internal_count=4633 97 60 4536 3704 3573 3211 73 45 362 235 832 509 144 131 122 3138 255 109 2883 2747 121 136 55 47 2626 60 2566 2547 76
is_linear=0
shrinkage=0.0980392


Tree=792
num_leaves=31
num_cat=0
split_feature=7 18 7 4 4 2 9 15 17 17 17 5 5 4 16 18 6 9 16 0 7 17 8 10 4 2 12 2 14 15
split_gain=0.0845203 0.457211 0.33521 0.526065 1.0576 0.859096 0.531778 0.971924 0.395301 0.790782 0.378401 0.300014 1.46787 0.473965 0.383696 0.439792 0.329725 0.620479 0.577311 0.450252 0.41602 0.418426 0.460142 0.323056 0.331219 0.504361 0.300156 0.519647 0.611117 0.60444
threshold=22.721067571950005 12.899561312100003 23.109894804950002 163.62029285410003 180.98021180325003 103.92649527695001 189.34276022045003 39.558912554250007 190.03457182425004 192.80507188075003 188.13858192940003 21.869642762900003 21.701709660250007 261.61825292320003 22.664946999500003 13.220529463200002 16.515385879350003 206.57490536735003 22.494947397000004 87.028078140750011 23.989000783400005 204.73764675200002 8.3434888241000014 62.041548276350007 286.34948838025008 212.16877499140003 261.40539695100006 200.24623605120004 300.29716420680006 36.776646943950006
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=-1 -2 3 -3 -5 -6 10 -8 -9 -10 -7 12 14 -13 15 -4 18 -18 -15 23 -21 22 -22 24 -20 -26 27 -17 -29 -30
right_child=1 2 11 4 5 6 7 8 9 -11 -12 13 -14 16 -16 26 17 -19 19 20 21 -23 -24 -25 25 -27 -28 28 29 -31
leaf_value=0.0058161309059636922 -0.13516265316132617 0.046624718560387343 0.10265768491369807 -0.12598555646126 0.067106601179720185 -0.035618623790585002 -0.10910567100813838 0.0047669847665426108 -0.11901148805215245 -0.002972862328723771 0.03019575348275455 0.040990400821008709 -0.13130992279773848 -0.062913185335571317 -0.047388242705808006 8.8640594849794901e-05 -0.07774141378915142 0.01321642331734681 0.054213515374895632 0.10345547450006604 0.049149400526026982 0.094007093888526017 -0.052828437510924198 -0.020857763750900753 -0.041296321678366055 0.023546348388992513 -0.023569529656988525 0.087560387615440619 0.026501979306186675 -0.091779623223332885
leaf_weight=29.207181839570694 0.25061398817342606 1.2990636928298034 0.42943664523772795 0.87988517130724986 1.2211301894858468 1.3102824668894739 1.4990900717675684 3.1806162803914049 0.96796984202956116 1.4933176720478512 2.6212257401784882 4.5725836358033147 0.85382630400999815 0.9885746923009745 1.6253782007843245 56.486513527002899 1.2890752481762313 1.7933125547133384 1.8405561968684176 0.96525401528924648 0.92951908148825191 0.65738779585808504 0.84442748129367828 3.1395003173383884 1.6536198295652864 4.3685306616825983 4.580469577551411 1.4652363930363197 3.5934982677790686 0.49107533472124476
leaf_count=1327 7 23 5 15 14 24 21 46 21 29 44 36 15 54 25 1696 24 41 14 8 24 32 20 38 14 72 647 18 238 41
internal_value=0.00104684 -0.000251475 6.43928e-05 -0.0140884 -0.0200754 -0.0124952 -0.021274 -0.0375349 -0.018518 -0.0486083 0.00826132 0.00227712 -0.0010003 0.0121661 0.000619898 0.00178374 0.00502997 -0.0248228 0.01101 0.0160854 0.0479114 0.0258601 0.000606287 0.00626007 0.017088 0.00574123 0.00113347 0.00295742 0.0321562 0.0122814
internal_weight=136.498 107.291 107.04 14.4726 13.1735 12.2936 11.0725 7.14099 5.6419 2.46129 3.93151 92.5678 69.5254 23.0423 68.6716 67.0462 18.4698 3.08239 15.3874 14.3988 3.39659 2.43133 1.77395 11.0022 7.86271 6.02215 66.6168 62.0363 5.54981 4.08457
internal_count=4633 3306 3299 237 214 199 185 117 96 50 68 3062 2685 377 2670 2645 341 65 276 222 84 76 44 138 100 86 2640 1993 297 279
is_linear=0
shrinkage=0.1


Tree=793
num_leaves=31
num_cat=0
split_feature=15 5 5 2 16 15 19 17 10 15 6 12 10 3 0 13 13 3 13 18 6 7 13 3 17 17 2 2 4 9
split_gain=0.088021 0.410524 0.460171 0.36694 0.313177 0.144726 0.472401 0.468856 0.332286 0.316573 0.322099 0.538153 1.17581 0.560193 0.578748 0.339706 0.526354 0.473627 1.3827 0.446648 0.417759 0.482158 0.412512 0.477871 0.514899 0.78635 0.5147 0.65167 0.490453 0.580738
threshold=46.055224235250002 24.367802910700004 24.458659404000002 247.02271001585004 23.044946110900003 42.80317728375001 14.451165964200003 190.92966541395 61.987779113750001 42.33967733730001 16.455384477450004 216.20511703005005 61.950140699950005 90.461239173300015 88.350799540950007 112.67059178900001 113.19215266625001 87.399085362750014 111.12203990580001 13.480563334700001 13.855323727400002 20.797746106000002 113.89115178020002 93.292185584700022 185.54770736950005 188.13858192940003 113.96113505555 79.265746973750012 287.43247036745004 202.38851837455002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=5 -2 -3 4 -4 9 7 -7 -9 10 15 13 -13 -12 -15 17 -17 19 20 -1 21 -19 -18 26 -25 -26 27 -24 -28 -30
right_child=1 2 3 -5 -6 6 -8 8 -10 -11 11 12 -14 14 -16 16 22 18 -20 -21 -22 -23 23 24 25 -27 28 -29 29 -31
leaf_value=0.068718691492850537 -0.086241872870881531 0.075074567734859127 -0.10478807641750981 0.0040642929618085839 0.014600122199177704 0.021509283698186912 0.041384963866330504 -0.06330134650169815 -0.0045924981075782844 -0.038620884242768994 -0.090152183184089713 0.0081667471370547983 -0.11575179402398435 -0.003818855679396627 0.076418709138433474 0.062378985605959864 -0.042676328325209033 0.01329755084502517 -0.11426418621768447 0.00073257066841666066 0.050358734715536958 -0.10525190979442228 0.015068843441988979 0.033530017444932551 -0.089855703507162918 -0.0030951102201844964 0.0018352947989276919 0.10219823573572724 0.072834072922883894 0.0040152959325343088
leaf_weight=0.98543234157841553 0.64886774710612272 0.67317210300825525 0.68296034533705119 2.7840847471088637 0.3239332428202033 4.5036160551535414 3.7499658343440379 1.4667897745966909 2.8128053198888665 2.0462090193177565 0.72289483912755415 1.7066331079352033 1.3888355451781533 24.569717467992636 0.93308602459728618 1.9765575039200509 1.4639020255999664 0.99630652437917822 1.3941075447946785 49.84396017112158 1.2595941777472033 0.52325812995695742 1.8868528604507511 1.9595566528150801 1.4293585363775489 3.8813353823497891 12.354236053302886 1.5749219618737695 2.5092517603188744 2.3981239516288042
leaf_count=29 44 18 96 79 6 43 64 20 44 30 22 100 59 661 18 36 21 43 46 2539 151 74 15 21 25 62 100 78 22 67
internal_value=0.00095146 -0.0119191 -0.00111627 -0.0146456 -0.066379 0.00145636 0.0116726 -0.00101307 -0.0247144 0.000369462 0.00105868 -0.00799818 -0.0474314 -0.0033438 -0.000883157 0.00413096 0.0124236 -0.000608309 -0.0329935 0.00205062 0.00777433 -0.0275246 0.00907169 0.0117778 -0.010281 -0.0264465 0.0195165 0.054708 0.012459 0.0392039
internal_weight=135.45 5.11302 4.46415 3.79098 1.00689 130.337 12.5332 8.78321 4.2796 117.804 115.758 29.3212 3.09547 26.2257 25.5028 86.4368 31.4341 55.0027 4.17327 50.8294 2.77916 1.51956 29.4575 27.9936 7.27025 5.31069 20.7234 3.46177 17.2616 4.90738
internal_count=4633 243 199 181 102 4390 171 107 64 4219 4189 860 159 701 679 3329 447 2882 314 2568 268 117 411 390 108 87 282 93 189 89
is_linear=0
shrinkage=0.1


Tree=794
num_leaves=31
num_cat=0
split_feature=18 8 13 10 19 18 12 12 7 12 8 0 17 8 9 4 14 18 12 18 5 16 13 18 6 7 0 16 6 15
split_gain=0.105194 0.150834 0.227351 0.339743 0.151105 0.197116 0.126701 0.192251 0.425931 0.394746 0.358868 0.537544 0.334247 0.705528 0.28802 0.28675 0.439135 0.284929 0.244451 0.180506 0.487757 0.17236 0.555546 0.152652 0.191603 0.188211 0.295245 0.412578 0.289005 0.247752
threshold=11.063399082750001 10.341929261000002 118.84598011460001 58.309968391300011 14.651182102100002 13.431207332600001 66.834523482800009 92.791843202150019 24.872345000050004 96.720516239650024 8.9430209551500024 88.729872137350014 183.32030055335002 8.2435668022500028 195.34352961910002 160.20223982390002 162.62753922915002 14.012341117450001 77.955876436550014 13.807773949150002 20.769304081650002 18.804956025800003 108.18355516925001 11.634276750250001 15.745367888000002 19.052023743050004 84.226704768850013 22.724946859200003 16.715390552450003 22.853312863800003
decision_type=2 2 2 2 2 2 2 2 2 2 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 -6 -2 8 12 19 15 -12 14 -14 18 -11 -17 -15 -8 20 -9 22 -10 24 -18 29 28 -28 -27 -25
right_child=1 -3 3 -5 5 -7 7 9 21 10 11 -13 13 17 -16 16 23 -19 -20 -21 -22 -23 -24 25 -26 26 27 -29 -30 -31
leaf_value=-0.10458069646781668 0.033259138857619538 0.04424471762125861 -0.0021963802032479527 -0.1044125035077228 0.054295340819403411 0.0061878373934774822 0.010187911484430184 0.09069697081902775 -0.10017895071725461 -0.046313965839280699 -0.10895365743283525 0.016307529170806863 -0.11163827295419414 0.0072902022068393408 0.026909628305984361 0.084555567438109269 0.083390966008645429 -0.044923911701417664 -0.056630190275821134 0.0098326790772490548 -0.0018116820628519765 0.1003385788447321 0.10904361230523964 -0.019011845142436392 -0.10513804905483333 -0.016932431936872827 0.0003817432622825637 0.045384334176499133 -0.10796034038046066 0.058791809459998616
leaf_weight=0.090907286564287371 1.1239330185198912 0.76784351243986648 0.85991920372180064 0.49100238652317785 1.1392036713659752 2.9093176970491186 1.0181130371056464 1.2409880567574867 0.2247850234598453 1.2277701394632448 0.70632342059616238 0.6168881023186259 0.96235885401256371 2.0587733648717403 2.1068371846995433 0.60600924864411254 0.065049591008572771 1.9616713505238292 1.0893454962460962 2.1124837276365724 0.98077070683939371 0.39493677020072937 0.26672989130020142 0.59080360655207087 0.25465015160602888 1.4650854107640032 103.3379462788962 1.9959023911505926 0.43471094903179608 1.1772471984731963
leaf_count=60 21 25 66 63 21 40 9 36 60 21 34 28 48 28 24 8 2 40 32 31 36 6 1 38 81 204 3383 29 91 67
internal_value=0.000845399 0.000916821 0.000667465 -0.0393476 0.00107678 0.0197247 0.000487052 0.000196787 -0.0127914 0.00131796 0.000199199 -0.0505562 -0.0190469 -0.0362353 0.00127585 0.000803401 0.00132965 -0.0181863 -0.0243504 0.030351 0.0498601 0.052111 0.0133596 0.000868299 -0.0667779 0.0010667 0.000543601 0.00123447 -0.0377614 0.0327933
internal_weight=134.278 134.187 133.42 1.35092 132.069 4.04852 128.02 126.896 10.0836 116.813 112.478 1.32321 9.1971 4.9828 4.2143 111.155 109.927 4.02044 2.10746 4.33424 2.22176 0.886452 0.491515 109.321 0.3197 109.002 107.234 105.334 1.8998 1.76805
internal_count=4633 4573 4548 129 4419 61 4358 4337 248 4089 3986 62 181 116 65 3924 3903 68 41 103 72 67 61 3895 83 3812 3707 3412 295 105
is_linear=0
shrinkage=0.0980392


Tree=795
num_leaves=31
num_cat=0
split_feature=6 6 16 19 10 12 10 19 4 12 7 12 0 18 10 3 10 12 10 17 10 3 7 0 6 5 9 5 9 6
split_gain=0.350642 0.886605 0.605133 0.453118 0.572495 1.06857 0.978193 0.82059 0.787099 0.509729 0.446317 0.572263 0.419993 0.402039 0.399436 1.01832 0.681508 0.653096 0.378516 0.369595 0.362446 0.970182 0.711751 0.640601 0.918761 0.691299 0.59945 0.544973 0.497369 0.895048
threshold=13.665319288000001 13.775321858200002 15.839962959300001 12.050972309250001 72.327589083450007 216.20511703005005 75.981203682750007 13.351077205700003 312.24436677560004 94.177001085000015 26.366329164100005 227.12825541940001 98.031937268650012 14.390586827150001 78.27445846800002 83.613736315050019 78.537927364800012 219.88098848225005 80.13218303615001 162.04221493815001 70.182199495350019 83.613736315050019 22.747724408400003 94.625660817400004 14.745344522600002 17.089764221050004 206.39860865795001 17.687678651600006 214.52351813370004 14.135330269750002
decision_type=2 2 2 2 2 2 2 2 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 14 5 -5 -6 8 9 -8 -10 -12 -11 -7 15 -1 -16 -17 -18 -20 27 26 -23 -24 25 -25 -22 -3 29 -28
right_child=1 20 -4 4 6 13 7 -9 10 12 11 -13 -14 -15 16 17 18 -19 19 -21 21 22 23 24 -26 -27 28 -29 -30 -31
leaf_value=-0.0021209860964167982 0.0017950307808146796 0.00095690415029848304 0.00038038660122182864 0.00053210471676550235 -0.0020625624928706978 -0.0021770524121270088 0.00053301716517811977 0.00068618037604610993 0.00096987317211996347 0.00057341665446216078 0.0020913139854934555 -0.002022447712288232 -0.0020660802129048635 -0.00012784797764268585 0.0018758428779893383 -0.0020004621193864531 -0.0015087598406615364 0.0011350148800841362 -0.0020208820905285325 0.00029485919336153221 0.00041762389953267382 0.001956426179316783 -0.0021428814322318624 0.00055007616813601025 0.00057401706929764815 -0.0020602509941829617 -0.0022711638900486286 0.00014916181962727624 0.00022396251655844692 -0.00012100559360566522
leaf_weight=0.97646548331249805 2.0443331189453593 3.3103082776069632 2.6953248884528875 5.1929203109466462 1.5562449469871333 0.8973098258138632 0.42944255954353172 2.081119519774802 1.1336684036650693 0.25947429124789811 0.1720309555530547 0.53225175853003748 2.1708377364993794 0.62411695928312838 0.97193791344761749 0.3265192855906206 0.49559888278599729 1.1726897804765029 0.27129569270982656 11.374464015942065 10.487902572378522 0.33132840500911598 1.3902487326704429 0.51692818710580546 1.5374141291249541 1.5893768122768959 1.1500603544991457 107.43248307654812 3.0296235732967034 2.1098317864816636
leaf_count=79 33 23 25 88 92 61 18 68 75 63 1 71 176 25 9 53 30 33 161 953 67 11 105 27 24 175 29 1985 45 28
internal_value=0.000115006 0.000157239 0.000990558 -7.47006e-05 -0.00031739 0.000108707 -0.000660634 -0.000338787 -0.000792856 -0.00143629 0.000208294 -0.0010176 -0.00178427 -0.00133643 0.000159589 -0.000562771 0.000295965 0.000452126 0.000169492 0.000240912 0.000127517 -0.000101493 -0.000827276 -0.0010105 -0.000578437 -0.00141963 0.000130607 0.000173307 -0.000348001 -0.000879562
internal_weight=168.264 137.625 4.73966 30.6384 15.0494 6.71435 8.33507 6.77883 4.69771 2.85975 1.83795 0.704283 2.43031 1.52143 15.589 2.47567 13.1133 1.49921 12.1414 11.6458 132.886 22.1427 5.3653 5.03397 3.64372 2.1063 16.7774 110.743 6.28952 3.25989
internal_count=4633 2577 58 2056 738 174 564 472 404 257 147 72 239 86 1318 165 1153 86 1144 1114 2519 511 342 331 226 202 169 2008 102 57
is_linear=0
shrinkage=0.00196078


Tree=796
num_leaves=31
num_cat=0
split_feature=6 6 16 3 9 7 19 10 12 10 19 4 12 18 7 10 3 12 10 10 0 17 12 13 9 6 10 17 3 10
split_gain=0.310932 0.637593 0.553576 0.373199 0.554626 0.314153 0.331429 0.643088 0.889112 0.873312 0.630325 0.808567 0.497328 0.476688 0.468462 0.405932 1.04942 0.656824 0.655311 0.418832 0.35801 0.354109 0.3478 0.332539 0.329094 0.970567 0.318328 0.409551 0.297442 0.516765
threshold=13.665319288000001 13.775321858200002 15.839962959300001 81.699554126200013 218.96512164950002 29.911984439950004 12.050972309250001 72.327589083450007 216.20511703005005 75.981203682750007 13.351077205700003 312.24436677560004 94.177001085000015 14.390586827150001 26.366329164100005 78.27445846800002 83.613736315050019 219.88098848225005 78.537927364800012 80.13218303615001 98.031937268650012 162.04221493815001 236.8986526866 98.255079293500017 187.45330412110005 13.185308072600002 78.962703749400006 207.48293496715004 93.883646373400012 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=5 2 -2 4 -3 6 15 8 -8 -9 11 12 -11 -10 26 16 -1 -18 -17 -20 -14 -21 -16 24 -23 -26 27 -13 -5 -30
right_child=1 3 -4 28 -6 -7 7 9 13 10 -12 14 20 -15 22 18 17 -19 19 21 -22 23 -24 -25 25 -27 -28 -29 29 -31
leaf_value=-0.0021246172208287291 0.0017575201623841407 -0.0021982232239484522 0.00034461957230381919 0.00020483242785449433 0.00048910096887333119 -0.0019738954209099937 0.00058926143746091688 -0.002051022365325434 -0.0021219008176045261 0.00059448215131203692 0.00060983025346583058 -0.0020034838224372805 0.00053106837466445418 0.00017732868814622575 0.0010138417813350925 0.0018806022152761653 -0.0020017398181504139 0.0011346648451036677 -0.0015931566790598009 -0.0020173065561585645 -0.0020587848144395589 0.00029585632753811127 -0.0020099257367605892 0.00070644451248114311 -0.0020303906655246757 0.0010245735868987772 0.0018781975903261654 0.0019514030403087728 0.00017409550008615698 -0.00054119765368591669
leaf_weight=0.97839077224489956 1.7846102621406306 0.62960310373455175 2.6481737177819014 109.76631815498695 0.55604292079806328 0.31916384753276261 5.2168021105462667 1.3493030765966976 0.82757675705943234 0.39728161011589724 1.9615092431195078 0.23340033320710041 0.22905785286275238 0.59660284558776766 0.2182723928708582 0.96238811686634917 0.32547122120377014 1.2151234021584967 0.48148961004335333 0.25348070872860162 1.9713037981709929 4.5036535958788573 0.44321686314651743 4.919976431876421 0.94002264332084429 0.69576232181861997 0.69838328682817519 0.17702313791960478 11.260511639760809 5.9270876143746127
leaf_count=79 33 29 25 1506 16 282 88 92 61 18 61 54 63 25 4 9 53 33 30 137 174 430 54 58 218 12 18 3 550 418
internal_value=0.000141597 0.000182341 0.000913444 0.00015705 -0.000937925 -3.89698e-05 -1.81032e-05 -0.000232415 0.000214399 -0.000618843 -0.000313533 -0.000728187 -0.00142463 -0.00115873 0.000293732 0.000182796 -0.000536508 0.000472057 0.000324832 0.000197885 -0.00178918 0.000274114 -0.00101217 0.000326633 2.22628e-05 -0.000730997 0.0010728 -0.000297669 0.000167276 -7.2571e-05
internal_weight=162.487 132.572 4.43278 128.14 1.18565 29.9147 29.5955 14.3197 6.64098 7.67875 6.32945 4.36794 2.59764 1.42418 1.7703 15.2758 2.51899 1.54059 12.7568 11.7944 2.20036 11.3129 0.661489 11.0594 6.13944 1.63578 1.10881 0.410423 126.954 17.1876
internal_count=4633 2577 58 2519 45 2056 1774 715 174 541 449 388 255 86 133 1059 165 86 894 885 237 855 58 718 660 230 75 57 2474 968
is_linear=0
shrinkage=0.00196078


Tree=797
num_leaves=31
num_cat=0
split_feature=17 7 12 9 17 6 16 16 17 2 12 17 12 2 4 2 2 19 15 16 15 15 14 8 9 7 17 8 2 12
split_gain=0.0814856 0.296331 0.295907 0.338005 0.233834 0.246014 0.870274 0.373209 0.353871 0.348639 0.21919 0.367086 0.239329 0.211361 0.329226 0.204711 0.198197 0.224037 0.428998 0.196464 0.192582 0.169517 0.168776 0.263576 0.222459 0.290421 0.205053 0.187868 0.164379 0.194751
threshold=168.62011096010002 25.024903008400003 66.834523482800009 192.39832633775004 174.47088669260003 14.965349663000001 18.554956610400005 12.644970430600003 171.19957438235002 245.22092942750001 66.834523482800009 179.88087463185005 79.204428604100016 312.25197865035005 228.08113677860004 125.96573834520002 216.39684782960003 13.451085274650001 17.319441631400004 19.274954926800003 26.912781836550003 26.384523135650003 144.12207640715005 8.8430989333000021 207.89602404040002 22.907491544400003 199.73283952805005 8.7431769115000026 52.497771754550008 82.088033630950022
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 -1 16 5 7 -7 9 -8 -2 -6 12 -12 14 15 21 17 18 -4 -10 -19 -14 -13 27 -25 -26 -27 28 -24 -30
right_child=4 -3 3 -5 10 6 8 -9 19 -11 11 22 13 -15 -16 -17 -18 20 -20 -21 -22 -23 23 24 25 26 -28 -29 29 -31
leaf_value=-0.076341426520624173 -0.077505898652038108 -0.10373365956182955 0.0027377294072117898 0.053842178329335827 0.051466250812539027 -0.12751735373108755 -0.033195766071636844 0.084201587617565424 0.10239321804716146 0.067187939925427737 -0.13157413773762691 -0.04651259064998782 0.011638653234554161 0.068064815305687656 -0.088236828518071894 0.064551224299215157 0.024045340682056736 -0.040253618870763092 -0.10504940213774315 0.02465815326244369 0.099254302186518192 -0.051186951736240577 0.044275245776961604 -0.079306530662074201 0.037776570569491602 -0.061716534151527426 0.00022935688840308678 0.021106069707996687 -0.047906236546499642 0.001507605406925085
leaf_weight=0.51364412094699119 0.35036159651644894 0.32726090504002048 0.75323434584970594 1.0188360756801556 0.84454005584120651 0.4195388560629002 0.58171393749944389 1.2245154893025754 0.60401140991598345 0.31736364741664147 0.22747305105440263 0.73562267422675987 0.74085913009912596 0.22485979003249656 0.77473511806238082 0.30020701061584976 0.94241456229042331 0.18480101297609497 0.72433434289814613 0.70414960006019101 0.21299958950839937 1.0218400575977282 0.89097169879823823 0.6270707512085204 0.79855746668181415 1.147029477870092 1.0004471997672224 5.1064147594734086 0.80339754511078254 110.45566302308362
leaf_count=13 59 234 52 33 15 86 32 26 15 22 6 17 81 17 111 26 72 45 262 30 6 36 8 27 24 34 32 68 40 3104
internal_value=0.00100165 -0.0119657 -0.00506218 0.00448064 0.00146858 0.0246748 0.0027716 0.0514068 0.0316948 -0.00873425 0.000692891 0.000349452 -0.0326107 -0.02526 -0.0326552 -0.0117812 -0.0133672 -0.0321678 -0.0501017 0.0605504 0.0344449 -0.0247815 0.00124147 0.0015322 -0.0252232 -0.0137115 -0.0328577 0.00234751 0.00149339 0.00115079
internal_weight=134.579 4.67752 4.35026 3.83662 129.901 4.20165 2.30941 1.89224 1.88987 0.667725 125.7 124.855 3.28997 3.0625 2.83764 2.06291 2.81778 1.87537 1.47757 1.30816 0.397801 1.7627 121.565 120.83 3.5731 2.94603 2.14748 117.256 112.15 111.259
internal_count=4633 717 483 470 3916 270 163 107 77 81 3646 3631 277 271 254 143 437 365 314 45 51 117 3354 3337 117 90 66 3220 3152 3144
is_linear=0
shrinkage=0.1


Tree=798
num_leaves=31
num_cat=0
split_feature=16 15 18 15 16 12 16 10 10 17 0 10 15 15 15 10 17 19 13 9 4 17 12 8 6 18 4 17 0 19
split_gain=0.347642 0.943715 1.02563 0.560973 0.638889 0.717503 0.657551 0.504333 0.824362 0.917988 0.567241 0.424098 0.403809 0.44868 0.763883 0.526675 0.517046 0.449194 0.389112 0.65429 0.543051 1.00842 0.52629 0.773376 0.724119 0.434222 0.426854 0.483871 0.442343 0.4168
threshold=18.634956423400002 28.826925781250004 14.032563378150002 28.298162031900002 16.094962363000004 104.24845815275002 16.499961415900003 70.348883899450016 75.981203682750007 188.13858192940003 81.446839061900008 79.728914316550018 26.243701454300005 23.949961253350004 23.340124910500005 75.981203682750007 162.04221493815001 12.951044929850001 97.873318238950006 206.78020849415003 181.92062232470002 197.02652249450003 216.20511703005005 1.3489472949000001 13.245309474550002 16.480789591400004 184.37197564920004 183.32030055335002 98.51854819030001 10.650859343850001
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 3 -3 4 12 -6 11 10 9 -9 -8 -7 13 14 16 -15 -1 18 22 26 -21 -22 23 25 -25 -18 -20 29 -29 -28
right_child=-2 2 -4 -5 5 6 7 8 -10 -11 -12 -13 -14 15 -16 -17 17 -19 19 20 21 -23 -24 24 -26 -27 27 28 -30 -31
leaf_value=-0.0020144506789419392 0.00018038630948062777 0.00058441843670869391 -0.001885931892854194 0.0013629805035677109 -0.0017430238668631583 -0.0020676926544150823 -0.0011136844395398028 0.00084318918231303863 0.00053238543729919557 -0.0020555187507682975 0.0016090631566186586 0.0010033677567685226 -0.0018248021083924594 0.0010947452126434908 -0.0013581553178478643 -0.00020194481954083124 0.0011456279129882258 -0.0020143791210201949 0.00018791615349025682 0.00080089315257355037 -0.0022128152031486363 0.00017814025835533089 0.00023441384782811774 -0.0020105634145483994 0.00054742158016793754 -0.0019988144942335818 0.0012383743900509702 0.0018901426046188173 0.00070556007365235932 -0.00046366055790957739
leaf_weight=0.42464008667230402 119.71454605085455 0.95303988798696027 2.0065830994572025 1.2226536153611949 1.4101037815562429 0.99230869783787035 0.38297229551608314 0.59503038640832562 2.1930310630705208 1.4282539563719181 1.2688282916205933 0.20935588399879634 0.39943721052259107 3.6933900511066886 1.3904492661822576 1.7869477112835737 0.94223474059254486 0.35824643987143545 5.7885971782379801 1.1674217087856953 1.1394825193565341 1.6753290963824836 5.7700010064145317 1.7458470150013456 0.56257909785199434 0.2057047140042414 0.88441132754087481 2.2614975441611023 2.6114811152219772 1.4768810890818711
leaf_count=206 1726 38 250 19 122 114 181 17 152 93 24 16 14 27 37 50 40 50 82 18 27 37 544 434 37 104 3 45 31 95
internal_value=0.000124306 -1.8698e-05 -0.00109044 5.34132e-05 1.59722e-05 -0.000465926 -0.000211203 5.94011e-05 -0.000300391 -0.00120303 0.00097779 -0.00153265 0.000135164 0.000158268 5.91618e-05 0.00067194 0.000132112 0.000166393 0.000196176 0.000372083 -0.000323447 -0.000789758 -0.000128037 -0.000733106 -0.00138717 0.00058216 0.000584767 0.000902312 0.00125531 0.000173829
internal_weight=166.661 46.9467 2.95962 43.9871 42.7645 8.47988 7.06978 5.86812 4.21632 2.02328 1.6518 1.20166 34.2846 33.8851 28.4048 5.48034 27.0144 26.5897 26.2315 17.0051 3.98223 2.81481 9.22637 3.45637 2.30843 1.14794 13.0229 7.23427 4.87298 2.36129
internal_count=4633 2907 288 2619 2600 719 597 467 262 110 205 130 1881 1867 1790 77 1753 1547 1497 338 82 64 1159 615 471 144 256 174 76 98
is_linear=0
shrinkage=0.00196078


Tree=799
num_leaves=31
num_cat=0
split_feature=8 13 7 18 19 17 9 13 15 14 10 13 7 5 9 15 12 2 2 6 0 7 15 16 13 18 6 6 6 2
split_gain=0.0868206 0.274075 0.258863 0.236928 0.214901 0.155006 0.168107 0.135989 0.145372 0.629074 0.46591 0.510903 0.270066 0.265538 0.86152 0.452058 0.366328 0.649125 0.49523 0.375167 0.315192 0.304974 0.282605 0.405281 0.595694 0.341861 0.321344 0.321117 0.297738 0.596831
threshold=9.5425530862500008 118.84598011460001 21.698399695800003 11.634276750250001 13.851117550450002 162.04221493815001 58.084576609100004 118.06363879865002 44.732387748900003 267.69469468855004 61.966271448700006 117.67650082785001 24.068567769550004 23.195398057700004 198.91155909545003 42.33967733730001 183.92105421625004 187.91736117530004 154.46567853970001 16.575387281250006 78.252950803000019 23.276000438150003 41.54912092575001 22.674946976100003 117.61735474900001 12.783127173500002 17.130400249100003 16.625388449550005 16.455384477450004 185.00267682035005
decision_type=2 2 2 2 2 2 2 2 2 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 -3 6 -1 8 13 -10 11 -11 -12 15 16 22 18 -18 20 -19 -15 -17 23 25 -25 -7 27 28 -27 -30
right_child=2 4 -4 -5 -6 7 -8 -9 9 10 12 -13 -14 14 -16 21 17 19 -20 -21 -22 -23 -24 24 -26 26 -28 -29 29 -31
leaf_value=0.022889474316818207 0.023227358142219698 0.049067821725270626 0.053035746354660511 -0.071188757308839931 -0.101960092707891 0.050618732063650446 -0.10243419023731846 0.041849825802996933 -0.10610902182313829 -0.1232005320696264 0.014910991670272104 -0.013688338996637399 -0.046078102670584264 -0.10427429416239142 0.070105708933049057 -0.0023865215174860158 -0.11327202616511656 -0.019191989777623347 0.089061223504982495 0.065135620327342422 0.013723702042178166 -0.082738063743128157 0.027011339182134289 -0.0018822419169497989 -0.081809629753119339 0.0033249201675084814 -0.073249695042172339 0.058070638313443938 -0.0030665994789616517 -0.053542150405189774
leaf_weight=0.16827794951677688 0.66865070164203577 0.12016127226524886 1.1756900752516228 0.44112244363714126 0.43634712081984617 1.400655939029092 0.29408944094484468 0.81701949110720207 0.64644765749107946 0.6060863301827325 6.3503287861531135 1.4337629571091381 0.81977391149848688 0.24921680663828638 2.3731631180271506 0.83897963538765807 0.62816183701215811 2.6455614945989514 0.88418833690229792 0.65899132395179538 2.4697524603325292 1.0809686464490367 4.1206046037259503 2.5832359436899415 1.4591790735721586 79.902016962685593 0.58154020830988784 0.98654428217559953 14.834238593466582 2.7818501223810008
leaf_count=57 11 13 29 47 96 33 303 35 49 41 131 26 49 178 27 12 22 106 37 53 38 36 39 39 28 2895 17 21 108 57
internal_value=0.00101375 0.000679597 0.0203379 -0.014302 -0.0693502 0.000975705 -0.0568228 0.00117947 0.000924523 -0.0107518 -0.00405864 -0.0462269 0.00793797 0.00187976 0.0175621 0.000474346 0.0010153 -0.0200887 0.0240495 -0.00237544 0.00290818 -0.047626 0.00132433 0.000311729 -0.0307334 0.00156062 0.000867149 0.00130471 0.000730438 -0.0110375
internal_weight=134.457 132.171 2.28546 1.10977 0.556508 131.615 0.462367 131.152 130.335 9.8564 9.20995 2.03985 7.1701 120.479 9.90904 110.57 7.53587 3.93271 3.60316 3.30455 2.71897 1.91995 108.65 104.529 4.04242 100.487 99.0862 98.5046 97.5181 17.6161
internal_count=4633 4546 87 58 109 4437 360 4077 4042 296 247 67 180 3746 461 3285 434 181 253 159 216 48 3237 3198 67 3131 3098 3081 3060 165
is_linear=0
shrinkage=0.1


Tree=800
num_leaves=31
num_cat=0
split_feature=5 3 19 7 7 7 2 8 0 9 7 13 18 0 17 7 2 15 9 9 9 9 2 5 2 0 6 13 18 18
split_gain=0.373577 0.449121 0.453245 0.394455 0.342283 0.365946 0.33902 0.383928 0.270518 0.629709 0.340928 0.684169 0.348407 0.512123 0.454862 0.315414 0.350916 0.529529 0.332392 0.507381 0.585459 0.627149 0.707478 0.478092 0.471965 0.435666 1.29705 0.574786 0.571046 0.582644
threshold=12.306951632950001 75.790323155500019 12.651020723000002 29.911984439950004 22.673598830200003 22.375171215700004 145.83272221200002 0.84933718570000016 75.381677519650012 71.932467616300016 20.797746106000002 95.811270852950017 17.108018746400003 102.21786657775002 246.55589432395001 21.350715310200005 62.357017394150006 16.701926737050005 74.737174262250008 181.33671263215004 186.70853236170004 185.98753508445003 121.36426933400001 21.072048321250005 149.35510112725004 85.732241321850012 16.465384711100004 117.60122400020002 12.783127173500002 12.899561312100003
decision_type=2 2 2 2 2 2 2 2 2 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 -4 -1 -8 9 -2 -10 -12 15 -14 -15 16 -13 -18 -17 -20 21 22 23 -21 -24 26 -22 -28 -27 -30
right_child=8 2 4 -5 -6 -7 7 -9 10 -11 11 12 13 14 -16 18 17 -19 19 20 25 -23 24 -25 -26 28 27 -29 29 -31
leaf_value=-0.0013477869162098813 8.1085853537505784e-05 -0.0020469450856025148 -0.00082002160204410922 -0.0019753850443837801 -0.0015986154749643195 0.0017952048042666135 -0.0020119097817835781 0.00045678139342460189 0.00068750044684536059 -0.0020101843616103878 -0.0014514534065842425 0.00076980005415555987 0.0013848838337380584 -0.0020443348861633476 0.0012297826667511593 0.0010925868977059814 0.001237641217323192 -0.0020643410586800403 -0.0005362103415250041 0.00056252155734217801 -0.0021758840473232767 0.0014562762260282383 0.0020745330016178828 -0.00054053602888735821 0.00046718592491740314 0.0018615406710100612 -0.0015644859684063714 0.00030902115367776722 -0.0011292583958728887 0.00016399098601759251
leaf_weight=0.51969348336206067 2.3027550746555785 0.95350088150007684 0.40828140130906809 0.35723888158463513 0.47080390357587021 0.41461311740567908 0.25623684555466741 4.4215530514629791 4.7392605205241116 0.72877509332465695 1.0145512027411303 0.42473863065242667 1.9366725431755178 0.37286400189623226 0.29003199678845704 1.4569962074165221 0.23983668575237949 0.84316966112965019 4.0097016681829691 2.8221019753254932 1.2278337696261576 2.5338754355907431 1.2254411950707438 3.2509241737425327 1.6453562199603764 0.75336999446153541 0.72757128653756797 4.6748943564016372 1.3551713321357954 114.81725315649237
leaf_count=216 115 142 26 279 86 16 72 430 212 323 132 6 42 31 14 32 12 125 77 23 60 43 10 27 39 7 51 120 14 1851
internal_value=0.000136971 -0.000281577 -0.00102122 1.76494e-05 -0.000265223 0.000497653 0.000154637 0.000321553 0.00015826 -0.000421652 0.000169952 0.000153108 0.000164366 0.000875716 -0.000611834 0.000151344 -0.000740705 -0.0013331 0.000160917 0.000151154 0.000171565 0.00059517 0.00035121 -2.79512e-05 0.00115331 0.000132214 -0.000356735 5.67086e-05 0.00015994 0.000148905
internal_weight=161.195 7.80192 2.2472 5.55472 1.2937 0.822895 5.19748 4.67779 153.393 3.03153 150.362 145.622 144.608 2.59957 0.662896 142.008 1.50774 1.08301 140.5 139.043 135.034 11.4777 8.94382 6.07303 2.8708 123.556 6.6303 5.40247 116.926 116.172
internal_count=4633 1267 270 997 128 42 718 502 3366 438 2928 2716 2584 87 45 2497 143 137 2354 2322 2245 142 99 50 49 2103 231 171 1872 1865
is_linear=0
shrinkage=0.00196078


Tree=801
num_leaves=31
num_cat=0
split_feature=16 16 0 17 10 15 3 18 18 0 6 3 7 15 18 4 2 2 9 7 17 4 17 8 17 17 16 9 6 12
split_gain=0.0880557 0.489482 0.660613 0.46866 1.0481 0.539276 0.422669 0.343808 0.560791 0.543777 0.378885 0.439396 0.381813 1.13127 0.716293 0.357893 0.57337 0.510141 0.481551 0.54528 0.56362 0.548559 0.594969 0.519389 0.450749 0.575097 0.417008 0.381743 0.339504 0.668235
threshold=22.624947093000003 22.614947116400003 86.780739992750014 199.05253715360001 62.165217350350012 45.793006327050001 93.794927255050013 13.480563334700001 13.431207332600001 86.036037090600004 16.565387047600002 93.292185584700022 23.393539929150005 31.445204138150004 13.552878921100001 244.15918208790001 185.00267682035005 191.54391932205002 190.64005357525002 22.557405306150006 187.96055726210002 227.16561897400001 186.34046889365004 5.9453602998000008 183.93802912725002 189.31980273685002 21.074950717600004 195.13041324455003 16.165377701450002 144.66294237600002
decision_type=2 2 2 2 2 2 2 2 2 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 4 -2 -5 -3 8 15 -9 11 12 13 28 -14 18 -17 -18 19 20 21 22 23 26 27 -26 -1 -20 29 -11
right_child=3 2 -4 5 -6 -7 -8 9 -10 10 -12 -13 14 -15 -16 16 17 -19 24 -21 -22 -23 -24 -25 25 -27 -28 -29 -30 -31
leaf_value=-0.078976088534142869 0.0058372809206135934 -0.09248755699131507 0.013163160180057344 0.063323548644735647 -0.080204614586315642 -0.028804148773189819 -0.014661057260841603 -0.11183587629978951 0.074723841067439636 -0.091019044283877026 0.036237923637499329 -0.082008735202248786 0.10256652798839355 -0.076844473253379092 -0.00090908040656713721 -0.047631244290831348 0.090388972979610488 -0.0011324586719331116 -0.068566509984455126 -0.03858878269969368 0.088657229383548974 0.075448516336863572 -0.11706822198943063 0.052498781625443774 0.1011737669887294 0.029158821000701458 0.099608761640907817 0.032643557418649466 0.077457770173017429 0.018411268520776996
leaf_weight=0.79925135890972043 27.779104506160369 1.7566523710265749 1.9906981624662874 2.5742380083538587 1.4917585679504544 0.84359226748347271 1.1577247947570866 0.45046993298274074 1.3248167973652005 0.70261502678658816 2.5494498666375867 0.69708397798240085 0.67636207863688369 2.574277127161622 61.314779416436068 2.5518296868103771 0.67590091331294377 6.1566976330684611 0.65514697879552819 2.4309279173612595 0.95032645389437664 0.76225237598555384 0.51643331395462144 1.0343102011829612 1.5860291877761481 3.6862077584955841 0.15632890095002949 0.86432621521817055 0.5999754350632428 2.7116470952314558
leaf_count=414 434 25 17 72 18 14 41 50 34 68 47 11 58 38 2555 57 21 203 8 25 15 46 10 14 15 47 3 38 8 227
internal_value=0.00103077 -0.000425076 -0.0312407 0.0055438 0.00145225 0.0405845 -0.0615713 0.00114245 0.0114722 -0.00230918 -0.00162226 -0.00301555 -0.00221262 -0.0251001 0.000219903 0.00780112 -0.00718478 0.00792111 0.0182638 -0.000864736 0.0208718 0.00116347 -0.021429 0.00339215 0.0369927 0.0508228 -0.0497604 -0.0109949 0.0080828 -0.0041082
internal_weight=134.021 101.333 4.90508 32.6887 29.2709 3.41783 2.91438 96.4274 24.1508 72.2767 71.8262 69.2767 68.5797 6.58851 61.9911 22.826 9.38443 6.8326 13.4415 6.64983 4.2189 3.26858 2.50632 1.98989 6.79171 5.27224 0.95558 1.51947 4.01424 3.41426
internal_count=4633 4095 83 538 452 86 66 4012 950 3062 3012 2965 2954 341 2613 916 281 224 635 527 502 487 441 431 108 62 417 46 303 295
is_linear=0
shrinkage=0.1


Tree=802
num_leaves=31
num_cat=0
split_feature=12 7 3 9 8 16 4 19 4 4 7 14 4 8 5 19 6 15 13 15 16 16 18 7 9 16 6 4 17 0
split_gain=0.0867796 0.234607 0.396255 0.325631 0.250485 0.237356 0.179092 0.257547 0.141544 0.550785 0.509305 0.302354 0.207885 0.179205 0.432631 0.325999 0.391299 0.216004 0.210301 0.563331 0.27991 0.160105 0.675716 0.640223 0.556013 0.288423 0.513299 0.250664 0.267976 0.699521
threshold=86.655272465950006 23.695207782600004 87.399085362750014 189.68479361675003 9.3427090425500019 15.344964116800002 158.18845385165005 14.451165964200003 158.74242509745002 159.20292939725002 22.398098708400003 161.20841567470003 162.32075757215003 8.8430989333000021 30.133297129900004 14.451165964200003 18.055421862050004 35.133229767950006 117.97223122220002 42.968808980200009 22.714946882600003 22.664946999500003 13.531614672700002 22.650953015950005 200.15236065845002 22.654947022900004 16.435384010100005 239.38000160390004 204.55825889135002 96.082805124100005
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 -1 -4 -5 -3 7 -2 10 -10 -8 -11 -13 18 15 17 -17 -15 20 -20 21 25 23 -23 -25 27 -27 28 -14 -30
right_child=6 5 3 4 -6 -7 8 -9 9 11 -12 12 13 14 -16 16 -18 -19 19 -21 -22 22 -24 24 -26 26 -28 -29 29 -31
leaf_value=0.038420870659076817 -0.0072155683849222914 -0.0073479400796796325 0.031812991595149075 -0.06574748153502484 0.0014116321646254761 -0.071803338979662096 -0.10870769230752689 0.052121521931227911 0.10123473172085298 -0.053129867176709034 0.018292878345920274 0.045058214703964983 0.0090983946209765229 -0.048760809877200842 0.049373136169366838 -0.11346891749617004 -0.0059929983493229337 0.022317666505407868 -0.1075701349153966 0.026086213837028069 0.032342715655704846 0.0024690667456864325 0.037921020465320171 -0.11603553058524743 -0.019441369469711783 0.084106970365864814 0.0023877066985207862 -0.003350528940748089 -0.089720216347631457 0.0052157646648684766
leaf_weight=1.9131189889885707 1.3125393511254508 1.2862893808560332 0.90524816117249463 1.3904532713349911 0.92467965724063095 1.0278632373083381 0.51963457115925737 1.6523349587805567 0.54939682851545413 1.0276436949206971 0.80485439533367753 1.0781039770663472 42.248507895387775 0.73167533356536285 0.72942825406789769 0.86908896197564878 0.55513985914876685 1.0286065051404873 0.61400326159491558 0.64830427430570126 2.9832850430393583 2.4708837846410452 1.8406552961096165 1.253871892084135 1.1356339603662489 1.1830125418491655 2.1944033039617352 53.769677997257304 1.0137501461431373 3.3113313011490391
leaf_count=23 23 46 37 24 29 22 37 34 15 26 45 17 1298 39 15 32 33 27 93 13 38 40 42 31 9 18 37 2374 36 80
internal_value=0.000945607 -0.00954217 0.00237438 -0.0190396 -0.0389237 -0.0359767 0.00156786 0.0258532 0.000980376 0.00133558 -0.031533 0.000880815 0.00134466 0.000947233 -0.0200944 -0.0360063 -0.0715767 -0.00722668 0.00166545 -0.038926 0.00211727 0.00130066 -0.0136802 -0.0332219 -0.0701283 0.00226853 0.0310116 0.00130107 0.0066714 -0.0170362
internal_weight=132.973 7.44765 5.1335 3.22038 2.31513 2.31415 125.526 2.96487 122.561 121.236 1.32449 120.687 119.659 118.581 3.91394 3.18451 1.42423 1.76028 114.667 1.26231 113.405 110.422 6.70104 4.86039 2.38951 103.721 3.37742 100.343 46.5736 4.32508
internal_count=4633 181 113 90 53 68 4452 57 4395 4313 82 4298 4272 4255 146 131 65 66 4109 106 4003 3965 122 80 40 3843 55 3788 1414 116
is_linear=0
shrinkage=0.1


Tree=803
num_leaves=31
num_cat=0
split_feature=17 14 6 9 16 13 18 16 9 7 13 0 10 18 13 15 6 5 9 12 7 18 7 13 19 16 15 5 9 4
split_gain=0.0814939 0.179721 0.122593 0.416418 0.346679 0.256739 0.274075 0.23592 0.335508 0.228721 0.225271 0.263329 0.217101 0.373819 0.197685 0.172881 0.270548 0.194497 0.28637 0.255736 0.251921 0.30361 0.23559 0.315516 0.161723 0.527433 0.813966 1.27786 0.769207 0.501583
threshold=243.29790314680005 332.00884822475001 10.715250360100002 74.737174262250008 18.044957803000003 95.811270852950017 17.327266398450003 19.134955254150004 66.544071737050004 21.034091097450002 105.40368946235002 95.746747857800017 81.339300736700025 15.105469479800002 75.758061657900015 6.8054746905500005 2.1750508197000005 2.7155367820000005 37.364870866050005 144.66294237600002 23.913271136350005 14.262527874400002 23.989000783400005 89.834828428900025 12.651020723000002 18.634956423400002 28.444110612900001 17.352342178450005 196.51002155900002 168.18037996940004
decision_type=2 2 2 2 2 2 2 2 2 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 9 12 8 10 -4 11 -1 24 -14 -13 -16 -17 -18 20 -20 21 -19 -21 -24 -7 26 27 28 -26 -29
right_child=1 -3 5 4 -6 6 -8 -9 -10 -11 -12 14 13 -15 15 16 17 18 19 22 -22 -23 23 -25 25 -27 -28 29 -30 -31
leaf_value=-0.10322359283122501 0.081979357051359239 -0.020859949087344707 0.015942516248728122 -0.10236747087878742 -0.010798605915503898 0.010929410432637801 0.05373528261212749 -0.079466058703342057 0.072570811071578215 -0.10417198401378386 0.10230754974029917 -0.10096352262324709 0.014097805728058585 -0.10364348779596358 0.084396105436832181 -0.10218491511435555 0.07099321110240718 -0.10525522341486207 -0.10643075911790248 0.074638853037400074 -0.1013056522000807 0.030745239665686697 0.038932082144352037 -0.10185674238851904 0.0072372882934493565 0.0025152735873861481 -0.090198949332120984 -0.062725361544563138 -0.075303629391881732 0.052017670150910834
leaf_weight=0.27262127476569631 0.37392636739241325 0.31149641730007716 0.25127453875756955 0.81743475263829146 0.83662333397660404 16.452115965390476 1.0055238141212601 0.33987930789589871 0.66951497981790442 0.42951928066941036 0.19304062426090229 0.19080354561447199 0.55276273598428705 0.52648568627773784 0.24613756942562792 0.25178397432318922 0.39712842146400396 0.22728372085839532 0.13832911546342064 0.76502165477722861 0.43372624168114271 0.59092033245542552 0.51864913005556446 0.22966550689307041 1.8500931612215916 95.51991957413702 1.4825035015419405 0.43733900303959705 2.8968339371494949 2.9557351817556992
leaf_count=120 47 50 24 360 25 540 40 13 29 96 3 197 3 122 10 105 33 32 19 31 164 60 62 59 42 1686 233 49 159 220
internal_value=0.000851393 0.0352431 0.000672102 -0.0120908 -0.0560519 0.00140267 0.00173978 0.00121584 0.00656688 -0.0598389 -0.0033522 -0.00813782 0.00131358 -0.0433395 -0.00164008 0.00334888 -0.00226653 0.00535539 -0.00362198 0.0237197 -0.0396937 -0.00703347 0.0356163 -0.00427747 0.00170991 0.000267297 -0.0220477 -0.00963565 -0.0431337 0.0372282
internal_weight=132.164 0.685423 131.479 7.11856 1.65406 124.36 123.679 5.46451 5.12463 0.680794 4.45511 4.26207 122.674 1.07925 3.98945 3.79865 3.55251 3.30072 2.9036 1.65167 1.25193 0.818204 1.51334 0.748315 121.595 105.142 9.6225 8.14 4.74693 3.39307
internal_count=4633 97 4536 1322 385 3214 3094 937 924 120 895 892 3054 125 772 575 565 460 427 171 256 92 152 121 2929 2389 703 470 201 269
is_linear=0
shrinkage=0.1


Tree=804
num_leaves=31
num_cat=0
split_feature=3 9 13 7 9 7 17 9 18 4 18 6 9 18 4 16 6 2 19 15 6 13 10 10 18 6 10 10 13 2
split_gain=0.0857223 0.253144 0.58948 0.373678 0.329823 0.32787 0.300928 0.300237 0.419826 0.263617 0.237066 0.234431 0.288974 0.219399 0.20868 0.212654 0.187623 0.389108 0.168539 0.169342 0.163563 0.158723 0.185854 0.347367 0.414405 0.175289 0.846233 0.386154 0.523737 1.39695
threshold=93.883646373400012 189.68479361675003 117.66037007905001 22.532843451200005 198.91155909545003 21.698399695800003 190.4716172434 186.16747084260001 13.007379166650002 376.61861354110005 13.431207332600001 16.555386813950005 196.40176798710004 12.783127173500002 327.2007166575001 22.834946602000002 16.715390552450003 121.84632764400003 14.651182102100002 39.324897478350003 17.435407375500002 117.69263157665002 61.917879202350001 61.923256118600001 12.854871756700001 16.525386113000007 61.987779113750001 62.041548276350007 117.49368567500001 148.55984234940004
decision_type=2 2 2 2 2 2 2 2 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 3 11 6 -4 -6 7 8 9 14 -7 -3 -13 -1 15 16 -2 20 21 -20 -18 22 -15 -24 -25 27 -27 -26 -29 -30
right_child=1 2 4 -5 5 10 -8 -9 -10 -11 -12 12 -14 18 -16 -17 17 -19 19 -21 -22 -23 23 24 25 26 -28 28 29 -31
leaf_value=0.044348724790010188 0.0085018710968954494 -0.10757698166427179 -0.050563649454142282 0.05895868427788397 -0.026493092526370776 0.081463394112613816 0.075738840257265155 -0.07954655485402487 -0.081559737693339879 -0.10247794972282649 -0.010340550597352663 0.10401461975042631 -0.1026051843636528 -0.03648257181963234 0.09162274296619427 0.1013991912539489 0.074378126945935583 -0.10656784750568082 0.048246888140353966 0.0025136697751435835 -0.10062293663138176 0.023249692717804325 0.077569772142447535 -0.07740539923466451 0.016549236345527404 -0.071769135105551218 0.0013199168679340666 0.0014339917187632762 0.012926768722187083 -0.081087000068718953
leaf_weight=1.1887656907929329 4.2861861889450648 0.9732970187687886 1.0282677300274374 1.0532570618579482 0.95062369294464621 0.8516589645296333 0.43759040282930062 0.56626278744079162 0.62316312710390764 0.22019588073453622 0.42000301857478917 0.1314095493289642 0.13959119411447318 1.3853770383866493 0.29031756690528698 0.21729638054966915 0.25621916977252102 0.43967252210495644 1.5020179729908698 1.7564782304689286 0.067472109842128702 2.9936868073418728 0.57984522730111976 0.68790446210186829 15.019444650853982 1.9230553223751474 8.9876622713636589 75.81261669680589 3.6028187572956076 2.8157410579733551
leaf_count=27 211 94 25 27 28 32 16 16 127 51 27 2 39 26 14 6 42 165 20 23 62 30 5 10 167 23 99 3129 24 66
internal_value=0.000758812 -0.00696445 -0.0261412 0.0032271 -0.00373535 0.0179324 -0.0047006 -0.00975308 -0.00357836 0.00483294 0.0511425 -0.0846732 -0.00241426 0.00160474 0.00908501 0.00453539 0.000367064 -0.0453088 0.00117069 0.0235946 0.0378999 0.000528661 -8.51551e-05 0.000375638 -3.55791e-05 0.000456492 -0.0115623 0.0018049 -0.000888137 -0.0283159
internal_weight=131.208 12.9525 4.49485 8.45763 3.25055 2.22229 7.40438 6.96679 6.40052 5.77736 1.27166 1.2443 0.271001 118.255 5.55716 5.26685 5.04955 0.763364 117.067 3.2585 0.323691 113.808 110.814 109.429 108.849 108.161 10.9107 97.2506 82.2312 6.41856
internal_count=4633 984 247 737 112 87 710 694 678 551 59 135 41 3649 500 486 480 269 3622 43 104 3579 3549 3523 3518 3508 122 3386 3219 90
is_linear=0
shrinkage=0.1


Tree=805
num_leaves=31
num_cat=0
split_feature=15 2 16 7 19 13 17 2 5 18 2 19 17 18 0 7 16 6 7 9 17 7 15 15 9 4 2 17 9 15
split_gain=0.074362 0.259667 0.18111 0.140422 0.105503 0.367307 0.778076 0.587651 0.655782 0.551543 0.510604 0.358409 0.323555 0.334797 0.551498 0.539527 0.733431 0.458563 0.47717 0.809579 0.759768 0.531644 0.318808 0.465418 0.284246 0.705518 0.752971 0.649131 0.619994 0.602759
threshold=46.674706678850008 247.02271001585004 22.724946859200003 24.227986230350002 14.351157895250003 115.13321943645001 199.59317753375004 285.01633004880006 20.201591378100002 13.956123578150001 184.20633225945002 14.551174033150001 200.17087924040001 13.360173059150002 85.990333302400003 23.109894804950002 22.644947046300004 16.405383309150004 22.435297587800004 190.36745536595001 189.31980273685002 22.227765484150002 37.491361913600009 40.042228346200012 195.74493321760002 371.16724128940001 197.03438354685002 187.81654873955003 205.73475031020004 44.024213102900006
decision_type=2 2 2 2 2 2 2 2 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 24 6 -6 8 10 12 -7 -11 13 14 17 -15 -17 -10 21 -20 -21 -19 -16 -24 29 26 -26 -28 -29 -1
right_child=1 3 -4 -5 5 7 -8 -9 9 11 -12 -13 -14 15 22 16 -18 18 19 20 -22 -23 23 -25 25 -27 27 28 -30 -31
leaf_value=-0.0065285011478373638 -0.10355408311322711 0.015055697704702936 -0.010846249206987638 -0.035116060038448881 0.023677320484978569 0.091242178476445224 -0.082760332136074824 0.073190497660907503 -0.048231190594968117 -0.099054376278021383 -0.0031352957374038517 0.0015158095157049047 0.046338386121478108 -0.067121041979528298 0.0061276870071102305 0.011834623235982174 -0.048506598260229752 0.007367541545043369 0.092609327814733938 0.044973849978890514 -0.049396063336549098 -0.058522849397792225 0.087335486103879229 0.019264749806660916 0.00095113816198284622 -0.051868538800207434 -0.057317905080845416 0.07056586137713107 0.0090181476756731709 -0.11060220362669058
leaf_weight=31.400055383616294 0.46737929143273449 2.0357143676192213 0.38372950360644609 0.76842315815156315 1.3604086078703397 1.5166217684745782 1.3870587974670341 1.3265074444934715 1.8160745240747989 0.86967691732570418 0.92160325031727541 0.59802705328911543 1.7561857898253936 1.4830642710730888 2.5109981074929228 8.2784892576746625 2.6620699021732426 3.8450539622572233 1.4217349197715519 1.9159408741397785 1.5379401748068628 1.7967772447154855 1.9093360360711811 2.1193542703986168 44.150285919126873 2.2042609047057331 0.68538081543738272 3.9154658129555173 2.8121854474011343 0.56653591967187722
leaf_count=2226 90 57 12 34 17 44 51 44 33 42 10 11 23 31 26 119 38 72 16 17 32 32 22 25 1026 201 27 74 159 22
internal_value=0.000684987 -0.0133769 -0.061756 0.00130704 0.00109045 0.00526049 -0.0300577 0.00779502 0.00544789 0.00190778 0.0555693 -0.0580763 0.00457134 0.00222763 0.0106192 -0.0105203 -0.00284767 -0.00182838 0.00618411 0.0290968 0.00295292 -0.0136168 0.0340946 0.0515258 -0.000905355 0.00353439 0.00590279 0.0353937 0.0448387 -0.00837297
internal_weight=130.422 3.65525 0.851109 2.80414 126.767 41.0329 2.74747 38.2855 36.9589 34.5207 2.43823 1.4677 33.053 31.2968 18.8732 12.4236 10.9406 12.3335 10.5174 4.87562 3.45388 5.64183 6.53969 4.02869 85.7342 53.7676 51.5633 7.41303 6.72765 31.9666
internal_count=4633 193 102 91 4440 705 68 637 593 539 54 53 486 463 275 188 157 202 169 65 49 104 73 47 3735 1487 1286 260 233 2248
is_linear=0
shrinkage=0.1


Tree=806
num_leaves=31
num_cat=0
split_feature=17 6 7 7 7 16 0 2 19 5 13 0 18 19 19 16 7 10 18 5 12 4 8 15 15 9 17 9 15 3
split_gain=0.0744528 0.168571 0.180886 0.107789 0.294052 0.242025 0.302382 0.271302 0.253738 0.327213 0.229444 0.427386 0.21976 0.206003 0.402699 0.213553 0.20437 0.191516 0.397083 0.190754 0.252532 0.2165 0.213603 0.189323 0.299804 0.492867 0.46573 0.256449 0.247069 0.468835
threshold=243.29790314680005 8.2451926476000015 28.043300357450004 26.756201080000004 26.366329164100005 11.864972254500001 105.7585659356 219.56639384385002 10.650859343850001 13.6045160441 81.769454037550005 104.09978726910002 15.288668002700001 13.151061067750001 12.150980378200002 14.184966829400002 29.911984439950004 79.941302508900023 17.448621627850002 11.926356180100003 168.12479758145003 248.32992249220004 1.3489472949000001 18.581945927850004 21.761438576950002 205.73475031020004 171.19957438235002 43.730860148300003 20.937157557000003 79.086372823400012
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=3 2 -2 4 5 8 19 12 9 -1 16 17 -8 14 15 -6 -5 18 -12 20 21 22 -7 -21 25 26 -25 -26 29 -28
right_child=1 -3 -4 10 13 6 7 -9 -10 -11 11 -13 -14 -15 -16 -17 -18 -19 -20 23 -22 -23 -24 24 27 -27 28 -29 -30 -31
leaf_value=-0.10274476922901868 0.1022220943005783 0.068443294806278143 -0.10097742921146445 0.053333301323945648 -0.0076312538531733993 0.075464409470104771 0.077547609429815423 0.087692298179153264 -0.10241180765440046 0.022630189976646512 -0.089146270668731042 -0.10126021181223062 -0.10174310068860462 0.082781114942585832 -0.042212305599146627 0.078491026671395778 -0.10038412324550419 0.0073984710026187136 0.035137035753498573 0.02472922978903995 -0.10139232988685538 0.094231153627419198 -0.06344010168027682 -0.086586727120660248 0.095286815466884278 -0.096613476971925419 -0.031269442715840527 0.00093433052879485614 -0.022930898577928942 0.069913443297535571
leaf_weight=0.28921508175517263 0.062514491379260018 0.45202585414517671 0.14640629659697879 0.69936413407231057 0.42395454996585591 0.14218911118223221 0.11628051754087099 0.72565305419266224 0.45112160659482459 0.74280951601394918 0.70493601931957595 0.61162811621397839 0.16590606869431213 0.6494789789430796 0.71728910831734527 0.89733146876096725 0.098697157969581895 2.1335942422156222 0.40463196486234665 3.200736041279014 0.42320816665596794 0.1699844611575827 0.50000269154406851 0.67862124378461786 0.28883116506039996 0.78182636521887605 0.77226690063253078 108.9542683953905 1.8078407989814875 1.1250929968100534
leaf_count=119 1 37 59 121 39 12 4 28 127 116 57 365 41 17 39 36 202 61 26 136 146 4 93 177 6 43 15 2446 25 35
internal_value=0.000632949 0.0341098 -0.0401749 0.000460996 0.00102158 0.000296841 0.000793666 0.0553378 -0.0398515 -0.012505 -0.0144817 -0.0245858 -0.0278628 0.0337357 0.0181101 0.0508574 0.0343229 -0.0101258 -0.0438232 0.000331116 -0.038759 -0.00612204 -0.0326849 0.000741723 7.06406e-05 -0.0234703 -0.0104257 0.00118379 0.00352352 0.0287298
internal_weight=129.338 0.660947 0.208921 128.677 124.024 121.336 119.853 1.00784 1.48315 1.03202 4.65285 3.85479 0.282187 2.68805 2.03858 1.32129 0.798061 3.24316 1.10957 118.845 1.23538 0.812176 0.642192 117.609 114.409 5.16565 4.38382 109.243 3.7052 1.89736
internal_count=4633 97 60 4536 3704 3573 3211 73 362 235 832 509 45 131 114 75 323 144 83 3138 255 109 105 2883 2747 295 252 2452 75 50
is_linear=0
shrinkage=0.1


Tree=807
num_leaves=31
num_cat=0
split_feature=9 18 6 18 16 18 15 15 15 0 15 15 9 15 8 6 6 2 14 9 15 3 15 10 0 15 5 7 3 18
split_gain=0.0684955 0.191257 0.271285 0.0871199 0.289913 0.318201 0.291749 0.230236 0.276544 0.289712 0.246465 0.212978 0.219329 0.189962 0.15878 0.142961 0.482631 0.628871 0.301637 0.470086 0.349616 0.254783 0.239634 0.292312 0.54591 0.612545 0.452099 0.370901 0.353557 0.774157
threshold=28.715052674600006 16.435318745950003 2.7350639043000005 17.327266398450003 17.684958644900004 17.479796446900004 20.343341900300004 20.152484759300005 12.38011581135 100.35207663525001 10.623212892000003 15.840011140850001 70.238863950400017 16.891056077300004 7.6440346712000009 13.665319288000001 13.825323026450002 189.32640726775003 278.00273168625006 202.05151640955003 26.384523135650003 76.190903416900014 19.314972497650004 70.182199495350019 94.625660817400004 24.941885346000003 17.687678651600006 23.727132803250004 85.589753040950015 14.380989918050002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 -1 11 5 -5 7 8 10 -10 -7 12 -2 14 -13 18 17 -17 21 20 -20 -15 -18 26 25 -25 -24 -26 -28 -30
right_child=3 -3 -4 4 -6 6 -8 -9 9 -11 -12 13 -14 15 -16 16 22 -19 19 -21 -22 -23 23 24 27 -27 28 -29 29 -31
leaf_value=0.062684533710842275 -0.015586243206216445 -0.10169441631522767 -0.10110186902316445 0.066976618636611154 0.10161876452878116 -0.10071697353681397 -0.10263290258325569 0.094316543445446654 0.057627069820270993 -0.10332800102921291 0.052650422480980091 0.070059900038702924 -0.10580390941339557 -0.075995909109664112 -0.015611775368822016 0.010246450548536561 0.048547917153375135 0.095339029761317529 0.0031680106344180686 -0.084568575225331274 -0.10307469638691157 0.0026684974963503069 0.042564872843259383 0.079431267860850627 0.04445061595702806 -0.10821463557377767 -0.052124328726512105 -0.011672697776286156 -0.00082860800364404047 0.038591737890087616
leaf_weight=0.30195073480717738 1.1021108825079853 0.2457390328963811 0.15205206254904624 0.63982967237825494 0.36173987388610829 0.12559971139762616 0.31391872139647592 0.23462939530145366 0.14849540591239929 0.45290637955258717 0.63219807483983459 0.7060421325804771 0.35668145326280853 0.42761925350350694 0.3118978961429093 3.002404684899374 1.022277246651355 1.2220119080739094 2.5089162586664311 1.1974089219293089 0.35336070082848881 11.081375685258534 2.697510438039898 0.20968829832964075 1.2824185183271755 1.0211098367071825 1.2358192121610034 14.396840464047271 75.569405759074471 5.3334223669698977
leaf_count=14 189 226 71 44 17 235 48 6 9 151 97 59 107 108 14 34 68 38 181 103 51 406 23 9 10 98 21 357 1692 147
internal_value=0.000568383 -0.0306333 0.00783011 0.000739024 0.0178458 0.00595059 -0.0145166 0.00283867 -0.0129525 -0.0635857 0.0272308 0.000340994 -0.0376449 0.000789397 0.04381 0.000432088 0.0017349 0.0348615 -0.00852122 -0.0319575 -0.00994812 -0.000254296 0.000373189 -0.000110838 -0.0121164 -0.0762458 0.00228218 -0.00708233 0.000959261 0.00177013
internal_weight=128.647 0.699742 0.454003 127.948 2.90932 2.54758 1.90775 1.59383 1.3592 0.601402 0.757798 125.038 1.45879 123.58 1.01794 122.562 106.993 4.22442 15.5687 4.05969 2.86228 11.509 102.768 101.746 16.9101 1.2308 84.8362 15.6793 82.1386 80.9028
internal_count=4633 311 85 4322 607 590 546 498 492 160 332 3715 296 3419 73 3346 2497 72 849 335 232 514 2425 2357 474 107 1883 367 1860 1839
is_linear=0
shrinkage=0.1


Tree=808
num_leaves=31
num_cat=0
split_feature=0 7 19 18 17 2 5 10 17 8 13 0 12 16 0 10 7 3 9 7 9 9 17 12 12 4 7 9 2 0
split_gain=0.0678606 0.207141 0.203127 0.253933 0.140553 0.305981 0.133259 0.46211 0.267566 0.153011 0.13549 0.193858 0.385396 0.273208 0.189539 0.510188 0.492074 0.653903 0.215042 0.164624 0.473582 0.303567 0.258712 0.473391 0.301158 0.488018 0.359558 0.412588 0.275092 0.434933
threshold=71.249517373150013 19.250086031950001 13.351077205700003 11.890615410500002 171.19957438235002 172.99241708655003 30.133297129900004 60.87206898960001 160.18589576985002 10.242007239150002 118.06363879865002 85.121961326250016 155.27099795600003 22.724946859200003 85.619326080400015 61.821094709650005 22.435297587800004 94.227769014100019 185.00606802455005 22.580797808900005 195.13041324455003 190.90230715925003 189.00567661160002 174.01334043920002 134.67483745670003 223.79242650755 22.276766275150006 182.80199813410005 233.38240125640002 85.769879735700016
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 -2 -1 4 5 -4 7 8 -3 -8 11 12 -9 14 16 -16 -13 18 -18 20 21 22 24 -24 26 -26 27 -17 29 -27
right_child=1 6 3 -5 -6 -7 9 10 -10 -11 -12 13 -14 -15 15 19 17 -19 -20 -21 -22 -23 23 -25 25 28 -28 -29 -30 -31
leaf_value=-0.11051782267307482 0.038709861485578631 0.03440249866303554 0.061554062183297259 -0.10547157918711983 0.10321528429481089 -0.1052296988393585 -0.0032106203560556866 -0.0034667528729342457 -0.092894853520182008 0.081806771783547672 0.046255159580061211 -0.091581319874204425 -0.10719058339458581 0.039027123548506348 -0.12276189052593689 -0.022894891766680487 -0.0093580681207844907 0.08080644820417196 -0.10497665911118081 -0.00013254846584118598 0.074491345083519206 -0.037703429033841135 0.090322150791310424 -0.011442285132091789 0.097771047130524091 0.10280734061657865 -0.039880614976263273 0.05945009114330229 0.046960444360507322 -0.047098049800295208
leaf_weight=0.2188635295331085 1.4192994427867223 0.20723696798086055 0.2917405986590893 0.18514401705760974 0.17727477103471756 0.17657428233360406 0.41821032491316046 1.283079151477067 0.81239998814453429 0.4286935068666935 0.64594327472150226 0.80124392188008586 0.49696745261462627 1.8428361709229637 0.33319471207505458 1.3181798510486245 0.58301256503909804 0.66166936652734876 0.39425042837683577 104.21729581454747 1.1073776804842044 1.3952604536898423 1.0436604514834469 0.81336888330406498 0.76506980322301421 0.23182188719511065 2.3107607151760021 1.1301558837294576 0.96708073306945141 1.1722990284033583
leaf_count=103 87 3 41 54 2 30 34 223 162 9 13 45 45 30 9 47 6 15 64 3279 17 15 32 58 11 3 35 9 46 106
internal_value=0.000511768 0.000721377 -0.0248108 -0.00223057 0.0273772 -0.00133039 0.000291352 2.2505e-05 -0.0670222 0.0398243 0.000575972 0.000335828 -0.0324252 0.000817427 0.000226931 0.000803175 -0.0273565 0.00404177 -0.0479328 0.00115666 0.0121201 0.00592436 0.0121661 0.0457499 0.00426705 0.0283254 -0.0115876 0.0151157 0.00591874 -0.0223485
internal_weight=127.85 126.8 1.0496 0.830734 0.64559 0.468315 125.381 124.534 1.01964 0.846904 123.515 122.869 1.78005 121.089 119.246 116.806 2.44018 1.63893 0.977263 116.472 12.255 11.1477 9.7524 1.85703 7.89537 3.13627 4.7591 2.44834 2.3712 1.40412
internal_count=4633 4403 230 127 73 71 4316 4273 165 43 4108 4095 268 3827 3797 3667 130 85 70 3658 379 362 347 90 257 166 91 56 155 109
is_linear=0
shrinkage=0.1


Tree=809
num_leaves=31
num_cat=0
split_feature=16 16 9 15 6 13 16 9 16 2 15 8 6 16 3 7 15 12 4 5 7 18 5 8 5 7 16 19 4 15
split_gain=0.470398 0.917401 0.896604 0.624462 0.523083 0.579797 0.560087 0.706463 1.32822 0.876205 0.688526 0.523544 0.508077 0.495372 0.605339 1.16816 0.620497 0.473446 0.447656 0.770229 0.897726 0.752026 0.665193 0.572877 0.58147 0.681529 0.592082 0.422325 0.356413 0.362392
threshold=18.594956516900002 18.369957043050004 187.45330412110005 31.445204138150004 15.575363915900002 108.64328150955002 15.954962690350003 191.61296531520003 17.684958644900004 106.26660184425002 26.912781836550003 5.1459841250500009 11.475268117800002 15.404963976500001 80.785478361850011 24.653703271800001 23.241064975550003 82.088033630950022 309.25865594525004 21.363989181350004 23.131311951800004 14.549241649450002 31.373072367600006 8.6432548896500023 22.533652790000001 24.176603375500004 22.624947093000003 12.751028791950002 301.3713391001001 28.579157549250002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 3 -3 4 5 6 13 11 -9 -10 12 -8 -11 17 16 -16 -15 -1 28 21 22 -20 -21 24 -22 -26 -27 -19 29 -2
right_child=18 2 -4 -5 -6 -7 7 8 9 10 -12 -13 -14 14 15 -17 -18 27 19 20 23 -23 -24 -25 25 26 -28 -29 -30 -31
leaf_value=-0.0023532174153521198 0.00060477520709594933 0.0012188344057797867 -0.0021657793120023207 -0.002018793932757747 -0.0014890376648570467 0.0014659520022562169 -0.00052103623849522325 -0.0020713431005634406 -0.0021541958563898365 0.0011614053836931032 0.0018806266675983783 0.0010510009888704595 -0.0020413519348954409 -0.0021377257495475304 0.00023670531809225146 0.0019266119250636164 0.00063493369988740288 9.4495985592267287e-05 -0.0024184755747489132 -0.0021912526896926557 0.0014693323528316093 -0.00027422740718395066 0.00052929632322052398 -0.0010041565011455085 0.00065714134362472273 -0.0016894232672021233 0.00028799213991116831 -0.001495575681221262 0.00093622961130269359 0.00019566937291729862
leaf_weight=0.32090345108009088 9.1851205454731808 0.38567801969475013 1.3691581765888257 0.56608162894553871 0.82595443118589074 1.1393972260411818 1.6400762875855428 2.0939055767375976 0.51089040655642781 0.34424364892765857 0.95599387213587761 1.6180425677448509 0.4262061738409102 0.59478501242119619 4.7919238374452107 2.3409522648435086 0.64883292285958305 21.043983994597514 0.99067964125424568 1.0353583248506755 1.8309931084513644 1.7217246438376603 0.51861888184066618 1.118768976535647 4.7377367796143517 1.0933308695675807 1.2451865226030348 0.6624197863493454 2.8597854930849271 88.863055505295051
leaf_count=36 178 49 180 92 301 15 266 136 19 19 10 16 23 40 53 26 21 1533 42 75 39 50 47 54 69 53 19 57 21 1094
internal_value=0.000142974 -3.39198e-05 -0.00142191 2.61843e-05 5.51549e-05 8.77475e-05 4.64158e-05 -0.000430088 -0.000948947 0.000101495 0.000769001 0.000259667 -0.000610332 0.00016536 0.000571225 0.000791319 -0.000691146 1.10189e-05 0.000207895 -0.000116882 0.000103416 -0.00105739 -0.00128331 0.00031835 0.00048446 0.000229623 -0.000636512 4.59714e-05 0.000253896 0.000233994
internal_weight=157.48 42.2794 1.75484 40.5246 39.9585 39.1326 37.9932 7.58936 4.33124 2.23733 1.72644 3.25812 0.77045 30.4038 8.37649 7.13288 1.24362 22.0273 115.2 14.2924 11.58 2.7124 1.55398 10.026 8.90725 7.07625 2.33852 21.7064 100.908 98.0482
internal_count=4633 2892 229 2663 2571 2270 2255 489 207 71 52 282 42 1766 140 79 61 1626 1741 448 356 92 122 234 180 141 72 1590 1293 1272
is_linear=0
shrinkage=0.00196078


Tree=810
num_leaves=31
num_cat=0
split_feature=17 15 9 8 17 6 16 17 16 2 16 12 17 12 10 0 10 17 7 16 15 19 17 19 7 8 7 18 12 9
split_gain=0.0710505 0.251575 0.601485 0.244345 0.195713 0.19648 0.735622 0.291539 0.289705 0.266924 0.187552 0.167786 0.283143 0.197091 0.156945 0.364029 0.298355 0.18928 0.140026 0.130248 0.312765 0.167777 0.241438 0.148351 0.264797 0.129713 0.345853 0.267099 0.216119 0.385249
threshold=168.62011096010002 34.969820938750011 195.46053662500003 8.4434108459500017 174.47088669260003 14.965349663000001 18.554956610400005 171.19957438235002 12.644970430600003 245.22092942750001 19.274954926800003 66.834523482800009 179.88087463185005 79.204428604100016 68.846035804500005 102.11570516885001 67.031326566450005 177.73379099395004 19.164717746300003 15.054964794950001 25.716185026400002 11.750948102400001 163.00062368135002 13.451085274650001 18.499987111650004 8.8430989333000021 22.580797808900005 13.220529463200002 82.088033630950022 191.61296531520003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 3 19 5 8 -7 -8 9 -2 -9 -6 13 -13 16 -16 17 18 -15 21 -21 22 -1 24 -22 28 -27 -28 29 -14
right_child=4 -3 -4 -5 11 6 7 10 -10 -11 -12 12 25 14 15 -17 -18 -19 -20 20 23 -23 -24 -25 -26 26 27 -29 -30 -31
leaf_value=0.013884178827279834 -0.074082264964739325 0.098662390492211413 -0.11444739113514475 0.10190776349023596 0.047692519659306147 -0.1237245185513703 -0.032223791807639686 0.1022261683954247 0.081009624049936155 0.063073889358739907 0.021670379649148988 -0.12579797459448716 0.0053365802346347002 0.049075676425090781 -0.1103684593537845 -0.0014670573811313753 0.088238295546093845 0.0086979032253790139 -0.091113917191408877 -0.10213932194960949 -0.10791669688274684 0.076629922073531476 -0.068677887023072023 0.069334987987803839 0.081723396151299366 0.046167267694018271 -0.096351514562190876 -0.018443348698221292 0.0020391675860229322 -0.080771559867996473
leaf_weight=1.476170371752233 0.29296822831383851 0.19503794651245687 0.5529052762331047 0.21210054680705059 0.7436058409512033 0.37312069845847906 0.499600063136313 0.54019425716251113 1.0489211385138331 0.27515750758902868 0.62158641737187281 0.20094243763014619 1.2664105862786521 0.084683539666002838 0.55332315255873232 0.68937773112338618 0.29499377970932972 0.76594387772638584 0.44909610754984897 0.43842219623752487 0.1912057680046928 0.28190083647496056 0.46601331350939279 0.24352369902771898 0.11973874206887558 0.68047040479723309 0.54199226151104118 2.3397215942823095 110.29465096517379 0.88106267189141352
leaf_count=124 59 4 143 4 15 86 32 15 26 22 30 6 13 12 46 67 15 21 110 221 25 31 113 22 30 29 27 70 3171 44
internal_value=0.000599922 -0.012227 -0.0176584 -0.00205214 0.00103397 0.02384 0.0031599 0.0316562 0.0498589 -0.00765411 0.0591265 0.000338758 4.296e-05 -0.0300919 -0.0233141 -0.0499563 -0.0025529 -0.0231595 -0.068873 -0.00890639 -0.0390217 0.00453789 -0.00592601 0.0108859 -0.0348899 0.000832246 -0.0179549 -0.0330963 0.00142743 -0.0299918
internal_weight=127.615 4.17702 3.98198 3.42908 123.438 3.65155 2.0345 1.66138 1.61705 0.568126 1.16178 119.786 119.043 3.03836 2.83742 1.2427 1.59472 1.29972 0.53378 3.21697 0.99289 2.22408 1.94218 0.554468 0.310945 116.004 3.56218 2.88171 112.442 2.14747
internal_count=4633 717 713 570 3916 270 163 77 107 81 45 3646 3631 277 271 113 158 143 122 566 298 268 237 77 55 3354 126 97 3228 57
is_linear=0
shrinkage=0.1


Tree=811
num_leaves=31
num_cat=0
split_feature=19 5 17 17 17 2 5 18 13 8 0 10 9 7 15 15 13 3 8 5 9 9 17 14 4 0 0 17 17 2
split_gain=0.0702114 0.158492 0.181667 0.100099 0.33317 0.315947 0.310823 0.486984 0.50213 0.566801 0.363028 0.30925 0.2094 0.166955 0.183363 0.434719 0.244669 0.376434 0.426323 0.224899 0.151597 0.562601 0.442412 0.340245 0.359265 0.317733 0.323259 0.205569 0.929859 0.426949
threshold=14.651182102100002 22.327062271350005 198.58733702675002 205.96542837505004 205.28496454895003 346.74082678410008 21.757682542950004 15.502113896900001 112.67059178900001 8.543332867800002 96.324766355850002 71.464594023550021 53.361180680650008 24.581118242250003 26.135540888150004 21.288946184100002 103.39541123890002 79.086372823400012 7.1444245619500011 7.754880527600001 212.49340169810003 210.61272793875003 191.75825325995004 193.55017375590003 161.08698257945002 94.940210418650011 88.350799540950007 201.39543491635001 202.72018094520004 229.44804549725004
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=3 -2 -3 4 5 20 7 8 -5 -10 -9 -12 -7 -13 15 16 17 18 19 -15 21 27 -23 24 -22 26 -25 -1 -29 -30
right_child=1 2 -4 6 -6 12 -8 10 9 -11 11 13 -14 14 -16 -17 -18 -19 -20 -21 23 22 -24 25 -26 -27 -28 28 29 -31
leaf_value=0.0021074507028421762 0.035005859445464381 0.029313349944039738 -0.027483272839371128 -0.11541327061673315 0.057141824670294362 0.027211697958612453 0.046235663018414606 -0.10358923357745452 -0.073722662907526382 0.046938431455167622 0.09443322831407587 0.095424271460584298 -0.09524271614996084 -0.10109514254553094 0.01372243900996838 -0.085151327030570184 -0.10762116927673736 0.063951821200916512 -0.10319963178550105 0.05839086181983516 0.016076732430061993 -0.006336315567066402 -0.097453782907350281 0.015168930673275405 -0.078659910289016532 0.0058043496886116975 0.082203523040316778 -0.070724010096822873 -0.0061629867692979626 0.067783825871749678
leaf_weight=92.801511215649953 1.8627348048612464 0.95620684011373702 1.3700604757759718 0.84999275160953081 1.045274884570971 0.1863558872428247 0.90646264888346273 0.32750449233571988 0.87534053507260956 0.70114786457270384 0.35968945547938336 0.17383078852435563 0.55713583455394655 0.10885466974286895 2.8621186612144811 0.7893986183189553 0.18351406976580609 0.81696531438501541 0.42724079749314114 0.47095768179860897 0.85277691054215921 1.0854549027571914 1.0467407793476011 1.4538838733278683 0.75441967665756238 4.507144681234422 1.4239104040243544 2.1384350607986553 4.1020789418616914 0.96435120154637832
leaf_count=3085 28 31 21 40 32 33 49 49 35 30 4 6 92 114 62 117 10 23 126 56 15 29 57 50 35 128 36 93 95 52
internal_value=0.000537659 0.0132687 -0.00413715 0.000103276 0.000946738 0.00042169 -0.00956312 -0.0152166 -0.053461 -0.0200583 -0.000983799 0.00444266 -0.0645496 -0.00110668 -0.00407185 -0.0222809 0.00244094 0.0135143 -0.0274029 0.0284488 0.000856363 -0.000239521 -0.0510678 0.0133041 -0.0283927 0.0223787 0.0483371 0.000844169 -0.0154274 0.00791215
internal_weight=126.961 4.189 2.32627 122.772 112.919 111.874 9.85302 8.94656 2.42648 1.57649 6.52007 6.19257 0.743492 5.83288 5.65905 2.79693 2.00753 1.82402 1.00705 0.579812 111.131 102.139 2.1322 8.99214 1.6072 7.38494 2.87779 100.006 7.20487 5.06643
internal_count=4633 80 52 4553 3832 3800 721 672 105 65 567 518 125 514 508 446 329 319 296 170 3675 3411 86 264 50 214 86 3325 240 147
is_linear=0
shrinkage=0.1


Tree=812
num_leaves=31
num_cat=0
split_feature=5 5 2 18 3 17 8 2 3 16 5 5 15 9 3 5 7 10 5 5 7 13 5 17 14 5 17 8 10 16
split_gain=0.0678319 0.723377 0.936848 1.11096 0.842132 0.523877 0.512763 0.400387 0.33706 0.620616 0.48765 0.711352 0.592968 0.336834 0.306468 0.261069 0.243073 0.241952 0.332402 0.978954 0.745594 0.840587 0.41761 0.416343 0.407437 0.337413 0.232331 0.673139 0.42012 0.517421
threshold=20.911722254300006 21.191508333600002 105.39281967610002 13.876389391100002 88.813214339350012 188.85216786605002 8.4434108459500017 154.46567853970001 92.316275283350009 22.654947022900004 22.627560662300002 23.499898996300001 40.292677025400003 204.20786774030003 87.399085362750014 20.872540794500004 23.913271136350005 61.987779113750001 19.897785533950003 19.841254985200006 24.453757170650004 116.67639440335002 19.768819263000005 208.52928782745002 264.19645454725008 20.452758643300005 197.26918533450001 8.3434888241000014 62.041548276350007 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=15 2 5 -4 7 -2 -7 -3 9 10 12 -12 -6 -5 -9 17 -13 -1 19 22 21 24 -19 -22 -20 -23 -10 -28 29 -29
right_child=1 4 3 13 8 6 -8 14 26 -11 11 16 -14 -15 -16 -17 -18 18 20 -21 23 25 -24 -25 -26 -27 27 28 -30 -31
leaf_value=-0.03544731118331601 -0.070580330213106529 -0.18648473551045719 -0.12792979729378065 0.057751020638607292 0.0082527283390288596 0.10194454801976137 -0.0041919145666720736 -0.083796799782837939 0.0031452595700861585 0.10238767871766677 -0.096031636427226508 0.070986235418637245 0.090731041123812306 -0.055234171547794676 0.037564746097310593 0.070113535673378455 -0.023983650703474583 0.00031429436828999226 0.086756282217601871 -0.11737049268238814 -0.11219962965322999 0.039701160673144317 0.072752489688449426 0.038110115352700639 0.0055989583191645509 -0.009853848549317968 -0.080561585130750304 0.092128543133628449 -0.028534876891541106 -0.0067520223713015528
leaf_weight=1.673127088761247 0.7020555511116976 0.26965339621528883 1.6956854283926079 0.5417860059533266 3.1004401177633545 0.6634207479655746 1.4501720294356344 0.7379182618751654 39.623027686393812 0.87936170026659954 0.87123449752107252 0.56181647669291102 1.2125776056200264 0.51436564652249217 0.28979136991256382 0.56915423192549397 0.51797753572463989 52.040460214805535 2.5861717748412016 0.70294604689115558 0.63144956878386516 2.0058957058936357 0.80821879301220079 0.26022098690737039 0.8130741836503147 4.3616429474204779 1.3356430043149874 0.86003650981001589 2.4723296496777039 1.3757187901064751
leaf_count=21 14 5 26 10 47 59 6 80 1207 29 33 18 22 35 16 20 25 2545 51 18 57 33 17 21 39 50 39 12 38 40
internal_value=0.000479383 -0.00196783 -0.0362908 -0.0777846 0.0015639 0.00426254 0.0291225 -0.0780317 0.00351929 0.0237189 0.0126751 -0.0288093 0.031441 0.00272511 -0.0495755 0.00267701 0.0254292 0.00209443 0.00307266 -0.000137235 0.0192003 0.0271918 0.0014221 -0.0683339 0.0673441 0.00575692 0.000359574 -0.0179035 -0.000127992 0.0312847
internal_weight=126.127 59.675 5.56749 2.75184 54.1075 2.81565 2.11359 1.29736 52.8102 7.14341 6.26405 1.95103 4.31302 1.05615 1.02771 66.4524 1.07979 65.8832 64.2101 53.5516 10.6585 9.76678 52.8487 0.891671 3.39925 6.36754 45.6668 6.04373 4.70808 2.23576
internal_count=4633 1761 150 71 1611 79 65 101 1510 174 145 76 69 45 96 2872 43 2852 2831 2580 251 173 2562 78 90 83 1336 129 90 52
is_linear=0
shrinkage=0.1


Tree=813
num_leaves=31
num_cat=0
split_feature=16 16 16 19 19 19 3 15 3 10 15 2 0 7 6 0 6 13 2 5 17 5 2 17 15 17 6 2 2 15
split_gain=0.37263 0.817304 0.63353 0.522946 0.499483 0.719244 0.648351 0.55997 0.496511 0.475533 1.04379 0.364434 0.44151 0.381721 0.360136 0.343756 0.681565 0.887948 0.449767 2.10137 0.447815 0.890737 0.819876 0.458775 0.550461 0.408771 0.375108 0.623004 0.492872 0.475828
threshold=20.394952307700002 20.034953149600003 20.674951653000004 14.051133688400002 13.751109481500002 13.651101412550002 86.26455603170001 33.423812040500003 88.813214339350012 65.644082171150004 34.139075990150012 325.13486840910008 109.03310793845002 27.902905420600003 14.745344522600002 86.345209775600011 16.375382608200002 117.39690118230001 100.00310400885002 22.382820633700003 192.80507188075003 24.310960779100004 198.08048018110003 190.37043331840002 43.153128509050006 189.31980273685002 16.455384477450004 113.96113505555 89.519014009800017 37.882159664350006
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 3 8 4 5 11 14 -8 -2 15 -11 -1 -13 -14 -6 16 17 -4 -18 25 23 22 -22 -21 -25 -20 27 28 -17 -28
right_child=2 -3 9 -5 6 -7 7 -9 -10 10 -12 12 13 -15 -16 26 18 -19 19 20 21 -23 -24 24 -26 -27 29 -29 -30 -31
leaf_value=9.2974301127941004e-05 -3.729591955142482e-05 -0.0015369798494189592 0.00045366139341005736 -0.0013188827220998107 0.00046954707801565812 -0.0018150517404988942 -0.0011432767089210149 0.00098556569228105419 0.0015369827261731113 -0.0018566984638060554 0.00037928515945086146 -0.0014548996729273798 0.0015126017381409322 -0.0019786821531053971 0.0020688052911942778 0.00051548468733791128 0.00045807025543344434 -0.0021416572479490211 -0.00085344980747159419 0.00017397957188304856 0.0018677066099463623 -0.0011172264781344836 0.0002688672863193956 -0.0018232771281126358 3.952008641373721e-05 -0.0023880564686111255 -0.00020042262929000169 0.00037192393810966582 0.0020076035588348683 0.00052418352262093709
leaf_weight=57.798098749384735 1.1269080536440008 1.2493052369682107 0.90113968960940782 1.0348141486465454 0.88561957259662394 0.79235951241571356 0.97282368230662519 0.92840451747179031 2.433595456648618 1.3554498585872345 1.9681878041010348 1.2525185852873608 0.44866562483366568 0.16456422967530671 1.3926938688382504 1.684497833251956 12.341340232873334 1.1583108942286342 1.2983018668601318 13.240461627763581 2.2420178903266779 0.91417645824549243 2.7401929679326713 1.0497816659044468 1.455502955970587 1.3731456529349086 8.5804051025770587 23.490226612892002 1.7203264273703096 5.8663471098989239
leaf_count=2856 16 42 12 38 42 32 32 8 46 31 24 203 16 93 10 12 160 52 17 212 22 73 34 23 26 23 96 267 75 40
internal_value=0.000144075 3.40886e-05 0.000228734 6.39763e-05 8.61158e-05 4.07949e-05 0.000741672 -0.000103724 0.00103872 0.000194146 -0.000532596 6.54413e-05 -0.000787489 0.000575693 0.00144715 0.000224317 9.15425e-05 -0.00100604 0.00015321 -1.53406e-06 0.000200992 0.000661903 0.000988352 2.83917e-05 -0.000741042 -0.00164225 0.000348654 0.000485541 0.00126939 9.38159e-05
internal_weight=153.86 66.9199 86.9403 65.6706 64.6357 60.4562 4.17954 1.90123 3.5605 83.3798 3.32364 59.6638 1.86575 0.61323 2.27831 80.0562 38.7144 2.05945 36.6549 24.3136 21.6421 5.89639 4.98221 15.7457 2.50528 2.67145 41.3418 26.8951 3.40482 14.4468
internal_count=4633 3372 1261 3330 3292 3200 92 40 62 1199 55 3168 312 109 52 1144 654 64 590 430 390 129 56 261 49 40 490 354 87 136
is_linear=0
shrinkage=0.00196078


Tree=814
num_leaves=31
num_cat=0
split_feature=9 9 0 7 2 0 18 19 16 18 16 13 16 6 15 16 12 9 15 0 10 16 0 15 13 9 9 19 16 16
split_gain=0.230897 0.398452 0.420537 0.426945 0.645313 0.721822 0.726228 0.869855 0.705228 0.621198 0.929991 0.729278 0.700431 0.658466 0.643547 1.3763 1.1858 0.796112 0.755801 0.677958 0.959572 0.649545 0.781013 0.676302 0.562155 0.550255 1.03622 0.532469 0.650175 0.524385
threshold=181.33671263215004 186.70853236170004 102.75018128760001 23.109894804950002 108.63443756215001 85.705356740550016 13.405741979600002 14.351157895250003 22.744946812400002 13.829007611650001 22.454947490600002 117.55283175385001 22.654947022900004 16.525386113000007 28.579157549250002 18.684956306450005 103.28033049195001 192.57902085675002 28.298162031900002 90.321439350550008 66.859265246100009 20.034953149600003 98.031937268650012 31.264641197600003 117.69263157665002 205.22231928645002 202.38851837455002 14.451165964200003 22.624947093000003 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 -2 3 4 5 -3 7 -7 -6 10 -5 -12 14 27 18 -16 -17 -18 -11 25 -21 23 -23 -22 -15 26 -19 28 -13 -27
right_child=1 2 -4 9 8 6 -8 -9 -10 12 11 13 -14 24 15 16 17 19 -20 20 21 22 -24 -25 -26 29 -28 -29 -30 -31
leaf_value=-9.2423214104778617e-05 0.00050765814287590894 -0.00056205460781202281 -0.00078958844636381345 0.0014275224182616307 -0.00052488681409190556 0.0001607127314195908 -0.0005338352282763906 0.0014791918516302237 0.00099830858517809483 0.00015720632531162089 -4.0512779306350118e-05 -4.4525578575976047e-05 0.0013347344141999284 -0.0012402440373615645 -0.0015378859921034069 -0.0017365539059389467 -0.0014201718296764341 -0.00015390153564938624 0.0013831660627293589 0.0013109042626424103 0.0012006920237506373 -0.0021322639948605539 0.00026026571253061988 3.0107776893583734e-05 0.00062497296391193324 -0.00039291626999248973 -0.0023280757762525789 0.0013395262178638383 0.00089854924761934127 0.00087044785556291034
leaf_weight=17.0858607152677 10.973642477045358 3.3474611979763749 1.9324916615369137 3.1046406347304574 12.497922142683818 4.1699841469526273 2.088849694468081 3.5714862309396267 1.2891787210246537 28.624820242373975 13.554888236219997 4.8545284578576702 1.6533060637302686 1.3345824668649577 2.5648681300663183 1.4878899464383746 1.3175709992647195 2.706517340615394 2.0734101589769116 3.4323851699009529 2.6066482583992165 0.98152578575536553 1.1267574112862346 6.975494091049768 1.1622573528438804 2.9815552206709981 1.2239142246544359 3.9010838540270916 6.6753849308006465 2.1916382405906916
leaf_count=1853 169 94 442 97 212 35 32 43 28 593 93 38 50 15 254 48 33 46 17 61 25 39 5 87 34 40 32 35 45 38
internal_value=0.000122456 0.000149371 0.000118026 0.000132228 -8.5907e-05 0.000224357 0.000492149 0.000768986 -0.000382459 0.000193159 0.000403661 0.000302694 7.56301e-05 0.000562186 4.11051e-05 -0.000165202 -3.49574e-05 6.41574e-05 0.00024001 0.000144884 0.000399378 0.000131747 -0.000853593 0.000348544 -0.000372002 -0.000277878 -0.000830927 0.000713344 0.000501479 0.000142312
internal_weight=153.493 136.407 125.433 123.501 26.9649 13.1778 9.83032 7.74147 13.7871 96.5357 34.5874 31.4827 61.9483 17.9278 60.295 29.5968 27.0319 25.544 30.6982 24.2264 15.1228 11.6904 2.10828 9.58214 2.49684 9.10363 3.93043 15.431 11.5299 5.17319
internal_count=4633 2780 2611 2169 444 204 110 78 240 1725 357 260 1368 167 1318 708 454 406 610 373 217 156 44 112 49 156 78 118 83 78
is_linear=0
shrinkage=0.00196078


Tree=815
num_leaves=31
num_cat=0
split_feature=16 16 0 3 17 10 15 17 2 5 6 0 10 2 0 19 8 18 18 3 18 9 15 9 18 15 3 7 9 2
split_gain=0.0690024 0.398158 0.534446 0.370534 0.360946 0.756471 0.422864 0.282406 0.277907 0.583405 0.503086 0.767522 0.597244 0.576533 0.334608 0.261593 0.344167 0.248464 0.51067 0.410898 0.625445 0.369405 0.793769 0.519914 0.91954 0.635063 0.88944 0.58661 0.504728 0.684881
threshold=22.624947093000003 22.614947116400003 86.780739992750014 93.794927255050013 199.05253715360001 62.165217350350012 46.055224235250002 187.32964365115004 180.42199898520002 21.701709660250007 16.515385879350003 85.882794977150013 61.93938686740001 210.71970372160004 85.990333302400003 14.451165964200003 8.3434888241000014 13.480563334700001 13.431207332600001 93.216908757050007 13.744231039150002 196.40176798710004 38.567335632300008 194.45262321395003 14.032563378150002 36.136500007950012 86.26455603170001 23.109894804950002 197.47612518640003 152.68195387130001
decision_type=2 2 2 2 2 2 2 2 2 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 -3 5 7 -6 -2 9 15 12 -12 -10 -14 -11 -9 -17 18 -1 21 -21 22 23 25 -25 26 -19 -28 29 -23
right_child=4 2 -4 -5 6 -7 -8 8 10 14 11 -13 13 -15 -16 16 -18 19 -20 20 -22 28 -24 24 -26 -27 27 -29 -30 -31
leaf_value=0.0063785051843784765 -0.0097023309992194523 -0.087163097605705217 0.011462279500649484 -0.012567140551036998 0.059191248191050108 -0.070577271622939877 -0.025058335042288979 -0.035560065554623183 0.056106089948586249 0.028679060445945499 0.0018828173350585572 -0.12551535940772027 -0.05963266363951162 0.023227243945065847 0.082100076819276127 0.047289301673221727 -0.024480996297728944 0.0046656596230640361 0.073355882602221964 -0.10213415149415531 0.019920193899307229 -0.0031011537645121972 -0.10101856554079712 0.0079807811054908064 -0.12003884853229943 0.082387702533714205 0.00087370392960167275 -0.10934891114373342 0.0011673935683981643 0.10265815487074792
leaf_weight=21.157349999700276 8.7079643756733365 1.6556614362634712 1.922804959118366 1.1138614007504655 2.2846887309569861 1.3946752479823761 0.8058955818414687 1.6441538631916062 2.0660497089847913 3.8900852070364635 1.2989005238050597 0.74363078456372012 1.458401952244458 1.9794602076144654 1.6783665074035523 1.4867236036807301 1.2135459752753375 11.069079107695872 1.2031055048428232 0.99103452135022851 0.72842681062138581 1.2748151784035138 0.97825132857542385 1.1802584594115608 1.0694782844293511 0.85575734265148717 0.78247955052211304 1.260927378090855 46.954763767708755 1.1782635095296425
leaf_count=916 158 25 17 41 73 18 13 16 15 62 34 22 21 36 21 35 14 1241 34 37 35 20 20 13 57 62 70 55 1428 24
internal_value=0.00068922 -0.000637289 -0.0290412 -0.0571617 0.00481669 0.00118296 0.0372225 0.00500767 0.0123444 0.0233524 -0.0021155 -0.0444994 0.0136134 -0.0119234 0.0447805 -0.00411307 0.0150345 0.000832437 0.00998223 -0.00216204 -0.0504275 -0.000916016 -0.0135396 -0.00826296 -0.0528771 -0.00107737 -0.00652453 -0.0671415 0.00347758 0.0476972
internal_weight=126.029 95.3763 4.69233 2.76952 30.6525 27.562 3.09058 26.1673 17.4593 9.91288 7.54644 2.04253 5.50391 3.43786 5.56845 4.34442 2.70027 90.684 22.3605 68.3235 1.71946 66.6041 17.1962 16.218 2.24974 13.9682 13.1125 2.04341 49.4078 2.45308
internal_count=4633 4095 83 66 538 452 86 434 276 148 128 56 72 57 83 65 49 4012 950 3062 72 2990 1518 1498 70 1428 1366 125 1472 44
is_linear=0
shrinkage=0.1


Tree=816
num_leaves=31
num_cat=0
split_feature=6 6 3 10 19 7 2 17 16 17 17 18 10 10 7 17 18 2 5 13 9 16 19 15 4 5 18 7 15 8
split_gain=0.309134 1.15092 0.610634 0.589869 0.729503 1.17933 0.837317 0.594911 0.589382 0.581622 0.561809 0.799407 0.690402 0.816993 0.543468 0.541891 0.489031 0.444421 0.440046 0.900227 0.413344 0.379324 0.42085 0.362955 0.341243 1.19671 0.488194 0.471081 1.23962 0.591853
threshold=13.665319288000001 13.775321858200002 81.699554126200013 78.196493182200015 13.051052998800001 22.673598830200003 186.79363985910004 214.22447330960003 15.839962959300001 207.48293496715004 201.39543491635001 17.108018746400003 78.537927364800012 80.538140213850014 26.296311413900003 238.05090660085003 14.365787915650001 172.27786944220003 16.222050829800004 103.75835308650001 214.94003843055003 14.184966829400002 11.650940033400003 21.132409465200002 309.25865594525004 21.363989181350004 14.549241649450002 23.131311951800004 25.186533201700005 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=3 8 20 4 5 16 17 -8 -2 -7 12 -12 -5 -14 -13 -16 -1 -6 -4 -20 -3 22 23 -15 -21 26 -26 28 -27 -29
right_child=1 2 18 10 6 9 7 -9 -10 -11 11 14 13 21 15 -17 -18 -19 19 24 -22 -23 -24 -25 25 27 -28 29 -30 -31
leaf_value=-0.00059480106223122478 0.0018483180900401334 -0.0023012869980133174 0.0014209658918187436 0.0015112296256405396 6.5365842607579937e-05 -0.0021238514059315045 -0.0021517576314596873 0.00027487579162423372 0.00048343189647157849 0.00070267876354555424 -0.0020490218487496463 0.0015975003521782262 -0.0015657499234007313 0.00029750123399857885 -0.0015461775266157895 0.00045004443990938786 0.001025085273625952 0.0012901558602529048 -0.0017375240654050157 0.00017873395778311642 -0.00016031052109881711 0.00081567260967621016 -0.0017527071192890637 -0.002041136529981807 -0.0024705240869680486 0.0010709334168001522 -0.00068178812797498392 0.00048568331194804985 -0.0018857249652665926 -0.0010670849599206595
leaf_weight=2.2252304543944796 2.1804588874801984 0.65664857393130549 1.0154549162834872 1.7696729067247385 4.2790458058007061 2.4847789014311279 0.98907147836871423 0.63960215414408594 2.7510056179016829 0.31542402342893172 0.94481714218272772 0.65680268360301886 0.93053116783266787 5.6896475370449462 0.94731445537036085 1.166751735989237 1.0568064391845835 1.5521865058690307 0.98975813116703548 104.88211776919343 0.73448744416236877 4.1148309295531362 0.46062321355566371 0.26712315180338908 0.97248381958343033 0.91676471789878577 1.4784649006905963 8.3188252070685831 1.3450939486792775 1.0645255804993201
leaf_count=160 33 26 11 55 91 171 52 27 25 17 122 22 76 667 268 129 34 13 69 1883 19 70 49 33 34 38 89 183 114 53
internal_value=0.000115725 0.000158198 0.000120772 -6.16114e-05 -0.000366713 -0.000870717 4.42144e-05 -0.00119879 0.00108692 -0.00180546 0.000182175 -0.00049152 0.00037135 0.00019537 3.95603e-05 -0.000444464 -7.32023e-05 0.000391387 0.000135625 0.000124745 -0.0011709 0.000350967 5.29973e-05 0.000192628 0.000140237 -0.0001462 -0.00139152 0.000115901 -0.000687348 0.000309524
internal_weight=157.796 127.306 122.375 30.4903 13.5421 6.08224 7.45991 1.62867 4.93146 2.8002 16.9481 3.71569 13.2324 11.4628 2.77087 2.11407 3.28204 5.83123 120.983 119.968 1.39114 10.5322 6.41739 5.95677 118.978 14.0962 2.45095 11.6452 2.26186 9.38335
internal_count=4633 2577 2519 2056 565 382 183 79 58 188 1491 541 950 895 419 397 194 104 2474 2463 45 819 749 700 2394 511 123 388 152 236
is_linear=0
shrinkage=0.00196078


Tree=817
num_leaves=31
num_cat=0
split_feature=17 9 8 13 10 16 3 12 15 4 6 2 7 19 12 12 7 18 5 12 9 15 16 15 10 2 0 13 12 3
split_gain=0.0877195 0.151426 0.0945489 0.143993 0.272348 0.129611 0.154694 0.371777 0.344645 0.258635 0.380378 0.34114 0.232879 0.192141 0.191247 0.23549 0.299291 0.291079 0.196899 0.19003 0.702491 0.610586 0.748155 0.673624 1.15685 0.523471 0.46165 0.452745 0.707807 0.461995
threshold=159.52695360440003 58.084576609100004 10.341929261000002 118.84598011460001 58.309968391300011 22.764946765650006 93.883646373400012 90.571070795850019 44.732387748900003 195.04069921150003 16.555386813950005 125.02712973155002 23.781511574300001 14.651182102100002 153.14646283970004 185.45355711640005 19.164717746300003 11.780626785300003 23.195398057700004 133.01805689090003 182.80199813410005 33.221582556000008 22.554947256700004 31.445204138150004 63.910026677050006 109.80045057370002 85.866664228400012 109.64607639220002 94.177001085000015 83.17551763980002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 3 5 -5 6 13 -8 9 10 -9 -11 -10 19 -13 18 17 -17 -16 20 -2 23 -23 27 -25 -21 -24 29 -29 -22
right_child=2 -3 -4 4 -6 -7 7 8 12 11 -12 14 -14 -15 15 16 -18 -19 -20 25 21 22 26 24 -26 -27 -28 28 -30 -31
leaf_value=0.037364337636069292 -0.068163807297795517 -0.10339806299440241 0.039669061906717845 0.0011271190339012002 -0.1040840346942169 0.025840650455553262 -0.11137381518490662 -0.071922402815778719 -0.10386494338493098 0.079105518572430741 0.0032792750158528745 -0.072394301051267734 0.018238302791778051 0.026390302720482789 -0.0025603892463594465 -0.056671301008765586 -0.081419887816240433 0.04903388102371059 0.067459084460288046 -0.088548108028229267 0.0057831483166311641 0.079356594007912951 0.051194620291638397 0.10221211654860032 -0.089346539588553209 -0.0013066068415688598 0.00045534830871111375 -0.011326086135812562 0.06361450387030769 -0.034754692277082215
leaf_weight=0.12175613427098042 1.2159190145866876 0.20526237043304718 0.62495483065140334 0.70401295098417793 0.37821493015508167 2.0643603131175032 0.36429660610155945 1.0595992884191221 0.57582015992193181 0.68617733535938885 1.8416123869137662 0.31410853316629106 0.2143408547854051 3.0280170682817689 0.72426805953728057 0.40626961845714482 0.5056956670796352 0.72607972120749764 0.90149406340060523 0.69444027123972674 14.830053358266023 2.3131385259330264 2.5371028780937177 0.3870500680059189 1.6997906058095393 71.662254617445797 6.1155475433915854 2.1974479192867866 2.9552911673672497 3.4689777495805165
leaf_count=47 122 239 25 62 63 35 28 43 106 22 146 72 21 42 11 38 74 54 59 15 318 95 19 7 109 2496 58 31 47 129
internal_value=0.000735258 -0.0509891 0.000870365 0.000675718 -0.0356419 0.000993996 0.000571574 -0.0125888 -0.00806525 -0.0011534 -0.0241864 0.0145178 -0.0707429 0.00153962 0.0021311 0.00930341 -0.0174568 0.0111085 0.0362658 0.000856027 0.00661062 0.00910127 0.0288382 0.000626614 -0.0538178 -0.0021439 0.015333 0.00547132 0.0316552 -0.00190168
internal_weight=125.523 0.327019 125.196 124.571 1.08223 123.489 121.425 8.31976 7.95547 7.1653 2.90121 4.26409 0.790161 113.105 3.57792 3.26381 1.63805 1.13235 1.62576 110.077 37.7203 36.5044 10.9658 25.5386 2.08684 72.3567 8.65265 23.4518 5.15274 18.299
internal_count=4633 286 4347 4322 125 4197 4162 674 646 519 189 330 127 3488 308 236 166 92 70 3446 935 813 172 641 116 2511 77 525 78 447
is_linear=0
shrinkage=0.1


Tree=818
num_leaves=31
num_cat=0
split_feature=17 6 13 5 17 16 0 18 2 17 3 17 18 9 7 2 15 2 7 5 9 9 8 15 5 6 18 19 18 5
split_gain=0.118954 0.0950161 0.114087 0.200535 0.331876 0.106539 0.131117 0.279055 0.340894 0.320148 0.266101 0.458462 0.274886 0.356892 0.196997 0.425816 0.510414 0.513808 0.418796 0.241912 0.285948 0.228643 0.283809 0.211044 0.218111 0.209445 0.170664 1.23018 0.448175 0.266302
threshold=158.19986339130003 22.560527123150003 118.84598011460001 31.794087907800002 162.43086425485004 22.764946765650006 85.990333302400003 13.063922652800002 96.242542698950004 184.89106522365003 93.668569722950011 190.19286262750003 13.431207332600001 201.40496258350001 22.398098708400003 83.777728670400009 40.42701969085001 136.64906039505004 22.276766275150006 20.201591378100002 185.62570708695003 70.238863950400017 5.1459841250500009 19.198394745150004 30.922794813800003 16.575387281250006 13.193283301750002 14.351157895250003 13.220529463200002 22.705169530700005
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=-1 2 5 4 -4 6 10 8 -8 -10 11 -2 14 -14 18 -16 -17 -18 19 -12 21 23 -23 -21 -25 -24 27 -9 -28 -30
right_child=1 -3 3 -5 -6 -7 7 26 9 -11 12 -13 13 -15 15 16 17 -19 -20 20 -22 22 25 24 -26 -27 28 -29 29 -31
leaf_value=-0.071359693071457966 -0.093272254421684353 0.042452577593692808 0.057578857958256548 0.041892872370800943 -0.091343798112570748 0.02358012317687129 0.0064324235660079875 -0.078878798226568014 0.015739102620590778 0.10189117887020518 -0.1152090065755622 0.0069654612101557895 -0.11112025865049435 0.019358923117514474 0.068046913607209297 -0.049918681864530592 0.065640637667261456 2.0578111097267279e-05 -0.071403869774598339 -0.060125554834628295 0.058034516688695748 -0.10218702208855479 -0.04771157682785121 0.075618844992581827 -0.0035678828714500914 0.010665732954896479 0.057098008319750627 0.034932275057834139 -0.0012107055523219608 0.015810388792875659
leaf_weight=0.22887556372097506 0.91360025631729758 0.54523710068315168 0.19609215128002577 0.27954125090036541 0.63172512417804683 2.0375154782086602 3.4402739075012496 1.8349545113742345 0.82360608047747497 0.905646986910142 0.18618158294703491 0.91156106302514672 0.51606840930071385 0.35303684670725488 1.0548394620418537 1.6327938069662185 1.4366431348025779 7.0428605703164067 1.0718992917099965 0.26769999753742002 0.74958144416450512 0.411924759493559 1.0261818369617688 0.71004426006402332 0.68186239874194143 1.5322679017845073 1.4346207825001318 1.9686639648862181 79.373050138910912 10.395620342736946
leaf_count=250 34 13 15 8 107 35 27 27 29 13 4 14 59 35 17 26 19 111 28 30 44 319 33 36 46 16 27 22 3008 181
internal_value=0.000666504 0.000799057 0.000615638 -0.0313382 -0.0560672 0.000903988 0.000521119 0.00201221 0.0246385 0.0608588 -0.00676566 -0.0432094 -0.0032037 -0.0581187 -0.000523132 0.00758643 0.00127965 0.0111383 -0.0141666 -0.00314338 0.000735106 -0.00854151 -0.0251522 0.0211883 0.0368271 -0.0127491 0.000781062 -0.0199728 0.0016466 0.000760415
internal_weight=124.594 124.366 123.82 1.10736 0.827817 122.713 120.675 100.176 5.16953 1.72925 20.499 1.82516 18.6739 0.869105 17.8048 11.1671 10.1123 8.4795 6.63764 5.56574 5.37956 4.62998 2.97037 1.65961 1.39191 2.55845 95.0069 3.80362 91.2033 89.7687
internal_count=4633 4383 4370 130 122 4240 4205 3334 69 42 871 48 823 94 729 173 156 130 556 528 524 480 368 112 82 49 3265 49 3216 3189
is_linear=0
shrinkage=0.1


Tree=819
num_leaves=31
num_cat=0
split_feature=6 6 16 10 16 8 17 10 17 18 10 10 7 16 3 9 3 17 10 0 17 17 16 9 15 15 14 19 9 15
split_gain=0.316817 0.960538 0.571567 0.443579 0.595387 0.709024 0.528473 0.755457 0.450125 0.700793 0.547561 0.6833 0.534697 0.603859 0.422498 0.647318 0.392527 0.395298 0.357646 0.336677 0.333186 0.481086 0.366126 0.409547 0.352733 0.339016 0.582912 0.481245 0.326714 0.326127
threshold=13.665319288000001 13.775321858200002 15.839962959300001 78.196493182200015 18.874955862150003 7.5441126493500006 207.48293496715004 76.871083323950003 201.39543491635001 17.108018746400003 78.537927364800012 80.538140213850014 26.296311413900003 17.874958200600002 81.699554126200013 218.96512164950002 79.47351079420001 166.68115439205005 68.20618276945001 88.122280599850015 201.00900942685004 197.75665858550005 14.184966829400002 38.283670303850009 21.132409465200002 11.406933305300003 354.56833066625006 10.350835137000002 210.85023439230002 6.8054746905500005
decision_type=2 2 2 2 2 2 2 2 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 16 -7 -8 10 -10 -5 -12 -11 28 15 -3 -1 -18 19 -19 21 22 23 29 25 -25 27 -27 -14 -13
right_child=1 14 -4 8 -6 6 7 -9 9 12 11 20 13 -15 -16 -17 17 18 -20 -21 -22 -23 -24 24 -26 26 -28 -29 -30 -31
leaf_value=-0.0020179086866237341 0.0018185397688438706 -0.0022494481304038702 0.00043481676430749238 0.0013931183100766443 0.00021918443598371049 -0.0020718576232111492 -0.0020349152301996753 0.0014274977174199763 -0.0020362992374868098 0.0015386892695825199 -0.0015549852250638951 0.0012497401651207093 -0.00030697167680308651 0.0019410701050878681 0.00013481963784602483 0.00054179307671420318 -0.0020516036858931374 0.00099172555777476187 0.00034909265350180368 -0.0020275175159926262 0.0018014121653612131 -0.0016979977031238284 0.0008099421803017113 -0.0020234369472243289 -0.0020279195944131012 -0.0020339624859756055 0.0019072470493761953 0.00035927708445979178 -0.002022140639976704 -0.0017261671943379624
leaf_weight=0.43457737000426444 2.0072118062525979 0.70963596762157866 2.6802118923515081 1.5777312464779267 4.4761050248052925 1.8643520113546403 0.47988398926099751 0.48931416310369968 0.8419106724322768 0.66540272266138378 0.82772610487881948 0.17379050794988327 1.2437401716233583 0.34031563065946091 121.77910776335693 0.58093876577913761 0.35675268636987301 0.19735239729925513 3.5645025881676702 0.50623559177620336 0.53586190135683942 0.48140790352772533 3.5511833904311061 0.2199950793001334 0.2514458427322096 0.35741029344353625 0.87587242062727444 3.3590418209787458 0.6502059062331681 0.76394882353633875
leaf_count=58 33 29 25 55 66 107 35 12 122 22 76 36 246 15 2474 16 39 14 184 50 14 95 38 145 33 111 19 116 136 212
internal_value=0.000114125 0.000156173 0.00102734 -7.05685e-05 -0.000352072 -0.000676031 -0.00146131 -0.000286864 0.000137719 -0.000461452 0.000310495 0.000160632 -4.1992e-06 -0.000463699 0.000122993 -0.000993 -0.000236231 -6.88143e-05 9.69191e-05 -0.00118064 0.000294981 0.000214531 0.000310913 1.56301e-05 0.000236053 0.000354346 0.000468254 0.00012912 -0.000895802 -0.00117464
internal_weight=156.843 127.757 4.68742 29.0861 12.3691 7.89297 2.83355 0.969198 16.717 3.74158 12.9754 11.3977 2.89966 2.23426 123.07 1.29057 5.05942 4.62484 4.26809 0.703588 10.57 10.0341 9.55269 6.0015 5.06377 4.81232 4.59232 3.71645 1.89395 0.937739
internal_count=4633 2577 58 2056 565 499 154 47 1491 541 950 895 419 397 2519 45 345 287 248 64 819 805 710 672 424 391 246 227 382 248
is_linear=0
shrinkage=0.00196078


Tree=820
num_leaves=31
num_cat=0
split_feature=5 5 2 18 3 18 17 2 18 6 3 7 2 5 18 18 7 0 3 18 6 17 3 6 16 9 16 3 3 3
split_gain=0.0841545 0.634446 0.767049 0.987036 0.714808 0.414569 0.403467 0.347185 0.28213 0.354032 0.531994 0.295027 0.500909 0.466876 0.367344 0.414207 0.643856 0.664324 0.403759 0.339662 0.317149 0.364757 0.510767 0.382398 0.517388 0.349421 0.385916 0.402609 0.303294 0.377108
threshold=20.911722254300006 21.191508333600002 105.39281967610002 13.876389391100002 88.813214339350012 14.349689277800001 188.85216786605002 154.46567853970001 14.262527874400002 15.205355270700002 93.571785230250015 23.109894804950002 221.01224434660003 30.475484469950004 13.317304170000002 13.24088655595 22.812602664350003 85.990333302400003 93.716961969300016 13.360173059150002 15.945372561050002 201.39543491635001 92.316275283350009 16.425383776450001 22.614947116400003 201.65416293750005 22.624947093000003 93.345954747300013 93.776108048150022 93.932038619750017
decision_type=2 2 2 2 2 2 2 2 2 2 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 7 -5 -2 -3 9 10 -6 12 14 -14 15 16 17 28 -18 -16 -13 22 -22 24 -23 26 -24 -28 -11 -30
right_child=1 4 3 5 8 -7 -8 -9 -10 11 -12 20 13 -15 19 -17 18 -19 -20 -21 21 23 25 -25 -26 -27 27 -29 29 -31
leaf_value=0.0031374861691328138 -0.067504022394397303 -0.17709874350880209 -0.12470512427622814 0.064253548339823219 -0.11032294967631524 -0.061909407498936898 0.024733722879299272 -0.046691802737043271 0.04924786331097207 -0.048004896673639288 0.043953715678541769 0.053826574978548494 -0.112798004600695 0.0049542950481365235 -0.071335607053772176 0.042737382801412094 -0.075625471827227578 0.051578844341847091 -0.006338192149029801 -0.0042326741952700524 0.067040390056422303 -0.12150568177486468 0.004769230485439542 0.01575368401209824 -0.0059324223657321812 -0.013633818952138409 0.072210266356188116 0.011149167553874561 0.030343315574454799 -0.010663073076816723
leaf_weight=66.428853307013924 0.62224053032696192 0.25667674560099729 1.545596889627632 0.52140886988490798 0.65072523179696773 0.52041377892601304 1.9937090538442133 0.99770770723989699 1.2875285912741663 1.3220678875222933 0.34045653477187443 1.5965981762856269 0.80027928373055945 0.58129253497372702 1.3371236043458332 2.3910121532680924 1.6812444617971771 2.7749858159804708 1.6829031158995347 1.7307069876696912 1.5771010126918614 0.71665778575697847 9.1045251063187624 1.2170078607741741 0.84296455513685942 5.4196190689108326 2.1166421696543685 2.2044523957883939 3.3539109290577453 6.768642560704393
leaf_count=2872 14 5 26 9 40 36 65 96 57 22 97 30 84 78 22 36 25 34 26 37 18 22 72 22 18 99 18 30 40 583
internal_value=0.000707934 -0.0020768 -0.0353909 -0.0739965 0.0012092 0.00123232 0.00279367 -0.0733761 0.00302593 0.00184069 -0.0573312 0.00303228 -0.00476851 -0.063254 -0.00126187 0.00368631 -0.00162379 0.00768369 -0.0409648 -0.0334797 0.0107162 0.00774929 0.0123728 -0.0262572 -0.0590392 0.00779786 0.0164493 0.0410593 -0.0029596 0.0029236
internal_weight=124.385 57.9562 5.20337 2.58742 52.7528 1.04182 2.61595 1.25438 51.4984 50.2109 0.991182 49.2197 24.4242 1.38157 23.0426 19.9748 17.5838 14.2196 3.36415 3.06783 24.7956 23.199 20.4223 2.77663 1.55962 18.8452 13.4256 4.32109 11.4446 10.1226
internal_count=4633 1761 150 71 1611 45 79 101 1510 1453 137 1316 987 162 825 766 730 679 51 59 329 299 237 62 40 219 120 48 645 623
is_linear=0
shrinkage=0.1


Tree=821
num_leaves=31
num_cat=0
split_feature=5 5 2 18 3 18 17 10 18 6 3 7 2 5 18 2 7 9 16 19 9 17 16 16 2 6 10 15 5 9
split_gain=0.0688331 0.53958 0.674072 0.900654 0.595161 0.346183 0.33364 0.344867 0.234856 0.304913 0.470236 0.242883 0.43371 0.437012 0.360695 0.263186 0.252549 0.321915 0.311251 0.296381 0.21499 0.487269 0.410141 0.883007 0.780495 0.528801 0.394219 0.490654 0.371348 0.336396
threshold=20.911722254300006 21.191508333600002 105.39281967610002 13.876389391100002 88.813214339350012 14.349689277800001 170.27155321280003 66.439865777750015 14.262527874400002 15.205355270700002 93.571785230250015 23.109894804950002 221.01224434660003 30.475484469950004 13.471502260950002 319.32263744460005 23.156313609200001 193.00469145105004 22.674946976100003 14.451165964200003 190.36745536595001 190.4716172434 22.614947116400003 22.654947022900004 133.24279810655003 16.505385645700006 62.116825104000007 39.203018015350004 21.990725385850002 197.47612518640003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=-1 2 -2 -4 6 -5 -3 -8 9 10 -6 12 14 -14 20 -15 -13 -18 -19 -20 21 26 24 29 28 -26 -11 -28 -22 -24
right_child=1 4 3 5 8 -7 7 -9 -10 11 -12 16 13 15 -16 -17 17 18 19 -21 22 -23 23 -25 25 -27 27 -29 -30 -31
leaf_value=0.0028263437021905412 0.0025611403759193355 0.038170492886318019 -0.1220894470609436 0.060097168527514656 -0.10751727408748919 -0.05676118843035062 0.022295707254621364 -0.1237533035439282 0.045442854870719272 0.0075554558796302618 0.040291278779426579 0.041447962091715161 -0.11173674719051974 0.04702282492445567 -0.082033965260067732 -0.10195448975677049 -0.040571053375797132 0.0060369533401744713 0.088743677885766342 0.0030101926667847889 0.084702408145986396 0.058332493981674463 -0.11653260609801896 0.00099400517870661641 -0.060226097715654375 0.0255834337848314 -0.1415850992793069 0.019857448257352681 0.0019691436882776172 -0.034353355826281649
leaf_weight=66.370832276657893 2.5605656504631034 0.23907156064524204 1.4269311155076141 0.50273586995899655 0.60339052515337144 0.51135698362486437 0.20388129333150573 0.78108598571270704 1.2574549343407841 8.6259214681786105 0.33458869059177232 2.2846723818220225 0.73065048924377041 0.4150673419389932 0.5381202991848103 0.16601211902161594 1.3619421480689222 19.192937722255014 0.92622921790461876 0.71410637994995341 1.4786183945834621 1.7959445270244021 1.1406564406643158 3.831900288896577 1.6628858180993122 1.2640906434971837 0.41104144086421079 0.34732093002821784 0.85695707784907416 0.88425340433605004
leaf_count=2872 79 10 26 9 40 36 16 75 57 488 97 24 84 26 14 52 19 222 29 35 15 27 32 93 30 17 42 10 45 12
internal_value=0.000636847 -0.00191035 -0.0332829 -0.0708823 0.00110437 0.00117127 -0.0678008 -0.0935222 0.00276385 0.00168114 -0.0547922 0.00277042 -0.00434501 -0.0602628 -0.00113326 0.00446059 0.00978979 0.00653105 0.00961027 0.0514203 0.000818989 0.0106111 -0.0090267 -0.0272319 0.0112342 -0.023167 0.00147825 -0.0676463 0.0543464 -0.0806459
internal_weight=123.421 57.0504 5.00159 2.44102 52.0488 1.01409 1.22404 0.984967 50.8248 49.5673 0.937979 48.6293 24.1494 1.31173 22.8377 0.581079 24.4799 22.1952 20.8333 1.64034 22.2996 11.1802 11.1194 5.85681 5.26255 2.92698 9.38428 0.758362 2.33558 2.02491
internal_count=4633 1761 150 71 1611 45 101 91 1510 1453 137 1316 987 162 825 78 329 305 286 64 811 567 244 137 107 47 540 52 60 44
is_linear=0
shrinkage=0.1


Tree=822
num_leaves=31
num_cat=0
split_feature=19 16 9 16 7 15 18 18 10 10 16 19 17 2 10 6 10 13 18 5 9 9 0 6 4 9 9 2 12 6
split_gain=0.0761563 0.149736 0.1332 0.111496 0.353034 0.255684 0.178303 0.25333 0.12715 0.155184 0.11835 0.178526 0.216786 0.252905 0.109854 0.223352 0.256937 0.263389 0.184406 0.278782 0.13088 0.4296 0.249605 0.641079 0.251297 0.350345 0.25508 0.240829 0.78723 0.475659
threshold=9.8507947922000021 8.3649804390000018 40.734022239000005 9.7049773055000017 25.764895874800001 14.749321184600001 15.079587624050001 14.741741751300003 89.89935142405001 103.90352982555002 11.864972254500001 10.650859343850001 179.03071761140004 223.87650328090004 86.751166953300014 5.1951213832000009 70.348883899450016 86.463501933350017 16.222567477200005 10.098719381700002 186.70853236170004 185.98753508445003 85.732241321850012 16.465384711100004 121.10381237265001 198.91155909545003 190.36745536595001 118.20523333310003 125.34039073870001 16.695390085100005
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 -3 4 -2 6 7 -5 -6 -10 11 12 13 -7 15 16 -12 -18 -16 -20 21 27 23 -22 -25 26 -26 28 -17 -29
right_child=3 2 -4 5 8 10 -8 -9 9 -11 14 -13 -14 -15 18 20 17 -19 19 -21 22 -23 -24 24 25 -27 -28 29 -30 -31
leaf_value=-0.10126740350209028 -0.10169045729203481 -0.1007036399212469 0.073315035055373887 -0.10151050199878142 0.067588531878096131 -0.10033270963880206 -0.092607716423712544 0.095809620774216897 -0.10036777152844492 0.088815581721047254 0.10324738084590826 -0.1023408168497046 -0.10475286697819269 0.099618019980292391 0.091330432922867133 0.003256537990356757 0.10256013920149554 -0.10139815311225434 -0.074918197934719294 0.069723401632390825 -0.10636625736559907 0.057598045432099544 0.00085788526922483651 -0.10747893173335848 0.015018066552748288 0.031516801375458751 -0.054746088836017795 0.021635740926615118 -0.095836441447933629 -0.081577628696188759
leaf_weight=0.21102181396963615 0.17370552464581024 0.064046009843877982 0.14043324616068276 0.11611744794299639 0.88748851564014308 0.087142536574900897 0.49749973710277118 0.14798647724092007 0.10809596044418868 0.072400228324113414 0.089553184807299568 0.27844401600304991 0.13940105101210065 0.23078755778260529 0.35939556767698277 6.3211030030106494 0.07155049592256546 0.55016740208520787 0.26198846648185281 0.27118456899188459 0.7639107497252543 1.654942175839097 95.563054637183086 0.23465667851269234 0.85461611388018388 1.8162917010886301 1.3551473964471368 7.7564931568776938 0.91815703641623247 0.47377576259896148
leaf_count=329 72 41 17 43 40 76 177 3 99 10 1 101 26 6 12 309 1 264 92 22 60 43 1931 8 27 139 50 364 78 192
internal_value=0.00056524 -0.0421742 0.0188097 0.000710734 0.0305235 0.000404325 -0.0573539 0.00905472 0.0520279 -0.024483 0.000770741 -0.0392124 -0.000776914 0.0448128 0.0010173 0.000753874 -0.0551148 -0.0779256 0.0359681 -0.00135002 0.00109146 0.00917292 -0.000284364 -0.0220087 -0.00688413 -0.00102101 -0.0277651 0.00399236 -0.00931145 0.0156943
internal_weight=122.471 0.415501 0.204479 122.055 1.24169 120.813 0.761604 0.264104 1.06798 0.180496 120.052 0.735775 0.457331 0.31793 119.316 118.423 0.711271 0.621718 0.892569 0.533173 117.712 17.1245 100.588 5.02462 4.26071 4.02606 2.20976 15.4695 7.23926 8.23027
internal_count=4633 387 58 4246 221 4025 223 46 149 109 3802 209 108 82 3593 3467 266 265 126 114 3201 986 2215 284 224 216 77 943 387 556
is_linear=0
shrinkage=0.1


Tree=823
num_leaves=31
num_cat=0
split_feature=15 2 5 7 7 12 8 9 5 12 5 19 4 16 6 12 16 0 2 18 15 15 17 9 2 17 9 9 13 7
split_gain=0.0704881 0.245657 0.105621 0.370652 0.318772 0.235137 0.366711 0.269377 0.234496 0.300971 0.166162 0.162866 0.159496 0.157561 0.126142 0.387082 0.258689 0.198811 0.346041 0.208576 0.175722 0.154271 0.252883 0.199035 0.138335 0.136909 0.132306 0.427425 0.480294 0.341298
threshold=50.429073788800004 310.93569142660004 25.834968130800004 21.698399695800003 20.714163848350005 66.834523482800009 5.9453602998000008 71.932467616300016 24.453399453300005 270.40131768760006 30.922794813800003 13.351077205700003 348.46570331020007 22.834946602000002 16.695390085100005 79.204428604100016 22.704946905950003 85.619326080400015 90.05676182820001 12.783127173500002 34.139075990150012 42.80317728375001 191.06791329340004 188.08209940425004 110.58799860680001 196.58703564235003 186.70853236170004 185.98753508445003 117.67112391160002 22.502236473750006
decision_type=2 2 2 2 2 2 2 2 2 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 5 -4 7 10 14 13 -7 -12 -11 -10 16 -16 17 18 -1 -19 25 23 -23 -20 -18 -17 27 28 -21 -28
right_child=1 -3 3 -5 -6 6 -8 -9 9 12 11 -13 -14 -15 15 20 24 19 21 26 -22 22 -24 -25 -26 -27 29 -29 -30 -31
leaf_value=-0.10644861195110183 -0.10666554041385899 0.024210892138262771 -0.1074261104974166 0.075070793845161993 -0.10371127955661293 0.045428635217076956 0.090484712185704863 -0.10068630669599887 -0.10401269598642532 0.016121123073501536 -0.088943415916008892 0.010065150173953517 -0.041280151090607779 -0.0046068868492343731 0.052084577019480584 -0.11010297375470542 0.0043044104245924157 0.05376131329693902 -0.0075458224682605508 0.00022006794383933807 -0.014810506308394346 -0.10904470222453184 0.023085791045920581 0.10386240564373449 0.05104692166721761 -0.03563989387160809 -0.044263570076582152 0.059522264249529236 0.10449941708502611 0.00029823002619660545
leaf_weight=0.46371897943754348 0.25926353249451395 0.32097672959753254 0.15750177390873465 0.85424985702775291 0.26900648750779499 0.7671631005323436 0.547040688805282 0.24407556198150349 0.62305271718105304 1.1914722531801092 0.2385886205775023 0.54718313089688309 0.8153150517027824 0.21429188351612538 0.61301001079846118 0.44837754980835631 1.0552916806191199 0.75056674754887254 0.67325335216082727 12.732088594411829 1.4814446707605382 0.31005960114998743 0.27184341008251067 0.21049749851226807 1.5827833618968723 0.54954305291175842 1.7522445730864991 1.5393129104177212 0.45755538344383317 89.86829959406532
leaf_count=30 52 24 6 33 37 64 15 289 137 8 26 36 42 6 24 37 13 19 100 1245 42 13 30 2 32 18 24 43 4 2182
internal_value=0.000503556 -0.0342674 0.000669981 0.0174828 -0.000273335 0.0108499 0.0187972 -0.00302575 0.000151773 -0.0282129 0.0123236 -0.0199974 -0.0071998 -0.0785729 0.000854743 -0.0190682 0.00140646 0.000657781 -0.0311575 0.00123092 -0.0366603 -0.00733605 -0.0473183 0.0189901 0.0323488 -0.069097 0.000860187 0.00965714 0.00383757 -0.000554015
internal_weight=121.809 0.58024 121.229 3.62481 2.77056 2.50155 2.34405 1.79701 117.604 2.84413 1.55293 0.785772 2.00679 0.837345 114.76 3.09238 111.668 109.029 1.92937 107.1 2.47937 1.46565 0.581903 0.883751 2.63808 0.997921 106.35 14.729 13.1896 91.6205
internal_count=4633 76 4557 506 473 436 430 415 4051 193 126 62 50 143 3858 121 3737 3692 175 3517 97 145 43 102 45 55 3498 1292 1249 2206
is_linear=0
shrinkage=0.1


Tree=824
num_leaves=31
num_cat=0
split_feature=4 16 14 19 5 6 3 5 10 10 16 7 17 13 19 6 10 6 6 0 9 8 9 8 0 16 13 6 3 12
split_gain=0.0688248 0.193319 0.560983 0.275506 0.193744 0.339617 0.176262 0.729163 0.376215 0.602301 0.293891 0.341382 0.51727 0.37981 0.27826 0.633072 0.254523 0.312647 0.490685 0.795192 0.568373 0.732598 0.432832 0.565054 0.420571 0.318376 0.305056 0.351982 0.287771 0.419401
threshold=239.38000160390004 22.674946976100003 256.87274144255008 14.651182102100002 24.800945798900006 14.745344522600002 93.292185584700022 22.458857822500004 62.079186690200011 62.025417527550012 22.604947139800004 23.736034462250004 199.05253715360001 117.34313201970001 14.451165964200003 16.425383776450001 62.111448187750007 15.885371159150003 14.135330269750002 95.050437202000012 194.82237869650001 8.4434108459500017 197.61184394335004 8.2435668022500028 94.047642319350018 12.054971810200001 117.39690118230001 16.285380505300001 80.785478361850011 191.62027512645003
decision_type=2 2 2 2 2 2 2 2 2 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 -4 10 -8 9 -9 14 -12 -13 -14 16 -16 -2 18 24 20 -20 22 -22 -24 25 -18 27 -19 -26 -30
right_child=1 2 4 -5 -6 -7 7 8 -10 -11 11 12 13 -15 15 -17 17 26 19 -21 21 -23 23 -25 28 -27 -28 -29 29 -31
leaf_value=0.0027081251247271921 -0.035422538313178438 -0.075107784056121799 -0.0069956115646775717 0.033589288605853286 -0.0075451435053373386 0.077095773405140719 -0.1049216914623497 -0.0093509878356037909 0.039400443336144064 -0.11201322310207971 0.040101785130203765 -0.037259365242343294 -0.00093000581897569523 0.080476219122264936 -0.081285498162350561 0.021738301576814941 0.034588789851782882 0.011485770658401395 -0.10550858552645413 -0.11356007689225987 0.099502726799292771 -0.076658706660789958 -0.042742270559599692 0.078208328330084773 -0.0062967820527502806 -0.10367822887742716 -0.00035166684354036304 0.085820985259131913 -0.012420578350726267 0.039504043608836026
leaf_weight=63.945709543929752 2.2740344522462754 0.5217105083575001 0.68896772712469179 1.9255403023562383 0.73135851060578705 1.5855065083596853 0.84755262257021868 9.3072013540369163 1.4187968518399419 0.60885230590065553 3.2987239612266412 2.1916800232138485 1.5256700771860781 0.91796572692692269 1.4312658760463812 1.0226103058084843 0.22750195443951327 1.3824294637888663 0.56631255435058792 1.0054100590787127 0.6792767480947085 0.83922909005923418 0.99026749265613012 0.63325718489068095 8.7899815922601174 0.62142640550155193 3.264975544065237 1.1813043062575159 2.409494864565203 4.3891193481686059
leaf_count=1988 33 15 11 31 42 64 26 327 60 32 27 19 33 17 47 27 31 23 20 67 9 28 38 44 1215 74 19 25 58 183
internal_value=0.000453026 -0.00206461 0.020613 -0.00355292 0.0372269 0.0516234 -0.00493295 -0.0154531 -0.00876322 -0.0156545 -0.00169997 0.0155129 -0.00198586 0.0296507 -0.00600702 -0.0383521 -0.00329386 -0.000585858 -0.00623684 -0.0346794 -0.0132931 0.00332759 0.0324777 0.00443461 0.00191955 -0.0666244 0.0199205 0.0457376 0.00565234 0.0211015
internal_weight=121.223 57.2774 3.52754 53.7499 3.00583 2.27447 51.8243 12.1824 11.3349 9.91605 39.6419 7.93404 4.63532 2.44364 31.7079 2.45388 29.254 26.98 21.1513 4.71375 3.70834 3.14203 2.3028 1.62352 16.4375 0.848928 5.82871 2.56373 15.5886 6.79861
internal_count=4633 2645 132 2513 117 75 2482 445 419 359 2037 96 69 50 1941 74 1867 1834 1767 206 139 119 91 82 1561 105 67 48 1456 241
is_linear=0
shrinkage=0.1


Tree=825
num_leaves=31
num_cat=0
split_feature=9 9 3 0 6 2 10 5 6 16 19 2 15 17 9 8 9 12 2 7 13 15 5 17 15 6 0 4 12 18
split_gain=0.247153 0.457302 0.495136 0.415773 0.942028 0.530204 0.475991 0.611044 0.3706 0.781085 0.342916 0.596972 0.645173 0.336747 0.31545 0.616311 0.65567 0.292639 1.2901 0.770999 1.03334 0.500395 1.47191 0.523104 0.496255 0.486136 0.718773 0.681675 1.26723 0.47236
threshold=181.33671263215004 186.70853236170004 76.190903416900014 85.732241321850012 16.465384711100004 45.979371440700014 61.928633034850002 21.252944829650001 16.575387281250006 22.834946602000002 14.451165964200003 121.36426933400001 36.136500007950012 240.41195881570002 74.737174262250008 5.1459841250500009 177.59430306730005 148.96091148645004 129.01927736685002 22.958251375150002 117.56896250265002 36.370482311550013 20.769304081650002 181.57898176000003 38.567335632300008 15.205355270700002 88.729872137350014 274.81987900165007 367.09662155515008 12.783127173500002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=14 10 13 4 -4 -6 8 -8 -7 -10 11 12 -2 -3 -1 -16 -17 24 -19 20 -20 22 23 -21 29 27 -27 -23 -29 -5
right_child=1 2 3 17 5 6 7 -9 9 -11 -12 -13 -14 -15 15 16 -18 18 19 21 -22 25 -24 -25 -26 26 -28 28 -30 -31
leaf_value=5.8144581831529216e-05 0.00060531739853258992 -0.0019879568678384642 -0.0021137043478743822 0.0015575885059472758 -0.0021706354286239755 0.0011245161931799875 0.0018327756682239306 -0.0015556269461013024 -0.0015958159051743046 0.00058570650494992711 0.0011518761561856172 0.0011534711350617624 -0.0007014276337612154 0.00043725409351919996 -0.0019885875447285578 0.0012172430680893913 -0.00064481581599120264 -0.0019440307579050408 -0.0017850447851331798 -0.0012597085947701923 0.00010931979342419523 0.0008678264039625297 -0.0024832735256766045 9.6478370402844647e-05 0.0010866296537595111 0.00026148768030670222 0.0011822588614461519 -0.0021075863456006465 0.0011921313242920816 0.00017991672682313644
leaf_weight=11.336685658552598 3.0791931182611716 0.72181013067529309 0.99301808961899851 0.97813911363482375 0.42983964830636967 1.653350058419164 0.25031920285255171 1.120729882881278 0.87499715201556716 2.2629988543922082 2.5353641860419875 2.3843497961715912 2.7499161846935749 0.3167047936731251 0.91445771967755618 0.95135414657124773 3.0834855582143064 1.2159516848623741 1.9061412897426624 1.1524364380457033 2.640838720370084 1.0154929807176807 0.93526673910673608 21.372566476464272 2.6273891590535632 31.085403435397893 3.6412850003689519 1.4500548089417864 0.64717756156460371 43.951393852650654
leaf_count=1330 26 336 60 11 11 19 5 98 16 75 71 52 20 68 423 46 54 21 41 48 37 10 19 455 25 268 56 124 23 785
internal_value=0.000105921 0.000133644 9.98147e-05 0.000111272 -0.000333317 -6.51291e-05 8.17343e-05 -0.00093699 0.000373243 -2.25881e-05 0.00052152 0.000326939 -1.11472e-05 -0.00124837 -0.000122164 -0.000535173 -0.000205771 0.000140694 5.72614e-05 9.42181e-05 -0.000684818 0.000152004 -7.29858e-05 2.70924e-05 0.000258346 0.000291497 0.000358036 -0.000450834 -0.00108934 0.000209909
internal_weight=150.278 133.992 123.243 122.205 7.58525 6.59223 6.1624 1.37105 4.79135 3.138 10.7488 8.21346 5.82911 1.03851 16.286 4.9493 4.03484 114.62 67.0626 65.8467 4.54698 61.2997 23.4603 22.525 47.5569 37.8394 34.7267 3.11273 2.09723 44.9295
internal_count=4633 2780 2611 2207 284 224 213 103 110 91 169 98 46 404 1853 523 100 1923 1102 1081 78 1003 522 503 821 481 324 157 147 796
is_linear=0
shrinkage=0.00196078


Tree=826
num_leaves=31
num_cat=0
split_feature=12 18 13 17 13 8 8 15 10 17 17 6 7 13 15 8 6 17 17 9 9 9 9 17 2 15 0 15 13 10
split_gain=0.0673867 0.310051 0.428955 0.487265 0.423225 0.596334 0.311467 0.262882 0.164171 0.151884 0.561543 0.298922 0.398178 0.32087 0.223157 0.389307 0.336475 0.194365 0.175985 0.170335 0.306192 0.307997 0.27825 0.216888 0.133323 0.194216 0.143402 0.126881 0.113583 0.42103
threshold=322.74414298955008 14.380989918050002 117.55283175385001 204.73764675200002 115.13321943645001 5.445750190600001 1.3489472949000001 49.977661466200011 80.13218303615001 208.35751021765003 209.54662559615002 14.195331671650001 24.453757170650004 108.34217419895002 24.673905035600004 7.3442686056500008 8.2451926476000015 215.11020472680005 207.26881593930003 219.87257840710004 215.63980588275004 217.47560379410001 222.99855983130001 192.28474763930004 296.32908460740003 18.871799531050005 97.789976036950009 44.732387748900003 103.89008753490002 78.196493182200015
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=9 2 3 -2 5 6 -3 27 -8 18 -11 13 -13 14 15 16 -12 -17 19 20 24 -22 -21 -24 28 26 -26 -4 29 -1
right_child=1 4 7 -5 -6 -7 8 -9 -10 10 11 12 -14 -15 -16 17 -18 -19 -20 22 21 -23 23 -25 25 -27 -28 -29 -30 -31
leaf_value=-0.030037405849297833 -0.10578270244822972 -0.1004408312200516 0.014994994264025049 0.067042701892447654 0.066924764917171517 -0.089201375833363239 -0.0031108292152113508 0.077957940147403745 0.080183734283558669 -0.11056314655082221 -0.10106380183512549 0.031723703843295474 -0.089386897430396461 0.10587261945524258 0.015280399676929138 0.001676989360809601 0.089958001409645993 -0.1032088523295577 0.04948800442639445 -0.077875514649536681 0.088094205072750009 0.012838672530223583 0.049732493728625607 -0.03171888828359469 0.060804930080663649 0.084770342364304641 -0.10425034987768177 -0.085085757156574002 0.0022134484595476398 0.0068895070888691694
leaf_weight=5.1321037531315579 1.027133585271826 0.16358109515204011 0.26314645865932096 0.19393867382314045 0.90768193826079357 0.7010940440250123 0.3827864937502452 0.36657045898027718 0.61971465421083849 0.55054325788660108 0.12562091610743642 0.4079457391053436 0.81141452537849545 0.30541798472404469 2.9218482782744104 0.24624927826516796 0.34672533377306536 0.62536465287485044 0.77050993918237409 0.70517753294552621 0.79336729433998643 1.7291146511561235 0.52772342624120916 0.85914527290151455 0.093972208462217988 0.43519554863451049 0.11966895129808108 0.24426112696528435 90.701822520164569 7.7507630647296537
leaf_count=373 124 154 18 10 39 142 39 13 34 48 106 11 46 2 55 25 12 116 29 39 29 54 27 31 7 21 38 28 2136 827
internal_value=0.00051058 -0.0110132 -0.040052 -0.0783334 0.0109115 -0.016318 0.0275024 0.0134326 0.0483792 0.000994538 -0.0140528 -0.00487707 -0.0488685 0.0068575 -0.000231658 -0.0339558 0.0391556 -0.0735764 0.00186499 0.00152787 0.00208165 0.0365079 -0.0267309 -0.00072547 0.00124852 0.0464371 -0.0316491 -0.0331829 0.000965468 -0.00782094
internal_weight=120.83 4.86991 2.09505 1.22107 2.77486 1.86718 1.16608 0.873978 1.0025 115.96 6.34113 5.79059 1.21936 4.57123 4.26581 1.34396 0.472346 0.871614 109.619 108.848 106.756 2.52248 2.09205 1.38687 104.234 0.648837 0.213641 0.507408 103.585 12.8829
internal_count=4633 601 193 134 408 369 227 59 73 4032 421 373 57 316 314 259 118 141 3611 3582 3485 83 97 58 3402 66 45 46 3336 1200
is_linear=0
shrinkage=0.1


Tree=827
num_leaves=31
num_cat=0
split_feature=6 6 16 16 13 5 5 10 3 16 15 15 9 9 5 3 0 10 16 0 15 9 3 19 10 10 19 12 2 12
split_gain=0.30805 0.695539 0.504517 0.477416 0.64322 0.694861 0.612022 0.496644 1.08515 0.673165 0.827177 0.571588 0.457262 0.439156 0.408433 0.490295 0.83909 0.530243 1.28541 1.12661 0.708612 0.601765 0.411969 0.407898 0.537751 0.765872 0.646213 0.635216 0.560997 0.610539
threshold=13.665319288000001 13.775321858200002 15.839962959300001 14.504966081100003 102.83621194775002 16.411347766100004 16.546942136250003 70.182199495350019 83.613736315050019 18.094957686100003 27.063546193350003 24.474073043650005 206.39860865795001 216.07042296730003 17.687678651600006 85.589753040950015 93.843319501450011 66.859265246100009 19.224955043700003 90.321439350550008 35.645792850250011 204.51365672970005 89.732667019950014 12.050972309250001 72.327589083450007 75.981203682750007 13.351077205700003 216.20511703005005 186.79363985910004 94.177001085000015
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=23 2 -2 -3 -5 -6 -7 14 11 -10 -11 -9 -13 -12 -8 -16 17 19 -19 22 -20 -21 -17 -1 27 -26 28 -25 29 -27
right_child=1 3 -4 4 5 6 7 8 9 10 13 12 -14 -15 15 16 -18 18 20 21 -22 -23 -24 24 25 26 -28 -29 -30 -31
leaf_value=0.00016057251493967046 0.001738447653883379 -0.0010840459427963066 0.00039237125772914334 0.0015508015380357172 -0.0010972958076228951 0.0014351422086301799 0.00089783640692940125 -0.0003446820541374877 0.00018915665108290667 0.0003943826751008051 -0.0020932157021369175 0.00090681296871578869 -0.00013869809370254638 7.196862287141429e-05 -0.00099312289354596198 -0.00078213421494631907 0.0016349431952876147 0.00065031599408795957 -0.0017495919886082708 0.000413164106562595 0.00015717510965355808 0.0019388420091070761 0.00017099417589869947 0.00041869556939136019 -0.0020486818397507625 0.00052553200642735929 0.0005966586936544245 -0.0011786224017494686 -5.4113612276559892e-05 -0.0020457699706539242
leaf_weight=14.668514816545214 1.7603246364742506 1.224778335654263 2.7319025825709105 1.2407710049301375 1.7426955774426449 1.4076936352066685 3.0331380665302268 4.984608366154136 1.5792790568375483 0.84189006872475181 2.6546061583067062 4.4111011270433664 2.5311737582087517 0.41668732522521157 1.3806174043565977 1.7836396005004633 1.5073828524909902 2.5967868817970148 2.4523858185857539 1.8849535174667829 1.0790280973305924 2.1027019061148167 77.473185570026089 4.9846033020294254 1.2853466290398499 0.44961860019248012 1.8116329823969861 1.1846856908523475 1.9689477412030099 1.6876337353751294
leaf_count=1318 33 125 25 14 27 8 22 29 41 34 241 26 44 16 21 25 23 44 58 20 22 37 1642 88 92 18 68 86 176 210
internal_value=0.000120208 0.000162544 0.000919845 0.000133794 0.000146531 0.000131493 0.000150257 0.00013421 -0.000170216 -0.000891388 -0.00132747 0.000161892 0.000525617 -0.00179946 0.000189858 0.000166583 0.000184201 0.000159732 -0.00039691 0.00020071 -0.00116698 0.00121766 0.000149544 -6.52264e-05 -0.00031291 -0.000676799 -0.000378828 0.000111963 -0.000809208 -0.00150484
internal_weight=150.862 122.821 4.49223 118.329 117.104 115.864 114.121 112.713 17.4193 5.49246 3.91318 11.9269 6.94227 3.07129 95.2938 92.2607 90.8801 89.3727 6.1282 83.2445 3.53141 3.98766 79.2568 28.041 13.3725 7.20318 5.91783 6.16929 4.1062 2.13725
internal_count=4633 2577 58 2519 2394 2380 2353 2345 431 332 291 99 70 257 1914 1892 1871 1848 124 1724 80 57 1667 2056 738 564 472 174 404 228
is_linear=0
shrinkage=0.00196078


Tree=828
num_leaves=31
num_cat=0
split_feature=13 16 16 12 15 18 17 16 8 10 8 17 17 15 3 19 10 7 8 2 13 0 16 19 5 16 10 13 2 9
split_gain=0.0702992 0.258639 0.254647 0.420173 0.248812 0.233784 0.182953 0.421839 0.207164 0.172722 0.191112 0.229233 0.248335 0.170848 0.166133 0.144014 0.141293 0.375166 0.112564 0.238674 0.108464 0.280487 0.438751 0.376596 0.368588 0.730476 0.468516 0.326431 0.505983 0.295101
threshold=95.937628385050019 14.274966618900002 14.184966829400002 216.20511703005005 6.8054746905500005 17.327266398450003 211.79441883225005 17.684958644900004 7.8438787148500007 78.290589216800015 1.3489472949000001 201.00900942685004 201.39543491635001 11.406933305300003 85.000980710400015 12.451004585100002 81.339300736700025 24.453757170650004 5.2459061469000003 206.22726210890002 98.577694269150015 98.51854819030001 14.464966174600002 11.850956171350001 16.222050829800004 15.664963368500002 72.209296925700016 103.75835308650001 292.59177727695004 205.73475031020004
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 3 4 -1 16 -7 8 -8 14 11 -11 -13 15 -5 -12 20 -18 -15 -20 -2 24 -23 -24 25 29 -27 28 -26 -22
right_child=5 -3 -4 9 -6 6 7 -9 -10 10 13 12 -14 18 -16 -17 17 -19 19 -21 21 22 23 -25 27 26 -28 -29 -30 -31
leaf_value=0.082102835922109874 0.017703950779988601 -0.089224189037695856 0.083486708418084477 -0.10226687259387089 -0.10143785210538268 0.095607520314094308 0.026180564051748297 0.10155220484339965 -0.10317006023290001 -0.10113649803902923 -0.10172421132445973 0.10127515177693319 -0.10105329454714473 0.065874412066768959 0.025767665366143895 0.10162264523764658 0.015030498491178063 -0.10274855095612377 0.078980533926039764 -0.10235447743811395 0.097832927137182238 -0.10519483131371642 0.028316595034861222 -0.030417973723239334 -0.093535974108477749 0.014977443964919257 -0.10412085618882297 0.00095948423833144576 0.048646880527284525 0.022427418342451103
leaf_weight=0.083678172110922211 3.7096529085865759 0.39636293954390556 0.30387408181559283 0.25254579607280936 0.62945586533169262 0.44151460658758768 0.23250202822964638 0.34216961823403835 0.26486880704760551 0.25254134928036398 0.14158566221340141 0.17607862502336502 0.092547925696635502 1.0243575988570226 0.16927305593526398 0.046190153807401657 0.63644557984662131 0.47029712919902522 0.15768049762118597 0.13449569193471689 1.3742048057029022 0.56241426162887265 1.5857220999896524 3.5037606620462611 0.84609514366093097 1.15399791431264 0.4627562489331466 99.922081087274137 0.35543130972291692 0.83395824953913678
leaf_count=37 122 96 17 44 514 14 20 17 26 163 84 7 104 48 24 1 8 136 9 65 36 63 12 195 61 42 118 2516 21 13
internal_value=0.000572571 -0.0127037 -0.00394874 -0.0123556 -0.0799014 0.00101179 0.0434959 0.0160904 -0.0427035 0.00732701 0.0194506 -0.0327362 0.0315684 0.0375306 -0.0508875 -0.0517038 0.000540237 -0.0350183 0.050258 -0.00449231 0.000884513 0.000320371 -0.0213801 -0.0121181 0.00148903 0.0319608 -0.0191115 0.000336459 -0.0514759 0.0693545
internal_weight=120.559 3.86067 3.4643 3.16043 0.713134 116.698 1.28106 0.83954 0.497371 2.4473 2.02548 0.521168 0.268627 1.50431 0.421819 0.187776 115.417 1.10674 1.31653 0.292176 114.31 110.6 5.6519 5.08948 104.949 3.82492 1.61675 101.124 1.20153 2.20816
internal_count=4633 1213 1117 1100 551 3420 77 63 46 549 481 274 111 207 68 85 3343 144 122 74 3199 3077 270 207 2807 209 160 2598 82 49
is_linear=0
shrinkage=0.1


Tree=829
num_leaves=31
num_cat=0
split_feature=13 8 10 7 18 12 18 13 9 12 15 15 2 5 5 6 7 7 13 0 5 0 18 5 17 10 10 19 16 5
split_gain=0.340682 0.398361 0.394494 0.44425 0.401888 0.537354 0.368317 0.319779 0.350062 0.532491 0.298949 0.293949 0.284753 0.253974 0.239611 0.22575 0.602014 0.552796 0.658688 0.559644 0.332462 0.398565 0.768136 0.647896 0.497564 0.489504 0.472663 0.433125 0.426945 0.78239
threshold=95.937628385050019 2.9476996444500005 82.299080289250014 21.034091097450002 16.161386252450004 279.38363401210006 17.327266398450003 73.265860971000009 38.283670303850009 293.55977308740006 6.8054746905500005 15.840011140850001 260.77742537720002 5.3654262215500008 20.608876568850004 10.715250360100002 25.522455861100003 21.833224794850004 105.40368946235002 95.550490414250007 13.252098438300001 98.51854819030001 15.265416824250002 16.222050829800004 199.59317753375004 75.629015667650023 75.424692849750016 13.351077205700003 14.464966174600002 13.951472829300002
decision_type=2 2 2 2 2 2 2 2 2 2 2 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 10 11 -7 9 -9 -6 14 -8 -5 -2 16 17 18 -13 -19 -17 23 -23 -22 28 26 -25 -26 29 -24
right_child=6 -3 4 13 5 7 12 8 -10 -11 -12 15 -14 -15 -16 20 -18 19 -20 -21 21 22 24 25 27 -27 -28 -29 -30 -31
leaf_value=0.00076367080161511222 -0.0020965973093675337 -0.0013036584077781965 0.0013009406089346273 0.00017606018214056304 0.00076486983414798143 -0.001992118741097928 0.0014292059861703646 0.0014898141754425814 0.0014879763532813983 -0.0020517779542338975 -0.0019975152622045411 -0.0021025787877688119 -0.00021930220262626927 -0.0020111323329618743 0.00018977619635542718 0.00094506193758209906 -0.002033825497251689 -0.0020082432270961052 0.00082561292747237991 0.00091788207327089084 0.0010232997104219317 -0.0021020568328056137 0.00019540615863135988 0.0001479653815120118 -0.0020459547724577419 -0.00087088975179582982 0.001006223557984659 -0.00012137135973966785 0.00072686391384589816 -0.0020692673726870523
leaf_weight=0.45485764904878934 0.40982398681808163 1.2481138851544527 1.0556070404709319 0.26329232472926356 0.19325130292418213 0.18120209003973275 1.4738405365496867 0.31241281575057633 0.98992222128435969 0.34178899475955404 0.68281345040304586 0.80793580145109378 0.55438493704423297 0.9081442624446936 0.30917317223293139 2.0294202330987892 0.6522158165462314 0.2854488884477181 0.46553529985249043 2.100336019997485 3.3618674911558619 0.78729071537963946 2.7756907054863391 118.63858004237045 0.81313386908732344 1.7767664361163031 2.5194254070520392 1.0055050596129147 2.9647862494457513 0.74363535013981152
leaf_count=16 30 449 49 27 40 90 41 16 29 112 235 56 36 150 36 35 62 106 8 56 60 64 75 2527 57 26 18 24 32 71
internal_value=0.000128981 -0.000305586 -7.41834e-05 -0.000880949 0.000275042 -0.000125843 0.000148927 0.000480006 0.000752463 -0.000360497 -0.00138816 0.000137114 0.000978611 -0.00151954 -0.00111344 0.000143458 -0.000298339 1.09895e-05 -0.00103214 0.000567784 0.00015732 0.000145512 -0.000251044 0.000174053 -7.55258e-05 0.000150829 0.000165812 -0.000981874 0.000178683 -0.00028312
internal_weight=151.106 6.63141 5.38329 1.62629 3.757 2.70139 144.475 1.82533 1.64412 0.654202 0.876065 142.447 2.02823 1.17144 0.718997 141.728 4.31147 3.65926 1.27347 2.38578 137.416 135.387 9.09004 126.297 8.30275 122.935 121.158 1.81864 6.48411 3.51933
internal_count=4633 1213 764 193 571 522 3420 247 157 128 275 3343 77 177 66 3277 288 226 64 162 2989 2954 323 2631 259 2571 2545 81 178 146
is_linear=0
shrinkage=0.00196078


Tree=830
num_leaves=31
num_cat=0
split_feature=0 7 19 18 15 7 12 15 7 10 18 0 5 7 7 18 7 8 3 3 16 3 18 7 3 2 8 3 0 8
split_gain=0.0662095 0.177679 0.146341 0.211112 0.142534 0.136652 0.252403 0.389807 0.301362 0.260437 0.246744 0.236088 0.428422 0.168654 0.283992 0.357372 0.193221 0.147298 0.281958 0.321075 0.148877 0.318791 0.175057 0.146578 0.13087 0.304071 0.126025 0.114163 0.256699 0.205809
threshold=71.249517373150013 19.729453620400005 13.351077205700003 11.890615410500002 21.881081380950004 21.833224794850004 218.12027148180002 27.220712026400005 21.115414688150004 71.658163008950012 14.349689277800001 82.250688042950017 30.359384049000003 21.946499523750003 22.093462376800005 12.722397935550001 22.172877373800002 8.8430989333000021 92.316275283350009 93.469623821300004 22.714946882600003 94.109476856350014 12.854871756700001 23.913271136350005 103.28787291370001 189.32640726775003 3.4473097536500004 94.227769014100019 85.619326080400015 8.2435668022500028
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 4 -1 -4 26 6 7 -3 11 10 -8 12 -9 -7 -15 -16 -17 20 23 -20 22 -22 -18 -19 -6 -26 -2 28 29 -24
right_child=1 5 3 -5 24 13 9 8 -10 -11 -12 -13 -14 14 15 16 17 18 19 -21 21 -23 27 -25 25 -27 -28 -29 -30 -31
leaf_value=-0.10864586534731535 -0.068611139357782444 -0.087675494664936418 0.023735170557913427 -0.10554560134516409 0.072473090742001187 0.052954786997683558 -0.068948189042122729 -0.10445086044353678 -0.034677012469082572 0.073866064754189484 0.069645009056510998 0.098727931952083098 0.09560917751250772 -0.067355148174044546 0.093960869941388067 0.047120522187670932 -0.059977165378427122 0.04700129406105169 -0.095673710360880543 -0.010160704152047395 0.071975808361754698 -0.0067178278236126824 -0.012337633948384505 -0.018246569114952725 -0.071655648928794544 0.075693631293958952 0.036710883464420502 0.04282479935571832 0.0010046333513571994 -0.10437387561155281
leaf_weight=0.17462321528296243 0.23241660666826547 0.88200031991618688 0.541689955691254 0.16472256709676003 0.83534488733857848 0.62211245960497663 0.38411768902369636 0.22726888257602729 1.636718430323526 0.54338598204776645 0.19300411513722793 0.37031811242923141 0.20234271790832281 0.60906876203080074 0.41303323693864413 0.89220528534497034 0.47648859489709039 0.66326614469289713 0.77186391782015551 1.0183983271272152 0.90907697379589025 1.1868916258681563 0.59815595997497328 0.71594386759534245 0.2520003323443234 0.3152455500967335 0.2222518734051846 0.64164134199836453 103.16657029813268 0.4091682613507146
leaf_count=103 30 350 73 54 33 19 74 45 31 21 7 11 7 39 16 32 9 20 20 47 19 34 13 24 27 17 27 32 3338 61
internal_value=0.000638858 0.000840412 -0.026674 -0.00641076 0.031529 0.000355471 -0.0168552 -0.0307108 -0.0100911 0.0241813 -0.0225991 0.0402137 -0.0102246 0.00103102 0.000743818 0.0011146 0.000770514 0.000396467 -0.0208501 -0.0470293 0.00102354 0.0274137 0.000498214 0.0131313 0.0473017 0.0102334 -0.0171274 0.000773134 0.000514124 -0.0497221
internal_weight=120.271 119.39 0.881036 0.706413 1.85726 117.533 4.43916 3.31865 2.43665 1.12051 0.577122 0.79993 0.429612 113.094 112.472 111.863 111.45 110.557 3.16947 1.79026 107.388 2.09597 105.292 1.37921 1.40259 0.567246 0.454668 104.816 104.174 1.00732
internal_count=4633 4403 230 127 134 4269 546 444 94 102 81 63 52 3723 3704 3665 3649 3617 111 67 3506 53 3453 44 77 44 57 3444 3412 74
is_linear=0
shrinkage=0.1


Tree=831
num_leaves=31
num_cat=0
split_feature=17 3 14 18 18 5 2 18 19 16 10 16 7 8 0 13 6 4 4 5 6 3 3 9 2 9 6 7 17 12
split_gain=0.223267 0.890424 0.655372 0.459798 0.451164 0.458323 0.412904 0.345664 0.285872 0.594556 0.831722 0.442704 0.615366 0.558511 0.397786 0.320695 0.319157 0.282874 0.347263 0.784927 0.281439 0.378125 0.429139 0.336476 0.661085 0.417648 0.405878 0.392153 0.329419 0.58532
threshold=201.39543491635001 92.90235915575002 162.62753922915002 13.988302431200003 14.152310743200003 7.754880527600001 325.13486840910008 14.122113655700002 12.250988447150002 18.684956306450005 75.981203682750007 17.684958644900004 25.290974689350005 7.3442686056500008 97.789976036950009 98.599201934150003 5.0851188130000002 395.41070928875007 371.16724128940001 23.195398057700004 16.665389384150004 93.394346993650018 95.002044955650021 227.40597858270002 122.71527679435002 187.55294863440002 22.560527123150003 20.714163848350005 199.05253715360001 232.35148227425003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=6 2 -2 -4 -5 -6 17 -8 15 10 -10 12 -12 -14 -15 16 -7 18 20 -20 28 -22 -23 24 25 -24 -26 -27 -1 -30
right_child=1 -3 3 4 5 8 7 -9 9 -11 11 -13 13 14 -16 -17 -18 -19 19 -21 21 22 23 -25 26 27 -28 -29 29 -31
leaf_value=0.00016575627116982043 -0.002149334488130419 -0.0021261228390501295 0.00094458204739749328 -0.0011192813061863835 -0.0019836432001402254 0.0016568302517043605 -0.0020833941205016006 -6.8101959209093221e-05 -0.0018451879247230567 0.00024802662470801019 0.00093612428704221604 0.0017201173966866507 0.0006528230081382369 0.00077974409496497606 -0.0018709819493160915 0.0018542627098480401 -0.0019835182961730454 0.00098736222865826407 -0.0018106378345534777 0.00067723131776971184 -0.0011166566221089684 0.0012411984727113 0.00071345232072729113 0.002004049581194791 -0.0021188378007623659 0.00015460988095859445 0.002032617742443614 -0.002097040216921774 0.00034393786064409809 0.0017032814875339113
leaf_weight=98.707040867351679 0.5227023926563622 0.76338107917763309 2.1104625687003162 1.3323488500900591 0.41491338127161981 0.1649975271429891 0.56756684431547799 0.77270441778091481 1.3551579366903777 14.518192463787271 1.0561786107718951 0.47141546593047667 0.66716795240063254 0.25681005604565132 1.4277894453553015 0.70866436325013638 0.21100312951602973 1.6172757985732449 1.0511019089390163 0.90940539816801891 1.4133240366354574 0.92101313568127796 1.7517480364786027 0.24331848695874203 0.93777766494167714 0.71728627849370219 0.10021917521953583 0.50798969708557706 8.2199401684338209 1.4296696138917457
leaf_count=2397 15 34 17 34 248 5 90 117 116 250 10 22 49 6 138 15 121 195 78 29 29 21 130 4 215 31 1 40 144 32
internal_value=0.000124984 -3.97987e-05 2.33575e-05 6.93453e-05 -1.24428e-05 5.69471e-05 0.000160701 -0.000921521 9.75793e-05 4.37612e-05 -0.000522779 -6.08284e-05 -0.000307184 -0.000865553 -0.00146689 0.00107765 -0.000386052 0.000172938 0.000161672 -0.000656609 0.000175628 -0.00021771 2.75912e-05 -0.000234893 -0.000370578 9.92311e-05 -0.00171801 -0.000778906 0.000199559 0.000545336
internal_weight=145.849 25.9812 25.2178 24.6951 22.5846 21.2523 119.867 1.34027 20.8374 19.7527 5.23452 3.87936 3.40795 2.35177 1.6846 1.08467 0.376001 118.527 116.91 1.96051 114.949 6.59268 5.17935 4.25834 4.01502 2.97702 1.038 1.22528 108.357 9.64961
internal_count=4633 1080 1046 1031 1014 980 3553 207 732 591 341 225 203 193 144 141 126 3346 3151 107 3044 471 442 421 417 201 216 71 2573 176
is_linear=0
shrinkage=0.00196078


Tree=832
num_leaves=31
num_cat=0
split_feature=13 16 16 12 15 18 7 16 15 10 19 9 3 10 17 9 6 17 2 18 17 16 7 19 16 8 12 0 5 18
split_gain=0.0689372 0.232204 0.228461 0.377013 0.227442 0.216334 0.168238 0.359643 0.270286 0.159527 0.173032 0.165346 0.148099 0.1232 0.105837 0.557989 0.39255 0.271425 0.211888 0.328927 0.208454 0.298145 0.271897 0.202879 0.158409 0.425004 0.155795 0.135836 0.110281 0.348243
threshold=95.937628385050019 14.274966618900002 14.184966829400002 216.20511703005005 6.8054746905500005 17.108018746400003 26.545218975000001 17.684958644900004 20.268860138950004 78.290589216800015 9.4507625164000029 31.257715529350005 85.000980710400015 87.143681840350013 205.96542837505004 201.81004550795004 15.945372561050002 205.28496454895003 325.13486840910008 13.956123578150001 209.54662559615002 18.764956119400004 25.290974689350005 12.851036860900001 12.604970524100002 2.6479335789000005 266.21985070420004 96.631250582750013 13.252098438300001 16.060787203800004
decision_type=2 2 2 2 2 2 2 2 2 2 2 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 14 -7 8 -8 12 -11 13 -5 -12 17 26 20 18 24 -20 22 23 -17 -22 25 -2 -16 -23 29 -26
right_child=5 -3 -4 9 -6 6 7 -9 -10 10 11 -13 -14 -15 15 16 -18 -19 19 -21 21 27 -24 -25 28 -27 -28 -29 -30 -31
leaf_value=0.078760813001686913 0.066863498323825127 -0.087889838324936687 0.080503391230428517 -0.10210454563851108 -0.10130893856036907 0.078261984353418246 0.02329771941977539 0.1014206881938587 -0.10207788152864457 -0.10094867228628274 0.048664398373548225 0.037813071654991433 0.022809939109255488 -0.10156061404747757 -0.10657702785179718 -0.0072429123609892123 0.04569785981270675 0.054100471285854261 -0.10677279151719246 0.012619810831976983 0.0063802745177262074 -0.014154870276214999 -0.10908965068428525 -0.10232965714079706 0.0023412659495099133 -0.10343875264882524 -0.017601795482651832 0.025124010644899792 0.0011769940729658163 0.095442685624193807
leaf_weight=0.079840668485303801 0.21849513432243739 0.37056712232879352 0.28914209024514992 0.23463306573103215 0.57753663021776447 0.61922288523055513 0.43020952830556758 0.31477397866547108 0.28643038327572867 0.11445437436668715 0.082509149913675972 1.5604863103071691 0.15938935319172742 0.16134475077706156 0.69857735282857802 0.58734375005587913 1.4466026970185337 0.96909784129820664 0.45911872910698903 0.46391215483890846 0.27512083470355708 1.5229871175251903 0.47339982911944389 0.45655749921570532 1.7841070757276605 0.44496313954550715 0.27397731191013008 2.0868082819506526 102.18221680886472 0.51853041606955219
leaf_count=37 13 96 17 44 514 20 14 17 47 166 13 198 24 104 58 20 62 25 89 52 12 35 41 74 178 152 20 12 2467 12
internal_value=0.000691174 -0.01288 -0.00435183 -0.0126123 -0.0794389 0.00111398 0.037059 0.0123222 -0.0268131 0.00638196 0.0182832 0.0258464 -0.0515743 -0.0507313 0.000597427 -0.0106321 -0.000566984 0.00141796 0.000936642 -0.0467665 -0.0129558 -0.00324607 -0.0526961 -0.0614533 0.0013554 -0.0473535 -0.0815119 0.00855209 0.00166469 0.0233068
internal_weight=120.142 3.6299 3.25934 2.97019 0.657377 116.512 1.65064 1.03141 0.71664 2.31282 1.91879 1.80434 0.394022 0.243854 114.862 7.82137 6.84882 107.04 106.071 0.923031 5.40222 4.34147 1.06074 0.731678 105.148 0.663458 0.972555 3.6098 104.485 2.30264
internal_count=4633 1213 1117 1100 551 3420 98 78 61 549 481 315 68 117 3322 334 256 2988 2963 141 194 133 61 86 2822 165 78 47 2657 190
is_linear=0
shrinkage=0.1


Tree=833
num_leaves=31
num_cat=0
split_feature=15 13 7 0 5 0 19 13 17 5 2 4 18 6 17 17 9 4 17 0 9 15 2 14 9 7 18 18 15 16
split_gain=0.0637242 0.219027 0.145479 0.156746 0.142729 0.0967944 0.0769766 0.339937 0.580655 0.440243 0.62005 0.39513 0.394256 0.281352 0.32781 0.243707 0.218559 0.53239 0.484724 0.464245 0.455215 0.452381 0.451699 0.538679 0.468241 0.450083 0.334216 0.566738 0.302299 0.263613
threshold=46.674706678850008 117.56896250265002 23.209106085000005 79.271876434400014 25.361845021250002 86.692020874450009 14.351157895250003 115.13321943645001 199.59317753375004 20.201591378100002 185.00267682035005 348.46570331020007 13.900697602550002 16.585387514950003 183.58889821140002 200.17087924040001 195.74493321760002 371.16724128940001 209.54662559615002 93.72771580185001 194.57718764590001 44.024213102900006 197.03438354685002 293.09468805300008 197.61184394335004 23.365573965200003 13.037923179150001 13.220529463200002 42.968808980200009 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=6 5 3 -3 -4 -2 13 8 -8 10 -9 12 15 16 -15 -11 20 22 -19 -20 21 28 26 -24 -25 -26 -18 -28 29 -1
right_child=1 2 4 -5 -6 -7 7 9 -10 11 -12 -13 -14 14 -16 -17 17 18 19 -21 -22 -23 23 24 25 -27 27 -29 -30 -31
leaf_value=0.0033302371865390236 -0.10330073404874984 0.022602456497069202 -0.024052568302300868 -0.10263064637096411 0.026194826225166008 -0.0026690099561339437 0.018820383471323109 0.089991604660418029 -0.079391773265961751 0.0026223029605872421 -0.018926703737036317 0.061961472167455095 -0.05013989290698926 -0.014015149228295113 -0.11157516847605989 0.045564567550411716 0.056367212461711308 -0.09298792818792688 0.1012917126516155 -0.056507824302755222 -0.050203840528942313 -0.11187303991065881 0.096326706350326086 0.10230262443873524 -0.11649788082566477 0.015216568351094207 -0.072274822945274597 0.0027027290171350851 0.1040584376072077 -0.02053193210717999
leaf_weight=18.347726163423445 0.34720276422922269 0.15889818966388736 0.91173050238285247 0.26938130079724942 1.4878162187524138 0.13189202005742118 1.1741009391844266 1.426029592752456 1.2354088357824364 28.326070450362757 0.82507029687985767 1.1473067002370942 1.3753476690035302 1.2685062961918436 0.47277511631273217 1.3862700457684685 1.1119122151285399 1.0544353481964197 0.32872776500880707 0.43072579713043524 2.2428885269910088 0.37724439916200836 1.0480697392486025 0.58671711563147244 0.27520757168531407 4.5262136318415287 1.0344001478515554 39.707876517260047 0.26818053494207461 6.1920766526600337
leaf_count=1768 63 4 37 61 19 9 17 46 51 462 11 46 54 396 24 18 10 90 11 98 46 16 8 20 4 226 13 950 3 52
internal_value=0.00061559 -0.0130726 -0.00247952 -0.0561673 0.00710285 -0.0755974 0.00100524 0.00477845 -0.0315352 0.00731565 0.050071 0.00432987 0.00220295 -0.000750887 -0.0405037 0.00462583 0.000141911 0.0040702 -0.0491164 0.0117954 -0.00703408 -0.00318957 0.006068 0.0307312 0.0179719 0.00766697 0.00227537 0.000799134 -0.00153687 -0.00269085
internal_weight=119.476 3.30692 2.82783 0.428279 2.39955 0.479095 116.169 36.8956 2.40951 34.4861 2.2511 32.235 31.0877 79.2737 1.74128 29.7123 77.5324 50.1043 1.81389 0.759454 27.4281 25.1852 48.2904 6.43621 5.38814 4.80142 41.8542 40.7423 24.808 24.5398
internal_count=4633 193 121 65 56 72 4440 705 68 637 57 580 534 3735 420 480 3315 1430 199 109 1885 1839 1231 258 250 230 973 963 1823 1820
is_linear=0
shrinkage=0.1


Tree=834
num_leaves=31
num_cat=0
split_feature=16 15 18 15 19 9 5 7 16 16 3 9 19 16 15 16 10 16 12 2 2 19 5 9 5 14 16 17 0 10
split_gain=0.233356 1.32136 1.13658 1.01827 0.625735 0.609137 0.891006 0.640287 0.608951 0.604165 0.504232 0.445326 0.700655 0.432769 0.665069 0.451521 0.580487 0.510184 0.500283 0.486573 0.478592 0.697245 0.567695 0.464399 0.405739 0.378873 0.371952 0.370658 0.361792 1.08072
threshold=18.684956306450005 28.826925781250004 14.032563378150002 28.298162031900002 12.851036860900001 187.24995708280002 17.352342178450005 27.710259192450007 17.684958644900004 18.734956189500004 84.850427055100013 213.03443802080002 13.251069136700002 17.874958200600002 26.384523135650003 16.094962363000004 78.962703749400006 15.404963976500001 82.088033630950022 189.32640726775003 82.092636011950006 12.350996516100002 14.835543846500002 204.99169312540002 9.1899936892500005 323.75256173445001 15.054964794950001 243.29790314680005 96.631250582750013 70.128430332750014
decision_type=2 2 2 2 2 2 2 2 2 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 4 13 24 7 25 -9 -2 -3 -4 -13 14 15 17 -17 18 -1 23 -20 -22 26 -19 -6 -7 27 -23 29 -11
right_child=9 2 11 -5 5 6 -8 8 -10 28 -12 12 -14 -15 -16 16 -18 19 20 -21 21 22 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.0023720189727489652 0.0013133443589711366 0.0021021415174298083 -0.0021241520190163274 0.0015779778882490185 -0.0020367204752529968 -0.0021054820625262417 0.00026273015842230406 -0.0020088128343340914 0.0019351083449667601 0.00015089323764955323 -0.00058679852980158057 -0.0021861424274043856 0.0014978119249974156 0.0018528113271501024 -0.0021861891826151182 -0.0017750657541557929 0.0015402651408413395 0.00073264033335319672 0.00069964031727101856 0.0015962788642332375 9.5716623146117894e-05 -0.0020482702464332731 -0.0019836329087898163 -0.00051081937206592649 0.00054685879833939308 0.00014288527617017973 0.0019526309930617755 0.0011868653459848552 0.00055851886491458964 -0.00082914103279449448
leaf_weight=0.32151898220765218 1.7054928692523379 0.50055054575204738 2.2595922132750279 1.7043598741220183 0.25869809748837669 2.4668668273370722 1.8018601677613331 0.25157928810222063 0.37468909844756126 93.761354648511769 0.57740651552740019 0.41357121049077239 0.38166357635054737 0.56663548183860157 0.47194458806916273 0.9087456783709047 0.26146988989785314 4.1187950864550649 4.0375172742351451 1.6370838341535998 15.057843704275003 0.3530391920357937 1.2098269560156039 1.6046224250458179 2.4187057886542789 0.32626009779050935 0.28086156921926886 0.22164201276609674 7.2857833774760357 4.5352868310874319
leaf_count=35 29 3 217 24 81 147 42 35 17 1489 38 41 12 10 33 252 8 48 118 45 1376 39 59 27 198 14 7 20 42 127
internal_value=0.000105999 -1.28808e-05 -0.0010692 9.45005e-05 2.95874e-05 -0.000463172 -0.000853097 -0.00144108 0.000350789 0.000155625 0.000661814 -0.00168002 -0.000418072 0.000154932 0.000123373 0.00015969 -0.0010343 0.000208133 5.54855e-05 0.000653646 9.23693e-05 -5.08204e-05 -0.00111917 0.000384023 0.000297226 -0.00184285 0.000103278 -0.000800549 0.000136924 0.000105676
internal_weight=152.075 44.7873 4.13278 40.6546 38.9502 7.89866 5.22126 3.4194 0.626268 107.288 1.07796 3.05483 0.795235 31.0515 30.4849 30.013 1.17022 28.8428 21.4822 7.3605 21.1607 17.1232 2.06537 5.72342 2.6774 2.79313 0.855543 0.574681 105.582 98.2966
internal_count=4633 2946 311 2635 2611 534 255 213 52 1687 41 270 53 2077 2067 2034 260 1774 1654 120 1619 1501 125 75 279 161 66 59 1658 1616
is_linear=0
shrinkage=0.00196078


Tree=835
num_leaves=31
num_cat=0
split_feature=6 6 2 10 3 5 16 10 15 3 0 10 16 0 7 9 9 3 3 10 9 0 3 7 9 12 7 7 0 3
split_gain=0.35091 0.573836 0.606037 0.516317 1.07263 0.611902 0.610277 0.812468 0.566774 0.379387 0.693763 0.55564 1.26409 1.03916 0.712934 0.564428 0.421144 0.388252 0.367414 0.359683 0.635243 0.549218 0.397926 0.422716 0.358617 0.347599 0.443127 0.646333 0.570374 0.551042
threshold=13.665319288000001 13.825323026450002 189.32640726775003 70.182199495350019 83.613736315050019 17.687678651600006 18.094957686100003 71.053259929650025 27.063546193350003 85.589753040950015 93.843319501450011 66.859265246100009 19.224955043700003 90.321439350550008 23.913271136350005 204.51365672970005 197.47612518640003 89.732667019950014 93.883646373400012 61.917879202350001 187.45330412110005 85.495657006400009 94.472418703950012 22.673598830200003 216.07042296730003 133.01805689090003 22.958251375150002 22.835261448650005 85.990333302400003 93.776108048150022
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=-1 2 -2 5 -5 -3 7 -6 -8 -7 11 13 -13 17 -14 -15 -16 -11 25 22 21 -21 -20 -24 -10 -19 27 28 29 -27
right_child=1 3 -4 4 6 9 8 -9 24 10 -12 12 14 15 16 -17 -18 18 19 20 -22 -23 23 -25 -26 26 -28 -29 -30 -31
leaf_value=-6.5612934241054765e-05 0.00040198841254405771 0.0010789301282518352 0.001910689753462479 0.00012988530316868056 0.00152882342942117 -0.00091082001771707966 0.00020182921514434198 -0.001501006173406789 -0.0020828665630642936 -0.0007291261085019962 0.0015563198190245685 0.00068915506004610405 -0.0022130082847328582 0.00045416895127949568 0.00054704647277589561 0.0019327540793267076 -0.0012370160945268855 0.00051758072463411542 0.00080792537616169611 -0.001648204275380333 -0.0014322822651333803 0.00045245862592277193 1.4860101336986581e-05 -0.0020665500601727131 9.056162275113944e-06 -0.0014247733065134802 0.00027126766596226613 -0.0012197262912665432 0.00050866664284853673 0.00028838818092439812
leaf_weight=24.830699298932814 3.4839213062077752 3.1008131485432378 1.4495657220249993 15.089949562971016 0.75371343526057788 1.1809635948156927 0.68458693567663464 0.62033307671663351 2.310230905131903 1.7724685120629136 1.4433461464941491 2.4336508889682582 1.4341455465182664 1.9522904029581689 0.94838645891286466 2.0192500445991755 1.0972937404876573 15.539040222065521 2.4996469031484576 0.59748054951705798 1.827297666648519 2.4031357561470941 6.5531968177147064 0.39791876706294704 0.36481690230721131 1.5256683105253599 39.18720034067519 1.918173123616725 4.3546526873251423 1.3700950465863568
leaf_count=2056 35 23 38 159 8 23 34 43 239 28 23 51 38 21 13 37 29 227 37 232 148 26 484 29 16 41 393 34 50 18
internal_value=0.000146609 0.000190408 0.000845278 0.000162407 -0.000125572 0.00022215 -0.000939915 0.000160963 -0.00139016 0.000193414 0.000207702 0.000186033 -0.00039489 0.000226969 -0.00115303 0.00120593 -0.000409917 0.000178337 0.000198912 -8.54467e-05 -0.000520858 3.41761e-05 0.000136983 -0.000104291 -0.00179757 0.000262458 0.000180475 -0.000207577 6.01971e-05 -0.000614212
internal_weight=145.144 120.313 4.93349 115.38 19.8236 95.5561 4.73368 1.37405 3.35963 92.4553 91.2743 89.831 5.91348 83.9175 3.47983 3.97154 2.04568 79.946 78.1735 14.2787 4.82791 3.00062 9.45076 6.95112 2.67505 63.8948 48.3558 9.16859 7.25042 2.89576
internal_count=4633 2577 73 2504 499 2005 340 51 289 1982 1959 1936 131 1805 80 58 42 1747 1719 956 406 258 550 513 255 763 536 143 109 59
is_linear=0
shrinkage=0.00196078


Tree=836
num_leaves=31
num_cat=0
split_feature=13 13 7 18 10 10 3 17 16 8 9 6 15 10 5 19 3 10 7 6 19 5 19 10 7 13 6 3 9 16
split_gain=0.0660864 0.216034 0.214165 0.198736 0.16575 0.272794 0.321393 0.162189 0.351815 0.24654 0.152222 0.139452 0.13316 0.127197 0.220197 0.115261 0.120817 0.114441 0.352177 0.101335 0.0904438 0.19827 0.0860144 0.540881 0.462705 0.549654 0.431622 0.385289 0.368804 0.521209
threshold=95.937628385050019 92.792132372400019 21.034091097450002 17.327266398450003 82.299080289250014 87.313054702550019 69.085308578100012 211.79441883225005 17.684958644900004 7.7439566930000003 27.033907557900005 5.5651300283500005 13.699258176050002 90.937096262400004 7.754880527600001 11.950964240300001 85.850533479600017 81.339300736700025 24.453757170650004 13.185308072600002 11.450923895500003 10.726864994700001 12.651020723000002 72.62331947780001 24.040556609400003 104.19926021995002 11.085259005300001 79.086372823400012 205.73475031020004 15.454963859600001
decision_type=2 2 2 2 2 2 2 2 2 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 17 12 20 10 -5 9 -9 -7 13 15 -12 -15 16 -1 22 -19 -4 21 -6 26 -24 -25 27 -2 -26 29 -28
right_child=3 2 19 7 5 6 -8 8 -10 -11 11 -13 -14 14 -16 -17 -18 18 -20 -21 -22 -23 23 24 25 -27 28 -29 -30 -31
leaf_value=-0.10144530552448382 -0.084569782153442061 0.039587466897580526 -0.10199422319553522 0.095033838378750651 -0.10063880390738944 -0.10107759096669702 -0.10244358945000072 0.046791106490273598 0.10132185748230001 -0.1025741251079819 0.07080275653446437 -0.10048686251889989 -0.10151806248763162 -0.10046957554242764 0.088147045641976701 0.093372791603610839 0.049450437226285338 0.015202820652469352 -0.10252745846534628 0.0065487589459992711 0.079960029243531794 0.067379885537495368 0.0017980316011458747 0.0092935581101709144 -0.10432898880946705 -0.10602231315709604 0.0091067715011048378 -0.0030864722902226864 -0.011009341528324475 0.061762426782197566
leaf_weight=0.13450222667961487 0.48909179044130624 0.17712391446912068 0.53821962813526625 0.39060243871062883 0.10323488770518485 0.10298115265686625 0.32284919289213576 0.19101350923301652 0.2907066959887743 0.26219231233699247 0.49078742618439719 0.076645595830086677 0.25125341711100191 0.13943748490692087 0.11129833006998524 0.087887988462171052 0.087631603761110455 0.63457791300606803 0.42376622566371225 0.10237153744492389 0.56743353873025626 0.21970156021416187 92.525314556513194 1.901016813735622 0.47022607960389073 1.2264264728873966 7.8075385976790113 1.8736423179507253 5.1449900343068284 2.4759973545778848
leaf_count=51 94 15 168 14 61 170 206 10 17 36 40 147 83 181 6 6 19 8 136 10 34 16 2258 81 58 81 234 91 141 161
internal_value=0.000796908 -0.0127151 -0.0577377 0.00120578 0.000942307 0.0136582 -0.0165871 0.0428544 0.0154568 -0.0396209 0.0135044 0.0279265 -0.0474128 0.0411996 -0.0167451 -0.00356379 -0.0419171 0.000794801 -0.031937 -0.0846482 0.0559161 0.0136684 0.0010989 -8.56232e-06 -0.0305599 -0.05178 0.007917 -0.0233977 0.0108489 0.0217848
internal_weight=119.62 3.51336 0.817715 116.107 2.69564 2.13437 1.244 1.13451 0.743913 0.453206 0.92115 0.818169 0.561275 0.741523 0.250736 0.310022 0.222134 114.973 1.05834 0.640591 0.89037 0.322936 113.914 97.9966 5.47131 3.57029 15.9176 2.34387 15.4285 10.2835
internal_count=4633 1213 193 3420 1020 861 750 77 63 46 544 374 159 227 187 76 70 3343 144 178 111 77 3199 2569 311 230 630 149 536 395
is_linear=0
shrinkage=0.1


Tree=837
num_leaves=31
num_cat=0
split_feature=16 15 18 15 19 4 5 5 15 8 15 15 15 6 6 7 17 0 6 10 17 7 19 19 9 15 5 7 17 2
split_gain=0.270637 1.00951 0.981746 0.593855 0.558016 0.569961 0.435536 1.04821 0.485397 0.398851 0.329855 0.337789 0.820124 0.563905 0.603696 0.488507 0.425395 0.319485 0.881195 0.938442 0.420293 0.891237 1.00661 0.796203 0.746033 0.540943 0.671403 0.500202 0.47869 0.411888
threshold=18.634956423400002 28.826925781250004 14.032563378150002 28.298162031900002 12.851036860900001 169.78554988275002 17.352342178450005 14.608687763150002 20.152484759300005 5.1459841250500009 26.384523135650003 23.949961253350004 23.340124910500005 13.705320222600003 11.355265313950001 24.673428656250003 162.04221493815001 86.345209775600011 16.375382608200002 62.186725015400008 191.20566072810004 23.209106085000005 14.451165964200003 14.351157895250003 192.57902085675002 45.102215827400009 24.953649448350003 23.445318439400001 196.70927211395002 100.00310400885002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 3 -3 4 10 -6 7 8 -7 -8 11 12 16 14 -13 -15 -1 18 19 -2 23 22 -22 -19 28 27 -27 -26 -23 -20
right_child=17 2 -4 -5 5 6 9 -9 -10 -11 -12 13 -14 15 -16 -17 -18 20 29 -21 21 24 -24 -25 25 26 -28 -29 -30 -31
leaf_value=-0.0020067009638637338 -0.0021681732785378892 0.00060375969896707946 -0.0019546659861897184 0.0014481636019956603 -0.0018685302532545738 -0.0020764376246713962 -0.0012362431271678172 -0.002100879810806006 0.00041375667996232873 0.0010006095965605811 -0.0014602920512675065 0.00043120825157111353 -0.001694436415628976 0.00043278105159989073 -0.0020410680617925776 0.001971656365129108 0.00018830690611565181 0.00033184811770741829 0.0004120509563147905 0.0003378748234353988 -0.0013491559564121648 0.0004555453964238805 0.00023933148077930161 0.0015479652093984171 0.00094285647134864691 -0.001690795294659182 0.00043466923905410279 0.00030333057329861066 -0.0012425791125050337 -2.4987962294828081e-05
leaf_weight=0.3449868636980814 1.3751281898948939 0.83346411287493483 1.8714691695495274 1.1725625330000173 0.9707577753579234 0.34681679692585099 0.38691061303370577 1.244375924579799 2.275430951063754 1.4742154439445583 0.48052226671279541 1.5455548104946495 0.96520196626079169 1.7212386733881433 0.50342832133173931 1.470783540047705 21.163123817728774 9.9848462003283185 12.105911409016697 0.98673227353719983 2.9276211299002162 0.94507362321019117 3.2213796861469746 2.6110892668366423 5.3131234906613818 1.1134029371896752 1.1737617552280424 40.884342590812594 1.9657111256383357 26.308283684888011
leaf_count=297 52 38 250 19 89 36 131 69 175 25 35 65 65 44 35 16 1518 99 178 15 40 15 36 29 105 36 19 494 46 562
internal_value=0.000129994 -1.10249e-05 -0.00116634 7.56238e-05 2.95007e-05 -0.000479218 -0.000243753 -0.000618874 8.44052e-05 0.000535589 0.000150362 0.000178288 7.37499e-05 0.000626545 -0.000176222 0.00114185 0.000153099 0.000179287 4.12678e-05 -0.0011212 0.000259524 0.000188511 -0.000516969 0.000583945 0.000272916 0.000330799 -0.000600017 0.000376882 -0.000691232 0.000112741
internal_weight=149.687 38.7708 2.70493 36.0659 34.8933 6.69851 5.72775 3.86662 2.62225 1.86113 28.1948 27.7143 22.4733 5.24101 2.04898 3.19202 21.5081 110.916 40.7761 2.36186 70.1404 57.5444 6.149 12.5959 51.3954 48.4846 2.28716 46.1975 2.91078 38.4142
internal_count=4633 2907 288 2619 2600 525 436 280 211 156 2075 2040 1880 160 100 60 1815 1726 807 67 919 791 76 128 715 654 55 599 61 740
is_linear=0
shrinkage=0.00196078


Tree=838
num_leaves=31
num_cat=0
split_feature=3 9 13 9 16 0 3 5 3 4 12 6 2 12 6 17 6 18 14 19 5 16 14 14 16 6 9 15 5 9
split_gain=0.0653686 0.203156 0.494107 0.283983 0.252849 0.222781 0.27414 0.277992 0.280728 0.189426 0.203356 0.175958 0.356166 0.245906 0.372778 0.169541 0.157368 0.138562 0.188427 0.124187 0.149194 0.113059 0.124021 0.64426 0.482487 0.289397 0.486774 0.633594 0.276936 0.223742
threshold=93.883646373400012 186.16747084260001 117.60122400020002 185.62570708695003 22.834946602000002 85.495657006400009 94.383699585650007 30.133297129900004 95.002044955650021 376.61861354110005 95.011694655150009 16.715390552450003 121.84632764400003 142.16329074190006 16.575387281250006 168.09695031380002 16.505385645700006 12.783127173500002 129.42733769190002 14.651182102100002 22.327062271350005 22.714946882600003 243.11725288025005 244.85040433755003 22.674946976100003 16.515385879350003 205.22231928645002 45.484733152800011 22.825270530250005 205.73475031020004
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=17 3 -3 4 9 6 -4 8 -8 10 -2 13 -13 14 -12 -10 -15 -1 -19 21 -21 22 28 -24 25 29 27 -27 -20 -25
right_child=1 2 5 -5 -6 -7 7 -9 15 -11 11 12 -14 16 -16 -17 -18 18 19 20 -22 -23 23 24 -26 26 -28 -29 -30 -31
leaf_value=0.038517188302048901 -0.074935431277324785 -0.10390880716322644 0.057268104745015674 0.088675820343137549 0.10110765177152269 -0.052477340562147257 0.0033990934492064031 0.046267472475089805 0.0018871817746654647 -0.10162511938157248 -0.10445054033480645 0.051680989373363767 -0.10609956907595414 0.061401087673549098 0.0063301447620031136 -0.10445244034491388 0.010698646020998188 -0.079436714539122211 0.0025321106420786634 0.042622381471180547 -0.0027915606103285687 0.034959903336378571 -0.11044928371938911 0.0036535454500968806 0.055944066435362198 -0.093263042059930967 0.01099743308190277 -0.0009665567976521656 0.045079962138783576 -0.013176450690883953
leaf_weight=1.0055938276782388 0.34809045182555376 0.64127787834240724 0.72715910961778796 0.38306232180912037 0.23611051589250553 0.91933067090940301 0.95096306351479165 0.58970725908875454 0.20133915916085243 0.1940081340638925 0.38319429246803327 0.23037948854835111 0.37750538964428415 1.0317595425476613 1.4652122413535833 0.58717140211956576 1.505185619156691 0.28883642703294654 54.781077054251 1.5780128818005317 1.3356944201514123 0.96403594361618061 0.55385814511100662 29.233616196848743 1.3960192130616622 1.6609388492070132 2.0786036155186594 1.3469339997973291 1.5737104266881932 10.823818904198559
leaf_count=27 37 117 25 9 8 38 13 14 5 69 156 90 179 79 40 67 38 4 1369 24 19 23 30 1419 41 34 23 22 19 595
internal_value=0.000832295 -0.00659817 -0.0224543 0.00529667 -0.000237373 -0.00931562 0.00366719 -0.0130668 -0.0331819 -0.00456026 -0.00103466 0.00411714 -0.046303 0.0111062 -0.0166359 -0.0772996 0.031319 0.00156914 0.00122389 0.00144096 0.0218038 0.00087272 0.000555062 -0.00323258 -0.00195662 -0.00374713 -0.0262159 -0.0519324 0.00372026 -0.000894046
internal_weight=119.392 10.7715 4.61695 6.15451 5.77145 3.97567 3.05634 2.32918 1.73947 5.53534 5.34133 4.99324 0.607885 4.38535 1.84841 0.788511 2.53695 108.621 107.615 107.326 2.91371 104.413 103.449 47.0938 46.5399 45.1439 5.08648 3.00787 56.3548 40.0574
internal_count=4633 984 279 705 696 162 124 99 85 688 619 582 269 313 196 72 117 3649 3622 3618 43 3575 3552 2164 2134 2093 79 56 1388 2014
is_linear=0
shrinkage=0.1


Tree=839
num_leaves=31
num_cat=0
split_feature=15 2 5 7 7 5 12 15 19 2 15 9 16 6 7 17 7 13 2 10 17 10 9 10 19 5 17 10 15 5
split_gain=0.0658809 0.216464 0.0904578 0.297771 0.294333 0.188472 0.2784 0.187711 0.317921 0.197632 0.166913 0.18783 0.148788 0.117839 0.391495 0.387779 0.238589 0.152799 0.322423 0.190476 0.513763 0.38897 0.322844 0.213617 0.416551 0.349738 0.209849 0.355044 0.354725 0.275933
threshold=50.429073788800004 310.93569142660004 25.834968130800004 21.698399695800003 20.714163848350005 24.453399453300005 270.40131768760006 34.969820938750011 13.851117550450002 305.67240907785003 27.063546193350003 67.070312222050021 22.834946602000002 16.715390552450003 21.115414688150004 189.44392401325004 22.626138143200006 117.69263157665002 110.58799860680001 61.982402197500001 190.92966541395 61.93938686740001 195.74493321760002 62.041548276350007 14.351157895250003 23.058899572400005 193.58688265170002 62.00390986255001 40.726271367500011 21.438877744300004
decision_type=2 2 2 2 2 2 2 2 2 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 7 13 12 8 9 10 -4 -12 -7 17 -15 -16 -17 19 -19 20 22 -22 -1 24 25 -21 28 -28 29 -26
right_child=1 -3 3 -5 -6 6 -8 -9 -10 -11 11 -13 -14 14 15 16 -18 18 -20 23 21 -23 -24 -25 26 -27 27 -29 -30 -31
leaf_value=-0.012068506454481527 -0.10584776034377558 0.024494773335207585 0.045827704446131996 0.071465792429076858 -0.10352968818905153 -0.10362473091911964 -0.0056446706701111871 0.085017635638014066 -0.10346673129119779 -0.10133552634923343 0.02598277039732463 -0.10732887765494209 -0.0042434620838465104 0.075917471821835503 -0.11129727230122349 0.051744413269497518 -0.046930475001331795 -0.0035179839166980132 0.045516210909175903 -0.054927506132532236 -0.013063153624096139 -0.077829124714560591 0.03564446168386709 0.00027899631694277644 0.0019131297890988049 0.013036660018484546 0.022057644183712463 0.093967947085002945 -0.017636295327412066 0.061893010730818987
leaf_weight=3.8974792747630982 0.23438312315920384 0.27917581621659338 1.1503689554333507 0.77457013732055191 0.2451254316511039 0.55729765141950283 1.9712915812851859 0.30345706269145001 0.25585201842477534 0.1325641930900473 0.26891708141192783 0.17412106865594978 0.20645479555241764 0.3275655837423973 0.55749754175303667 0.40728789777494945 0.61512191500514746 3.0835211209487161 2.3729893770068884 1.33353206468746 2.0999837627168749 1.6605731514282522 2.229294516146183 83.645032848565279 1.3550517372786983 1.7517733238637445 1.9079043283127251 1.0725840386003254 2.055009470321238 1.7673698738217352
leaf_count=61 52 24 254 33 37 137 50 5 67 53 8 49 6 27 31 11 39 25 29 29 33 28 18 3384 27 26 36 16 21 17
internal_value=0.000746815 -0.0349922 0.000902122 0.0172131 0.000606056 0.00043285 -0.0255035 0.0117759 0.000561163 0.0159819 0.0257422 -0.0264108 -0.0767603 0.00106543 -0.0235773 -0.0442058 -0.00762228 0.00149185 0.0178066 0.000642212 -0.0125664 -0.0416623 0.00529239 0.00201854 0.0149601 -0.0163388 0.0267973 0.0479359 0.0146284 0.0358633
internal_weight=118.693 0.513559 118.18 3.30498 2.53041 114.875 2.73504 2.28528 1.98182 1.72597 1.59341 0.443038 0.763752 112.14 1.90747 1.57991 1.02241 110.232 5.45651 104.776 9.88733 3.76056 6.12677 94.8883 11.2432 3.08531 8.15792 2.98049 5.17743 3.12242
internal_count=4633 76 4557 506 473 4051 193 436 431 364 311 57 143 3858 108 81 50 3750 54 3696 140 61 79 3556 172 55 117 52 65 44
is_linear=0
shrinkage=0.1


Tree=840
num_leaves=31
num_cat=0
split_feature=8 5 15 15 2 17 15 9 9 8 7 7 18 9 2 12 18 15 12 9 3 12 17 2 13 9 2 7 8 6
split_gain=0.0642791 0.219888 0.228162 0.172907 0.287855 0.237969 0.137114 0.112044 0.343724 0.448495 0.326924 0.341963 0.227191 0.191572 0.184568 0.178808 0.237412 0.359929 0.189886 0.297732 0.410402 0.257654 0.45029 0.375376 0.475214 0.681513 0.663878 0.355128 0.879028 0.305002
threshold=8.8430989333000021 30.133297129900004 38.567335632300008 35.133229767950006 71.708303056200009 196.58703564235003 42.80317728375001 214.18224820805003 210.61272793875003 8.3434888241000014 25.257178691350003 24.493681682050006 13.988302431200003 210.09631269260004 361.99740083035005 91.208648993800026 14.668863553700001 17.661843862450002 108.01934997995001 182.80199813410005 93.905154038450021 114.82338089645002 182.02915412410002 103.92649527695001 117.56896250265002 202.16842692300003 102.91212950120001 25.198021589200003 8.543332867800002 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=7 2 3 4 -2 -6 -4 8 13 -10 11 -11 -9 14 15 16 -1 -18 19 20 -17 22 -20 24 25 29 -27 28 -24 -23
right_child=1 -3 6 -5 5 -7 -8 12 9 10 -12 -13 -14 -15 -16 18 17 -19 21 -21 -22 23 27 -25 -26 26 -28 -29 -30 -31
leaf_value=-0.0061226617369263383 0.014480342403308342 0.046986897562848705 -0.10700973103287414 0.031232269776262329 -0.11178897209227648 -0.020954455820712706 -0.019200685712325298 0.084162668061043208 -0.08750086826242609 0.0085678169786990981 0.039261491569857802 -0.070265878979230909 0.0085065157780221928 0.033549395365104921 -0.056957348717271684 -0.10525526246540039 0.0017582108782233704 -0.11006543793971367 0.039360634704454285 0.019395224747349723 0.01627443595899191 0.075275991789692173 -0.10493991243784254 -0.00029213116735533174 -0.012148120049447124 -0.10030350976842786 0.10829746207070234 0.00069612329105357685 0.023820085736387758 0.017494845482123923
leaf_weight=6.9694809958491515 1.1360569905955347 0.56988429464399804 0.42149958148365829 0.83213635993888591 0.46460141800889665 0.76055129717860837 0.30760967964670272 0.4178546047769468 0.97025797601054264 1.0986727094277746 0.95056314027169708 1.1023083165055139 7.9220669949245348 1.8211870567174617 0.54982860830023028 0.47579707451222819 0.5657667325258442 0.58594369809725322 0.96830558383407961 10.709613264949438 0.6679829825006891 2.8855864800971167 1.5590157273982193 66.385009453742441 2.5184423679020256 0.57262544980039809 0.2079768031835556 1.5295632667839525 0.80344186397269357 1.3367454484105108
leaf_count=136 39 16 27 21 45 29 27 17 100 22 14 31 382 29 122 30 25 71 112 224 56 125 54 2751 21 77 1 10 8 11
internal_value=0.000675922 -0.0110562 -0.0194891 -0.00796477 -0.0217786 -0.0554006 -0.0699633 0.00113998 0.000255761 -0.0280507 -0.00974789 -0.0309141 0.0122971 0.00140966 0.000820157 0.00114188 -0.0130731 -0.0551331 0.0024158 0.0142159 -0.0342803 0.000640043 -0.0216625 0.00210673 0.0232795 0.0411136 -0.0447257 -0.0368447 -0.0611503 0.0569831
internal_weight=118.066 4.49234 3.92246 3.19335 2.36121 1.22515 0.729109 113.574 105.234 4.1218 3.15154 2.20098 8.33992 101.112 99.2911 98.7413 8.12119 1.15171 90.6201 11.8534 1.14378 78.7667 4.86033 73.9064 7.52138 5.00293 0.780602 3.89202 2.36246 4.22233
internal_count=4633 204 188 134 113 74 54 4429 4030 167 67 53 399 3863 3834 3712 232 96 3480 310 86 3170 184 2986 235 214 78 72 62 136
is_linear=0
shrinkage=0.1


Tree=841
num_leaves=31
num_cat=0
split_feature=13 18 16 16 12 15 7 16 15 10 19 6 17 17 7 18 5 17 5 16 2 9 9 2 2 12 3 6 9 13
split_gain=0.0579067 0.196236 0.193495 0.185879 0.327458 0.193369 0.146432 0.296055 0.225034 0.126636 0.14847 0.13813 0.194757 0.187747 0.132486 0.0871911 0.137742 0.166803 0.0882481 0.0858663 0.176576 0.086008 0.324826 0.235212 0.295337 0.636668 0.362998 0.335945 0.304759 0.293795
threshold=95.937628385050019 17.108018746400003 14.274966618900002 14.184966829400002 216.20511703005005 6.8054746905500005 26.545218975000001 17.684958644900004 20.268860138950004 78.290589216800015 9.4507625164000029 3.6650856341500009 201.00900942685004 201.39543491635001 21.034091097450002 16.012058908900006 11.452575093200002 191.32023496460002 7.754880527600001 11.864972254500001 340.55256999290003 186.70853236170004 185.98753508445003 56.799426908350007 118.20523333310003 125.34039073870001 93.82450029455002 16.695390085100005 179.11733629770001 117.67112391160002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 19 3 4 5 -1 -3 8 -8 14 -11 12 -12 -14 -6 -13 18 -18 -17 20 -2 22 23 -21 25 28 -27 29 -25 -26
right_child=1 6 -4 -5 9 -7 7 -9 -10 10 11 15 13 -15 -16 16 17 -19 -20 21 -22 -23 -24 24 27 26 -28 -29 -30 -31
leaf_value=0.074021516167871518 -0.10217890189897781 0.076988407578678156 -0.085528179007296673 0.07711260004414705 0.021723073791585459 -0.10119177987091173 0.020676761178230852 0.10120537088493692 -0.10172378266751514 -0.10088937462195163 -0.1013182821225443 0.086712743083039445 0.10104756171026874 -0.10080885996212313 -0.10175072316999155 0.0010559064411600845 0.05120226376732534 -0.10399211135868017 0.075774093430792194 0.063124834861094908 0.059338025401426922 -0.00047078906165860178 0.051808802737366946 -0.06882328489147474 0.013026975840085459 -0.13229117632029788 0.0148698276754039 -0.077089506592189411 0.0054075258372817195 0.090711263239812184
leaf_weight=0.072031918262837613 0.21633750963701359 0.56838395935483166 0.32658685378555663 0.25548212917055924 0.15245103508277713 0.50162999702024536 0.41000122739933431 0.2657069768756628 0.23704555921722203 0.10112085021319206 0.18848202188382845 0.30432092212140538 0.14753467589616776 0.067003906049649231 0.20210382572986418 0.24469006306026131 0.12635956332087517 0.15324565529590473 0.44653554906108184 0.61945712566375455 0.098504828668410482 96.302997427653281 1.4969807167071856 0.62338589507453246 6.3797321401434601 0.65396399241581082 0.22538545541465282 0.38445815049681176 4.9040249108802527 0.52704915934009466
leaf_count=37 107 20 96 17 15 514 14 17 47 166 83 9 7 80 53 41 3 42 50 20 7 2105 43 257 430 23 61 200 52 17
internal_value=0.000603799 0.000981525 -0.0124763 -0.00442443 -0.0121183 -0.0791911 0.0371433 0.0123311 -0.0241647 0.00591349 0.0167881 0.023879 -0.0271531 0.0380045 -0.0486596 0.040008 0.0253677 -0.0338565 0.0493243 0.000505145 -0.051645 0.000651591 0.00748639 0.0028522 0.000126528 -0.0155378 -0.0945724 0.0138907 -0.00296429 0.018955
internal_weight=117.203 113.913 3.28958 2.96299 2.70751 0.573662 1.48114 0.912754 0.647047 2.13385 1.77929 1.67817 0.403021 0.214539 0.354555 1.27515 0.970831 0.279605 0.691226 112.432 0.314842 112.117 15.8144 14.3175 13.698 6.40676 0.879349 7.29124 5.52741 6.90678
internal_count=4633 3420 1213 1117 1100 551 98 78 61 549 481 315 170 87 68 145 136 45 91 3322 114 3208 1103 1060 1040 393 84 647 309 447
is_linear=0
shrinkage=0.1


Tree=842
num_leaves=31
num_cat=0
split_feature=8 5 15 6 0 0 17 0 8 16 13 16 2 0 12 18 17 6 2 18 16 18 5 5 5 7 7 17 15 13
split_gain=0.219467 0.376237 0.318875 0.266814 0.338253 0.360681 0.43385 0.350169 0.221928 0.318067 0.445226 0.619099 0.311202 0.234946 0.798124 0.563352 0.532811 0.664408 0.653327 0.521616 0.334546 0.680781 0.493196 0.324965 0.697261 0.252839 0.561753 0.762515 0.524207 0.488722
threshold=8.8430989333000021 30.133297129900004 38.567335632300008 16.325381439950004 86.264556031700025 85.799452775150016 163.75092798185003 87.525442894850016 8.7431769115000026 22.834946602000002 117.97223122220002 22.764946765650006 122.71527679435002 86.208098410950015 90.571070795850019 13.278511569200001 184.16216363550004 16.445384243750002 78.110129541750013 13.629518043050002 22.654947022900004 13.531614672700002 21.072048321250005 20.769304081650002 20.971847224900007 23.131311951800004 22.791048179400004 188.85216786605002 44.732387748900003 117.51519334005
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=8 2 3 -2 5 6 -5 -6 9 10 11 13 -12 14 -1 16 18 -18 -15 23 -17 -22 -23 -16 -25 26 28 -28 -26 -29
right_child=1 -3 -4 4 7 -7 -8 -9 -10 -11 12 -13 -14 15 19 20 17 -19 -20 -21 21 22 -24 24 25 -27 27 29 -30 -31
leaf_value=-0.0023147923879594245 0.001087888916887998 0.0010074651526306884 -0.0014357578066096313 0.0011211949613574971 -0.0018786794234646454 0.0010092491994911979 -0.002029283935195286 -0.0001799926036014962 0.00050916671791154816 0.0011029982032080836 0.00010236374437803054 0.0020214058807208452 -0.0021271098865088467 0.0011767933926002999 0.0009163786848637559 7.3382694150304534e-05 0.0013724418015011153 0.00025646060832628899 -0.0011816108529734883 -0.0014200936747123948 -0.00055899033672829346 0.00017064106477948985 0.0018365887542544852 -0.002216702830994247 0.0001935102338118063 0.00034964149643268433 -0.0022806517397890927 0.00063962607499253911 -0.0020250440747543053 -0.0010046475125868384
leaf_weight=0.58991387067726719 0.53298584034200658 0.78648950904607762 1.0107273413668734 0.27199221285263797 0.8751489585265515 0.97825736179947853 0.43976846559962723 0.99933034228160977 5.7288185397919724 1.2402365654706944 0.41102276431047258 0.65186509117483993 0.58092747256887378 0.70577669516205688 1.5511327790591227 86.165257176595333 4.038643758511169 4.1676758173853159 1.2539665075601076 0.96751852501620206 1.2523282580077637 1.1331190988421442 1.7207257337868211 0.53805568441748874 11.27834475555369 7.049411710118874 0.94675971802644143 1.2921834414155458 0.42489681179722616 1.5037560956698142
leaf_count=28 14 16 54 11 17 10 56 26 72 17 42 9 58 10 39 3081 41 34 36 46 16 16 35 12 604 73 29 17 72 42
internal_value=0.000115358 -0.000254995 -0.000449371 -0.000206058 -0.000399537 0.000236593 -0.00082536 -0.000973068 0.000131506 0.000114795 0.000105236 0.000115438 -0.00120331 0.000105623 -5.99584e-05 0.000148721 0.000586314 0.000805678 -0.000332261 -7.90167e-06 9.94403e-05 0.000646242 0.00117512 4.76748e-05 -1.08261e-05 4.19352e-05 -9.84996e-05 -0.000759735 0.000112964 -0.000244723
internal_weight=141.087 5.8947 5.10821 4.09748 3.5645 1.69002 0.711761 1.87448 135.192 129.464 128.223 127.231 0.99195 126.579 26.142 100.437 10.1661 8.20632 1.95974 25.5521 90.2714 4.10617 2.85384 24.5845 23.0334 22.4954 15.4459 3.7427 11.7032 2.79594
internal_count=4633 204 188 134 120 77 67 43 4429 4357 4340 4240 100 4231 962 3269 121 75 46 934 3148 67 51 888 849 837 764 88 676 59
is_linear=0
shrinkage=0.00196078


Tree=843
num_leaves=31
num_cat=0
split_feature=0 18 17 9 10 17 15 3 0 10 6 13 9 4 19 0 3 16 9 0 10 6 15 16 7 2 16 19 0 3
split_gain=0.0584156 0.259298 0.669491 0.264242 0.222052 0.213844 0.492519 0.242589 0.241524 0.24723 0.240847 0.523107 0.421152 0.294562 0.209515 0.390925 0.261389 0.236976 0.319732 1.06186 0.317328 0.341991 0.2457 0.208328 0.306865 0.772358 0.28389 0.424482 0.186883 0.184883
threshold=86.345209775600011 13.278511569200001 188.13858192940003 192.57902085675002 65.509659264600018 198.26219854015002 44.483611103700007 93.345954747300013 86.208098410950015 63.452988794850008 16.375382608200002 117.39690118230001 194.03220695150003 254.21219862280003 14.351157895250003 86.135510041400025 93.469623821300004 22.604947139800004 198.91155909545003 85.769879735700016 62.079186690200011 16.435384010100005 20.734744936600006 22.584947186600004 22.435297587800004 111.53582144370002 22.744946812400002 14.451165964200003 86.103248543850015 94.472418703950012
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=5 2 3 4 -2 7 -7 -1 9 10 11 12 13 -9 15 17 -16 20 19 -19 21 -12 -23 -18 26 -26 27 -25 -24 -11
right_child=1 -3 -4 -5 -6 6 -8 8 -10 29 14 -13 -14 -15 16 -17 23 18 -20 -21 -22 22 28 24 25 -27 -28 -29 -30 -31
leaf_value=-0.046209879279979722 -0.008355659211572072 0.00028119309618393267 0.058169595474263813 -0.039330932395484353 0.044260434292659939 -0.11251414547103791 0.013180642985954892 -0.10618613710607272 0.041398775388964845 0.07741933386546257 -0.11915939397406408 -0.10622624192035807 0.10328981355285233 0.04415809154974043 0.048508884365572019 -0.072489491630278513 -0.034218849026127644 0.012607532260294627 0.0057091149456348599 -0.10420203926577849 0.09905535944015896 -0.10803126705372344 0.012022053627888702 -0.11106938822334289 0.088339146597998172 0.0038376700198011642 0.0085106142658686722 -0.011751530706920558 0.10444237930483913 -0.017181237408118267
leaf_weight=1.1593681173399151 2.0662893354165131 77.908642002917986 2.8304953742772341 1.4210428986698387 1.3109610012033952 0.5669931979418823 0.69245326028703857 0.30969910091517749 1.3715238701552142 0.66675208887681847 0.20949347266650953 0.69277739963581553 0.31192615628242493 0.22499188167057582 1.3602565899491299 0.96171403862536031 1.3852999655355223 1.7336710397939898 3.0243436383316293 1.4121223254333015 0.39794274869200297 0.15853900301306145 2.5522372711366192 0.5994224325404488 1.3486595985013989 5.4636103997108876 2.853649022988975 1.5255254105431957 0.2393084168434142 0.29933811858063564
leaf_count=15 28 3214 40 18 34 30 40 22 11 20 5 44 4 31 18 12 29 36 37 26 11 93 377 18 40 114 67 57 2 140
internal_value=0.000647989 0.00200408 0.019599 -0.00315371 0.0120685 -0.00303191 -0.0434062 -0.00135162 0.000435399 -0.00159055 -0.00338442 -0.0417845 0.0109474 -0.042923 -0.00104107 -0.0116687 0.006774 -0.00565575 -0.0175073 -0.0398274 0.0148995 0.00430019 0.0130674 0.00246545 0.00677546 0.0205669 -0.0120955 -0.0397679 0.0199449 0.0481078
internal_weight=117.059 85.5374 7.62879 4.79829 3.37725 31.5216 1.25945 30.2622 29.1028 27.7313 26.7652 1.53939 0.846617 0.534691 25.2258 10.6894 14.5364 9.72766 6.17014 3.14579 3.55752 3.15958 2.95008 13.1762 11.7909 6.81227 4.9786 2.12495 2.79155 0.96609
internal_count=4633 3334 120 80 62 1299 70 1229 1214 1203 1043 101 57 53 942 599 343 587 99 62 488 477 472 325 296 154 142 75 379 160
is_linear=0
shrinkage=0.1


Tree=844
num_leaves=31
num_cat=0
split_feature=8 5 15 15 15 9 9 6 8 14 8 17 17 15 9 5 4 12 2 9 16 7 2 10 7 5 7 7 9 15
split_gain=0.0596349 0.185115 0.193344 0.174422 0.149454 0.26601 0.164459 0.162768 0.319434 0.0941679 0.124647 0.102708 0.346112 0.443791 0.263343 0.383684 0.225968 0.21623 0.176816 0.147701 0.212596 0.143769 0.336016 0.394706 0.311453 0.394139 0.338981 0.30892 0.512595 0.477244
threshold=8.8430989333000021 30.133297129900004 38.567335632300008 43.376643616500012 35.133229767950006 219.46060697480002 203.09362050815002 16.645388916850006 9.5425530862500008 144.12207640715005 8.7431769115000026 183.93802912725002 182.37451917730002 34.139075990150012 191.61296531520003 16.546942136250003 147.36370056065002 79.204428604100016 77.002902305750027 203.09362050815002 9.7049773055000017 22.721067571950005 145.83272221200002 61.998532946250002 22.398098708400003 21.836296031200003 22.227765484150002 22.929105819350003 189.34276022045003 38.86986296220001
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=9 2 4 -4 5 6 -2 -8 -9 -1 11 12 16 14 18 -16 -11 -18 -14 -19 -21 22 24 -24 26 -26 -13 28 -23 -30
right_child=1 -3 3 -5 -6 -7 7 8 -10 10 -12 21 13 -15 15 -17 17 19 -20 20 -22 27 23 -25 25 -27 -28 -29 29 -31
leaf_value=-0.026252505425632258 -0.045649812215896778 0.042842564423695342 -0.10586619902770111 -0.0023385185885942406 0.028543088892269936 -0.078879613162705073 0.071969947366435791 -0.068796399873698247 0.063398590555641107 0.10495380421603094 0.017479758007030614 0.029880229925100824 0.044996571573970953 -0.092132666073292235 0.013925635566095546 -0.12865428477292903 -0.13035339169758522 0.0022290956263344339 -0.037298369780737771 0.045983632507195858 -0.10541322330542405 0.0067967986398367545 -0.083949885619799838 0.0042775839581314905 0.018274315869300509 0.074436613131324797 -0.030509659450795215 0.002013033467363859 -0.10890602934761591 -0.020179362960196692
leaf_weight=1.2507502368825942 0.5556638308335099 0.55869296938180912 0.42939856421435241 0.26205322298847022 0.81738039996707801 0.59355054903426196 0.40114724449813344 0.39250809024088085 0.34210661718680058 0.20346739515662093 4.5873014411190516 1.7128097222448544 0.82342701262677953 0.99361711826350063 0.38261043786769722 0.37247280590236187 0.12847997740754991 11.47276391808435 0.38229297211000812 0.13564716057180781 0.29330641958949855 2.7584444715321288 0.71302416952130387 1.7554769202579334 4.6105613009422086 1.7141364126000551 2.0324442136625294 73.081724976813348 1.0077726360177623 1.5214444179418931
leaf_count=36 22 16 32 22 21 26 11 22 32 2 69 56 8 26 15 28 9 1125 64 85 39 47 51 122 82 29 38 2444 17 37
internal_value=0.00058607 -0.010898 -0.0188121 -0.0666303 -0.00815443 -0.0212818 -0.00106979 0.0207407 -0.00723381 0.00103262 0.00134095 0.000643156 -0.0069689 -0.0376873 -0.0100977 -0.0564072 0.000449574 -0.00131791 0.0189036 7.50364e-05 -0.0575373 0.00191491 0.0118571 -0.0212068 0.0199623 0.0334956 -0.00289167 0.000324237 -0.0230169 -0.0555327
internal_weight=116.286 4.3525 3.79381 0.691452 3.10236 2.28498 1.69143 1.13576 0.734615 111.934 110.683 106.096 15.1881 2.95442 1.9608 0.755083 12.2337 12.0302 1.20572 11.9017 0.428954 90.9078 12.5385 2.4685 10.07 6.3247 3.74525 78.3694 5.28766 2.52922
internal_count=4633 204 188 54 134 113 87 65 54 4429 4393 4324 1401 141 115 43 1260 1258 72 1249 124 2923 378 173 205 111 94 2545 101 54
is_linear=0
shrinkage=0.1


Tree=845
num_leaves=31
num_cat=0
split_feature=13 8 13 10 7 9 18 0 10 2 5 3 13 8 3 9 9 17 3 6 14 18 13 6 10 15 8 16 5 6
split_gain=0.250474 0.287429 0.286353 0.24297 0.339833 0.286493 0.242052 0.237855 0.257802 0.223397 0.207668 0.194244 0.180356 0.416589 0.240259 0.343301 0.194271 0.199058 0.191339 0.426526 0.826816 0.613235 0.482299 0.742422 0.380793 0.304907 0.278853 0.342624 0.328215 0.501292
threshold=95.937628385050019 2.9476996444500005 96.357027853400012 82.299080289250014 21.034091097450002 58.084576609100004 16.161386252450004 109.03310793845002 90.937096262400004 263.5517324101001 10.098719381700002 68.808397390700023 97.873318238950006 6.9445805182500004 78.220689305400015 54.842324361600014 39.44667418560001 194.75204781875001 93.883646373400012 16.525386113000007 206.58828306405002 13.431207332600001 117.66037007905001 16.415383542800004 55.855406118200008 20.734744936600006 8.543332867800002 22.834946602000002 30.133297129900004 16.575387281250006
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 3 -2 4 -1 6 -5 -8 9 11 -10 -9 13 14 -4 -16 17 -14 -18 20 -20 22 23 -22 -25 -21 27 -27 29 -28
right_child=2 -3 12 5 -6 -7 7 8 10 -11 -12 -13 16 -15 15 -17 18 -19 19 25 21 -23 -24 24 -26 26 28 -29 -30 -31
leaf_value=0.00072509286024832786 0.0012890522420614388 -0.0013007643470471536 0.001893421643357901 0.0011448716328209512 -0.0015181630779851228 0.0019646431157711538 -0.0015577043920804487 -0.0019924508184768338 -0.0019745443660777189 0.0014010055524340021 0.0020030506876517725 0.0012980232235297326 -0.0020813008872181634 -0.0020175085914687701 0.0007969829697697928 -0.0021703373527621633 0.00015198365590792708 0.00064912015889072056 -0.0016485578196625732 -0.0021303828985498045 0.0010868672174377816 -0.0020889003927340348 0.0018160411249089001 0.00062264484357440228 -0.0021224337597555622 0.0003318212610129112 0.00053844579177116472 0.0020361414829875826 0.00090519893869858454 -0.0011497707426769545
leaf_weight=0.37761496135499262 0.80420268882880819 0.95070394928188751 0.24101998936384805 0.53592961974209252 0.83103626148658805 0.32672449573874462 0.46689518497441884 0.17800066705967743 0.29874130970347323 0.56056078354595229 0.060722168534994125 0.1126110153272748 0.30192959528358088 0.5003187422407791 0.36753594278707169 0.25315025658346713 122.52321749755356 0.15553698962321505 1.7290323734523543 0.21955112829482359 0.99823443721106808 0.44292563800627238 0.68786478094989423 0.27244465099647641 0.67722915919148363 5.0838033646177774 1.0803713683853864 0.4979143515229224 0.79399730608565722 1.8077260216305147
leaf_count=16 34 449 5 46 177 7 110 62 305 30 1 10 84 112 38 22 2139 16 126 104 50 60 13 11 64 385 15 8 16 118
internal_value=0.000107392 -0.000337839 0.000122398 -9.36411e-05 -0.00081731 0.000250689 -2.30388e-06 -0.000368798 8.97169e-05 0.000677727 -0.00130263 -0.000717404 0.00011563 -0.00059437 0.000231925 -0.000413255 0.000122675 -0.00115297 0.00012694 -8.77644e-05 -0.000563517 4.5855e-05 0.000404588 -9.38389e-05 -0.00133492 0.000153425 0.000207551 0.000483854 -0.000211299 -0.000518247
internal_weight=144.138 4.69954 139.438 3.74884 1.20865 2.54019 2.21346 1.67753 1.21064 0.851172 0.359463 0.290612 138.634 1.36202 0.861706 0.620686 137.272 0.457467 136.814 14.2911 4.80773 3.0787 2.63577 1.94791 0.949674 9.48336 9.26381 5.58172 3.68209 2.8881
internal_count=4633 1213 3420 764 193 571 564 518 408 102 306 72 3386 177 65 60 3209 100 3109 970 324 198 138 125 75 646 542 393 149 133
is_linear=0
shrinkage=0.00196078


Tree=846
num_leaves=31
num_cat=0
split_feature=6 6 16 3 3 15 16 6 7 0 6 5 9 9 15 10 10 12 8 6 18 17 10 17 18 10 10 7 17 3
split_gain=0.305173 0.657754 0.427169 0.366533 0.805051 0.935407 0.68653 0.610366 0.561878 0.530491 1.03624 0.791481 0.476022 0.713148 0.4273 0.342399 0.614435 0.729139 0.64137 0.55235 0.490917 0.386465 0.674404 0.38274 0.657175 0.50567 0.577536 0.427257 0.4498 0.322885
threshold=13.665319288000001 13.775321858200002 15.839962959300001 85.589753040950015 83.613736315050019 29.171703351550004 19.134955254150004 14.745344522600002 24.745523433100004 93.308316333500017 14.845346859150002 18.160071980500003 206.50942114985003 211.24289424260004 23.949961253350004 78.196493182200015 72.327589083450007 213.01251010555004 7.5441126493500006 11.135260173550002 14.390586827150001 207.48293496715004 76.871083323950003 201.39543491635001 17.108018746400003 78.537927364800012 80.538140213850014 26.296311413900003 238.05090660085003 79.47351079420001
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=15 2 -2 4 12 7 -7 8 -6 11 -11 -5 14 -14 -3 16 17 -1 19 -18 -19 -20 -23 25 -25 -17 -27 -26 29 -29
right_child=1 3 -4 9 5 6 -8 -9 -10 10 -12 -13 13 -15 -16 23 18 20 21 -21 -22 22 -24 24 27 26 -28 28 -30 -31
leaf_value=0.00044093397913693848 0.0017290010401777777 -2.0714323213586339e-05 0.00044680274066500095 -0.0013009181468755563 -0.0020788890803573479 -0.0020948662761479365 1.4417878975498749e-05 0.00058261361208271768 0.00069972956347364552 -0.00043655619315311107 0.0014501381167453618 0.00018787173641104512 -0.0017610441399169038 3.0465574484677349e-05 0.00075501238610338559 0.0013776821326059144 -0.0020108388126112322 -0.0020926455898727793 -0.0020615597948434195 0.00038130193773221438 9.8454326798851722e-05 -0.0020360646959336989 0.0014889887249483491 -0.0020276979270594342 0.0014915427523826618 -0.0016252187290579899 0.00026844908519232767 -0.0020026572554478865 0.00046492109474962251 0.0015345317108662829
leaf_weight=5.0028389975486807 1.6005186606198538 5.1647396562621051 2.6578658390790224 1.3957953341305245 0.80669053120072864 2.0689760602399478 0.83176999434363086 2.3888676585629582 0.42837930750101805 1.6819195956923056 3.3454066216945648 83.63273383268438 1.063105237437411 4.3490868540247902 5.7914298553951085 1.4636128436250135 0.46416970466089003 0.85564474300190319 1.7034596387529748 1.8510064596448499 0.72730692010372877 0.46018568600993592 0.381773900706321 0.78266567294485812 0.58935762336477671 0.66243512026267026 9.4872787653912365 0.7038744657038476 0.97906515510112513 0.11549888830631971
leaf_count=116 33 35 25 23 48 232 26 27 8 37 44 1903 30 71 35 55 102 89 103 67 40 36 12 122 22 76 819 264 129 4
internal_value=0.000129444 0.000172229 0.000928718 0.000143708 -7.78306e-05 -0.000660219 -0.00149004 4.00568e-06 -0.00111514 0.000200025 0.000818934 0.000163432 0.000154318 -0.000321437 0.000389335 -6.17386e-05 -0.000316336 7.39421e-05 -0.000845138 -9.82984e-05 -0.00108592 -0.00152442 -0.000437682 0.000135384 -0.000468434 0.000300228 0.000144856 4.26576e-05 -0.00043215 -0.00150406
internal_weight=143.437 117.207 4.25838 112.949 22.893 6.52468 2.90075 3.62394 1.23507 90.0559 5.02733 85.0285 16.3684 5.41219 10.9562 26.2302 11.4464 6.58579 4.8606 2.31518 1.58295 2.54542 0.84196 14.7838 3.17046 11.6133 10.1497 2.3878 1.79844 0.819373
internal_count=4633 2577 58 2519 512 341 258 83 56 2007 81 1926 171 101 70 2056 565 245 320 169 129 151 48 1491 541 950 895 419 397 268
is_linear=0
shrinkage=0.00196078


Tree=847
num_leaves=31
num_cat=0
split_feature=6 6 2 0 3 19 16 5 6 10 5 13 2 14 13 13 7 9 2 9 2 5 10 10 9 7 15 18 5 17
split_gain=0.0584881 0.401795 0.598565 0.192543 0.554464 1.17044 0.516666 0.614245 0.475387 0.435054 0.903451 0.888185 0.493941 0.622039 0.417108 0.394651 0.589861 0.336954 0.618881 0.478154 0.40843 0.319083 0.290935 0.302917 0.362494 0.295066 0.258936 0.435941 0.336413 0.257571
threshold=13.665319288000001 13.825323026450002 189.32640726775003 94.165934477050016 84.812788641250009 12.851036860900001 19.224955043700003 18.595543819400003 14.815346158200002 66.859265246100009 17.687678651600006 113.19215266625001 90.828344481500011 203.15366092090002 112.36141910395001 113.98793627290001 23.032419884600003 206.39860865795001 161.07012613040004 214.52351813370004 106.26660184425002 17.687678651600006 62.907231794400012 63.910026677050006 195.34352961910002 23.209106085000005 31.028113015250003 13.531614672700002 20.315138807500002 173.77968723070003
decision_type=2 2 2 2 2 2 2 2 2 2 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 17 -6 7 -3 -9 11 -11 -8 -12 -14 -15 16 -13 20 19 21 -5 -19 -17 -24 -25 -26 27 29 -28 -10
right_child=1 3 -4 4 5 -7 9 8 26 10 12 15 13 14 -16 22 -18 18 -20 -21 -22 -23 23 24 25 -27 28 -29 -30 -31
leaf_value=-0.0043962260825632215 0.0092116061561301494 0.083193526089747283 0.096515356601856866 -0.0057766239698372017 0.096860600506504108 -0.10715363888069436 0.070614898508791366 0.072234543257571546 -0.04290824952931982 0.024117367150106771 -0.11127838339218717 -0.080119594587684001 0.054585264373380515 -0.1082724538421766 -0.0025650685878926597 0.00039726460944480998 0.012961168537155121 -0.073173643873374827 -0.087819498393691242 0.026691391408936158 0.037258608419333546 0.0010813322675383666 0.067638359807665069 0.044857638751140377 -0.058263492510714755 0.021008343643370189 0.1018058992245406 -0.11825751505490451 -0.030201270817371575 0.069956396702268761
leaf_weight=18.601331179715089 2.8999071712605651 1.6810255362652231 1.0769703603582454 7.132826222572481 0.35733757587149639 1.3199697605450635 1.872811784967779 0.82058126614720128 0.54059693812621412 2.1369628310203543 1.177172080613673 1.4503924772143357 0.61188738234341178 0.90359833883121587 0.63603150134440511 56.665641357990353 1.2831096043810246 1.2211409554583945 1.1634133922052567 2.2523417457705364 3.1922950440057321 1.0999791792128233 1.2815743070095766 1.6667599985376003 0.9530617115087805 0.92553801834583282 0.34809357812628139 0.4968844872646514 0.43344043410979793 0.32302002457254275
leaf_count=2056 35 36 38 91 6 178 32 100 299 16 37 21 10 35 15 1100 20 35 80 23 52 13 39 26 23 27 6 33 42 109
internal_value=0.000744168 0.00172062 0.0328542 0.000402707 -0.00898056 -0.06369 0.00258689 0.0349108 0.00751456 0.000489476 -0.0266248 0.00273153 -0.0592005 -0.0307068 -0.064604 0.000752075 -0.0364274 -0.00326742 -0.0226984 -0.00613272 0.0075289 -0.0379842 0.0024048 0.0259721 0.0109107 -0.0192083 -0.0172787 -0.0436303 0.0285944 -0.000693307
internal_weight=116.526 97.9244 3.97688 93.9475 17.7393 1.67731 76.2082 4.64364 2.96262 71.5645 5.46565 66.0989 3.32869 2.15152 1.53963 64.2261 2.7335 16.062 5.73688 4.57346 10.3251 2.32112 61.4926 4.82693 3.54536 1.8786 2.14204 1.3605 0.781534 0.863617
internal_count=4633 2577 73 2504 478 184 2026 625 589 1401 113 1288 97 60 50 1256 41 294 151 71 143 48 1215 115 76 50 489 441 48 408
is_linear=0
shrinkage=0.1


Tree=848
num_leaves=31
num_cat=0
split_feature=18 7 7 18 3 16 10 10 10 3 3 16 19 5 17 7 16 13 3 5 9 8 12 16 7 16 18 16 5 5
split_gain=0.266053 0.602686 1.33921 0.9436 0.486826 0.706271 0.653587 0.534407 0.475244 0.517063 1.25965 0.905955 1.40719 0.885312 0.813263 0.787226 0.694073 1.28902 0.831133 0.904784 0.557651 0.555379 0.417711 0.788238 0.413716 0.99582 0.946227 0.891396 0.72078 0.888779
threshold=13.956123578150001 23.853977146050003 23.695207782600004 14.122113655700002 87.399085362750014 18.554956610400005 68.846035804500005 66.859265246100009 61.950140699950005 85.589753040950015 84.643415779050017 19.224955043700003 13.751109481500002 19.768819263000005 185.88129754265003 23.960918281000001 20.034953149600003 112.67059178900001 89.404675128050016 21.072048321250005 216.07042296730003 8.543332867800002 323.50112601465008 22.674946976100003 23.109894804950002 22.454947490600002 13.317304170000002 22.554947256700004 21.869642762900003 20.911722254300006
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=4 2 3 -2 5 6 -1 22 -3 10 -10 13 -13 -11 -12 -16 -14 -18 21 -20 -17 -19 24 -24 26 -26 -6 -28 29 -27
right_child=1 8 -4 -5 7 -7 -8 -9 9 11 14 12 16 -15 15 20 17 18 19 -21 -22 -23 23 -25 25 28 27 -29 -30 -31
leaf_value=-0.0023302405541105516 -0.0013478569495150171 -0.0018265387645845111 -0.0017653084426843845 0.00042939763915383157 0.00017144061813827399 0.0015282860624899271 0.00049792776153596569 -0.00099049606206310552 9.3355243955593482e-05 0.0019643403967719458 0.0018261092325823258 -0.0016563713606697721 0.0017585035252153079 -0.00013292362369370089 0.00063337846108456179 -0.0021281294008715259 -0.0021249797951686938 0.00018722462288858307 -0.0014901519546050375 0.00042736757999738216 0.00044480584771313829 0.0019955674910964154 -0.0021491328242724777 0.00073258734442418496 0.0013507929349201259 0.00043490296620906851 -0.00021883966930281412 -0.0019615673668706146 0.00049281244009295819 -0.00052857565582072324
leaf_weight=0.38772345549659748 1.5200771886993587 0.49695443641394277 2.2673708532238379 4.6991439058620017 34.009663429894317 2.4103221297264099 1.655842035252135 1.567219639327958 40.289448092564271 2.3767560623819004 0.33719227963592802 1.4557781144976605 1.2727257497608651 1.1474223732948301 0.62441355574992519 2.5048180112353298 0.82477422989904781 1.0445047565735861 1.2151834052056072 4.2720696463948116 0.37195803827489715 1.7418774394318459 0.81998096116717423 0.65759793639881536 3.377298083738423 6.7791372276842585 4.1652002007904221 1.5477263601205775 18.372647818061523 8.0546606071293336
leaf_count=36 47 19 53 247 1067 22 77 64 1884 38 7 27 11 26 5 214 24 26 41 73 17 27 97 21 94 34 70 31 187 47
internal_value=0.000104454 1.37726e-05 -0.000475297 -4.99183e-06 0.000178534 0.000809329 -3.86575e-05 0.000143128 8.2976e-05 9.89302e-05 -8.89816e-06 0.000408891 0.000148871 0.0012815 -0.0010822 -0.00136229 0.000402269 0.000212553 0.000445575 2.72197e-06 -0.00179546 0.00131769 0.000165969 -0.00086662 0.000185964 0.000336408 4.74077e-05 -0.000690973 0.000233239 -8.826e-05
internal_weight=152.267 68.4625 8.48659 6.21922 83.805 4.45389 2.04357 79.3511 59.9759 59.4789 44.1278 15.3511 11.8269 3.52418 3.83838 3.50119 10.3711 9.09841 8.27364 5.48725 2.87678 2.78638 77.7839 1.47758 76.3063 36.5837 39.7226 5.71293 33.2064 14.8338
internal_count=4633 2786 347 294 1847 135 113 1712 2439 2420 2127 293 229 64 243 236 202 191 167 114 231 53 1648 118 1530 362 1168 101 268 81
is_linear=0
shrinkage=0.00196078


Tree=849
num_leaves=31
num_cat=0
split_feature=6 6 16 3 5 5 5 9 10 3 18 9 9 14 5 3 0 10 0 16 15 9 16 10 19 3 12 12 10 3
split_gain=0.255804 0.639728 0.476776 0.36978 0.634181 0.675766 0.533037 0.405505 0.377947 0.8889 0.759445 0.409973 0.834115 0.402001 0.397078 0.50118 0.677143 0.532052 1.0593 0.976726 0.670419 0.62746 0.349547 0.328697 0.53122 0.806565 0.535631 0.488515 0.526617 0.570856
threshold=13.665319288000001 13.775321858200002 15.839962959300001 81.699554126200013 16.222050829800004 16.411347766100004 16.546942136250003 214.94003843055003 70.182199495350019 84.812788641250009 14.170404054850001 206.50942114985003 211.24289424260004 162.62753922915002 17.687678651600006 85.589753040950015 93.843319501450011 66.859265246100009 90.321439350550008 19.224955043700003 35.645792850250011 204.51365672970005 18.684956306450005 78.196493182200015 12.651020723000002 83.613736315050019 219.88098848225005 212.31925379130004 72.327589083450007 79.669768237700012
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=23 2 -2 7 -5 -6 -7 -3 14 11 -11 13 -13 -10 -8 -16 17 18 -17 22 -21 -20 -19 24 25 -1 -27 28 -26 -30
right_child=1 3 -4 4 5 6 8 -9 9 10 -12 12 -14 -15 15 16 -18 19 21 20 -22 -23 -24 -25 27 26 -28 -29 29 -31
leaf_value=-0.0020655315141649738 0.001736516840502837 -0.0022327829575557274 0.00039053374122463395 0.0016478535460437672 -0.0013244985089270146 0.0013932649583045112 0.00089961574875226861 8.4865044892494556e-05 -0.00063135816977032979 0.00091144706489119747 -0.0020738068333431914 -0.0022045428263656338 -2.188104274203885e-05 0.00039426979595522376 -0.0010877782586427753 0.00014707604714439434 0.0015850332765878171 -7.9767715202953959e-05 0.00036081850017767841 -0.0017496730623271725 0.00013891593876915584 0.0019503299175890865 0.0014950377291608368 0.00013946433131332842 0.00054789588330172783 -0.0019935557663428092 0.00074759952771443817 -0.00099693567059361537 0.0002853958331268721 -0.0020326894623372634
leaf_weight=1.4466582297172883 1.6489849723875512 0.52771808276884147 2.6184625402092934 1.0744860731065262 1.2077420316636551 1.3105293810367573 2.8872933350503436 0.64497797493822873 1.7627423536032463 0.42207369547759199 1.4643455953628288 0.87699639733182211 2.8960848446004093 8.8258629962510877 1.2191480027977366 77.044969686097147 1.2957940297201265 1.3308038260438473 1.801674245973117 2.1676955549046402 1.0840508071705697 2.0313400626182556 0.91410513967275608 14.581728179455238 4.5422563859610818 0.37309564267343365 1.0325749491021268 1.6524984722200313 0.91956430894788332 0.73482242268801201
leaf_count=152 33 26 25 11 14 6 22 19 39 9 200 45 57 86 23 1750 23 38 21 58 22 37 13 1491 65 72 53 108 25 90
internal_value=0.000126794 0.000165424 0.000910635 0.000137229 0.000148737 0.000134166 0.000150278 -0.000958086 0.000135199 -0.000140445 -0.00140588 2.57702e-05 -0.000529208 0.000223528 0.000183998 0.000160754 0.000178116 0.000157009 0.000197128 -0.0004333 -0.00112006 0.00120319 0.000561478 -5.20622e-05 -0.000313035 -0.00103773 2.00371e-05 -4.9684e-05 0.000202926 -0.000744219
internal_weight=142.341 117.058 4.26745 112.79 111.618 110.543 109.336 1.1727 108.025 16.2481 1.88642 14.3617 3.77308 10.5886 91.7769 88.8896 87.6704 86.3746 80.878 5.49666 3.25175 3.83301 2.24491 25.2832 10.7015 2.85233 1.40567 7.84914 6.19664 1.65439
internal_count=4633 2577 58 2519 2474 2463 2449 45 2443 436 209 227 102 125 2007 1985 1962 1939 1808 131 80 58 51 2056 565 277 125 288 180 115
is_linear=0
shrinkage=0.00196078


Tree=850
num_leaves=31
num_cat=0
split_feature=17 3 14 16 19 3 5 2 10 18 19 10 8 10 16 4 0 6 2 4 10 4 5 3 17 13 10 18 17 14
split_gain=0.0627218 0.635925 0.370306 0.308285 0.25641 0.306184 0.466368 0.345938 0.274725 0.380696 0.398727 0.573651 0.553428 0.391736 0.417473 0.276447 0.243019 0.389896 0.222049 0.283283 0.27242 0.240667 0.567871 0.21459 0.593651 0.388543 0.348987 0.310525 0.212111 0.421877
threshold=201.39543491635001 92.90235915575002 162.62753922915002 22.654947022900004 14.651182102100002 90.988176966900014 23.195398057700004 186.79363985910004 63.452988794850008 14.329845562450002 14.451165964200003 67.031326566450005 8.543332867800002 68.846035804500005 19.559954260300003 165.86037890555002 96.082805124100005 14.825346391850003 325.13486840910008 395.41070928875007 74.927328095600004 371.16724128940001 23.195398057700004 79.086372823400012 236.15709471040003 103.191088421 73.448676123850007 15.329371696850002 194.75204781875001 177.36626049935003
decision_type=2 2 2 2 2 2 2 2 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 -2 4 5 8 7 -7 -4 -10 11 -11 13 -13 15 -15 17 -17 19 21 -20 28 -23 24 -18 -25 -27 -28 -1 -30
right_child=1 -3 3 -5 -6 6 -8 -9 9 10 -12 12 -14 14 -16 16 23 -19 20 -21 -22 22 -24 25 -26 26 27 -29 29 -31
leaf_value=-0.00057317601755172353 -0.10615070331266274 -0.10717762226068611 0.06047262481999896 0.079720474749655712 0.042776648332269546 -0.013801198520620298 0.037676932154772871 -0.11497172515855675 -0.065719179687514742 0.077177920922869778 -0.10054675052547984 -0.10861046856589217 -0.10966676808200487 0.10697286789743315 0.081809570663433362 -0.10556904746825112 -0.080331410370240094 0.034532097312548714 -0.095173780354725568 0.051773943212199393 0.0104068560752639 -0.093932757080257875 0.032664753956285424 0.062567213523291795 0.038941484398976885 0.011688320747993482 0.014957085864830678 -0.079161201660312389 0.039966811280320681 0.0047105036987543231
leaf_weight=66.008894572340523 0.33005985675845906 0.5821742799362245 0.72096984460950864 0.4810724500566711 1.2307546790689219 0.58151064696721622 0.52979268319904793 0.80703469156287611 0.90155667834915121 0.99602225329726657 0.37403071013977829 0.30979293864220103 0.45712688942876489 0.23959440691396316 0.67275566933676678 0.52985490276478131 0.98178899833510402 0.3177696296479553 0.51829016695603414 1.149737743395234 0.46242295841511805 0.81245664017478592 0.62835856254241662 1.1757095172069947 0.72578787315433146 5.7792002608766779 0.57160128187388159 0.90645607421174645 3.9936449481174376 22.60417570412028
leaf_count=2427 15 34 20 26 15 4 22 46 26 29 15 14 35 2 17 57 390 12 111 195 96 78 29 48 143 33 3 74 98 519
internal_value=0.000885278 -0.00418003 -0.00112387 0.000673167 -0.00134859 -0.00443804 -0.0421462 -0.0726024 0.000181187 -0.00272852 0.00131705 0.00410552 -0.00164006 0.00240422 0.00529414 0.000709419 -0.00160763 -0.0530459 0.00194926 0.00243695 -0.0453907 0.0018338 -0.0387219 0.00269198 -0.0296357 0.00923795 0.000598364 -0.0427633 0.00246478 0.0100042
internal_weight=116.38 20.2024 19.6202 19.2902 18.8091 17.5784 1.91834 1.38855 15.66 14.939 14.0375 13.6635 12.6674 12.2103 11.9005 11.2278 10.9882 0.847625 96.178 95.1973 0.980713 94.0475 1.44082 10.1405 1.70758 8.43297 7.25726 1.47806 92.6067 26.5978
internal_count=4633 1080 1046 1031 1005 990 72 50 918 898 872 857 828 793 779 762 760 69 3553 3346 207 3151 107 691 533 158 110 77 3044 617
is_linear=0
shrinkage=0.1


Tree=851
num_leaves=31
num_cat=0
split_feature=6 6 16 3 3 6 5 3 15 16 5 0 9 9 6 8 15 10 10 12 3 17 2 10 18 7 12 19 10 10
split_gain=0.302106 0.57707 0.41151 0.339546 0.700573 1.18439 1.05787 0.667021 1.06749 0.682572 0.676823 0.762695 0.496102 0.493699 0.62361 0.484097 0.382571 0.31729 0.519072 0.736292 0.551104 0.819043 0.61395 0.552489 0.410775 0.305772 0.593465 0.60158 0.428259 0.995217
threshold=13.665319288000001 13.775321858200002 15.839962959300001 85.589753040950015 86.26455603170001 14.845346859150002 18.160071980500003 83.613736315050019 29.171703351550004 19.134955254150004 18.331716563250001 94.230457472250009 206.39860865795001 214.52351813370004 14.195331671650001 8.1436447804000007 23.949961253350004 78.196493182200015 72.327589083450007 213.01251010555004 83.613736315050019 204.73764675200002 206.22726210890002 75.981203682750007 14.693728290050002 23.109894804950002 225.44236677700002 14.251149826300002 66.859265246100009 66.235542959850008
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=17 2 -2 7 5 -5 -6 12 10 -10 11 -9 16 14 -14 -13 -3 18 19 -1 21 -20 -22 -23 -21 26 -8 -28 29 -27
right_child=1 3 -4 4 6 -7 25 8 9 -11 -12 15 13 -15 -16 -17 -18 -19 20 24 22 23 -24 -25 -26 28 27 -29 -30 -31
leaf_value=0.00041667334566594547 0.0017205128507946938 1.9375291523276398e-05 0.00041877530012685791 -0.00044525317155727961 -0.0015293742333932045 0.0015718878301793082 0.00011252295501079498 0.00098203248406741233 -0.0020933319513898527 1.8673803602303732e-05 0.0015596867073727212 7.1894398357305015e-05 -0.001560668173987708 0.00029544593628823171 0.00020394282964009846 -0.0021026543965588021 0.00077995364789390563 0.00013024135525384448 -0.0020706401542507705 -0.0017933690200350998 -0.001992392222899873 -0.0020255130732956734 0.0015487248965414299 0.00059639533020073611 0.00051403686109706501 0.00026382360954601696 0.00012261712106626332 -0.0019010639119665346 -0.00040689256247242704 0.0015159143232313791
leaf_weight=4.7058476727834222 1.4809122513979662 5.0387577805668169 2.5266389232128859 1.671354578109457 1.4109199459198851 3.3871736937435344 34.343798034174142 0.96915098186582316 2.0645834258612017 0.82278926344588388 0.92257167026400555 0.66525102872401454 1.876116371713578 2.7721694459323771 1.3059381439816204 0.9638846293091774 5.1326431035995483 12.97050597177258 1.8942329483106735 1.0861533129500456 0.26644074263458595 0.42994253465440113 0.64135926694143564 1.098385368066374 0.40807668166235078 41.109098950772022 1.0915741954520393 1.1702248909678017 3.182109866058453 2.5947007387876502
leaf_count=116 33 34 25 37 23 44 1038 7 232 26 12 13 38 45 21 51 33 1491 148 104 77 39 25 31 25 556 121 85 70 33
internal_value=0.000127753 0.000168662 0.000899807 0.000142616 0.00019653 0.000905418 0.000154294 -7.26242e-05 -0.000607769 -0.00149149 0.000116952 -0.000395318 0.000140039 -0.000309466 -0.000836459 -0.00121469 0.000403175 -7.50452e-05 -0.0003279 3.59179e-05 -0.000848803 -0.00120905 0.000509401 -0.000141188 -0.00116321 0.000182746 4.84527e-05 -0.000924409 0.000287594 0.00033816
internal_weight=140.003 116.502 4.00755 112.495 89.961 5.05853 84.9024 22.5339 6.40823 2.88737 3.52086 2.59829 16.1256 5.95422 3.18205 1.62914 10.1714 23.5009 10.5304 6.20008 4.33036 3.42256 0.9078 1.52833 1.49423 83.4915 36.6056 2.2618 46.8859 43.7038
internal_count=4633 2577 58 2519 2007 81 1926 512 341 258 83 71 171 104 59 64 67 2056 565 245 320 218 102 70 129 1903 1244 206 659 589
is_linear=0
shrinkage=0.00196078


Tree=852
num_leaves=31
num_cat=0
split_feature=15 5 5 2 16 16 17 13 16 8 7 18 12 3 18 0 2 2 10 18 9 15 9 18 15 3 6 13 16 9
split_gain=0.0590324 0.335649 0.303321 0.267194 0.194538 0.0936856 0.542899 0.57077 0.231901 0.41362 0.204646 0.200631 0.427932 0.409907 0.370886 0.39963 0.321842 0.431882 0.337472 0.344776 0.320414 0.63231 0.415649 0.831761 0.545111 0.713301 0.577123 0.413611 0.537041 0.342702
threshold=46.055224235250002 24.367802910700004 24.458659404000002 247.02271001585004 23.044946110900003 22.624947093000003 199.05253715360001 117.41840884735002 22.614947116400003 8.4434108459500017 24.930088150450004 13.480563334700001 256.19386559905007 93.216908757050007 13.431207332600001 92.168410086200012 216.39684782960003 202.17021369765004 65.765062787050013 13.328768336950002 196.40176798710004 38.567335632300008 194.45262321395003 14.032563378150002 36.136500007950012 86.26455603170001 16.285380505300001 109.64607639220002 18.484956774100002 197.47612518640003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=5 -2 -3 4 -4 8 7 -7 11 -10 -8 12 14 20 15 16 17 18 19 -1 21 22 24 -24 25 27 -27 28 -13 -22
right_child=1 2 3 -5 -6 6 10 -9 9 -11 -12 13 -14 -15 -16 -17 -18 -19 -20 -21 29 -23 23 -25 -26 26 -28 -29 -30 -31
leaf_value=0.018919477278234981 -0.085702314139880664 0.073401407874205252 -0.10356387703654844 0.0039614299193201008 0.010117138340302478 -0.062700002642084016 0.078911795513462044 0.0061561959144808293 0.0067534766188328352 -0.055859840870724368 0.0088200275989826285 0.0053051893543608992 -0.069038699983012888 -0.060119959166825249 0.071919157737426562 0.085879186447603492 0.068552447348533205 -0.083845062745775203 -0.053323022836873117 -0.017389719266278768 0.041823538051131939 -0.095840031013872229 0.0078091334794051157 -0.11962770139601764 0.082805491351444827 -0.10049079803494856 0.024541818117238309 0.10540966516046818 -0.1039553930499305 0.0015670244794064694
leaf_weight=10.794209980366309 0.52296371028933109 0.48726861813338507 0.46279008927012943 2.4706654179972247 0.22310027526691556 1.2720148842781842 1.3514935291605059 22.467344476026483 2.2144605079665771 2.0150869995704852 0.60214113630354393 9.0749663434580601 0.66091235262569981 1.1813837907611731 1.0051086164385186 0.65732981252949585 0.79226844199638513 0.54969136164436427 0.89079341955948699 3.4513866306660939 2.2210430126433485 0.87241987558081824 1.1348708393052231 0.93340784589963721 0.72579681500792581 1.2802765340384219 0.51874584332108487 0.38650041073560792 0.47332715289667326 44.156701751850051
leaf_count=659 44 18 96 79 6 16 50 318 28 22 23 1198 90 50 31 15 35 29 29 32 44 18 13 57 62 115 10 3 40 1403
internal_value=0.00090214 -0.0107845 -3.22818e-05 -0.011368 -0.0665867 0.00133816 0.00663674 0.00246671 -0.000244998 -0.0230774 0.0573084 0.000936137 0.0100009 -0.0017709 0.0128805 0.00941756 0.00636747 0.00322665 0.00638873 0.0101226 -0.000655087 -0.0131528 -0.00818727 -0.0497027 -0.00129576 -0.00649786 -0.0644378 0.00399408 -0.000111066 0.00349492
internal_weight=115.85 4.16679 3.64382 3.15656 0.68589 111.684 25.693 23.7394 85.9907 4.22955 1.95363 81.7611 18.8017 62.9594 18.1408 17.1357 16.4783 15.6861 15.1364 14.2456 61.7781 15.4003 14.5279 2.06828 12.4596 11.7338 1.79902 9.93479 9.54829 46.3777
internal_count=4633 243 199 181 102 4390 407 334 3983 50 73 3933 920 3013 830 799 784 749 720 691 2963 1516 1498 70 1428 1366 125 1241 1238 1447
is_linear=0
shrinkage=0.1


Tree=853
num_leaves=31
num_cat=0
split_feature=16 15 18 15 19 4 5 5 15 15 8 13 9 2 18 10 17 13 15 15 4 12 8 6 18 4 16 0 0 18
split_gain=0.326154 0.738293 0.992702 0.57629 0.685649 0.587799 0.460904 0.968335 0.520974 0.440274 0.43743 0.400182 0.4625 0.479838 0.796083 0.547725 0.447897 0.487365 0.629157 0.447427 0.339641 0.320422 0.581283 0.478935 0.294079 0.285264 0.273727 0.633336 0.532166 0.253525
threshold=18.634956423400002 28.826925781250004 14.032563378150002 28.298162031900002 12.851036860900001 169.78554988275002 17.352342178450005 14.608687763150002 20.152484759300005 26.384523135650003 5.1459841250500009 97.873318238950006 205.73475031020004 85.298498744850022 15.534793034950003 77.209829048350016 186.69708271700003 103.89008753490002 20.538897842700003 24.673905035600004 252.13038187165003 216.20511703005005 1.3489472949000001 13.245309474550002 16.480789591400004 143.58239362595003 18.734956189500004 94.047642319350018 93.72771580185001 15.771515858900001
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 3 -3 4 9 -6 7 8 -7 11 -8 21 16 -14 -15 -16 25 18 -18 -17 -20 22 24 -24 -1 -13 27 28 -2 -27
right_child=26 2 -4 -5 5 6 10 -9 -10 -11 -12 12 13 14 15 19 17 -19 20 -21 -22 -23 23 -25 -26 29 -28 -29 -30 -31
leaf_value=0.0011701871220665004 0.00019174994183290933 0.00075074958593134044 -0.0019177958158546058 0.0014495941065083293 -0.0019098255164245429 -0.0020862651408508348 -0.0013892445269476892 -0.0021032994323772962 0.00035329935511534626 -0.001604476295027939 0.0010268194555722498 0.0019375865347741564 0.00068436819118204652 -0.0019047337202615399 0.0010527676190230154 -0.0013955256537369434 0.0016576467759083569 0.0016672491212520375 -0.00091043414004945489 0.00029945795141363417 0.00061026236370746343 9.3614205905739604e-05 -0.0020018416287088834 0.00059116784736360829 -0.00198720715139442 5.7728698381199388e-05 0.00019173679865585837 -0.0005587671580920535 0.0019912489599235327 0.0010596360924161449
leaf_weight=0.63372400833760112 1.0711906627984715 0.79664345945639015 1.6378487290057817 1.1289475836565532 1.0187333478243079 0.39468568144366223 0.36168621378828891 1.237199386465363 2.2849045519396896 0.53542574245511687 1.4161853578407315 0.36955854855478065 2.0600162963964967 1.1071138566840089 1.2390330904163422 1.2047047137166376 1.1624897089786821 2.2038263304202701 1.0823812000453474 1.1904082624241707 1.1805614330805836 4.2721930087864166 1.3023222332903968 0.3467832871901918 0.13813518090319121 7.9511829758484946 99.745827914157417 1.0358149765525011 1.5404718173667786 1.1060903109610078
leaf_count=49 34 38 250 19 89 36 131 69 175 35 25 3 49 31 22 45 27 32 23 7 26 622 529 37 122 409 1658 15 19 7
internal_value=0.000153201 1.30492e-06 -0.00104456 7.02536e-05 2.67555e-05 -0.000538069 -0.000292672 -0.000668498 -6.03214e-06 0.000157124 0.000535301 0.00019016 0.00031862 -0.000105753 -0.00044905 -5.58734e-06 0.000510322 0.000947965 0.000485198 -0.000553093 -0.000117097 -0.000229342 -0.000799253 -0.00145657 0.000605127 0.000248983 0.000211029 0.000738616 0.00125317 0.000180083
internal_weight=142.756 39.3628 2.43449 36.9283 35.7993 6.71339 5.69466 3.91679 2.67959 29.086 1.77787 28.5505 21.8574 6.80128 4.74126 3.63415 15.0561 5.62926 3.42543 2.39511 2.26294 6.69316 2.42096 1.64911 0.771859 9.42683 103.393 3.64748 2.61166 9.05727
internal_count=4633 2907 288 2619 2600 525 436 280 211 2075 156 2040 681 154 105 74 527 108 76 52 49 1359 737 566 171 419 1726 68 53 416
is_linear=0
shrinkage=0.00196078


Tree=854
num_leaves=31
num_cat=0
split_feature=16 16 16 3 10 9 19 19 19 3 0 6 13 18 18 15 0 16 14 15 8 2 5 17 12 8 17 17 15 14
split_gain=0.39449 0.676998 0.43882 0.523125 0.513206 0.5773 0.41254 0.369535 0.688375 0.537948 0.322913 0.688109 0.705029 0.443503 0.849045 0.45045 0.920276 0.500432 0.482233 0.447453 0.370295 0.358321 1.9855 0.486087 0.876474 0.781803 0.430462 0.426312 0.628678 0.336435
threshold=20.394952307700002 20.034953149600003 20.674951653000004 88.813214339350012 65.765062787050013 208.89909802210005 14.051133688400002 13.751109481500002 13.651101412550002 86.26455603170001 86.345209775600011 16.375382608200002 117.39690118230001 13.304953393500002 13.154691941050002 36.270131511550012 87.380266155850009 22.454947490600002 240.47187913080003 38.469938489650012 8.543332867800002 100.00310400885002 22.382820633700003 192.80507188075003 222.66054638440002 8.4434108459500017 199.39473800005004 190.37043331840002 46.674706678850008 264.19645454725008
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 6 3 -2 10 -6 7 8 -1 -9 11 12 -4 14 -12 16 20 19 -19 -17 -15 -13 -23 27 -25 -26 -27 -24 -29 -18
right_child=2 -3 4 -5 5 -7 -8 9 -10 -11 13 21 -14 15 -16 17 29 18 -20 -21 -22 22 23 24 25 26 -28 28 -30 -31
leaf_value=7.1796127337640989e-05 -0.00014439321490526764 -0.0015530540254559983 0.00036597392505420594 0.0015666039926292669 -0.0019956996824279155 0.00017464064674742552 -0.0012165662218324279 0.0014224491514036332 -0.0018494170537566867 -0.00012992101961629122 0.00022456048221025798 0.00046433138746354889 -0.0021178189102873187 -0.0023460645716406594 0.0014828864295195971 0.0020015126437822042 0.00063950620833477226 -0.00024208471282273662 0.00043550359850990375 0.00034525191788700932 -0.00048322476198852391 -0.001701743241828942 0.00018202274515733154 0.0016376798680147696 0.00073966378901566725 -0.0022685980424817192 0.00030369690188792057 -0.0015996677133227279 0.00049373907285490081 -0.00041686086388483131
leaf_weight=55.768211685014421 1.0481293797492974 1.0108746548648913 0.7575277965515842 1.9940517145441843 0.8452785830013444 1.0647364428732542 0.95086593003361386 1.8640393177047365 0.72636256043915537 1.5905731238890437 4.8219256121665222 10.686237165937198 1.0461645177201715 0.8726967736147333 3.6013403218239546 1.3042590953409701 2.9574900045990944 5.2016279399395016 18.054102350724861 1.2079094685614107 0.77422280237078667 2.2902619640226503 12.199726777067555 2.3218087035638737 2.1459861365947295 0.67236667784163706 0.39828697429038584 1.3456417948473238 0.93462278942752153 1.9062401037663219
leaf_count=3168 16 42 12 46 23 20 38 52 32 40 41 160 52 24 40 69 34 27 215 13 19 40 212 31 39 36 23 31 18 20
internal_value=0.000156083 3.84215e-05 0.000246628 0.00097711 0.00021792 -0.000785845 6.48383e-05 8.51629e-05 4.70947e-05 0.000707707 0.000243313 0.00010463 -0.00107466 0.000361883 0.000762554 0.000257325 -0.000203487 0.000373756 0.000283947 0.00120514 -0.00147034 0.000169097 2.76747e-05 0.000225533 0.000719573 5.68721e-05 -0.0013117 3.65682e-05 -0.000741633 0.000225485
internal_weight=142.364 61.9109 80.4526 3.04218 77.4105 1.91002 60.9001 59.9492 56.4946 3.45461 75.5004 34.7986 1.80369 40.7018 8.42327 32.2785 6.51065 25.7679 23.2557 2.51217 1.64692 32.9949 22.3087 20.0184 5.53845 3.21664 1.07065 14.48 2.28026 4.86373
internal_count=4633 3372 1261 62 1199 43 3330 3292 3200 92 1156 654 64 502 81 421 97 324 242 82 43 590 430 390 129 98 59 261 49 54
is_linear=0
shrinkage=0.00196078


Tree=855
num_leaves=31
num_cat=0
split_feature=12 17 8 0 7 0 12 4 2 4 17 0 3 18 17 17 3 18 7 3 6 18 13 17 3 7 0 2 14 3
split_gain=0.0663231 0.175924 0.467364 0.19699 0.258582 0.155836 0.151074 0.1343 0.220177 0.793023 0.19408 0.129699 0.104582 0.297958 0.516746 0.255826 0.33193 0.284108 0.180204 0.179153 0.175492 0.163466 0.318876 0.193203 0.491218 0.354238 0.189502 0.408096 0.269092 0.25183
threshold=86.655272465950006 183.32030055335002 8.3434888241000014 92.168410086200012 21.115414688150004 94.300357383600002 86.968866757150025 158.18845385165005 67.992056490600007 161.08698257945002 188.70679832985002 82.250688042950017 93.292185584700022 13.278511569200001 189.44392401325004 198.26219854015002 93.776108048150022 13.659439901750002 23.853977146050003 90.100985783850021 14.555340083200003 13.546420092050001 117.60660091645001 192.80507188075003 93.345954747300013 23.131311951800004 86.208098410950015 74.766480717350007 162.62753922915002 93.437362323750008
decision_type=2 2 2 2 2 2 2 2 2 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 11 -3 -2 10 9 -9 -8 -1 13 14 19 18 -17 -18 20 -10 -14 23 -23 24 -22 -25 27 -26 -29 -30
right_child=6 2 -4 -5 -6 -7 7 8 12 -11 -12 -13 15 -15 -16 16 17 -19 -20 -21 21 22 -24 25 26 -27 -28 28 29 -31
leaf_value=-0.024753703652992745 0.058422796309767593 -0.027987491136338818 -0.0014726392093396528 0.023190804235933764 -0.081415042710030985 -0.11805869219591177 -0.0051510637704886911 -0.13627591023621255 0.037342626544954238 0.012417134406300386 0.052522404576310772 0.060917439682325769 0.057892796911629442 0.0014957146872351564 0.069237857928802479 -0.11355244519364634 0.079122453923804625 -0.066417989318605639 0.056494686665600757 -0.0059641051973966016 -0.097843082654379271 -0.11275408410552885 0.018562453944721637 -0.014212982561203381 -0.1036239226315662 0.049770038511021492 0.04101178674161135 0.082439074467814621 -0.058597260393586793 -0.0028859195928982295
leaf_weight=0.41073482966748931 0.46719548583496262 0.28674521684297394 2.1609292037319392 2.3660465474767989 0.50122747005298152 0.58187716126849409 1.1111545204075803 0.5286799306049933 1.3350328046944913 1.1154303964576682 1.2286885716021059 0.31014931639674614 0.46434768768086598 70.325959970759868 1.8112351410090921 0.47886792453937121 0.24932499387068674 0.29029284665466548 0.51840019796509196 3.3578116782009602 0.57037695916370523 0.38947155624919005 0.35209071123972535 1.6594154674821759 0.41763994004578009 1.8081585278268901 0.90344363078474899 0.35584236927388957 0.84831552952528255 18.631401365304328
leaf_count=34 10 11 34 30 16 45 23 47 34 15 30 11 24 3043 29 16 5 46 13 45 7 30 15 45 21 25 5 42 12 870
internal_value=0.0010904 -0.00863045 -0.0263746 0.00635127 -0.0262506 -0.0883248 0.0016794 0.00143563 0.000914532 -0.0353966 0.0251342 0.012105 0.00148436 0.00338957 0.0238671 -0.00375512 -0.0529512 0.000827508 -0.00189377 0.00635591 -0.00304028 -0.0041312 -0.0504055 -0.00276919 -0.00626756 0.0191508 -0.00379871 -0.0057976 -0.00373785 -0.00531207
internal_weight=115.836 6.61771 3.02955 3.58816 1.22211 0.868622 109.219 108.751 106.412 1.64411 2.33984 0.720884 104.767 76.83 6.50408 27.9374 1.01849 0.539618 26.9189 4.69284 26.4005 25.9362 0.741562 25.1946 21.727 3.46757 21.1566 20.2532 19.8356 19.4797
internal_count=4633 181 90 91 61 56 4452 4442 4389 62 53 45 4327 3151 108 1176 67 51 1109 79 1096 1072 45 1027 957 70 950 945 924 882
is_linear=0
shrinkage=0.1


Tree=856
num_leaves=31
num_cat=0
split_feature=13 8 18 10 7 8 18 3 10 17 16 8 10 5 10 7 7 0 13 16 3 17 19 0 12 15 19 16 13 6
split_gain=0.0606681 0.251526 0.203078 0.156726 0.241053 0.194252 0.188154 0.250363 0.170093 0.156497 0.297092 0.279514 0.154153 0.133521 0.112532 0.351188 0.102316 0.123198 0.0848702 0.263997 0.314388 0.274915 0.184943 0.481425 0.328007 0.191094 0.257758 0.199574 0.214721 0.491138
threshold=95.811270852950017 2.9476996444500005 17.327266398450003 82.299080289250014 21.034091097450002 1.9484794260000002 16.115468395400004 69.085308578100012 93.840631043300007 211.79441883225005 17.684958644900004 7.5441126493500006 88.264768880750012 5.3654262215500008 81.339300736700025 24.453757170650004 29.467962229850006 107.63242125250001 98.577694269150015 14.464966174600002 81.355431485500006 172.18378740490002 11.850956171350001 100.01333091085002 94.177001085000015 18.871799531050005 12.350996516100002 15.054964794950001 104.19926021995002 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 3 14 4 -1 6 -5 8 12 -4 11 -11 -8 -6 18 -16 -3 -18 -2 20 -20 -22 -21 25 -25 26 -24 -27 29 -29
right_child=2 16 9 5 13 -7 7 -9 -10 10 -12 -13 -14 -15 15 -17 17 -19 19 22 21 -23 23 24 -26 27 -28 28 -30 -31
leaf_value=0.043342639850468448 0.016201327997430806 -0.10196370315215311 0.091229751833661679 0.060080531478955125 0.014077159544598298 0.08079307445792433 -0.075876161358762573 -0.10229434671874851 -0.10050855383786073 0.06399812851195473 0.10109939474085944 -0.10254346064197235 0.049721075280297559 -0.10169033097884556 0.015209297709001431 -0.10229977461365745 0.10007760192523787 -0.10035971110418225 -0.10457953968571161 0.032857374647856555 -0.065116328787823391 0.074900619433183366 0.1024503355801037 0.029357342786017801 -0.086299075995062702 -0.03351165945555027 -0.010024709119114324 -0.018973692935293152 0.00061711943181382717 0.047493505179936113
leaf_weight=0.25538104237057258 3.6731972264915376 0.3891554482788705 0.42981255427002796 0.37932382343569759 0.13063455873634666 0.36911722953664128 0.11906083335634299 0.28438022585760336 0.12368733898438222 0.16612270852783695 0.24664134485647082 0.25619215570623055 0.54524811757801217 0.41972069445182569 0.64057270175544434 0.42179894051514566 0.063148288427328225 0.059614569456243771 0.51864777109585591 1.818696896341861 0.28647769801955292 0.27468580063850823 0.43372776062460516 0.32218567270319809 1.0263975593843495 1.6403670094241523 0.3842666857389645 1.7842187688584079 94.804933227996571 2.9494092206005007
leaf_count=16 130 309 16 42 27 18 45 126 239 10 17 39 101 142 8 140 4 127 63 48 61 33 11 8 107 37 35 177 2443 54
internal_value=0.000983556 -0.0127292 0.00136755 -0.000231205 -0.0369521 0.0160183 -0.00045168 -0.0218633 0.0071635 0.0441473 0.0138963 -0.0370323 0.0272109 -0.0742113 0.000944 -0.0314459 -0.0768539 0.00274373 0.00125705 0.000740383 -0.0484531 0.00342104 0.00124549 0.000689182 -0.058668 0.00147399 0.0496133 0.0010848 0.00165494 0.0224404
internal_weight=115.217 3.13847 112.078 2.62655 0.805736 1.82082 1.4517 1.07238 0.787996 1.09877 0.668956 0.422315 0.664309 0.550355 110.98 1.06237 0.511918 0.122763 109.917 106.244 1.07981 0.561163 105.164 103.346 1.34858 101.997 0.817994 101.179 99.5386 4.73363
internal_count=4633 1196 3437 756 185 571 553 511 385 82 66 49 146 169 3355 148 440 131 3207 3077 157 94 2920 2872 115 2757 46 2711 2674 231
is_linear=0
shrinkage=0.1


Tree=857
num_leaves=31
num_cat=0
split_feature=16 16 9 15 16 19 12 17 13 15 16 16 16 15 14 10 6 6 6 13 9 2 9 17 19 13 8 5 8 3
split_gain=0.291573 0.727825 0.753784 0.492993 0.559123 0.434108 0.743821 0.760655 0.839781 0.421601 0.395767 0.866205 0.432772 0.545057 0.429494 0.402419 0.374882 0.350065 0.583517 0.709791 0.687175 0.425589 0.52789 0.352205 0.34945 0.330574 0.649195 0.334726 0.317738 0.371544
threshold=18.594956516900002 18.369957043050004 187.45330412110005 31.445204138150004 18.304957195050005 12.851036860900001 95.011694655150009 191.20566072810004 103.75835308650001 20.152484759300005 17.874958200600002 16.354961755000005 15.404963976500001 25.716185026400002 156.96193988595004 78.962703749400006 13.115306437050002 14.195331671650001 12.410289964450003 101.03763345850001 212.80230024750003 125.02712973155002 69.057662079300016 187.52613723835003 12.350996516100002 97.873318238950006 2.8477776226000002 13.252098438300001 5.1459841250500009 85.530606962050015
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 3 -3 4 5 10 -7 28 9 -9 11 12 14 16 -1 -13 -14 18 19 25 24 23 -23 -19 -20 26 -16 -27 29 -8
right_child=-2 2 -4 -5 -6 6 7 8 -10 -11 -12 15 13 -15 17 -17 -18 21 20 -21 -22 22 -24 -25 -26 27 -28 -29 -30 -31
leaf_value=-0.0026699044166817077 0.00017481279324743073 0.001255156737945485 -0.0021097306021105921 -0.0020094394388831065 0.0020074785135723991 -0.002297726756798674 0.0011814465093507272 -0.0021008064052378357 -0.0021025241055243854 0.00020000619925245733 0.0018457837606187003 -0.0018763447717847577 -0.00096097358427306434 0.0016886282982082176 6.7279691007337969e-05 0.0020409290125615563 0.00049801554013262144 0.00048487874446167059 -0.00076384972761988344 0.0019301279305025752 0.00042117332434530615 0.0011783321326088207 -0.0022341879804848 0.002134990328421744 -0.0022413802219481767 0.001234881057514901 -0.0015791920537155597 0.00011387029579040858 0.0012234380150880117 -0.0020060540457629322
leaf_weight=0.2263545644527899 105.77312197835636 0.32831406910554406 1.1613677130953872 0.45032012181763903 0.55518405481416166 0.72870599196175945 0.26647566020255942 0.35332884540548626 1.1683478589984586 2.2953456763352733 0.50599338038591568 1.109292404124061 0.77050734928343345 1.3604836232552768 4.1291235625831213 0.11090581864118565 5.5850228315393906 1.2603120986095744 2.7581862575898408 0.8314189779339366 1.7043118371511807 0.32859630139500939 0.3711152093783312 0.82145148515701283 0.79217358073219646 1.3462018596474079 1.1849347030893111 4.2796443226980045 1.516161488369107 0.29762374299298244
leaf_count=5 1741 49 180 92 8 29 7 34 65 165 7 223 61 24 747 1 129 50 118 13 47 19 70 6 21 25 482 67 15 133
internal_value=0.000121583 -2.42897e-05 -0.00136814 2.9659e-05 5.47086e-05 2.46785e-05 -0.000428816 -0.000197882 -0.000717751 -0.000106918 0.000126621 9.65936e-05 0.000167691 0.000562252 1.57255e-05 -0.0015203 0.000321136 4.64162e-05 -5.89426e-05 0.000183585 -0.000602243 0.00069134 -0.000631611 0.001136 -0.00109352 5.08496e-05 -0.000299852 0.000382116 0.000756014 -0.000500306
internal_weight=144.37 38.5972 1.48968 37.1075 36.6572 36.102 6.62599 5.89728 3.81702 2.64867 29.476 28.97 27.7498 7.71601 20.0338 1.2202 6.35553 19.8075 17.026 11.7713 5.25467 2.78148 0.699712 2.08176 3.55036 10.9399 5.31406 5.62585 2.08026 0.564099
internal_count=4633 2892 229 2663 2571 2563 448 419 264 199 2115 2108 1884 214 1670 224 190 1665 1520 1334 186 145 89 56 139 1321 1229 92 155 140
is_linear=0
shrinkage=0.00196078


Tree=858
num_leaves=31
num_cat=0
split_feature=16 15 18 15 16 10 10 7 13 7 15 6 19 16 12 4 2 19 13 0 6 13 17 19 10 19 16 0 0 0
split_gain=0.284708 0.673733 1.16495 0.551004 0.563668 0.658199 0.883223 0.716161 0.578621 0.438737 0.385849 0.360322 0.416459 0.349821 0.539189 0.460134 0.438138 0.53839 0.564566 0.552899 0.415114 0.388152 0.359389 0.336323 0.424695 0.335113 0.318892 0.469542 0.527925 0.269363
threshold=18.634956423400002 28.826925781250004 14.032563378150002 28.298162031900002 16.094962363000004 70.348883899450016 75.981203682750007 22.375171215700004 108.64328150955002 19.506002767000002 26.243701454300005 14.355335410100002 12.250988447150002 15.404963976500001 82.088033630950022 267.06082587310004 82.092636011950006 12.350996516100002 103.39541123890002 97.886760529650019 13.665319288000001 92.792132372400019 185.31329674715002 13.351077205700003 78.962703749400006 12.651020723000002 18.734956189500004 93.972365491700018 93.72771580185001 96.631250582750013
decision_type=2 2 2 2 2 2 2 2 2 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 7 8 9 -7 -6 11 13 -13 14 -1 25 22 -18 19 -19 -17 -21 -16 24 -8 -15 27 28 -2 -28
right_child=26 2 -4 -5 5 6 23 -9 -10 -11 -12 12 -14 15 16 20 17 18 -20 21 -22 -23 -24 -25 -26 -27 29 -29 -30 -31
leaf_value=-0.0024495069892710186 0.00023097385588856508 0.00083635874185332437 -0.0019025184761705179 0.001357672025387957 0.00065407497918729531 -0.0019088939715935433 -0.0020051681323785269 0.0017540655489154486 0.00048957315028612272 -0.002029317997595152 -0.0019849382143475704 0.00033549155807926497 -0.0022537240096467542 0.000630466638952413 0.00039599243191460018 0.00012971357135455795 8.5757843026349438e-05 0.0014961411592136651 -0.0023542037808720294 0.00064064180188701584 0.0019456511179201288 -0.0020606233019691057 0.0019334762021618772 0.00067556273747266583 0.001027283905979259 -0.00033813440088749965 0.00012159798033809455 -0.00029653160037559472 0.001994510436682802 0.00051979645656285794
leaf_weight=0.32693006074988673 1.2014061525696886 0.90236114361323361 1.7647246545093365 1.1887678342500283 0.46683258849247866 2.5484306447906424 0.5031509758846372 0.90361129259690642 0.45589003153145302 0.47021387901622802 0.3308554005343457 0.45044862846771039 0.5083871312563133 3.4651588171254835 3.2154940132822989 0.74256133416201953 13.770962383247022 0.46884121192851969 0.74242063949350257 0.31242936028866097 1.389817416667938 0.59211157215759158 0.71439012076007191 1.3889094290789215 0.27439513592980802 2.2748313371557742 93.17838604350618 1.1874131574295459 1.4287399547174571 7.0235846284776917
leaf_count=36 34 38 250 19 116 170 126 14 5 208 14 99 63 38 98 32 1284 18 14 45 29 53 18 56 24 40 1616 17 17 42
internal_value=0.000116554 -2.36464e-05 -0.000975868 4.40672e-05 1.06897e-06 -0.000498342 -0.00085678 0.000508581 -0.00154494 -0.000692463 0.000120554 0.000144596 -0.00103734 0.000185048 4.80748e-05 0.00053553 8.92792e-05 -5.57289e-05 -0.000976613 -0.000231917 0.00131328 -0.0011276 0.000675482 9.7521e-05 -0.000935019 0.000246598 0.0001707 0.000726911 0.00118896 0.000149509
internal_weight=144.192 40.1729 2.66709 37.5058 36.3171 7.01143 5.17078 1.84066 3.00432 0.937046 29.3056 28.9748 0.958836 28.0159 20.1436 7.87237 19.8166 15.8868 2.1158 1.37338 2.13238 0.904541 3.92988 2.16646 0.777546 5.73999 104.02 3.81756 2.63015 100.202
internal_count=4633 2907 288 2619 2600 719 381 338 175 324 1881 1867 162 1705 1566 139 1530 1414 130 116 61 98 116 206 150 78 1726 68 51 1658
is_linear=0
shrinkage=0.00196078


Tree=859
num_leaves=31
num_cat=0
split_feature=18 18 9 16 10 3 4 10 13 19 4 6 14 6 7 7 7 7 0 12 3 16 19 17 3 15 7 2 5 7
split_gain=0.0634223 0.287007 0.384737 0.347327 0.396317 0.250852 0.463808 0.374533 0.252653 0.248092 0.605315 0.385225 0.27123 0.368631 0.215332 0.268049 0.711947 0.454572 0.484005 0.403045 0.31265 0.555708 0.641326 0.541248 0.517061 0.800256 0.445824 0.278571 0.406803 0.494201
threshold=13.956123578150001 14.012834869550002 204.99169312540002 22.644947046300004 62.014663695050011 87.399085362750014 227.16561897400001 68.846035804500005 110.07622969305001 14.051133688400002 227.16561897400001 16.445384243750002 227.64501646235001 13.500315432750002 20.714163848350005 23.853977146050003 23.695207782600004 23.623818563000004 93.308316333500017 189.11492007315005 85.589753040950015 19.224955043700003 13.751109481500002 200.37850214585004 84.812788641250009 28.579157549250002 24.996614930650004 122.71527679435002 21.869642762900003 24.277136467000002
decision_type=2 2 2 2 2 2 2 2 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 8 -8 -1 10 11 -7 -12 -14 -6 16 17 18 19 -16 24 26 -23 -24 -17 -26 -22 -25 29 -29
right_child=1 3 -4 -5 14 9 7 -9 -10 -11 12 -13 13 -15 15 20 -18 -19 -20 -21 21 22 23 27 25 -27 -28 28 -30 -31
leaf_value=0.026160964512307001 -0.11259339231600321 -0.10636284157981227 -0.0013998510577362736 0.079685784305866605 0.078008064649084385 -0.10656983022100618 -0.11607697031276219 0.014119005607050412 0.10305213738619104 0.0034841074040826668 0.094902896199054718 -0.01885229510899894 -0.10331653242987292 0.017662076369447745 -0.12170803585308421 0.00058723772752279266 -0.08538562315556765 0.097705615553293115 0.011602123240123871 0.0066965379679825039 0.098891460126220743 -0.071139724683795397 0.087102541477112785 0.069854038517702541 0.012625519773239098 -0.1066312833693466 0.002786214471174487 -0.12108949341584195 0.02665801408070527 -0.0082074572273695464
leaf_weight=0.83164144918555327 0.53921619363973039 0.35607664054259558 0.73579086572863162 0.53606395795941253 0.34707894752500479 0.9757038204606937 0.27838079437788099 1.0710116850823395 0.87902238219976425 58.034108246150026 0.34872517676558379 1.0283088317332838 0.29748035010561569 1.6426991733459315 0.6128626024474213 31.679408170927672 1.3364274064224444 0.41844982607290138 2.4297849272588792 0.40665132129470294 1.317413358658085 0.96094629069557402 0.92632912984117854 0.54977137316018332 1.0890568257018451 1.1641718407918231 0.76181401719804842 0.52405174635350782 1.9328395557822657 1.4921724578598512
leaf_count=31 38 32 14 30 26 128 35 54 15 1001 10 332 35 206 54 1885 51 10 166 25 30 27 11 14 30 186 32 21 51 53
internal_value=0.00108911 -0.00158747 -0.048425 -0.00036477 -0.00125312 0.00314059 0.0310941 -0.0127405 0.0656714 0.00176816 -0.0214289 -0.0615598 0.0137069 -0.000887114 -0.000472567 -0.00104479 -0.0224634 -0.00072176 -0.0126624 -0.0704916 0.00158425 0.0187769 0.00415738 0.0174946 -0.00270489 -0.0489907 0.0636792 0.003162 -0.00612257 -0.0375475
internal_weight=115.503 50.1164 1.27501 48.8414 48.3053 65.3871 3.06006 1.34939 1.71066 62.327 4.29292 2.00401 2.2889 1.94018 47.9492 47.6022 5.20418 3.86775 3.4493 1.01951 42.398 8.46534 6.38611 5.42516 33.9326 2.25323 2.07923 4.49884 3.94906 2.01622
internal_count=4633 2786 52 2734 2704 1847 135 89 46 1712 711 460 251 241 2672 2646 306 255 245 79 2340 239 177 150 2101 216 62 139 125 74
is_linear=0
shrinkage=0.1


Tree=860
num_leaves=31
num_cat=0
split_feature=13 13 9 10 8 8 10 7 8 18 3 0 8 9 9 18 19 6 6 16 10 3 15 5 15 19 5 3 0 10
split_gain=0.282587 0.376624 0.672901 0.313022 0.66265 0.306323 0.299041 0.33817 0.329542 0.284423 0.369149 0.320955 0.309046 0.245856 0.51084 0.278452 0.212816 0.37566 0.698226 0.445196 0.329857 0.99222 0.539973 0.854776 0.489048 0.55191 0.483686 0.432941 0.636877 0.409751
threshold=95.937628385050019 96.357027853400012 38.283670303850009 81.573196594050017 6.9445805182500004 2.9476996444500005 82.299080289250014 21.034091097450002 1.9484794260000002 16.115468395400004 69.085308578100012 112.02536183765001 1.3489472949000001 54.842324361600014 63.05903418350001 13.602243858600003 11.750948102400001 13.665319288000001 13.775321858200002 15.839962959300001 70.182199495350019 83.613736315050019 29.171703351550004 18.331716563250001 27.063546193350003 13.351077205700003 17.687678651600006 85.589753040950015 93.843319501450011 66.859265246100009
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=5 -2 -3 13 -5 6 7 -1 9 -8 11 -11 -13 15 -15 -4 -16 -18 19 -19 26 -22 23 24 25 -23 -20 -28 29 -29
right_child=1 2 3 4 -6 -7 8 -9 -10 10 -12 12 -14 14 16 -17 17 18 20 -21 21 22 -24 -25 -26 -27 27 28 -30 -31
leaf_value=0.00067185368787560688 0.0013744528366712995 -0.0020327429127830767 -6.8809521127582627e-05 0.0020081717993672464 -0.0020238625828214759 -0.00126731185761303 0.0010407844028934696 -0.0014905601762151605 0.0015370279001261059 0.0014314830313360992 -0.0020114292173416684 -0.0019851587072922069 0.00024781189453884189 -0.0013771449077948745 0.00053687007141476305 0.001340981769994356 -0.00021599046314769446 0.0017692692382299312 0.00097683876854639737 0.00045504061805597975 0.00014524524300777472 -0.0015135390093027102 -0.001677367745366224 0.001316710781068561 -0.0021776430023504188 0.0013792252149529606 -0.0010002350613133289 0.00019141900864480502 0.0015712648560505592 -0.00037002097474297995
leaf_weight=0.39215284655801841 0.94796956279605993 0.54871001350693305 0.88304597360547576 0.20712040417129074 0.64386380047653802 1.0401574757488559 0.6619916252675474 0.95557170576648787 0.60948838130570937 0.43754477403126646 0.44641301839146752 0.37727952071145388 0.6468680978869088 0.84835828671930258 5.2308916955989835 1.381069466267945 10.829574660339857 1.5859517939388741 2.8828720785677424 2.6416200827807188 15.751190683804454 0.53899474674835735 1.9354080797056665 0.84317761106649403 0.83438581787049759 0.47884932090528309 1.2179381800815452 81.279058552937613 1.241572783794253 5.3251637553912579
leaf_count=16 34 111 35 5 117 449 42 177 18 32 126 287 66 57 115 69 401 31 23 25 163 35 248 18 25 11 21 1726 23 127
internal_value=0.00012533 0.000142794 0.000134279 0.000142985 -0.00104251 -0.000307775 -8.73201e-05 -0.000861354 0.000240768 -6.66348e-05 -0.000450839 2.57782e-05 -0.000574779 0.000150418 0.000139549 0.000791138 0.000149251 0.000133334 0.000165791 0.000948067 0.000136349 -8.93301e-05 -0.000887212 -0.000319848 -0.00106485 -0.000152625 0.000186376 0.00016079 0.000176887 0.000156897
internal_weight=143.644 138.077 137.129 136.58 0.850984 5.56747 4.52731 1.34772 3.17959 2.5701 1.90811 1.46169 1.02415 135.729 133.465 2.26412 132.617 127.386 116.556 4.22757 112.329 20.382 4.63082 2.69541 1.85223 1.01784 91.9466 89.0637 87.8458 86.6042
internal_count=4633 3420 3386 3275 122 1213 764 193 571 553 511 385 353 3153 3049 104 2992 2877 2476 56 2420 500 337 89 71 46 1920 1897 1876 1853
is_linear=0
shrinkage=0.00196078


Tree=861
num_leaves=31
num_cat=0
split_feature=15 2 17 7 17 12 14 17 10 0 10 12 13 6 15 15 16 6 16 16 2 16 8 17 17 12 8 16 0 18
split_gain=0.0641263 0.213056 0.0653171 0.194112 0.188734 0.171193 0.34834 0.218148 0.254772 0.368918 0.162974 0.160363 0.212017 0.201587 0.271719 0.208154 0.274681 0.155237 0.485549 0.235104 0.217387 0.212781 0.154337 0.112877 0.415943 0.255293 0.111913 0.119088 0.133978 0.348776
threshold=50.429073788800004 310.93569142660004 168.62011096010002 25.024903008400003 174.47088669260003 66.834523482800009 144.12207640715005 179.88087463185005 68.846035804500005 102.11570516885001 67.031326566450005 66.834523482800009 120.78166996855002 16.445384243750002 30.632308446700005 25.716185026400002 15.054964794950001 14.965349663000001 18.554956610400005 12.644970430600003 245.22092942750001 19.274954926800003 8.8430989333000021 196.58703564235003 189.5403704096 186.40370309910003 8.7431769115000026 22.764946765650006 86.208098410950015 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=2 -2 3 11 17 -6 -7 8 10 -10 -8 -1 13 15 -15 16 -13 19 -19 20 -4 -20 26 24 -24 -25 27 28 -9 -30
right_child=1 -3 4 -5 5 6 7 22 9 -11 -12 12 -14 14 -16 -17 -18 18 21 -21 -22 -23 23 25 -26 -27 -28 -29 29 -31
leaf_value=-0.070526751036678575 -0.10622056633512574 0.024889866156426261 -0.072377996014134832 -0.10275547777483669 0.05210735534465756 -0.071068165821639162 -0.011605768460918544 -0.0060619433772886701 -0.11341693248377233 -0.0059580727375186928 0.086850681437158059 0.010184057048938162 0.10265265465764449 -0.10408388569806692 0.07804313114946361 0.10134748400365312 -0.10228084053373442 -0.11392948249708455 0.075835179351429222 0.082651570163658455 0.065096096108208684 -0.0050300297173880076 -0.00021244064816082765 0.046665419977211145 -0.10828479959551676 -0.043700384955049562 0.017828973834354635 0.028061968200569699 0.024026053123174136 0.00098931977509727868
leaf_weight=0.34608946457592527 0.2270238032542683 0.27296797813778539 0.23732463763371858 0.22136653865345568 0.65144144091755052 0.6722721045371135 1.0267308723196031 19.645978024708256 0.63402775641407039 0.64397541521429957 0.20104503403126717 1.8721651879477592 0.193333189934492 0.37693718087240302 0.10466169155188254 0.21075316332280625 0.24566366853832722 0.27969507759962642 0.58890755614265777 0.86772793438285589 0.22320745832985267 0.72720060904248385 0.9798757792268582 0.61804083645256447 0.55945566174341366 0.63265053322538733 4.5383366680471218 1.6916035637259472 7.2727400709263739 68.22046018358742
leaf_count=13 52 24 59 234 15 22 139 398 48 69 15 112 3 231 15 6 103 86 22 26 22 55 32 22 33 24 67 28 90 2568
internal_value=0.00109322 -0.0346415 0.00124929 -0.0120626 0.00167788 0.000999083 0.000688901 0.00114116 -0.0280158 -0.0592693 0.00451621 -0.00606893 0.00135843 -0.00561035 -0.0645038 0.00657003 -0.00286163 0.0267465 0.00572536 0.0520018 -0.00574802 0.031154 0.0018426 -0.0213599 -0.0394903 0.000954723 0.00248121 0.00176188 0.00129425 0.00320859
internal_weight=114.984 0.499992 114.484 3.57097 110.913 107.989 107.337 106.665 2.50578 1.278 1.22778 3.3496 3.00351 2.81018 0.481599 2.32858 2.11783 2.92406 1.5958 1.32826 0.460532 1.31611 104.159 2.79002 1.53933 1.25069 101.369 96.8308 95.1392 75.4932
internal_count=4633 76 4557 717 3840 3570 3555 3533 271 117 154 483 470 467 246 221 215 270 163 107 81 77 3262 111 65 46 3151 3084 3056 2658
is_linear=0
shrinkage=0.1


Tree=862
num_leaves=31
num_cat=0
split_feature=6 6 16 10 3 16 10 15 5 3 0 10 19 3 7 9 15 15 13 5 10 10 12 13 17 3 18 17 18 7
split_gain=0.272786 0.473041 0.397739 0.279295 0.961015 0.544745 0.848146 0.582644 0.441039 0.460452 0.726166 0.504575 1.06728 0.976057 0.54223 0.374489 0.347418 0.691683 0.369681 0.269371 0.268244 0.473162 0.664285 0.530061 0.472624 1.10294 0.334033 0.323402 0.527578 0.410018
threshold=13.665319288000001 13.775321858200002 15.839962959300001 70.182199495350019 83.613736315050019 18.094957686100003 71.053259929650025 27.063546193350003 17.687678651600006 85.589753040950015 93.843319501450011 66.859265246100009 13.851117550450002 89.103567817450013 24.385896469550001 216.07042296730003 23.949961253350004 21.998656772400004 104.19926021995002 19.973460566700002 78.196493182200015 72.327589083450007 213.01251010555004 103.75835308650001 204.73764675200002 83.613736315050019 14.390586827150001 201.39543491635001 17.108018746400003 26.296311413900003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=20 2 -2 8 16 6 -6 -7 -3 -10 11 13 14 -11 -13 -9 17 -5 -18 -14 21 22 -1 24 25 -23 -24 -22 -29 -30
right_child=1 3 -4 4 5 7 -8 15 9 10 -12 12 19 -15 -16 -17 18 -19 -20 -21 27 23 26 -25 -26 -27 -28 28 29 -31
leaf_value=0.00041783929709329455 0.0016547770755700412 0.00095232295956884649 0.00036410433210531934 0.00032157894277049176 0.0015894151356291501 0.00034730674387919346 -0.0015768138521715224 -0.0020743598408475093 -0.0011170988541636291 0.0013757707301859505 0.0016145495253951634 0.00073961698664653966 -0.0021258471833042838 0.00015595135736363853 -0.00098158087989222648 0.00014324764585143726 0.001234554523899489 -0.00090486553271924765 0.00022019284032719419 -0.00057506760545470229 0.00027215751533840501 -0.0020791437126562147 -0.0020657832929809831 -0.0020331726415628846 0.000582936757609658 0.00085334631221730436 -0.00012328301774010037 -0.0020270551189826573 0.0015159872357325065 -0.00050704597826863138
leaf_weight=4.512240417578143 1.4358895169571035 2.8104506693780413 2.5449468530714512 4.6549406010890406 0.72898418282056698 0.63183387089520726 0.58734261272184085 2.1007056053786077 1.0667094707023341 2.60554025764577 1.3340783147141326 2.3894646957633081 1.2648887149989603 78.650182337600427 0.99743135587777931 0.34018219390418369 1.7662020870484392 2.8506257173139602 6.3392263447167352 0.6529265041463076 10.554702379238732 1.3065393880824565 0.71670966074452713 1.0226305337127994 1.1699337179306892 0.79202487488510076 0.64813835185486823 0.65030362139805165 0.51390460558468509 1.5376378926230243
leaf_count=116 33 23 25 41 8 34 43 241 23 43 23 38 43 1765 32 16 22 36 70 18 950 113 89 85 37 85 40 122 22 397
internal_value=0.000126409 0.00016546 0.000829651 0.000141804 -6.81547e-05 -0.00087876 0.00017665 -0.00133089 0.000187561 0.000163401 0.000178941 0.000156816 -0.000429092 0.000195066 0.000232729 -0.0017653 0.000159748 -0.000144227 0.000441226 -0.00159788 -6.65586e-05 -0.000306138 5.52859e-05 -0.000801141 -0.000415669 -0.000972385 -0.00114333 0.000117207 -0.000488104 -2.82854e-07
internal_weight=139.177 115.753 3.98084 111.772 20 4.38905 1.31633 3.07272 91.7717 88.9612 87.8945 86.5604 5.30471 81.2557 3.3869 2.44089 15.611 7.50557 8.10543 1.91782 23.4248 10.1682 5.87709 4.29113 3.2685 2.09856 1.36485 13.2565 2.70185 2.05154
internal_count=4633 2577 58 2519 511 342 51 291 2008 1985 1962 1939 131 1808 70 257 169 77 92 61 2056 565 245 320 235 198 129 1491 541 419
is_linear=0
shrinkage=0.00196078


Tree=863
num_leaves=31
num_cat=0
split_feature=16 16 16 19 10 7 3 19 3 19 3 9 10 12 15 7 9 16 5 14 15 9 3 6 7 5 13 5 0 6
split_gain=0.344606 0.737565 0.663886 0.48704 0.446178 0.586486 0.417414 0.343275 0.754007 0.626281 0.31302 0.382721 0.745554 0.375698 0.549329 0.532102 0.533592 0.550356 0.501891 0.482882 0.766832 0.439678 0.544002 0.41832 0.88696 0.373055 0.559668 0.695109 0.360272 0.344281
threshold=20.394952307700002 20.034953149600003 20.674951653000004 14.051133688400002 65.765062787050013 24.123805364200006 88.813214339350012 13.751109481500002 86.26455603170001 13.651101412550002 93.883646373400012 186.16747084260001 61.928633034850002 133.01805689090003 37.050691080100002 23.109894804950002 200.84251237905002 22.624947093000003 20.872540794500004 274.15552132740009 35.929665612950011 194.82237869650001 93.077108934250006 16.525386113000007 22.812602664350003 21.252944829650001 117.39690118230001 22.825270530250005 86.09518316945001 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 3 6 7 10 -6 -2 9 -9 -1 13 -12 -13 -4 18 21 17 -17 19 -15 -21 22 -16 24 28 -18 27 -27 -24 -14
right_child=2 -3 4 -5 5 -7 -8 8 -10 -11 11 12 29 14 15 16 25 -19 -20 20 -22 -23 23 -25 -26 26 -28 -29 -30 -31
leaf_value=5.7452806199951088e-05 0.00011375160396145698 -0.0015506177444062298 0.00052727051439354364 -0.0013859581433488047 -0.0018766791120961581 0.00024725326572336449 0.0015968022291771504 0.0015092725355791441 -0.00033307932378648229 -0.0018412795111384652 0.00031183477207507481 -8.9824691950717091e-06 -0.0020900666808846679 0.00042728284225528778 0.0009130576131911348 0.00046438086299346127 -0.00076400616305827946 0.0013859997545273188 -0.0010981583516610363 -0.0020331917699925287 0.00033663036777906516 -0.00066615512771961189 -0.00071754949376554771 0.00041117537575055633 -0.0022976706517333547 0.0019944883778510738 9.5708290341509785e-05 -0.00014463676027669727 0.00079563681215716038 -6.5321739181651875e-05
leaf_weight=50.945815666302451 1.1117118634283536 1.130271145608275 15.110838538035749 0.89454873683280212 0.92654655314981882 1.0853749294765291 2.1231161610921845 1.8789719489868724 1.5657581892373853 0.67675692701595735 4.7782294714124856 4.4099222384393215 1.215575021888071 3.7413169648498279 2.5762382829561812 9.3057101462036389 1.4830260106828053 3.4018261837773016 2.1801818241365254 0.96553763421252403 1.150475852191448 3.4902621736400752 1.3019792046980008 2.690462423954159 0.8948691498953848 1.4423254607245319 12.05597924441099 0.9814552254974841 1.1299144700169561 0.43965046701487143
leaf_count=3168 16 42 226 38 23 20 46 52 40 32 100 129 104 36 23 62 30 35 26 38 5 53 37 24 21 34 127 21 12 13
internal_value=0.000133933 1.75649e-05 0.000216987 4.92377e-05 0.000180316 -0.000730877 0.00108712 7.2552e-05 0.000671855 3.2561e-05 0.000204843 -0.000103192 -0.000430157 0.000257112 0.000173443 0.000265838 0.000411292 0.0007111 -0.000295044 3.88615e-06 -0.00074472 -7.92717e-05 0.000159093 -0.000163713 -0.000628643 0.000172624 0.000268554 0.0011283 -1.44879e-05 -0.00155227
internal_weight=137.085 57.0921 79.9925 55.9619 76.7577 2.01192 3.23483 55.0673 3.44473 51.6226 74.7458 10.8434 6.06515 63.9024 48.7916 40.754 28.6703 12.7075 8.03751 5.85733 2.11601 12.0837 8.59346 6.01723 3.32676 15.9628 14.4798 2.42378 2.43189 1.65523
internal_count=4633 3372 1261 3330 1199 43 62 3292 92 3200 1156 346 246 810 584 479 309 97 105 79 43 170 117 94 70 212 182 55 49 117
is_linear=0
shrinkage=0.00196078


Tree=864
num_leaves=31
num_cat=0
split_feature=13 18 13 19 19 10 7 2 15 9 17 16 9 0 17 18 0 2 5 8 0 6 12 0 15 5 16 10 10 9
split_gain=0.0654411 0.171703 0.169752 0.179525 0.141938 0.214959 0.236459 0.152625 0.167146 0.134614 0.218474 0.56137 0.112232 0.125627 0.186567 0.0993658 0.188228 0.0986798 0.0835478 0.105148 0.0797759 0.44447 0.385289 0.308327 0.437944 0.259127 0.548154 0.429668 0.336769 0.310341
threshold=95.937628385050019 17.108018746400003 92.792132372400019 10.850875481800001 11.450923895500003 87.313054702550019 25.139463727750002 224.74008820395002 6.8054746905500005 194.29956510785004 211.79441883225005 17.684958644900004 32.593970107800011 109.30464220965001 181.31611693365002 17.370891598500005 118.55293817840001 223.87650328090004 5.3654262215500008 1.9484794260000002 98.51854819030001 12.255286342800002 232.35148227425003 101.91675926715001 23.241064975550003 16.222050829800004 15.664963368500002 72.209296925700016 75.629015667650023 206.78020849415003
decision_type=2 2 2 2 2 2 2 2 2 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 4 17 7 18 -7 8 -1 -3 -11 -12 -9 14 -14 -15 -17 -4 -6 -20 25 -22 23 -23 -25 26 29 -28 -27 -2
right_child=1 9 3 -5 5 6 -8 12 -10 10 11 -13 13 15 -16 16 -18 -19 19 -21 21 22 -24 24 -26 28 27 -29 -30 -31
leaf_value=0.064441505827529 0.092751553589561414 0.10230078784182006 -0.046610174176698514 -0.10137091949654053 0.094625202848967471 0.10148965819831356 -0.10086597444237072 -0.1006010572006469 -0.101020567390603 0.068773629992307558 -0.098558141014706113 0.10102746665415381 0.040353506444718523 0.080817886565778707 -0.1031205717308676 -0.10065913684142236 0.054883965270399272 0.064936062482276374 -0.064776264216318186 0.062800108540435828 0.0035020380410464517 -0.10551440900200895 0.032634967221615532 -0.10417719513139355 0.094202251570579543 0.0017347551170162866 0.015925468454356516 -0.10330239618811819 -0.04686980934871416 0.0089495527700846657
leaf_weight=0.07448080823633052 1.2823133166530163 0.25522977812215586 0.1944772330316481 0.39169112810395745 0.35333973204251368 0.081000141799449921 0.20115057862494723 0.10043778559156613 0.33861109547069645 0.52418047934770562 0.35774101709830575 0.23252484854310751 0.16935086782905273 0.28658177563920617 0.19498660624958575 0.1189346238716098 0.22495014098331012 0.13392201880924404 0.094001132209086791 0.20658147805806948 7.2371473117236729 1.021743389777839 0.42747041129041452 0.22439164854586113 0.22076587751507759 96.513266532124362 1.13773519427923 0.41160829886212003 1.4469081244897086 0.67427159100770939
leaf_count=40 46 7 44 143 16 2 161 133 377 17 57 17 20 20 34 73 81 6 39 24 301 89 21 40 2 2616 45 124 27 11
internal_value=0.00120216 0.00160297 -0.0129793 -0.0556518 -0.000408526 0.0301799 -0.0427735 -0.0193917 -0.0711876 0.036792 0.0217892 -0.0199349 0.000144129 0.0103156 -0.0364311 0.0373299 0.00108844 -0.00112135 0.0616574 0.0229032 0.00116718 -0.00778548 -0.0509077 -0.0752529 -0.00579536 0.00197288 0.0286856 -0.0157494 0.00101685 0.063872
internal_weight=115.132 111.967 3.1645 0.72009 2.44441 0.936073 0.282151 1.50833 0.413092 1.36968 1.11445 0.590266 1.09524 0.994804 0.364337 0.630467 0.343885 0.328399 0.653922 0.300583 110.598 9.13152 1.89437 1.4669 0.445158 101.466 3.50593 1.54934 97.9602 1.95658
internal_count=4633 3420 1213 193 1020 242 163 778 417 98 91 74 361 228 54 174 154 50 79 63 3322 453 152 131 42 2869 226 169 2643 57
is_linear=0
shrinkage=0.1


Tree=865
num_leaves=31
num_cat=0
split_feature=16 15 15 18 0 16 6 19 9 5 7 16 5 0 10 15 7 16 15 16 10 16 16 2 8 2 4 15 7 7
split_gain=0.287322 1.12317 0.982987 0.884855 0.501564 0.496103 0.468116 0.450001 0.45797 0.904886 0.466103 0.398517 0.383253 0.348384 0.923623 0.789719 0.819315 0.333037 0.521668 0.376566 0.616741 0.35929 0.426721 0.424519 0.473522 0.314856 0.499958 0.466997 0.642041 0.501205
threshold=18.684956306450005 28.826925781250004 28.298162031900002 14.032563378150002 94.770837556450019 18.734956189500004 14.935348962050002 12.851036860900001 187.24995708280002 17.352342178450005 27.710259192450007 17.684958644900004 9.1899936892500005 96.631250582750013 70.128430332750014 27.220712026400005 25.412871131150002 17.874958200600002 26.384523135650003 16.094962363000004 78.962703749400006 13.534968349350001 12.919969787500003 186.79363985910004 1.9484794260000002 103.92649527695001 188.76310702715003 30.247508226550003 20.869210126600006 23.109894804950002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 7 4 -3 -2 -5 17 12 10 -10 -12 -9 14 25 -16 -17 18 19 21 -21 22 -1 -23 -25 26 -7 28 -27 -29
right_child=5 3 -4 6 -6 13 -8 8 9 -11 11 -13 -14 -15 15 16 -18 -19 -20 20 -22 23 -24 24 -26 27 -28 29 -30 -31
leaf_value=-6.7457655408084902e-05 0.001276876763392451 -0.0008284140049012081 0.0016544361065466658 -0.0019948092878788828 0.002084257068179165 0.00030863900651850566 0.00031559440237564088 -0.0020347086175489695 -0.00183528882816403 0.00035571064300978465 -0.0019914885673397711 0.0019096334576446899 0.00054240092318202763 0.00059011203549423988 0.00061523251579775418 -0.0021122384699324924 0.0001260300700769052 0.0018191683711438029 -0.0021343248094519767 -0.0018367108345908106 0.0016801126807715963 0.00019054250863055874 -0.0020723542196779817 -0.0009470936569755731 0.0012118299657726446 0.0001300167026529502 0.0015926428497693896 -0.00013778383156547806 -0.0019221827946916017 0.00026266846821125902
leaf_weight=6.3288652116862201 1.5988084372365836 0.46235577695188057 1.496448749276168 2.211145247201785 0.44710839539766312 22.88012879842427 0.39782243815716345 0.24787923359690411 2.3133163151796912 1.632348204788286 0.16421999700833101 0.26018440956249833 2.1136455994226253 7.2028865637257686 1.0998711548745626 1.8373444438911977 0.95587400230579067 0.44725320852012274 0.39130939207825477 0.8066601216487459 0.25148786173667759 15.820636840047884 0.43628580433141895 0.44674855947960113 3.1074510981998174 1.3849691358336707 1.2284970693290223 17.071783350307669 1.0161463869735596 40.578589860524517
leaf_count=1150 29 38 24 260 3 354 10 81 161 42 35 17 198 42 13 102 12 10 33 252 8 358 88 78 100 129 65 340 35 566
internal_value=0.000136064 -4.22999e-06 9.83907e-05 -0.00106195 0.000603506 0.00019369 -0.00164251 3.14175e-05 -0.000423832 -0.000799792 -0.00148875 0.000400125 0.000271893 0.00017551 0.000141594 -0.000792112 -0.00134628 0.000140723 0.000113513 0.000145854 -0.00100087 0.000192273 -0.000196754 0.000328111 0.000940462 0.000184786 0.000374068 0.000108796 -0.000738469 0.000144084
internal_weight=136.638 39.7832 36.2647 3.51843 0.909464 96.8549 2.60897 34.7683 6.73159 4.37007 2.73772 0.424404 2.36152 95.2561 88.0532 3.89309 2.79322 28.0367 27.5894 27.1981 1.05815 26.14 6.76515 19.3748 3.5542 84.1601 24.1086 60.0515 2.40112 57.6504
internal_count=4633 2946 2635 311 41 1687 270 2611 534 255 213 52 279 1658 1616 127 114 2077 2067 2034 260 1774 1238 536 178 1489 419 1070 164 906
is_linear=0
shrinkage=0.00196078


Tree=866
num_leaves=31
num_cat=0
split_feature=13 8 13 6 19 10 7 9 18 12 9 13 16 18 13 9 12 15 5 15 18 2 9 15 9 12 4 15 10 0
split_gain=0.0604205 0.213586 0.190844 0.147028 0.154795 0.14164 0.189656 0.16932 0.159448 0.164272 0.127983 0.247135 0.45871 0.204103 0.122312 0.131357 0.207998 0.120563 0.118561 0.112848 0.336366 0.365428 0.284364 0.125108 0.440273 0.789796 0.301808 0.551077 0.244142 0.537274
threshold=95.811270852950017 2.9476996444500005 96.357027853400012 6.9201616884500003 13.051052998800001 82.299080289250014 21.034091097450002 58.084576609100004 16.161386252450004 279.38363401210006 54.842324361600014 98.050756475600011 15.344964116800002 13.602243858600003 75.758061657900015 38.283670303850009 293.55977308740006 6.8054746905500005 5.3654262215500008 19.846565044850003 15.771515858900001 138.24741514690001 193.70978346765003 23.949961253350004 206.78020849415003 94.177001085000015 258.0058769042501 23.241064975550003 75.424692849750016 97.789976036950009
decision_type=2 2 2 2 2 2 2 2 2 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 -4 6 -1 8 -7 17 13 12 -12 -5 -11 16 -16 -10 -8 20 22 -22 -13 24 26 -26 27 -21 -25 -30
right_child=2 -3 3 10 -6 7 18 -9 9 14 11 19 -14 -15 15 -17 -18 -19 -20 23 21 -23 -24 28 25 -27 -28 -29 29 -31
leaf_value=0.036427741177474403 0.055079321236914329 -0.076161190678633806 -0.10257674053932719 -0.014318372385567747 0.0022293285315416896 0.05849298781682194 0.010753391409563119 0.099499440990018631 0.03333993058418401 -0.10090354011521332 -0.10491042256515488 0.0042955241997046974 0.087675985621890981 0.069037929886405947 0.070072060421903185 0.06723678473892164 -0.10236206853900474 -0.10107278862455715 -0.10146970451510395 0.0013100099639079895 0.09001574605114139 0.0026447281641700264 -0.10656978316997015 0.00096650185699292425 0.036405658061386681 -0.085165812657417836 0.039062184330219851 -0.096436086798579276 0.069687957036318499 -0.0029311389683257783
leaf_weight=0.23251695104408998 0.66245522534154488 0.45279929464686564 0.2792881610475878 0.50759763619862386 0.28445248608477414 0.38122514227870841 0.12615890946472064 0.20627416681963939 0.086699539497203437 0.085474955054451129 0.51799508517296899 1.7285277835778736 0.16246708389371634 0.69723824365064502 0.1278132910374552 0.35241931059863418 0.15453119967423845 0.28975048231041001 0.37093844627088401 6.1076609669062218 0.9978764262050388 0.92009438364766538 0.26710891908442125 89.738679266452891 0.78411932188464506 1.6778343595360636 1.7148991776875844 0.63693458817942872 1.6708843354135741 2.6106300083047245
leaf_count=16 51 440 134 33 41 46 27 7 40 97 149 146 5 25 16 24 107 234 142 214 22 34 20 2185 11 102 92 41 14 118
internal_value=0.00119771 -0.013138 0.00156474 0.00124623 -0.0496937 -0.00131562 -0.0381192 0.0146282 0.00278263 -0.0165831 0.00150555 0.00114901 -0.0589285 0.0339199 0.0113974 0.0265194 -0.0243036 -0.0701164 -0.0729885 0.00152455 0.0181973 0.0481019 -0.0105434 0.000902774 -0.00922794 -0.0464459 0.00160356 -0.00792077 0.00207956 0.0254089
internal_weight=114.833 2.8666 111.967 111.304 0.563741 2.4138 0.729614 1.68419 1.47791 1.09669 110.741 109.536 0.680462 1.20484 0.720239 0.634764 0.282344 0.37645 0.497097 108.855 3.91361 1.91797 1.99564 104.942 10.9214 2.46195 8.45949 6.7446 94.0202 4.28151
internal_count=4633 1196 3437 3386 175 756 185 571 564 518 3211 3153 154 58 244 147 123 274 169 2999 222 56 166 2777 460 113 347 255 2317 132
is_linear=0
shrinkage=0.1


Tree=867
num_leaves=31
num_cat=0
split_feature=3 6 14 6 18 2 9 17 5 19 15 10 17 15 3 7 18 13 7 13 18 19 5 15 13 19 0 9 14 14
split_gain=0.0607758 0.202208 0.461304 0.399801 0.453599 0.251609 0.225225 0.206359 0.177745 0.171886 0.151839 0.149109 0.191714 0.174907 0.171329 0.250945 0.299081 0.171181 0.168231 0.192695 0.143538 0.120565 0.125142 0.117343 0.0972325 0.130689 0.512198 0.414858 0.129153 0.585547
threshold=93.883646373400012 16.525386113000007 206.58828306405002 16.505385645700006 13.431207332600001 131.42729508740004 184.83999455315004 191.86029796145002 22.665750084250003 14.551174033150001 20.734744936600006 55.922617571450012 166.68115439205005 42.968808980200009 103.28787291370001 20.179048202600004 12.816643511250001 120.78166996855002 21.698399695800003 118.06363879865002 12.783127173500002 14.651182102100002 22.327062271350005 25.023320983300003 117.69263157665002 14.551174033150001 86.780739992750014 190.90230715925003 243.11725288025005 244.85040433755003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=20 2 9 4 5 -4 23 -8 -3 -2 -10 12 17 14 15 -13 -17 -12 -15 -20 -1 24 -23 -7 25 28 27 -27 -22 -30
right_child=1 8 3 -5 -6 6 7 -9 10 -11 11 13 -14 18 -16 16 -18 -19 19 -21 21 22 -24 -25 -26 26 -28 -29 29 -31
leaf_value=0.0409689946241295 -0.10778653895897948 0.03628548024871147 0.1030644612608087 -0.10964188441157603 -0.10435203871912352 0.0043677578674252001 -0.10417625231256199 0.046662806095399995 -0.10792787533480114 -0.029095210156547521 -0.10199393615400523 0.061980727003143589 0.068493319613401063 -0.014091474616947484 -0.10235248357325509 -0.093799418260399448 -0.0073498262945877052 0.10202698195616888 -0.00034161330848907402 0.08720706305311221 0.0045945183430131818 0.041325638822876015 -0.0011589749583174509 0.082927708703372904 0.019940628081597224 0.0049281492522115968 0.0084928220520219654 -0.10168087415012056 -0.10965420162166604 -0.0015946847418328817
leaf_weight=0.92752104386454348 0.71351312084061491 1.3289922021631353 0.43342134426347945 0.28290216122695699 0.2601371720611495 0.36515095435333911 0.24468085845728638 0.14411951294459868 0.13808332975656856 0.45432556886225939 0.14605313851416202 0.34413029215647917 0.57266964860764347 1.0839374028146269 0.26107490507274622 0.54477836398291435 1.5077887634979559 0.057243537157773972 0.51144982798723482 0.49445216963067651 50.514378646929345 1.5194567572325461 1.2752066357061265 0.39667979627847672 2.6070915781892827 0.57811557821696513 2.914130384393502 0.99024403913062997 0.50751358768320542 42.038825380143862
leaf_count=27 112 36 6 22 60 50 41 14 103 14 102 17 67 8 171 52 44 1 30 16 1333 24 19 18 30 40 47 25 30 2074
internal_value=0.00108009 -0.00625233 -0.0266754 0.00104946 0.0180297 0.0381276 0.013667 -0.0482636 0.00337373 -0.0771732 -0.00435182 -0.00176253 0.0388778 -0.00840494 -0.0254251 -0.0170453 -0.0302947 -0.0445465 0.0132406 0.042693 0.00180616 0.00145331 0.0219399 0.0452734 0.000881635 0.000372234 -0.0163058 -0.0623835 0.00117557 -0.00288367
internal_weight=114.158 10.2856 3.29493 2.12709 1.84419 1.58405 1.15063 0.3888 6.99065 1.16784 5.66166 5.52358 0.775966 4.74761 2.65777 2.3967 2.05257 0.203297 2.08984 1.0059 103.872 102.945 2.79466 0.761831 100.15 97.5432 4.48249 1.56836 93.0607 42.5463
internal_count=4633 984 337 211 189 129 123 55 647 126 611 508 170 338 284 113 96 103 54 46 3649 3622 43 68 3579 3549 112 65 3437 2104
is_linear=0
shrinkage=0.1


Tree=868
num_leaves=31
num_cat=0
split_feature=6 3 5 6 16 0 10 15 18 0 6 6 16 9 4 3 5 10 3 18 5 5 6 10 13 4 0 18 19 5
split_gain=0.0622355 0.366276 0.699283 0.650036 0.458163 0.26985 0.586037 0.731916 0.344736 0.525347 0.337252 0.491592 0.262925 0.261851 0.261625 0.249514 0.220789 0.20144 0.606588 0.474224 0.234458 0.580348 0.240535 0.325655 0.477146 0.321405 0.253314 0.310526 0.314368 0.434006
threshold=14.825346391850003 86.26455603170001 18.160071980500003 15.155354102400002 19.154955207400004 95.217121606100008 70.128430332750014 27.063546193350003 14.243842826850001 91.437149474700007 14.745344522600002 14.415336812050002 19.934953383400003 204.68881850780005 284.07887079910006 87.963661570150023 16.904667913650005 66.859265246100009 89.103567817450013 13.581061237400002 19.480650800750002 19.897785533950003 15.745367888000002 65.644082171150004 114.04170543550002 201.03404857045004 88.350799540950007 13.781134552700001 14.451165964200003 22.744024947450004
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=5 2 -2 12 -4 6 8 15 9 14 11 -7 -3 -10 -1 16 -8 18 -5 -19 -20 -22 -23 24 25 -24 27 -26 -29 -30
right_child=1 3 4 17 -6 10 7 -9 13 -11 -12 -13 -14 -15 -16 -17 -18 19 20 -21 21 22 23 -25 26 -27 -28 28 29 -31
leaf_value=0.0089578095278347297 0.077373308801665125 -0.11092511527097747 0.02554796184355539 0.061474704005510764 -0.068915274646382654 0.0024306379627658629 -0.10065961067889105 -0.10562460032172867 0.052099104388677597 -0.092344362949963552 0.099189172540712342 -0.1040777736321096 -0.031634143764438898 -0.016570139121891047 -0.073532602878748549 -0.101618191578229 0.055387277619373509 0.036422778772437603 0.039653458973819819 -0.076227695659170383 -0.062101591055489749 0.036486625877886265 0.035452113100365071 0.066179482062311043 0.0023319973196991245 -0.12909517004486001 0.031620408961165712 -0.050068727876604949 -0.04162400718614323 0.039105146741221022
leaf_weight=2.8472928976480021 1.8517145363148291 0.59317582593848728 1.6011217451305131 1.7595008946955193 0.75582176353782404 32.445519491877803 0.10546010809775941 1.4175729884518657 1.5627041485277007 0.80408435432764225 0.35362652828916807 0.43921455938834597 1.4177287337370215 0.86139836872462172 0.44450176114332851 0.16700950450467644 0.64656293054576963 0.60968236811458953 1.6048439443111409 0.9654539993389335 1.4263614783994842 2.0059100522885265 0.15980728164049551 0.76215209152905927 47.760145301196189 0.46153947824114994 2.6326450658962122 2.3896547101030583 1.2953492659144106 1.3705291900550944
leaf_count=120 40 29 42 38 21 1981 85 242 30 60 4 32 38 40 36 51 39 17 19 47 30 65 74 14 1141 118 49 59 39 33
internal_value=0.000969646 0.0027672 0.0313855 0.000975252 -0.00474439 -0.00208029 -0.017591 -0.0605605 -0.0021918 -0.0198816 0.00205265 0.00100809 -0.0550234 0.0276977 -0.00218114 0.00894918 0.033504 0.00270227 0.00357679 -0.0326245 0.00193023 0.000925649 0.00245357 0.00125236 0.000369807 -0.0867744 0.00134633 -0.000162704 -0.0237304 -0.000121117
internal_weight=113.518 71.4231 4.20866 67.2145 2.35694 42.0949 8.85659 2.33661 6.51998 4.09588 33.2384 32.8847 2.0109 2.4241 3.29179 0.919033 0.752023 65.2036 63.6284 1.57514 61.8689 60.2641 58.8377 56.8318 56.0697 0.621347 55.4483 52.8157 5.05553 2.66588
internal_count=4633 1913 103 1810 63 2720 703 417 286 216 2017 2013 67 70 156 175 124 1743 1679 64 1641 1622 1592 1527 1513 192 1321 1272 131 72
is_linear=0
shrinkage=0.1


Tree=869
num_leaves=31
num_cat=0
split_feature=16 15 18 15 19 16 5 5 7 15 8 6 0 13 3 10 8 13 13 13 9 15 6 15 17 4 12 13 0 18
split_gain=0.271404 0.98362 1.42406 1.24798 0.697343 0.521182 0.502181 0.894073 0.454124 0.441583 0.418342 0.406893 0.401251 0.828698 0.552943 0.7651 1.04767 0.910752 0.658926 0.504398 0.470126 0.430753 0.622659 0.389919 0.340818 0.309338 0.299103 0.749602 0.502983 0.494662
threshold=18.684956306450005 28.579157549250002 14.032563378150002 28.298162031900002 12.851036860900001 18.714956236300004 17.687678651600006 14.608687763150002 23.567644028800004 20.152484759300005 5.1459841250500009 14.935348962050002 96.631250582750013 109.58961877145002 86.092494711350014 66.859265246100009 8.1436447804000007 113.19215266625001 113.89115178020002 107.92277473060001 199.17419511990002 27.063546193350003 14.775345223550003 26.384523135650003 162.04221493815001 143.58239362595003 211.51213392550002 102.83621194775002 104.22883325935001 14.295312909150001
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 3 8 4 23 -2 7 9 -3 -6 -8 -4 13 19 -15 17 -17 -16 -19 -7 -18 -21 -23 24 -1 -26 28 -28 29 -27
right_child=5 2 11 -5 6 12 10 -9 -10 -11 -12 -13 -14 14 15 16 20 18 -20 21 -22 22 -24 -25 25 26 27 -29 -30 -31
leaf_value=-0.0015674167261147673 0.0016974041250139174 -0.00045949705822838718 -0.0019952266813132334 0.0019774416410328799 -0.0020810019074168156 0.00014954650608845472 -0.0016081642311919868 -0.0018886444426845243 0.0020173586762747952 0.00014590176056341903 0.0006238787183078209 0.0001195548387732129 0.00061308215266436003 0.0012725953261258811 0.0013557270000910085 0.00061940844830064195 -0.0023085187830376884 -0.00098742405933332491 0.00019459841132864211 0.00063641847792975169 -0.00056731318212564156 -0.0021360983573524583 -0.00045959870773744517 -0.0014021800164243513 0.0019127830488825368 -0.0010287998352216372 0.00015866599045495153 0.0015699381001397742 -0.0015202455004336825 0.00021733542841126448
leaf_weight=0.41583154162072489 0.86637655505910416 0.51732560605159894 2.4008868058008379 1.303847544319068 0.39927261631237287 2.4948975043371311 0.39067407290281186 1.997456317185424 0.63263022433966398 2.4012993039214052 1.8592882100492714 0.409444139455445 7.2839531055651596 1.763736946042626 2.5566776450723401 1.4586483836174005 1.2664373854640874 1.8575881137512613 75.872476620872476 0.5495401052758101 1.1264522699639199 1.5821445678593593 1.8449346320703623 0.60072627900808484 0.40938918106258171 1.3165611663425902 5.5086320281297949 1.9625100902167103 0.73747231609740893 17.557419967321039
leaf_count=322 15 38 266 16 39 27 160 115 5 180 40 10 42 25 42 18 35 29 1288 8 33 96 29 36 3 224 689 57 385 361
internal_value=0.000128423 -6.40886e-06 -0.00093499 9.33581e-05 2.42693e-05 0.000183176 -0.000527997 -0.00088641 0.000903106 -0.000171584 0.000236316 -0.00168712 0.000170012 0.000135074 0.000186049 0.000163272 -0.000690412 0.000204225 0.000166351 -0.000541559 -0.00148885 -0.000975152 -0.00123357 0.000160803 0.000194446 0.000221096 0.000195524 0.000529377 6.83393e-05 0.000130411
internal_weight=141.345 40.8207 3.96029 36.8604 35.5565 100.524 7.04799 4.79803 1.14996 2.80057 2.24996 2.81033 99.6575 92.3735 85.902 84.1383 3.85154 80.2867 77.7301 6.47152 2.39289 3.97662 3.42708 28.5085 27.9078 27.492 27.0826 7.47114 19.6115 18.874
internal_count=4633 2946 319 2627 2611 1687 534 334 43 219 200 276 1672 1630 1470 1445 86 1359 1317 160 68 133 125 2077 2041 1719 1716 746 970 585
is_linear=0
shrinkage=0.00196078


Tree=870
num_leaves=31
num_cat=0
split_feature=16 15 15 18 3 19 4 5 5 15 16 6 16 15 8 4 18 17 2 12 13 8 13 18 2 16 15 2 5 16
split_gain=0.0659684 0.58862 0.744039 0.59213 0.362631 0.355043 0.326581 0.336885 0.70222 0.322745 0.312639 0.294326 0.27188 0.382161 0.253894 0.236915 0.218352 0.270096 0.203936 0.578526 0.564821 0.299812 0.296822 0.252427 0.235818 0.224901 0.305555 0.4542 0.366433 0.210171
threshold=18.684956306450005 28.826925781250004 28.298162031900002 14.032563378150002 84.850427055100013 12.851036860900001 169.78554988275002 17.352342178450005 14.608687763150002 20.152484759300005 18.734956189500004 14.935348962050002 17.874958200600002 26.384523135650003 5.1459841250500009 143.58239362595003 14.295312909150001 172.68891404560003 186.79363985910004 194.34319615655002 102.83621194775002 7.6440346712000009 96.975373223400013 17.448621627850002 168.84984911130002 12.604970524100002 21.132409465200002 97.889449657450015 16.043149448600001 14.184966829400002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 5 4 -3 12 -7 8 9 -8 -2 -5 13 15 -9 -1 17 -17 19 24 21 22 -20 -23 25 -18 29 -28 -29 -27
right_child=10 3 -4 11 -6 6 7 14 -10 -11 -12 -13 -14 -15 -16 16 18 -19 20 -21 -22 23 -24 -25 -26 26 27 28 -30 -31
leaf_value=0.095923207179693146 0.052922985638006383 0.10467906818812955 0.080741387819481369 -0.099391362255679488 -0.041434818387854705 -0.083049624988907014 -0.10430111809237184 -0.070903036769432798 -0.10559927531929646 0.015536709238165598 0.0016964606288771623 0.0070406172486984541 0.092438006352579316 -0.10906909415735483 0.044446484436876516 -0.010412423917713728 -0.073258734679667079 -0.10811593319985047 0.0026900922194946983 -0.10918350417480785 0.092770585303809508 -0.10493204912494168 0.084480658737936115 0.020314460731990547 0.076781588218058 0.00028340968094914975 0.0086137586376877212 -0.0078692186309791603 -0.078871241187782451 0.042973342982372792
leaf_weight=0.27450577914716845 1.2090110867284227 0.32948673516511862 1.1264856834668524 1.4564595599913444 0.35059478027324076 0.8358806140604419 0.25883221390540745 0.22805551363342136 0.93323204433545459 1.7060099170412284 81.729056835606571 0.31624330632621411 0.33777633304998644 0.30526848734734713 1.1686623067362232 1.202536831943237 0.39452552268039554 0.36999914986972715 2.0507302194182557 0.47144443762044907 0.94676249340409402 0.40047777828294773 0.56620566618221335 0.26900956213648897 0.42502757661350266 2.0777042621084538 5.7453174364181887 1.6202852494461697 1.3182225208438465 2.5918914297726587
leaf_count=3 29 3 24 260 38 93 36 133 69 176 1658 10 10 33 27 323 411 122 569 68 38 27 48 61 61 77 50 67 27 82
internal_value=0.000988269 -0.00302367 0.00114479 -0.0499715 0.0293546 -0.00223898 -0.0258613 -0.0147309 -0.0341742 -0.000249745 0.0024432 -0.0804043 0.00343306 0.00200349 0.0256123 0.00363956 0.00240082 -0.0334009 0.00538316 -0.000205025 0.0247151 0.00510948 0.0203865 -0.0546062 0.00341999 0.00115197 0.00335042 -0.00774215 -0.0397209 0.0239788
internal_weight=113.016 30.0776 27.6248 2.45278 0.680082 26.4984 5.13067 4.29479 2.89807 1.96484 82.9381 1.7727 21.3677 21.0299 1.39672 20.7246 20.4501 1.57254 18.8776 14.6444 4.23319 3.28642 2.61694 0.669487 14.173 13.7479 13.3534 8.68383 2.93851 4.6696
internal_count=4633 2946 2635 311 41 2611 534 441 281 212 1687 270 2077 2067 160 2034 2031 445 1586 843 743 705 617 88 775 714 303 144 94 159
is_linear=0
shrinkage=0.1


Tree=871
num_leaves=31
num_cat=0
split_feature=6 6 3 2 9 10 10 12 13 17 3 18 17 18 10 13 7 16 7 18 16 17 17 17 18 9 15 0 0 0
split_gain=0.251117 0.621048 0.497625 0.496445 0.346593 0.339459 0.610027 0.836299 0.707479 0.6013 1.18453 0.497617 0.381921 0.627722 0.508414 0.50391 0.405842 0.426196 0.294867 0.866984 1.16035 0.79 0.640038 0.684441 1.1169 0.76425 0.72596 0.665798 0.604641 1.0397
threshold=13.665319288000001 13.775321858200002 81.699554126200013 189.32640726775003 214.94003843055003 78.196493182200015 72.327589083450007 213.01251010555004 103.75835308650001 204.73764675200002 83.613736315050019 14.693728290050002 201.39543491635001 17.108018746400003 78.537927364800012 99.07774748140001 26.296311413900003 17.874958200600002 23.109894804950002 13.317304170000002 22.554947256700004 191.56943241645004 191.06791329340004 188.27285108100003 13.075178189100003 188.55070358395002 41.831907381600011 86.692020874450009 85.968825637350008 85.866664228400012
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=5 3 4 -2 -3 6 7 -1 9 10 -8 -9 14 -14 -7 -16 -15 -18 19 21 -21 22 23 24 28 27 -25 -26 29 -4
right_child=1 2 18 -5 -6 12 8 11 -10 -11 -12 -13 13 16 15 -17 17 -19 -20 20 -22 -23 -24 26 25 -27 -28 -29 -30 -31
leaf_value=0.00045983593917219939 0.00043711356850149299 -0.0022597246449322195 -2.0534189167273751e-05 0.0019067759337258391 -0.00011629710176600517 0.0014261766248623439 -0.0020804902036819016 -0.0018399921372585586 -0.0020649739815420004 0.00068321740471374284 0.00083665700622537057 0.00058444715617975997 -0.0020322074749502092 0.0015626181164713551 0.00024342920836096957 -0.002054185280589206 -0.00087034768045197693 0.00192346713487017 0.00020463652012267793 -0.00013586181216346935 -0.0019609992995201823 0.0010853640518558195 -0.0013726484433768621 0.00089574782404482751 -0.0017648311897633265 -0.0024337755977526638 -0.00042704566923230675 0.00086277151461531414 0.00061298778253283199 -0.0023716323782757855
leaf_weight=5.078696560784012 2.8483571112155905 0.56421491550281533 12.615093115664433 1.281147653236985 0.59687323612160981 1.3748502710659511 1.4334113950608305 1.1614300436194751 1.3254016365390269 1.2889386492315678 0.85401869546694786 0.45221843128092576 0.75151154820923638 0.51778177084634114 8.8272994866656482 0.38291270966874513 1.3475964052959168 0.24866715259850014 75.704034705306185 4.7254541766233151 1.8688943021552402 2.9943638120166716 1.2007894904818375 6.3018457505786483 0.68265620685997352 1.2108585945679804 2.1356764141673921 0.81145105883479118 5.5804947485448784 0.76711997110396701
leaf_count=116 24 26 716 34 19 55 113 104 85 37 85 25 122 22 863 32 382 15 1219 102 41 58 24 86 79 22 52 5 56 14
internal_value=0.000108911 0.000145655 0.000119445 0.000893065 -0.00115787 -6.99152e-05 -0.000315792 6.91302e-05 -0.000841323 -0.000387838 -0.000991365 -0.00116055 0.000142025 -0.000492995 0.000313936 0.000147906 5.41714e-05 -0.000435125 0.000132165 -1.99511e-06 -0.000653121 0.000123186 3.11552e-05 8.7148e-05 -9.73444e-05 -0.00127604 0.000560927 -0.000337778 7.0792e-05 -0.000155308
internal_weight=146.934 121.889 117.76 4.1295 1.16109 25.0447 11.5941 6.69235 4.90177 3.57637 2.28743 1.61365 13.4506 2.86556 10.5851 9.21021 2.11405 1.59626 116.599 40.8947 6.59435 34.3003 31.306 30.1052 21.6677 2.70497 8.43752 1.49411 18.9627 13.3822
internal_count=4633 2577 2519 58 45 2056 565 245 320 235 198 129 1491 541 950 895 419 397 2474 1255 143 1112 1054 1030 892 106 138 84 786 730
is_linear=0
shrinkage=0.00196078


Tree=872
num_leaves=31
num_cat=0
split_feature=0 13 7 15 3 9 7 18 6 8 6 12 8 6 8 16 15 18 0 18 17 7 7 7 3 7 5 10 9 10
split_gain=0.0679178 0.102475 0.0696914 0.155543 0.162903 0.306938 0.154327 0.203158 0.169324 0.181395 0.239238 0.163343 0.231891 0.141018 0.142946 0.143925 0.296442 0.130763 0.136297 0.517481 0.263082 0.240835 0.331343 0.354781 0.229628 0.289617 0.221879 0.245883 0.216593 0.20617
threshold=71.096275259750016 120.78166996855002 19.729453620400005 20.734744936600006 103.28787291370001 67.070312222050021 21.833224794850004 15.105469479800002 7.3551718524000007 2.1483234697000007 11.865277230300002 218.12027148180002 8.2435668022500028 18.195425133200001 9.1428649988500013 22.714946882600003 42.80317728375001 12.743963501900001 86.09518316945001 13.405741979600002 188.27285108100003 22.673598830200003 22.747724408400003 22.791048179400004 93.776108048150022 23.736034462250004 19.079607437300002 62.111448187750007 190.64005357525002 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 -1 3 -2 -5 -6 7 8 -4 -10 -11 12 -12 14 15 17 -17 -8 19 20 29 26 28 -24 -21 -26 -20 -28 -23 -19
right_child=2 -3 6 4 5 -7 13 -9 9 10 11 -13 -14 -15 -16 16 -18 18 21 24 -22 22 23 -25 25 -27 27 -29 -30 -31
leaf_value=-0.10107533823248541 -0.031987937579289666 0.042101370206835138 -0.10372946823968288 0.069945842371125957 0.0556025499659515 -0.059861602605406843 0.055423369745628205 0.10080445510826053 0.093342990400670123 -0.1047750578117779 -0.082695819620736799 0.033864514607314045 -0.0087175066890248735 0.048925369341979198 -0.038080392065260454 -0.0017397179474269806 0.067952605458775753 -0.050309680055796592 0.068740789473387992 -0.11328683163091889 0.010331163287202839 -0.012874962609059286 0.080964494834393538 0.001181720851182475 -0.10518481993375269 0.031298789236509965 0.03155942372634353 -0.014173258941278633 -0.090320762381027292 -0.0078733244162896426
leaf_weight=0.15133681164246482 0.4646329523675371 0.074645120068453252 0.24357121039065521 0.70331013004761167 0.53949099814053625 0.40161731440457515 0.43868608969205425 0.13716927184577787 0.14165416918695006 0.31767686241073567 0.54146759947252654 0.58627427819737921 1.9484313020184343 0.62248267018003289 0.91890134473214757 1.601202483987435 0.98628231754992146 1.4246225735987552 0.86309035712474624 0.6122940694913257 7.7009600082546967 0.84175630374374921 0.56139252364664471 77.754047465966323 0.27291789770424657 0.36130416335072368 3.0264757536351681 1.9223991984617894 0.63243673369288445 5.8297089514235267
leaf_count=172 64 16 36 33 30 49 22 7 4 41 320 62 76 43 39 42 29 24 75 16 147 38 18 2984 39 32 28 45 10 92
internal_value=0.000985006 -0.053782 0.00109512 0.0191018 0.0335372 0.0063283 0.000750773 -0.0187448 -0.0230841 -0.0175282 -0.0221557 -0.0136236 -0.0248053 0.00146854 0.00118919 0.00153341 0.0248252 0.000943955 0.000709195 -0.0077013 -0.00254168 0.00230105 0.000869495 0.00175363 -0.0696046 -0.0274327 0.0219541 0.0137945 -0.0460996 -0.0162071
internal_weight=112.622 0.225982 112.396 2.10905 1.64442 0.941108 110.287 3.91624 3.77908 3.5355 3.39385 3.07617 2.4899 106.371 105.748 104.83 2.58748 102.242 101.803 16.2018 14.9553 85.6016 79.7896 78.3154 1.24652 0.634222 5.81197 4.94887 1.47419 7.25433
internal_count=4633 188 4445 176 112 79 4269 546 539 503 499 458 396 3723 3680 3641 71 3570 3548 350 263 3198 3050 3002 87 71 148 73 48 116
is_linear=0
shrinkage=0.1


Tree=873
num_leaves=31
num_cat=0
split_feature=16 16 16 10 17 16 5 3 2 19 15 16 13 3 15 18 0 15 9 5 8 13 0 7 16 0 7 13 3 14
split_gain=0.242321 0.642956 0.534523 0.508391 0.796726 0.757624 0.650647 0.435167 0.434962 0.40141 0.477895 0.400078 0.383707 1.56861 0.489466 1.14963 0.453032 0.716083 1.26767 0.738875 0.626387 0.899802 0.616468 0.577312 0.431431 0.537515 0.4607 0.347162 0.375495 0.340339
threshold=20.394952307700002 20.034953149600003 20.674951653000004 64.369753017350021 199.59317753375004 22.454947490600002 21.612734424500001 88.813214339350012 133.24279810655003 14.051133688400002 36.548474543700003 21.979948601300006 109.58961877145002 86.26455603170001 35.133229767950006 13.921859755900002 95.746747857800017 28.579157549250002 213.03443802080002 17.513369806650005 7.943800736700001 105.40368946235002 93.972365491700018 24.021206791900003 18.554956610400005 92.168410086200012 19.052023743050004 116.86189801435002 91.302726568150021 274.15552132740009
decision_type=2 2 2 2 2 2 2 2 2 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 8 6 -4 -2 -5 10 12 -8 16 -14 15 24 17 19 22 20 21 -1 -19 -21 -15 26 -26 -7 -29 -6
right_child=2 -3 3 4 29 27 11 -9 -10 -11 -12 -13 13 14 -16 -17 -18 18 -20 23 -22 -23 -24 -25 25 -27 -28 28 -30 -31
leaf_value=-0.0020426116415890156 -2.2743000590145211e-05 -0.001538441274472862 0.0017973570334320638 0.00046204600279835961 -0.0021636929548492969 0.00089221199206259783 -0.0010818886221443422 0.0015090403641675775 -0.00070304121206501622 -0.0012511563390129978 -0.0014940610739798382 0.0012709398568643833 0.0018710156344761758 -0.0016275008887614601 0.0010613889489702875 -0.00218422457910681 0.00013988299397644849 -0.00030646160680323142 0.0012126453323967688 0.00011921398010596374 -0.0021320622587092997 0.0016998960756577804 -0.0020837584726061315 0.0017337836042080809 0.00048021254578515485 0.0020287972934737932 -0.0022184024708595171 -0.00075164443915046208 0.0001668977112492683 -0.0003471129977918852
leaf_weight=0.42801846393558463 1.083573950454592 0.98885576281463627 2.0743658952414985 3.3661737721413365 1.0891706007532773 2.4614199474453917 0.63501758844358824 2.0852872242685407 1.943083932623267 0.88811852954677206 0.7338601599476523 0.49402425810694695 2.2600956708192816 0.3997143710308827 1.0507802590727804 1.0536507626020464 36.572873430262916 1.1297144618583845 0.8347365999361499 3.5524164925409423 0.89903178764507163 0.58398228883743286 2.2342643649317324 1.119852961041033 1.1972850037454921 0.68404724448919285 0.30522151818877308 1.7587646218016733 63.08291419356101 0.62350848712958384
leaf_count=117 16 42 86 36 33 50 38 46 26 38 89 9 19 251 9 24 1952 25 23 357 49 7 205 20 85 10 50 31 871 19
internal_value=0.000126818 2.8845e-05 0.000195919 0.000163656 -0.000339479 0.000213764 0.00114542 0.000985256 3.5647e-05 5.65561e-05 7.76574e-05 -5.23835e-05 9.88968e-05 0.000529099 -0.00011747 -0.000457786 3.57514e-05 -0.000317466 -0.000950205 8.60848e-05 -0.00094104 0.000117029 -0.00148689 0.000506195 0.000245568 0.000587976 -6.79883e-05 0.000169421 0.000141983 -0.00150236
internal_weight=137.614 56.9165 80.6973 77.5284 7.02194 70.5065 3.20341 3.16886 5.30926 55.9277 55.0395 1.12904 54.3057 6.95079 4.6907 3.63992 47.3549 10.782 4.19872 6.5833 1.91103 1.012 3.36398 4.67227 2.58627 2.18655 1.50251 67.3031 64.8417 1.71268
internal_count=4633 3372 1261 1199 114 1085 133 62 62 3330 3292 47 3203 448 429 420 2755 803 253 550 173 124 230 377 396 145 135 952 902 52
is_linear=0
shrinkage=0.00196078


Tree=874
num_leaves=31
num_cat=0
split_feature=5 5 10 13 9 9 0 6 8 9 3 8 10 4 0 10 19 2 10 5 8 9 10 7 0 7 18 13 8 5
split_gain=0.0630499 0.247352 0.185436 0.185752 0.0744934 0.285565 0.239035 0.514039 0.215169 0.221022 0.209238 0.374242 0.242157 0.394373 0.348937 0.2855 0.196444 0.189155 0.229375 0.400797 0.201682 0.240522 0.189061 0.30988 0.175606 0.310329 0.199338 0.171785 0.163646 0.266721
threshold=7.754880527600001 5.3654262215500008 90.679004281900021 92.563613431350021 186.70853236170004 185.98753508445003 85.732241321850012 16.465384711100004 8.3434888241000014 185.00606802455005 90.461239173300015 7.8438787148500007 62.116825104000007 209.52275111965002 86.420486603250012 62.095317438950012 14.351157895250003 45.979371440700014 61.928633034850002 21.252944829650001 8.543332867800002 198.91155909545003 68.327163385350005 20.797746106000002 85.866664228400012 22.276766275150006 12.964611930900002 117.97223122220002 1.6487133604500002 8.3129063967000025
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 3 -1 5 8 7 -6 9 10 11 22 15 -14 -15 24 -7 -9 20 -20 -19 -22 23 -2 25 26 27 -12 29 -24
right_child=4 -3 -4 -5 6 16 -8 17 -10 -11 12 -13 13 14 -16 -17 -18 18 19 -21 21 -23 28 -25 -26 -27 -28 -29 -30 -31
leaf_value=0.035828848179709376 0.031040912074062118 -0.10060869539966565 -0.10049595190828398 -0.10109119160801419 -0.10526095384492247 0.01509372179663818 0.0013017149446999409 -0.10420030414645554 0.040137125941784452 -0.037646043488822917 0.0062624461775389094 0.09897239058699675 -0.11123237256585779 0.04698060568876461 -0.10215135434810962 0.084918526068227612 0.088074512832849824 0.060066304634310119 0.090956888380395576 -0.082900234403194495 -0.041584145199796529 0.026180265024366517 0.060492364425790035 -0.10447011589769857 -0.030963007573275331 0.051819283051804547 -0.10243904920561593 -0.071650870367100106 0.029653962630917602 -0.10207776501648975
leaf_weight=0.80709519130323204 0.3324812399805509 0.29976813042230777 0.15114785455807578 0.11294938337232452 0.64155894951272685 0.78503797110170193 90.389262312135543 0.19577997364103827 1.4340324757504284 1.4389417460188259 2.5847095714115662 0.54341159388422955 0.53594179976698775 0.51359981717087066 0.22590195757220499 0.38834425806999195 0.69566022756043822 0.63638540415559042 0.16482194550189877 0.67824304746136477 0.94765000298502888 1.1710374157992189 0.167664960259572 0.34267247084062546 1.6797646690101826 1.1417240115697493 0.21325273081220064 0.31777599354609254 2.7027709684407455 0.25351029314333573
leaf_count=153 23 279 312 44 60 11 2287 11 29 29 343 10 103 49 34 7 33 18 5 98 21 71 17 49 26 20 97 82 237 75
internal_value=0.000999939 -0.0203142 0.00215587 0.0190198 0.0012629 0.00750834 0.000189518 -0.0224756 0.00332372 -0.000621116 0.0038396 0.021351 -0.00616475 -0.0459143 0.00142399 0.00185005 0.0493815 -0.00847646 -0.00326798 -0.0489106 0.0106989 -0.00412951 0.0102482 -0.0377373 -0.00358332 0.00721923 -0.00912391 -0.00226782 0.020619 -0.0373605
internal_weight=112.493 1.37096 1.07119 0.920045 111.122 16.2972 94.8247 4.43548 14.8165 13.3825 11.9435 4.34251 7.60101 1.27544 0.739502 6.32557 1.4807 3.79392 3.59814 0.843065 2.75507 2.11869 3.7991 0.675154 5.93723 4.25746 3.11574 2.90249 3.12395 0.421175
internal_count=4633 788 509 197 3845 1274 2571 284 1230 1201 1172 411 761 186 83 575 44 224 213 103 110 92 401 72 568 542 522 425 329 92
is_linear=0
shrinkage=0.1


Tree=875
num_leaves=31
num_cat=0
split_feature=12 12 16 8 12 18 5 8 12 12 4 14 9 4 14 3 16 18 5 13 13 12 9 7 3 2 0 16 10 15
split_gain=0.0642754 0.211343 0.17717 0.20189 0.205855 0.175744 0.520277 0.197651 0.322616 0.268031 0.317617 0.266899 0.17325 0.157116 0.230906 0.163447 0.146985 0.151152 0.494238 0.292768 0.514109 0.255286 0.585485 0.213551 0.20961 0.236139 0.172788 0.161988 0.238222 0.143266
threshold=247.98708896700003 249.73381652755003 12.604970524100002 8.0437227585500022 234.58875745590004 13.344136431100003 25.361845021250002 8.6432548896500023 252.38897074515003 254.38400358715003 327.2007166575001 333.18090622380004 31.257715529350005 301.3713391001001 305.23266569440005 74.346621139400014 22.674946976100003 14.693728290050002 21.990725385850002 113.13031812925001 104.30679854515002 328.37985594320008 205.22231928645002 22.435297587800004 82.081315180750025 325.13486840910008 109.89341454020003 14.504966081100003 82.299080289250014 6.8054746905500005
decision_type=2 2 2 2 2 2 2 2 2 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 29 6 -3 8 -7 -10 -11 -12 -13 15 -15 -4 17 18 -14 20 23 -20 -23 -19 25 27 -27 28 -25 -1
right_child=1 5 13 -5 -6 7 -8 -9 9 10 11 12 16 14 -16 -17 -18 19 21 -21 -22 22 -24 24 -26 26 -28 -29 -30 -31
leaf_value=0.051305014395553419 -0.091780939454347274 -0.11182771354014803 -0.10072783356004707 0.037855922358102402 0.027531760584816739 0.080145699543299642 0.0065265016358472322 -0.04642227859897774 -0.09844405567013681 0.061078537167435602 -0.092190153997584526 -0.10080168326398378 -0.088858022397816289 0.090353181773335706 0.013229114450408162 0.001642483211615194 0.051592901785860582 0.097773446942653025 0.015744308946932042 0.085270977493920735 -0.10374967004130692 -0.10812616631850631 0.075061817220811525 -0.10293108192913954 -0.11012659652806811 -0.1015502257036463 0.02005954587430344 0.068647792830058035 0.032676791434160649 -0.10152506004004461
leaf_weight=0.068092498731856521 0.27891881891991843 0.56739630322044732 0.15622503979102376 0.27578203016309999 0.20641039201655076 0.53340539111013363 1.0753577508385204 0.82616569416131902 0.2674260814092112 0.85908251674845715 0.32061406013963178 0.16467818140699719 0.71919216157402654 0.44615308940410559 2.9885778137086163 93.909265974027221 0.57418970251455892 0.30651760008186224 2.8620811019641228 0.50560350716114033 0.39129018024505047 0.53470311849923735 0.25897133024409413 0.16510980846942425 0.13920862386294164 0.25211563997436304 0.21774348398412258 0.75857861322583631 0.60135583634655632 0.61829508401797284
leaf_count=42 64 28 81 44 31 16 92 57 12 11 21 210 53 9 176 2464 30 13 45 26 67 49 19 21 18 73 79 51 139 592
internal_value=0.0008995 -0.0056596 0.00177563 -0.0369304 -0.0600316 -0.00379763 -0.0343523 0.000660847 0.00438966 0.000307339 0.00304938 -0.00263371 0.000763743 0.00223954 0.0232471 0.00147247 0.00278212 -0.000851818 -0.0130793 0.0151763 0.00266184 0.00182861 -0.048353 0.0197221 0.00851176 0.0167906 -0.0451935 0.0358876 0.00346454 -0.0863637
internal_weight=111.849 13.1797 98.6688 1.16858 0.892798 12.9008 1.64275 11.258 10.4319 9.89846 9.63104 8.77195 8.45134 97.5002 3.43473 94.0655 8.28666 7.71247 4.37495 3.33752 2.83192 3.65576 0.793674 2.44063 2.13411 1.9949 0.469859 1.52504 0.766466 0.686388
internal_count=4633 1194 3439 709 665 1130 120 1010 953 937 925 914 893 2730 185 2545 683 653 166 487 461 113 68 394 381 363 152 211 160 634
is_linear=0
shrinkage=0.1


Tree=876
num_leaves=31
num_cat=0
split_feature=13 13 16 13 5 17 16 4 17 12 7 12 17 9 4 5 14 8 13 14 8 9 2 12 12 2 13 13 9 4
split_gain=0.0619617 0.315498 0.197909 0.384195 0.238787 0.338027 0.175787 0.141331 0.082254 0.167612 0.121398 0.0745084 0.239476 0.248299 0.107208 0.32457 0.281981 0.175865 0.152783 0.152508 0.112994 0.396071 0.105406 0.223261 0.31774 0.295681 0.321267 0.818317 0.35343 0.242474
threshold=117.97223122220002 118.06363879865002 22.794946695500006 118.84598011460001 30.133297129900004 165.41031664360003 22.764946765650006 160.20223982390002 162.43086425485004 254.38400358715003 17.438655379850001 84.828830943350013 183.32030055335002 201.16241229375001 159.20292939725002 20.743195000100005 161.20841567470003 8.543332867800002 117.60660091645001 158.81906729850002 8.9430209551500024 218.96512164950002 82.092636011950006 114.82338089645002 113.06878671485002 103.92649527695001 117.56896250265002 104.09978726910002 199.17419511990002 193.23397520390003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=6 -2 7 -4 5 -5 8 -3 9 10 -1 12 -10 -14 15 17 -16 19 -17 -13 22 -22 -18 24 -24 26 27 -25 -29 -30
right_child=1 2 3 4 -6 -7 -8 -9 11 -11 -12 14 13 -15 16 18 20 -19 -20 -21 21 -23 23 25 -26 -27 -28 28 29 -31
leaf_value=0.088098411465073467 -0.10762552191318345 0.053609620569990982 0.10216924922290259 0.060796028150449134 0.035532936028921706 -0.10270360763310037 0.041290926050964086 -0.10538092187937183 0.0087847661630208948 0.063026110057863377 -0.10213020209970934 0.00049435640429323403 -0.059732924888270034 0.0070319528069705877 -0.061594850287892716 -0.070443600231471379 0.011718447269366513 0.086033312777331006 0.00089031197958045762 0.05332509081640166 -0.10483064444446542 0.013012832136499447 -0.0098616452181956877 -0.087047156841647669 -0.083286143663836243 2.3233022894654393e-05 -0.010208274058360417 0.074376445650779263 0.0047835149335931186 0.078518459845204863
leaf_weight=0.038070502600020428 0.31988511886447613 0.071540706790983566 0.38007170893251885 0.17707166820764519 0.52875781431794167 0.44230985321337357 1.0795658994466055 0.25590909953098162 2.8446632137965926 0.11106638733053842 0.28236193048678615 1.2305337847210465 1.4619300076628863 0.89992016425821919 0.71805042214691539 0.45165981617174089 9.4507161766741756 0.5748441033065318 0.89564849436283112 0.98282831534743298 0.44081319307224365 0.80796813098277198 5.6392317392910618 0.50813037808256822 0.65815789549378667 72.573590809868165 2.3796854205429554 2.345589704811573 2.0408809786895294 0.57069526356644917
leaf_count=17 12 10 11 5 14 66 15 78 46 46 316 57 35 42 20 48 155 10 14 28 42 33 182 46 32 3054 14 96 78 11
internal_value=0.000805349 -0.015905 -9.39134e-05 0.0150231 -0.0138252 -0.0559616 0.00113891 -0.0706449 0.000737209 -0.0428359 -0.0795292 0.000912149 -0.0107572 -0.0342939 0.00150623 0.0172782 0.000841576 0.0367525 -0.023023 0.0239535 0.0013018 -0.0285853 0.0016899 0.000596939 -0.0175354 0.00201684 0.0204596 0.033813 0.0462017 0.0208965
internal_weight=111.162 2.17555 1.85566 1.52821 1.14814 0.619382 108.987 0.32745 107.907 0.431499 0.320432 107.476 5.20651 2.36185 102.269 4.13551 98.1335 2.78821 1.34731 2.21336 97.4155 1.24878 96.1667 86.716 6.29739 80.4186 7.84498 5.4653 4.95717 2.61158
internal_count=4633 196 184 96 85 71 4437 88 4422 379 333 4043 123 77 3920 157 3763 95 62 85 3743 75 3668 3513 214 3299 245 231 185 89
is_linear=0
shrinkage=0.1


Tree=877
num_leaves=31
num_cat=0
split_feature=15 5 5 2 2 19 10 15 2 0 9 9 7 5 8 16 9 9 6 15 6 16 9 2 18 7 16 17 16 12
split_gain=0.0588385 0.280537 0.286477 0.279942 0.166532 0.0873193 0.525563 0.353126 0.513948 0.434986 0.391727 0.396047 0.390117 0.227284 0.33772 0.211891 0.205377 0.192308 0.173855 0.348059 0.313692 0.338346 0.445428 0.314416 0.282007 0.287502 0.358152 0.574815 0.455544 0.26233
threshold=46.055224235250002 24.367802910700004 24.458659404000002 247.02271001585004 184.20633225945002 14.451165964200003 64.630533455950015 42.968808980200009 221.01224434660003 88.122280599850015 188.08209940425004 181.33671263215004 23.131311951800004 21.100330328400002 8.543332867800002 22.634947069650003 197.00658341100004 194.57718764590001 16.465384711100004 44.024213102900006 16.285380505300001 22.544947280100004 196.51002155900002 149.35510112725004 13.829007611650001 23.666491602800004 22.624947093000003 190.68993848360003 22.604947139800004 94.177001085000015
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=5 -2 -3 4 -4 18 7 8 9 10 11 -7 -9 -12 17 -10 -8 -15 19 20 -1 22 -22 -24 25 26 27 28 29 -20
right_child=1 2 3 -5 -6 6 16 12 15 -11 13 -13 -14 14 -16 -17 -18 -19 24 -21 21 -23 23 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.00039566477453880402 -0.081330332853517803 0.07324161043092127 0.0017965857842071416 0.0035716500887609569 -0.10536311825307559 0.00061588750921318959 -0.0052144319306970813 -0.0016060289817924856 -0.098385418374831959 0.064468542704540707 -0.028771953846694759 0.076231785398890653 0.078127836282962493 0.0020722571075226753 -0.018595540109760927 -0.0074779314907187991 -0.084677548899663266 0.05063964035251009 -0.076417234793350663 -0.053010782391181337 0.094413969324491462 0.0058726722295716263 -0.013674384958718221 0.047517760439334866 -0.060132184560993222 0.020004905787039635 0.00018871991049882017 -0.098096518093415075 -0.063037719143719376 0.016710776580923258
leaf_weight=53.69298089033191 0.4988267174558122 0.45078216190449927 0.21631288598291609 2.4249450216357218 0.44003142987457977 1.3937527257949178 0.54627075698226579 1.0173612156650045 0.62160539440810569 1.3896439978852857 2.7485703062266094 1.3769886000081895 1.5463067648233844 1.5328405573964121 2.9864892067853361 0.43640302703715861 0.80389675355399959 1.7415906004607675 0.34173704053683396 1.122839684554491 1.0947940380428907 9.9106287255417538 1.4760364880785348 1.9476404599845407 1.0044995238513355 3.509327766718342 9.1770973324310017 1.0644450110848991 1.4076854363083837 2.6326041828117468
leaf_count=3002 44 18 28 79 74 18 16 19 34 23 30 52 34 28 81 26 29 19 39 36 89 91 30 17 34 22 99 25 16 481
internal_value=0.000728647 -0.0111308 -0.00121668 -0.0121097 -0.0700463 0.00117741 0.00749679 0.0123232 0.00616744 0.0115544 0.00531242 0.0381951 0.0464864 -0.00480018 0.00572353 -0.0608883 -0.0525272 0.0279041 -0.000119731 0.00221189 0.00312211 0.0162123 0.0388909 0.0211362 -0.00855626 -0.00569913 -0.0118675 -0.0321818 -0.0161704 0.00601083
internal_weight=110.555 4.0309 3.53207 3.08129 0.656344 106.524 18.1417 16.7916 14.2279 13.1699 11.7802 2.77074 2.56367 9.00949 6.26092 1.05801 1.35017 3.27443 88.3823 69.2449 68.1221 14.4291 4.51847 3.42368 19.1374 18.1329 14.6236 5.44647 4.38203 2.97434
internal_count=4633 243 199 181 102 4390 409 364 311 251 228 70 53 158 128 60 45 47 3981 3265 3229 227 136 47 716 682 660 561 536 520
is_linear=0
shrinkage=0.1


Tree=878
num_leaves=31
num_cat=0
split_feature=13 8 18 2 13 10 8 7 16 15 18 15 16 10 9 7 6 16 7 9 0 10 15 7 7 7 4 18 18 17
split_gain=0.198313 0.257885 0.173614 0.298836 0.17335 0.208454 0.290381 0.242979 0.166197 0.884483 0.996067 0.959364 0.496886 0.895862 1.08539 0.617033 0.4718 0.419371 0.416734 0.36328 0.362136 0.87237 0.792429 0.897291 0.27985 0.277385 0.772783 0.693409 0.582524 0.848568
threshold=95.811270852950017 2.9476996444500005 17.327266398450003 263.5517324101001 73.265860971000009 82.299080289250014 1.9484794260000002 20.714163848350005 18.684956306450005 28.579157549250002 14.032563378150002 28.298162031900002 16.094962363000004 70.940344688150006 191.61296531520003 22.375171215700004 14.935348962050002 18.734956189500004 23.567644028800004 73.466513400400018 96.631250582750013 70.128430332750014 27.220712026400005 25.412871131150002 19.506002767000002 23.109894804950002 239.38000160390004 13.317304170000002 13.391483899700001 188.85216786605002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 4 8 -4 -1 7 -7 -6 9 11 18 12 -2 15 19 24 -12 -10 -11 -15 21 25 -23 -24 -14 26 28 -28 29 -19
right_child=2 -3 3 -5 5 6 -8 -9 17 10 16 -13 13 14 -16 -17 -18 20 -20 -21 -22 22 23 -25 -26 -27 27 -29 -30 -31
leaf_value=-0.0019846075401039644 0.00018251502334474412 -0.001410460437476183 0.0013484210375486331 -0.00073975253391916104 0.0010312597261092037 1.0256274161727456e-05 0.0018167367043301394 -0.0012985613140234578 0.0011989822007673443 -0.00062361505106343896 -0.0020645795972915044 0.0019179866529219637 0.00040119145741946815 -0.0019794753402833827 -0.0020450273508911378 0.001151572578302739 0.00026066080734006092 4.8736271338288076e-05 0.0019836480324375177 0.0007970174171173705 0.0005809091899537861 0.00063183613894761436 -0.0021276491517999959 0.00020465141945975065 -0.0020087273048445885 0.00026059416166477771 -0.00018691868965833763 -0.0015398850379542582 -0.00081319548937637857 0.00086428947985619912
leaf_weight=0.17392270281197797 21.701704522809461 0.67183976587602945 1.0538095692172635 0.35133215342648316 0.22596960689406875 1.7878509049223796 0.42305971891619254 0.72192742460174486 1.5105136958882202 0.45163297198450836 1.8981391024062761 1.0980804228129262 0.31877543036193801 0.22076408317661878 1.9815660474123431 1.5715303395409135 0.40752037439960975 16.763584672662553 0.49295184854418039 1.0104301089886574 7.1765209445729843 1.0979951564222568 1.8579221763648095 0.96286892273928959 0.44231638332712464 48.642870029900223 6.8477500576846051 1.849796174037692 2.0055115129798642 6.9338834155350915
leaf_count=175 668 440 45 37 13 385 15 168 29 38 258 16 120 113 168 28 10 300 5 11 42 13 102 12 233 740 236 53 35 125
internal_value=0.000127481 -0.000302225 0.000140856 0.000826308 -7.88174e-05 2.61146e-05 0.000355928 -0.000743154 0.000133287 9.99065e-06 -0.000958832 0.000121082 4.86655e-05 -0.000475151 -0.00114668 0.000449763 -0.0016536 0.000174015 0.000737041 0.000299168 0.000157569 0.000122633 -0.000781416 -0.00133153 -0.000999358 0.000165294 3.0539e-05 -0.000474668 0.000201494 0.000287367
internal_weight=132.654 4.00457 128.65 1.40514 3.33273 3.15881 2.21091 0.947897 127.245 31.5954 3.25024 28.3452 27.2471 5.54538 3.21276 2.33262 2.30566 95.6492 0.944585 1.23119 94.1387 86.9622 3.91879 2.82079 0.761092 83.0434 34.4005 8.69755 25.703 23.6975
internal_count=4633 1196 3437 82 756 581 400 181 3355 1668 311 1357 1341 673 292 381 268 1687 43 124 1658 1616 127 114 353 1489 749 289 460 425
is_linear=0
shrinkage=0.00196078


Tree=879
num_leaves=31
num_cat=0
split_feature=15 6 8 6 19 2 7 18 13 13 16 16 18 12 15 7 16 4 9 14 7 14 8 3 0 19 3 5 6 5
split_gain=0.0696996 0.218851 0.0610831 0.179722 0.147603 0.195321 0.118854 0.106267 0.0772314 0.2593 0.320684 0.143469 0.0955752 0.0938325 0.228138 0.226621 0.160488 0.129044 0.317124 0.283533 0.339775 0.247964 0.171281 0.0956166 0.690298 0.673389 0.642038 0.816507 0.67312 0.572331
threshold=50.429073788800004 16.265380038000004 9.5425530862500008 17.755414852450006 14.751190171100001 52.497771754550008 21.698399695800003 11.634276750250001 117.97223122220002 118.06363879865002 22.794946695500006 22.764946765650006 11.207537862500002 84.828830943350013 30.247508226550003 23.695207782600004 15.344964116800002 159.20292939725002 185.62570708695003 158.81906729850002 23.445318439400001 161.20841567470003 8.9430209551500024 85.589753040950015 94.625660817400004 12.651020723000002 86.26455603170001 18.280220412300004 14.865347326450001 18.160071980500003
decision_type=2 2 2 2 2 2 2 2 2 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 -5 7 -4 11 -10 12 13 -11 14 15 -1 -17 18 -15 20 -20 -19 23 24 25 -23 27 -25 -29 -28
right_child=1 -3 6 4 -6 -7 -8 -9 9 10 -12 -13 -14 17 -16 16 -18 21 19 -21 -22 22 -24 26 -26 -27 29 28 -30 -31
leaf_value=0.024468317001526962 0.078773523243282004 -0.077225149365693288 0.025792891738104364 0.014634034315121891 0.068844617944459563 -0.091935914476013167 0.050062775659268172 -0.058474661742100122 -0.10668255162077189 0.023567142457219619 0.093508342159253216 0.038292760784635158 -0.10618608973334043 -0.017423552287165661 -0.055891265380752966 -0.0010685628189793493 -0.057107389972607149 -0.057961235378126079 0.063533253763903924 0.10167588914882719 -0.021911001466210854 0.056054611395080556 -0.05349044043638429 0.096030026094383922 0.00037258878834784504 -0.10665309370962212 -0.081314742771177062 -0.098028519505367229 0.044146220943839742 0.0027436144205684101
leaf_weight=1.7819045999058283 0.12066120654344459 0.35310129859772132 0.35216752067208179 0.25105022382922371 0.10298762703314424 0.54604618722436271 0.71227224251924781 0.26023492504918977 0.28363158693537016 0.083284698921488598 0.25001777056604624 1.0375145217403758 0.17830605804920197 1.4669067763898049 0.97501229355111707 1.2524291097943208 0.86333661654498417 0.71141709969560807 0.96208719164133094 0.59132525511085976 0.90147856483235955 0.32825008458166749 0.56729618337703769 1.6617181863985018 31.044320689481083 1.1299825190435511 0.82125000828091188 0.51814734347863101 0.93194477178622037 59.132931107601053
leaf_count=34 5 71 11 12 6 191 27 46 12 15 9 15 45 52 15 45 19 22 19 30 52 41 35 43 2130 123 80 40 16 1372
internal_value=0.00077929 -0.0374943 0.000944584 0.000683698 -0.0438151 -0.0583711 0.0222882 -0.0100158 0.00105637 -0.0299917 0.012525 0.00128782 -0.0648755 0.000924389 -0.0126287 -0.00180646 -0.0239352 0.00157975 0.0193628 0.0413443 0.0222006 0.000859629 0.00129491 0.00162012 -0.00278592 -0.0700274 0.00389087 0.0481789 -0.0066557 0.00159219
internal_weight=110.173 0.473763 109.699 108.375 0.900084 0.797096 1.32467 0.612402 107.474 0.79524 0.511609 106.679 0.261591 105.642 4.87268 3.89767 2.11577 100.769 3.9218 2.45489 1.86357 96.8473 96.1358 95.5685 32.5026 1.45823 63.066 3.11181 1.45009 59.9542
internal_count=4633 76 4557 4473 209 203 84 57 4264 81 69 4183 60 4168 113 98 64 4055 153 101 71 3902 3880 3845 2294 164 1551 99 56 1452
is_linear=0
shrinkage=0.1


Tree=880
num_leaves=31
num_cat=0
split_feature=13 13 17 18 17 16 9 19 10 7 7 10 7 7 2 5 10 7 13 16 3 17 15 18 7 19 0 12 10 18
split_gain=0.0545101 0.172658 0.18367 0.166527 0.135865 0.220196 0.282094 0.123752 0.198812 0.187249 0.119836 0.138781 0.137313 0.108713 0.100088 0.11267 0.0782504 0.278866 0.0670327 0.210956 0.269891 0.21766 0.151075 0.2525 0.151647 0.122608 0.414712 0.268843 0.170325 0.581482
threshold=95.811270852950017 92.792132372400019 172.18378740490002 17.327266398450003 202.02515103195003 17.684958644900004 207.52229237540004 11.450923895500003 87.313054702550019 25.139463727750002 27.589407812900003 90.679004281900021 23.989000783400005 27.973342028250006 224.74008820395002 15.332427622700001 81.339300736700025 24.453757170650004 98.577694269150015 14.464966174600002 81.355431485500006 172.18378740490002 18.939493156800005 15.957401718700002 18.737592104000004 11.850956171350001 100.01333091085002 94.177001085000015 77.04583310240001 16.435318745950003
decision_type=2 2 2 2 2 2 2 2 2 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 16 -5 6 -6 10 -9 -10 12 -12 14 -13 -1 -16 18 -18 -2 20 -20 -22 23 24 -21 -24 28 -28 -27 -30
right_child=3 2 -4 4 5 -7 -8 8 9 -11 11 13 -14 -15 15 -17 17 -19 19 22 21 -23 25 -25 -26 26 27 -29 29 -31
leaf_value=-0.10127877526311338 0.014600868090342962 0.037767164327339363 -0.10210227936675847 0.10140793524132395 0.058044696348262939 0.10095292832302333 -0.10171908953490348 0.062244782374180289 0.10119469733469309 -0.10078429323190724 0.049336125444838147 0.079527479948295107 -0.10096804520430736 -0.10039794776492406 0.082634701100757282 -0.035060881706386958 0.012011203819869474 -0.10198104459120971 -0.10374645367935109 0.050930202313304578 -0.058832190772028364 0.072325738951005011 0.027816887214178222 0.076592324319426641 -0.10163132357279854 0.0011740036313374115 0.02213348687834376 -0.088161799693897314 -0.10601724141451803 0.083117022819926722
leaf_weight=0.096648810975238808 3.4717789232431633 0.1257388942262877 0.37058245034313586 0.27958610653877158 0.219941939227283 0.21599312638863921 0.22214595519471914 0.5616326279050553 0.062467429786920547 0.17305605732144613 0.37449593280689442 0.044292484446486924 0.28674656455677905 0.13886024173916667 0.14002971479203552 0.1940536318870727 0.61119933697045681 0.33073740636609728 0.44055593997472797 0.11032895302730494 0.26740901106586534 0.24016823011243105 1.6217016683658574 0.6267204083269462 0.1591259836422978 96.171004098934191 0.29830726981162914 0.85272668191464618 0.51690575145039375 0.23712196410633624
leaf_count=63 130 32 144 8 12 17 45 79 2 161 65 16 250 339 16 29 8 140 63 10 61 33 37 14 39 2596 8 103 107 6
internal_value=0.000705216 -0.0136905 -0.0666675 0.00105114 0.0430082 0.018197 -0.0222354 -0.00100227 0.0299047 -0.0472138 -0.020324 0.0144488 -0.0473507 -0.0568859 -0.0116566 0.0142708 0.000679836 -0.0280143 0.000937212 0.000470044 -0.0464787 0.00322727 0.000912553 0.0417874 -0.0391647 0.000545132 9.41893e-05 -0.0595772 0.000802817 -0.0465395
internal_weight=109.462 2.5686 0.496321 106.893 0.937667 0.658081 0.442088 2.07228 0.797156 0.235523 1.27513 0.557649 0.717479 0.183153 0.430732 0.334083 105.956 0.941937 105.014 101.542 0.948133 0.507577 100.594 0.896175 0.269455 99.6978 98.0761 1.15103 96.925 0.754028
internal_count=4633 1196 176 3437 82 74 57 1020 242 163 778 420 358 355 108 45 3355 148 3207 3077 157 94 2920 63 49 2857 2820 111 2709 113
is_linear=0
shrinkage=0.1


Tree=881
num_leaves=31
num_cat=0
split_feature=16 15 15 18 7 19 10 8 9 18 9 19 16 15 7 17 0 10 15 7 16 16 10 16 2 12 2 19 5 16
split_gain=0.182789 0.725335 0.944295 0.814144 0.459747 0.396647 0.423671 0.509072 0.455023 0.403555 0.379121 0.507559 0.366488 0.363835 0.328394 0.309593 0.286545 0.780812 0.783472 0.749014 0.271726 0.453793 0.511655 0.251482 0.374644 0.308839 0.34849 0.439253 0.397871 0.316884
threshold=18.684956306450005 28.579157549250002 28.298162031900002 14.032563378150002 23.567644028800004 12.851036860900001 70.816675614150014 7.5441126493500006 211.24289424260004 13.304953393500002 213.03443802080002 13.251069136700002 18.734956189500004 24.673905035600004 19.052023743050004 162.04221493815001 96.631250582750013 70.128430332750014 27.220712026400005 25.412871131150002 17.874958200600002 16.094962363000004 78.962703749400006 15.404963976500001 189.32640726775003 82.088033630950022 83.274686722450014 12.350996516100002 14.835543846500002 15.054964794950001
decision_type=2 2 2 2 2 2 2 2 2 2 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 15 9 -8 -9 14 -5 -12 -2 -10 -7 -1 17 -14 -19 -20 21 23 -23 25 -25 -17 -27 -28 29 -29
right_child=12 3 -4 10 -6 6 7 8 13 -11 11 -13 16 -15 -16 20 -18 18 19 -21 -22 22 -24 24 -26 26 27 28 -30 -31
leaf_value=-0.0016778435888270963 0.0011477655898943901 -0.00078624321291846145 0.0019150569910004222 -0.0020561800841598175 0.0019864969770916293 0.00080512881422212549 0.00033207868666760589 -0.0018015865410080918 -0.0020258809266708346 0.0010694658095257526 -0.0020805575150214736 0.0016207504087206318 0.00015668165677623218 0.00029429551706827489 -0.0021609125212480687 -0.0021914081933334349 0.00053222260701337105 0.00065230087075811088 -0.0021041603715544776 8.4811913946644126e-05 0.00176890283550629 -0.0018688001065715245 0.0016488156291347509 0.00029373308050110477 0.0015282243803394352 0.000632311822503454 8.1156503896539451e-05 -0.00087470779168141472 -0.0018375478385543257 0.0019446738298909744
leaf_weight=0.35797184101375634 1.4313775087939564 0.44844873945112285 1.0488280895006017 1.5966103971950363 0.4717889130115509 0.24618506734236589 1.2145135132741414 1.8194867187412458 0.34981045257882204 1.1532135705347171 0.27936266759934358 0.29062433756189421 84.280066310126131 1.0104180579073725 0.34413016752205294 0.22976401582856354 6.9236017921939483 1.0706107802689069 1.7134721784386786 0.92566516192164261 0.39651273749768634 0.79488600281274457 0.19872443447820842 4.95889039398753 1.1677195701049639 3.6715504473686478 11.796325873945532 0.42257669678656273 0.93561269390556845 0.24049545987509191
leaf_count=324 29 38 16 223 5 38 105 121 56 40 41 12 1489 44 130 31 42 13 102 12 9 158 8 73 46 53 1249 59 60 7
internal_value=0.00011871 -1.6842e-06 8.49508e-05 -0.000909832 0.00063529 2.36432e-05 -0.000423292 -0.00074779 -0.00116025 0.000394544 -0.00156611 -0.000193339 0.000163002 -0.000302385 -0.000923955 0.000132625 0.000148151 0.000117929 -0.000762465 -0.00133639 0.000158744 0.000132596 -0.00116527 0.000187652 0.000529025 6.67325e-05 9.71335e-05 -4.9558e-05 -0.00101407 0.000147878
internal_weight=131.789 35.4445 32.3576 3.08684 0.920238 31.3088 6.13776 4.39423 3.17972 1.74353 2.1666 0.569987 96.3448 1.36023 0.590315 25.171 94.9134 87.9898 3.70975 2.63914 24.8131 24.4165 0.99361 23.4229 6.12661 17.2963 17.0666 13.395 1.59868 0.663072
internal_count=4633 2946 2627 319 43 2611 534 326 221 208 276 53 1687 100 168 2077 1658 1616 127 114 1753 1744 166 1578 119 1459 1428 1375 126 66
is_linear=0
shrinkage=0.00196078


Tree=882
num_leaves=31
num_cat=0
split_feature=14 4 16 8 15 16 5 2 4 6 6 7 13 12 6 2 15 16 7 18 7 16 0 7 9 12 19 9 12 8
split_gain=0.180812 0.406911 0.336517 0.403602 0.271182 0.63661 0.348631 0.290578 1.082 0.660078 0.424447 0.609409 0.40447 0.397776 0.408629 0.579776 0.559441 0.269013 0.222841 0.358978 0.272449 0.343068 0.306141 0.476886 0.259637 0.489123 0.514134 0.397207 0.401806 0.473051
threshold=310.33012040220007 312.24436677560004 12.604970524100002 8.0437227585500022 46.055224235250002 22.564947233300003 28.006145904900002 189.32640726775003 274.81987900165007 12.485291716850002 13.500315432750002 24.314922763450003 99.07774748140001 217.54417277160005 16.415383542800004 216.39684782960003 43.376643616500012 22.674946976100003 22.093462376800005 13.391483899700001 21.115414688150004 22.744946812400002 75.381677519650012 18.276616214250001 186.70853236170004 144.66294237600002 14.451165964200003 186.16747084260001 119.80689146465001 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=2 -2 3 -1 7 -6 -7 8 18 -10 12 13 -9 -12 -15 16 -16 -3 19 20 22 -22 23 -4 25 26 27 28 -20 -30
right_child=1 17 4 -5 5 6 -8 10 9 -11 11 -13 -14 14 15 -17 -18 -19 24 -21 21 -23 -24 -25 -26 -27 -28 -29 29 -31
leaf_value=-0.0017056972737991066 -0.0016721696803431744 -6.1946818393590085e-05 0.00066770830909423592 0.00093624065168177557 0.0016889836262526661 -0.0018908441236004166 0.00054557705768952926 0.00064446951550358638 5.3381048202438117e-05 -0.0024607903502981195 0.0010363811283259047 0.0014007795108687748 -0.0020433986138956805 0.00072488813719796938 -0.0013149839785887253 0.0007834160326662987 6.0826323820995663e-05 0.00089564641843629749 -4.1635002545928356e-05 -0.0020207297718810749 -0.0013862774816517124 1.7205100661040882e-05 0.00074109814087382859 -0.0020417487296061688 0.00015337519017808284 0.0010441629079648315 0.0010485234753512568 0.0010269632686799686 8.7387157227295848e-05 -0.0024950437421401429
leaf_weight=0.76102316948526894 0.57598271442111837 16.925240218010462 0.54799414991248274 0.31405964432633482 0.35173470215522584 0.93410962116831775 0.29777957196347415 0.375654598523396 0.6805036494770309 0.97916426812298596 2.4490564371626524 2.4439739391673347 0.50406206911429763 3.2367989344056678 1.9048827792867085 1.9209865437951519 2.8163105896674097 1.2084297717301513 3.0079237662794167 0.38540768462917174 1.0699669774330689 1.7895967231597749 2.1693994588276837 0.45889985924441135 79.239042275716201 3.7956813491982757 1.8583581764250992 0.89321649447083462 0.4681939668007542 0.6531861312687397
leaf_count=568 134 1220 113 31 5 93 6 26 72 28 43 61 36 29 30 20 22 52 63 52 34 27 204 216 1218 126 42 6 48 8
internal_value=0.000129236 -4.96685e-05 0.000158015 -0.000933919 0.000168202 -0.000637601 -0.0013019 0.000179431 0.000139807 -0.00142992 0.000427518 0.000506315 -0.000895631 0.000328992 0.000153626 -0.000124756 -0.000494279 1.8673e-06 0.00016685 -0.000186039 -6.88885e-05 -0.000507938 0.00032638 -0.000567148 0.000192051 0.000479096 0.000167389 -0.000158635 -0.000415094 -0.00141684
internal_weight=135.017 18.7097 116.307 1.07508 115.232 1.58362 1.23189 113.648 97.9965 1.65967 15.6517 14.772 0.879717 12.328 9.87898 6.64218 4.72119 18.1337 96.3369 6.42126 6.03586 2.85956 3.17629 1.00689 89.9156 10.6766 6.88088 5.02252 4.1293 1.12138
internal_count=4633 1406 3227 599 2628 104 99 2524 2257 100 267 205 62 144 101 72 52 1272 2157 646 594 61 533 329 1511 293 167 125 119 56
is_linear=0
shrinkage=0.00196078


Tree=883
num_leaves=31
num_cat=0
split_feature=13 3 6 14 18 13 6 10 15 8 17 17 6 5 17 19 12 9 16 10 13 3 4 9 6 18 12 15 3 2
split_gain=0.224842 0.200384 0.327463 0.610277 0.449755 0.349449 0.599486 0.315898 0.235767 0.197204 0.262651 0.254413 0.226914 0.445894 0.375906 0.196429 0.225871 0.931198 0.667413 0.859941 0.53786 0.765295 0.847028 0.545396 0.459442 0.425303 0.406034 0.614748 0.743583 0.395383
threshold=95.937628385050019 93.883646373400012 16.525386113000007 206.58828306405002 13.431207332600001 117.66037007905001 16.415383542800004 55.855406118200008 20.734744936600006 8.543332867800002 187.52613723835003 189.31980273685002 16.575387281250006 30.133297129900004 163.75092798185003 14.651182102100002 133.01805689090003 182.80199813410005 20.394952307700002 68.20618276945001 109.64607639220002 83.17551763980002 201.03404857045004 198.14098854835004 16.405383309150004 14.012341117450001 138.67909474840002 32.548041893900006 85.589753040950015 56.799426908350007
decision_type=2 2 2 2 2 2 2 2 2 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 -3 5 6 -5 -8 -4 10 -10 12 -11 14 -14 16 17 29 19 -19 21 -21 23 -23 -20 -25 27 28 -18 -2
right_child=1 2 8 4 -6 -7 7 -9 9 11 -12 -13 13 -15 -16 -17 26 18 24 20 -22 22 -24 25 -26 -27 -28 -29 -30 -31
leaf_value=-0.0003427749669935163 0.00078338600381761784 -0.0015686255819745119 -0.0021299666769482562 0.0010077589782576993 -0.0020458321060255261 0.0016999329841045048 0.00067691510133491978 -0.0020871073167881651 0.00010501889805523192 0.00084015664119928063 0.0010684066051012125 -0.0014729350286079583 0.00096741099847746687 0.00081042519070275549 -0.0018625367631436177 0.00064512573166732728 -0.0013714628350899876 -0.0017762021660429495 0.0011676947457055305 0.000284613173303672 0.0010444257455322209 -0.00023884863380173782 0.0017987321110896595 0.00061175537107455136 0.00042362589700527985 -0.0020954912333004038 0.00011879667428026135 -0.0015560269337508909 0.0017071315832003599 -0.0020657916922525916
leaf_weight=3.753202743709152 0.23632077872753032 1.4521970016430703 0.17365397633898183 0.8901091113730224 0.35060299842007214 0.55005482834530983 0.21882594749331474 0.58121739803027594 3.2769402518479165 0.89951186446705911 1.6288232901133595 0.50924057327210892 0.23464495941880137 0.7169430125504731 0.78148367849826172 3.2429491849616161 0.54018278268631481 0.88675961177796381 4.5302750952541819 15.856154513938241 2.5291760172694913 1.9827191203366958 0.48389880824834097 0.25930185057222832 10.788733161985872 1.5980599550530312 69.927905495402229 1.397139470092952 0.68304930289741606 0.90194908499688609
leaf_count=1213 5 126 105 53 60 13 11 64 368 7 25 43 9 14 76 43 28 26 57 267 33 29 8 7 177 160 1481 27 16 82
internal_value=0.000130264 0.000144123 -9.42126e-05 -0.000551098 1.92451e-05 0.000342439 -9.93526e-05 -0.0013311 0.000130473 0.000179249 0.000424885 -0.000204296 4.11062e-05 -0.000373623 -0.00120904 0.000169355 0.000155653 0.000273843 0.000324976 0.000118074 0.000192042 8.52132e-05 -0.000645992 -0.000954058 0.000643669 -0.00171754 9.04009e-05 -0.000667376 0.000347615 -0.00147426
internal_weight=131.862 128.109 12.2642 4.04301 2.59081 2.24021 1.69015 0.800043 8.22124 8.04759 4.90576 3.14182 2.63258 1.73307 1.01613 115.845 112.602 40.0533 38.9151 23.5961 22.7093 20.1801 4.32398 3.84008 15.319 1.85736 72.5483 2.62037 1.22323 1.13827
internal_count=4633 3420 974 327 201 141 128 75 647 542 393 149 106 99 85 2446 2403 851 764 530 504 471 204 196 234 167 1552 71 44 87
is_linear=0
shrinkage=0.00196078


Tree=884
num_leaves=31
num_cat=0
split_feature=16 15 18 15 16 10 7 10 5 3 17 7 9 18 0 6 0 5 9 6 19 16 3 0 3 15 5 3 17 19
split_gain=0.275355 0.705224 1.09604 0.766485 0.468541 0.539654 0.624748 0.616694 0.515673 0.293649 0.274963 0.267334 0.264859 0.869677 0.79142 0.964304 0.765544 0.896784 0.511594 0.822259 0.498235 0.524685 0.457821 0.509966 0.398814 0.365377 0.362852 0.358841 0.303031 0.519036
threshold=18.634956423400002 28.444110612900001 14.032563378150002 28.298162031900002 16.094962363000004 70.348883899450016 22.375171215700004 75.981203682750007 18.331716563250001 84.850427055100013 162.04221493815001 19.506002767000002 192.57902085675002 13.511883313150003 86.09518316945001 16.375382608200002 87.261973998100004 20.315138807500002 186.70853236170004 16.475384944750001 14.351157895250003 22.554947256700004 93.733092718100025 85.662341410450011 86.26455603170001 45.793006327050001 24.310960779100004 89.732667019950014 190.68993848360003 14.451165964200003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 3 9 4 10 6 11 8 -7 -3 -1 -6 13 14 15 -2 -15 24 22 -20 21 27 -17 -24 -18 -14 -27 -16 -22 -30
right_child=12 2 -4 -5 5 7 -8 -9 -10 -11 -12 -13 25 16 20 18 17 -19 19 -21 28 -23 23 -25 -26 26 -28 -29 29 -31
leaf_value=-0.001571107181636084 -0.0018896235384130672 0.0020694461842607325 -0.0019046939050032356 0.0019763621157245226 0.00040842598043072285 -0.0019189310788042908 0.0018150728044254326 -2.005654984228355e-05 0.00046084315943554555 -0.00029025758002939949 0.00015105969935257947 -0.0020105448253296509 0.00028556986686696173 -0.0023249035715462315 0.00016559698877559225 -0.00087425137765697832 -0.00021847937343945158 0.00076087097482650183 -0.0020742727565316783 -4.5507642021971892e-05 0.0020085933089411495 -0.00035333918126844864 5.9441289722888511e-05 0.0011321427827327985 -0.0023175782074598538 -0.0014786757239795651 -3.4133268101586938e-05 0.0014620510651000161 -0.00012565846856448708 0.0016797442582956006
leaf_weight=0.36144827719727501 1.1157534183003068 0.39639093726873342 1.7101801700046051 0.78476819800562125 0.36096740858738374 1.9777873287821424 0.73688317113555968 1.9810716833017066 0.42536822450347234 0.4150605539616663 25.70986765082489 0.34214475189219229 68.07057759660529 0.99250809766817782 1.7062381543219074 1.1172988265752772 0.60265926178544782 1.4458247267175464 1.0250309816692595 3.0639819803182036 1.1342250145971777 2.9148220000788569 4.3980892868166848 2.7814973117783666 0.82348447432741523 0.79357335454551403 4.2431974818973686 1.5817521158605812 1.2168710306286814 1.232109911739826
leaf_count=209 33 3 257 7 116 156 14 206 19 40 1672 208 939 17 21 18 36 15 22 69 22 20 232 21 20 32 148 21 8 32
internal_value=0.000134063 -1.51302e-05 -0.00101424 6.19615e-05 1.4859e-05 -0.000487948 0.000553493 -0.000830008 -0.0014977 0.000862449 0.000127184 -0.000768681 0.000186445 2.1077e-05 0.000164029 -0.000143709 -0.000840362 -0.000327327 1.3568e-05 -0.000554077 0.00058861 0.000252342 0.000293325 0.000475025 -0.00143054 0.000247863 -0.00026173 0.000789282 0.00117072 0.00078266
internal_weight=135.461 35.2019 2.52163 32.6803 31.8955 5.82422 1.44 4.38423 2.40316 0.811451 26.0713 0.703112 100.259 27.1521 23.2877 13.5017 3.86448 2.87197 12.3859 4.08901 9.78602 6.20281 8.29689 7.17959 1.42614 73.1073 5.03677 3.28799 3.58321 2.44898
internal_count=4633 2907 300 2607 2600 719 338 381 175 43 1881 324 1726 607 519 395 88 71 362 91 124 62 271 253 56 1119 180 42 62 40
is_linear=0
shrinkage=0.00196078


Tree=885
num_leaves=31
num_cat=0
split_feature=16 15 18 15 19 10 8 9 18 15 9 19 15 16 7 0 10 15 7 13 9 2 18 12 17 8 10 15 0 3
split_gain=0.385621 0.826532 1.23823 1.05992 0.542472 0.493096 0.626191 0.497488 0.475209 0.43254 0.402769 0.594987 0.380429 0.346093 0.336605 0.317841 0.83644 0.867579 0.768914 0.293973 0.44915 0.655326 0.847616 0.434525 0.394244 0.386894 0.383919 0.401289 0.274003 0.251957
threshold=18.684956306450005 28.579157549250002 14.032563378150002 28.298162031900002 12.851036860900001 70.816675614150014 7.5441126493500006 211.24289424260004 13.304953393500002 24.673905035600004 213.03443802080002 13.251069136700002 26.384523135650003 18.734956189500004 19.052023743050004 96.631250582750013 70.128430332750014 27.220712026400005 25.412871131150002 97.873318238950006 205.73475031020004 85.298498744850022 15.534793034950003 179.47323713510005 167.17143786700004 7.2443465838000014 77.209829048350016 24.673905035600004 90.189704902150012 84.850427055100013
decision_type=2 2 2 2 2 2 2 2 2 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 12 8 -7 -8 14 -9 -4 -12 19 -2 -6 16 -15 -18 -19 -1 23 -22 -23 25 -25 -21 -24 -28 -26 -3
right_child=13 2 10 -5 5 6 7 9 -10 -11 11 -13 -14 15 -16 -17 17 18 -20 20 21 22 26 24 28 -27 27 -29 -30 -31
leaf_value=-0.00023452541234366225 0.0011427959420157361 0.0020823648987224426 -0.0020901061959600975 0.0019069659537616437 0.00073880189854664343 0.0003367205909377487 -0.0018718723284591565 -0.0020517822585825493 0.0010710289499797109 0.00028071897998911699 -0.0021026296388362451 0.0016557889094978011 -0.0014614435812643689 0.00019398802606004643 -0.0021756786291354138 0.00058188624505315929 0.00069241544226702014 -0.0021073059697499742 5.4699394538966987e-05 -0.0012018166982099606 0.00076041346754072124 -0.002032709365190209 0.00075799861878766213 -0.0007468608955724116 1.8183787162709841e-07 0.00035376078899987217 -0.0013714636080546486 0.00024050122980185634 0.0015227373041141233 6.4622814806062457e-05
leaf_weight=5.8907102442408421 1.4741236302070309 0.42945536971092169 1.9312730111487328 1.1559575319733983 0.25282436835891431 1.3000247031814067 2.081886430154555 0.42873514059465367 1.2259629320469683 1.0648051425814626 0.33851218951167528 0.31046429616981186 0.5730257716786572 87.726803455238041 0.38339391416047874 7.2154804971069089 1.1553853256627911 1.7644866718910637 0.98578091990202654 0.65525481346958514 2.1178520605462827 1.1315405108507546 1.3132867403328421 0.42113288433756624 0.54540840346999209 9.9336226499872264 1.1840706771472471 1.1909593930467961 2.7243315922969487 0.53352512240235228
leaf_count=1359 29 3 223 16 38 105 121 56 40 44 41 12 36 1489 130 42 13 102 12 273 49 31 22 29 51 89 45 7 86 40
internal_value=0.000135336 -2.97938e-05 -0.000932908 6.01559e-05 -1.86932e-06 -0.000500822 -0.00082865 -0.00125238 0.000357477 -0.000388848 -0.00164103 -0.000304637 0.000119576 0.000199725 -0.0010175 0.00018566 0.00015446 -0.000733395 -0.00133238 0.000152997 0.000260586 -0.000148704 -0.000548171 0.000459437 0.00103878 0.000257499 -9.27288e-05 -0.000563143 0.00126877 0.000964465
internal_weight=139.44 39.118 3.54323 35.5748 34.4188 6.73763 4.87545 3.57543 1.86218 1.49354 2.58025 0.648976 27.6812 100.322 0.636218 98.8479 91.6325 3.90565 2.75027 27.1082 21.2175 6.93771 4.81986 14.2798 3.69087 10.5889 3.68832 2.37503 3.26974 0.96298
internal_count=4633 2946 319 2627 2611 534 326 221 208 100 276 53 2077 1687 168 1658 1616 127 114 2041 682 154 105 528 166 362 74 52 137 43
is_linear=0
shrinkage=0.00196078


Tree=886
num_leaves=31
num_cat=0
split_feature=16 16 16 13 15 3 19 15 7 19 3 19 15 16 8 17 9 3 16 6 9 15 5 7 18 18 18 5 3 9
split_gain=0.235495 0.699741 0.627931 0.520667 0.751037 0.450931 0.397671 0.382021 0.355642 0.294464 0.650754 0.580128 0.38069 0.246959 0.502906 0.743469 0.698315 0.443289 0.362035 0.334456 0.238254 0.235325 0.330735 0.498954 1.01995 0.542203 0.595441 0.4936 0.815275 0.436028
threshold=20.394952307700002 20.034953149600003 20.674951653000004 113.89115178020002 34.139075990150012 88.813214339350012 14.051133688400002 36.548474543700003 23.960918281000001 13.751109481500002 86.26455603170001 13.651101412550002 33.423812040500003 22.494947397000004 8.543332867800002 199.59317753375004 197.89372115420002 92.316275283350009 20.864951208700003 16.475384944750001 225.52448794050002 33.423812040500003 21.363989181350004 23.109894804950002 13.317304170000002 13.24088655595 13.141419083100002 20.911722254300006 92.813640037450014 190.07378137140003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 6 5 4 -4 -2 7 9 -9 11 -11 20 -12 14 15 18 -16 -18 -5 -20 -1 -15 27 24 25 26 -24 -23 -29 -28
right_child=2 -3 3 13 -6 -7 -8 8 -10 10 12 -13 -14 21 16 -17 17 -19 19 -21 -22 22 23 -25 -26 -27 29 28 -30 -31
leaf_value=9.584824251026436e-05 2.5151552132728454e-05 -0.0015458207028577616 -0.001830569614210931 0.00039069000117993464 0.00027242768732794673 0.0015984290212561144 -0.001249334723235074 0.0016903419041311039 -0.0020321188718644772 0.0015567612127529681 -0.0012050908488129687 -0.0018142654740072378 0.00073482808740953868 0.00091147430071733548 -0.0010711223276237485 -0.00089679055713489352 0.0014445893587415009 -8.3454602785286574e-05 0.0020264835286796087 0.00056287501231736046 -0.0013633257557783675 0.00016900660070413937 0.00014134278414756974 0.00040324030507361488 -0.0015535006871971303 0.0010156606807969414 -0.00010992940852211137 -0.0015754870675662065 -0.00010617148976476719 -0.0018987306194201091
leaf_weight=47.2584102166511 1.069250034168362 1.0719188721850503 1.2172471350058907 1.3864663759013618 1.4082253733649848 2.0305488247540779 0.88459318979584978 0.11962486989796062 0.56347865039424505 1.5947939399629825 0.77029846092773346 0.62807053414871816 0.78554230928421021 1.4899670089362178 1.5348049923777578 0.7514425367116927 1.2536378307268026 1.7472269423305986 2.0921900346875195 0.84179252223111678 0.43416846646141394 11.385995161253961 12.096963903462898 24.249916023516562 1.5404301887192549 2.2227641815188681 1.0640795583603897 1.9336215830408026 5.8277202304452658 1.0320180170238016
leaf_count=2965 16 42 30 24 19 46 38 6 83 46 32 32 8 30 16 16 22 31 79 19 120 140 238 337 45 32 25 24 55 17
internal_value=0.000122076 2.26371e-05 0.000190904 0.000155197 -0.000702584 0.00105574 5.43356e-05 7.64472e-05 -0.00138024 9.57798e-05 0.000676585 5.79097e-05 -0.000225628 0.000186281 0.000479062 0.000903293 4.67711e-06 0.000554899 0.00121638 0.00160656 8.25647e-05 0.00014152 0.000122822 0.000219787 -2.7966e-05 0.000115187 -2.58351e-05 -9.09174e-05 -0.000472229 -0.000990649
internal_weight=132.287 54.1109 78.1763 75.0765 2.62547 3.0998 53.039 52.1544 0.683104 51.4713 3.15063 48.3206 1.55584 72.451 9.60756 5.07189 4.53567 3.00086 4.32045 2.93398 47.6926 62.8435 61.3535 42.2062 17.9563 16.4158 14.1931 19.1473 7.76134 2.0961
internal_count=4633 3372 1261 1199 49 62 3330 3292 89 3203 86 3117 40 1150 207 138 69 53 122 98 3085 943 913 694 357 312 280 219 79 42
is_linear=0
shrinkage=0.00196078


Tree=887
num_leaves=31
num_cat=0
split_feature=16 15 15 18 19 10 8 18 3 9 6 16 15 16 15 18 16 10 4 15 6 5 18 3 6 4 9 18 17 6
split_gain=0.0589554 0.522473 0.624035 0.535219 0.330328 0.334673 0.398534 0.3433 0.325137 0.303383 0.291053 0.265427 0.250854 0.239124 0.340442 0.228226 0.222014 0.377451 0.198418 0.18546 0.353506 0.204844 0.702576 0.536658 0.48895 0.263873 0.21891 0.388605 0.32981 0.271384
threshold=18.684956306450005 28.826925781250004 28.298162031900002 14.032563378150002 12.851036860900001 70.816675614150014 7.5441126493500006 13.304953393500002 84.850427055100013 211.24289424260004 14.935348962050002 18.734956189500004 24.673905035600004 17.874958200600002 26.384523135650003 12.420159544750002 16.094962363000004 78.962703749400006 143.58239362595003 24.474073043650005 13.705320222600003 16.222050829800004 14.830595894550003 81.699554126200013 13.825323026450002 169.78554988275002 210.61272793875003 16.622853636350005 208.00356650210003 13.855323727400002
decision_type=2 2 2 2 2 2 2 2 2 2 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 8 13 7 -7 15 -3 -8 -5 -2 -11 14 16 -6 18 -18 -1 21 -21 23 -23 25 -24 -20 29 -28 -29 -27
right_child=11 3 -4 10 5 6 9 -9 -10 12 -12 -13 -14 -15 -16 -17 17 -19 19 20 -22 22 24 -25 -26 26 27 28 -30 -31
leaf_value=0.093502035356189492 0.050073768611041264 0.10432120476316231 0.076003544159966602 -0.098487714945486651 0.041653220355288394 0.012826776307461797 -0.091341670277443443 0.05532685824290693 -0.037623482339024301 -0.10371124873877501 0.0092469234569879516 0.0019819680321587966 0.0047530874944606413 0.089961169563302024 -0.10798813816096059 -0.11041943393432636 -0.092955817377585737 0.087505130893304597 -0.10851912214019416 -0.0080154145551322407 0.065297248488271356 0.0047461355369251843 -0.0018213923849654428 0.085856702120088224 -0.11557609748385687 0.015621721747102291 -0.10685772356831175 0.044798817750266215 -0.1049353587056787 -0.1088793681896234
leaf_weight=0.25495515577497485 1.1641092513455067 0.30312520638108198 1.0749717073631462 1.3473258391386478 0.15582119556267915 1.0025182198514815 1.4705153647810223 0.85418212825607043 0.34507800812571077 0.2847736819530835 0.30810603999998409 81.081434778919174 0.84872912324499339 0.31676904149935481 0.27558237184893997 0.26915278813930854 0.51988454708998588 0.14915569493314251 0.20737332275166842 1.2901161703812243 1.3417631417833034 5.5569515791380573 0.62337076078256337 0.85806638404028568 0.95938864369963994 6.9329118573909891 0.45308926049619891 0.61314402955122205 0.19353511625740794 0.17961627338081587
leaf_count=3 29 3 24 260 45 105 121 40 38 56 10 1658 44 10 33 123 252 8 43 37 15 274 35 48 23 1095 29 76 91 5
internal_value=0.00129585 -0.00258183 0.00136247 -0.0482744 -0.00177039 -0.0251613 -0.0407483 0.0187858 0.0287554 -0.0613742 -0.0784363 0.00266266 -0.0224968 0.00374358 0.00240539 -0.0546604 0.00391644 -0.0527239 0.00586332 0.00470014 0.0293602 0.000785037 -0.0119954 0.0104535 -0.0707737 0.00291234 0.00567238 -0.0327494 0.00887521 0.0124776
internal_weight=111.236 28.99 26.6863 2.30364 25.6114 4.88569 3.60654 1.27916 0.648203 2.60402 1.65543 82.2455 1.1335 20.7257 20.4089 0.424974 20.1333 0.66904 19.4643 19.2093 2.63188 16.5774 7.13971 9.43774 1.58276 8.57967 8.3723 1.25977 0.806679 7.11253
internal_count=4633 2946 2635 311 2611 534 326 208 41 221 270 1687 100 2077 2067 168 2034 260 1774 1771 52 1719 332 1387 58 1339 1296 196 167 1100
is_linear=0
shrinkage=0.1


Tree=888
num_leaves=31
num_cat=0
split_feature=13 18 16 16 12 5 4 8 7 16 9 8 10 17 0 10 7 9 8 2 0 7 4 12 12 17 0 16 16 9
split_gain=0.0658326 0.14927 0.140098 0.145615 0.23107 0.141524 0.111586 0.14135 0.108598 0.227144 0.146822 0.102804 0.169013 0.157112 0.122594 0.143139 0.0590889 0.0897146 0.171097 0.139527 0.208131 0.116735 0.093609 0.137965 0.225206 0.13773 0.324685 0.37664 0.17107 0.122782
threshold=95.937628385050019 17.108018746400003 14.274966618900002 14.184966829400002 216.20511703005005 1.6209823962500003 312.89209607035008 2.9476996444500005 26.545218975000001 17.684958644900004 213.03443802080002 1.6487133604500002 82.299080289250014 173.32159167880002 110.78598263955001 90.937096262400004 27.014969757650004 223.65407503400004 8.6432548896500023 349.18346353035002 87.345316200150009 24.899526511700007 411.71781693990005 328.37985594320008 335.28495674395009 208.35751021765003 93.308316333500017 18.764956119400004 15.524963695900002 219.46060697480002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 16 3 4 5 -1 -6 11 -3 10 -10 14 13 -13 -8 -16 17 19 -19 22 -21 -22 23 25 -25 29 -27 28 -28 -2
right_child=1 8 -4 -5 6 -7 7 -9 9 -11 -12 12 -14 -15 15 -17 -18 18 -20 20 21 -23 -24 24 -26 26 27 -29 -30 -31
leaf_value=0.067139206936156812 0.0025042147542493364 0.076615684192351041 -0.084236855319389667 0.074423982182538262 0.071945429354528939 -0.10077686954814198 -0.10228296725333177 -0.10159615036329017 0.039488752001901994 0.10093051652193415 -0.070468276485280021 0.059072926734224422 0.072781736414453888 -0.077783954890826984 0.028179182860409713 -0.10055826096703753 -0.02637062442168274 0.070022119401144639 -0.00022099121182163396 -0.10429143086620765 0.061489646495476717 -0.046653243814834051 0.034742473462007255 -0.08688773628584609 0.020530626634886417 -0.077167660827906173 0.00048899536565004962 0.014143540461278997 -0.10203878117806633 -0.030724510994057427
leaf_weight=0.057723236255697308 96.717959051275557 0.43782294122502097 0.25930766793862847 0.20183794095646579 0.20199511561077077 0.38476251335123379 0.16056807330460265 0.14354838000690495 0.21178694372065365 0.20796799473464489 0.28464717508177273 0.14033082631067373 0.3950154084523092 0.20853840236668475 0.37442571928841062 0.11226241554322769 0.7738623715704297 0.5500813601684047 0.93818295234814286 0.31217007954370402 0.18988230430113617 0.21044343442190439 0.83118268018733843 0.45139757462311436 0.34384559608088239 0.7279068841598918 0.24634680039889678 2.6254455698654056 0.47950058552669361 1.1249384986294888
leaf_count=64 2751 20 96 17 17 487 86 143 14 17 47 18 30 26 45 184 41 23 40 56 26 22 92 37 38 41 13 21 75 46
internal_value=0.00116439 0.00154696 -0.0144359 -0.00683407 -0.0143603 -0.0788718 0.00207643 -0.0071197 0.0375049 0.0131955 -0.0235588 0.00262909 0.0279865 -0.022734 -0.0265139 -0.00151617 0.00116139 0.00136286 0.0257418 0.00101487 -0.0430862 0.00464104 0.00131832 0.00104785 -0.0404424 0.00137158 -0.0166319 -0.00348346 -0.0672417 0.00212217
internal_weight=110.306 107.665 2.64032 2.38101 2.17917 0.442486 1.73668 1.53469 1.14223 0.704402 0.496434 1.39114 0.743885 0.348869 0.647256 0.486688 106.523 105.749 1.48826 104.261 0.712496 0.400326 103.549 102.717 0.795243 101.922 4.0792 3.35129 0.725847 97.8429
internal_count=4633 3420 1213 1117 1100 551 549 532 98 78 61 389 74 44 315 229 3322 3281 63 3218 104 48 3114 3022 75 2947 150 109 88 2797
is_linear=0
shrinkage=0.1


Tree=889
num_leaves=31
num_cat=0
split_feature=16 16 6 18 7 18 19 19 3 17 16 15 19 0 16 6 18 16 10 10 17 17 4 13 19 17 16 10 19 7
split_gain=0.0590333 0.259789 0.148927 0.11319 0.116615 0.168106 0.119254 0.106899 0.287377 0.197259 0.163336 0.210944 0.215604 0.231393 0.269102 0.129264 0.108065 0.328171 0.268258 0.250855 0.191652 0.240737 0.236768 0.238009 0.265341 0.386875 0.23022 0.205551 0.32688 0.179042
threshold=13.534968349350001 12.919969787500003 13.500315432750002 13.845746551550002 21.207505591350003 14.804191144800003 9.4507625164000029 11.850956171350001 77.817420585800008 169.76344673365003 14.969964993700001 23.116804452750003 12.451004585100002 97.886760529650019 14.334966478600002 12.525292651450002 15.534793034950003 15.664963368500002 71.053259929650025 77.094225348750015 212.38791228795003 208.35751021765003 377.6847677435 117.55283175385001 13.051052998800001 204.73764675200002 22.674946976100003 75.629015667650023 13.351077205700003 25.830248520250006
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 3 -1 -5 -6 -7 8 -2 -10 11 12 13 -9 -15 -16 20 19 -19 -18 21 22 27 24 -24 -26 -25 -12 -29 -20
right_child=7 -3 -4 4 5 6 -8 10 9 -11 16 -13 -14 14 15 -17 17 18 29 -21 -22 -23 23 26 25 -27 -28 28 -30 -31
leaf_value=-0.10104463865812402 0.0027794898231037861 -0.10553021197414014 -0.1032521031554369 0.054883008382979583 -0.10326287391867693 -0.10080021320785332 0.0053432836373644189 0.03664007316333228 0.0020919782567598148 0.097572587333522851 0.0021890193773295747 -0.10737890333483624 -0.079539962048762014 0.03284570147704606 -0.0044857570857335417 -0.10771251154445934 0.084640222275619917 0.078703660994388275 -0.063957265897801568 -0.0027268298769927055 0.042740019840514731 -0.038772381491939949 0.044157505311778089 -0.034576728375269962 -0.11084277000601737 0.027455007358525581 0.076077834571684919 -0.098912727548255183 0.010805871494313083 0.00096319340393021696
leaf_weight=0.10835933205089521 3.1914010281616347 0.26950007203049597 0.14585167019322387 0.38322128137224387 0.16034596481404184 0.10963225061323134 3.067344821525694 0.90176689891813999 0.32796865696400335 0.63591412667301483 87.21975825119398 0.27221978691522952 0.41266559868108732 0.36633194569731131 0.17334257046422863 0.40411923686042428 0.98348529264330753 0.40295495800091874 0.48348260472994331 0.4935828873058199 1.0708707779413078 1.5589495967142273 0.2129036687434217 0.44912480586208392 0.84439695306809859 0.26599190547131002 0.32341204211115837 0.51926519256448844 0.5691686631180346 3.5004595639038598
leaf_count=44 94 94 62 35 36 304 688 37 39 34 2182 44 54 39 27 33 20 17 64 48 42 59 61 39 106 13 22 98 6 192
internal_value=0.00104677 -0.0105167 -0.00407455 -0.000296649 0.0026376 -0.00336169 0.00168045 0.0015116 0.0172321 0.0650846 0.000867568 -0.0242199 -0.0141954 0.000415572 -0.0341959 -0.0767259 0.00150947 0.0146761 0.000949059 0.0554453 0.00067957 0.000189794 0.000861667 -0.0323576 -0.058106 -0.0777138 0.0117473 0.00165006 -0.0415382 -0.00691541
internal_weight=109.828 4.24426 3.97476 3.8289 3.72054 3.33732 3.17698 105.584 4.15528 0.963883 101.428 2.53045 2.25823 1.84556 0.943794 0.577462 98.8978 5.86397 4.3869 1.47707 93.0338 91.963 90.404 2.09583 1.32329 1.11039 0.772537 88.3082 1.08843 3.98394
internal_count=4633 1263 1169 1107 1063 1028 992 3370 167 73 3203 234 190 136 99 60 2969 341 273 68 2628 2586 2527 241 180 119 61 2286 104 256
is_linear=0
shrinkage=0.1


Tree=890
num_leaves=31
num_cat=0
split_feature=13 13 7 13 13 13 8 9 15 13 9 13 3 9 3 6 14 6 18 15 10 15 19 12 9 15 15 10 16 12
split_gain=0.235293 0.183282 0.240962 0.184614 0.210202 0.191509 0.212223 0.217967 0.26743 0.178712 0.435242 0.188008 0.38287 0.316131 0.176624 0.358438 0.615521 0.485802 0.557148 0.336067 0.305375 0.248506 0.239341 0.226069 0.791203 0.677745 0.973579 1.48396 0.750248 0.499088
threshold=95.937628385050019 92.792132372400019 20.714163848350005 92.146902421150017 89.208417684550014 73.265860971000009 2.5480115570500002 40.734022239000005 6.8054746905500005 96.607054459550014 38.283670303850009 97.873318238950006 74.744512942750021 54.842324361600014 93.883646373400012 16.525386113000007 206.58828306405002 16.505385645700006 13.431207332600001 44.483611103700007 61.93938686740001 20.734744936600006 14.651182102100002 133.01805689090003 182.80199813410005 32.99104187950001 31.445204138150004 63.910026677050006 22.554947256700004 138.67909474840002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 3 -3 4 5 -1 7 8 -7 -2 -11 12 -12 -14 22 16 -16 18 19 -18 -21 -17 23 24 -13 26 -26 -28 -27 -25
right_child=9 2 -4 -5 -6 6 -8 -9 -10 10 11 14 13 -15 15 21 17 -19 -20 20 -22 -23 -24 29 25 28 27 -29 -30 -31
leaf_value=-0.0019861529135940469 0.0010473250784729549 0.0013841162395980434 -0.0015325828703422518 0.00076841692883893422 -0.001329328047388839 0.0015474869305264929 -0.0019716492036410556 0.0010855664265457478 -0.00093487201385902277 -0.0020241334348718842 0.0015629656653756178 -0.0014124009857835965 0.00066723494713622346 -0.0020607170425338073 -0.001561381582797625 -0.0021015457432893916 0.0011050460128390097 -0.0021894067806578514 -0.0020558569092359795 0.0014297985452103345 -0.0020356571376073215 0.00021128093956133891 0.00068007980340631835 -0.00073257018733700907 0.00025278340190320567 0.0015535298692893455 0.0020128919506895125 -0.0019939505668096547 0.00042388693371027197 0.00012167314963482844
leaf_weight=0.17861337187605419 0.8285880682815322 0.12696095649152983 0.76548622952577716 0.71217251363486855 0.64599776694740274 0.22179747361224122 0.16680011642711168 0.80611052455788013 0.67358237153894152 0.35835478620719996 0.22752337774727383 1.0431208943191439 0.22512436559190974 0.59496896516066045 1.4758081557392859 0.18260383481992803 1.6326166331127763 0.33818983257515345 0.32722286851094384 0.14932698907796282 0.2831123911018949 8.170626700642968 3.4380815299227825 2.7328065204201257 24.749335983768109 2.994805662892758 0.45236018113791887 1.6573726579081265 9.2173321358859521 69.561219769057061
leaf_count=208 51 8 185 51 184 12 251 59 255 108 8 67 16 119 126 104 60 22 59 6 51 542 43 69 400 102 7 102 79 1279
internal_value=0.000124746 -0.000326691 -0.00111765 -0.000119387 -0.000354178 -4.64227e-05 0.00013902 0.000345933 -0.000319959 0.000139596 0.000133802 0.000139776 -0.000687504 -0.00131187 0.000146525 -7.43346e-05 -0.000541133 1.0308e-05 0.000321276 0.000697949 -0.00083899 0.000160722 0.00017047 0.000154883 0.000272929 0.000317924 0.00014379 -0.00113482 0.000700911 8.93817e-05
internal_weight=134.938 4.29752 0.892447 3.40507 2.6929 2.0469 1.86829 1.70149 0.89538 130.641 129.812 129.454 1.04762 0.820093 128.406 12.5595 4.20628 2.73047 2.39228 2.06506 0.432439 8.35323 115.846 112.408 40.1143 39.0712 26.8591 2.10973 12.2121 72.294
internal_count=4633 1213 193 1020 969 785 577 326 267 3420 3369 3261 143 135 3118 970 324 198 176 117 57 646 2148 2105 757 690 509 109 181 1348
is_linear=0
shrinkage=0.00196078


Tree=891
num_leaves=31
num_cat=0
split_feature=17 9 9 15 12 0 9 5 17 15 13 14 18 13 17 16 9 19 2 2 6 7 0 7 5 10 3 15 5 0
split_gain=0.0697062 0.0983181 0.0630613 0.186142 0.208422 0.127139 0.105887 0.190483 0.138047 0.131191 0.0837177 0.18776 0.147588 0.123806 0.111649 0.185599 0.228497 0.0908889 0.078202 0.078172 0.0696461 0.25495 0.352348 0.12922 0.0894017 0.0743873 0.436971 0.679957 0.511233 0.315912
threshold=159.52695360440003 58.084576609100004 37.364870866050005 21.086216674150005 293.55977308740006 113.1679565431 43.730860148300003 9.1899936892500005 180.67147619190004 12.38011581135 95.811270852950017 312.77868840275005 17.327266398450003 92.792132372400019 202.02515103195003 17.684958644900004 207.52229237540004 11.050891619700002 309.88494104580008 316.46407472665004 10.715250360100002 25.522455861100003 95.746747857800017 20.253927392100007 13.153721664750002 69.999384342500022 86.26455603170001 32.84618138455 18.160071980500003 95.217121606100008
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 3 4 5 -2 7 8 -4 -10 11 -8 20 17 -14 16 -16 18 -13 -20 21 22 23 -12 -22 26 27 -26 -28 -27
right_child=2 -3 6 -5 -6 -7 10 -9 9 -11 12 13 14 -15 15 -17 -18 -19 19 -21 24 -23 -24 -25 25 29 28 -29 -30 -31
leaf_value=0.037757347265115093 0.031341177771163013 -0.102325519395329 0.090092047376842913 -0.10114756589194472 -0.10164532478998488 -0.10097932194655279 -0.10097468937661802 0.095078102364828013 0.022259738600354552 -0.10257986407897915 0.0040734162401888548 -0.10096010231139273 0.1012066741280816 -0.080176934745913767 0.052648043448976112 0.10084755548341812 -0.10137828922131525 0.055869223281218086 0.089455828635372048 -0.035524269562526037 0.034760561922559857 -0.10240631703939709 0.033560272956972906 -0.1032095546203973 0.088054384670265773 -0.024925950952224479 -0.067847974058106858 -0.01031180427932578 0.0024164324145344303 0.0017578666368248186
leaf_weight=0.075866822768147268 0.74760366136615519 0.14753804167821727 0.11538166299578634 0.23614152631125751 0.17492218326242437 0.080426250260643428 0.25850719150503099 0.33525645057670772 0.17854027991415933 0.15927223713515559 0.16568577289581188 0.087244613599978038 0.23933280538767476 0.16240318829341049 0.20470142224803567 0.19015136826783419 0.18189971038373187 0.3117075982663664 0.080146928339672741 0.13325270773566444 0.79883182299090449 0.30091834711492982 0.9826482676435262 0.34825574812566629 1.4853244960468139 5.3932634691645971 1.0513461027294386 1.3337533138692377 68.680759246364232 25.018191169263446
leaf_count=47 123 239 16 140 172 139 280 17 38 71 5 63 8 37 12 17 45 64 10 41 37 59 22 67 23 400 24 31 1787 599
internal_value=0.0010473 -0.0547543 0.00116122 -0.0212702 -0.00246336 0.0184889 0.00141811 0.0379309 -0.00434448 -0.0365998 0.00115008 -0.0271772 0.00142523 -0.00255364 0.0437881 0.0199613 -0.0198229 0.018033 -0.0211956 0.0114148 0.00109772 -0.0184179 -0.00153046 -0.0686234 0.0014358 0.00117725 0.00291748 0.0415157 0.00135706 -0.00297433
internal_weight=109.659 0.223405 109.436 1.23909 1.00295 0.82803 108.197 0.788451 0.453194 0.337813 107.408 1.03326 106.375 0.774755 0.816085 0.576753 0.386601 0.612352 0.300644 0.2134 105.559 1.79751 1.49659 0.513942 103.761 102.963 72.5512 2.81908 69.7321 30.4115
internal_count=4633 286 4347 574 434 262 3773 142 125 109 3631 495 3136 215 82 74 57 178 114 51 3054 153 94 72 2901 2864 1865 54 1811 999
is_linear=0
shrinkage=0.1


Tree=892
num_leaves=31
num_cat=0
split_feature=3 9 13 9 16 12 0 3 5 3 4 6 4 6 15 13 18 15 18 18 19 5 16 15 19 0 2 19 7 15
split_gain=0.0589336 0.176375 0.444216 0.230261 0.213601 0.248246 0.194445 0.224316 0.170728 0.262018 0.156939 0.145002 0.277866 0.273165 0.141234 0.138526 0.12715 0.193644 0.124668 0.114805 0.104116 0.128093 0.0954963 0.0828681 0.0803077 0.319885 0.335324 0.15932 0.815266 0.432508
threshold=93.883646373400012 186.16747084260001 117.60122400020002 185.62570708695003 22.764946765650006 95.011694655150009 85.495657006400009 94.383699585650007 30.133297129900004 95.002044955650021 376.61861354110005 16.475384944750001 209.52275111965002 16.525386113000007 20.734744936600006 116.67639440335002 11.780626785300003 30.632308446700005 12.783127173500002 11.445532040300002 14.651182102100002 22.327062271350005 22.714946882600003 25.023320983300003 14.551174033150001 86.780739992750014 108.63443756215001 14.451165964200003 23.602039070650005 41.54912092575001
decision_type=2 2 2 2 2 2 2 2 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 5 -2 7 -4 9 -9 11 12 -7 -13 -15 16 17 -16 -1 -11 22 -22 24 -14 27 26 -26 -20 -29 -30
right_child=1 2 6 -5 -6 10 -8 8 -10 19 -12 13 23 14 15 -17 -18 -19 20 -21 21 -23 -24 -25 25 -27 -28 28 29 -31
leaf_value=0.039045794144966173 -0.10972867508021636 -0.103527144372834 0.055552648364276862 0.087337342429825854 0.059937903454216762 -0.1036283947166443 -0.051218858234350684 0.0052464718129360925 0.037030385483059335 -0.0029681184471015989 -0.10138664241664891 -0.074240766635246952 0.021175505216063862 -0.10942198737011757 -0.10267903563901115 -0.002912582984867163 0.082469000489001548 0.10248851582071627 -0.00019536072634203881 -0.10307972267087168 0.040227682863831375 -0.0035988636285228248 0.033358571414137055 0.088914506740906007 0.011661610960441536 0.0074847071457352131 -0.083586596356258536 0.031276737802187017 -0.082204734337998367 0.019829172112469234
leaf_weight=0.88425603561336075 0.22327684771016532 0.57694530702792679 0.64493883501563765 0.32183400215581048 0.53419315069913853 0.11868926509487199 0.83118791684682936 0.91409278690116502 0.52850981801748265 0.15119268000125885 0.1520722783095606 0.51728870050283182 0.30642840281325334 0.10409299944490191 0.10954933073117024 2.0863048160608741 0.41460119785187999 0.079305889728857437 82.548431248385441 0.47263619914883748 1.4965824382379644 1.2029062360525129 0.89168248139321704 0.4397927969112061 0.5844642031006505 2.8293441743007861 1.0054861780517965 6.3521063514053804 1.1410997814964501 0.65327124949544657
leaf_count=27 36 117 25 9 15 80 38 13 14 5 69 22 48 83 85 191 36 3 3281 67 24 19 23 28 29 44 39 76 58 29
internal_value=0.000945941 -0.00656798 -0.0221568 0.00530797 0.000116872 -0.00690426 -0.00890478 0.00406687 -0.012002 -0.0288521 -0.00159981 0.00203396 0.0384932 -0.00748963 0.0048695 0.00929255 0.0514888 -0.0165231 0.00166474 -0.0788164 0.00132986 0.0206983 0.000785256 0.0610982 0.000479885 -0.0126836 -0.0485734 0.0011213 0.0144631 -0.0450576
internal_weight=109.117 9.52693 4.1195 5.40743 5.0856 4.5514 3.54256 2.71137 2.06643 1.53792 4.32813 4.17605 0.86491 3.31114 2.79385 2.68976 0.603456 0.188855 99.5896 0.623829 98.7054 2.69949 96.0059 0.746221 95.1142 4.41929 1.58995 90.6949 8.14648 1.79437
internal_count=4633 984 279 705 696 681 162 124 99 85 645 576 156 420 398 315 124 88 3649 72 3622 43 3579 76 3556 112 68 3444 163 87
is_linear=0
shrinkage=0.1


Tree=893
num_leaves=31
num_cat=0
split_feature=16 16 16 13 15 16 9 15 19 19 13 16 0 6 2 8 15 13 8 17 0 6 16 9 19 5 2 17 18 6
split_gain=0.254361 0.713389 0.609243 0.431844 0.78293 0.374664 0.562329 0.521568 0.361976 0.358122 0.349313 0.312126 0.335091 0.31112 0.304194 0.297206 0.295633 0.425345 0.288663 0.283371 0.266115 0.969369 0.796125 0.494096 0.782837 0.326734 0.592278 0.439424 0.372026 0.306771
threshold=20.394952307700002 20.179952810500001 20.674951653000004 113.98793627290001 33.995989817300007 22.494947397000004 195.34352961910002 33.423812040500003 14.051133688400002 14.251149826300002 116.86189801435002 21.754949127450004 86.780739992750014 14.965349663000001 325.13486840910008 2.8477776226000002 33.423812040500003 117.28936285705002 8.543332867800002 162.04221493815001 87.261973998100004 16.355382140900002 22.604947139800004 194.03220695150003 14.451165964200003 21.191508333600002 110.58799860680001 188.70679832985002 13.304953393500002 16.445384243750002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 8 9 4 -4 6 7 -5 14 -2 18 -8 -13 -10 19 -16 -12 -18 -7 -1 21 23 -22 -19 -25 26 27 -23 29 -29
right_child=2 -3 3 5 -6 10 11 -9 13 -11 16 12 -14 -15 15 -17 17 20 -20 -21 22 25 -24 24 -26 -27 -28 28 -30 -31
leaf_value=-0.0013780482703563081 0.0018078926478003216 -0.0024162591680450948 -0.0015736835295523119 0.00018538886949265437 0.00022258691364578261 0.00033163487956649888 -0.00059263674849467207 0.0017961886816292218 -0.00010786586431437917 0.0004826086464058931 0.00096145421816569063 -7.0057896674657197e-05 0.0011037426280523389 -0.0020876066068778402 -8.1247326304067577e-05 -0.0020144446519043454 -0.00062802490000684306 -0.002386323831404749 0.0016753589470366698 0.0001137826990537255 -0.0005911321445233055 -0.00041207254805160039 0.0010715042779823529 -0.001805867421310976 0.00076371452493285844 0.00023487794935151676 -0.0011680073616565558 0.00039152633741795843 -1.3908633330850569e-05 0.0020074744637452518
leaf_weight=0.49442685117537521 1.3520927760982879 0.45498099306132544 1.5080421408638351 1.2091846724506452 2.4461551508866251 1.5660590510815375 1.4368960205465553 2.1416387166827917 0.67700956942280643 1.8655201802030204 1.5734990625642229 1.9880938455462458 1.7653230763971803 0.55569334237952717 0.74437730503450328 0.51887249180754225 2.9313196241855612 0.77281322069757097 1.0117521891370413 49.39395201068146 1.5983691625297058 3.795424950309096 3.6036082683131099 0.90773934382013954 0.91562801419058815 40.026439117904374 1.8387621385045347 0.92734692245721795 2.2672079652547836 0.88053663820028305
leaf_count=345 38 13 33 33 29 30 29 86 12 24 28 26 20 37 157 163 35 26 24 2645 31 38 38 27 19 556 40 6 10 35
internal_value=0.000134061 2.84006e-05 0.000203563 0.000168681 -0.00046247 0.000202795 0.000588748 0.00121491 4.96335e-05 0.00103951 0.000151779 0.000184502 0.000482009 -0.00100032 7.49363e-05 -0.000875297 0.000122392 0.000100557 0.000859026 9.89977e-05 0.000137678 9.56337e-05 0.00056064 -0.00107241 -0.000515518 0.000156605 -0.000166076 6.80021e-05 0.00051513 0.00117858
internal_weight=133.169 52.8393 80.3295 77.1118 3.9542 73.1576 8.54114 3.35082 52.3843 3.21761 64.6165 5.19031 3.75342 1.2327 51.1516 1.26325 62.0387 60.4652 2.57781 49.8884 57.5339 52.3319 5.20198 2.59618 1.82337 49.7357 9.70928 7.87052 4.07509 1.80788
internal_count=4633 3372 1261 1199 62 1137 194 119 3359 62 943 75 46 49 3310 320 889 861 54 2990 826 757 69 72 46 685 129 89 51 41
is_linear=0
shrinkage=0.00196078


Tree=894
num_leaves=31
num_cat=0
split_feature=16 12 16 19 3 6 12 6 18 5 15 16 10 0 17 6 14 2 15 6 3 0 7 2 9 18 17 4 18 13
split_gain=0.176496 0.426779 0.335978 0.311387 0.179683 0.343606 0.617096 0.472505 0.485801 0.328872 0.309937 0.267757 0.241346 0.289036 0.278869 0.26252 0.239608 0.382844 0.223258 0.248602 0.208715 0.283577 0.926386 1.14426 0.360422 0.297641 0.397239 0.272543 0.259777 0.204113
threshold=12.604970524100002 234.58875745590004 9.7049773055000017 10.350835137000002 93.883646373400012 16.525386113000007 115.07681969535001 16.505385645700006 13.431207332600001 22.665750084250003 44.483611103700007 22.684946952700002 61.86411003975001 85.121961326250016 189.31980273685002 16.565387047600002 206.58828306405002 94.087390192850009 20.734744936600006 16.695390085100005 93.776108048150022 85.990333302400003 22.907491544400003 85.298498744850022 185.00606802455005 13.063922652800002 183.58889821140002 197.71977442185002 13.154691941050002 115.13321943645001
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 3 -1 20 6 -6 8 10 -7 16 -12 13 14 18 -14 17 -8 -11 -20 21 22 23 -2 -25 26 -23 -22 -27 -30
right_child=4 -3 -4 -5 5 9 7 -9 -10 12 11 -13 15 -15 -16 -17 -18 -19 19 -21 27 25 -24 24 -26 28 -28 -29 29 -31
leaf_value=-0.0020028872244237383 0.00057761461013257213 0.00024270884804092311 -0.0019943625720817812 0.0011634059503138807 -0.0018605021768661734 0.00092548839360949333 0.0020575693191623259 -0.0022114488670035327 -0.0020465000061560623 -0.0021110819921489926 -0.0020473435801003173 0.001021094528398873 -0.00015693369806036553 0.0009807186411679397 -0.0016549971615698504 -0.0021275692128009944 0.0011205128355133815 -0.0021057451957944284 0.0010274026543350835 -0.0001217495236488023 0.0009460014715962045 -0.00011412768436468217 0.00043933043497261932 -0.00070956761302654427 -0.0023390102523921114 -0.00043037475005475986 0.00097962706615752526 0.00013282126959658215 9.0143131830957481e-05 0.00027508086964478211
leaf_weight=0.18547742522332489 1.2277552038431161 2.0828662629983228 0.78745073056052206 0.33526719598012278 1.0221159842913028 1.6849971015726604 0.13177561759948897 0.36426215260871675 0.33737066225148726 0.17665359143393278 0.30819237031391811 0.16945342632971006 0.71661780751310267 1.194878610782325 0.40486346394754935 0.4078034031772404 1.6384723134688099 0.23881627702212427 0.93732684024143953 3.1770134870421316 2.9840997103601685 1.9265512691345055 3.8774336483329535 0.80346217472106252 1.4893387532210907 2.8767530703917137 3.7844686615280807 3.3787974366277922 54.658283564236626 39.544706677552313
leaf_count=216 22 444 382 78 50 34 1 25 55 78 49 9 17 15 32 150 55 69 46 262 28 34 28 10 43 33 29 40 1771 528
internal_value=0.000133018 -0.000308567 -0.00118629 3.56441e-05 0.000144584 -7.48969e-05 -0.000534714 -0.000109694 0.000161399 0.000147633 0.000460943 -0.00095876 -3.92033e-05 0.000119692 -9.93995e-05 -0.000871641 0.000798471 -0.000625348 4.73741e-05 0.00014005 0.000168897 0.000148957 -0.000221823 -0.000949998 -0.00176801 0.000175643 0.000610661 0.00051419 0.000150052 0.000167777
internal_weight=132.853 3.39106 1.3082 0.520745 129.462 12.9106 4.21046 3.18834 2.82408 8.70015 2.48671 0.477646 7.01516 5.89074 4.69586 1.12442 2.00906 0.370592 4.29099 4.11434 116.552 110.189 7.39799 3.52056 2.2928 102.791 5.71102 6.3629 97.0797 94.203
internal_count=4633 1120 676 294 3513 947 313 263 238 634 183 58 600 433 418 167 125 70 386 308 2566 2498 103 75 53 2395 63 68 2332 2299
is_linear=0
shrinkage=0.00196078


Tree=895
num_leaves=31
num_cat=0
split_feature=9 16 17 10 16 2 16 16 16 19 8 16 2 4 6 17 9 16 5 6 10 17 17 19 16 15 15 8 15 2
split_gain=0.0578676 0.23933 0.219851 0.350685 0.763073 0.902394 0.275227 0.590926 0.664435 0.339233 0.415997 0.27886 0.265905 0.347194 0.265534 0.26384 0.243212 0.199384 0.284678 0.187834 0.350353 0.164102 0.169328 0.148983 0.296512 0.162284 0.203427 0.192432 0.238992 0.145743
threshold=193.49750438550004 22.794946695500006 196.70927211395002 75.981203682750007 22.614947116400003 100.92170827030002 22.554947256700004 20.804951349000003 20.719951547750004 14.451165964200003 8.4434108459500017 22.624947093000003 182.22337690155004 208.59314974615003 16.455384477450004 184.16216363550004 192.57902085675002 22.664946999500003 21.757682542950004 16.385382841850003 62.009286778800011 196.39284362915004 195.59800312745003 14.151141757350002 19.314954833200002 32.548041893900006 30.632308446700005 8.1436447804000007 27.756828593300003 54.465024697200008
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 6 4 5 -4 7 8 16 11 19 14 13 -9 -8 -13 21 18 -17 -11 -21 22 23 24 25 26 27 28 -1 -2
right_child=29 -3 3 -5 -6 -7 9 12 -10 10 -12 15 -14 -15 -16 17 -18 -19 -20 20 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=0.0044566135323975921 -0.033774011603724084 0.065994415635394002 0.038050428661589378 0.011357891567740554 0.029578668186060281 -0.11905042520530783 -0.022600658124576165 0.031375461497806539 -0.14169444736150461 -0.020371462954666394 -0.054087940961351645 -0.049021888259107416 -0.00092312568446708751 0.10142220343302598 -0.090736588344092595 -0.017661642417124465 -0.11347607058252479 -0.023571086519758571 0.041179190931636266 0.014414600615598376 0.086966608423076519 0.064732603501799768 -0.10733221004110563 0.071092031512724571 -0.069281512208749438 -0.10882572189908744 0.083037033747069264 0.10296184131568789 -0.088061761784370307 0.0031521454713501654
leaf_weight=7.2049596731305776 1.0844128380995233 0.50457910634577174 0.48545321519486551 1.788131655379402 0.93200154229998577 1.4812812265167847 1.3888516895622145 1.9823969528661103 0.33574629749637175 0.74112845491617863 0.79784069905872446 1.4525690463560748 1.0983549053635213 1.1004010341130195 0.9724340828397543 1.5031837821006777 0.18095126200933087 2.3446552200402948 1.8150782118900677 2.2963636872445936 0.93724710989044968 0.41917994652976709 0.14269631082424972 0.30556382419308725 0.5760460968413107 0.12344679009402248 0.33460759750323621 0.18929500877857197 0.2904633872449266 74.505198832935093
leaf_count=1319 51 16 12 421 8 88 23 42 10 13 19 20 13 23 23 15 9 30 31 54 48 14 17 17 81 9 22 3 41 2141
internal_value=0.00108558 -0.00235899 -0.0033972 -0.0234696 -0.0449534 -0.0802729 -0.000100138 0.00970919 -0.00337552 -0.00993339 0.0118089 -0.020883 0.0413259 0.0563786 -0.0506607 -0.0110012 0.00137917 -0.00124871 0.0145241 0.0250362 0.0354435 0.00354719 0.000749388 0.00245841 5.30413e-05 0.00495799 0.00670954 0.00338609 0.000871332 0.0026224
internal_weight=109.315 33.7249 33.2203 4.68687 2.89874 1.96673 28.5335 14.2841 10.103 14.2494 4.77258 9.47677 4.18115 3.0828 2.36129 7.11549 9.76721 5.66292 3.31826 3.97474 3.23361 9.58626 9.16708 9.02438 8.71882 8.14277 8.01933 7.68472 7.49542 75.5896
internal_count=4633 2441 2425 529 108 100 1896 1620 1542 276 134 142 78 65 46 96 1532 76 46 115 102 1523 1509 1492 1475 1394 1385 1363 1360 2192
is_linear=0
shrinkage=0.1


Tree=896
num_leaves=31
num_cat=0
split_feature=6 13 13 15 5 15 3 17 7 9 9 17 7 13 14 18 17 16 9 13 5 17 16 12 15 6 16 16 3 17
split_gain=0.0536304 0.17643 0.131068 0.155077 0.115189 0.161138 0.108442 0.10832 0.126548 0.0639286 0.143837 0.231677 0.121256 0.0868337 0.138274 0.131129 0.105068 0.17145 0.204093 0.0961341 0.0832372 0.08939 0.0739509 0.322683 0.0741078 0.16281 0.113439 0.11781 0.103796 0.164431
threshold=5.0851188130000002 92.563613431350021 92.146902421150017 12.38011581135 4.9923198389000012 6.8054746905500005 68.609451489050016 201.00900942685004 24.969848459100003 43.730860148300003 39.44667418560001 194.75204781875001 20.558604996750002 95.811270852950017 312.77868840275005 17.327266398450003 202.02515103195003 17.684958644900004 207.52229237540004 92.792132372400019 11.926356180100003 177.73379099395004 12.604970524100002 247.65401887280004 18.581945927850004 14.135330269750002 14.184966829400002 14.034967180100002 86.821066864700015 167.73286393055002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 3 4 5 6 -1 -5 -9 10 11 12 -2 14 -11 22 -17 18 -18 20 -16 -22 23 -15 25 -24 27 -26 -27 -30
right_child=9 -3 -4 7 -6 -7 -8 8 -10 13 -12 -13 -14 15 19 16 17 -19 -20 -21 21 -23 24 -25 26 28 -28 -29 29 -31
leaf_value=-0.10118707261842685 0.023165690832248516 -0.1006510132800994 0.074768200453439695 -0.10098745485598085 0.071419475672282171 -0.10102648150758978 0.096201125560275477 0.095424534440977871 -0.10030326839046511 -0.10096945874970248 0.088563428467040975 0.074242120848266827 -0.1029682068989286 -0.10240575865792677 0.049768930987882279 0.10110082400817388 0.048237278052336061 0.10077369914582326 -0.101258757406856 -0.076540938472012654 0.02980507338670086 -0.10103086378280167 0.0047800746265735496 0.044213258114793499 -0.076707240853674807 0.10241354385940236 0.0010754001329976776 -0.0038513663089322957 0.082693880406422005 -0.10140675285856585
leaf_weight=0.036812149854084764 0.12263890169560809 0.22064123281234049 0.18232677679043263 0.26977975135923771 0.22775799402279517 0.13955007123513496 0.11410092958249152 0.074824504496064037 0.05914383876552165 0.21110276889021307 0.27163478083093651 0.24108808662276715 0.20133617085230071 0.32148731033430422 0.27927485492909909 0.21888361219316621 0.20116406958550215 0.17418796801939607 0.1672423169366084 0.15411604088103559 0.10763780862907879 0.10142583042761544 1.9114568158984178 0.28157489056638951 0.38178911193972354 0.3261269163340329 100.8653136328553 0.53014249674743041 0.12555024453104124 0.079067807851970429
leaf_count=89 5 196 19 175 48 192 9 4 77 310 18 19 45 158 70 8 12 17 45 36 20 41 62 22 41 6 2822 11 18 38
internal_value=0.000982006 -0.0190139 -0.00270265 -0.0180231 0.0181772 -0.0235711 0.0480523 -0.0644872 0.00901536 0.00122898 0.0287626 1.53633e-05 -0.0552209 0.00101254 -0.0307547 0.00126935 0.0426168 0.0190242 -0.0196282 -0.00768297 0.0140481 -0.0336691 0.00096898 -0.0339481 0.00117103 0.0183854 0.000757957 -0.0343532 0.0673846 0.0115543
internal_weight=108.599 1.32494 1.1043 0.921969 0.518221 0.290463 0.150913 0.403748 0.133968 107.274 0.836698 0.565063 0.323975 106.438 0.853557 105.584 0.761478 0.542594 0.368406 0.642455 0.488338 0.209064 104.823 0.603062 104.219 2.4422 101.777 0.911932 0.530745 0.204618
internal_count=4633 809 613 594 338 290 98 256 81 3824 87 69 50 3737 477 3260 82 74 57 167 131 61 3178 180 2998 124 2874 52 62 56
is_linear=0
shrinkage=0.1


Tree=897
num_leaves=31
num_cat=0
split_feature=5 6 12 12 6 13 2 7 9 17 9 17 8 5 3 2 6 13 4 13 5 16 6 8 15 15 5 0 10 5
split_gain=0.19704 0.206234 0.152004 0.396669 0.408428 0.359861 0.359815 0.355151 0.832787 0.86195 0.668456 0.575517 0.780056 0.476061 0.558516 0.48965 0.393508 0.45319 0.489657 0.459726 0.59633 0.391385 0.397864 0.37227 0.360971 0.392087 0.399848 1.28572 0.359593 0.347827
threshold=12.306951632950001 9.3002172980500024 133.01805689090003 128.54148248460004 14.235332606250003 117.63886241405002 103.92649527695001 23.109894804950002 189.68479361675003 190.03457182425004 195.34352961910002 188.70679832985002 8.7431769115000026 21.869642762900003 93.14163192940002 158.58656282205001 16.695390085100005 117.67112391160002 208.25848595475003 117.57433941890001 22.887221773600004 22.674946976100003 16.525386113000007 8.0437227585500022 38.469938489650012 37.882159664350006 20.872540794500004 87.261973998100004 62.907231794400012 21.363989181350004
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 3 6 -5 -6 -2 8 16 11 -11 12 -10 14 24 -15 17 18 -4 23 -21 -17 -23 -20 25 26 -9 -28 -26 -30
right_child=2 -3 7 4 5 -7 -8 13 9 10 -12 -13 -14 15 -16 21 -18 -19 19 20 -22 22 -24 -25 28 -27 27 -29 29 -31
leaf_value=-0.00018799422373156274 0.0002141086708244505 -0.0020416379535860489 -0.00097487068365051182 -0.00035126237995433235 0.0017265589453059026 0.00014624009135529102 -0.00080737746162878529 0.00015590897514961604 -0.001355115460702587 -0.00061966315823896979 -0.0022912680516148213 0.00071396855466772163 0.00063982775851855996 0.0015014861635121802 -0.00121780327174008 0.00023321724914210351 -0.0013779739138916689 0.0014846796089402704 0.00026568883106209228 0.0003487171843801507 -0.0022436753790504994 0.0017048687771129372 -0.00033342737248985755 0.0012711990245950905 -0.002205769073474805 0.0010282895121835486 0.000278010746948175 -0.001884093431261627 -0.0013793709835389879 0.0012249828063005722
leaf_weight=3.6954182058270812 39.755833073562826 0.24613417570526497 1.256064821674953 0.80086637462954913 1.8308866881698125 0.79434913684963238 1.3715246945430397 28.598550489943591 1.9712016780758843 2.3399670969920412 1.5153644379170144 2.1834277803573059 1.2199444558500543 1.4357986545655901 1.3249715282581735 19.040299914863684 0.56283666037211411 1.1204798702383421 5.2281935273713298 0.85837324336171128 0.56616471166489646 1.3961415416561056 0.50004934321623284 1.941234125260962 0.5166059024631966 1.7221428984194052 3.0927056912332764 1.6068195956322595 0.4017771752551198 0.38714140275988029
leaf_count=1135 901 132 20 21 95 11 232 770 51 42 39 26 30 15 15 292 180 24 310 6 45 37 34 32 8 26 19 39 31 15
internal_value=0.000127921 -0.000303747 0.000141496 0.000233444 0.000874459 0.00124838 0.000180044 9.07867e-05 -0.000130257 -0.00056922 -0.0012767 -6.17263e-05 -0.000592468 0.000167251 3.26425e-05 0.000393785 0.000221036 0.000303073 0.00016866 0.000335795 -0.000681597 0.00031782 0.00116734 0.000537946 7.82522e-05 0.000115991 6.88081e-05 -0.000461237 -0.000934086 -0.000101352
internal_weight=129.281 3.94155 125.34 44.5535 3.4261 2.62524 41.1274 80.7863 20.7633 9.22991 3.85533 5.37457 3.19115 60.023 37.6507 22.3723 11.5333 10.9705 9.85003 8.59397 1.42454 20.9365 1.89619 7.16943 36.3257 35.0202 33.2981 4.69953 1.30552 0.788919
internal_count=4633 1267 3366 1260 127 106 1133 2106 805 188 81 107 81 1301 923 378 617 437 413 393 51 363 71 342 908 854 828 58 54 46
is_linear=0
shrinkage=0.00196078


Tree=898
num_leaves=31
num_cat=0
split_feature=12 2 7 12 9 12 4 6 9 0 16 6 16 2 7 18 6 3 16 7 19 12 19 16 2 18 4 8 0 6
split_gain=0.0530506 0.584908 0.371268 0.32542 0.390644 0.210293 0.574003 0.275341 0.446994 0.416247 0.16776 0.242891 0.365689 0.299902 0.307308 0.616186 0.341091 0.376729 0.402559 0.23481 0.201785 0.398522 0.411561 0.424262 0.377893 0.455201 0.375764 0.304087 0.55056 0.29045
threshold=147.73915704645003 129.01927736685002 22.870118039000001 144.66294237600002 205.22231928645002 158.10685693470003 222.34787280370003 14.055328400500002 43.730860148300003 89.576736448400013 22.624947093000003 16.565387047600002 22.764946765650006 147.79312796670004 23.276000438150003 13.220529463200002 15.155354102400002 92.738363209800013 22.644947046300004 23.393539929150005 14.251149826300002 179.47323713510005 14.551174033150001 22.534947303500005 165.32923687280001 13.24088655595 230.62319231240002 8.2435668022500028 87.842680954300008 16.100376182700003
decision_type=2 2 2 2 2 2 2 2 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 -3 -9 20 13 -13 -12 15 -15 -16 18 -18 -19 26 -22 24 -24 -23 -26 -8 28 -27 -28
right_child=1 5 -4 4 -6 6 10 9 -10 -11 11 12 -14 14 16 -17 17 19 -20 -21 21 22 23 -25 25 27 29 -29 -30 -31
leaf_value=0.0017470916900877193 -0.0092770819310927424 0.074392052758340363 -0.10822832107457291 0.011355560455375795 0.10361146757650437 -0.11455171765123109 0.099429267801525348 0.0079073648190631837 -0.10745677888266783 0.091853984983902848 0.060242745684136623 -0.09970337672393316 0.0060062713251060884 0.00999439399796021 -0.022071433848938591 -0.072512497199458417 0.02327019827757813 0.039568570982603607 0.10189838379189309 -0.003278282534739608 -0.052500092695137772 0.029654859821348408 -0.022188403971614656 0.07782076605923631 -0.086443691407098677 -0.11768645452990228 -0.0052980692938244117 -0.0062001354045984631 0.003737329617227374 0.022024659078988831
leaf_weight=44.745868607074044 0.71007033967180067 0.2214480152142636 0.81369437114335597 1.3615775175330775 0.69237434557726363 0.43979182402836059 0.39691472910635894 1.5193896544287784 0.3469381077302387 0.96633681003004301 1.1919971326424299 0.50264299346599617 0.93785816716263071 3.1068573982156513 1.7783267339691509 1.2773147772095397 1.5058217644691452 1.9582545137964187 1.1472042733803389 3.6874870981555432 2.0766939126187962 1.9096596356248472 0.69054186253924754 1.0997151021397256 0.90466624614236835 0.71929266703955252 16.280111712762395 9.6690241790092823 0.77658044875715859 5.1124411019911795
leaf_count=1697 14 25 27 59 14 9 11 46 47 13 12 18 51 89 31 29 15 15 39 46 28 24 20 33 30 34 1758 173 14 212
internal_value=0.000994307 -0.000930338 -0.0621173 0.00353366 0.0424545 0.000617809 -0.000748005 0.0261842 -0.0366069 0.040542 0.000134252 0.0084149 -0.0308797 0.012031 0.00805707 -0.0140437 0.0176723 0.0261889 0.0572701 0.0115834 -0.00343697 -0.0113211 -0.00589818 0.039245 -0.0116795 -0.0182194 0.00302034 -0.0126914 -0.0546495 0.00123158
internal_weight=108.547 61.7471 1.52376 46.7998 2.05395 60.2233 57.1692 3.05411 0.568386 2.48573 56.7294 17.0938 1.4405 15.6533 14.4613 4.38417 10.0771 8.29877 2.65303 5.64574 39.6356 17.8462 15.7695 1.79026 13.9792 12.0696 21.7895 11.1649 1.49587 21.3926
internal_count=4633 2863 41 1770 73 2822 2691 131 72 59 2682 345 69 276 264 118 146 115 54 61 2337 356 328 53 275 251 1981 221 48 1970
is_linear=0
shrinkage=0.1


Tree=899
num_leaves=31
num_cat=0
split_feature=16 15 15 18 16 10 9 3 6 16 7 17 10 7 15 9 16 18 3 0 10 18 2 7 4 2 18 17 7 2
split_gain=0.245324 1.01715 0.930514 0.856375 0.460381 0.674863 0.701196 0.499474 0.440564 0.435946 0.401379 0.394196 0.39899 0.366431 0.360898 0.378007 0.312521 0.583654 0.555503 0.293221 0.583359 0.752899 0.352773 0.300375 0.825571 0.578932 0.527821 0.728106 0.538304 0.490379
threshold=18.684956306450005 28.579157549250002 28.298162031900002 14.032563378150002 15.954962690350003 70.348883899450016 191.61296531520003 87.399085362750014 14.935348962050002 18.714956236300004 19.506002767000002 236.15709471040003 71.053259929650025 23.567644028800004 22.504462263300002 73.466513400400018 15.404963976500001 15.152522491700003 81.075831839950027 96.631250582750013 70.128430332750014 15.015859748200002 62.357017394150006 23.109894804950002 239.38000160390004 157.69206214580001 13.391483899700001 188.85216786605002 22.791048179400004 221.01224434660003
decision_type=2 2 2 2 2 2 2 2 2 2 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 13 16 7 14 -6 -5 -2 -9 12 -8 -3 -7 -16 -1 -18 -19 20 23 22 -22 24 26 -26 27 28 -11 -27
right_child=9 3 -4 8 5 6 11 10 -10 19 -12 -13 -14 -15 15 -17 17 18 -20 -21 21 -23 -24 -25 25 29 -28 -29 -30 -31
leaf_value=1.973842306321762e-05 0.0016462511996485269 -0.00057857909062012584 0.0019049388355167455 -0.0019829057905612173 0.0014930977885694954 0.001498159557402412 0.00067486897712407308 0.00074214835539306761 0.00022731382076576182 0.00018211484393408962 -0.0020995964963905437 0.00069647130249753206 -0.0020428589158633772 0.0019679662213183046 -0.0020095090282535358 0.00021985767773010254 6.9671634896335325e-05 7.9884420231913716e-05 0.0019080661446195502 0.00055653674379905289 6.4155027668196576e-05 6.8992425484537407e-05 -0.0021106001569019231 0.00027604129020567257 -0.0020410959728326644 -0.00010035058814230424 -0.00074796978264886837 0.00082321963199011945 -0.0010737670669211099 -0.0013880203501479929
leaf_weight=17.841275045337177 0.77845211373641987 0.45248012371302992 1.0638702331416414 2.0807793264029901 1.0098003619350482 0.49815359243075352 0.23076823540031988 0.40271548182226968 0.41606705309823144 15.536744574244958 0.36364776605478255 0.27901986317010585 2.0764773148111999 0.41787371225655079 0.41690499489050103 0.97924680207506754 4.5006347245362113 1.024796898243949 1.6974497590563258 7.1013163174502543 0.37178936880081792 2.7576703052036464 1.2540555470623074 50.054770974849816 0.82166779460385342 6.8311047516763193 2.0144977001473299 7.1174132330343118 1.433212490286677 1.3641203290299015
leaf_count=1722 15 38 16 266 25 25 3 122 10 293 206 28 189 5 137 20 55 45 34 42 8 55 69 740 15 143 35 125 16 131
internal_value=0.000133812 -5.11183e-06 0.000101532 -0.00103078 4.0276e-05 -0.000435524 -0.000840975 0.000587272 -0.0016146 0.000184787 -0.000606291 -0.00150483 -0.00177103 0.000644067 6.53718e-05 -0.000445854 0.000159049 0.000503162 0.00121984 0.000173017 0.000142606 -0.000554965 -0.00161329 0.000178507 3.9492e-05 -0.000472007 0.000216189 0.000296825 7.60482e-05 -0.000314687
internal_weight=133.189 35.752 32.3848 3.3672 31.3209 6.25673 4.48057 1.77616 2.49685 97.4368 0.766363 2.58627 2.30725 0.870354 1.89431 1.39615 25.0642 7.22288 2.72225 96.6584 89.557 4.38352 1.62584 85.1735 35.1188 9.01689 26.1019 24.0874 16.97 8.19523
internal_count=4633 2946 2627 319 2611 755 402 353 276 1687 328 220 192 43 182 157 1856 134 79 1672 1630 132 77 1498 758 289 469 434 309 274
is_linear=0
shrinkage=0.00196078


Tree=900
num_leaves=31
num_cat=0
split_feature=15 5 5 2 16 14 16 15 14 18 16 13 6 10 9 7 5 16 7 15 2 4 6 12 15 13 7 9 18 18
split_gain=0.0549091 0.265356 0.245782 0.263446 0.168193 0.0926397 0.229473 0.115233 0.0916351 0.343696 0.244651 0.44983 0.55235 0.319272 0.263374 0.234372 0.186589 0.170997 0.167048 0.138519 0.135826 0.797919 0.637291 0.283672 0.238265 0.235947 0.338959 0.781725 0.410013 0.345771
threshold=46.055224235250002 24.367802910700004 24.458659404000002 247.02271001585004 23.044946110900003 458.95627065950003 22.514947350300002 15.714164299950001 329.73756363125005 13.758874730250001 22.604947139800004 104.72350955535002 15.945372561050002 62.334590212600006 40.734022239000005 26.296311413900003 30.133297129900004 14.824965332800002 22.773029501100002 5.1773271655500013 189.32640726775003 274.52314445175006 13.400313096150002 217.54417277160005 32.355961258350007 117.67112391160002 23.695207782600004 204.99169312540002 15.534793034950003 13.405741979600002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=5 -2 -3 4 -4 8 7 -7 20 16 11 14 -13 -12 19 17 -10 18 -16 -11 21 -1 24 -22 -23 26 29 -28 -29 -25
right_child=1 2 3 -5 -6 6 -8 -9 9 10 13 12 -14 -15 15 -17 -18 -19 -20 -21 23 22 -24 25 -26 -27 27 28 -30 -31
leaf_value=0.0018530992293402208 -0.079805478115761302 0.069730590328562367 -0.10330819742634545 0.0043056964643212858 0.0055938771343481009 0.029327921710328705 0.1013072223372133 -0.1012210221355274 -0.1062380993716068 0.085780197617949028 0.096053938589549193 -0.10797802387877214 -0.0039559836155826983 -0.01242683933940641 0.069246925921196148 -0.015658735553730652 0.0061113761105557815 0.093462463761365439 -0.031005571108905061 -0.067773541969316856 0.040685360570051968 -0.028024742060402459 -0.11810922026078777 -0.005398689669121005 0.10239647720665859 0.04775190303770746 0.042142792776216069 -0.064886901538611763 0.027687071617754962 -0.068461922872642231
leaf_weight=79.403094038490053 0.48514947677904219 0.43199322489090297 0.43335600891441606 2.4155478860420772 0.21080829622223973 0.16485009515554239 0.30412427429109812 0.1146268468874041 0.52774604946262016 0.067747131353826595 0.53153338399715699 0.85579523467458818 1.265014804605016 0.55415030708536506 0.35013878217432626 0.65670537872392731 0.20534007407923127 0.66010920488042757 0.31640002976246251 0.44222861479829589 2.5972709191191816 0.63204209043760684 1.0099684130109379 4.8893043571979415 0.179959736764431 1.155147187066176 4.11562913646776 1.3768225095409437 0.73321754208882328 1.0574784083728443
leaf_count=2566 44 18 96 79 6 81 12 59 60 31 24 80 28 34 18 191 51 26 33 275 158 204 32 67 3 48 125 89 47 48
internal_value=0.00102556 -0.0105067 -0.000878148 -0.0108472 -0.0676691 0.00146584 0.041196 -0.0242164 0.001242 -0.0103166 -0.00202705 -0.0120767 -0.0459313 0.0406836 0.0167199 0.0332004 -0.0747686 0.0573862 0.021658 -0.0473749 0.00200736 0.000351734 -0.0650791 0.0104519 0.000879834 0.00456006 0.000461219 0.0167704 -0.0327184 -0.0166128
internal_weight=108.143 3.97685 3.49171 3.05971 0.644164 104.166 0.583601 0.279477 103.583 6.43291 5.69982 4.61414 2.12081 1.08568 2.49333 1.98335 0.733086 1.32665 0.666539 0.509976 97.1499 81.2251 1.82197 15.9249 0.812002 13.3276 12.1725 6.22567 2.11004 5.94678
internal_count=4633 243 199 181 102 4390 152 140 4238 851 740 682 108 58 574 268 111 77 51 306 3387 2805 239 582 207 424 376 261 136 115
is_linear=0
shrinkage=0.1


Tree=901
num_leaves=31
num_cat=0
split_feature=16 15 18 15 19 9 5 18 7 15 15 4 3 5 12 13 4 14 8 16 5 18 9 17 18 13 3 7 19 15
split_gain=0.0547991 0.390561 0.705745 0.575745 0.312784 0.322542 0.388862 0.256573 0.202767 0.211311 0.18438 0.176137 0.172647 0.172254 0.166459 0.45927 0.248662 0.295315 0.23643 0.21227 0.195009 0.722242 0.204194 0.238098 0.190682 0.187807 0.159715 0.220444 0.216553 0.423517
threshold=18.634956423400002 28.444110612900001 14.032563378150002 28.298162031900002 12.851036860900001 187.24995708280002 17.352342178450005 16.115468395400004 25.290974689350005 24.673905035600004 26.384523135650003 143.58239362595003 84.850427055100013 9.1899936892500005 211.51213392550002 102.83621194775002 269.33704784675007 267.17386634195003 7.6440346712000009 12.604970524100002 16.043149448600001 14.951081515600002 199.17419511990002 183.32030055335002 17.448621627850002 96.975373223400013 79.47351079420001 25.459519683700005 11.950964240300001 23.241064975550003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 3 12 4 10 13 7 -7 -9 -10 11 -1 -3 -6 16 18 17 19 25 -13 26 22 23 -22 -20 -16 28 -28 -21 -30
right_child=-2 2 -4 -5 5 6 -8 8 9 -11 -12 14 -14 -15 15 -17 -18 -19 24 20 21 -23 -24 -25 -26 -27 27 -29 29 -31
leaf_value=0.090928538454029151 0.0021956699484441842 0.10348547094472038 -0.097001935887107718 0.098395415078970039 -0.10262063045754073 -0.1055842979541287 0.0025646460466223582 0.10373930336529774 -0.10187134101827373 0.029509205550466728 -0.077864879659124211 -0.087681831942553787 -0.0098735207135708589 0.018981513859024014 -0.001477185025997671 0.076136223228736227 -0.054235803488701467 0.084013143699201459 -0.10402026144122876 0.01232672842747919 -0.01097924432482991 -0.081028092832249599 0.018268802955694927 -0.13185824892505116 0.021415049804527193 0.064438527962565176 0.065885669880095768 -0.020281812847748604 -0.1044737883927748 0.059993742030370938
leaf_weight=0.2316022980958391 81.584649635723508 0.25134114176034827 1.0857326802579335 0.58153892739937774 0.12672557677069463 1.0970860096858817 0.97351966693531711 0.10214337706565846 0.3131904642941663 0.20098479950684123 0.2774080984381716 0.27738383733412675 0.28864851172784256 1.4421578916927158 1.865870952431578 1.1045508943798266 0.85047186602787483 0.42028337554074902 0.34419990016613145 4.5994940225209557 1.5524365648038836 1.2195253283716736 3.5122455964929031 0.1820593774318694 0.18705102352396352 0.56257707004624524 1.0588183721192761 0.41259471600642417 0.45323625520722988 0.23920413892483339
leaf_count=3 1726 3 257 7 81 99 37 1 74 37 35 380 40 196 590 62 278 10 27 81 264 31 20 2 59 58 62 12 92 9
internal_value=0.000925063 -0.00309065 -0.0505363 9.82121e-05 -0.00232328 -0.0268684 -0.0479047 -0.0765803 -0.0249513 -0.0505163 0.00307485 0.00425204 0.04289 0.00915918 0.00318663 0.0211094 -0.00174256 0.00146295 0.000573486 -0.00110568 0.000709548 -0.0117072 0.00440538 -0.0236672 -0.0598551 0.0137929 0.0125809 0.0417237 0.00447779 -0.0476583
internal_weight=107.399 25.8141 1.62572 24.1884 23.6068 4.25581 2.68692 1.7134 0.616319 0.514175 19.351 19.0736 0.53999 1.56888 18.842 4.06425 14.7778 13.9273 2.9597 13.507 13.2296 6.46627 5.24674 1.7345 0.531251 2.42845 6.76335 1.47141 5.29193 0.69244
internal_count=4633 2907 300 2607 2600 525 248 211 112 111 2075 2040 43 277 2037 796 1241 963 734 953 573 317 286 266 86 648 256 74 182 101
is_linear=0
shrinkage=0.1


Tree=902
num_leaves=31
num_cat=0
split_feature=17 16 15 18 15 16 10 10 7 5 0 0 3 16 10 0 7 18 5 13 2 9 8 5 5 16 5 2 18 10
split_gain=0.203724 0.18437 0.549268 0.939013 0.591597 0.425644 0.426687 0.52921 0.493814 0.436895 0.254886 0.612938 0.813909 0.745628 0.744868 1.21037 0.922578 0.658118 1.04352 0.39811 0.366872 0.364647 0.269772 0.244101 0.241849 0.698381 0.639822 0.744025 0.435216 0.394168
threshold=158.19986339130003 18.634956423400002 28.444110612900001 14.032563378150002 28.298162031900002 16.094962363000004 70.348883899450016 75.981203682750007 22.375171215700004 18.331716563250001 96.631250582750013 94.165934477050016 84.812788641250009 19.224955043700003 66.859265246100009 90.321439350550008 24.385896469550001 14.380989918050002 17.886193876600004 113.95029785905002 146.87900114440004 204.51365672970005 8.0437227585500022 20.201591378100002 21.191508333600002 22.494947397000004 20.911722254300006 105.39281967610002 13.552878921100001 62.036171360100006
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=-1 2 4 -4 5 -2 8 9 -7 -8 11 13 22 20 15 19 17 18 -16 -15 -3 -17 -13 -21 25 28 29 -28 -25 -27
right_child=1 10 3 -5 -6 6 7 -9 -10 -11 -12 12 -14 14 16 21 -18 -19 -20 23 -22 -23 -24 24 -26 26 27 -29 -30 -31
leaf_value=-0.0014981232773631796 0.00014080895521734576 0.0013568108276867921 0.00094659861993013456 -0.0018965069469979532 0.0019124502618585646 -0.00071216668949738407 -0.001886970435222655 1.6212996274162845e-05 0.001751888815581596 0.00043474183809352691 0.00053737017300140998 0.00041643391857909919 -0.0020799978970888521 -0.00082384376133037905 0.00022989422376964793 0.00058740231332234691 -0.0021079851572052533 0.00088000873849355282 -0.0021902652463314473 0.00051696225193546613 -0.00011376831156059301 0.0017835634037776107 -0.00070798938458039098 0.0019761412097243094 0.0001865434022280729 -0.00074060044897231267 -0.00013931894642447355 -0.001796806219705077 -0.00056805414619312967 0.00030864737722619044
leaf_weight=0.29383224044067802 24.008393937758239 2.9764325690921392 0.6599976603793033 1.3815095518875748 0.65809935957076859 0.63373035670065181 1.7289318944094709 1.6412383692950241 0.61726951831951737 0.38012896920554329 7.0576130952686063 1.8138243635185056 1.0407319320365784 1.6090671010315407 1.7963339239358895 1.7624287959188216 1.1494643229525534 1.5786809225101022 1.1071486519649623 6.7597985898610196 0.8352552646974799 2.2066229454940185 1.4977319007739422 0.92616642639040836 51.538582498829783 1.7727162605151514 2.3599369153380394 1.8633681298233566 0.35858653672039509 6.1591890370473266
leaf_count=250 1734 60 42 257 7 234 156 206 14 19 44 22 77 30 20 20 45 20 34 92 44 51 28 69 912 23 22 25 9 67
internal_value=0.000132712 0.000136401 6.41387e-06 -0.000977361 7.41096e-05 3.2406e-05 -0.000487975 -0.000818755 0.00050365 -0.00146851 0.000178388 0.000150581 -0.000567463 0.000186601 0.000147635 0.000197782 -0.000540835 -0.000138935 -0.000692955 0.000140713 0.00103456 0.00125242 -9.21139e-05 0.000162347 0.000125456 -0.000108796 -0.000254109 -0.00087062 0.00126603 7.4149e-05
internal_weight=130.173 129.879 31.7093 2.04151 29.6678 29.0097 5.0013 3.7503 1.251 2.10906 98.1697 91.1121 4.35229 86.7598 82.9481 77.3165 5.63163 4.48216 2.90348 73.3474 3.81169 3.96905 3.31156 71.7383 64.9785 13.44 12.1552 4.22331 1.28475 7.93191
internal_count=4633 4383 2669 299 2370 2363 629 381 248 175 1714 1670 127 1543 1439 1320 119 74 54 1249 104 71 50 1219 1127 215 137 47 78 90
is_linear=0
shrinkage=0.00196078


Tree=903
num_leaves=31
num_cat=0
split_feature=17 17 17 12 10 0 7 13 7 12 9 2 19 15 3 10 2 16 19 16 2 10 19 15 3 15 16 3 7 16
split_gain=0.177636 0.22884 0.244835 0.437178 0.268281 0.490857 0.384532 0.23341 0.205871 0.231138 0.30546 0.288385 0.253343 0.196361 0.192877 0.317444 0.246155 0.192002 0.199721 0.178007 0.333863 0.243665 0.187382 0.376302 0.271404 0.426322 0.356184 0.268904 0.183781 0.322514
threshold=168.62011096010002 174.47088669260003 179.88087463185005 66.834523482800009 68.846035804500005 102.11570516885001 21.698399695800003 114.57939706160001 25.024903008400003 66.834523482800009 187.24995708280002 216.39684782960003 13.451085274650001 26.912781836550003 101.29303698090001 55.922617571450012 210.71970372160004 11.949972055800002 10.650859343850001 14.184966829400002 156.97960885415003 82.299080289250014 11.950964240300001 20.538897842700003 79.47351079420001 23.241064975550003 16.499961415900003 77.709882260600011 26.093307009050005 17.684958644900004
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=8 14 3 -3 6 -6 7 -5 9 -1 11 12 -11 -14 17 16 -16 18 -2 20 -4 -22 23 -21 25 26 -24 28 -27 -30
right_child=1 2 19 4 5 -7 -8 -9 -10 10 -12 -13 13 -15 15 -17 -18 -19 -20 22 21 -23 24 -25 -26 27 -28 -29 29 -31
leaf_value=-0.0016175161790693115 0.00086454743785353578 0.0015227686351279189 -0.0020019286824630414 0.00014359847688899475 -0.0022862999520973436 -2.5405147306750394e-05 0.00068387976849657961 -0.0021647331093387493 -0.0020070877785211142 -0.0017018966377412789 0.00066227667020450577 0.00042670592624032835 -0.0011351304482779207 0.0019093761616580595 0.0016295120862132521 -0.002058112270530211 -0.00061538085632252928 0.0011577178094843703 -0.0020389564298614561 0.0014132320853288362 -0.0009475284577162862 0.0003346133819054266 -0.0017709712577619579 0.0001159027530186695 0.00014093264905793736 0.0018109453307369743 0.00091318422462863876 -0.0014860580972971102 -0.001990361337679868 0.0015948637412269459
leaf_weight=0.38390166819590321 0.21395609960745776 0.40677966829389278 0.40345788472040967 0.28554386858013481 0.80072958174059727 0.68505057486254373 0.99028972585801966 0.41057798266410828 0.25181270531265898 0.84376374478324601 1.4639036915032191 0.74417119322788483 0.16891668451717123 0.15729092294350266 0.38245773216476653 0.24120905138261151 0.36895318275674072 2.0670551997973234 0.15860184582197689 1.3244738389621482 0.84650555433472652 1.7438696638946565 1.0578850881393003 2.4490735192084685 112.28713588364008 0.42709645905415505 0.23170280165504653 0.22786112646281254 0.17849970905808732 0.20990479504689574
leaf_count=13 52 9 178 38 48 69 17 105 234 307 40 72 45 6 32 59 33 67 27 43 147 522 147 19 2164 13 20 41 43 23
internal_value=0.000115512 0.000128209 0.000114491 -0.000390959 -0.000636362 -0.00124387 -0.000101131 -0.00121787 -0.000290685 -0.000175794 -1.19484e-05 -0.000527584 -0.00113457 0.000332871 0.000627695 -0.000101008 0.000527239 0.000924187 -0.000371505 0.000129393 -0.000342791 -8.43762e-05 0.000141334 0.000571251 0.00012718 -0.000534762 -0.0012887 0.000397105 0.000923284 -5.28042e-05
internal_weight=132.412 128.399 124.966 3.57897 3.17219 1.48578 1.68641 0.696122 4.01376 3.76195 3.37805 1.91414 1.16997 0.326208 3.43223 0.99262 0.751411 2.43961 0.372558 121.387 2.99383 2.59038 118.394 3.77355 114.62 2.33295 1.28959 1.04336 0.815501 0.388405
internal_count=4633 3916 3646 286 277 117 160 143 717 483 470 430 358 51 270 124 65 146 79 3360 847 669 2513 62 2451 287 167 120 79 66
is_linear=0
shrinkage=0.00196078


Tree=904
num_leaves=31
num_cat=0
split_feature=16 16 16 13 16 3 0 6 17 2 15 6 7 18 18 18 2 16 16 6 9 12 15 5 3 5 7 15 13 3
split_gain=0.390759 0.643654 0.578222 0.427234 0.646267 0.41964 0.376569 0.480814 0.757742 0.411512 1.30398 0.449643 0.433754 1.13111 0.504609 0.870632 0.365347 0.385097 0.497268 0.362037 0.497524 0.608784 0.33136 0.441578 0.316558 0.669083 0.619918 0.777994 0.521978 0.631974
threshold=20.394952307700002 20.179952810500001 20.674951653000004 113.98793627290001 20.834951278800002 88.813214339350012 86.538778761000017 16.375382608200002 192.19686994285004 100.92170827030002 37.882159664350006 16.485385178400005 23.109894804950002 13.317304170000002 13.258241318650002 13.154691941050002 198.08048018110003 22.594947163200004 22.634947069650003 16.455384477450004 195.74493321760002 179.47323713510005 45.484733152800011 21.869642762900003 87.399085362750014 20.971847224900007 20.797746106000002 35.133229767950006 109.58961877145002 86.092494711350014
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 24 5 4 -4 -2 7 8 -5 -9 11 -11 13 14 15 -12 -14 -18 -19 20 -8 -22 23 -23 25 28 -26 -28 -1 -30
right_child=2 -3 3 6 -6 -7 19 9 -10 10 12 -13 16 -15 -16 -17 17 18 -20 -21 21 22 -24 -25 26 -27 27 -29 29 -31
leaf_value=6.0329888563766895e-05 0.00010054900910228416 -0.0023468450623181395 0.00024837046029281616 -0.002130426046668001 -0.001414399131887767 0.0016046917598017188 0.00096457194923238703 0.00048005922108739505 0.00011816996874264773 -0.00054805477488032567 0.00015567517347002725 -0.002145960717429206 0.00082468405545874719 -0.0019477130984301063 0.0011354802293279875 -0.0017201950155131631 0.00069299987451573123 -0.001455505155510546 0.00019006988091900217 0.00012055022175701802 -0.0010290292267110732 0.00025005074843779046 -0.00055408840742337054 0.0011059333977453572 0.00014908827799866783 -0.0017626854320871518 -0.0019224220396909476 0.0010788321851518169 0.001759341700024225 0.00018282281652337243
leaf_weight=40.823243177290351 1.1024083811789744 0.4357095540035506 2.1820952137932177 0.91463675611885209 1.5279724251013247 2.019403925165534 7.5629476970061722 11.998020663624628 1.5570510046964043 1.5819521564990311 8.9782462702823995 1.1836431904230265 5.5921123139560205 1.1133122123192141 1.6224017920612812 1.0639625116600644 2.5777949576149695 1.0212433107662948 2.2872833295259625 10.59057897608727 1.1576644591987122 5.9832821215968561 1.0989340692758549 3.7828837879933417 2.8878092154481001 0.73173851169849413 1.5459448591564067 0.42291225306689728 1.5939892902970303 2.5280736796557903
leaf_count=2415 16 13 23 38 39 46 118 177 34 15 170 45 47 34 16 27 22 45 53 105 13 73 27 78 545 105 228 12 17 37
internal_value=0.000159815 2.61311e-05 0.000246616 0.000212369 -0.000436433 0.00107353 0.000245956 0.000124745 -0.000713913 0.000177869 4.36929e-05 -0.00123194 0.000189135 -5.9379e-05 0.00012085 -4.30715e-05 0.000465783 0.00012482 -0.00031787 0.000412618 0.000570547 0.000322685 0.000466709 0.000581573 4.65913e-05 9.71954e-05 -0.000429342 -0.00127775 0.000127475 0.000792458
internal_weight=129.469 50.9694 78.4998 75.378 3.71007 3.12181 71.668 41.4917 2.47169 39.02 27.022 2.7656 24.2564 12.7779 11.6646 10.0422 11.4784 5.88632 3.30853 30.1763 19.5857 12.0228 10.8651 9.76617 50.5337 45.677 4.85667 1.96886 44.9453 4.12206
internal_count=4633 3372 1261 1199 62 62 1137 723 72 651 474 60 414 247 213 197 167 120 98 414 309 191 178 151 3359 2574 785 240 2469 54
is_linear=0
shrinkage=0.00196078


Tree=905
num_leaves=31
num_cat=0
split_feature=9 16 17 0 3 19 12 17 3 6 7 17 3 6 16 16 5 13 16 9 0 3 0 10 5 2 7 19 13 10
split_gain=0.0574498 0.205349 0.193894 0.412758 0.230841 0.482986 0.428664 0.406719 0.268093 0.280297 0.593509 0.32802 0.414 0.263929 0.299728 0.560538 0.260831 0.217822 0.21421 0.211506 0.207877 0.237506 0.438255 0.404286 0.164227 0.245768 0.215907 0.309417 0.239101 0.364471
threshold=193.49750438550004 22.794946695500006 195.59800312745003 87.261973998100004 93.571785230250015 14.351157895250003 90.571070795850019 191.06791329340004 93.668569722950011 16.395383075500003 20.714163848350005 185.31329674715002 93.82450029455002 16.455384477450004 20.804951349000003 20.719951547750004 20.852055640250004 117.67650082785001 22.644947046300004 192.57902085675002 87.380266155850009 86.821066864700015 93.972365491700018 75.981203682750007 20.971847224900007 292.59177727695004 22.791048179400004 13.251069136700002 105.40368946235002 68.846035804500005
decision_type=2 2 2 2 2 2 2 2 2 2 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 -6 -7 -8 10 -10 12 -11 14 15 19 -16 18 -13 24 -5 22 -22 -24 26 -26 28 -28 29 -1
right_child=-2 -3 3 20 6 7 8 -9 9 11 -12 17 -14 -15 16 -17 -18 -19 -20 -21 21 -23 23 -25 25 -27 27 -29 -30 -31
leaf_value=-0.10341056399414297 0.0027090288221228078 0.061552571636532452 -0.077947836774564572 0.10491854577368893 -0.10916480428370211 0.086730710341439241 -0.049606510685701953 0.010330128470842678 0.034113132479756413 -0.11864275348527882 -0.10960688615487753 0.034703542250241352 -0.0068770279899081563 -0.037908911321008439 0.0028485572927331613 -0.13792125919490136 0.057695899093595661 0.063355973785823042 -0.010286667170156381 -0.11246329367988139 0.095944853009618136 -0.047624812996288762 -0.10337047359055485 0.0073864713928647827 -0.080995159932143415 0.0486937652554661 0.0027323459168147627 -0.10600365013272164 0.098780885870974278 0.039016707363679085
leaf_weight=0.21583509207266782 74.846518656772332 0.49598129279911418 1.0242303502254788 0.15972148068249215 0.42327392952392884 1.298114720731973 1.2943598974961776 1.5041959229856727 0.50665151415523613 0.36564782261848305 0.66379891968654192 2.0201920666063415 3.540882748428885 1.617103396449237 1.7748708538711073 0.30854048952460278 1.6951910140924153 0.98400888219475735 2.2226138839032501 0.1640514921164139 0.4449299022380736 1.2392020334955303 0.40322734866640564 1.8041661910929176 0.50171940575091856 0.20616853307001293 4.1948037695810854 0.27910824725404371 0.46539565641432989 1.0723007356282321
leaf_count=39 2192 16 31 2 37 27 35 38 62 5 106 45 483 16 12 3 31 24 42 9 15 33 57 427 60 21 588 14 11 152
internal_value=0.00117826 -0.00230523 -0.00328294 -0.0212319 5.17482e-05 0.00820056 -0.0103177 0.0457212 -0.00671029 -0.00132168 -0.047395 0.00458268 -0.0173382 -0.000214296 0.00538932 -0.0059715 0.0296425 0.0209664 0.0111352 -0.000236939 -0.0068931 -0.0114822 0.00540407 -0.0128456 0.00241771 -0.043224 0.00760591 -0.00405123 0.0373476 0.0151521
internal_weight=107.737 32.8903 32.3943 5.07548 27.3188 15.2974 12.0214 2.80231 11.5982 10.3038 1.17045 9.13335 3.90653 12.4951 10.878 7.40792 3.47006 5.22681 4.24281 7.09938 4.05125 3.89153 2.65232 2.20739 6.93533 0.707888 6.22744 4.47391 1.75353 1.28814
internal_count=4633 2441 2425 565 1860 1021 839 65 802 767 168 599 488 956 940 897 43 111 87 894 534 532 499 484 885 81 804 602 202 191
is_linear=0
shrinkage=0.1


Tree=906
num_leaves=31
num_cat=0
split_feature=16 16 10 18 5 7 12 12 2 16 17 2 17 17 17 7 3 5 18 6 9 2 7 16 7 3 5 13 13 18
split_gain=0.176357 0.254862 0.200403 0.196941 0.137674 0.215258 0.136539 0.370806 0.376107 0.314653 0.309362 0.288779 0.267024 0.378205 0.58602 0.533593 0.32358 1.80432 0.42486 0.295921 0.694392 0.337487 0.641556 0.376194 0.365155 0.393235 0.282709 0.280697 0.480838 0.375729
threshold=11.864972254500001 10.604975200950003 90.679004281900021 17.232128601400003 1.9870442227000003 22.773029501100002 133.01805689090003 128.54148248460004 103.92649527695001 19.334954786500003 166.68115439205005 109.80045057370002 172.68891404560003 183.32030055335002 182.37451917730002 24.176603375500004 93.292185584700022 22.458857822500004 13.278511569200001 16.405383309150004 187.45330412110005 173.47633273965002 22.907491544400003 22.724946859200003 22.532843451200005 93.776108048150022 30.922794813800003 117.54207792135001 117.49368567500001 13.360173059150002
decision_type=2 2 2 2 2 2 2 2 2 2 2 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 -8 -12 26 14 15 -14 18 -18 -15 20 -19 24 23 -23 -21 -26 -13 28 29 -20
right_child=6 -3 -4 -5 5 -7 10 -9 9 -11 11 12 13 16 -16 -17 17 19 27 21 -22 22 -24 -25 25 -27 -28 -29 -30 -31
leaf_value=0.0019852930922833363 0.00020223976762365748 -0.0013587869059362245 -0.0013060227288810005 0.00098363483964558521 0.00075961586096520792 -0.00198323389311258 -0.0010108784261769214 0.00084411723191344409 -0.00023841902860209882 -0.002260752693925212 -0.0011256544180819504 0.0011351577465972785 0.00029095282836045209 0.00082085111628214759 -0.0023127028404271431 -0.0021238462356120047 -0.0017653573083199197 0.00041758414758728563 -0.00068499697836218987 -1.4010385543054548e-05 -0.0022535219142239171 -0.0022213404001378365 0.00016913444885121245 0.00068937313071365373 0.0019715844148700421 0.00045257129556626415 -0.00056928359366347327 0.00045729124608357655 -0.0008605216935762052 0.00016655673789234791
leaf_weight=0.071327093988656332 39.574527576231048 0.74429821440298827 0.34799899698555226 0.79671398420759942 0.17756773154269467 0.28912001835851697 0.98370991518345263 3.3563900796161752 1.0408183602394263 0.41322672215756018 0.73756063496693869 1.766270018059003 1.9065241499811234 3.8125595289748153 0.61000467668054614 0.43141919607296575 2.2274148795986575 0.89789115279563592 2.1011359486728898 1.866843127645551 0.64152707053290214 0.72135840048940636 8.6419588361241022 0.22364210663363338 1.1647148337215187 1.4978546999627722 0.47469249012647186 8.9889721299987269 2.0085337506607166 38.386244342909777
leaf_count=2 869 255 487 63 47 130 162 135 223 24 17 87 107 40 25 33 40 19 19 28 42 81 158 8 10 31 47 100 41 1303
internal_value=0.000120073 -0.000403401 1.91813e-05 0.000364697 -0.000551851 -0.00093962 0.00013028 0.000217515 0.000166255 -0.000813148 8.19359e-05 9.55253e-05 0.000107018 8.73812e-05 -0.000601204 -0.000154649 0.00011512 -0.000114153 0.000189266 0.00012077 -0.000695555 0.000209792 1.40224e-06 -0.0015325 0.000650871 0.00111705 0.000774114 0.000142496 7.59092e-05 0.000122364
internal_weight=126.903 2.42703 1.68273 1.33473 0.538015 0.466688 124.476 44.385 41.0286 1.45405 80.0908 79.1071 78.3696 76.1286 2.94795 2.33794 73.1807 17.8832 55.2974 15.6558 1.53942 14.1164 9.58696 0.945001 4.52941 2.66257 2.24096 51.4849 42.4959 40.4874
internal_count=4633 984 729 242 179 177 3649 1251 1116 247 2398 2236 2219 2085 165 140 1920 417 1503 377 61 316 247 89 69 41 134 1463 1363 1322
is_linear=0
shrinkage=0.00196078


Tree=907
num_leaves=31
num_cat=0
split_feature=9 3 17 9 0 6 13 6 5 2 15 4 7 7 0 9 2 10 17 7 17 17 9 18 19 4 16 15 10 13
split_gain=0.209566 0.295907 0.376144 0.235981 0.480506 0.84115 0.369727 0.338423 0.571215 0.267504 0.431534 0.247824 1.05009 0.743821 0.659556 0.780932 0.568048 0.524234 0.41275 0.663356 0.396516 0.761204 0.462496 0.436604 0.403435 0.387762 0.33378 0.609786 0.997097 1.15
threshold=181.33671263215004 76.190903416900014 240.41195881570002 186.70853236170004 85.732241321850012 16.465384711100004 117.60122400020002 16.625388449550005 28.006145904900002 121.36426933400001 35.645792850250011 195.04069921150003 22.958251375150002 22.870118039000001 86.103248543850015 194.57718764590001 96.242542698950004 61.928633034850002 200.30016490490002 23.913271136350005 194.56623159050002 191.06791329340004 201.16241229375001 13.317304170000002 14.351157895250003 179.89634997090005 18.684956306450005 28.826925781250004 71.658163008950012 104.19926021995002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=-1 2 -2 9 5 -5 -7 -8 -9 10 -3 16 13 14 15 -13 18 -18 20 -20 21 24 -22 -23 -6 -25 27 28 -14 -30
right_child=1 3 -4 4 11 6 7 8 -10 -11 -12 12 26 -15 -16 -17 17 -19 19 -21 22 23 -24 25 -26 -27 -28 -29 29 -31
leaf_value=-0.00010155039303970536 -0.0019824046043963616 0.00088011867602790254 0.00061015697691821792 -0.0021161482868250854 0.00026348903798678331 -0.0015765717525448872 0.00059982853884507832 -0.0016507745587319568 0.00045418904893375833 0.0010345001145764423 -0.00014386385162025824 -0.0022941229338355532 0.001721687798534523 -0.0019704079985377659 0.00026681820015758191 0.00011402530527154373 -0.00037956969361697707 0.0013642766837700564 -0.0021460895865666428 5.2577653653401044e-06 0.00035721273731939644 0.00046599701674883247 0.0015349720657174626 -0.0019122943474618678 0.0013251610025252028 -0.00037099943211522663 0.00026186323789708385 -0.0010598105311011201 0.00011260850035268564 -0.0020539239051767058
leaf_weight=12.441183572170756 0.54279683205186202 2.6709542587632296 0.35644741599389818 0.9204402561954329 13.493089539813822 0.56155904955448921 2.4546570178354159 0.89566377992741797 1.1097703985869882 2.4361058463109657 3.8821038939058781 1.0998188651283265 1.2840191200375546 1.2882663481868801 3.103885973803699 0.97823106183204789 0.83306078612804313 3.2424529581330717 0.67284516675863359 3.0439975369954482 3.6143379886634639 0.98460618779063169 1.9864335230085997 1.1523310900665822 1.5323903150856484 1.3780276551842687 52.22216707788175 2.0826510530823716 9.0612934228411159 1.051226909039541
leaf_count=1853 348 51 79 60 256 79 49 63 33 58 37 35 21 22 32 14 5 91 21 83 37 9 31 34 24 17 628 189 321 53
internal_value=0.00014068 0.000165807 -0.000954751 0.000174272 0.00014932 -0.000393001 -7.71575e-05 0.00011163 -0.000485926 0.000479735 0.0002735 0.000180275 0.000116638 -0.000637046 -0.000305562 -0.0011605 0.000324096 0.00100782 0.00022407 -0.000384192 0.000317719 0.000179603 0.00077493 -0.000641833 0.000371765 -0.00107291 0.00019086 -8.42259e-05 9.40565e-05 -0.000112609
internal_weight=132.377 119.936 0.899244 119.036 110.047 5.94209 5.02165 4.46009 2.00543 8.98916 6.55306 104.105 72.1716 6.4702 5.18194 2.07805 31.9336 4.07551 27.8581 3.71684 24.1412 18.5404 5.60077 3.51496 15.0255 2.53036 65.7014 13.4792 11.3965 10.1125
internal_count=4633 2780 427 2353 2207 284 224 145 96 146 88 1923 1315 103 81 49 608 96 512 104 408 340 68 60 280 51 1212 584 395 374
is_linear=0
shrinkage=0.00196078


Tree=908
num_leaves=31
num_cat=0
split_feature=9 9 8 9 3 17 9 7 2 17 18 9 7 7 16 2 5 15 2 18 0 19 7 3 6 15 5 2 19 16
split_gain=0.191532 0.51637 0.392267 0.618448 0.288569 0.306654 0.235267 0.432003 1.10992 0.507762 0.922997 0.906549 0.61562 0.791907 0.736228 0.555888 0.45833 0.584075 0.461834 0.44793 0.701897 0.56348 0.370092 0.361019 0.328989 0.325278 0.373595 0.324691 0.304618 0.301687
threshold=179.11733629770001 177.59430306730005 5.1459841250500009 74.737174262250008 76.190903416900014 240.41195881570002 186.70853236170004 23.109894804950002 108.63443756215001 191.06791329340004 13.258241318650002 195.34352961910002 22.650953015950005 22.557405306150006 22.704946905950003 146.87900114440004 21.869642762900003 38.469938489650012 158.58656282205001 13.405741979600002 85.705356740550016 14.351157895250003 24.277136467000002 93.216908757050007 14.705343588000002 37.882159664350006 21.482549112100006 90.05676182820001 14.451165964200003 22.674946976100003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 3 -1 5 -2 28 8 19 10 12 -11 13 14 -10 -14 17 23 -18 20 27 -22 -19 25 -24 26 -9 -8 -6 -20
right_child=4 -3 -4 -5 6 -7 7 16 9 11 -12 -13 15 -15 -16 -17 18 22 29 -21 21 -23 24 -25 -26 -27 -28 -29 -30 -31
leaf_value=-8.7912126558352249e-06 -0.0019808164071661622 -0.0021121938139743897 0.0013992754457068813 -0.001982636145748957 0.00019470092886296676 0.00046868176325516174 -0.0010938465904549363 0.00014869009114924518 -0.0019470186655568176 -0.00041509772410894914 0.0013945569486768516 -0.0023091157448407399 -0.0018263124934157361 0.0018702150655687739 0.0010054772068653136 -0.00041661754523041598 0.0014468407805984754 -0.0023774895339494619 0.00026999767290347731 -0.00055181111163119531 0.00033271349494910465 0.0014453242907198811 -0.0015083832468729584 -0.00066339706843697823 0.00087558243555700287 0.0010025929070756018 -0.0011254881343497045 0.00028905158748600138 0.00088535422181184546 0.0010799088951654048
leaf_weight=8.6345920911498908 0.5007120106192805 0.48650968688889484 0.67548439622623924 0.65670658461613207 7.7484534825780411 0.32341527393145952 1.2681969282275551 57.447386148996884 0.70113870756176611 2.8154635457594841 1.1471536913595626 1.4835465675569137 1.6249873489141462 0.82946819464268617 0.60480129485949874 3.1802594710534322 1.5716723486548314 0.56244125962257274 19.100559083963166 1.9037746476715245 4.121800584718585 3.0413814224302769 0.45642537839012221 2.1540389200672498 0.4343492756888736 1.6863104083458882 0.89854777313303102 1.3450808643829075 3.5941031451802701 1.9486389787634824
leaf_count=1330 352 19 46 423 90 81 58 1291 35 44 14 37 23 18 15 54 16 9 281 36 35 43 32 16 14 26 7 32 85 71
internal_value=0.000115065 -0.000139701 -4.34172e-05 -0.000148302 0.000136806 -0.00101955 0.000144639 0.000116993 -0.000115295 -0.000524188 -0.000234754 -0.0010687 -0.000504047 0.000371951 -0.000579672 -0.000893333 0.000181802 9.65894e-05 0.000421532 0.000318335 0.000487778 0.000805112 -0.00113222 0.000125305 -0.000345941 0.000153605 0.000129067 -0.000382055 0.000413547 0.000344976
internal_weight=132.947 10.4533 9.96678 9.2913 122.494 0.824127 121.67 110.327 24.0671 12.3868 8.08781 4.29901 6.94066 2.13541 1.30594 4.80525 86.2604 63.6395 22.6209 11.6802 9.77646 7.16318 1.45322 62.1863 0.890775 60.0322 58.3459 2.61328 11.3426 21.0492
internal_count=4633 1818 1799 1753 2815 433 2382 2207 444 240 159 81 145 68 50 77 1763 1395 368 204 168 78 55 1340 46 1324 1298 90 175 352
is_linear=0
shrinkage=0.00196078


Tree=909
num_leaves=31
num_cat=0
split_feature=16 16 9 15 16 3 13 16 18 10 9 17 7 12 9 17 6 17 7 14 12 10 15 5 18 17 6 7 19 5
split_gain=0.206202 0.48763 0.486155 0.315336 0.276566 0.262861 0.221634 0.364935 0.525164 0.527302 0.230789 0.230961 0.208217 0.675326 0.591992 0.725973 0.791813 0.605474 0.756038 0.554179 0.412208 0.324762 0.323256 0.267985 0.531195 0.599248 0.253921 0.230145 0.405034 0.213234
threshold=18.594956516900002 18.369957043050004 187.45330412110005 31.445204138150004 18.304957195050005 103.28787291370001 108.64328150955002 17.514959042400005 17.549283450150003 71.053259929650025 219.87257840710004 162.04221493815001 23.109894804950002 136.25092175885001 189.68479361675003 190.03457182425004 16.505385645700006 188.06121519230001 22.650953015950005 288.57921646605001 144.66294237600002 62.095317438950012 25.186533201700005 19.480650800750002 13.405741979600002 191.56943241645004 16.375382608200002 22.398098708400003 14.351157895250003 21.869642762900003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 3 -3 4 5 6 7 10 9 -9 11 -1 13 23 19 17 -17 18 -16 20 -15 -22 -21 -2 25 26 -25 -28 -29 -14
right_child=12 2 -4 -5 -6 -7 -8 8 -10 -11 -12 -13 29 14 15 16 -18 -19 -20 22 21 -23 -24 24 -26 -27 27 28 -30 -31
leaf_value=-0.0016597167473973711 0.00099792861519108615 0.0010971789587497674 -0.0020728231900835389 -0.0019947880447269105 0.0017467678437305238 -0.0019853220753634545 0.0011331796407725652 0.0007789543672128439 0.0018880580337157281 -0.0020426130235627281 -0.0011461252732800466 0.00013747117430817351 0.00016407477320564407 -0.00069561991056076218 0.00019413002994524283 -0.0022533999939037294 -0.00039084680617742514 0.0004223457157231321 -0.0022456637110549876 0.00057820576477141377 0.00035465480635503215 0.0015786885551602767 -0.0020918785761440263 -0.00065355645696938238 -0.00096638736849594294 0.0015550882240535978 3.5596795459161237e-05 0.00016272701986154558 0.001190289413562469 0.00040447892028815081
leaf_weight=0.27808319707767637 1.9863922398071761 0.24316176187130512 0.79124840503936866 0.28895723710593202 0.37056651295279053 0.24383699492363931 0.71981447346115501 0.33904868716490355 0.22586617153137911 1.022932560299523 0.56902234945664432 24.195631896628583 39.135647803428583 1.1841912801319292 1.0268553983332802 1.6566630629913563 1.8659110683365723 3.1507564925013867 0.93107567452534556 0.24472076077654481 4.5689162377093453 1.019290245400043 0.6059964121413941 1.1855525821447397 1.3020108640193928 1.4121660124510516 6.4235515912878309 3.7631451077759266 2.4252949440851808 22.249714158067945
leaf_count=261 26 49 180 92 8 245 34 13 19 134 160 1697 606 27 29 47 30 40 31 18 99 19 90 32 25 42 153 26 41 360
internal_value=0.00013867 -5.36969e-06 -0.00132764 4.30406e-05 6.40972e-05 4.15004e-05 5.95701e-05 3.05509e-05 -0.000881006 -0.00134022 8.83486e-05 0.000117051 0.000182552 6.12746e-05 -0.000230315 -0.000581982 -0.0012668 -0.00010978 -0.000966091 0.000167859 0.000355234 0.000577919 -0.00132379 0.000317496 0.000235638 0.000338537 0.000214024 0.000295578 0.000565436 0.000251212
internal_weight=125.426 29.2882 1.03441 28.2538 27.9648 27.5942 27.3504 26.6306 1.58785 1.36198 25.0427 24.4737 96.1379 34.7525 16.2544 8.63126 3.52257 5.10869 1.95793 7.62311 6.7724 5.58821 0.850717 18.4981 16.5117 15.2097 13.7975 12.612 6.18844 61.3854
internal_count=4633 2892 229 2663 2571 2563 2318 2284 166 147 2118 1958 1741 775 430 177 77 100 60 253 145 118 108 345 319 294 252 220 67 966
is_linear=0
shrinkage=0.00196078


Tree=910
num_leaves=31
num_cat=0
split_feature=9 3 17 9 7 2 17 18 9 16 19 10 0 10 0 18 19 17 10 15 16 5 5 17 17 2 2 2 5 17
split_gain=0.280382 0.363872 0.331509 0.270626 0.503154 1.06514 0.803573 0.836033 0.692732 0.691 0.502489 0.451281 1.00336 0.840977 0.427485 0.653874 0.473042 0.42677 0.403781 0.784895 0.702422 0.459738 0.494057 0.475029 0.798866 0.332809 0.32375 0.312817 0.310422 0.625773
threshold=181.33671263215004 76.190903416900014 240.41195881570002 186.70853236170004 23.109894804950002 108.63443756215001 191.06791329340004 13.258241318650002 195.34352961910002 22.704946905950003 14.351157895250003 66.859265246100009 91.886121982450007 66.235542959850008 85.705356740550016 13.405741979600002 14.351157895250003 192.80507188075003 64.369753017350021 37.882159664350006 22.454947490600002 21.869642762900003 23.803605515150004 193.94976740385002 196.70927211395002 90.05676182820001 263.5517324101001 67.992056490600007 20.872540794500004 195.18216166535004
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=-1 2 -2 -3 5 14 7 9 17 10 -7 13 -13 18 25 16 -16 -8 20 -20 -6 28 -23 -24 -25 27 -14 -5 -22 -30
right_child=1 3 -4 4 11 6 8 -9 -10 -11 -12 12 26 -15 15 -17 -18 -19 19 -21 21 22 23 24 -26 -27 -28 -29 29 -31
leaf_value=-0.00012282329760265821 -0.001983742404844746 0.00052508582715703558 0.00045367870257473526 -0.0002037684117909487 0.0014963802720997018 -0.0012535833314392942 -0.00148775446157902 0.0014135086369942713 -0.0022960317231678759 0.0011059262312846756 -9.0865503284008996e-05 -0.0017187103095558992 0.0001685503141628496 0.0014714159277906575 0.00038948783037449214 -0.00047347531956938495 0.0014318384248522594 8.9351083961375117e-05 -0.0022701672568571601 0.00053900192371979412 0.00033264351104894056 0.00070329701985048429 0.00054536876982911144 -0.0023208576528803422 1.4240428671493118e-05 0.00033277905057010367 -0.0010842600818334617 -0.0021271589517905774 -0.00099762357377327368 0.00013710647572344494
leaf_weight=12.476698476669297 0.56027284158153534 8.8667722609825415 0.3476518118113745 0.74672879744321397 1.9488566955551494 2.7792433103895728 1.1816981264855715 1.1551597518264314 1.4349542817653853 1.0066653427784329 2.9414204726272146 1.1432705421466369 40.016193696283153 2.5446126349270335 3.913672147318719 1.8686668102163819 2.924924548715353 1.4933108134337088 0.67065869458019622 0.88967551570385695 7.6556357829831567 13.65010290744249 4.0413920825812957 0.69563189125619862 2.9605158009217121 1.3906034245737826 0.80908210177585616 0.57576486782636493 2.6802900843322259 6.1691601881757379
leaf_count=1853 348 146 79 30 84 60 19 14 37 25 60 48 999 36 35 32 43 25 17 23 76 145 40 37 90 32 93 32 18 57
internal_value=0.000156827 0.000186132 -0.00105043 0.000195634 0.000168905 -8.58961e-05 -0.00049402 -0.000127518 -0.00119693 -0.00039213 -0.000655743 0.000238373 9.29872e-05 0.000377342 0.000342672 0.000554431 0.00083531 -0.000607343 0.000310034 -0.000668428 0.000348392 0.000289288 0.000479295 8.20711e-05 -0.000430044 -0.000336936 0.000143722 -0.00104114 4.35326e-05 -0.000206577
internal_weight=131.539 119.063 0.907925 118.155 109.288 23.4128 11.9925 7.88249 4.10996 6.72733 5.72066 85.8751 41.9685 43.9065 11.4204 8.70726 6.8386 2.67501 41.3619 1.56033 39.8016 37.8527 21.3476 7.69754 3.65615 2.7131 40.8253 1.32249 16.5051 8.84945
internal_count=4633 2780 427 2353 2207 444 240 159 81 145 120 1763 1140 623 204 110 78 44 587 40 547 463 312 167 127 94 1092 62 151 75
is_linear=0
shrinkage=0.00196078


Tree=911
num_leaves=31
num_cat=0
split_feature=13 13 16 13 5 17 4 16 8 16 15 14 8 8 16 17 2 6 2 13 15 3 6 3 18 4 12 7 17 9
split_gain=0.0707479 0.276382 0.156193 0.327063 0.232061 0.308415 0.145931 0.12081 0.079442 0.204829 0.372503 0.126394 0.0921936 0.143546 0.137685 0.357892 0.0892777 0.0861552 0.0850478 0.355075 0.780483 0.486119 0.73495 0.525776 0.317099 0.366565 0.285128 0.461418 0.418658 0.403099
threshold=117.97223122220002 118.06363879865002 22.794946695500006 118.84598011460001 30.133297129900004 165.41031664360003 160.20223982390002 22.764946765650006 9.3427090425500019 21.979948601300006 34.139075990150012 144.12207640715005 8.8430989333000021 8.7431769115000026 22.634947069650003 196.58703564235003 63.548891378550003 16.475384944750001 103.92649527695001 109.64607639220002 29.171703351550004 86.26455603170001 15.205355270700002 89.103567817450013 14.262527874400002 176.39898793990002 121.79144674955002 22.721067571950005 192.19686994285004 192.39832633775004
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=7 -2 6 -4 5 -5 -3 8 11 10 16 -1 13 18 15 -14 -10 -15 19 20 24 -21 -23 -24 25 -13 27 29 -28 -25
right_child=1 2 3 4 -6 -7 -8 -9 9 -11 -12 12 14 17 -16 -17 -18 -19 -20 21 -22 22 23 26 -26 -27 28 -29 -30 -31
leaf_value=-0.032469414740789737 -0.1069593944795019 0.05989088703838788 0.10166194171956511 0.056229152574404508 0.03333868735572678 -0.1025782667427928 -0.10426822049238454 0.036006394310342513 -0.0097888863674435653 0.092786417434836288 0.081548701714936528 -0.11259089810879659 -0.11091579935144157 0.007826295248772059 0.013661488673315956 0.002487262312335467 -0.11024040666830195 0.035886380715709681 -0.00061081291197670636 0.082629242951262435 -0.10763703964088307 -0.074883280839330033 0.082120585372877544 0.0047115429925825708 0.0034289534031452748 0.050967740952374121 0.011868555064582263 -0.034669891376760041 0.10167115237573035 0.063570701029248111
leaf_weight=1.0926686137681816 0.29151301598176305 0.070198838249780127 0.3167465180158614 0.17220203578472115 0.55597324669361115 0.42192468728171661 0.23690017551416531 1.0323884040117253 0.14822595042642106 0.33965620119124651 0.29190883738920093 0.48865430454634484 0.45355119490159157 2.6064549735747269 0.74369165270763904 0.72019606934190961 0.21949409889384697 1.8859632434323428 68.097627258755551 1.0346340844407667 0.71206110902130682 0.91833159513771434 1.1538879945874203 5.9305586058326281 12.571348373976887 0.19042440820339834 1.4857930243015283 2.3441208298318088 0.79793458059430111 1.4475488848984239
leaf_count=25 12 10 11 5 14 66 78 15 7 8 11 55 23 36 11 32 36 21 3291 13 114 29 26 149 395 16 7 31 65 21
internal_value=0.00160926 -0.0167217 -0.00189292 0.0116842 -0.0130963 -0.0565494 -0.0667436 0.00196408 0.00163151 0.0296934 -0.00279445 0.00136362 0.00172051 0.00213023 -0.0200031 -0.0413332 -0.0697489 0.0196062 0.00132229 0.00584984 -0.00564728 0.0164718 0.0116098 0.0176455 -0.000166482 -0.0667265 0.0114489 0.00397989 0.0432456 0.0162594
internal_weight=108.773 2.06546 1.77395 1.46685 1.1501 0.594127 0.307099 106.707 105.675 0.999285 0.659629 104.675 103.583 101.665 1.91744 1.17375 0.36772 4.49242 97.1729 29.0753 13.9625 15.1128 14.0782 13.1598 13.2504 0.679079 12.006 9.72223 2.28373 7.37811
internal_count=4633 196 184 96 85 71 88 4437 4422 62 54 4360 4335 4269 66 55 43 57 4212 921 580 341 328 299 466 71 273 201 72 170
is_linear=0
shrinkage=0.1


Tree=912
num_leaves=31
num_cat=0
split_feature=3 6 14 2 9 19 13 17 16 18 9 5 3 3 10 8 16 2 8 17 6 6 2 6 9 18 9 2 4 17
split_gain=0.238526 0.36033 0.552895 0.510289 0.435696 0.356482 0.334891 0.284587 0.981869 1.0276 1.39255 0.509602 0.620949 0.714332 0.848456 0.759625 0.520698 0.436832 0.40421 0.374443 0.408693 0.986927 0.600599 0.548323 0.373985 0.339685 0.315589 0.30088 0.323456 0.385426
threshold=93.883646373400012 16.525386113000007 206.58828306405002 131.42729508740004 184.83999455315004 14.651182102100002 117.67650082785001 201.39543491635001 22.644947046300004 14.380989918050002 205.22231928645002 21.757682542950004 89.256809930900019 88.396503329100014 68.846035804500005 8.543332867800002 19.559954260300003 325.13486840910008 1.7486353823000003 198.39433209390003 14.905348261050003 14.325334709150001 72.043920985000014 16.375382608200002 208.17787845895003 14.804191144800003 202.38851837455002 309.04644204820005 371.16724128940001 192.80507188075003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=5 2 -2 -4 -5 7 -6 17 9 10 26 12 13 14 -11 16 18 19 -16 27 21 22 -21 -22 -12 -19 -9 28 -1 -30
right_child=1 -3 3 4 6 -7 -8 8 -10 11 24 -13 -14 -15 15 -17 -18 25 -20 20 23 -23 -24 -25 -26 -27 -28 -29 29 -31
leaf_value=0.00014980171287132027 -0.0015229947603386295 0.00010483920065626383 0.0014499741494260199 0.00018532614211055933 -0.0020722442916845684 0.00076237602404149985 0.00082435292941210585 -0.0013458928929242239 0.0017735710114535773 -0.0019056651294101486 0.00080303325535619602 0.001349254343272141 -0.0017173313005298819 0.0020225873817248797 -0.0019845779911764764 -0.0021928405737237362 0.0016680014224397378 -0.0020380427825912976 0.00015376482982099846 0.002000239688113727 0.0012574839414321646 -0.002152203871807667 6.2059305950251282e-05 0.00016750060806976287 -0.00075763458710755005 6.6332651035798406e-05 -0.0027086986593863184 0.0013638541647763521 0.0002424350736829016 -0.0021966135266301475
leaf_weight=80.883604822728557 1.5496246750572016 9.0484866268661772 0.65414030407555435 1.4376341114675599 0.79024249423673598 3.5530735673382869 0.19043855159543455 1.7523545220028673 1.0720234252512444 0.85696475300938146 1.4582216981798413 1.1406224605161686 0.77672473550774235 0.69461159780621606 0.34960670136205863 0.53228853167820567 0.86388469999656159 0.6012472286238324 12.202401346869008 0.76005944237112855 4.2971881470875815 0.66252473150234426 3.2138682502118172 3.0224767806939781 0.99185928376391519 0.57882005756437138 1.0416367277503011 0.77470655519209586 0.49934761428448737 0.49702539511781652
leaf_count=1931 126 647 7 97 101 43 6 29 31 28 28 39 24 11 209 31 15 45 552 8 45 57 119 29 22 101 26 68 105 53
internal_value=0.000123036 -0.00012268 -0.000568086 -8.6468e-05 -0.000502067 0.000150328 -0.00150975 0.000132134 -6.00838e-05 -0.000146828 -0.000907773 8.22833e-05 -6.50346e-06 7.92296e-05 -1.19467e-05 0.000104402 0.000195547 0.000179758 9.42063e-05 0.000194546 0.000518879 6.3381e-05 0.000432759 0.000807402 0.000171233 -0.00100585 -0.00185396 0.000147631 0.000136124 -0.000974247
internal_weight=136.748 13.6706 4.62208 3.07246 2.41832 123.077 0.980681 119.524 23.7332 22.6612 5.24407 17.4171 16.2765 15.4998 14.8051 13.9482 13.4159 95.7909 12.552 94.6108 11.9561 4.63645 3.97393 7.31966 2.45008 1.18007 2.79399 82.6547 81.88 0.996373
internal_count=4633 984 337 211 204 3649 107 3606 1045 1014 105 909 870 846 835 807 776 2561 761 2415 258 184 127 74 50 146 55 2157 2089 158
is_linear=0
shrinkage=0.00196078


Tree=913
num_leaves=31
num_cat=0
split_feature=9 3 17 9 7 2 17 9 18 6 18 0 0 18 19 6 5 15 2 7 16 5 19 15 5 17 9 4 2 16
split_gain=0.194093 0.275505 0.377847 0.234899 0.374024 0.75686 0.485055 0.863906 0.799714 0.496708 0.404094 0.408864 0.393198 0.496056 0.503398 0.410298 0.375267 0.470418 0.455497 0.432333 0.351376 0.342466 0.336484 0.291151 0.398468 0.285899 0.503611 0.550201 0.682213 0.368205
threshold=181.33671263215004 76.190903416900014 240.41195881570002 186.70853236170004 23.109894804950002 108.63443756215001 191.06791329340004 195.34352961910002 13.258241318650002 16.405383309150004 13.141419083100002 85.990333302400003 85.705356740550016 13.405741979600002 14.351157895250003 16.555386813950005 21.869642762900003 38.469938489650012 163.12111328040001 24.277136467000002 22.674946976100003 22.217208590350001 14.351157895250003 37.882159664350006 21.438877744300004 193.82504409230003 206.57490536735003 312.24436677560004 302.29361977965004 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 -2 -3 5 12 8 -8 9 -7 11 22 15 14 -14 -5 17 23 -18 -19 21 -20 -11 24 -6 -23 27 29 -29 -27
right_child=1 3 -4 4 16 6 7 -9 -10 10 -12 -13 13 -15 -16 -17 18 19 20 -21 -22 25 -24 -25 -26 26 -28 28 -30 -31
leaf_value=-9.7062549259619368e-05 -0.0019818862456250359 0.00048331601114354894 0.00063357589841985711 -0.002119003053393847 0.00015255949009561408 -0.0015273294146388543 -0.0003367593997027176 -0.0022606691385157018 0.0014457803570484293 -0.0013237701459466169 -0.0010755241873509583 0.0011796784929062247 0.00029209851406291785 -0.00040062044247322459 0.0014049943679741339 -1.730262122383283e-05 0.0012355413394016493 -0.0023791927017369581 0.00083797531704658031 -0.00013522901029729272 0.0011499330426763832 0.00036010650466801762 0.00019499907966530477 0.00094727443036793618 -0.00097761239187458757 -0.0023170155671800056 0.00047653823873946731 0.0006831952922537126 -0.0017946628787530779 -0.00050616993493228111
leaf_weight=12.343267152813494 0.52787312178042967 8.508578712528104 0.35529948848125059 0.44132811110467018 59.924578582809772 1.2073010750027586 2.6981173909571226 1.3444898019952232 1.0580212481436317 0.76986438556923609 1.3135794440167954 1.1249689552932975 3.7753554936498386 1.8441855232231317 2.6662205308675766 1.8717043898323025 2.369710644939917 0.53677387628704198 3.0855617448251058 0.85733934669406153 1.8083569211303245 8.388008033129152 2.0656817101989873 1.7228356632986095 1.2238970367470745 0.91011028201319211 2.6324514148509479 1.6009009936824443 0.58268232370028261 0.8212658055126667
leaf_count=1853 348 146 79 14 1300 24 44 37 14 36 19 8 35 32 43 80 21 9 29 46 71 62 58 27 13 28 50 31 46 30
internal_value=0.000136887 0.000161352 -0.000929688 0.000169577 0.000145006 -8.21396e-05 -0.000428625 -0.000976613 -0.000134796 -0.000392809 -0.000133104 0.000179468 0.000296489 0.000496029 0.000752735 -0.000418308 0.000203276 0.000127355 0.000423063 -0.00099922 0.000325968 0.000243285 -0.000217354 0.000152336 0.000129939 0.000120426 -0.000186634 -0.000632556 2.19867e-05 -0.00145805
internal_weight=130.38 118.037 0.883173 117.154 108.645 22.1808 11.582 4.04261 7.53942 6.4814 5.27409 3.96052 10.5988 8.28576 6.44158 2.31303 86.4645 64.2654 22.199 1.39411 19.8293 18.021 2.83555 62.8713 61.1485 14.9354 6.54741 3.91496 2.18358 1.73138
internal_count=4633 2780 427 2353 2207 444 240 81 159 145 121 102 204 110 78 94 1763 1395 368 55 347 276 94 1340 1313 247 185 135 77 58
is_linear=0
shrinkage=0.00196078


Tree=914
num_leaves=31
num_cat=0
split_feature=7 7 7 7 7 15 17 9 4 8 9 17 13 0 13 19 18 17 17 10 3 15 7 2 16 18 18 3 7 15
split_gain=0.189757 0.33049 0.254672 0.246989 0.314985 0.323972 0.381253 0.340036 0.393016 0.230211 0.386194 0.248153 0.224726 0.341596 0.185583 0.20124 0.185385 0.183309 0.176619 0.176169 0.338696 0.201563 0.32116 0.160886 0.156796 0.451241 0.723006 0.295069 0.528071 0.565719
threshold=22.093462376800005 22.172877373800002 21.946499523750003 21.833224794850004 20.797746106000002 16.701926737050005 177.73379099395004 180.48474949425002 377.6847677435 5.1459841250500009 72.978853106700015 169.38704859920003 95.811270852950017 104.03526427400001 92.792132372400019 9.4507625164000029 17.327266398450003 179.33099108465004 174.47088669260003 87.313054702550019 69.085308578100012 12.38011581135 24.573979631000004 260.77742537720002 22.694946929300002 13.405741979600002 13.023955459300002 93.915907870950022 22.502236473750006 44.732387748900003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 -2 3 4 9 -6 -7 8 -8 10 17 -11 13 -3 15 -15 24 18 -1 -17 21 -21 -23 -18 27 26 -26 -14 -29 -30
right_child=1 12 -4 -5 5 6 7 -9 -10 11 -12 -13 16 14 -16 19 23 -19 -20 20 -22 22 -24 -25 25 -27 -28 28 29 -31
leaf_value=0.00014962417656752932 0.0011238287357290516 -0.0020031956651372562 -0.0012942131003663767 0.0010891702916018761 0.0011886174898052889 -0.0020987925819493619 -0.0020912586545917071 0.00019813717228436703 0.00072905615556272932 -8.9019223178209917e-05 -0.0019739728921797793 0.0018275316302961303 0.00015285382240976892 -0.0019822145629961921 -0.0019772591437140683 0.00078427402321989178 0.0014008028127288046 0.0015030708766035842 -0.0015258922040026165 0.0011121007969653401 -0.0020058561049186509 0.0014198491341696356 -0.001985616066135083 -0.00017120744774813516 0.00083884350733756294 0.0013931759316322056 -0.0013855117447754007 -0.0021403462945730973 0.00043070962953580157 -0.0020190219415977687
leaf_weight=2.8252854199126847 1.3384456266358018 0.42737451902576085 0.67364753018773704 0.68298355692240953 0.348864005196447 0.68022714109974947 0.69881693835486691 1.3668288931876302 0.26088412726312527 0.46089932162431047 0.3607310162296925 0.59511785741779022 111.26333805906324 0.17844741589488045 0.19156584647862462 1.0304084271192553 0.8319702751468856 0.35017705260543142 0.26452583819627751 0.52302051858714527 0.3333362375269644 0.172857356374152 0.27722421111684525 0.35801558347884566 1.5170881603844462 1.47148437181022 0.89222935517318536 0.5884054414054839 1.8227060226490723 0.45238196762875293
leaf_count=205 35 127 39 19 37 126 51 16 22 30 356 23 2171 296 96 138 44 18 26 121 192 15 137 38 33 54 29 27 32 80
internal_value=0.000134196 0.000154779 -0.000131822 -4.37942e-05 -0.000138018 -0.000600002 -0.000807529 -0.000429992 -0.00132459 0.000181177 -4.38441e-05 0.000991052 0.000144177 -0.000374092 -0.000116879 2.48078e-05 0.000157804 0.000158557 6.17937e-06 0.000178069 -0.000300054 0.000284268 -0.00067772 0.000927853 0.000150039 0.000537632 1.51102e-05 0.000136859 -0.000484619 -5.63987e-05
internal_weight=133.239 123.67 9.56899 8.89534 8.21236 3.35562 3.00676 2.32653 0.959701 4.85674 3.80072 1.05602 122.332 3.13423 2.70686 2.51529 119.198 3.43999 3.08981 2.33685 1.30644 0.973102 0.450082 1.18999 118.008 3.8808 2.40932 114.127 2.86349 2.27509
internal_count=4633 3665 968 929 910 252 215 89 73 658 605 53 3630 1122 995 899 2508 249 231 603 465 273 152 82 2426 116 62 2310 139 112
is_linear=0
shrinkage=0.00196078


Tree=915
num_leaves=31
num_cat=0
split_feature=15 2 16 16 9 15 16 9 12 18 0 8 15 18 9 3 5 8 7 15 4 17 4 4 16 6 15 9 13 13
split_gain=0.0863357 0.187185 0.0617664 0.388392 0.411147 0.251439 0.267637 0.183736 0.316987 0.577231 0.246575 0.242986 0.239779 0.293083 0.238651 0.291301 0.197992 0.182716 0.174037 0.171083 0.395609 0.158991 0.156759 0.282233 0.241883 0.45109 0.356822 0.336938 0.317894 0.314125
threshold=50.429073788800004 310.93569142660004 18.594956516900002 18.369957043050004 187.45330412110005 31.445204138150004 18.304957195050005 205.73475031020004 106.27865197405002 15.534793034950003 97.722764583650005 8.1436447804000007 24.673905035600004 17.108018746400003 203.09362050815002 77.817420585800008 13.477720021600001 7.1444245619500011 25.830248520250006 27.614913206150003 165.86037890555002 162.04221493815001 168.18037996940004 169.30632827135003 15.454963859600001 13.500315432750002 22.151858238250004 199.89081775665002 103.75835308650001 104.19926021995002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 -2 3 5 -5 6 7 14 11 -10 -11 -9 13 18 21 -16 17 -15 -12 20 -4 -1 -23 -24 26 28 -25 -28 -26 -27
right_child=1 -3 19 4 -6 -7 -8 8 9 10 12 -13 -14 16 15 -17 -18 -19 -20 -21 -22 22 23 24 25 29 27 -29 -30 -31
leaf_value=-0.082611601255000652 -0.10614679756727266 0.018644370326647782 0.066975253593134818 0.06755552081375836 -0.10577051045427784 -0.10154119128878557 0.089806920833521153 0.078141852681936047 -0.087924161114489821 0.072099453915807604 -0.019509552115134176 -0.00061781951039435908 0.012656555852264485 0.092889238785558007 0.0025366017369700205 0.078280045569706747 0.052957771755308913 -0.10254903293935323 -0.10509538927509232 0.0022202743744188717 0.0018024859160169476 -0.018146680273278253 0.11033163228359225 0.0047454311114568286 0.0083072261860554168 0.10237376494451139 -0.010470849779433121 -0.11096392163538936 -0.10293987270728894 0.022377653513297735
leaf_weight=0.22443277457252264 0.2283478360332073 0.25379478116065002 1.3734199582831923 0.17289048426027775 0.65666279831566499 0.24190674043347726 0.33406814833142462 0.50330752486615837 1.219121976115275 0.34539978345856104 0.36430017417296789 1.7667983108167389 1.4835302485153077 0.062180419235119078 1.1054408736717953 0.93910333095118392 0.40843688049426419 0.20736438397761958 0.68313534479239024 78.820605322825941 2.8939400128474517 3.0237789330712976 0.26030948071274806 6.2139190782108908 1.7707767034589781 0.90409723203629244 0.81838651981888666 0.56327532115392387 0.30044734408147622 1.0739595811781439
leaf_count=269 52 24 32 49 180 92 8 101 70 15 15 32 61 16 24 27 41 149 79 1506 127 57 2 1093 235 22 56 21 30 148
internal_value=0.00176472 -0.040458 0.00195194 -0.00233791 -0.0696469 -8.80226e-05 0.00091062 -0.000314446 -0.0139182 -0.0285477 -0.00818193 0.0168441 -0.0168231 -0.04217 0.0052571 0.0373272 0.00905745 -0.057464 -0.0753285 0.0032761 0.0227779 0.000930097 0.00218601 0.00735029 0.00504824 0.0247873 -0.00547486 -0.0514398 -0.00783004 0.0589409
internal_weight=109.217 0.482143 108.735 25.647 0.829553 24.8175 24.5756 24.2415 7.04358 4.77347 3.55435 2.27011 3.20895 1.72542 17.1979 2.04454 0.677982 0.269545 1.04744 83.088 4.26736 15.1534 14.929 11.9052 11.6449 4.04928 7.59558 1.38166 2.07122 1.97806
internal_count=4633 76 4557 2892 229 2663 2571 2563 579 446 376 133 361 300 1984 51 206 165 94 1665 159 1933 1664 1607 1605 435 1170 77 265 170
is_linear=0
shrinkage=0.1


Tree=916
num_leaves=31
num_cat=0
split_feature=7 7 9 17 17 6 6 5 5 2 16 0 3 5 5 8 18 7 7 9 3 16 7 3 7 13 7 6 4 5
split_gain=0.069941 0.299699 0.266968 1.03018 0.513822 0.399959 0.382566 0.258424 0.759033 0.41671 0.309824 0.227484 0.220751 0.253559 0.415801 0.999722 0.245639 0.331478 0.602415 0.419297 0.412008 0.47849 0.665878 0.453055 0.640958 0.399106 0.368314 0.25737 0.24733 0.204534
threshold=23.109894804950002 22.721067571950005 195.34352961910002 190.19286262750003 188.85216786605002 16.435384010100005 16.525386113000007 21.869642762900003 21.701709660250007 158.58656282205001 22.674946976100003 86.692020874450009 93.216908757050007 21.252944829650001 20.872540794500004 8.4434108459500017 13.845746551550002 23.853977146050003 23.695207782600004 201.16241229375001 85.589753040950015 19.224955043700003 24.385896469550001 84.812788641250009 24.040556609400003 113.0174028878 23.445318439400001 15.045351532250001 244.71629622840001 20.769304081650002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 29 4 -4 11 -6 -7 8 12 -9 -11 -3 13 14 16 -16 28 18 19 26 23 -22 27 -19 -25 -24 -18 -23 -2 -1
right_child=7 2 3 -5 5 6 -8 9 -10 10 -12 -13 -14 -15 15 -17 17 20 -20 -21 21 22 25 24 -26 -27 -28 -29 -30 -31
leaf_value=0.020148620766906621 0.04261041173361306 -0.076515260073940564 0.0070845898786731131 -0.097446984485558247 0.046778314402860344 -0.043802299041503033 0.020615027368745611 0.068977074460689167 -0.10617889599290004 0.0055656364853930128 0.054538701409231831 -0.0099864955113436217 -0.031084898535070429 0.026764853521967447 0.028715056518659889 -0.083909184212493187 -0.077286987184668754 0.0016823615835998005 -0.085198653132772098 0.071184902080581244 0.072764553093658271 0.0044751259206604289 -0.10692176957372981 0.024530323649713113 -0.092692962176314744 0.0016156407014370671 0.0068109667362974916 0.066871304451244187 0.0018852932444104319 -0.0015689329646023818
leaf_weight=6.1939638368030527 2.9115384500473729 1.1589006181166026 2.2588809398275775 1.6181917080539276 2.0216253925300407 1.6810385116114051 2.0416355086490512 1.2550991455791543 0.66710632255853752 16.585762943502235 1.4009321813355189 0.92355002857948409 2.0508814168861127 3.9406282088602884 1.4051552314776921 1.7949804244562981 0.78449773163447378 29.220474843635206 1.2370118223770985 0.61785145290195931 1.6716690266766807 1.2210986092686655 0.61993310693651416 0.75579969587852147 1.2183713647391412 0.74704066663980484 1.5491289372730532 1.4413742744363842 3.0570230651064776 14.461082025728215
leaf_count=292 41 29 39 47 48 34 21 16 15 292 71 23 17 43 96 28 67 1891 55 12 47 12 25 14 183 33 47 40 20 1035
internal_value=0.00159405 -0.00230066 -0.0150855 -0.0365442 -0.00445566 0.0109714 -0.00847374 0.00324897 -0.000138253 0.0132674 0.00938001 -0.0470103 0.00111948 0.00233821 0.000422772 -0.0344567 0.00279498 4.10503e-05 -0.0266183 -0.00206632 0.00306748 0.0277861 0.00912625 -0.00145009 -0.0478147 -0.0476069 -0.0214603 0.0382543 0.0217515 0.00494365
internal_weight=108.512 32.3589 11.7038 3.87707 7.82675 5.7443 3.72267 76.1534 56.9116 19.2418 17.9867 2.08245 56.2445 54.1936 50.2529 3.20014 47.0528 41.0843 4.18849 2.95148 36.8958 5.70112 4.02945 31.1946 1.97417 1.36697 2.33363 2.66247 5.96856 20.655
internal_count=4633 1568 241 86 155 103 55 3065 2686 379 363 52 2671 2654 2611 124 2487 2426 181 126 2245 157 110 2088 197 58 114 52 61 1327
is_linear=0
shrinkage=0.1


Tree=917
num_leaves=31
num_cat=0
split_feature=9 13 0 12 15 10 16 12 8 16 5 7 17 13 13 16 15 4 9 19 18 15 17 16 3 14 19 15 10 16
split_gain=0.201972 0.296636 0.399882 0.263804 0.179813 0.205863 0.141653 0.375245 0.379949 0.221146 0.168899 0.154275 0.217986 0.137486 0.328991 0.278519 0.332703 0.2526 0.338721 0.221028 0.208479 0.157918 0.141889 0.561747 0.627724 0.528192 0.32378 0.416789 0.298949 0.32879
threshold=38.283670303850009 96.357027853400012 113.1679565431 293.55977308740006 50.429073788800004 61.971648364950006 12.604970524100002 247.65401887280004 8.0437227585500022 7.1549832685000014 21.100330328400002 28.043300357450004 183.09840208680004 117.97223122220002 118.06363879865002 23.359945374300004 43.376643616500012 168.18037996940004 229.11263139465004 14.651182102100002 13.511883313150003 42.968808980200009 201.39543491635001 22.644947046300004 90.988176966900014 162.62753922915002 14.551174033150001 42.968808980200009 63.452988794850008 20.719951547750004
decision_type=2 2 2 2 2 2 2 2 2 2 2 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 7 8 -2 -9 11 -11 -13 19 -15 16 17 -16 21 22 -21 -19 -8 24 25 -24 27 -26 -27 -30
right_child=4 -3 -4 -5 5 -7 13 9 -10 10 -12 12 -14 14 15 -17 -18 18 -20 20 -22 -23 23 -25 26 28 -28 -29 29 -31
leaf_value=0.00081838840336723455 -0.001994848536587233 -0.0020473728094528732 -0.0019829655434047029 -0.0016946937784487817 0.00018442117697555976 -0.0020443453930288364 0.00017707087827250909 -0.0019917126209699023 0.00057664528295311621 0.0013556523041777242 -0.00079301547298396904 0.0018793844088866231 -0.0019861469373011736 -0.0021123617005360962 0.00065165736813707956 -0.0020589889585662102 0.0018348533788317208 -0.0020528826254323338 0.0018063015809189967 0.001326019384204323 0.00032034905128275711 0.00038889247822054102 -0.0021176367577177952 0.0015618028530676481 -0.0021984650182809299 0.0012154563085751133 3.2869844468207777e-05 -0.00021929970222196388 0.00015652544700764203 -0.00075432162733331059
leaf_weight=1.0042473061475892 0.72897788243972106 0.38324251264566545 0.34383383437670989 0.19116263982141379 0.32688049097487137 0.31085846015412244 96.452175213689088 0.14259072493587144 0.31696149759591208 0.79524082751595393 0.27226268680351484 0.092904882418224588 0.14153394440654665 0.33559755049645845 0.70789903425611578 0.22998205549083639 0.39168150816112746 0.51348526869696798 0.13917533494532108 1.1483654389157885 2.5575974774546921 0.12702140957117081 0.41543998068665189 0.8460274962708344 1.0861465199850493 0.90676134452224033 0.83350481465458859 0.6562533946125767 14.033540684060425 1.7092325326520938
leaf_count=143 500 111 293 79 20 56 2222 84 44 44 28 4 59 12 44 15 8 106 4 23 31 2 15 31 51 18 10 30 495 51
internal_value=0.000126956 -0.0005038 -0.00011948 0.000416512 0.000136564 -0.000901965 0.000141838 -0.000321131 -0.00121558 0.000326513 0.000580408 0.000943562 -0.00045429 0.000151205 -0.000309134 -2.22257e-05 0.000227031 -0.00019631 -0.000966208 0.000160534 0.000631976 -0.00156864 0.000145593 -2.60522e-06 -6.99918e-05 6.61983e-05 -0.000972231 -0.00145304 0.000120689 5.76325e-05
internal_weight=128.141 1.92249 1.53924 1.19541 126.218 0.637739 125.58 2.49047 1.04594 1.44453 1.30194 1.02968 0.234439 123.09 2.44484 2.10924 1.87926 1.48758 0.779682 120.645 3.70596 0.640507 116.939 20.4869 19.6409 17.065 2.5759 1.7424 16.6495 15.7428
internal_count=4633 626 515 222 4007 76 3931 763 544 219 135 107 63 3168 191 179 164 156 112 2977 54 108 2923 701 670 579 91 81 564 546
is_linear=0
shrinkage=0.00196078


Tree=918
num_leaves=31
num_cat=0
split_feature=16 16 16 19 13 15 3 15 17 19 19 3 0 6 16 16 5 6 0 18 7 7 0 9 16 3 16 6 17 7
split_gain=0.276728 0.717914 0.651955 0.473818 0.409914 0.96769 0.409438 0.354016 0.37317 0.341462 0.667045 0.643703 0.313997 0.856898 0.440121 0.386722 0.515109 0.280354 0.587039 0.455899 0.519425 0.327281 0.350674 0.30098 0.284433 0.268469 0.318723 0.252449 0.377308 1.19577
threshold=20.394952307700002 20.674951653000004 20.034953149600003 14.051133688400002 113.95029785905002 34.139075990150012 88.813214339350012 36.548474543700003 186.69708271700003 13.751109481500002 13.651101412550002 87.130239549750016 87.261973998100004 16.355382140900002 22.614947116400003 22.654947022900004 21.072048321250005 16.455384477450004 86.538778761000017 13.845746551550002 23.299327580650004 22.557405306150006 86.09518316945001 195.13041324455003 22.614947116400003 92.738363209800013 22.584947186600004 16.565387047600002 199.89028782265004 24.613673730750005
decision_type=2 2 2 2 2 2 2 2 2 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 7 5 -3 -2 9 -9 10 -1 -11 13 14 -6 27 -17 18 21 20 -20 -15 23 -23 -24 26 -19 28 -14 -30
right_child=1 4 -4 -5 12 -7 -8 8 -10 11 -12 -13 15 17 -16 16 -18 25 19 -21 -22 22 24 -25 -26 -27 -28 -29 29 -31
leaf_value=7.1319066655488298e-05 0.00011435650618862135 -0.0017871277309253651 -0.0014989553667255483 -0.0013697438611240881 -9.3809707132786214e-05 0.00040667688104556682 0.0015614366415707985 0.00144133263719144 -0.0020316068219924138 0.001356028445164713 -0.0018960079821747019 -0.00050861426931489971 0.0004040655471678412 0.00084145039529364091 -0.0017223331125935065 0.00029503884000811869 0.002020452266290071 0.00014056293118223896 0.00066893666209432866 -0.00018290948925969201 0.0020529523280485621 -0.0011462610348746869 5.8721992915872712e-06 -2.6533878952745231e-05 0.00092232073334928236 0.00011040878219356745 -0.0013017076640179906 0.00093659753433562789 -0.0018909734565269822 0.00049624223139164861
leaf_weight=45.853534421821223 1.1302077332511538 1.3594481330364936 1.0803277691011306 0.90025554475141589 1.1577698717010201 1.7920920676551757 2.2448147822869942 0.15056435306905669 0.56654785192222334 2.0560047386679794 0.67233128930092689 1.088705259360722 8.5555519461631793 2.0433782299514887 1.4212946933839701 1.4215554185211652 1.2503413702361283 1.1888471590355032 2.8735918179154387 1.2133432924747465 1.6361738611012695 1.5762208090200132 4.721686439588666 2.2268359002555371 1.7977909715846179 33.790415920084342 1.167694497387856 1.985116597265004 1.2575206588953727 2.2503660200163722
leaf_count=3085 16 31 42 38 32 24 46 9 80 52 32 34 76 38 42 20 31 22 16 14 63 31 37 31 35 521 20 23 43 49
internal_value=0.000119291 0.000191782 8.46474e-06 4.0217e-05 0.00015283 -0.000539643 0.00107685 6.54082e-05 -0.00130243 8.51562e-05 4.28898e-05 0.000710485 0.000182507 0.000112999 -0.000991271 0.000418692 0.00110246 0.00016551 0.000364792 0.000884014 0.00117107 0.000124489 -1.74357e-05 -0.000490618 0.000258589 6.57834e-05 -0.000574099 0.000288645 0.00018202 -0.000359536
internal_weight=132.43 80.0621 52.3683 51.2879 76.687 3.15154 3.37502 50.3877 0.717112 49.6706 46.5259 3.14471 73.5355 56.815 2.57906 16.7205 2.6719 54.236 18.089 5.72311 4.50977 12.3659 10.3225 3.80306 6.51948 36.147 2.35654 14.0486 12.0634 3.50789
internal_count=4633 1261 3372 3330 1199 55 62 3292 89 3203 3117 86 1144 902 74 242 51 828 265 93 79 172 134 62 72 563 42 191 168 92
is_linear=0
shrinkage=0.00196078


Tree=919
num_leaves=31
num_cat=0
split_feature=15 2 16 19 10 12 17 13 7 7 3 18 5 2 6 9 15 2 18 4 9 0 10 9 3 18 16 10 9 2
split_gain=0.196633 0.211856 0.200298 0.32143 0.309534 0.261504 0.221294 0.173294 0.26841 0.358438 0.167988 0.348254 0.223466 0.201798 0.775985 0.291165 0.282136 0.239152 0.295159 0.270152 0.203671 0.295545 0.23795 0.648694 0.366635 0.316195 0.248421 0.192765 0.191798 0.178234
threshold=50.429073788800004 310.93569142660004 11.864972254500001 10.650859343850001 90.679004281900021 175.541285848 238.05090660085003 95.811270852950017 27.589407812900003 21.034091097450002 93.883646373400012 13.531614672700002 25.546339592900001 90.05676182820001 16.575387281250006 187.55294863440002 34.969820938750011 94.087390192850009 11.634276750250001 185.29521033610004 66.544071737050004 76.535026057600007 61.928633034850002 186.70853236170004 94.031511570550009 12.917213570250002 22.714946882600003 55.855406118200008 58.084576609100004 210.71970372160004
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 -2 3 4 5 -1 -5 8 9 -7 12 13 -4 14 -12 -16 -17 -15 28 -20 29 27 26 24 -24 -26 -23 -22 -19 -21
right_child=1 -3 10 6 -6 7 -8 -9 -10 -11 11 -13 -14 17 15 16 -18 18 19 20 21 22 23 -25 25 -27 -28 -29 -30 -31
leaf_value=-0.0019673309804555919 -0.0021030030378542423 9.4509421677322196e-05 0.00015469680275616261 -0.0020056224174723721 -0.001972774708742272 0.0016746953850471234 0.00074436908640292728 0.0017205505169207759 0.0012203246221974709 -0.0017005222073035126 -0.0018119380251851195 -0.0014814503342754155 0.00093667811422264158 0.0013176475093265767 0.00088938485944932725 -0.0020484174088095152 0.00052639277705639166 0.0019961894092986247 -0.0016440207410139121 0.0018278227110406387 0.00025917808380871706 0.0012444814824142643 0.0019744104105338467 -0.0020607898064469526 0.00040534018265216782 -0.0021995516663798381 0.00018221555175783983 -0.0020720948999200092 -0.0020569356549330633 0.00023194439980912227
leaf_weight=0.17074773824333478 0.31560399866429989 0.36229275579898967 116.54847260460519 0.60648684054649482 0.25895302859680658 0.1709366920404134 0.13812638986564707 0.38858077663462598 0.52215560752665624 0.41381375888886396 1.0333578201389149 0.64072088282046102 1.4221476863604028 0.62137305930082121 1.1880834273943035 0.32177374121965829 0.33288208022713661 0.051215060055254891 0.31401808152440747 0.52039580978453137 0.21245882731454901 1.1564509747913687 0.39845021255314328 0.5964536707906517 0.68726274313667091 0.24232861374912318 3.1571271135471761 0.38073409927892499 0.36330609446440576 0.55710071814246476
leaf_count=146 52 24 2642 222 417 8 62 12 34 83 44 81 20 17 56 28 14 1 60 17 32 32 6 47 74 17 56 145 153 31
internal_value=0.000124786 -0.000928572 0.000130138 -0.000401528 2.15908e-05 0.000331539 -0.0014955 0.000594014 0.000198541 -0.000713865 0.000140995 -7.25814e-05 0.000164124 1.80746e-06 -0.000451868 0.000310822 -0.000739167 0.000142736 5.82126e-05 0.000139595 0.000210414 8.54463e-05 0.000211212 -0.000362121 0.00040079 -0.000273711 0.000467004 -0.00123712 -0.00155616 0.0010027
internal_weight=134.094 0.677897 133.416 2.6698 1.92519 1.66623 0.744613 1.49549 1.10691 0.58475 130.746 12.7755 117.971 12.1348 2.8761 1.84274 0.654656 9.25868 8.6373 8.22278 7.90876 6.83127 6.23807 1.9245 1.32804 0.929591 4.31358 0.593193 0.414521 1.0775
internal_count=4633 76 4557 984 700 283 284 137 125 91 3573 911 2662 830 142 98 42 688 671 517 457 409 232 144 97 91 88 177 154 48
is_linear=0
shrinkage=0.00196078


Tree=920
num_leaves=31
num_cat=0
split_feature=9 9 0 6 18 18 13 13 6 6 5 8 15 9 8 9 9 7 3 4 4 9 18 13 9 18 7 2 18 17
split_gain=0.225813 0.343339 0.441779 0.758896 0.410032 0.306004 0.286901 0.235201 0.374588 0.21008 0.533995 0.208181 0.271454 0.249794 0.268998 0.598889 0.201558 0.253508 0.433279 0.20021 0.252767 0.199786 0.294077 0.190076 0.175855 0.315656 0.435156 0.675173 0.845299 0.761357
threshold=181.33671263215004 186.70853236170004 85.732241321850012 16.465384711100004 12.783127173500002 12.899561312100003 117.60122400020002 98.050756475600011 13.185308072600002 16.625388449550005 28.006145904900002 7.943800736700001 40.957632625650007 171.56638398075003 5.1459841250500009 74.737174262250008 185.98753508445003 22.580797808900005 93.14163192940002 208.25848595475003 160.20223982390002 61.192192081150004 11.634276750250001 75.758061657900015 190.36745536595001 13.037923179150001 23.109894804950002 73.795394389500018 13.317304170000002 188.27285108100003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=11 16 3 -3 -4 -6 -5 8 -7 -8 -11 12 13 14 15 19 17 -2 -19 20 -1 23 -23 -21 -9 -26 27 -27 29 -29
right_child=1 2 4 6 5 7 9 24 -10 10 -12 -13 -14 -15 -16 -17 -18 18 -20 21 -22 22 -24 -25 25 26 -28 28 -30 -31
leaf_value=0.00040067058035403815 0.00064844633401589058 -0.002088155836051099 0.0015752353326011046 -0.0015357130961227209 -0.00091923632457556026 -0.0015626494382546786 0.00050324407737072909 -0.00014576697107303096 0.00098567890964848591 -0.0016103955349263766 0.00055205142754179051 -0.00072954827166998642 0.0010238855598486364 -0.0021371746365170426 0.0015814504850840334 -0.0019815075140221889 0.0011474169686287099 0.00067221656467745486 -0.0010839777519823931 -0.0019780521893366333 -0.0020250184854505812 -0.002018666804970439 0.000749386488730512 -2.7402797952654079e-05 0.00082302581259930427 0.0010572224185888819 0.00023972329537631735 -0.0012572954320168148 -0.0014043314043903886 0.0003685805063378798
leaf_weight=0.28757590451276893 5.0568045114632678 0.85639167187946341 0.80667132139205833 0.46143243979895476 0.97891872376203437 0.69786389475939248 2.1972946539754052 5.5769212474115184 0.32507266286120284 0.78630892408546038 0.99411372118629515 1.7194439349696029 0.92002704739570695 0.22421057826432012 0.37607520587334953 0.61260163833867487 1.7629036753969556 1.1495073852711359 1.0188102487009016 0.20021997261210334 0.38799824719899334 0.15750918954290716 2.3362898680479702 4.7101027038661414 3.1477039571618652 1.4124245829880226 78.825789094575157 1.4562643392127919 2.3569637204054743 4.621237815823406
leaf_count=17 71 60 11 79 14 461 49 95 20 63 33 38 6 27 29 423 46 38 14 200 164 29 154 766 29 22 1554 21 43 57
internal_value=0.000158348 0.000185101 0.00015376 -0.000398184 0.000182928 0.000171629 -7.21577e-05 0.000182479 -0.000752832 9.76211e-05 -0.000402975 -9.83479e-05 7.92396e-06 -9.26629e-05 -4.21135e-05 -0.000112358 0.00055298 0.00040794 -0.000152953 2.93612e-05 -0.00099246 0.000122595 0.000574555 -0.000106941 0.000192302 0.000212836 0.000191175 -0.00019746 -0.000407568 -2.10047e-05
internal_weight=126.421 114.489 105.501 5.29554 100.206 99.3992 4.43915 98.4202 1.02294 3.97772 1.78042 11.9321 10.2126 9.29258 9.06837 8.6923 8.98803 7.22512 2.16832 8.0797 0.675574 7.40412 2.4938 4.91032 97.3973 91.8204 88.6727 9.84689 8.43447 6.0775
internal_count=4633 2780 2611 284 2327 2316 224 2302 481 145 96 1853 1815 1809 1782 1753 169 123 52 1330 181 1149 183 966 1821 1726 1697 143 121 78
is_linear=0
shrinkage=0.00196078


Tree=921
num_leaves=31
num_cat=0
split_feature=9 9 0 6 13 6 5 19 2 0 7 16 15 12 2 7 13 5 15 15 6 17 18 6 3 18 6 15 16 5
split_gain=0.23431 0.344482 0.372939 0.668812 0.25534 0.273657 0.443668 0.220556 0.358353 0.216552 0.294307 0.233902 0.211338 0.187318 1.1644 0.525483 0.912665 0.390776 0.813992 0.746118 0.636144 0.500812 0.599607 0.56895 0.49604 0.602872 0.59355 0.398467 0.39586 0.44513
threshold=181.33671263215004 186.70853236170004 85.732241321850012 16.465384711100004 117.60122400020002 16.625388449550005 28.006145904900002 14.451165964200003 121.36426933400001 102.75018128760001 27.167771904950005 13.854967601050001 36.136500007950012 148.96091148645004 129.01927736685002 22.958251375150002 117.56896250265002 19.897785533950003 31.445204138150004 32.355961258350007 16.415383542800004 201.81829107560003 14.951081515600002 14.825346391850003 83.613736315050019 14.243842826850001 14.745344522600002 26.806761490850004 22.554947256700004 21.191508333600002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=-1 7 3 -3 -5 -6 -7 8 12 13 -11 -12 -2 17 -15 16 -16 18 21 -20 -19 23 -23 24 27 -26 -27 -4 29 -22
right_child=1 2 9 4 5 6 -8 -9 -10 10 11 -13 -14 14 15 -17 -18 20 19 -21 28 22 -24 -25 25 26 -28 -29 -30 -31
leaf_value=-0.0001205493395229371 0.00050430929959754695 -0.0020800728710895096 0.0002427434351816071 -0.0014789195427162094 0.00053792607144670542 -0.0015951544170264655 0.00033945500930801601 0.0011645992620903352 0.0011038151933951751 -0.0019870731948961103 -0.0019739648072778985 0.00033224228180586717 -0.00028348736348559754 -0.0019323623165183755 -0.0017105017716922051 0.00018588158194410845 0.00021796065463442841 0.0013945806599121855 -0.0020483152726158511 -0.0001463815511983488 0.0017576500074365229 -0.0018365233867389955 2.2128043427654185e-05 0.00096720974905817781 -0.0018179728657917377 -0.0013494020431267513 0.0011640904998481188 0.0013242988784902883 8.7479698282226225e-05 0.00024045515678349549
leaf_weight=12.410707786747023 2.6578872336540353 0.75857184186315763 12.257846706008435 0.45721402882918472 2.1838716244674288 0.79419640183914442 1.0694851402658967 1.7190175470896063 1.9344115185740518 0.41123479500310978 0.20405674543144392 0.98648849636083469 2.5800936501473188 1.0661203078925598 1.577620186726562 54.035424609603069 2.3474129028618336 2.718114571645855 1.1156498081982129 2.7420887823682278 1.3650820739567264 0.83666141575667907 3.2968641213374212 5.0402042604982844 0.95343814697116558 0.59639629861339905 0.91598297655582428 1.4663122557103623 7.4461966976523399 1.632693088147789
leaf_count=1853 26 60 197 79 49 63 33 71 52 177 208 57 20 21 41 972 37 46 98 40 79 27 71 73 44 51 4 11 50 23
internal_value=0.000135642 0.000162779 0.000132312 -0.000376782 -8.99592e-05 6.69386e-05 -0.000484967 0.000533793 0.000382607 0.000158324 -0.000557006 -6.30364e-05 0.000116261 0.000169622 9.82131e-05 0.000135563 -0.000557162 0.000269072 0.000142713 -0.000696417 0.000549605 0.000270342 -0.000354079 0.000391917 0.000212819 -0.000596888 0.000172912 0.000358299 0.000329694 0.000931333
internal_weight=129.577 117.167 108.275 5.26334 4.50477 4.04755 1.86368 8.89141 7.17239 103.012 1.60178 1.19055 5.23798 101.41 59.0266 57.9605 3.92503 42.3835 29.2214 3.85774 13.1621 25.3637 4.13353 21.2302 16.19 2.46582 1.51238 13.7242 10.444 2.99778
internal_count=4633 2780 2611 284 224 145 96 169 98 2327 442 265 46 1885 1071 1050 78 814 616 138 198 478 98 380 307 99 55 208 152 102
is_linear=0
shrinkage=0.00196078


Tree=922
num_leaves=31
num_cat=0
split_feature=9 3 17 9 0 6 13 2 15 6 5 2 6 8 15 13 2 8 9 9 10 13 18 9 9 9 5 5 0 7
split_gain=0.233165 0.250485 0.361903 0.200625 0.430358 0.757579 0.326781 0.301891 0.420659 0.289107 0.563922 0.249089 0.340113 0.19685 0.240139 0.281284 0.229459 0.229341 0.40773 0.208398 0.188593 0.187985 0.187656 0.331013 0.184892 0.183468 0.350431 0.40769 0.215586 0.307495
threshold=181.33671263215004 76.190903416900014 240.41195881570002 186.70853236170004 85.732241321850012 16.465384711100004 117.60122400020002 121.36426933400001 35.645792850250011 16.625388449550005 28.006145904900002 149.35510112725004 16.445384243750002 7.943800736700001 40.957632625650007 116.67639440335002 112.39935172340002 5.1459841250500009 74.737174262250008 47.331347365000006 70.816675614150014 120.78166996855002 11.634276750250001 61.192192081150004 54.842324361600014 190.36745536595001 21.950234501100002 20.872540794500004 85.882794977150013 23.109894804950002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=13 2 -2 7 5 -5 -7 8 20 -8 -11 -9 -13 14 15 16 19 18 22 -1 -3 -17 -18 24 -24 26 27 -6 -27 -30
right_child=1 3 -4 4 25 6 9 11 -10 10 -12 12 -14 -15 -16 21 17 -19 -20 -21 -22 -23 23 -25 -26 28 -28 -29 29 -31
leaf_value=0.00016699035049911335 -0.0019808724666594835 0.0012498806149378102 0.00068727004127815019 -0.0020944789986848981 -0.00042315357893962476 -0.0015731840228811274 0.00056199198758954321 0.0020188465133640105 -0.00018040409937285633 -0.0016441075620602795 0.00044781290830488201 0.0016035556660083552 -0.00013279713730273977 -0.00070915504377357032 0.00094583301883759217 -0.0020744738335249013 -0.0014982853349642196 0.0014119131227701598 -0.0019864177820293565 -0.0020381041768654166 0.00015260422180955009 0.00086519817200529582 -6.064708081523256e-06 0.0007211093504547872 -0.0011383098769518424 0.00052804958819344474 -0.00099921293733800927 0.00074803684878831025 -0.0001416046448344393 0.0002112161158519614
leaf_weight=0.28147324733435652 0.49268710001069749 1.6176962982863172 0.32396621617226629 0.84447075620118894 2.5266343676485112 0.50634062960307336 2.3295074276975356 0.70488596893847022 3.8830205854028463 0.86896969785448197 1.1525605889037249 0.78080524061806478 0.97568922280333936 1.8798080114647735 0.9044503243640073 0.42682535153289869 0.27653515494603009 0.45711033780389687 0.38421017681639558 0.39744898187109357 0.95935674640350033 0.10401611018460244 3.868965332130756 2.4986922976331698 0.6472580809786449 6.8998314035125068 1.4477645166916771 2.0862356815487146 10.814359525800681 77.966578971107083
leaf_count=52 348 38 79 60 48 79 49 10 37 63 33 30 18 38 6 188 29 46 187 183 13 16 865 160 83 56 39 15 155 1610
internal_value=0.000132934 0.000159719 -0.000922421 0.000167313 0.000143853 -0.000380346 -8.23388e-05 0.000449856 0.000227214 9.11544e-05 -0.000451415 0.0010342 0.000639055 -0.00012589 -1.88902e-05 -0.000112285 -2.87781e-05 6.26423e-05 -1.77111e-05 -0.0011239 0.000841399 -0.00149846 8.60264e-05 0.000148482 -0.000168336 0.00017323 -0.000157607 0.000106534 0.000194186 0.000168239
internal_weight=129.308 117.181 0.816653 116.365 107.443 5.70185 4.85738 8.92145 6.46007 4.35104 2.02153 2.46138 1.75649 12.1268 10.247 9.34254 8.81169 8.13277 7.67566 0.678922 2.57705 0.530841 7.29145 7.01492 4.51622 101.741 6.06063 4.61287 95.6808 88.7809
internal_count=4633 2780 427 2353 2207 284 224 146 88 145 96 58 48 1853 1815 1809 1605 1370 1324 235 51 204 1137 1108 948 1923 102 63 1821 1765
is_linear=0
shrinkage=0.00196078


Tree=923
num_leaves=31
num_cat=0
split_feature=5 6 5 17 5 18 15 13 17 17 6 2 9 6 15 17 3 0 10 6 15 16 13 13 18 3 12 6 14 13
split_gain=0.0762312 0.274306 0.607627 0.289821 0.260404 0.465294 0.327566 0.247059 0.236251 0.410931 0.275879 0.23608 0.221 0.226323 0.201545 0.199684 0.278735 0.199465 0.316121 0.183346 0.1812 0.249105 0.324763 0.310684 0.172975 0.195517 0.206695 0.1443 0.614557 0.500953
threshold=23.714185006400005 16.405383309150004 24.367802910700004 199.05253715360001 23.195398057700004 13.391483899700001 42.33967733730001 117.60122400020002 193.94976740385002 196.70927211395002 16.445384243750002 166.17270395525003 226.58992707320002 16.465384711100004 42.80317728375001 193.44542285585001 93.668569722950011 85.866664228400012 61.917879202350001 16.515385879350003 41.54912092575001 22.674946976100003 117.61735474900001 117.73026999045001 12.783127173500002 93.883646373400012 142.72328397895004 16.455384477450004 274.15552132740009 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=4 2 -2 8 6 11 20 -7 10 -10 -3 19 13 -12 -8 16 -15 18 -18 -6 21 24 -23 -24 25 -1 -27 -26 -29 -30
right_child=1 3 -4 -5 5 7 14 -9 9 -11 12 -13 -14 15 -16 -17 17 -19 -20 -21 -22 22 23 -25 27 26 -28 28 29 -31
leaf_value=0.068093786165386291 -0.10723127153555397 0.051578136876331962 0.00045356693632741082 0.056671763083092824 0.060517467309209684 0.029456660503091783 -0.078262042309874838 0.10325387489168941 -0.11632433552271493 -0.00068246075667979041 -0.10582939976229265 -0.025932746274936122 0.088732620163423925 -0.094237801435069338 -0.0069346556099051772 0.08944253582694095 -0.0074967897485690438 0.017721624000277034 -0.10306158916906397 -0.010217652560364452 0.024691574685381676 -0.0015639243221653551 -0.11180023497465151 -0.010676794188581955 0.0044099691823747192 -0.10734911726131142 0.098215607982136896 0.00072807807720881134 -0.11371450058217064 -0.009910600294261775
leaf_weight=0.76961269096500373 0.79457388583978117 1.0218760045790931 1.5387583466294925 0.8779643510624745 0.84698990831384369 0.92556426115334012 0.80726850774953962 0.88974018720909953 0.48105640000721972 0.85065026220399886 0.22458837441081403 1.5354307638481257 0.24937836546450842 0.34675008244812477 0.77787711261771619 0.22216516500338901 3.2174617757063975 2.8214194779284298 0.38787274448259257 0.64586491129011847 3.5649613528512409 2.1593825453892346 0.67087191343307473 0.55529751168796793 65.179530231069748 0.14667173877342066 0.073388566903304309 15.161999475831182 0.90103307343087979 0.96051228139549494
leaf_count=20 44 32 105 37 22 37 17 11 38 25 22 18 12 23 37 6 414 11 171 25 39 39 16 30 3092 66 6 162 45 11
internal_value=0.00202871 -0.00514966 -0.0362165 0.00162429 0.00299759 0.0255954 0.00180435 0.0656271 -0.00329565 -0.0424561 0.0028458 0.00159844 -0.00382097 -0.00701766 -0.0432596 -0.00384541 -0.00690518 -0.00219322 -0.0177779 0.0299148 0.00259679 0.00168701 -0.0249027 -0.0660043 0.00276908 0.0443264 -0.0387947 0.00226876 -0.00592947 -0.0601542
internal_weight=109.607 13.0345 2.33333 10.7012 96.572 4.84359 91.7284 1.8153 9.82322 1.33171 8.49151 3.02829 7.46964 7.22026 1.58515 6.99567 6.7735 6.42675 3.60533 1.49285 90.1433 86.5783 3.38555 1.22617 83.1927 0.989673 0.22006 82.2031 17.0235 1.86155
internal_count=4633 940 149 791 3693 113 3580 48 754 63 691 65 659 647 54 625 619 596 585 47 3526 3487 85 46 3402 92 72 3310 218 56
is_linear=0
shrinkage=0.1


Tree=924
num_leaves=31
num_cat=0
split_feature=13 13 16 8 5 17 4 19 15 18 5 18 7 17 19 15 17 6 2 16 16 19 16 10 17 18 0 0 6 19
split_gain=0.0699347 0.253902 0.146182 0.285221 0.213681 0.295144 0.130604 0.123882 0.0884544 0.427978 0.416681 0.308264 0.434517 0.21729 0.216276 0.150722 0.388123 0.373904 0.618708 0.61119 0.245962 0.335997 0.212564 0.159841 0.122671 0.559463 0.341433 0.786991 0.400372 0.253778
threshold=117.97223122220002 118.06363879865002 22.794946695500006 8.7431769115000026 30.133297129900004 165.41031664360003 160.20223982390002 14.651182102100002 45.102215827400009 13.471502260950002 25.704065249550002 13.278511569200001 23.050081659550006 199.05253715360001 14.451165964200003 41.29990759910001 192.64609805285002 16.285380505300001 200.24623605120004 22.514947350300002 22.644947046300004 14.251149826300002 22.674946976100003 62.036171360100006 203.37411447725003 14.329845562450002 90.321439350550008 91.109157582800023 14.935348962050002 14.151141757350002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=7 -2 6 -4 5 -5 -3 8 15 11 13 12 -10 -11 -15 22 20 19 -19 -18 21 -17 24 -24 -1 -26 -27 -28 29 -29
right_child=1 2 3 4 -6 -7 -8 -9 9 10 -12 -13 -14 14 -16 16 17 18 -20 -21 -22 -23 23 -25 25 26 27 28 -30 -31
leaf_value=0.0032862410040860584 -0.10638311786000194 0.05241733277859123 0.095288430027527418 0.052638839510843527 0.0314132310301466 -0.102491385662813 -0.10394815718381406 0.022001346943173527 -0.10295016086355638 -0.11527396750667268 0.041959711751044855 0.035930809805197882 0.0039095171804799178 -0.093443837777353697 0.022342243673163245 0.013274445474538946 -0.089270083514921689 0.095403064740863741 0.01667693364055068 0.047279623789296475 0.017970332168125793 -0.041088273278646982 -0.044411480999039687 0.002398659216604987 -0.085808062166284615 -0.073419157238985219 0.10036825359063983 0.0034606794287464111 -0.091227850420826387 -0.080785311239269297
leaf_weight=69.538370951303023 0.27252145996317212 0.070072578266262897 0.31128516886383284 0.17628809809684731 0.55821147561073303 0.40302431565942243 0.22472371860931162 3.0625843645539126 0.47669547330406148 0.7213212738279251 0.37085255066176603 1.9682319601779452 1.8860818077810106 0.32181234215386212 0.32348264567553997 2.0378246739128354 0.59335858308258937 1.6255742785288019 2.5868774144910276 0.73237480036914349 3.5482284026220441 2.5717265401035547 1.787863916717469 1.2322361562401054 0.85277241588982988 0.62319274863693763 0.76451657479628821 8.3144349881240434 0.51119387411745343 0.37363377577276047
leaf_count=3056 12 10 14 5 14 63 78 57 100 51 20 30 17 25 21 19 23 19 27 26 28 34 34 28 44 31 23 667 38 19
internal_value=0.00183129 -0.01662 -0.00259027 0.0104708 -0.0127397 -0.0552844 -0.0667803 0.00217952 0.00159447 -0.0101203 -0.0520486 0.00670005 -0.0176497 -0.0775592 -0.0354009 0.00232216 0.0120495 0.0324805 0.0470571 -0.0138359 -0.00182083 -0.0170552 0.000736116 -0.0253124 0.0017076 -0.00788842 -0.00161205 0.00287918 -0.00522277 -0.000162352
internal_weight=108.841 2.01613 1.74361 1.44881 1.13752 0.579312 0.294796 106.825 103.763 6.06848 1.73747 4.33101 2.36278 1.36662 0.645295 97.6942 13.696 5.53819 4.21245 1.32573 8.15778 4.60955 83.9982 3.0201 80.9781 11.4397 10.587 9.96378 9.19926 8.68807
internal_count=4633 196 184 96 82 68 88 4437 4380 264 117 147 117 97 46 4116 176 95 46 49 81 53 3940 62 3878 822 778 747 724 686
is_linear=0
shrinkage=0.1


Tree=925
num_leaves=31
num_cat=0
split_feature=9 9 0 6 13 19 2 15 19 10 13 0 13 12 12 0 5 18 7 7 9 5 9 10 13 4 0 18 18 5
split_gain=0.240526 0.300567 0.396013 0.783349 0.288068 0.249826 0.343303 0.410883 0.257652 0.247812 0.995316 0.859477 0.663569 0.501424 0.493305 0.490762 2.28931 0.392346 0.410848 0.331552 0.742691 0.512744 0.334493 0.377816 0.313718 0.493395 0.530814 0.310027 0.347537 0.785791
threshold=181.33671263215004 186.70853236170004 85.732241321850012 16.465384711100004 117.60122400020002 14.451165964200003 121.36426933400001 36.136500007950012 14.351157895250003 66.859265246100009 113.19215266625001 91.886121982450007 113.98793627290001 288.20446809535002 133.01805689090003 86.345209775600011 22.458857822500004 13.304953393500002 23.109894804950002 23.050081659550006 194.45262321395003 23.714185006400005 197.20558004415003 61.950140699950005 117.56358558635002 185.29521033610004 86.264556031700025 13.956123578150001 14.380989918050002 18.428229854150004
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=-1 5 3 -3 -5 6 7 -2 -8 10 -4 -11 -12 27 24 16 -16 -17 -19 20 21 -18 -21 -24 25 26 -14 -13 29 -29
right_child=1 2 9 4 -6 -7 8 -9 -10 11 12 13 14 -15 15 17 19 18 -20 22 -22 -23 23 -25 -26 -27 -28 28 -30 -31
leaf_value=-0.00012242507303985041 0.00061653881520019915 -0.0021006497460263275 0.0014811772777558183 -0.0014992468722931074 0.00010289415766735634 0.0011517176655276319 0.00048049116352692897 -0.00047252659781888437 0.0019663376931827307 -0.001602822727552991 -0.00079576573447378445 0.00084348146762947213 0.0014277911201498322 -0.0014463053118362753 -0.0023441383631984578 0.00090506947529054769 -0.0023293035848524026 -0.00077465403416007727 0.00026173003945920148 0.00073727973701707094 0.00057489240197206048 -0.0001559174540340734 0.00051198005958054925 -0.00062547489190755768 0.00017111940904849989 0.0019912624078308829 0.00018985325326323409 -5.2169990571746788e-05 0.00015691428001127431 -0.002150724646398859
leaf_weight=12.427323553208224 2.7485935980221239 0.85467734272606222 2.4014265192672601 0.4804355603737348 4.2337232251884416 1.8435880676843224 1.1450377445726188 2.5840587913990021 0.7377989719971082 1.1776114526437584 2.497314851731061 2.1907232189550987 2.0395965278148633 0.79507411683880391 1.632626075297593 3.4421287821605828 0.88853004947304659 1.5594422006979609 25.817961680935696 4.1168554979376477 1.5494271573843432 0.78697261464549229 2.3293405973818153 2.1673801131546497 4.0551643408834934 1.216859985142946 3.836860696785152 4.1641590632498255 33.580497187032051 0.82130471157142881
leaf_count=1853 26 60 34 79 145 71 40 20 12 54 39 28 20 181 25 28 15 16 314 30 29 27 18 31 27 69 46 78 1134 84
internal_value=0.000137008 0.000164401 0.000135787 -0.000373515 -6.03853e-05 0.000507537 0.000342946 8.88072e-05 0.00106273 0.000163305 0.000244215 4.90535e-05 0.000192943 9.58691e-05 0.000237481 0.000144685 -0.000167506 0.000281142 0.000202697 0.000132669 -0.000403607 -0.00130848 0.000333451 -3.62633e-05 0.000606142 0.000854839 0.000619516 0.000125954 8.51947e-05 -0.000397886
internal_weight=130.122 117.695 108.636 5.56884 4.71416 9.05908 7.21549 5.33265 1.88284 103.067 60.3379 42.7294 57.9365 41.5518 55.4391 44.2907 13.4711 30.8195 27.3774 11.8385 3.22493 1.6755 8.61358 4.49672 11.1485 7.09332 5.87646 40.7567 38.566 4.98546
internal_count=4633 2780 2611 284 224 169 98 46 52 2327 768 1559 734 1505 695 533 175 358 330 150 71 42 79 49 162 135 66 1324 1296 162
is_linear=0
shrinkage=0.00196078


Tree=926
num_leaves=31
num_cat=0
split_feature=9 3 17 9 0 6 19 13 6 5 10 0 0 0 12 7 7 0 8 15 5 18 13 6 9 5 5 10 13 15
split_gain=0.296349 0.394354 0.340075 0.296346 0.44677 0.780029 0.335543 0.255721 0.302803 0.520834 0.242208 0.95659 0.906193 0.75409 0.453496 0.592548 0.649668 0.978693 0.464698 0.347583 0.635748 0.584678 0.464193 0.337522 0.315862 0.402485 0.334146 0.31451 0.653348 0.308016
threshold=181.33671263215004 76.190903416900014 240.41195881570002 186.70853236170004 85.732241321850012 16.465384711100004 14.451165964200003 117.60122400020002 16.625388449550005 28.006145904900002 66.859265246100009 91.886121982450007 90.321439350550008 89.861713010250014 133.01805689090003 22.958251375150002 22.870118039000001 85.990333302400003 8.6432548896500023 36.270131511550012 20.201591378100002 13.453871405300001 116.86189801435002 15.945372561050002 200.52256857420005 21.869642762900003 22.327062271350005 64.369753017350021 117.51519334005 28.579157549250002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=-1 2 -2 6 5 -5 -3 -7 -9 -10 12 -12 13 14 27 16 17 18 -16 20 -17 -22 -21 -14 -24 -26 -27 28 -6 -13
right_child=1 3 -4 4 10 7 -8 8 9 -11 11 29 23 -15 15 19 -18 -19 -20 22 21 -23 24 -25 25 26 -28 -29 -30 -31
leaf_value=-0.00012431011410371428 -0.0019841180101460051 0.00034777807652086221 0.00049853358308579862 -0.0020952905737902498 0.0015605572174812545 -0.0014765031268816047 0.001280711118585806 0.00058045863402373407 -0.0016380460902343569 0.00042876872646800077 -0.0016612744443381851 0.00026052099200159657 0.00048021676305376145 -0.0010721281607219493 -0.002259637559261252 0.00041790763658263965 -0.0016732358294603276 0.00062552292545332887 -0.00019092595041733163 0.0012576008955468298 -0.00013241203776943644 -0.0022151312181778967 0.000461477677458138 0.0016284740997071353 -0.00056077123655080721 0.00072318705836010811 9.1729177112233807e-06 -0.00022767086823526222 0.00041634981436117284 -9.4805125601973508e-05
leaf_weight=12.662113204742807 0.58749976876606425 6.9521832410246116 0.33201000868575647 0.85336389697113091 2.71661862824112 0.43969024297985004 1.8838346891570834 2.2631993601971772 0.83723549550632004 1.0651286020874975 1.1669034026563156 27.367914293092326 1.6345857889391471 1.6907747061923135 0.86689911468420067 2.533414951991289 1.2415287517942486 2.8552920483052731 0.80527182784862816 1.9477734435349692 1.1897037848830225 0.91816024994477619 16.055662519065667 2.4735365007072687 3.1228964887559405 3.6562972720712414 8.1075609035324288 1.4570586644113053 6.5318426415324211 14.270109632168895
leaf_count=1853 348 75 79 60 92 79 71 49 63 33 54 647 32 28 37 26 24 29 9 24 6 38 135 43 27 29 115 25 49 454
internal_value=0.000160735 0.000191367 -0.0010877 0.000201428 0.000173199 -0.000373408 0.000546679 -5.43394e-05 9.57751e-05 -0.000480842 0.000202277 8.9674e-05 0.000282872 0.000217322 0.000257691 0.000168349 -0.000416701 -7.21319e-05 -0.0012634 0.000258278 -0.000244037 -0.00103962 0.000329161 0.00117159 0.000270718 6.4979e-05 0.000231094 0.000619049 0.000752446 0.000138744
internal_weight=130.486 117.824 0.91951 116.904 108.068 5.45862 8.83602 4.60525 4.16556 1.90236 102.61 42.8049 59.8049 55.6968 54.006 43.3005 5.76899 4.52746 1.67217 37.5315 4.64128 2.10786 32.8902 4.10812 30.9424 14.8868 11.7639 10.7055 9.24846 41.638
internal_count=4633 2780 427 2353 2207 284 146 224 145 96 1923 1155 768 693 665 499 99 75 46 400 70 44 330 75 306 171 144 166 141 1101
is_linear=0
shrinkage=0.00196078


Tree=927
num_leaves=31
num_cat=0
split_feature=16 16 16 13 15 19 0 17 13 2 5 0 5 17 5 17 15 16 17 9 13 10 8 19 15 15 5 16 13 5
split_gain=0.230328 0.627947 0.591382 0.564074 0.654046 0.379389 0.35074 0.503542 0.555201 0.382751 1.09383 0.420534 0.926001 0.435502 0.635893 0.435882 0.750034 0.377392 0.358549 0.4003 0.65533 0.606332 0.371204 0.320882 0.423245 0.408315 0.275898 0.458723 0.597558 0.545713
threshold=20.394952307700002 20.179952810500001 20.674951653000004 113.98793627290001 33.995989817300007 14.251149826300002 86.538778761000017 198.26219854015002 117.55283175385001 100.92170827030002 21.757682542950004 86.345209775600011 22.382820633700003 192.80507188075003 23.714185006400005 190.37043331840002 42.80317728375001 22.644947046300004 188.85216786605002 193.49750438550004 117.60122400020002 61.950140699950005 8.543332867800002 14.051133688400002 36.548474543700003 28.094167143500005 21.252944829650001 22.454947490600002 115.13321943645001 20.971847224900007
decision_type=2 2 2 2 2 2 2 2 2 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 5 4 -4 -2 7 9 -9 18 -11 12 -12 15 -15 -14 -17 -10 19 20 -5 -21 -20 24 -1 -25 27 28 -8 -29
right_child=2 -3 3 6 -6 -7 26 8 17 10 11 -13 13 14 -16 16 -18 -19 22 21 -22 -23 -24 25 -26 -27 -28 29 -30 -31
leaf_value=0.00010536839170289592 0.0018251132328072864 -0.0023221780247217401 -0.0015918560101169544 -0.00094036645054500711 8.7758262455399613e-05 0.00045699006706458246 4.9487254265291794e-05 -0.0022342269881197759 0.00068342584976651267 -0.0010703475981972224 -0.0017892323784690217 0.00074931675906971364 0.00013496638780286191 0.0015516058678163762 -3.7239761012854073e-05 -0.0022216557173043256 7.973143574764165e-05 -0.0013939015722560155 0.0014270831629412328 -9.1497825909734248e-05 0.0004355018973140832 0.0017212030721390564 0.00033918871234512595 0.0004722398318126003 -0.0014292233871759669 -0.0018540455984060063 0.00056003832533759292 0.00027349523285184914 0.0017575486865546248 -0.00067654627602656292
leaf_weight=52.629192462901301 1.3515705460449674 0.42786255362443526 1.4607140067964786 2.2817243374884111 2.2867826435249299 1.840423824265599 1.699819866567853 0.71874676988954833 0.8705942044034598 3.1699562445282963 1.0086327971657798 3.8556276364251962 11.562491271157343 1.8564478280022734 2.0246730006474536 0.88041053921915535 1.4267996650451094 0.54780285665765405 2.2457648310810319 1.4947794701438399 3.1941670534433797 1.3503276039846239 2.6041841758415103 0.47972770981141255 0.70017264669149781 0.73382752592442557 15.248075728770344 7.955781029770149 1.4671466983854768 3.284111026674509
leaf_count=3220 38 13 33 32 29 24 23 24 34 32 23 25 221 23 65 21 35 23 59 33 34 16 23 27 90 22 194 89 80 28
internal_value=0.0001411 4.3972e-05 0.000209827 0.000174415 -0.000566928 0.00103629 0.000213683 9.6402e-05 -0.000830286 0.000147241 8.3331e-06 0.000159532 3.83134e-05 0.000142158 0.000722749 -2.03076e-05 -0.000798457 -0.000118864 0.000419183 0.000172194 -0.000137802 0.000768835 0.000842937 6.25333e-05 8.52204e-05 -0.000934447 0.000376201 0.00018163 0.000840773 -4.09122e-06
internal_weight=132.658 54.9708 77.6876 74.4956 3.7475 3.19199 70.7481 41.0931 2.13714 38.956 25.785 22.6151 18.7595 17.7508 3.88112 13.8697 2.30721 1.4184 13.1709 8.321 5.47589 2.84511 4.84995 54.5429 53.3294 1.21356 29.6549 14.4069 3.16697 11.2399
internal_count=4633 3372 1261 1199 62 62 1137 723 81 642 445 413 388 365 88 277 56 57 197 115 66 49 82 3359 3310 49 414 220 103 117
is_linear=0
shrinkage=0.00196078


Tree=928
num_leaves=31
num_cat=0
split_feature=6 13 13 15 3 6 14 18 13 6 10 5 3 15 6 10 3 18 15 7 19 5 15 0 16 19 10 19 4 18
split_gain=0.233544 0.323546 0.220155 0.298264 0.21993 0.448292 0.532224 0.521216 0.407277 0.64131 0.351233 0.254086 0.284083 0.255635 0.309465 0.318965 0.249453 0.347783 0.207799 0.200749 0.199686 0.188491 0.287719 0.216811 0.186939 0.434284 0.248972 0.238674 0.293587 0.18598
threshold=5.0851188130000002 92.563613431350021 92.146902421150017 12.38011581135 93.883646373400012 16.525386113000007 206.58828306405002 13.431207332600001 117.66037007905001 16.415383542800004 55.855406118200008 22.665750084250003 94.031511570550009 20.734744936600006 16.585387514950003 61.821094709650005 94.472418703950012 13.023955459300002 25.585355160750002 19.052023743050004 14.551174033150001 4.9923198389000012 6.8054746905500005 113.32926403090002 11.864972254500001 10.650859343850001 86.100560085750018 10.350835137000002 342.02920059975003 12.816643511250001
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 3 21 24 6 20 8 9 18 -11 -7 -13 -14 -15 16 -16 29 19 -8 -6 22 23 -1 25 26 27 28 -2 -18
right_child=4 -3 -4 -5 5 11 7 -9 -10 10 -12 12 13 14 15 -17 17 -19 -20 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=0.0018845632867370836 -0.0020089245960722372 -0.0019845854899928723 0.0013022105018733526 -0.0013451219709870797 -0.002133014840110812 0.00082988093329756831 0.0012576157225632097 -0.0020977494897346095 0.00169422883349299 0.00068219543347833225 -0.0021111991056044915 -0.0020933148618327716 -0.002135211533997392 0.00070543526449595652 0.0018253295596857995 -0.0021674740888537616 -0.00010148005473779655 -0.0018034826348311004 0.0018769602044824002 -0.0010537116983830714 -0.00068269077000422099 0.0013071765328070673 -0.0019853959136708565 -0.0019885183849603994 0.00017194573692365936 -0.001761640320302401 -0.0020136004075056537 0.001521127841100117 0.00081359384185104204 0.0014276157119243367
leaf_weight=0.2141687707044182 0.23388481429719721 0.44545374632434676 0.3392055908916517 0.75754331299685873 0.91201259862464101 1.709344186441738 0.28615360753610797 0.43709094354198885 0.56102886592270795 0.2322659702040254 0.6788792063089204 0.24327556090429414 0.1978837746580665 2.3313249056227505 0.25926223676651705 0.28894418796699017 3.1833163243900353 0.44002238917164493 0.44175514293601736 0.29179802133148769 0.60851503722369671 0.4097972386807669 0.25234659851412289 0.075037470636743819 118.42105128568801 0.64130195166944748 0.16748952335910861 0.51946021511685103 0.35941132323932834 0.33831383526558045
leaf_count=9 84 196 19 256 112 36 10 61 13 11 64 10 103 106 7 78 250 37 14 38 14 48 192 89 2327 199 173 31 26 20
internal_value=0.00012445 -0.000470109 -0.000140716 -0.000427129 0.000135532 -0.00010235 -0.000611395 -0.000122786 0.000223634 -0.000203662 -0.00139912 0.000149549 -1.01411e-05 6.1855e-05 0.000125406 -0.000174434 -3.8e-05 -0.000159942 0.00086452 9.06655e-05 -0.0015526 0.000303853 -0.00045537 0.000879653 0.000162102 -0.000444578 0.000215167 0.000550636 -0.000299078 4.54162e-05
internal_weight=136.277 2.49355 2.0481 1.70889 133.784 13.4412 4.4495 2.92897 2.49188 1.93085 0.911145 8.99169 7.28234 7.03907 6.84118 4.50986 4.22091 3.96165 1.01971 0.577952 1.52053 0.95135 0.541553 0.289206 120.343 1.92155 1.28025 1.11276 0.593296 3.52163
internal_count=4633 809 613 594 3824 984 337 211 150 137 75 647 611 601 498 392 314 307 62 48 126 338 290 98 2840 513 314 141 110 270
is_linear=0
shrinkage=0.00196078


Tree=929
num_leaves=31
num_cat=0
split_feature=16 15 18 15 6 6 13 16 17 15 0 6 10 2 5 3 6 13 17 2 8 0 9 7 5 9 7 0 17 10
split_gain=0.245481 0.583668 0.802851 0.741162 0.346351 0.331024 0.39648 0.628766 0.563276 0.341918 0.30173 0.731457 0.734954 0.428085 1.92806 0.318998 0.597074 0.306451 0.337009 0.777942 0.541163 0.429476 0.570004 0.317219 0.626693 0.302412 0.30042 0.287819 0.250014 0.242879
threshold=18.684956306450005 28.579157549250002 14.032563378150002 28.298162031900002 14.935348962050002 15.635365317800002 108.79383516485002 17.644958738400003 230.32451555280002 26.384523135650003 86.345209775600011 16.375382608200002 62.186725015400008 100.92170827030002 22.382820633700003 93.883646373400012 16.555386813950005 117.97223122220002 192.80507188075003 198.08048018110003 8.4434108459500017 85.882794977150013 194.45262321395003 21.698399695800003 28.006145904900002 191.61296531520003 23.567644028800004 85.866664228400012 162.04221493815001 64.369753017350021
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 3 26 5 -4 6 7 9 -9 28 11 12 -2 15 25 27 -17 18 21 -20 -21 -16 -23 -19 -25 -15 -3 -13 -1 -12
right_child=10 2 4 -5 -6 -7 -8 8 -10 -11 29 13 -14 14 17 16 -18 23 19 20 -22 22 -24 24 -26 -27 -28 -29 -30 -31
leaf_value=-0.0015966417974116059 -0.0021351253974716453 -0.00039911269676700675 -0.0019279524006354906 0.001807461411088391 0.00024754273843408852 -0.0014869323769377087 0.0012264616683184697 -0.0017947519484522157 0.0015538186696983369 -0.0020863581934183364 0.00037005064927811009 0.0011971097176897761 0.00036359501302164895 -0.00095684811888754949 0.00030419061169922808 -0.0013469025826508302 0.00038867167956210921 -0.0021343120041008514 0.001686295740497375 0.00060268455271272675 -0.0012861132932310189 -0.0013084398548631677 0.00012644154592387089 -0.0011775325456114694 0.0018477142678934985 -0.0023355823685675048 0.0019541782691718736 0.00038166267083313064 0.00010581924002514566 0.00012002107926604244
leaf_weight=0.33589956767538964 1.1477513747959154 0.43095775754773002 1.6348429866629883 0.90735596670856367 0.33984683081507672 0.55838770199397814 1.0393311719672045 1.2198615405941371 0.2294658850878476 0.28198027348844235 34.641116965794936 2.4295965991914255 0.74719370488310222 1.1412181183695822 9.2779069524258428 1.0102025074884293 3.1027529175626114 0.42314811595861002 1.7889436191471748 1.9056635568231288 0.84038650561706152 1.750288703246041 2.7161998648080043 0.77864616399165221 0.3977446723729372 1.3180704641854388 0.40415366552770138 5.28194934502244 26.164857476824182 26.260577364941128
leaf_count=258 52 38 266 16 10 351 25 104 18 38 433 20 15 14 210 22 75 73 27 39 38 39 30 48 12 26 5 64 1817 450
internal_value=0.000128053 -1.65213e-05 -0.000871943 6.16761e-05 -0.00155355 8.5732e-06 3.71018e-05 -6.68312e-06 -0.00126459 6.13874e-05 0.000178074 3.59201e-05 -0.00114986 0.000101693 -5.79998e-05 0.000403376 -3.7611e-05 0.000144617 0.000216633 0.000680127 2.46469e-05 6.3702e-05 -0.000435847 -0.000678378 -0.000154679 -0.00169579 0.000739767 0.000638577 8.42404e-05 0.000262239
internal_weight=130.506 33.5469 2.8098 30.7371 1.97469 29.8298 29.2714 28.2321 1.44933 26.7827 96.9594 36.0577 1.89495 34.1627 22.3382 11.8245 4.11296 19.8789 18.2794 4.53499 2.74605 13.7444 4.46649 1.59954 1.17639 2.45929 0.835111 7.71155 26.5008 60.9017
internal_count=4633 2946 319 2627 276 2611 2260 2235 122 2113 1687 804 67 737 556 181 97 516 383 104 77 279 69 133 60 40 43 84 2075 883
is_linear=0
shrinkage=0.00196078


Tree=930
num_leaves=31
num_cat=0
split_feature=16 15 18 15 16 10 10 7 5 7 10 15 16 3 10 13 16 8 13 15 19 2 3 10 7 2 18 9 18 7
split_gain=0.312958 0.522836 0.913087 0.596764 0.383058 0.408363 0.584349 0.490799 0.415536 0.33729 0.492576 0.769623 0.808422 0.351451 0.536276 0.895646 0.540832 0.608662 0.373452 0.319576 0.301761 0.301636 0.382783 0.301091 0.287044 0.282128 0.613586 0.467649 0.459304 0.438555
threshold=18.634956423400002 28.444110612900001 14.032563378150002 28.298162031900002 16.094962363000004 70.348883899450016 75.981203682750007 22.375171215700004 18.331716563250001 25.290974689350005 70.128430332750014 27.220712026400005 18.874955862150003 86.092494711350014 66.859265246100009 113.19215266625001 19.284954903400003 8.1436447804000007 113.89115178020002 28.579157549250002 13.351077205700003 108.63443756215001 83.866451379300017 78.962703749400006 24.227986230350002 108.01392853780001 13.141419083100002 195.34352961910002 13.055593598800002 22.532843451200005
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 3 -3 4 -1 7 8 -6 -7 10 13 -12 21 24 15 -15 -16 -18 -17 -19 23 22 -13 -8 -2 26 28 -28 29 -20
right_child=9 2 -4 -5 5 6 20 -9 -10 -11 11 12 -14 14 16 18 17 19 25 -21 -22 -23 -24 -25 -26 -27 27 -29 -30 -31
leaf_value=0.00010117820820344586 0.0014420322388599071 0.000894719452906475 -0.0018938417299056557 0.0019156183051078645 -0.00070012932786502676 -0.0019041240716545535 -0.0020062477063559369 0.0017489139562728222 0.00033271629601788505 0.00055066275442439876 0.000942324314299987 0.00025298859339646824 -0.0021354635418178803 0.0013770791505201153 0.00051669579575575021 -0.00077583320960999817 0.00018902262108672137 -0.00050625248645612202 2.8996935807537308e-05 -0.0021530104592750511 0.00062809168068604887 0.00058448367199399063 -0.0020856772773132294 0.00089166322195212639 0.00023717228840545198 0.00011320326841203977 0.0014803069003413187 0.00045270628420344191 -0.00072833147695064839 0.00084558535351216327
leaf_weight=24.411920881462727 1.5403568041510873 0.67025655709221554 1.3829155061466734 0.63775073150463768 0.65066289850119463 1.7367818529019139 0.42332978501508467 0.60913888656068593 0.39122418477199961 9.3506269267527369 1.1177986310794938 0.54500240832567282 1.318317121826112 2.4373871413990846 1.4413201818242658 1.5734501733677451 1.1765730092301967 0.69040480256080661 7.993908360484058 1.3180542236659674 1.1482794043258762 1.025111496215686 0.53147434536367655 0.204399951180676 1.5009978280868379 52.77999590595573 2.7548657106235614 4.457959795370698 2.0056061577051869 3.6984554883092642
leaf_count=1881 13 43 257 7 324 156 126 14 19 115 12 2 68 43 26 28 21 12 138 46 56 13 38 24 31 910 112 41 32 25
internal_value=0.000141703 -2.6052e-05 -0.000983518 3.9013e-05 -1.4528e-06 -0.00048664 -0.00079987 0.000484031 -0.00149289 0.000196237 0.000159375 -0.000470135 -0.000931798 0.000192836 0.000168655 0.00020727 -0.000479899 -0.000930887 0.000169386 -0.00158694 3.05045e-05 -0.000176744 -0.000901649 -0.00106264 0.000847398 0.000189569 0.00038232 0.000845188 0.000138591 0.000287295
internal_weight=131.524 32.2667 2.05317 30.2135 29.5757 5.16382 3.90402 1.2598 2.12801 99.2577 89.907 4.5377 3.41991 85.3693 82.328 77.7016 4.62635 3.18503 75.2642 2.00846 1.77601 2.10159 1.07648 0.62773 3.04135 73.6908 20.9108 7.21283 13.698 11.6924
internal_count=4633 2907 300 2607 2600 719 381 338 175 1726 1611 133 121 1478 1434 1329 105 79 1286 58 206 53 40 150 44 1258 348 153 195 163
is_linear=0
shrinkage=0.00196078


Tree=931
num_leaves=31
num_cat=0
split_feature=15 6 16 15 15 18 9 19 7 19 10 9 18 9 16 15 16 16 10 7 2 7 10 5 9 12 2 7 6 3
split_gain=0.0931241 0.188728 0.0829754 0.452921 0.657326 0.586145 0.311812 0.407089 0.255602 0.255241 0.260329 0.335999 0.33397 0.276404 0.232063 0.211725 0.205211 0.312559 0.322168 0.205198 0.181429 0.179109 0.491292 0.967312 0.175728 0.170108 0.29681 0.600367 0.71328 0.717672
threshold=50.429073788800004 16.265380038000004 18.684956306450005 28.579157549250002 28.298162031900002 14.032563378150002 213.03443802080002 13.251069136700002 23.567644028800004 12.851036860900001 70.816675614150014 187.24995708280002 13.304953393500002 211.24289424260004 18.734956189500004 24.673905035600004 17.874958200600002 16.094962363000004 78.962703749400006 19.052023743050004 207.58106365020004 25.290974689350005 70.128430332750014 17.089764221050004 210.25104900155003 133.01805689090003 129.01927736685002 22.580797808900005 16.285380505300001 93.14163192940002
decision_type=2 2 2 2 2 2 2 2 2 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 9 8 -7 -8 -5 16 12 -12 19 20 -4 -15 17 -1 -19 -11 -13 22 25 -24 -23 -16 27 -27 -29 -30
right_child=1 -3 14 5 -6 6 7 -9 -10 10 11 13 -14 15 21 -17 -18 18 -20 -21 -22 24 23 -25 -26 26 -28 28 29 -31
leaf_value=0.0048370370099543314 0.070903031908375366 -0.0776738420440658 0.048058504818367979 -0.025873897491550418 0.093585880803852425 -0.10438935137178913 -0.10739360559677202 0.081981381699528372 0.099361536535462203 0.032173091848873847 0.011606750193252371 -0.10476864188348356 0.054000312358672357 -0.10303705825296938 0.010812983953511195 0.0035640169017504505 0.087268009215086761 -0.092565269659468666 0.083298817467007735 -0.10946778479260598 -0.0034703879582851007 0.040152885158077883 0.02218558859322927 -0.09423426944352753 0.0076539187780325733 0.041536319477600676 0.0029810675327270539 -0.10716165784448416 0.028456054573708464 -0.069392714543800249
leaf_weight=19.17229885033159 0.11234998609870572 0.35765367926614999 1.1811100998893369 0.3346693250277889 0.7530294976386348 1.1714007233349546 0.21391662867608818 0.24184477770177182 0.31765744602307677 0.16680053231027503 1.0089578299630377 1.089172206586227 0.82120520574972034 0.23902684891072545 22.034227919080877 0.84487009252188727 0.28904262624564481 0.59970334023728256 0.12606312218122184 0.26442583150583232 0.21107254596427072 2.4313519618008277 1.363774185534566 1.4972285915864629 5.2703550441656262 1.1634169500612177 42.769285729165858 1.1395767787471411 1.7107767947018149 1.3341167494654653
leaf_count=1785 5 71 29 38 16 223 41 12 5 38 98 115 40 59 468 45 10 274 8 130 9 24 16 103 73 29 801 23 21 24
internal_value=0.00225941 -0.0421579 0.00244961 -0.00226397 0.00154144 -0.044977 -0.0770841 -0.00690385 0.0351108 -0.00124973 -0.0223838 -0.0367659 0.0165803 -0.057237 0.00405342 -0.0199442 0.00361372 0.00239854 -0.0620183 -0.0546804 -0.0883246 0.00340948 0.00187953 -0.0387396 0.0179135 0.00353611 0.00020382 -0.022007 -0.0396741 -0.0144163
internal_weight=110.23 0.470004 109.76 27.8652 25.5857 2.27949 1.62716 0.455761 0.652327 24.8326 4.64553 3.3931 1.25243 2.38414 81.8952 1.0839 20.1871 19.8981 0.725766 0.431226 1.30024 80.7141 73.0124 2.861 7.70171 70.1514 48.1172 5.34789 4.18447 3.04489
internal_count=4633 76 4557 2946 2627 319 276 53 43 2611 534 326 208 228 1611 104 2077 2067 282 168 124 1582 1485 119 97 1366 898 97 68 45
is_linear=0
shrinkage=0.1


Tree=932
num_leaves=31
num_cat=0
split_feature=5 16 16 13 16 16 19 15 3 3 6 9 17 5 5 5 19 3 19 9 0 17 5 15 17 17 16 9 7 18
split_gain=0.330153 0.197036 0.563498 0.51396 0.644079 0.453078 0.462891 0.374269 0.371946 0.368799 0.664564 0.547974 0.494645 0.475744 0.3823 0.560079 0.365579 0.564989 0.539794 0.32303 0.304595 0.250744 0.233 0.231297 0.224967 0.301794 0.297946 0.636358 0.282821 0.812743
threshold=12.306951632950001 20.394952307700002 20.674951653000004 113.98793627290001 20.834951278800002 20.034953149600003 14.051133688400002 36.548474543700003 88.813214339350012 92.367355987800025 16.355382140900002 195.34352961910002 192.19686994285004 22.627560662300002 21.252944829650001 20.769304081650002 13.751109481500002 87.130239549750016 13.651101412550002 202.49517884540003 88.729872137350014 191.75825325995004 22.627560662300002 29.583625105200003 198.26219854015002 199.05253715360001 22.544947280100004 203.09362050815002 23.276000438150003 13.317304170000002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=-1 5 8 4 -4 6 7 16 -3 11 12 -5 -11 -14 15 20 18 -18 -2 -16 -13 -9 -21 -7 26 -26 27 -12 29 -28
right_child=1 2 3 9 -6 23 -8 21 -10 10 24 14 13 -15 19 -17 17 -19 -20 22 -22 -23 -24 -25 25 -27 28 -29 -30 -31
leaf_value=-0.0003546116794921075 0.00014254556284132143 0.00014899566686264368 0.00018851110503596342 0.0011367332726573941 -0.001441722510110027 -0.00019679509034528053 -0.0013257121378687764 0.0010663613359670628 0.0015623228208021497 -0.0021535230697952768 0.0010210525602518522 0.00070513964287628554 0.00081467613768128105 -0.0013422438026094788 4.201318358595413e-05 -0.00098374219121422969 0.001464302739346863 -0.00041165896061867084 -0.0017726240376116484 0.0014018794812074289 -0.00028887204021934155 -0.0020201591355450072 0.00024526501470713193 -0.0022060582438256709 -0.0012218453839822475 4.7555775633359719e-05 0.00022134459041809015 -0.00091055225318404254 0.00045370103530905048 -0.00080724287236426493
leaf_weight=4.4713962081050331 41.58215333312728 1.1067467369139188 2.2599258618429299 4.0623393766582003 1.5853937848005442 0.40182254684623231 0.8422548897942751 0.12774888791318417 2.0272184645873494 0.75507964468852096 4.1838859315612345 3.0807027220725995 0.81706548854708649 0.75778880951111205 1.8149726036936042 1.686522578820586 1.8797087185084813 0.91900936615274975 0.57361856091301788 2.3517598621547227 1.926321825943887 0.48680454768327763 0.9362084362655877 0.48751628969330341 0.87133389711379905 4.1477065425060573 25.775392229148569 0.77760095102712501 12.747458305675535 3.335668899875599
leaf_count=1267 1832 14 23 49 37 15 37 14 46 33 108 22 9 31 24 26 46 34 30 39 37 75 43 26 26 92 416 20 111 51
internal_value=0.000168859 0.000187688 0.00024887 0.000214323 -0.000483621 8.8082e-05 0.000114647 0.000141269 0.00106321 0.000252648 0.000175655 0.000515632 -0.000848769 -0.000223191 0.000301744 -6.4597e-06 0.000162046 0.000848297 0.000116486 0.000706016 0.00032272 -0.00137856 0.00107255 -0.00129823 0.000221698 -0.000172819 0.00026399 0.000718317 0.000210138 0.000103485
internal_weight=128.779 124.308 77.0071 73.8731 3.84532 47.3006 46.4113 45.569 3.13397 70.0278 54.169 15.8588 2.32993 1.57485 11.7965 6.69355 44.9545 2.79872 42.1558 5.10294 5.00702 0.614553 3.28797 0.889339 51.839 5.01904 46.82 4.96149 41.8585 29.1111
internal_count=4633 3366 1257 1197 60 2109 2068 2031 60 1137 897 240 73 40 191 85 1942 80 1862 106 59 89 82 41 824 118 706 128 578 467
is_linear=0
shrinkage=0.00196078


Tree=933
num_leaves=31
num_cat=0
split_feature=17 9 9 5 18 15 7 13 3 15 13 2 2 14 9 13 15 19 9 17 16 16 10 3 0 19 8 17 6 6
split_gain=0.0808292 0.0998671 0.0860783 0.195124 0.151439 0.169749 0.132884 0.241343 0.0922331 0.0759805 0.222188 0.121426 0.122858 0.099153 0.153167 0.0956707 0.0946293 0.0881112 0.171964 0.0851817 0.389521 0.405861 0.471609 0.402162 0.373006 0.685479 0.306861 0.258524 0.295996 0.490609
threshold=159.52695360440003 58.084576609100004 37.364870866050005 2.7155367820000005 16.435318745950003 5.1773271655500013 23.883283491600004 96.357027853400012 79.47351079420001 46.674706678850008 117.56896250265002 247.02271001585004 195.72231170465002 458.95627065950003 223.65407503400004 117.28936285705002 15.714164299950001 14.651182102100002 201.16241229375001 201.39543491635001 22.644947046300004 20.719951547750004 64.369753017350021 90.988176966900014 90.767723400200012 14.251149826300002 8.543332867800002 198.39433209390003 14.905348261050003 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 3 4 -2 -6 7 8 -5 13 15 12 -12 17 16 -11 -15 19 -19 27 21 24 23 -23 -21 26 -26 -4 -29 -30
right_child=2 -3 9 6 5 -7 -8 -9 -10 10 11 -13 -14 14 -16 -17 -18 18 -20 20 -22 22 -24 -25 25 -27 -28 28 29 -31
leaf_value=0.032676815293653488 0.081777439272514893 -0.1025454324135763 0.0016786543759499996 -0.010328403909631424 0.087459566551512199 -0.1009945070180532 -0.10084242017221323 -0.1033869456003719 0.098528110142030972 0.0015982942712299516 -0.002146438063874222 0.0080040110853469189 -0.1058909012153405 0.05858258411452491 0.097024181651815214 -0.10310648108705492 -0.046911117909615135 -0.00040604608862112386 0.049092496934275517 0.079288748479148519 0.07782121888538579 0.031531663254888813 -0.10673233469312966 -0.047307292195777902 0.0053491340869950693 -0.13654727080659149 -0.075771479459467106 -0.0036443118722259069 0.060305527015450291 0.0016541656681351277
leaf_weight=0.083596425480208292 0.25153816957026609 0.15755074082926512 75.634362431155751 0.18974613492173376 0.074433205554669257 0.13356202349859814 0.3309742816236394 0.21054098882450489 0.13197140302509069 0.11669342737877686 0.25644952680158928 2.2256666175089777 0.20571613155698287 0.14818343606748285 0.28411505114127067 0.34605275404919666 0.19951502470939886 1.7007861780002707 1.1950026538688687 0.58567552552085445 0.55840221373364407 1.0324600627645866 0.76184738497249771 1.7331633267458526 10.882038897136221 0.36938653295510526 0.48719245271058831 3.4681690256766142 3.1037274969276041 2.6387125276960433
leaf_count=47 14 239 2362 48 32 159 235 82 4 9 20 55 46 38 26 63 46 33 37 21 30 27 39 61 576 17 31 148 43 45
internal_value=0.00216239 -0.0556691 0.00229003 -0.0230648 0.0295757 -0.0335543 -0.0510874 -0.0201482 0.0343255 0.00260077 -0.0127003 -0.00168153 -0.0483245 0.00306084 0.0425561 -0.0767025 -0.00195142 0.00282125 0.0200205 0.00232937 -0.00426573 -0.00715737 -0.0370662 -0.0178752 0.00140316 -0.00248279 0.00187297 0.00360495 0.019423 0.0333546
internal_weight=109.497 0.241147 109.256 1.32277 0.459533 0.207995 0.863233 0.532259 0.321718 107.933 3.15058 2.68783 0.462166 104.783 0.631814 0.462746 0.347698 104.151 2.89579 101.255 16.4102 15.8518 3.52747 2.76562 12.3243 11.7386 11.3692 84.845 9.21061 5.74244
internal_count=4633 286 4347 574 205 191 369 134 52 3773 193 121 66 3580 110 72 84 3470 70 3400 802 772 127 88 645 624 607 2598 236 88
is_linear=0
shrinkage=0.1


Tree=934
num_leaves=31
num_cat=0
split_feature=16 19 10 17 12 13 7 7 0 12 5 3 10 6 13 15 6 12 5 5 17 7 7 0 15 2 6 5 7 17
split_gain=0.0779514 0.195413 0.195898 0.152826 0.133447 0.128587 0.195285 0.238118 0.0739596 0.295085 0.215868 0.301675 0.234496 0.230785 0.53272 0.198594 0.684209 0.583439 0.435959 0.387136 0.295331 0.261918 0.679155 0.327387 0.237123 0.338504 0.270794 0.398979 0.307942 0.178924
threshold=11.864972254500001 10.650859343850001 90.679004281900021 238.05090660085003 175.541285848 95.811270852950017 27.589407812900003 21.034091097450002 86.345209775600011 323.50112601465008 20.315138807500002 93.345954747300013 63.452988794850008 16.375382608200002 117.39690118230001 37.882159664350006 15.205355270700002 367.09662155515008 21.556055031700001 22.458857822500004 191.20566072810004 22.673598830200003 22.773029501100002 86.538778761000017 42.33967733730001 217.42844949650001 16.165377701450002 22.053438739150003 23.913271136350005 194.36188291790003
decision_type=2 2 2 2 2 2 2 2 2 2 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 -6 9 10 -2 -12 13 14 -13 18 17 -17 21 -20 -18 -10 -23 -24 26 -26 27 -22 -28 -25
right_child=8 3 -4 -5 5 -7 -8 -9 15 -11 11 12 -14 -15 -16 16 20 -19 19 -21 24 22 23 29 25 -27 28 -29 -30 -31
leaf_value=-0.10018065056859736 0.036319301096317223 -0.10180676950508978 -0.10042275486168431 0.038406688067597838 0.087752668360916442 0.087025104991308277 0.062454297960734775 -0.085164284764011486 0.027114665414825781 -0.08095821629737382 -0.05462208362498943 0.017004378846918442 0.05124886478870682 -1.9890363478875329e-05 -0.10670352254315155 -0.089688635698850286 0.045505849382635501 0.05709633193664624 -0.11037881561293819 0.0039090122546902757 0.0045667655958317481 -0.092236805746606962 -0.054390784482210124 -0.0040425860157692305 -0.035642292918784728 0.019039065136383215 0.032592759427269455 0.10065907608646221 -0.014443347883686342 0.0078118338021051772
leaf_weight=0.089712953922115868 1.4989795049768933 0.38263691421889223 0.16394173271919488 0.097553647225140594 0.10768745141103842 0.26440853846725076 0.3367754454666283 0.30573843706952175 4.0155013481489723 0.46481357893662689 1.0733156725764299 0.73224497032061353 0.84612091444796433 24.939758584218453 0.66353796369003248 1.0709147063462321 3.4357413966208687 0.36243433925847046 0.65329290140652918 0.54252808593446389 0.78149948548525372 0.77590943803079326 1.0106500852853049 21.237230177819583 2.0654782373458147 2.505244008731097 3.2922468585893512 0.9664171077311039 2.4113741787150502 31.793470503453136
leaf_count=146 37 222 417 62 8 12 34 83 186 107 18 35 153 881 40 89 40 21 23 34 21 23 9 673 20 53 29 19 32 1106
internal_value=0.0019539 -0.0189906 0.00158022 -0.0733215 0.016723 0.0270598 0.005925 -0.0401236 0.0022957 -0.00189614 -0.000661043 -0.00262292 -0.000569641 -0.00223449 -0.0418048 0.00394251 0.0135213 -0.0525728 0.00124715 -0.0585279 0.0196499 0.00246212 0.000656263 0.00198999 0.0122607 -0.00567107 0.02326 0.0576959 0.0127069 0.00306449
internal_weight=108.887 1.74846 1.26826 0.480191 1.10432 1.01461 0.750201 0.413426 107.139 30.2188 29.754 28.255 27.1817 26.3355 1.39578 76.9199 16.8914 1.43335 60.0286 1.19582 15.458 58.8328 54.8173 54.0414 12.0223 4.57072 7.45154 1.74792 5.70362 53.0307
internal_count=4633 984 700 284 283 137 125 91 3649 1271 1164 1127 1109 956 75 2378 324 110 2054 57 214 1997 1811 1788 174 73 101 40 61 1779
is_linear=0
shrinkage=0.1


Tree=935
num_leaves=31
num_cat=0
split_feature=5 5 10 17 3 18 3 6 6 14 18 2 17 9 5 10 3 15 10 17 3 17 7 13 0 5 6 15 15 6
split_gain=0.0695963 0.204404 0.149673 0.147432 0.0709905 0.14927 0.0685403 0.203602 0.39488 0.398451 0.409942 0.215697 0.214449 0.202886 0.181709 0.180013 0.154141 0.156959 0.125209 0.166233 0.16029 0.205901 0.219176 0.155181 0.116532 0.108799 0.120879 0.107494 0.0966931 0.0869954
threshold=7.754880527600001 5.3654262215500008 90.679004281900021 201.39543491635001 73.368022379950006 16.222567477200005 93.883646373400012 16.525386113000007 16.505385645700006 206.58828306405002 13.431207332600001 131.42729508740004 188.70679832985002 184.83999455315004 22.665750084250003 61.944763783650011 94.031511570550009 20.734744936600006 55.922617571450012 166.68115439205005 101.29303698090001 162.43086425485004 21.698399695800003 120.78166996855002 85.769879735700016 24.650863849000004 16.585387514950003 25.023320983300003 43.79812286300001 18.055421862050004
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 3 4 -1 -6 24 8 9 12 11 -11 -8 27 -9 -15 -16 -18 19 23 25 -22 -23 -19 -2 26 -20 -13 -27 -26
right_child=6 -3 -4 -5 5 -7 7 14 -10 10 -12 13 -14 15 16 -17 17 18 20 -21 21 22 -24 -25 29 28 -28 -29 -30 -31
leaf_value=0.059301299489766306 0.024926133450807637 -0.10049534040258977 -0.10041004643064565 -0.10092544332285563 0.042143498754330162 -0.10138664340810732 -0.10583592265947937 0.037158793800081878 -0.10855029970934223 0.10206669243639675 -0.10408783674124911 0.0053040465778394176 0.00023264522374482103 0.046641806367065622 -0.10464038431718914 -0.10307411074223059 -0.10787878447125106 -0.10193817260874767 0.016675748754129457 0.065513907818284742 0.040800845178226394 -0.10480131028654965 0.10204355177667046 0.10184348721596082 0.0020242092046814787 0.080483607706274274 -0.024370440921701465 0.081589728679508089 0.005384813409239568 0.036110305077437135
leaf_weight=0.39361077867215388 2.331228554918197 0.26074220720147423 0.1298033961757028 0.096667765217716806 0.22862577199703082 0.1060762477281969 0.53607496324639115 1.3119321281938026 0.50116934167454008 0.37196372053585935 0.24243802847786344 0.36885830161736499 0.29578515514731407 0.12561561341863126 0.14908782439306367 0.22266662211950461 0.13508529298519523 0.1312124643509377 1.342985705065076 0.57107297384391131 0.18738857257994812 0.45713610751408851 0.057692684233188629 0.052249200642108917 94.14490411863062 0.3092553341120946 1.5404266819823531 0.36999504314735532 0.38474278125795536 0.75476150494068761
leaf_count=57 34 279 312 69 32 39 106 36 34 6 60 50 8 6 10 49 103 102 12 67 15 199 1 1 2806 22 49 18 30 21
internal_value=0.00176901 -0.0220243 -0.000594686 0.0151104 0.0305116 -0.00334514 0.00203957 -0.00599195 -0.0274461 -0.0114016 0.0163277 0.0363355 -0.068121 0.0138456 0.00382726 -0.0490758 -0.00439499 -0.00150379 0.00135065 0.0389099 -0.00527137 -0.0489531 -0.0816219 -0.0439019 0.00283791 0.00330299 -0.00525266 0.0435056 0.0388499 0.0022953
internal_weight=108.111 1.21553 0.954784 0.824981 0.728313 0.334702 106.896 9.66483 3.03457 2.5334 1.70154 1.4591 0.83186 1.08714 6.63027 0.348282 5.31834 5.16925 5.03416 0.754535 4.27963 0.702217 0.514829 0.183462 97.2309 3.57741 2.88341 0.738853 0.693998 94.8997
internal_count=4633 788 509 197 128 71 3845 984 337 303 189 129 114 123 647 55 611 601 498 170 328 215 200 103 2861 113 61 68 52 2827
is_linear=0
shrinkage=0.1


Tree=936
num_leaves=31
num_cat=0
split_feature=15 5 12 6 9 13 18 9 5 15 17 13 7 7 12 4 5 12 6 9 6 0 5 7 5 5 5 19 7 3
split_gain=0.067442 0.109104 0.132356 0.114143 0.0735756 0.162588 0.29013 0.116366 0.123013 0.160886 0.137642 0.110794 0.0980977 0.24802 0.172458 0.205042 0.205708 0.271625 0.212872 0.210418 0.147402 0.277957 0.154986 0.128953 0.140986 0.228651 0.171678 0.143212 0.102342 0.196732
threshold=11.870705757150002 1.6209823962500003 373.75708690635008 1.8500432259500001 37.364870866050005 96.357027853400012 16.115468395400004 43.730860148300003 9.1899936892500005 12.38011581135 179.03071761140004 92.146902421150017 22.093462376800005 22.172877373800002 324.31852928155007 327.2007166575001 21.950234501100002 66.834523482800009 15.105352934150002 67.070312222050021 13.500315432750002 84.226704768850013 23.435546682850003 21.698399695800003 30.922794813800003 31.794087907800002 30.359384049000003 14.551174033150001 19.627338137150002 103.28787291370001
decision_type=2 2 2 2 2 2 2 2 2 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 11 8 9 -6 -11 -2 14 -14 15 16 17 -9 19 -19 -18 22 -22 24 26 -26 27 28 29 -24
right_child=4 2 -4 -5 7 -7 -8 12 -10 10 -12 -13 13 -15 -16 -17 20 18 -20 -21 21 -23 23 -25 25 -27 -28 -29 -30 -31
leaf_value=-0.10060616072348526 -0.026678424976204842 -0.090116517889991629 0.042002143319682772 0.10050932357911008 0.094591154169768488 -0.10248053721939399 -0.084829298243331352 0.0372491329681401 0.091532743128118335 0.090555754662809185 -0.10194578898571481 0.074656958905364973 0.054943862505637681 0.0020645159627599536 -0.10107227711697758 0.047889950872733865 -0.10209927712981946 -0.074317129563625087 -0.11220693311527062 0.042368410052030105 -0.10482352630066505 0.068675911139484916 0.080277134162588984 0.087927223897892953 -0.10917438958519093 0.0060855458089137749 0.092797064153162745 -0.10270215493842744 -0.017985832709512813 -0.016400084513804963
leaf_weight=0.039356447666249461 0.1589574735990017 0.31835424925429834 0.099531913744158373 0.0997319296002388 0.11722886771894891 0.21419626077113207 0.28309670682938304 0.31873209588229556 0.29796246904879808 0.049676425696816295 0.14722270331549225 0.33585564492386766 0.89506399010133364 98.241286367538578 0.20277525966071142 0.60551526118433674 0.14027587437885847 0.38572360415128037 0.55199759153219929 0.25785297906986671 0.15957978890492164 0.54097148744494905 0.39207140752114522 0.14613521774299432 0.3234422965010707 0.36786802477081437 0.19760642716300925 0.13924499019049097 1.0882967035013278 0.4544803657945522
leaf_count=107 56 355 34 8 5 104 192 13 17 4 75 36 27 2730 78 38 20 66 20 19 79 30 23 6 23 50 25 14 224 155
internal_value=0.00159275 -0.0331145 -0.0586486 0.0436017 0.0017734 -0.0253326 -0.00409002 0.00202704 0.0455029 0.00184181 -0.0533788 0.0421032 0.00177459 0.00254194 -0.0103533 -0.0073226 -0.0134409 -0.0447773 -0.066645 -0.0275663 -0.00142742 0.00227939 -0.00870918 -0.00377602 -0.00829881 -0.0478409 0.00373441 -0.00475091 0.00229834 0.0283749
internal_weight=107.57 0.556975 0.417886 0.139088 107.013 0.992106 0.77791 106.021 0.61209 0.314128 0.196899 0.494813 105.409 99.1364 6.27257 6.06979 5.46428 1.51431 1.19557 0.643577 3.94997 3.8097 3.26873 3.10915 2.96301 0.69131 2.2717 2.07409 1.93485 0.846552
internal_count=4633 504 389 115 4129 388 284 3741 101 84 79 92 3640 2757 883 805 767 118 105 85 649 629 599 520 514 73 441 416 402 178
is_linear=0
shrinkage=0.1


Tree=937
num_leaves=31
num_cat=0
split_feature=13 13 16 16 13 7 7 7 4 16 0 0 18 9 9 14 12 15 17 3 7 16 13 0 18 6 15 5 19 0
split_gain=0.0625282 0.226446 0.181027 0.179224 0.226097 0.170882 0.182734 0.169744 0.113921 0.0990277 0.0716109 0.308767 0.270585 0.253419 0.591091 0.402965 0.29516 0.312366 0.273066 0.262871 0.217355 0.20678 0.198472 0.236828 0.8096 0.183626 0.411896 0.251162 0.168598 0.149726
threshold=117.97223122220002 118.06363879865002 23.359945374300004 22.794946695500006 119.85415191350002 20.869210126600006 21.698399695800003 22.172877373800002 160.20223982390002 22.764946765650006 86.09518316945001 86.036037090600004 13.431207332600001 191.96565807215003 189.68479361675003 184.49922722625004 90.571070795850019 44.732387748900003 190.37043331840002 93.733092718100025 22.907491544400003 22.624947093000003 117.55283175385001 86.393602021950016 13.317304170000002 16.425383776450001 43.376643616500012 22.825270530250005 14.651182102100002 85.619326080400015
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=9 -2 3 8 -5 -6 -7 -8 -3 10 11 12 13 14 16 -15 -1 18 19 -18 -17 -14 23 24 -12 26 -24 -27 -25 -21
right_child=1 2 -4 4 5 6 7 -9 -10 -11 22 -13 21 15 -16 20 17 -19 -20 29 -22 -23 25 28 -26 27 -28 -29 -30 -31
leaf_value=-0.10716406917099769 -0.10566991436985895 0.048791482669723107 -0.10389111437179983 0.098054151012017365 0.051831954936480476 -0.10591800762555087 0.10110883929969811 -0.059064752041254824 -0.10357660450865432 0.033244468931811863 0.017690213172432367 -0.086610260948062165 -0.10673533130705555 0.06614832168067622 -0.085868414117162117 -0.02802177593771308 -0.039486222502830688 -0.10300417817140513 0.081241667908793835 -0.0050735633092756551 0.012972727790547879 -0.0089933595676603036 0.07322093605491467 0.0012654171302905605 -0.089882926926841175 -0.0016784765596906488 -0.0045493721060017893 0.031837910389152117 0.050133670811241121 0.026516058005986626
leaf_weight=0.26130020867822956 0.24835100863128801 0.065174787770956644 0.15963124949485052 0.31261976249515988 0.34991814009845257 0.22509996313601732 0.12534361332654953 0.14012995338998735 0.19858127370389411 0.98920716438442369 1.6638609031215303 0.4422074481844892 0.42278027846714294 1.2141946634510512 0.94682691894559035 1.6488231914281639 1.376383239927234 0.27994904686056532 0.43776858458295453 3.389710535368863 5.9992689369355503 0.4434903351648245 1.4590338943526142 67.477428323315962 1.2072418143507091 7.7823769277892989 1.2771408315747974 3.1371098626405001 0.7134569026529779 2.6919563626870513
leaf_count=24 12 10 15 13 10 17 5 36 78 15 37 12 80 48 32 52 23 58 11 524 58 22 37 3187 30 70 31 33 18 35
internal_value=0.00143545 -0.0169169 -0.00293536 0.00843881 0.0254486 -0.00155694 -0.0396384 0.0165614 -0.0659261 0.00175362 0.00145487 -0.00399978 -0.00208841 0.000504186 -0.0109487 0.0126311 -0.00254103 0.000802752 0.00448326 -2.22598e-05 0.00413488 -0.056696 0.00271392 0.000592144 -0.0275422 0.0137553 0.0369208 0.0079506 0.00177671 0.0089091
internal_weight=107.086 1.82485 1.5765 1.41687 1.15311 0.840492 0.490574 0.265474 0.263756 105.262 104.272 19.5547 19.1125 18.2462 9.38389 8.86229 8.43707 8.17577 7.89582 7.45805 7.64809 0.866271 84.7176 71.062 2.8711 13.6557 2.73617 10.9195 68.1909 6.08167
internal_count=4633 196 184 169 81 68 58 41 88 4437 4422 979 967 865 707 158 675 651 593 582 110 102 3443 3272 67 171 68 103 3205 559
is_linear=0
shrinkage=0.1


Tree=938
num_leaves=31
num_cat=0
split_feature=13 16 18 16 12 15 13 0 17 9 17 2 2 5 7 7 5 19 7 13 6 6 15 14 8 17 19 18 14 7
split_gain=0.0595817 0.13212 0.125641 0.110573 0.204853 0.11379 0.0979341 0.108895 0.203216 0.113561 0.1863 0.0931363 0.0924535 0.0826054 0.165118 0.198809 0.127078 0.154544 0.236087 0.123674 0.0895709 0.321144 0.343986 0.183426 0.507579 0.28902 0.183372 0.339749 0.17034 0.143814
threshold=95.937628385050019 14.274966618900002 17.327266398450003 14.184966829400002 216.20511703005005 6.8054746905500005 73.265860971000009 106.56510337475001 177.73379099395004 38.283670303850009 201.00900942685004 199.01127796720002 260.77742537720002 11.926356180100003 22.673598830200003 22.557405306150006 13.153721664750002 12.350996516100002 24.123805364200006 105.63489686155002 13.665319288000001 13.775321858200002 28.579157549250002 278.00273168625006 3.1475436881500003 207.48293496715004 14.051133688400002 15.079587624050001 263.07860318425008 25.459519683700005
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 3 13 4 5 -1 -6 8 -8 10 -9 -10 -4 14 15 19 17 -15 -19 -2 23 22 -22 26 -25 -26 27 28 -18 -27
right_child=2 -3 12 -5 6 -7 7 9 11 -11 -12 -13 -14 16 -16 -17 20 18 -20 -21 21 -23 -24 24 25 29 -28 -29 -30 -31
leaf_value=0.065220024042716859 -0.10179717547438996 -0.084200183668781597 0.068223512913715464 0.071143222682856722 -0.1007291461233551 -0.10052942533502332 0.043453780983702089 -0.10173044814612292 0.048417665502078239 0.053302864863604353 0.057541857316641604 -0.10161186662719811 -0.0093523074246102504 0.069041509890340455 -0.10196393551414065 0.10045717865512592 -0.10295380086810553 0.065670738060275624 -0.067091174244153784 0.032156120535675868 0.072940918006131922 0.0011544541457447636 0.0050668934978634669 0.032890227149652472 -0.1039661264888857 0.044452666471541273 0.032473618206072384 -0.00034134224234984165 0.01259986867166093 -0.054706575009922202
leaf_weight=0.047416962226634385 0.16313545148295716 0.24329910669621302 0.48404299165122111 0.16923274926375587 0.086542125932282832 0.32744640259852531 0.23882996391330358 0.14640584080734698 0.048882833682000637 0.63793050026288256 0.14735734212081297 0.26950016428781964 0.2250581480038818 0.6115499511361111 0.23140804071226739 0.14021584395231912 0.51305549772223269 0.25356753636151552 0.28392446070211008 0.11934847105294466 1.3073247401043766 87.108966079564993 1.7411136198788879 0.7735255369188957 0.87150279441266298 0.24824740644544363 1.398850745114032 7.0371681467295275 0.16978786210529506 0.35602912672038656
leaf_count=37 62 96 41 17 155 514 32 77 2 116 52 115 36 20 120 8 63 10 31 4 44 2493 13 43 114 11 10 245 18 34
internal_value=0.00129607 -0.0144062 0.0016527 -0.00639466 -0.0131228 -0.0795636 0.00268618 0.00869715 -0.0262728 0.0296115 -0.0218364 -0.0785771 0.0436021 0.00136481 -0.0340594 0.00311508 0.00159049 0.0346597 -0.00445934 -0.0452024 0.00121622 0.00227095 0.0341747 -0.00714849 -0.0327244 -0.0671162 -0.000839803 -0.00687613 -0.0742216 -0.0139702
internal_weight=106.401 2.36284 104.038 2.11954 1.95031 0.374863 1.57545 1.48891 0.557213 0.931694 0.293763 0.318383 0.709101 103.329 0.654108 0.4227 102.675 1.14904 0.537492 0.282484 101.526 90.1574 3.04844 11.3682 2.2493 1.47578 9.11886 7.72001 0.682843 0.604277
internal_count=4633 1213 3420 1117 1100 551 549 394 149 245 129 117 77 3343 194 74 3149 61 41 66 3088 2550 57 538 202 159 336 326 81 45
is_linear=0
shrinkage=0.1


Tree=939
num_leaves=31
num_cat=0
split_feature=9 9 7 2 17 18 9 6 10 10 0 2 18 0 15 14 16 15 2 19 7 7 18 3 19 17 3 15 7 3
split_gain=0.223207 0.356455 0.320123 0.77185 0.621522 0.831506 0.701716 0.528745 0.448068 0.91312 0.822432 0.535144 0.397313 0.419574 0.359779 0.600873 0.557726 0.569256 0.341086 0.338567 0.336556 0.5861 0.42031 0.395151 0.520296 0.312288 0.30647 0.301905 0.563057 0.293293
threshold=181.33671263215004 186.70853236170004 23.109894804950002 108.63443756215001 191.06791329340004 13.258241318650002 195.34352961910002 16.405383309150004 66.859265246100009 66.235542959850008 91.886121982450007 283.83865810395008 13.141419083100002 85.990333302400003 36.270131511550012 274.15552132740009 22.454947490600002 40.292677025400003 129.01927736685002 14.351157895250003 22.093462376800005 21.115414688150004 13.405741979600002 93.883646373400012 14.351157895250003 192.80507188075003 92.316275283350009 36.270131511550012 23.960918281000001 76.190903416900014
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=-1 -2 3 20 5 7 25 -5 9 14 -10 27 13 19 15 26 17 -16 -18 -9 21 -3 23 24 -22 -6 -4 29 -29 -12
right_child=1 2 8 4 6 -7 -8 12 10 -11 11 -13 -14 -15 16 -17 18 -19 -20 -21 22 -23 -24 -25 -26 -27 -28 28 -30 -31
leaf_value=-0.00013988265566845855 0.00053497734111846568 0.00050383572985160006 0.00058286138988111215 -0.0015272384726753032 -0.0012696302127893498 0.0014607977103425706 -0.0022580948302422278 -0.0013230397695587089 -0.0016465585073401439 0.0014631055869595573 -0.001220263330188811 -0.0017235010031749812 -0.0010446333230956025 0.0011987618317712695 0.0020005632716800204 -0.0012071742769851604 -0.000534604047541584 -0.00048095820029210449 0.00032328396899632627 0.0002089105706739852 0.00034955586796709011 -0.0022301780192383468 -0.00039686822392833441 -0.00029380506499334345 0.0015183116148013316 0.00010063161385272675 -0.00032534277212733093 0.0020840767698853246 -0.0020317089607459816 0.00014856657811074801
leaf_weight=11.122759676016811 8.6004563190945174 0.7013704341516156 2.9974070303142062 1.251589343224621 1.1264475925927406 1.1007662080228326 1.2942784177284918 0.76223976045366804 1.0930466713616613 2.5159373115748158 0.61119054923437843 0.62526007051383103 1.310662696836516 1.1493682861328123 1.4010606184601773 1.6058460180647669 1.8997611638624246 0.47621412947773922 28.699008126830449 2.0365304057995672 3.3935973905026895 0.5287063839041366 1.9226162557024506 1.4295484517933799 2.576017864048481 1.4790894314319301 2.7291549732908607 0.16362325847148795 0.58358119930198882 39.229470662627136
leaf_count=1853 169 43 35 24 19 14 37 36 48 36 333 149 19 8 72 45 10 11 395 58 30 23 31 36 41 25 19 1 80 933
internal_value=0.000125381 0.000150972 0.000120018 -9.03371e-05 -0.000441472 -0.000115336 -0.00107798 -0.000381826 0.000174856 0.000317498 3.21539e-05 7.66764e-05 -0.00010922 0.00020131 0.000245094 -0.000147206 0.000333667 0.00137107 0.000270021 -0.000208313 0.000292715 -0.000671286 0.000419922 0.000632158 0.000853899 -0.000491771 0.000150031 0.000104408 -0.00113043 0.000127568
internal_weight=126.417 115.294 106.693 22.0628 11.511 7.61116 3.89982 6.51039 84.6306 42.3244 42.3062 41.2131 5.2588 3.94814 39.8085 7.33241 32.476 1.87727 30.5988 2.79877 10.5519 1.23008 9.32178 7.39916 5.96962 2.60554 5.72656 40.5879 0.747204 39.8407
internal_count=4633 2780 2611 444 240 159 81 145 2167 623 1544 1496 121 102 587 99 488 83 405 94 204 66 138 107 71 44 54 1347 81 1266
is_linear=0
shrinkage=0.00196078


Tree=940
num_leaves=31
num_cat=0
split_feature=15 5 12 6 7 9 13 18 13 7 18 12 16 2 3 6 9 15 19 2 6 3 18 5 16 18 5 9 9 9
split_gain=0.059714 0.0911272 0.111019 0.0988633 0.0643176 0.058296 0.141547 0.23843 0.0854843 0.0725856 0.0698256 0.151264 0.12483 0.221084 0.108072 0.183565 0.102953 0.120901 0.111535 0.135604 0.0866951 0.229607 0.197913 0.0801689 0.132321 0.251758 0.12565 0.114718 0.0818967 0.288434
threshold=11.870705757150002 1.6209823962500003 373.75708690635008 1.8500432259500001 20.253927392100007 37.364870866050005 96.357027853400012 16.115468395400004 92.146902421150017 21.946499523750003 17.108018746400003 358.96165787565002 11.949972055800002 292.59177727695004 77.392644201200014 9.775228396650002 54.842324361600014 16.701926737050005 12.751028791950002 250.17063008210002 10.715250360100002 74.107348365850015 14.122113655700002 13.252098438300001 14.034967180100002 15.398663672050001 13.713273242250002 67.070312222050021 186.70853236170004 185.98753508445003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 3 4 -1 -3 6 7 8 -2 -9 12 14 13 -7 15 -12 17 -14 19 -19 21 -18 -23 -22 25 26 -25 -28 29 -26
right_child=5 2 -4 -5 -6 10 -8 9 -10 -11 11 -13 16 -15 -16 -17 20 18 -20 -21 23 22 -24 24 28 -27 27 -29 -30 -31
leaf_value=-0.10062007385779488 -0.022112183446343223 0.074413045544285669 0.037036206422142053 0.1004342671317825 -0.10183591095023176 -0.10174713431618893 -0.10235715347187313 0.068361505361589886 0.071172888468116535 -0.1011535655390895 0.027284034195026837 -0.10164191389455268 0.089488068185270941 0.030448363924831752 0.059830279038074752 -0.10112383495683425 0.06467813568220071 -0.078052501831115964 0.043214918991634266 0.040239996995478589 0.027702140684759697 -0.01395547783793074 -0.10250212119407461 0.023505598744412298 0.0038781543122824082 -0.10502953575943984 0.024747254970419005 -0.1019829460679931 0.00062470572425462646 0.053338338615911751
leaf_weight=0.034257791134222226 0.14667389787791663 0.022464393536210991 0.094308191238724248 0.085490860044956207 0.26437917981775172 0.30784647051359471 0.18345817302179057 0.028518364299088717 0.29744884217507206 0.22108706155086111 0.64916815670949179 0.092034349829191231 0.27072294399840646 0.21477008023066446 0.67615347763057798 0.13437236072786618 0.24521323983208176 0.22364089202164905 0.53748914271272952 0.17100862096413039 1.1611596451257344 0.80488672712817766 0.36775775677233469 0.58794934174511471 10.191220236001753 0.33656749021793075 0.11294190643820912 0.19432921445877582 86.211081004023072 1.3333113164408121
leaf_count=107 56 3 34 8 352 215 104 2 36 190 196 39 19 23 39 58 27 54 60 17 31 36 75 5 735 32 13 64 1964 39
internal_value=0.00126624 -0.0331795 -0.0570871 0.0429165 -0.0880328 0.00142947 -0.0242428 -0.00358523 0.040365 -0.0817858 0.0016443 0.0226996 0.00132793 -0.0474212 0.0305394 0.00526288 0.00157589 0.03066 0.0135744 -0.0267943 0.00123137 -0.0233229 -0.0417249 0.00157907 0.00127258 -0.0312982 -0.00357807 -0.0554014 0.00168307 0.00960037
internal_weight=106.202 0.5009 0.381152 0.119749 0.286844 105.701 0.877186 0.693728 0.444123 0.249605 104.824 1.55173 103.272 0.522617 1.45969 0.783541 102.749 1.20286 0.932139 0.39465 101.546 1.41786 1.17264 100.129 98.9674 1.23179 0.89522 0.307271 97.7356 11.5245
internal_count=4633 504 389 115 355 4129 388 284 92 192 3741 332 3409 238 293 254 3171 150 131 71 3021 138 111 2883 2852 114 82 77 2738 774
is_linear=0
shrinkage=0.1


Tree=941
num_leaves=31
num_cat=0
split_feature=13 13 16 8 5 17 3 16 13 3 4 7 10 15 7 7 18 4 2 13 7 9 15 17 17 2 5 3 5 12
split_gain=0.0553606 0.205972 0.112295 0.245218 0.177992 0.195983 0.106293 0.0954122 0.214832 0.100952 0.20179 0.235504 0.231606 0.378201 0.244446 0.294793 0.215641 0.105552 0.507519 0.271017 0.197859 0.552339 0.609473 0.293049 0.414085 0.326239 0.220985 0.72852 0.496573 0.390675
threshold=117.97223122220002 118.06363879865002 22.794946695500006 8.543332867800002 30.133297129900004 165.41031664360003 112.7969493211 22.724946859200003 117.76521994615001 93.915907870950022 195.04069921150003 22.557405306150006 61.928633034850002 42.33967733730001 22.435297587800004 19.164717746300003 11.634276750250001 195.04069921150003 96.242542698950004 117.49368567500001 23.109894804950002 189.34276022045003 39.558912554250007 190.03457182425004 188.27285108100003 190.3068252971 21.869642762900003 93.216908757050007 21.701709660250007 183.01001782225003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=7 -2 6 -4 5 -5 -3 8 9 17 11 -11 14 -14 15 16 -12 18 -1 -20 21 -19 -23 24 -24 -25 27 28 -22 -28
right_child=1 2 3 4 -6 -7 -8 -9 -10 10 12 -13 13 -15 -16 -17 -18 20 19 -21 26 22 23 25 -26 -27 29 -29 -30 -31
leaf_value=0.0022215645833157083 -0.10516227172580928 -0.10321156558551994 0.10137280398411613 0.042138259936729809 0.033047691655302941 -0.090750877816114392 0.047495518154036215 0.021111774006960838 -0.06728071286429993 -0.088617280516088179 -0.077690974838954804 0.020888343705184286 0.0068929118843382708 -0.10443524260662951 0.081923856621673258 -0.10821767538258882 0.038766183502166998 0.010126754970240242 0.075267790545698543 0.018735059684861506 0.0010802137564686362 -0.091491078773735968 -0.038401705520485836 -0.089718125082479602 0.031808345897230049 -0.0062286192347089132 0.072792418082131813 -0.11900411823926216 -0.093350110349779428 0.0078711627239355045
leaf_weight=28.228850549393886 0.22815910680219431 0.18330690231596225 0.23403265140950658 0.15721249580383301 0.46261176280677319 0.377367717504967 0.062843121937476099 2.4064323181519276 0.45917189493775268 0.64321412743311057 0.19090369866478363 0.28271385841071606 0.82641713216389667 0.48378400159253943 0.48263615313044272 0.21547149487469131 0.95144420162250753 6.1190622384938234 1.4739912874356371 1.9967611692845819 34.07986187082679 1.3500942597165702 1.4888296606077349 0.93694683270587098 1.9276156905107198 0.93517077958676964 0.98197003826499241 0.52632001042365928 0.56612878892337803 16.533860740946693
leaf_count=741 12 80 9 5 14 68 8 35 12 294 84 8 59 106 17 86 81 371 86 18 2016 25 32 26 17 15 11 9 14 274
internal_value=0.00113847 -0.0167322 -0.00307547 0.00925177 -0.0123683 -0.0516701 -0.0647354 0.00143129 0.000965521 0.0012751 -0.0141413 -0.0551819 -0.00208011 -0.0342143 0.0207959 -0.000931978 0.0193044 0.00192203 0.00665831 0.0427439 -0.000372045 -0.011546 -0.0315225 -0.0162133 0.00121198 -0.048013 0.00233358 -0.00223667 -0.000462814 0.0115108
internal_weight=105.793 1.70553 1.47737 1.23122 0.997192 0.53458 0.24615 104.088 101.681 101.222 4.07658 0.925928 3.15066 1.3102 1.84046 1.35782 1.14235 97.1455 31.6996 3.47075 65.4459 12.7577 6.63866 5.28856 3.41645 1.87212 52.6881 35.1723 34.646 17.5158
internal_count=4633 196 184 96 87 73 88 4437 4402 4390 735 302 433 165 268 251 165 3655 845 104 2810 486 115 90 49 41 2324 2039 2030 285
is_linear=0
shrinkage=0.1


Tree=942
num_leaves=31
num_cat=0
split_feature=9 3 17 0 12 17 17 3 5 13 8 0 6 10 3 0 12 7 17 10 6 2 9 4 16 17 2 9 7 2
split_gain=0.195726 0.336331 0.389796 0.239187 0.197181 0.24982 0.290626 0.304282 0.371997 0.383309 0.219761 0.217488 0.206299 0.17821 0.35119 0.350295 0.335125 0.21937 0.211841 0.17568 0.290941 0.235689 0.301202 0.205315 0.230968 0.16255 0.278662 0.161232 0.350689 0.773254
threshold=181.33671263215004 76.190903416900014 240.41195881570002 107.63242125250001 197.15611335610004 195.59800312745003 190.19286262750003 93.82450029455002 18.811785479000005 105.40368946235002 1.3489472949000001 97.491557184450016 2.7350639043000005 78.290589216800015 83.613736315050019 94.985914206850012 324.31852928155007 27.973342028250006 183.09840208680004 61.982402197500001 14.665342653400002 120.31044416595002 66.136595672450014 195.04069921150003 21.074950717600004 174.47088669260003 292.59177727695004 186.70853236170004 23.109894804950002 116.68694986600001
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=4 2 -2 -4 5 6 7 8 9 11 12 -1 -6 14 -12 16 25 -15 -19 21 -21 23 -23 24 -9 -16 -27 -3 29 -29
right_child=1 27 3 -5 10 -7 -8 19 -10 -11 13 -13 -14 17 15 -17 -18 18 -20 20 -22 22 -24 -25 -26 26 -28 28 -30 -31
leaf_value=-0.0020558821895521238 -0.0019847012929671559 0.0004266236036527891 0.0013947512750254632 -0.0019774007648583228 0.00012891004768888277 -0.0020065698755479889 0.00057991138636854275 -0.001977835157893371 -0.0020940232949409224 0.0012482164421489085 -0.0015060561457547806 -3.5796386823570409e-05 -0.0019781983812893187 0.0011440576818018832 0.00059367782514679326 0.0018550682462627813 -0.0019901734295567552 0.0018353085902484748 -0.0019831253014165814 0.00089073222036771906 -0.0020633273230119295 0.0005755329922640227 -0.0020301396497558384 0.0020218863023395784 0.0007119521663868345 -0.0019960450052722242 0.0012676024681571156 0.00024565894671003361 0.00019897334349535902 -0.00050217448980918082
leaf_weight=0.44502111675319456 0.59834487132047687 8.2332817370770481 0.30223746829142328 0.1104115737543907 0.38131902704844822 0.33468762114353001 1.2315226074861128 0.14811310669028921 0.80471039815893153 0.38288267236202955 0.48292798115289803 0.37976657598119345 0.33609937697474379 1.3737338974387965 1.4620414587807324 0.46611651108833019 0.28748393519913396 0.080580896341416408 0.18208144680829719 0.20006366539746512 0.35675728943260765 0.35637458416749712 0.32711813921923749 0.35516601707786322 0.716389637789689 0.26946481755658158 0.16049212106008781 12.167213204324073 84.138274009870656 9.4402922820991062
leaf_count=75 348 146 14 65 206 124 82 130 63 9 67 147 168 78 97 13 91 14 53 5 169 20 161 10 9 52 10 229 1763 215
internal_value=0.00012793 0.000152342 -0.000973614 0.000492472 -0.000115726 -0.000360145 -0.000263538 -0.000495792 -0.00106126 -0.000373102 0.000153491 -0.00112575 -0.000858238 0.00030582 3.15728e-05 0.000312252 -1.77037e-05 0.000830136 -0.000811687 -3.32104e-05 -0.00100194 0.000250219 -0.000671536 0.000766763 0.000251118 0.000282008 -0.000777807 0.000162329 0.000141751 -8.10686e-05
internal_weight=126.511 114.99 1.01099 0.412649 11.5209 6.03857 5.70389 4.47236 2.01238 1.20767 5.48234 0.824788 0.717418 4.76492 3.12853 2.6456 2.17948 1.6364 0.262662 2.45998 0.556821 1.90316 0.683493 1.21967 0.864503 1.892 0.429957 113.979 105.746 21.6075
internal_count=4633 2780 427 79 1853 1004 880 798 294 231 849 222 374 475 330 263 250 145 67 504 174 330 181 149 139 159 62 2353 2207 444
is_linear=0
shrinkage=0.00196078


Tree=943
num_leaves=31
num_cat=0
split_feature=16 16 16 13 16 19 0 15 18 19 15 3 13 5 0 6 15 16 3 3 10 16 3 13 5 5 19 10 16 9
split_gain=0.226279 0.741959 0.685576 0.448098 0.810581 0.445307 0.396033 0.388561 0.561429 0.432581 0.812969 0.34864 1.04003 1.02564 0.430244 1.16105 1.07177 0.903354 0.890153 0.590862 0.482642 0.443266 0.417792 0.403187 0.314634 0.311486 0.302776 0.277128 0.52657 0.695891
threshold=20.394952307700002 20.674951653000004 20.179952810500001 113.98793627290001 20.834951278800002 14.251149826300002 90.321439350550008 36.548474543700003 14.032563378150002 14.051133688400002 28.094167143500005 87.399085362750014 109.58961877145002 20.497141515850004 95.746747857800017 14.745344522600002 27.063546193350003 19.224955043700003 85.589753040950015 84.812788641250009 71.365121072750014 18.764956119400004 86.26455603170001 108.12978600665001 13.252098438300001 19.841254985200006 13.351077205700003 71.658163008950012 15.954962690350003 191.61296531520003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 5 7 4 -3 -2 25 9 -9 11 -11 12 14 24 15 16 20 18 19 -17 -1 23 -14 27 26 -5 -13 -16 -29 -30
right_child=1 3 -4 6 -6 -7 -8 8 -10 10 -12 13 22 -15 21 17 -18 -19 -20 -21 -22 -23 -24 -25 -26 -27 -28 28 29 -31
leaf_value=-0.0017536833882165893 0.0018911227686939055 0.00026896457701658502 -0.0023778879157808509 0.00067163311448535591 -0.0015399895083763823 0.00046191487286862803 0.0013002283943840717 0.0018310287335719039 -0.002038950221093678 0.00070029813553651053 -0.0024276132551161924 -0.0020342946050539478 0.0017597355166235746 0.00021215910958707044 0.0010981400033986529 0.0010240702558624206 -0.0020727659413061757 -0.0010415115762541522 0.0019080319729819939 -0.0011222272390248558 0.00075082577571170819 0.00060661003291770594 0.0005024175198485852 -0.0021208708835517985 -0.0022038783641163155 0.00014027457397848469 0.0017604073885668329 0.00015586191052355215 0.00061505167120810161 -0.0011265343892479028
leaf_weight=0.40254349254246191 1.5080918176099651 2.2815175866708155 0.44833902560640027 4.5446422444656482 1.634738525142893 1.8868048074655233 1.2257565287873138 0.1817521620541801 0.69615826023800764 0.573236271899076 0.72163603926310316 0.15269961496960505 1.9429531283676613 3.3103806997189622 0.99261236721941415 0.97220949828624759 2.1127478518465068 1.4060704074800012 1.5868896623142061 1.0007431400008497 1.115902854093292 6.9371638814918688 2.1299668345600367 0.32360684592276712 1.1883464845595879 63.595039417352382 0.17178221046924591 23.98580350727298 1.2657808919320803 2.9099420345155522
leaf_count=45 38 23 13 39 39 24 32 7 88 27 17 40 19 661 69 14 218 17 22 30 122 32 28 11 48 1066 4 1575 54 211
internal_value=0.000131279 0.000200668 3.7158e-05 0.000159153 -0.000486136 0.0010968 0.000195585 5.64651e-05 -0.00123776 7.70475e-05 -0.0010429 0.000103948 0.000153378 -0.000399086 6.75226e-05 -0.000327013 -0.00116967 0.000289161 0.000814751 -6.45988e-05 8.68748e-05 0.000160668 0.00110221 5.57215e-05 -0.00173662 0.000175714 -2.53615e-05 7.98813e-05 4.39907e-05 -0.00059861
internal_weight=133.206 76.6766 56.5293 73.2817 3.91626 3.3949 69.3654 56.0809 0.87791 55.203 1.29487 53.9081 49.0849 4.82321 45.012 8.59711 3.63119 4.96591 3.55984 1.97295 1.51845 36.4149 4.07292 29.4777 1.51283 68.1397 0.324482 29.1541 28.1615 4.17572
internal_count=4633 1261 3372 1199 62 62 1137 3359 95 3264 44 3220 2467 753 2420 468 385 83 66 44 167 1952 47 1920 92 1105 44 1909 1840 265
is_linear=0
shrinkage=0.00196078


Tree=944
num_leaves=31
num_cat=0
split_feature=16 16 16 13 16 3 6 9 17 15 9 13 19 19 15 3 0 2 17 18 3 8 2 5 16 7 18 7 3 9
split_gain=0.270404 0.523291 0.511117 0.566736 0.73139 0.384959 0.739227 0.521661 0.403682 0.594398 0.376111 0.443286 0.344979 0.317162 0.390961 0.302421 0.426669 0.30032 0.287227 0.387661 0.416677 0.377215 0.484234 1.07845 0.392497 0.429265 0.38283 0.35181 0.344719 0.338003
threshold=20.394952307700002 20.179952810500001 20.674951653000004 113.98793627290001 20.834951278800002 92.367355987800025 16.355382140900002 195.34352961910002 192.19686994285004 42.076928760450009 204.99169312540002 116.99094400460001 14.251149826300002 14.051133688400002 28.094167143500005 91.302726568150021 89.057864029250013 325.13486840910008 188.27285108100003 13.063922652800002 93.491131486350014 8.8430989333000021 108.63443756215001 21.100330328400002 22.574947209950004 22.721067571950005 13.317304170000002 22.398098708400003 93.394346993650018 193.49750438550004
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 13 12 4 -4 7 8 -5 -7 -10 15 -12 -2 17 -15 16 -9 -1 19 29 -21 22 24 26 -20 27 -24 -26 -23 -8
right_child=2 -3 3 5 -6 6 18 10 9 -11 11 -13 -14 14 -16 -17 -18 -19 21 20 -22 28 23 -25 25 -27 -28 -29 -30 -31
leaf_value=0.00010174353146764401 0.0018336947287249585 -0.0023173525578129351 0.00018894888026948012 0.001100581981381411 -0.0015716807666367242 -0.0021502126042729631 -0.0001283219135951596 0.00021827258828960126 0.00082482114430204871 -0.0016393913968191399 0.001291345914159 9.8969632371599903e-05 0.00046260743168890508 0.00046856998895538574 -0.0018946125332874833 0.00030970239140209956 -0.001371720198328837 -0.00094763366442733512 0.0019856907893605362 -0.0013350796420095274 5.3295780620471418e-05 -0.0016639327645131229 -0.00027904730359046932 0.00033806606261305058 0.00034380356200743115 0.00012167932010990149 -0.0022641884276291368 0.0019706216993855786 6.4130517496358521e-05 0.00047692253355160054
leaf_weight=46.576457550707346 1.2012818873627105 0.36049261025618662 2.1458163056522603 4.098343430086973 1.5714684273116288 0.72920406523189685 8.1426827738760057 1.3844431396573766 0.77424221299588658 0.73228772520087659 2.4808976585045457 2.3194026802666485 1.7096730112098155 0.4414043835713517 0.68971797317499295 4.5820524282753468 1.2212692797183988 1.0726775937673654 0.99638554453849693 1.583979677408933 1.7484782664105294 0.67699486296623845 0.68035498633980995 25.16592267708802 0.87032263167202506 2.7340407930314541 0.82808594801463187 1.2381769977509973 1.2885689899558199 6.2860752267224589
leaf_count=2990 38 13 23 49 39 33 132 22 10 30 66 38 24 27 22 46 19 320 69 17 24 17 4 314 20 18 36 32 43 98
internal_value=0.000150061 3.63657e-05 0.000222441 0.000190855 -0.000555351 0.000230166 0.000151465 0.000496682 -0.000952635 -0.000372973 0.000290228 0.000715215 0.00102842 5.376e-05 -0.000972414 6.40239e-06 -0.00052694 7.81199e-05 0.000198718 -3.85482e-06 -0.000606625 0.00030307 0.000353497 0.000241541 0.000864952 0.000634352 -0.00136883 0.00129912 -0.000531063 0.000135361
internal_weight=126.331 49.1408 77.1905 74.2795 3.71728 70.5622 54.4758 16.0864 2.23573 1.50653 11.9881 4.8003 2.91095 48.7803 1.13112 7.18776 2.60571 47.6491 52.2401 17.7612 3.33246 34.4789 32.5133 26.6744 5.83893 4.84254 1.50844 2.1085 1.96556 14.4288
internal_count=4633 3372 1261 1199 62 1137 897 240 73 40 191 104 62 3359 49 87 41 3310 824 271 41 553 493 354 139 70 40 52 60 230
is_linear=0
shrinkage=0.00196078


Tree=945
num_leaves=31
num_cat=0
split_feature=16 16 16 19 13 16 19 15 16 9 15 9 3 19 3 19 19 6 15 5 5 2 0 6 2 15 5 16 3 18
split_gain=0.063663 0.473918 0.462855 0.358125 0.290765 0.519269 0.260484 0.254883 0.245388 0.508161 0.423364 0.279348 0.491686 0.240866 0.590692 0.535706 0.397364 0.213082 0.186358 0.23539 0.503486 0.570529 0.279594 0.225386 0.315472 0.465241 0.45704 0.566047 0.194814 0.217856
threshold=20.394952307700002 20.179952810500001 20.674951653000004 14.251149826300002 113.98793627290001 20.834951278800002 14.051133688400002 36.548474543700003 22.494947397000004 195.34352961910002 33.423812040500003 200.95377551580003 92.316275283350009 13.751109481500002 87.130239549750016 13.951125619400001 13.651101412550002 14.965349663000001 33.423812040500003 21.191508333600002 20.911722254300006 105.39281967610002 88.350799540950007 16.355382140900002 190.3068252971 40.292677025400003 22.627560662300002 22.624947093000003 93.292185584700022 13.344136431100003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 6 3 -2 5 -4 7 13 9 10 -6 -11 -13 16 -15 -16 -1 -8 -10 20 -20 -22 23 24 25 -21 -26 -28 29 -25
right_child=2 -3 4 -5 8 -7 17 -9 18 11 -12 12 -14 14 15 -17 -18 -19 19 22 21 -23 -24 28 26 -27 27 -29 -30 -31
leaf_value=0.00056987627975401453 0.094926230035827661 -0.11804586198692063 0.0054530037469715572 0.015988634996826439 0.0066852945686458947 -0.077819333542596597 -0.010824552502939169 -0.072992586086011918 0.040177550092012598 -0.038063875856373774 0.092575900185956322 0.077598791240292828 -0.010827251475934363 0.068956605866590595 -0.10718220040594809 0.047624471071438322 -0.091603808123818839 -0.10522850794915206 0.00087905413779221112 -0.0088877125267380532 -0.0080306105708751168 -0.085327232002075593 0.055639294634504205 0.036814179857674906 0.1021775439273449 -0.12034874284705854 -0.10825818285793397 0.034554152816285197 -0.0010534413349914402 0.0070827250489814246
leaf_weight=37.33534305640535 0.92933985852869172 0.3469548742286851 1.8572184536606067 1.506246058270335 0.95645807558321339 1.2547777527943251 0.55064778320956875 0.46606795540719659 1.1832412034273136 1.2998710805550215 1.4347294643521307 0.9299981947988275 1.9417296992614863 1.5576990605331951 0.46623806704883453 0.42941901129233884 0.47364110324997355 0.42257801583764376 9.8418497298844141 0.90298295160755448 2.1965815089642997 1.6892464249394832 1.0263601290062059 3.3116509094834319 0.39147345069795836 0.63983251506579109 0.46411243181137229 0.69038436468690634 20.019321675755236 9.6349097676575166
leaf_count=3087 38 13 23 24 33 39 12 90 30 17 86 26 32 53 35 13 32 37 140 20 22 30 35 34 13 27 40 24 461 67
internal_value=0.00136796 -0.00165577 0.00335141 0.0461086 0.00166267 -0.028123 -0.000687407 0.000534314 0.00324568 0.0214666 0.0582203 0.00039913 0.0178092 0.00138545 0.0317492 -0.0329608 -0.000584803 -0.0518151 0.000945714 3.2077e-05 -0.0111546 -0.041633 0.00417348 0.00270841 -0.0231214 -0.0551125 0.00880449 -0.022857 0.00512857 0.0146878
internal_weight=106.151 42.0486 64.1023 2.43559 61.6667 3.112 41.7016 40.7284 58.5547 6.56279 2.39119 4.1716 2.87173 40.2623 2.45336 0.895657 37.809 0.973226 51.9919 50.8087 13.7277 3.88583 37.081 36.0547 3.08879 1.54282 1.54597 1.1545 32.9659 12.9466
internal_count=4633 3372 1261 62 1199 62 3359 3310 1137 194 119 75 58 3220 101 48 3119 49 943 913 192 52 721 686 124 47 77 64 562 101
is_linear=0
shrinkage=0.1


Tree=946
num_leaves=31
num_cat=0
split_feature=13 2 5 5 13 16 15 18 15 16 10 8 3 6 7 16 9 4 18 10 13 18 13 9 0 7 13 17 16 0
split_gain=0.322863 0.228158 0.181616 0.328048 0.261698 0.238714 0.76245 0.936585 0.717375 0.454506 0.738543 0.784468 0.500942 0.409429 0.388604 0.333047 0.284589 0.316047 0.868305 0.343881 0.36693 0.299944 0.673005 0.457108 0.385831 0.2668 0.235206 0.263733 0.23424 0.227871
threshold=97.873318238950006 134.46474107450004 11.926356180100003 13.252098438300001 100.88707980320002 18.684956306450005 28.579157549250002 14.032563378150002 28.298162031900002 15.954962690350003 71.053259929650025 7.5441126493500006 87.399085362750014 14.935348962050002 19.506002767000002 18.734956189500004 205.73475031020004 181.92062232470002 15.534793034950003 77.209829048350016 99.07774748140001 15.288668002700001 103.89008753490002 67.070312222050021 98.51854819030001 23.567644028800004 104.19926021995002 183.32030055335002 17.614958808600004 86.345209775600011
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 28 4 -4 6 8 25 9 16 12 -12 -11 -9 -14 -7 21 -18 -19 -20 -21 22 23 -5 -23 -8 -24 -28 -2 -17
right_child=2 -3 3 5 -6 15 7 13 -10 10 11 -13 14 -15 -16 29 17 18 19 20 -22 24 26 -25 -26 -27 27 -29 -30 -31
leaf_value=-0.001657680422246734 -0.0020071206129694272 -0.00018865895531430284 0.0012645648536246596 0.00040278405052166362 -0.00018822461849886307 0.0011388430371878546 -0.00026482789120721515 -0.0020698124385822338 0.0018356274741266612 0.0013223949561112125 0.00037791660275886258 -0.0018623865117076497 0.00061627390905133342 0.00021784120365291843 -0.002092399998532266 7.1229642443815111e-05 0.00045322454351362133 -0.0022163065694900184 0.00095777492175730709 0.00029819250591251974 -0.0013249944488164765 0.0015880741409598814 0.0010792608590313264 -0.0021522374277832563 0.00037995540139504016 0.0019302119581009526 0.00044484986331317738 -0.00065181148835279968 0.0002416845688851639 0.00027597566186840511
leaf_weight=0.44173006802611681 0.33356912426825047 5.0938521375428536 1.8438388118520372 0.41888156859205394 0.64293788117356587 1.4813337342347939 0.44579595090181046 1.6840516623269652 0.90333703434589452 1.082855331012978 0.88612722302787039 1.8670924408361314 0.41499546642194207 0.36619076144415874 0.39982914723805152 32.841214622807456 2.1986245121770471 0.86147382482886303 0.996116362512112 1.1859962505986916 0.97611341578885902 1.4733100970261146 1.4310100488364694 0.75342371942679165 3.276717577711679 0.40749377477914095 3.3046855654592946 1.131866692448966 0.38203838592744432 57.469520853715949
leaf_count=324 127 1100 59 25 31 29 36 252 15 25 17 166 123 10 210 792 43 28 16 9 39 32 10 71 37 5 109 17 30 846
internal_value=0.000157221 -0.000305884 0.000178327 0.000184164 0.000888957 0.000169343 5.27979e-06 -0.000942786 0.000122107 5.37953e-05 -0.000492648 -0.00114134 0.000448501 -0.00166122 -0.000712855 0.000216647 0.000194923 -0.000144485 -0.000471409 4.54863e-06 -0.000434617 0.000373936 0.000117038 -0.00123929 0.000754676 0.000783427 0.000388025 0.000165066 -0.00080656 0.00020152
internal_weight=126.996 5.53558 121.46 120.745 2.48678 118.258 26.466 2.90353 23.5625 22.6591 4.6509 2.75322 1.89768 2.05024 0.814825 91.7921 18.0082 6.21832 4.0197 3.15823 2.16211 11.7899 7.03987 1.17231 4.75003 0.85329 5.86756 4.43655 0.715608 90.3107
internal_count=4633 1424 3209 3052 90 2962 1295 303 992 977 541 183 358 262 333 1667 436 135 92 64 48 301 232 96 69 41 136 126 157 1638
is_linear=0
shrinkage=0.00196078


Tree=947
num_leaves=31
num_cat=0
split_feature=16 16 16 13 16 19 3 5 5 7 10 3 8 9 2 16 9 15 9 3 6 6 18 16 3 5 3 17 18 0
split_gain=0.242279 0.520028 0.496867 0.408167 0.553064 0.368033 0.299605 0.648841 0.602095 0.554196 0.467854 0.380771 0.2991 0.481294 0.330499 0.276186 0.572133 0.420568 0.275954 0.494739 0.265182 0.649514 0.780534 0.631312 0.497588 0.49046 0.26252 0.231676 0.41769 0.373241
threshold=20.394952307700002 20.179952810500001 20.674951653000004 113.98793627290001 20.834951278800002 14.251149826300002 87.399085362750014 20.497141515850004 20.971847224900007 20.797746106000002 69.999384342500022 86.092494711350014 5.1459841250500009 70.238863950400017 145.83272221200002 22.494947397000004 195.34352961910002 33.423812040500003 200.95377551580003 92.316275283350009 14.375335877400001 14.745344522600002 15.329371696850002 19.224955043700003 85.589753040950015 18.331716563250001 86.821066864700015 188.27285108100003 13.075178189100003 86.09518316945001
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 6 5 4 -4 -2 8 9 10 -8 11 -1 13 14 -9 16 17 -5 -18 -20 -12 22 -22 24 25 -23 -13 28 29 -17
right_child=2 -3 3 15 -6 -7 7 12 -10 -11 20 26 -14 -15 -16 27 18 -19 19 -21 21 23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=0.0014311613100909425 0.001846986009947959 -0.0022911408797744752 0.0001792017287719687 0.00029397841251430627 -0.001388760425992578 0.00042783368436375568 0.0011828099901262288 -0.0020410319775058645 -0.0017156778907852681 -0.0021141548290621449 0.00013187352927136162 -0.00043374929158537763 0.001133568415530668 -0.0016408635154764861 0.00051238890503536242 -7.3130453098708184e-05 -0.00056271487398697802 0.0018281006344687894 0.0014867626046269262 -9.3692690408114681e-05 -0.0020537947110322546 -0.0012000388412444067 0.00013543594145001738 -0.0009700032808994209 0.0014732266136988431 0.00092526366222825786 0.00089676079385561875 0.00023706479605969729 -0.00068871832757568354 0.00067446580091691554
leaf_weight=1.7962224894727103 1.1713979259366163 0.36910376162268121 2.0695788636803623 1.112732810142915 1.4858440968673674 1.7554017789661882 0.23630367452278633 0.21905823976158068 0.69549550833107687 1.149755149555858 33.318430593271842 1.1530195930972698 0.74792042000626668 0.71985910612625037 1.7662875301321035 10.417938215286997 1.485082591883838 1.7958093313500283 1.1629058234393599 2.2061474667862058 1.4084051947575056 0.79953153291717194 1.1272992274025453 1.3314696559682486 1.4700812920927999 0.8736166909802705 1.127843666821718 42.810472269033198 3.0671273085754356 3.4072445444762698
leaf_count=49 38 13 23 33 39 24 9 40 105 91 2056 24 58 473 114 201 17 86 26 32 202 29 16 22 27 24 20 683 35 24
internal_value=0.000132665 2.76956e-05 0.00020408 0.000171452 -0.000476064 0.000995823 4.48338e-05 -0.000418812 9.45809e-05 -0.00155207 0.000122934 0.000755924 3.60687e-05 -0.000267362 0.000230651 0.000205576 0.000553498 0.00124119 0.000141444 0.000451838 5.89407e-05 -0.000287688 -0.00108053 0.000161595 0.000640939 -9.03346e-05 0.000224163 0.000160339 -3.41093e-05 0.000111116
internal_weight=124.257 50.3097 73.9477 71.0209 3.55542 2.9268 49.9406 4.83918 45.1014 1.38606 44.4059 4.07709 3.45313 2.7052 1.98535 67.4655 7.76268 2.90854 4.85414 3.36905 40.3288 7.0104 2.5357 4.4747 3.14323 1.67315 2.28086 59.7028 16.8923 13.8252
internal_count=4633 3372 1261 1199 62 62 3359 785 2574 100 2469 93 685 627 154 1137 194 119 75 58 2376 320 218 102 80 53 44 943 260 225
is_linear=0
shrinkage=0.00196078


Tree=948
num_leaves=31
num_cat=0
split_feature=17 9 14 4 16 15 19 16 15 7 6 12 8 3 9 13 19 8 4 16 2 10 15 3 7 15 2 4 6 4
split_gain=0.0795864 0.0870241 0.0624392 0.233587 0.18363 0.246998 0.154475 0.149574 0.174228 0.45827 0.45359 0.451545 0.409465 0.330544 0.308644 0.230245 0.203394 0.168762 0.148856 0.301114 0.147719 0.132771 0.130349 0.260543 0.249675 0.245054 0.170779 0.648144 0.458679 0.946555
threshold=159.52695360440003 58.084576609100004 310.33012040220007 312.24436677560004 12.604970524100002 13.019805569300003 10.350835137000002 22.674946976100003 24.941885346000003 23.131311951800004 15.745367888000002 386.53797981375004 7.7439566930000003 91.496295553550013 194.29956510785004 102.54048155345002 14.351157895250003 7.6440346712000009 301.3713391001001 22.584947186600004 243.75909071190003 75.424692849750016 43.79812286300001 93.571785230250015 22.929105819350003 42.968808980200009 189.32640726775003 274.81987900165007 16.455384477450004 280.97264888340004
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 4 -4 5 6 -2 8 15 -10 11 12 -11 -12 -15 17 -16 -5 22 -20 -17 -14 25 -24 -25 26 27 -6 -28 -30
right_child=2 -3 3 7 18 -7 -8 -9 9 10 13 -13 21 14 16 20 -18 -19 19 -21 -22 -23 23 24 -26 -27 28 -29 29 -31
leaf_value=0.031301463254122031 -0.10093944107134011 -0.10261347582973163 -0.085803012609800361 0.0089793127373764808 0.0019182517028844661 -0.10133463375220322 0.07341963409937767 0.041080117673005123 -0.089930547718442416 0.043993896728696649 0.066022745773402863 0.061639259722781482 -0.094289791642645573 0.047855194123434967 -0.050848201153314093 0.093151923109196233 0.0012654013498693067 -0.063853675361177947 0.067174583364612808 -0.0045561110654566408 0.0076553715344186701 -0.015536043000493382 -0.06011300072317597 -0.049495537428823282 0.013796634003939873 0.030699219005025181 0.033324502894470011 -0.072735559745468067 0.07174557283428569 -0.094792685236185115
leaf_weight=0.072275624163011254 0.070061176181296925 0.14768291016025614 0.34736156472354096 2.3018457423290766 74.991610921961183 0.38563580446498236 0.18494389980696724 0.73558136695646759 0.71306223045848849 0.30596378095287979 0.87666116608306754 0.3473670717976346 1.3791298834476036 0.9969254866009577 1.0982260109740312 0.50437154293467745 2.3546267685014755 0.36916356489018642 1.0618781985358503 1.303736785543151 0.3371910430812477 0.25340686744311813 0.97712725447490711 0.82224113798656651 2.5756031042546965 3.098531513940542 4.6797449240111737 1.1812862762017164 0.55250524312577887 0.89272923854696273
leaf_count=47 104 239 134 593 1972 314 74 52 104 53 37 35 107 10 22 17 62 62 47 36 41 32 21 60 51 32 114 98 26 37
internal_value=0.00147865 -0.0586107 0.00160369 -0.00490914 0.00251072 -0.0508423 0.0255155 -0.00267433 -0.00539312 -0.0132732 -0.00609256 -0.0433546 -0.0621688 0.00989861 -0.00115853 0.013284 -0.01531 -0.00108703 0.00288169 0.0276424 0.0588958 -0.0820654 0.00222921 -0.014606 -0.00151938 0.00309169 0.00205226 0.000760523 0.0181169 -0.031126
internal_weight=105.918 0.219959 105.699 12.9209 92.7776 0.640641 0.255005 12.5735 11.8379 8.32537 7.61231 2.28587 1.9385 5.32644 4.44978 3.51257 3.45285 2.67101 92.137 2.36561 0.841563 1.63254 89.7714 4.37497 3.39784 85.3964 82.2979 76.1729 6.12498 1.44523
internal_count=4633 286 4347 1361 2986 492 178 1227 1175 462 358 227 192 131 94 713 84 655 2494 83 58 139 2411 132 111 2279 2247 2070 177 63
is_linear=0
shrinkage=0.1


Tree=949
num_leaves=31
num_cat=0
split_feature=5 6 5 13 10 16 16 2 16 19 13 16 16 9 15 9 3 19 19 3 15 13 8 3 2 2 6 5 18 3
split_gain=0.229182 0.186937 0.172477 0.285744 0.421217 0.211708 0.509734 0.462947 0.440275 0.465024 0.420917 0.661959 0.369135 0.603951 0.450367 0.334179 0.549883 0.316611 0.660314 0.552513 0.29679 0.268196 0.386945 0.376259 0.25895 0.277889 0.304656 0.271218 0.867018 0.534333
threshold=12.306951632950001 9.3002172980500024 13.252098438300001 101.03763345850001 81.339300736700025 20.394952307700002 20.674951653000004 114.84516036250001 20.034953149600003 14.051133688400002 113.98793627290001 20.834951278800002 22.494947397000004 195.34352961910002 33.423812040500003 200.95377551580003 92.316275283350009 13.751109481500002 13.651101412550002 86.26455603170001 33.423812040500003 116.86189801435002 8.543332867800002 91.302726568150021 323.30468295165002 302.29361977965004 11.085259005300001 19.841254985200006 14.483350136800002 85.589753040950015
decision_type=2 2 2 2 2 2 2 2 2 2 2 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 8 7 -7 9 17 11 -8 13 14 -12 -15 -17 18 24 -19 -21 22 -14 -23 25 26 -4 29 -29 -28
right_child=2 -3 5 -5 -6 6 10 -9 -10 -11 12 -13 21 15 -16 16 -18 19 -20 20 -22 23 -24 -25 -26 -27 27 28 -30 -31
leaf_value=-0.00023294653632341224 0.0016855823053271255 -0.0020359828682065435 -0.0010656179510778773 -0.00055611136397064104 -0.00016113905585069332 0.0017968269857379998 0.00023053657945323349 0.00024992229488917728 -0.0013009260888517341 -0.0014016591602511387 0.00028518066643636595 -0.0014315047369452838 0.00015441161130846435 -0.00060922198607678724 0.0018240885473350301 0.0014789225744422391 -0.00010525073315714491 0.0016333226919242189 -0.0021710499384743676 -0.00097875987432143345 0.00077122937749808228 -0.00077907216967667496 0.0017509356028942008 0.00014258353002246269 -0.0012052882663186805 0.0013755794074805155 7.2226554194222478e-05 0.00011322164434296437 -0.0019865371987562576 0.00096063142555622935
leaf_weight=3.734083310280766 1.2585385136771945 0.23499110601551354 0.9007342146942382 0.5960267619229852 0.76258753285219416 1.4201766618061804 2.1586590474471445 1.561801850388292 0.94489824044285242 0.83127922653511532 1.1552389739663325 1.6073116534389553 1.4978193198330694 1.504386046901345 1.9916158765554426 1.3519118763506415 2.2352636214345694 1.3295102748088532 0.51496767897333384 0.7465590654464902 0.74382904917001724 1.7558419462293375 0.95630050543695677 56.564903802740446 0.60967047595045087 0.62873501144349475 32.043202004384511 3.1931476776599075 0.99059059275168682 2.8329770019699927
leaf_count=1135 52 132 63 28 32 25 23 33 41 37 33 37 30 17 86 26 32 30 28 32 8 30 24 859 129 35 831 591 121 53
internal_value=0.000124146 -0.000339696 0.000138911 0.000636963 0.000988799 0.000128233 0.000192075 0.000986641 2.37909e-05 5.1383e-05 0.00015952 -0.000478821 0.000194353 0.000583843 0.00125914 0.000166472 0.000491782 7.85058e-05 3.55202e-05 0.00071438 -0.000105368 0.000141555 0.000776531 0.000114836 6.31013e-05 8.2153e-05 6.18025e-05 8.78011e-05 -0.000383942 0.000144391
internal_weight=128.658 3.96907 124.688 2.61715 2.02113 122.071 75.7612 2.98198 46.3101 45.3652 72.7793 3.76597 69.0133 8.23842 3.14685 5.09156 3.58718 44.5339 41.714 2.8199 1.49039 60.7749 2.45412 58.3207 41.1991 40.5894 39.9607 39.0599 4.18374 34.8762
internal_count=4633 1267 3366 112 84 3254 1255 58 1999 1958 1197 60 1137 194 119 75 58 1921 1851 70 40 943 54 889 1823 1694 1659 1596 712 884
is_linear=0
shrinkage=0.00196078


Tree=950
num_leaves=31
num_cat=0
split_feature=15 13 2 2 19 10 5 9 8 15 5 5 5 2 16 19 0 6 18 9 17 5 8 0 7 9 7 19 12 13
split_gain=0.0654747 0.207249 0.105399 0.103985 0.090577 0.347721 0.377683 0.271189 0.261024 0.253718 0.335365 0.338656 0.251439 0.202247 0.302927 0.236754 0.193027 0.186426 0.308559 0.319907 0.232533 0.185548 0.143808 0.212384 0.327417 0.478276 0.454215 0.488756 0.311828 0.330094
threshold=46.674706678850008 117.56896250265002 247.02271001585004 195.72231170465002 14.451165964200003 64.630533455950015 19.973460566700002 197.00658341100004 8.4434108459500017 42.80317728375001 22.217208590350001 21.438877744300004 21.363989181350004 151.08605618930002 22.664946999500003 14.551174033150001 85.732241321850012 16.575387281250006 13.063922652800002 202.05151640955003 183.58889821140002 23.499898996300001 8.7431769115000026 86.208098410950015 22.721067571950005 193.70978346765003 23.164713644150002 14.351157895250003 133.59172866980003 117.67112391160002
decision_type=2 2 2 2 2 2 2 2 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 17 6 -6 -7 9 10 11 -8 -10 16 15 -15 -14 22 20 -20 21 -19 23 24 25 28 27 -26 -1 -30
right_child=1 2 -4 -5 5 7 8 -9 12 -11 -12 -13 13 14 -16 -17 -18 18 19 -21 -22 -23 -24 -25 26 -27 -28 -29 29 -31
leaf_value=-0.034401028920365409 -0.078020399275197216 -0.0031389682005056336 0.006445807476655319 -0.10471679028983059 0.083002946348604348 0.0094023983992469386 0.012202126364046467 -0.079494594527020818 -0.031263543646537037 0.055042131777110405 -0.027038144981764996 0.082141841913395228 -0.0085980659539898179 -0.091380020578860452 0.037806873185632181 -0.006230711210446804 0.038528619402769845 -0.076580956819746693 -0.11163163909683974 -0.0057687344438666806 0.10061984331690432 0.0013051964149436374 0.017867339206847997 0.0026533309512423251 -0.11184275621548972 0.090205958096103545 -0.0062754180079390744 -0.021631089983007556 0.0031966639464602142 0.10217938182138614
leaf_weight=1.9721611955847018 0.42305085266161713 0.22279298359353594 2.1376073863357306 0.18402037405394367 0.72552262921818211 0.62165510142221936 3.2216054017189881 0.76600761487497948 2.3016938669607026 1.8239423519698901 1.5759656969457863 0.8818339044228195 1.3631890558754096 0.6096796966739928 0.6474984650267287 0.70312605355866253 2.398076378274709 0.36277341912500594 0.63887948929686877 0.51600771265111689 0.20337205613031972 1.949989131720258 5.0354324985164558 64.63802839650134 1.0679943067370914 0.6049358695745467 3.9640860494164372 1.3722372772172093 2.2062035234157524 0.3976381875691003
leaf_count=174 72 20 55 46 19 17 74 29 36 34 29 19 55 32 39 17 31 12 35 33 6 383 62 3055 29 7 45 25 134 9
internal_value=0.00143468 -0.013209 -0.00243307 -0.0490873 0.00185834 0.00837887 0.0124814 -0.0396699 0.00918613 0.0225937 0.0121729 0.0272323 -0.00335262 0.00787549 -0.0181674 -0.0457749 0.0214486 0.000504034 -0.0215387 -0.0643317 -0.00189702 -0.0109118 0.00149986 0.000418596 -0.0120497 0.00664114 -0.0271702 -0.0611132 -0.00440591 0.0183125
internal_weight=105.537 2.96747 2.54442 0.406813 102.57 17.6398 16.2521 1.38766 15.5266 7.50335 5.67941 4.10344 8.02326 5.72157 1.9603 1.31281 3.76127 84.9297 3.67102 1.15489 2.51613 2.31276 81.2587 76.2233 11.5853 5.18094 6.40432 2.44023 4.576 2.60384
internal_count=4633 193 121 66 4440 431 385 46 366 156 122 93 210 174 88 49 86 4009 469 68 401 395 3540 3478 423 324 99 54 317 143
is_linear=0
shrinkage=0.1


Tree=951
num_leaves=31
num_cat=0
split_feature=16 16 9 15 16 9 12 18 0 15 18 9 9 8 13 13 13 18 6 12 7 10 0 7 15 4 13 0 16 19
split_gain=0.066122 0.35007 0.380226 0.223841 0.219798 0.173175 0.305967 0.544345 0.24061 0.261523 0.25436 0.235283 0.252591 0.20352 0.191024 0.20795 0.653486 0.574105 0.432291 0.265876 0.172983 0.172348 0.157884 0.156601 0.159621 0.376229 0.233574 0.891301 0.346942 0.397678
threshold=18.594956516900002 18.369957043050004 187.45330412110005 31.445204138150004 18.304957195050005 205.73475031020004 106.27865197405002 15.534793034950003 97.722764583650005 24.673905035600004 17.108018746400003 202.86134752310002 202.16842692300003 8.1436447804000007 108.98740415025001 103.89008753490002 104.19926021995002 14.668863553700001 12.410289964450003 249.73381652755003 25.830248520250006 68.327163385350005 98.031937268650012 26.417313068900004 27.614913206150003 165.86037890555002 109.34496908160001 96.082805124100005 19.224955043700003 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 3 -3 4 5 11 13 -8 -9 10 20 12 14 -7 15 18 -17 -18 21 -20 -10 -1 -13 24 25 -2 27 -26 -28 -30
right_child=23 2 -4 -5 -6 6 7 8 9 -11 -12 22 -14 -15 -16 16 17 -19 19 -21 -22 -23 -24 -25 26 -27 28 -29 29 -31
leaf_value=-0.10210899153012649 0.066328613754246687 0.065425694446031288 -0.10541495362831953 -0.10135290544997717 0.084221828367906218 0.071597821282571514 -0.086640668088367401 0.071419833342678013 -0.020633944903309796 0.012857001099107266 0.0054079077240072456 0.058677184006362765 -0.091198567207989356 -0.00025274427781033236 -0.1011873395231595 0.071796476631162204 0.0096148379937731759 -0.10364623612322166 -0.094508834443574677 0.049805282371545204 -0.10518695605660869 0.0030391632103954264 0.0098252852080383743 0.039965773583416117 -0.096572203847279464 0.00091679174631018555 0.039130988723118654 0.0021820422020918033 -0.041717825386508978 0.002710832675779463
leaf_weight=0.15973452064646476 1.2809757681097824 0.16537295398302276 0.61381231348423171 0.22053227149444765 0.30489142135775082 0.50536977995307042 1.2148170352738814 0.33640397060662541 0.37803755709319398 1.5007788547372909 0.6353296457991745 1.1869069729000323 0.30291674534055424 1.7925749756941511 0.18013660681174393 1.5707484381273387 3.9489652105387449 0.50474083458539087 0.80135627526988162 0.15185308582931611 0.67219435605511535 6.4677471118893664 1.4946956519252124 1.1124139421153802 1.160042751347645 2.804204077419854 2.5189060561442593 4.307770763989538 2.0796619820466722 64.473848497895688
leaf_count=35 32 49 180 92 8 101 70 15 15 61 206 14 24 32 232 24 183 27 109 24 79 1269 43 23 103 127 71 24 72 1289
internal_value=0.00129905 -0.00317605 -0.069156 -0.00106306 -0.000145727 -0.00122628 -0.0143943 -0.0289182 -0.00901265 -0.0175045 -0.0445375 0.00429817 -0.000869571 0.0155488 0.00111531 0.00246983 0.0163381 -0.0032211 -0.00855146 -0.0715186 -0.0747516 0.000504899 0.0314477 0.00270828 0.00218115 0.0214278 0.00112634 -0.0187695 0.00270131 0.00132253
internal_weight=104.848 25.1099 0.779185 24.3307 24.1102 23.8053 7.03551 4.73756 3.52274 3.18634 1.68556 16.7698 14.0882 2.29794 13.7853 13.6051 6.02445 4.45371 7.58069 0.953209 1.05023 6.62748 2.6816 79.7378 78.6254 4.08518 74.5402 5.46781 69.0724 66.5535
internal_count=4633 2892 229 2663 2571 2563 579 446 376 361 300 1984 1927 133 1903 1671 234 210 1437 133 94 1304 57 1741 1718 159 1559 127 1432 1361
is_linear=0
shrinkage=0.1


Tree=952
num_leaves=31
num_cat=0
split_feature=5 5 10 13 19 10 9 15 13 3 5 19 2 18 6 8 12 5 14 16 8 17 17 18 6 9 13 0 2 7
split_gain=0.062998 0.161942 0.115099 0.118659 0.0575525 0.1172 0.106574 0.0574021 0.17941 0.0982721 0.0970481 0.0870012 0.130056 0.246248 0.0623878 0.298658 0.222271 0.261998 0.0585233 0.226714 0.21915 0.0841416 0.356772 0.279814 0.627308 0.333319 0.186053 0.17817 0.161701 0.247757
threshold=7.754880527600001 5.3654262215500008 90.679004281900021 92.563613431350021 11.750948102400001 89.052487112950018 22.608179833450006 46.674706678850008 117.56896250265002 92.813640037450014 25.361845021250002 14.651182102100002 172.99241708655003 13.511883313150003 17.755414852450006 9.3427090425500019 79.204428604100016 26.429611911700004 435.97840733575009 20.629951758200004 2.8477776226000002 205.96542837505004 205.28496454895003 15.502113896900001 15.945372561050002 204.51365672970005 108.34217419895002 96.324766355850002 201.25557642380002 26.826254787300005
decision_type=2 2 2 2 2 2 2 2 2 2 2 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 11 9 -9 -10 14 13 -13 18 -16 -17 -18 21 20 -20 22 -2 24 -23 -26 27 -25 -29 -30
right_child=7 -3 -4 -5 -6 -7 -8 8 10 -11 -12 12 -14 -15 15 16 17 -19 19 -21 -22 23 -24 26 25 -27 -28 28 29 -31
leaf_value=0.040771728078419479 0.001598089925642822 -0.10040365129581857 -0.10034911761454648 -0.10068227071798315 0.075634192374291295 0.062322896113353156 -0.1009266536366108 0.012525927022487747 -0.028819669406561228 -0.10267010192128181 0.012131584869095458 0.038393268244716276 0.045692091211242958 -0.042005437750556797 -0.097365415008662082 0.072275381500373465 -0.10783388893889044 0.021998677976639958 0.03127812442760966 0.063722985524943918 -0.10221314374778515 -0.10139469308166689 0.073601038294445073 -0.1030589452952963 -0.079952877126404129 0.055924151529915117 0.076689390019636969 -0.0088394822463097877 0.086020935398543844 -0.016906930058710492
leaf_weight=0.089792215265332542 87.780899911138476 0.21630287629432132 0.10464555502767325 0.081818477978231385 0.17667541147602606 0.20367789460578933 0.12981797664542682 0.097997371020027813 0.90102352682515663 0.30311296699892409 1.6176911145375923 0.81437842256855153 1.1146288651507346 0.71579687669873238 0.36504703499161806 0.35248623834922888 0.24623513215919957 0.42146550735924393 0.28597361322317627 0.63776504434645176 0.21577108437577408 0.91153810668038093 0.69359873095527191 0.16816722124349315 0.25326901441439986 0.62867700401693583 0.32165660106693383 3.1731717345701327 0.50514720490900789 0.43546473840251565
leaf_count=13 2680 279 312 44 36 27 77 8 61 64 60 34 28 8 177 14 34 28 34 33 102 50 14 28 23 37 10 181 22 115
internal_value=0.00116799 -0.0237761 -0.00270002 0.012288 0.027694 0.00768433 -0.0429903 0.00141092 -0.0124101 -0.074526 -0.00251797 0.0018143 0.01971 0.000783759 0.00132834 -0.0197423 0.00803311 -0.0258811 0.00163235 0.0241598 -0.0261287 0.00136177 0.00216256 -0.00971352 -0.0432212 0.0169043 0.00334046 -0.00216945 0.00195481 0.0383696
internal_weight=103.964 1.00273 0.786428 0.681782 0.599963 0.423288 0.21961 102.961 2.91982 0.40111 2.51871 100.041 2.6448 1.53018 97.3963 1.38523 1.02019 0.667701 96.0111 1.13951 0.501745 94.8716 88.4745 6.39709 1.79348 0.881946 4.60361 4.28195 4.11378 0.940612
internal_count=4633 788 509 197 153 117 90 3845 193 72 121 3652 70 42 3582 253 76 62 3329 169 136 3160 2694 466 110 60 356 346 318 137
is_linear=0
shrinkage=0.1


Tree=953
num_leaves=31
num_cat=0
split_feature=13 2 19 3 15 15 13 6 5 9 9 3 4 4 10 5 8 7 15 8 5 8 15 13 17 14 14 16 9 16
split_gain=0.197216 0.19764 0.158706 0.395064 0.499627 0.424097 0.20278 0.220799 0.209195 0.19824 0.385391 0.162561 0.156753 0.467551 0.355128 0.716222 0.613713 0.406879 0.552411 0.439419 0.459702 0.33151 0.430629 0.300562 0.645549 0.24491 0.917447 0.424155 0.361592 0.830804
threshold=97.873318238950006 134.46474107450004 11.850956171350001 80.785478361850011 23.241064975550003 19.314972497650004 101.03763345850001 13.345311811050001 13.252098438300001 210.25104900155003 188.08209940425004 77.709882260600011 309.77412212245002 312.24436677560004 75.28220456885002 21.363989181350004 8.543332867800002 23.131311951800004 25.186533201700005 8.6432548896500023 22.533652790000001 8.1436447804000007 35.645792850250011 117.55820867010002 204.55825889135002 276.70898201215005 274.15552132740009 15.839962959300001 192.20980299475005 19.304954856600002
decision_type=2 2 2 2 2 2 2 2 2 2 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 8 -8 -2 10 -6 -11 25 -14 15 16 21 18 -17 20 -19 22 -15 24 -22 26 -5 -27 29 -29
right_child=2 -3 3 12 9 -7 7 -9 -10 11 -12 -13 13 14 -16 17 -18 19 -20 -21 23 -23 -24 -25 -26 27 -28 28 -30 -31
leaf_value=-0.0016121432594620381 0.0010599656634925406 -0.00013851781021960744 0.00011479959334387951 0.00017101853516387922 0.00034235777952406054 -0.0020390944892423836 0.0020324186514188969 0.00016915223881478706 9.834101724711026e-05 0.0014295480868130532 -0.0020055736100688037 6.4932314416729802e-05 -0.0019984853206241591 -0.0020068755950397935 0.0014256990356757771 0.00087094052595626807 0.00098983542966274755 0.0016328582305794187 -0.0017938184097581822 -0.0010503893486344318 -0.0018008958706060565 -0.0021181264791614255 0.0018171989291807114 0.00052782193070845728 0.0013038697859011155 0.0019068651429451325 -0.0013445372010056121 0.0012803105032102157 0.00044998929065003451 -0.0019769651541281315
leaf_weight=0.37992753985781647 1.09970396850258 4.429132042274432 0.52575337130110611 79.019326735263348 0.71368588309269421 1.0601739581907166 0.58960373699665047 0.41777060399408583 4.1596467643685173 0.51857250198372618 0.43114703358151019 0.9513423980679363 0.45830908851348695 0.23493685253197094 0.65267507635871957 0.47074248117860207 0.44131121819373209 1.1998127248298258 0.82025010839788592 0.74749015504494298 0.68062517028010894 1.2647942672483621 0.21852339070755988 4.1764348621945828 0.41413549543358386 0.70384572938200918 1.5661012748169003 0.50570186698041542 11.881697114504275 0.74394901370396838
leaf_count=324 15 1100 19 1816 22 119 7 58 75 41 54 45 107 44 54 43 17 48 96 42 36 54 5 59 21 30 39 30 154 59
internal_value=0.000134197 -0.000254938 0.000150237 0.000133007 -0.000456761 -0.00132505 0.000453778 0.0012597 0.000299412 6.98867e-05 -0.000541879 0.000546356 0.000156335 -5.69377e-05 2.16571e-05 -6.42346e-05 -0.0010727 0.000191696 -0.000822151 0.000373017 0.00053744 -0.00160243 -0.000164046 0.000288105 -0.000626398 0.000182943 0.000141565 0.000423953 0.000344468 -0.000658829
internal_weight=121.477 4.80906 116.668 110.401 4.20068 1.58593 6.26673 1.00737 5.25935 2.61475 1.14483 1.46991 106.201 11.78 11.3217 10.6691 2.15957 8.50949 1.29099 7.2185 6.47101 1.71825 0.45346 5.2712 1.09476 94.4206 80.5854 13.8352 13.1313 1.24965
internal_count=4633 1424 3209 3054 300 138 155 65 90 162 76 86 2754 626 519 465 120 345 139 206 164 103 49 116 57 2128 1855 273 243 89
is_linear=0
shrinkage=0.00196078


Tree=954
num_leaves=31
num_cat=0
split_feature=16 15 18 15 9 19 6 13 16 9 17 10 12 0 10 5 7 18 7 3 0 13 18 2 18 3 15 7 4 16
split_gain=0.220535 0.562997 0.752717 0.674445 0.370718 0.49926 0.276947 0.366768 0.486097 0.680364 0.52682 0.344672 0.267468 0.267341 0.432417 0.7102 0.569535 0.388492 0.527079 0.512526 0.885237 0.713305 0.528688 0.507234 0.689042 0.412732 0.287548 0.2475 0.231919 0.557768
threshold=18.684956306450005 28.579157549250002 14.032563378150002 28.298162031900002 213.03443802080002 13.251069136700002 15.635365317800002 109.43099974175001 15.954962690350003 191.61296531520003 236.15709471040003 71.053259929650025 104.24845815275002 96.631250582750013 70.128430332750014 18.850689434250004 24.717948180000004 14.380989918050002 24.453757170650004 88.813214339350012 93.501885318850015 113.19215266625001 13.934548574650002 316.46407472665004 14.646070254650002 89.732667019950014 27.614913206150003 23.567644028800004 389.25159675045006 22.674946976100003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 3 27 6 -4 -6 7 8 -1 12 11 -11 -10 14 17 16 26 19 -19 20 22 -21 -2 24 -20 -23 -16 -3 -27 -30
right_child=13 2 4 -5 5 -7 -8 -9 9 10 -12 -13 -14 -15 15 -17 -18 18 23 21 -22 25 -24 -25 -26 28 -28 -29 29 -31
leaf_value=0.00011984517771185264 0.00013782101186592715 -0.00029597484564814635 -0.0020582000457486939 0.0018185091098419949 -0.002158239135530348 0.0015500438950888469 -0.0014952064449369209 0.0014142253040555291 -0.002111655383451652 0.00051809945276228161 0.00083448272709444877 -0.0020243648926833537 0.00041743332656303447 0.00054621327396550809 0.00031633111841207766 -0.0021723987147273752 0.00036597702489873913 0.0012970899466093918 -0.0021971238232425354 0.0014986579569543728 0.00096369082188273311 -0.00070474070959719202 -0.0018184634841012016 0.0012159641466690345 0.00029951972390206204 0.00019209254258781787 -0.0020693174178138809 0.001949850583956837 -0.0014996755199687406 0.0012147351343839957
leaf_weight=22.965050609397636 0.76698653120547522 0.38914532538910807 1.3847615531703921 0.82145440318345109 0.26023316040664202 0.3010825708770426 0.45846386961466024 0.7285492516530202 0.17507182493864037 0.23254671413451466 0.36759130930295203 1.7306702325004151 1.9679029818362321 6.9676571879535905 0.27106179483234827 0.76171897188760329 2.717426547780633 2.7206229367293409 0.61507476912811432 1.5378211122006167 1.0038958732038734 2.1131793335080138 1.7271212998311964 1.0431762307416645 1.3753195118042638 65.114797691174317 0.68547249585390091 0.36619775695726275 0.91092363606730831 0.4276992813393008
leaf_count=1752 23 38 223 16 41 12 351 19 17 5 28 184 255 42 8 41 27 41 26 35 17 28 39 43 38 1086 62 5 103 28
internal_value=0.00012774 -1.18141e-05 -0.000868512 6.67772e-05 -0.00151334 -0.000169164 1.6509e-05 4.11143e-05 4.65582e-06 -0.00058664 -0.00131983 -0.00172321 0.000210818 0.000177172 0.000146485 -0.000449301 -9.2053e-05 0.000179787 0.00067045 0.000141427 -0.000591067 0.000177977 -0.00121687 0.000108455 -0.000471997 0.000148356 -0.00139327 0.000792823 0.000175484 -0.000632403
internal_weight=122.909 32.1487 2.70142 29.4473 1.94608 0.561316 28.6258 28.1674 27.4388 4.47378 2.33081 1.96322 2.14297 90.76 83.7923 4.43568 3.67396 79.3566 5.75419 73.6024 3.498 70.1044 2.49411 3.03357 1.99039 68.5666 0.956534 0.755343 66.4534 1.33862
internal_count=4633 2946 319 2627 276 53 2611 2260 2241 489 217 189 272 1687 1645 138 97 1507 148 1359 79 1280 62 107 64 1245 70 43 1217 131
is_linear=0
shrinkage=0.00196078


Tree=955
num_leaves=31
num_cat=0
split_feature=13 13 16 15 4 9 19 4 3 2 12 17 16 18 9 19 5 5 2 17 6 6 2 0 15 6 9 16 10 3
split_gain=0.0618224 0.189811 0.161129 0.165897 0.120426 0.166206 0.0973276 0.117382 0.0901506 0.0786743 0.0667709 0.0616417 0.435279 0.326157 0.674402 0.314856 0.482377 0.340603 0.220953 0.23091 0.250826 0.510787 0.421062 0.375783 0.232584 0.219767 0.20491 0.203577 0.478115 0.264105
threshold=117.97223122220002 118.06363879865002 23.359945374300004 43.376643616500012 168.18037996940004 226.58992707320002 14.651182102100002 304.16392219750009 95.346167596350014 144.94098043750003 66.834523482800009 201.39543491635001 22.644947046300004 14.329845562450002 205.22231928645002 14.451165964200003 20.315138807500002 19.688300142250004 325.13486840910008 198.39433209390003 14.905348261050003 14.325334709150001 72.043920985000014 90.321439350550008 37.882159664350006 16.425383776450001 208.17787845895003 18.684956306450005 75.981203682750007 81.075831839950027
decision_type=2 2 2 2 2 2 2 2 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 10 8 11 9 -6 -8 -3 18 13 14 25 16 17 27 19 -1 21 22 -21 24 -22 -13 -16 28 -15 -30
right_child=1 2 -4 -5 5 -7 7 -9 -10 -11 -12 12 -14 15 26 -17 -18 -19 -20 20 23 -23 -24 -25 -26 -27 -28 -29 29 -31
leaf_value=0.00081293255364985994 -0.10512799879116122 -0.016134230782099905 -0.10360694484823892 0.067953795316370649 0.0099105248304339599 0.070523845378519495 0.014843507041728269 -0.0087740047603447509 -0.10417760401601828 0.055390136426049709 0.059246244254000595 -0.11719726469509645 0.0842158529223479 -0.093651641540232894 0.034069347034457832 -0.081571680659405635 0.061151866375163302 -0.10601726047796377 -0.051597136297684323 0.099503923515945128 -0.012077940224250461 -0.10563859462520607 -0.0043892849454099754 0.072833128030563535 0.037388760364404437 -0.036186089761252579 -0.041319591952942825 0.0083797904327033278 -0.019365140349058511 0.052495810924017394
leaf_weight=73.534115991746148 0.21687840856611629 0.23454320756718494 0.14781212829984713 0.32845082692801952 0.089902357198297977 0.09332410991191864 1.0139964772388332 0.96488634776324023 0.30165977521392051 0.90623443759977806 0.23549265804467723 0.89589107249321498 0.53443080652505237 0.71901555784278803 1.0331192971207199 0.46289561589947048 1.2569563190299966 0.31913035875186402 0.75774992328075441 0.45945610199123521 1.7648852681741121 0.42583006328459294 2.5840804072286119 1.5573903562617486 2.0598804769106209 0.53474579937756062 0.55379754281602789 7.275603090878576 2.1566525879870828 0.67042101868719317
leaf_count=2858 12 19 15 13 13 5 19 16 94 22 25 38 31 105 28 34 77 21 205 8 27 57 119 27 25 16 22 78 565 39
internal_value=0.00126539 -0.0179487 -0.00473778 0.00664945 -0.0144365 -0.0494005 0.0015745 0.0196809 -0.0779831 0.0339791 0.0216321 0.00104978 -0.00455073 -0.00753844 -0.0371265 -0.000596067 0.00242732 -0.00419824 0.00215533 0.00264973 0.0179089 -0.00305781 0.0112946 0.0314242 0.014563 -0.0869168 0.00776034 -0.00119561 -0.0208417 -0.00232381
internal_weight=104.089 1.64806 1.43119 1.28337 0.954922 0.484886 102.441 2.88512 0.391562 1.92023 0.470036 99.556 16.4127 15.8782 3.01755 12.8607 12.3978 11.1408 83.1434 82.3856 8.85152 3.46937 3.04354 5.38216 3.82477 1.43064 1.58692 10.8217 3.54609 2.82707
internal_count=4633 196 184 169 156 112 4437 57 107 41 44 4380 1054 1023 104 919 885 808 3326 3121 263 184 127 79 52 54 50 787 709 604
is_linear=0
shrinkage=0.1


Tree=956
num_leaves=31
num_cat=0
split_feature=16 16 16 2 3 7 15 5 18 6 3 18 3 15 16 16 16 13 9 7 17 5 13 16 16 17 8 17 10 2
split_gain=0.20373 0.628105 0.543344 0.312257 0.300206 0.706835 0.815823 0.640129 0.490731 0.528266 0.434521 1.19204 0.452209 0.901062 0.425103 0.340817 0.328588 0.302869 0.667095 0.471954 0.273497 0.260579 0.252758 0.633357 0.319778 0.565249 0.375979 0.391708 0.259335 0.255227
threshold=20.394952307700002 20.674951653000004 20.179952810500001 114.84516036250001 87.399085362750014 20.797746106000002 35.133229767950006 20.971847224900007 13.921859755900002 15.105352934150002 85.589753040950015 14.380989918050002 84.812788641250009 28.579157549250002 18.554956610400005 19.134955254150004 17.644958738400003 107.78028644965002 206.22988073345002 24.581118242250003 166.68115439205005 18.331716563250001 113.98793627290001 20.834951278800002 22.454947490600002 199.59317753375004 8.543332867800002 185.88129754265003 62.907231794400012 309.04644204820005
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 3 4 -2 7 20 -7 8 14 10 12 -12 15 -14 16 17 -1 -10 19 21 -6 -19 23 -3 25 26 27 -24 -26 -30
right_child=1 22 -4 -5 5 6 -8 -9 9 -11 11 -13 13 -15 -16 -17 -18 18 -20 -21 -22 -23 24 -25 28 -27 -28 -29 29 -31
leaf_value=0.00088294075480618243 0.0017304220337628455 0.0003259108290033485 -0.0022932924813293268 0.00045702783379671916 -0.00089549868726313095 -0.0019379625378851391 0.0011645924150951556 -0.0017696336567911918 0.00011310506484701697 -0.0020802254013135972 -0.00041856856608728812 0.001629205428233565 0.00040349180898562379 -0.0020699428595729731 0.0019677682057243715 0.0013081800125529684 -0.0013942041834274837 -0.0020618775200870526 -0.0018575559502357064 0.00094344404883401972 0.00057088299697508505 0.00038843396014125246 0.00030091606085581315 -0.0013527372647769136 0.00012215226922265704 -0.00046470413368517982 0.00024474722832887894 0.0019851129986767765 0.00026979927268873079 0.0018102598254120844
leaf_weight=0.86553615651791849 1.446477226330898 2.1476838737726207 0.38311045960290258 1.5166501863859592 0.63773080696432716 1.5945762951878353 0.40953749336767931 0.69426793680395249 32.42575361107447 0.43035210180096228 2.0247891161416183 2.3746968125487911 1.150785705118323 1.1148138475982703 1.0078894123435018 0.8612135648727407 0.33907051270944066 0.4297735034488136 0.98559796228073526 1.1090985764749346 2.0969456070288288 0.27276286436244845 0.76207532174885217 1.4459436718607319 59.23290757331597 1.3347023567184804 1.54367777146399 1.750435692258179 1.0176001461222757 0.69656052859500039
leaf_count=64 27 23 13 35 228 228 12 105 1917 22 29 52 49 163 18 9 15 39 57 24 317 11 29 39 908 30 37 81 20 32
internal_value=0.000127841 0.000194428 3.30553e-05 0.00107865 5.05909e-05 -0.00041936 -0.00130396 9.89132e-05 0.000127492 8.13434e-05 0.000103104 0.000686752 3.61475e-05 -0.00081359 0.00102815 8.94995e-05 0.000241974 5.97024e-05 -0.000559346 0.000146929 0.000228921 -0.00111053 0.000156962 -0.000349515 0.000184399 0.000642139 0.00100635 0.00147428 0.000143911 0.000895776
internal_weight=124.103 72.8947 51.2083 2.96313 50.8252 4.73879 2.00411 46.0864 45.3921 43.1796 42.7493 4.39949 38.3498 2.2656 2.2125 36.0842 1.20461 35.223 2.79723 1.81163 2.73468 0.702536 69.9316 3.59363 66.338 5.39089 4.05619 2.51251 60.9471 1.71416
internal_count=4633 1261 3372 62 3359 785 240 2574 2469 2372 2350 81 2269 212 97 2057 79 2048 131 74 545 50 1199 62 1137 177 147 110 960 52
is_linear=0
shrinkage=0.00196078


Tree=957
num_leaves=31
num_cat=0
split_feature=13 8 10 9 7 18 12 5 10 7 13 7 5 0 18 15 9 9 16 12 13 16 6 0 19 0 12 17 15 15
split_gain=0.191735 0.21214 0.199325 0.229963 0.228754 0.180916 0.223158 0.212071 0.192652 0.17956 0.154296 0.140013 0.192295 0.281942 0.162323 0.185172 0.139452 0.212477 0.12962 0.399388 0.213339 0.39671 0.252009 0.240938 0.197154 0.715977 0.26325 0.167462 0.360575 0.157895
threshold=95.937628385050019 2.9476996444500005 82.299080289250014 58.084576609100004 20.714163848350005 17.327266398450003 284.29960850000003 11.926356180100003 72.327589083450007 21.833224794850004 75.758061657900015 24.573979631000004 2.7155367820000005 118.55293817840001 16.553048136000005 5.1773271655500013 210.25104900155003 216.72927494925003 12.604970524100002 247.65401887280004 98.577694269150015 14.464966174600002 13.825323026450002 98.752444047600008 11.850956171350001 100.01333091085002 94.177001085000015 168.62011096010002 26.912781836550003 18.939493156800005
decision_type=2 2 2 2 2 2 2 2 2 2 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 10 -1 7 -7 8 9 -2 -4 -12 14 -14 -13 -16 -3 -18 19 -9 -20 22 -22 -24 -23 27 -27 28 -26 -29
right_child=5 16 3 -5 -6 6 -8 18 -10 -11 11 12 13 -15 15 -17 17 -19 20 -21 21 24 23 -25 25 26 -28 29 -30 -31
leaf_value=0.0010988631796466121 -0.0014234685430255414 -0.0019868243279271541 -0.0019770857288005628 0.0019564649406726476 -0.0014125195065186509 0.0014407810401715765 -0.00056430761075357033 -0.0020099192245249808 -0.0020036055914525995 0.0008581697126528034 0.001076887561494236 0.0017899423497442269 -0.0019830663051459687 0.0010950435714014175 0.0019686902010880745 -0.0019773220157821248 0.0011778842550965445 -0.0020136619714911388 0.00057930423576276792 0.00083590328037321524 -0.0020207331025825139 0.00074633223595625155 0.00085032689863781465 -0.002051883142485235 -0.0017934780053372624 0.00027363426192950622 -0.0017100218592578566 0.001074490723224832 0.00024003845667284644 0.0001511735427481047
leaf_weight=0.17765523539856065 0.23006843918119457 0.42684233159798157 0.1384556058092129 0.2705258645582943 0.64832868399389554 0.83110699313692638 0.28713232808513567 0.40145186666450072 0.33240803722583223 0.31304998486302793 0.46412872982909881 0.24523893836885691 0.36745428978611017 0.16613145235169213 0.070547640323638916 0.12992340960772708 0.17562420277317869 0.1476012302809977 4.2104927499312899 0.35928729576335172 0.53130673163104691 2.0302469199523321 0.3413058604219259 0.16226476151496172 0.53405381892207404 0.33575895777903397 1.0995328648714346 0.71705322072375466 0.90054220788442763 102.59034638406683
leaf_count=13 25 288 193 7 180 42 35 154 144 25 45 11 174 28 6 107 46 115 55 21 71 48 49 12 269 8 94 32 68 2268
internal_value=0.000127571 -0.00032943 -7.13202e-05 0.000285863 -0.000872363 0.000141053 0.000925931 0.000133427 -0.000827913 -0.000108347 1.64616e-07 0.000189826 -0.00023059 -0.0010247 0.000720086 -0.000588683 -0.00125111 -0.000279539 0.000140797 -0.000665874 0.000146206 0.000129513 -0.00107873 -8.48476e-05 0.000141068 0.000129495 -0.00124598 0.000148343 -0.000516974 0.000157582
internal_weight=119.636 3.42846 2.67839 1.85241 0.825984 116.207 1.11824 115.089 0.875526 0.543118 1.58188 1.44342 0.979296 0.533586 0.44571 0.200471 0.750068 0.323225 114.214 0.760739 113.453 109.242 1.03488 0.503571 108.208 106.177 1.43529 104.742 1.4346 103.307
internal_count=4633 1213 764 571 193 3420 77 3343 194 50 564 371 326 202 124 113 449 161 3149 175 2974 2919 132 61 2787 2739 102 2637 337 2300
is_linear=0
shrinkage=0.00196078


Tree=958
num_leaves=31
num_cat=0
split_feature=16 16 16 13 15 2 3 5 7 15 18 16 6 18 3 18 3 15 12 15 18 2 19 16 10 4 17 2 5 6
split_gain=0.379706 0.636827 0.57447 0.389382 0.580944 0.35612 0.321173 0.746047 0.687563 0.761718 0.577265 0.623088 0.606103 0.518249 0.893564 0.891955 0.714406 0.702011 0.372655 0.291859 0.290061 0.381775 0.323137 0.280724 0.500458 0.251404 0.403277 0.293826 0.60253 0.753397
threshold=20.394952307700002 20.179952810500001 20.674951653000004 113.89115178020002 34.139075990150012 114.84516036250001 87.399085362750014 20.971847224900007 20.797746106000002 35.133229767950006 14.032563378150002 18.554956610400005 15.105352934150002 14.122113655700002 85.589753040950015 14.380989918050002 84.812788641250009 28.579157549250002 108.01934997995001 45.102215827400009 13.471502260950002 238.63425815445001 14.451165964200003 19.134955254150004 70.74946416085001 398.74932484100003 208.71070186110003 222.85070906495002 23.195398057700004 16.265380038000004
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 6 5 4 -4 -2 7 10 -8 -10 11 18 13 -12 16 -16 23 -18 -1 25 -21 -22 -23 24 -15 27 -27 -5 29 -29
right_child=2 -3 3 19 -6 -7 8 -9 9 -11 12 -13 -14 14 15 -17 17 -19 -20 20 21 22 -24 -25 -26 26 -28 28 -30 -31
leaf_value=-0.0020589097433809712 0.0017594937727557472 -0.0023654008574078875 -0.0015882540785290553 0.00030387674619859035 0.0003242385351479338 0.00042194516236543253 0.00021873590615250092 -0.0017990412358137873 -0.00193325158157455 0.0010148649256005043 -0.0016987592414133424 0.0018785207334775925 -0.0021104981858422311 -0.0021898047900924186 -0.00022456029524744111 0.0016535664851913751 0.0001566738231127807 -0.002088496156726574 0.00053304982253433747 0.00016274028294832829 -0.0020073204907187607 -0.001261921279919722 0.00033365593521300125 0.0011976081340380176 9.3494775207919039e-05 -0.00030242047430731274 0.0019868047608240253 1.7745619135313876e-05 0.00082555611357601998 -0.0021768608167607837
leaf_weight=0.26152215478941743 1.5090113247279071 0.42308673117076878 1.1278879903256886 56.33367858294514 1.3315944452770052 1.5528488075360654 2.6263189310047883 0.78222183025354652 1.5813383057861758 0.42818673001602281 0.60704974381951515 1.4644561391323803 0.48245062911882897 0.37313708287547243 1.5153357311792195 2.7123696753405966 0.98348274645104483 1.1752924675238317 1.1556167250964788 4.9756011694626059 0.60479336127173189 0.76263166821445372 1.3550547626673504 0.8681913185864677 33.809109180577252 0.46696072537451871 0.80744522623717785 1.5991312526166437 1.3136551063507793 0.96392855304293323
leaf_count=32 27 13 30 705 19 35 545 105 228 12 23 21 22 37 19 52 48 162 89 163 39 46 38 9 1955 23 30 24 31 51
internal_value=0.000160243 3.02623e-05 0.000249413 0.000213866 -0.000552807 0.00108114 5.02043e-05 9.95837e-05 -0.000441797 -0.00130507 0.00013229 0.000981596 7.47413e-05 9.98167e-05 0.000126166 0.00098039 2.9109e-05 -0.00106565 5.47235e-05 0.000241122 -0.000118801 -0.000633347 -0.000240951 9.6536e-05 6.857e-05 0.000286185 0.001148 0.000267944 -0.000254201 -0.000807613
internal_weight=125.953 51.2492 74.7042 71.6424 2.45948 3.06186 50.8261 46.1902 4.63584 2.00953 45.408 2.8816 42.5264 42.044 41.4369 4.22771 37.2092 2.15878 1.41714 69.1829 7.69808 2.72248 2.11769 35.0504 34.1822 61.4848 1.27441 60.2104 3.87671 2.56306
internal_count=4633 3372 1261 1199 49 62 3359 2574 785 240 2469 142 2327 2305 2282 71 2211 210 121 1150 286 123 84 2001 1992 864 53 811 106 75
is_linear=0
shrinkage=0.00196078


Tree=959
num_leaves=31
num_cat=0
split_feature=16 16 16 13 16 19 16 9 15 3 7 15 5 10 3 6 6 16 18 3 5 9 9 3 17 15 6 3 9 2
split_gain=0.190622 0.526571 0.505027 0.425214 0.739994 0.380956 0.313171 0.688895 0.478863 0.297861 0.740714 0.740163 0.670632 0.453775 0.474495 0.320505 0.677014 0.760876 0.743414 0.53282 0.579733 0.266975 0.266115 0.534601 0.257219 0.253486 0.22952 0.225248 0.425045 0.222066
threshold=20.394952307700002 20.674951653000004 20.179952810500001 113.98793627290001 20.834951278800002 14.251149826300002 22.494947397000004 195.34352961910002 33.423812040500003 87.399085362750014 20.797746106000002 35.133229767950006 20.971847224900007 69.999384342500022 86.092494711350014 14.375335877400001 14.745344522600002 19.224955043700003 15.329371696850002 85.589753040950015 18.331716563250001 197.00658341100004 200.95377551580003 92.316275283350009 166.68115439205005 33.423812040500003 14.775345223550003 100.48918799990001 70.238863950400017 83.274686722450014
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 5 9 4 -3 -2 7 8 -5 12 24 -12 13 14 26 29 18 19 -17 20 -18 -16 -9 -24 -11 -8 -1 -26 -29 -15
right_child=1 3 -4 6 -6 -7 25 22 -10 10 11 -13 -14 15 21 16 17 -19 -20 -21 -22 -23 23 -25 27 -27 -28 28 -30 -31
leaf_value=0.0006646611277432888 0.0018559100989952741 0.00026238365664569147 -0.0022523884690807765 0.00025750109671696721 -0.0014900445474885942 0.00041775959100556076 0.00095991923425711744 -0.0005940652221649137 0.0018485914533341058 -0.00082299208320998386 -0.0019258326980593891 0.0010572185983103344 -0.0017444564182374233 0.00039118759322197505 -0.00043590995963459629 -0.0020551676833254042 -0.0012630094025324636 -0.0011007980291895339 0.00012808030619727213 0.0014896252090987085 0.00097284745265980449 0.00086132981320606442 0.0014966030411571144 -0.00014890562836925985 0.0012518712929811798 0.00012068737689520262 0.0020475628770156547 0.0006477291174355243 -0.0020301837979629354 4.1655025759238845e-05
leaf_weight=0.79531975626014073 1.1905686854152002 2.1695623565465207 0.36946279369294543 1.1434726427833068 1.6168083408847449 1.7476641153916714 1.4171383709181089 1.5009044446051119 1.9979185126721857 0.68988677277161459 1.5996719439326623 0.39969347557052959 0.74791727130650443 9.850775456315203 1.3258627636241729 1.438300606561824 0.85023764485958986 1.3757391385734079 1.0283558997907674 1.5162879987619815 0.93746192310936749 1.1296004839241502 1.1348877437412741 2.2923403820022941 0.97653659524803549 58.686786314927303 1.0990735702216623 0.92885782907251246 0.30195712170007027 24.048262412935401
leaf_count=36 38 23 13 33 39 24 30 17 86 228 228 12 105 218 30 202 29 22 16 27 24 14 26 32 58 913 13 57 202 1838
internal_value=0.000123762 0.00018687 3.18192e-05 0.000153648 -0.000485916 0.0010005 0.00018917 0.000551864 0.00126943 4.8354e-05 -0.000411467 -0.00132949 9.71491e-05 0.000127491 0.000729689 6.36718e-05 -0.000313697 0.00012446 -0.00114497 0.000634642 -9.05357e-05 0.000160867 9.44575e-05 0.000395986 0.000222055 0.000140475 0.00146698 0.000548675 -9.24606e-06 0.000143226
internal_weight=126.307 74.8981 51.4093 71.9598 3.78637 2.93823 68.1734 8.06952 3.14139 51.0398 4.8966 1.99937 46.1432 45.3953 4.34986 41.0454 7.14638 4.67973 2.46666 3.30399 1.7877 2.45546 4.92813 3.42723 2.89724 60.1039 1.89439 2.20735 1.23081 33.899
internal_count=4633 1261 3372 1199 62 62 1137 194 119 3359 785 240 2574 2469 93 2376 320 102 218 80 53 44 75 58 545 943 49 317 259 2056
is_linear=0
shrinkage=0.00196078


Tree=960
num_leaves=31
num_cat=0
split_feature=17 5 2 13 16 9 5 13 17 9 18 0 7 7 7 18 7 15 17 17 10 10 18 18 18 6 0 9 3 0
split_gain=0.0635507 0.186475 0.0808933 0.0741082 0.183766 0.147154 0.290423 0.0828619 0.290156 0.133683 0.0902138 0.289709 0.265322 0.232779 0.217289 0.211751 0.144546 0.12721 0.157184 0.151777 0.105466 0.172353 0.120944 0.146458 0.344969 0.24233 0.262977 0.243283 0.237472 0.169245
threshold=162.04221493815001 28.543718473100004 100.00310400885002 117.97223122220002 22.834946602000002 197.47612518640003 29.741930202000002 117.69263157665002 188.27285108100003 203.80256579455002 12.722397935550001 85.619326080400015 22.093462376800005 22.502236473750006 21.115414688150004 11.634276750250001 22.721067571950005 22.853312863800003 167.73286393055002 171.19957438235002 61.917879202350001 61.923256118600001 12.854871756700001 13.075178189100003 13.1052958007 16.375382608200002 89.576736448400013 191.96565807215003 93.883646373400012 85.769879735700016
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 -3 7 -5 -6 -7 10 -9 -10 12 13 14 -12 15 -2 -15 18 -17 -20 -13 -22 -23 25 -25 26 -24 29 -26 -27
right_child=3 2 -4 4 5 6 -8 8 9 -11 11 20 -14 16 -16 17 -18 -19 19 -21 21 22 23 24 28 27 -28 -29 -30 -31
leaf_value=-0.087053678742055537 -0.10441712981193525 0.10187529349624208 -0.033651514179077302 -0.078406268657853884 0.069582983412517438 -0.1021183211169458 0.026144974029555363 -0.015984780313013421 0.049490519367089064 0.011044748279087226 -0.094169579059149897 -0.02834499152700784 0.10327815551306591 0.0091218909229687558 -0.10748701812173669 0.089790581385951654 -0.077584457501507872 0.047803076460351562 -0.10493259669631726 0.032494005745161085 0.06778199423354464 -0.038685661015401142 -0.070842389088040511 -0.057496481933557275 0.0019151001954895359 0.028982906229491796 0.014556556627359994 0.043407377612985229 -0.064274296019914356 -0.012378732519612731
leaf_weight=0.2773227035072513 0.13117483725278534 0.10260545462369919 0.077161732937611305 0.39989841743954357 0.24254715791903414 0.27493860237882473 0.49322099611163139 2.0814914875663808 1.867245745379478 1.7540588304400442 0.55037755300463587 1.1595400823571242 0.33646339108236123 0.74506559436122166 0.15314662511082122 0.10563513773377042 0.25913771603973146 1.0107399553089633 0.2014252380176913 0.13371354593982687 0.39661453664302726 0.73491955921053786 0.63638527027796754 1.0042323637753714 81.130815655778861 1.7783569265156982 0.83204127388307825 3.0629796367720701 0.54569055172396375 2.2295762747526169
leaf_count=305 59 2 76 84 17 55 20 23 32 10 184 25 5 19 10 16 67 115 38 39 5 14 33 26 3223 17 15 35 34 30
internal_value=0.0015768 -0.0356289 0.0437029 0.00173993 -0.0210253 0.00167817 -0.0197628 0.00205218 0.0137673 0.0308685 0.00136441 0.000914472 0.0220053 -0.0419003 0.00625184 0.0172576 -0.0132529 0.0282535 -0.0165757 -0.0501022 0.00162625 0.00200256 0.00171884 0.00204436 0.000756645 0.0145125 -0.0224536 0.0221893 0.00147288 0.00597381
internal_weight=104.709 0.45709 0.179767 104.251 1.41061 1.01071 0.76816 102.841 5.7028 3.6213 97.138 95.0657 2.0723 1.55458 1.73584 1.58269 1.0042 1.45151 0.440774 0.335139 93.5112 92.3516 91.955 91.2201 82.6807 8.53934 1.46843 7.07091 81.6765 4.00793
internal_count=4633 383 78 4250 176 92 75 4074 65 42 4009 3727 282 270 277 267 86 208 93 77 3457 3432 3427 3413 3283 130 48 82 3257 47
is_linear=0
shrinkage=0.1


Tree=961
num_leaves=31
num_cat=0
split_feature=16 16 16 2 13 15 16 9 15 19 15 7 9 3 0 13 9 13 3 3 13 5 3 5 6 0 6 15 18 13
split_gain=0.0603359 0.450543 0.400468 0.332297 0.219392 0.478756 0.236224 0.498363 0.396574 0.212529 0.226348 0.209121 0.207709 0.437509 0.200706 0.186958 0.261559 0.231837 0.23118 0.165014 0.673202 0.5831 0.435971 0.224652 0.205203 0.310686 0.289359 0.50186 0.257548 0.193874
threshold=20.394952307700002 20.179952810500001 20.674951653000004 114.84516036250001 113.98793627290001 33.995989817300007 22.494947397000004 195.34352961910002 33.423812040500003 14.051133688400002 36.548474543700003 24.068567769550004 200.95377551580003 92.316275283350009 93.501885318850015 116.86189801435002 204.99169312540002 116.17096427480001 91.302726568150021 87.399085362750014 109.58961877145002 20.497141515850004 86.26455603170001 13.252098438300001 14.935348962050002 95.217121606100008 14.775345223550003 27.063546193350003 15.220675120050002 108.49810477050001
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 9 3 -2 5 -4 7 8 -6 10 19 -12 -9 -14 -11 16 -8 -18 -17 20 24 23 -22 -21 25 26 27 28 -1 -27
right_child=2 -3 4 -5 6 -7 15 12 -10 14 11 -13 13 -15 -16 18 17 -19 -20 21 22 -23 -24 -25 -26 29 -28 -29 -30 -31
leaf_value=-0.035559014205140793 0.08527401634758526 -0.11652654462229801 -0.076533993666934211 0.0091340269211310724 0.008227662294264932 0.0057518846825324313 -0.015645227997795292 -0.033427634637345487 0.092476217391741916 -0.095366058705135745 0.077386681374912503 -0.1027529088809922 0.0744225139270943 -0.011380456796023199 -0.0020621609261840721 -0.042285940643901239 0.0091509659651729906 0.10171247814908557 0.00090452598271781423 0.011083139331490788 0.090991022362292395 0.0075915377209444246 0.012654824353508952 -0.108146652402796 0.048521450795496662 0.00044235028850063152 -0.0052339765511091405 -0.10483243412670645 0.095216047527831568 0.056115350269523884
leaf_weight=0.47700480595813022 1.0645952342310914 0.33793641996453416 1.114217140246182 1.2417923537723252 0.93927759038342573 1.9350113574182612 0.69244635757058759 1.2644138918258248 1.3790505304932592 0.45461321088077866 0.078368754475376501 0.36268159709652537 0.86550756916403804 1.8962697009555993 0.46776664513163269 1.2722166227176774 0.46792538277804829 0.64166292920708656 47.890082382346918 0.19743579312125747 1.3542126081883901 2.2788657585753072 1.4944911394268272 0.79178883227541519 0.82512092380784352 28.152710173304062 2.3586502884572838 0.99891271350497846 0.22007327912433539 0.63971873372793098
leaf_count=139 27 13 33 35 33 29 6 17 86 30 7 83 26 32 19 30 25 23 859 44 19 661 28 48 28 1987 48 198 11 9
internal_value=0.00142526 -0.00153266 0.0033837 0.0442791 0.00182101 -0.0243162 0.00321169 0.0214081 0.0583427 -0.000588347 0.00049981 -0.0707445 0.000140696 0.0155092 -0.0480488 0.000946438 0.0325818 0.0626783 -0.000213152 0.00128953 0.00321598 -0.0202384 0.0498942 -0.08435 -0.000733051 -0.00197033 -0.0278868 -0.0593905 0.00572775 0.00167931
internal_weight=104.155 41.4904 62.6645 2.30639 60.3581 3.04923 57.3089 6.34452 2.31833 41.1524 40.23 0.44105 4.02619 2.76178 0.92238 50.9643 1.80203 1.10959 49.1623 39.789 36.5209 3.26809 2.8487 0.989225 33.6722 32.8471 4.05464 1.69599 0.697078 28.7924
internal_count=4633 3372 1261 62 1199 62 1137 194 119 3359 3310 90 75 58 49 943 54 48 889 3220 2467 753 47 92 2420 2392 396 348 150 1996
is_linear=0
shrinkage=0.1


Tree=962
num_leaves=31
num_cat=0
split_feature=5 5 17 10 9 9 3 0 6 18 18 10 2 12 3 0 17 2 8 9 17 19 13 16 9 0 7 17 16 8
split_gain=0.0580643 0.157182 0.113972 0.11201 0.0670198 0.240075 0.226497 0.198896 0.482293 0.270608 0.272312 0.177788 0.142818 0.531419 0.281168 0.19989 0.189616 0.219442 0.177007 0.165069 0.186391 0.177624 0.151344 0.129085 0.131004 0.266906 0.270491 0.329882 0.128531 0.188994
threshold=7.754880527600001 5.3654262215500008 201.39543491635001 90.679004281900021 186.70853236170004 185.98753508445003 79.669768237700012 85.732241321850012 16.465384711100004 12.783127173500002 12.899561312100003 61.993156030000002 118.20523333310003 125.34039073870001 93.82450029455002 85.732241321850012 166.68115439205005 137.50513673700002 1.6487133604500002 179.11733629770001 179.03071761140004 13.151061067750001 117.56358558635002 22.714946882600003 190.36745536595001 86.162394622750014 23.131311951800004 172.68891404560003 22.664946999500003 8.0437227585500022
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 3 -1 5 12 -7 8 -6 -9 -11 -10 13 19 -15 -16 -14 -18 -19 20 21 -2 28 24 25 -12 -27 -28 29 -20
right_child=4 -3 -4 -5 7 6 -8 9 11 10 23 -13 16 14 15 -17 17 18 22 -21 -22 -23 -24 -25 -26 26 27 -29 -30 -31
leaf_value=0.027580263464609452 -0.1010869193146321 -0.10038014922458682 -0.10059310551277978 -0.10039141904791188 -0.10529490428471916 0.00015092426524307821 0.082620432959971277 0.07343939240287288 0.0014387126301748871 -0.056545070299324596 -0.066773921511731865 -0.078887496814324387 -0.039955623459892425 -0.12110355262670361 -0.1058296503169151 0.10416520508984504 0.05912495918326003 -0.078722784001827556 0.017980358211748485 0.010062881552521805 -0.10389717345524707 0.048339101583962353 -0.051496798130240586 0.043513797751258174 0.0022294915933592295 0.014718397527826178 0.015574727774603114 -0.081983367789140074 -0.024969407278053635 0.094633131522218666
leaf_weight=0.59236454825440787 0.11412777762416038 0.2067594924246805 0.10215136881924991 0.077323347791207198 0.58788901075649791 0.5772113323182555 0.78720103902742267 0.51934740785509248 2.7901688653437309 0.81344770500436325 0.81831583933671836 0.30573439381805645 0.61171757085668321 0.56794846395496268 0.075759667146485299 0.11284882575273514 1.0945593709548118 0.21566716242523387 3.9510047080898403 4.735629060654901 0.28702321104356088 0.26258310614502989 0.33323316981113738 0.72822873061522742 77.127556330591233 2.6413874812424183 0.61368907634187031 0.79639513435540721 0.60603921793517646 0.35016282892320294
leaf_count=128 188 279 180 201 60 7 37 11 145 14 33 79 192 19 60 1 88 79 419 59 29 38 42 21 2110 27 21 50 8 8
internal_value=0.00129667 -0.0229464 -0.00220351 0.0128044 0.0015283 0.00778146 0.0477319 0.0004819 -0.0222613 0.0014786 0.00103124 -0.00649386 0.00368868 -0.00748124 -0.0859727 0.0198151 0.013289 0.0182611 0.0100633 0.00351697 -0.043187 0.00306921 0.0137173 0.00159739 0.00122512 -0.014682 -0.00416049 -0.0395247 0.0181458 0.0242207
internal_weight=103.403 0.978599 0.771839 0.669688 102.425 14.6827 1.36441 87.7422 3.68379 84.0584 83.539 3.0959 13.3183 6.15592 0.756557 0.188608 7.16238 6.55067 5.45611 5.39936 0.663734 0.376711 5.24044 82.7256 81.9973 4.86979 4.05147 1.41008 4.90721 4.30117
internal_count=4633 788 509 329 3845 1274 44 2571 284 2287 2276 224 1230 394 80 61 836 644 556 314 255 226 477 2262 2241 131 98 71 435 427
is_linear=0
shrinkage=0.1


Tree=963
num_leaves=31
num_cat=0
split_feature=13 2 19 0 19 2 0 0 5 0 7 16 3 16 15 18 15 19 18 16 17 0 10 18 15 13 6 12 3 10
split_gain=0.172064 0.276523 0.198346 0.329435 0.549053 0.585283 0.44613 0.359043 0.244968 0.65408 0.246072 0.245901 0.321369 0.220797 0.714407 0.732365 1.03949 0.736194 0.559374 0.443097 0.35662 0.299556 0.505255 0.504552 0.43308 0.65937 0.282405 0.197509 0.191314 0.522826
threshold=97.873318238950006 134.46474107450004 11.850956171350001 98.51854819030001 13.351077205700003 219.56639384385002 101.91675926715001 102.65877371115 16.222050829800004 95.550490414250007 20.797746106000002 16.094962363000004 82.912048743050008 18.684956306450005 29.326787846200002 14.951081515600002 23.949961253350004 12.651020723000002 14.741741751300003 18.714956236300004 176.44238483465003 81.446839061900008 71.053259929650025 13.781134552700001 24.322764446600004 104.72350955535002 14.935348962050002 273.50675757095007 82.912048743050008 66.859265246100009
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 -2 8 5 6 -5 -8 9 10 -4 -11 -13 14 15 18 -17 -18 21 -15 -16 -10 23 -23 -24 -26 -22 -7 -21 -30
right_child=2 -3 3 4 -6 27 7 -9 13 11 -12 12 -14 19 20 16 17 -19 -20 28 26 22 24 -25 25 -27 -28 -29 29 -31
leaf_value=-0.0017025971329022323 0.00045946689739154845 -9.9697489178475387e-05 0.00045266487730617359 -0.002059335572720269 0.00041349466179184288 0.0015003571325968087 0.000899445543041595 -0.0019903626580344579 -0.0015719489424566196 0.0014069111481095457 -0.0020508904674180796 -0.00079166521132475901 0.0015638349174501283 0.00161301661736992 0.00064791380809295731 -0.0022268817572370799 0.0017041694645953329 -0.0011438241970224883 0.0018871661963075067 0.00049279912569732921 -0.0020745874800098068 0.00011604656033682792 0.00027466214314641514 0.0019454904407598614 0.00019302395262421379 -0.0021159497934995206 -5.8008398394748883e-05 -0.00062241127268102903 0.00016855593987754594 -0.00030181965001460604
leaf_weight=0.45077453884459728 6.4004642151840008 5.0431012757762801 0.23665584716945831 1.4661943225655703 1.9191643295343963 0.40859551343601186 0.44836923433467735 0.26182296592742205 0.36969811946277964 2.0216871732845907 0.41674509849690367 0.53807223727926601 0.37992518837563694 0.78466258384287257 0.317936879087937 1.1879548355282161 0.69226601673290111 0.70366158446995541 0.77915131067857224 5.3413587221875778 1.2138309850743096 1.1771361786268228 4.6932954213116318 1.1417963968997353 1.0739502590149639 0.85331134404987086 0.34228216728661198 0.28679948975332081 72.988137032140003 10.376665998192037
leaf_count=324 155 1100 8 124 75 16 13 49 304 42 118 38 9 15 23 33 11 36 14 28 216 117 28 21 5 52 10 39 1364 246
internal_value=0.000108034 -0.000231216 0.00012372 0.000104605 -0.000398487 -0.000941121 -0.00144148 -0.000165925 0.000126999 0.000630358 -0.00114413 0.00102477 0.000183189 0.000109615 -0.000114436 5.26696e-05 -0.00087874 0.000268548 0.000291228 0.000146033 -0.00124439 0.000157652 0.000229181 0.00101683 -4.67023e-05 -0.000829294 -0.00163102 0.000624871 0.000133056 0.000110007
internal_weight=124.315 5.49388 118.822 112.421 4.79095 2.87178 2.17639 0.710192 107.63 3.59309 0.653401 2.93968 0.917997 104.037 14.5463 12.6722 2.58388 1.39593 10.0883 89.4908 1.87405 9.30919 8.93949 2.31893 6.62056 1.92726 1.55611 0.695395 88.7062 83.3648
internal_count=4633 1424 3209 3054 316 241 186 62 2738 215 126 89 47 2523 870 621 80 47 541 1653 249 527 223 138 85 57 226 55 1638 1610
is_linear=0
shrinkage=0.00196078


Tree=964
num_leaves=31
num_cat=0
split_feature=8 2 9 17 9 19 6 19 9 13 13 17 2 7 5 5 2 15 18 10 13 9 9 8 4 0 16 18 9 0
split_gain=0.0584143 0.141808 0.210847 0.210329 0.180367 0.196408 0.403504 0.0889303 0.221456 0.326399 0.423952 0.244758 0.273518 0.221633 0.294406 0.521766 0.25044 0.372913 0.239624 0.191531 0.272965 0.108027 0.252067 0.388497 0.227114 0.21836 0.150715 0.351317 0.742135 0.446651
threshold=8.8430989333000021 71.708303056200009 226.58992707320002 189.44392401325004 220.77366860900003 14.351157895250003 18.195425133200001 14.451165964200003 188.55070358395002 115.13321943645001 116.86189801435002 188.27285108100003 147.79312796670004 22.557405306150006 22.744024947450004 23.605484525250002 226.19683278270003 46.723315192750007 13.304953393500002 62.132955852800002 117.60660091645001 214.18224820805003 210.61272793875003 8.3434888241000014 267.69992774740007 94.940210418650011 22.574947209950004 13.552878921100001 197.89372115420002 86.420486603250012
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=7 3 4 -2 5 -3 -7 21 11 -10 -11 -9 -13 -12 18 -16 -17 -18 -15 20 -20 22 26 -24 -25 -23 27 28 -1 -29
right_child=1 2 -4 -5 -6 6 -8 8 9 10 13 12 -14 14 15 16 17 -19 19 -21 -22 25 23 24 -26 -27 -28 29 -30 -31
leaf_value=0.011733248070300524 -0.018159439254540961 0.011954456026438949 0.03387228224434146 0.073800032419886114 -0.095535733379299617 -0.10821999591380725 0.023597243297595077 -0.0070062541634174609 -0.052717023187313375 0.073541646518110224 -0.04322479784765261 0.083721595805651861 0.0098158800078306865 0.027528230438473841 0.081972310925115394 -0.035399363625959322 0.086869504680955612 -0.014875261011444011 0.012141483352170107 -0.050387934337971341 -0.045769162420135567 0.045126687089755285 -0.090338865231065268 -0.034901370399000285 0.026573137358109841 0.0028599802429385424 -0.005520543646029363 -0.0929926160839743 0.10477095303395279 0.00073054347316024769
leaf_weight=8.9132217308093651 0.58401161350775443 0.86618450528294555 0.53313047828851257 0.43321302346885204 0.41580661179614242 0.56206248050511931 0.39571717078797519 1.0386381937132712 0.97947940323501725 0.89492144156247277 0.98701608409464725 1.1877407114952805 0.86577770288567979 1.6048215236514787 1.2368776262737813 1.0250966068488199 0.63344058534130432 0.83520930367967594 2.6557918330654506 1.2724598255008457 1.1736203348264096 1.5673833454457042 0.76459478272135983 1.411072360002436 1.0468003804271573 5.5516142287196999 26.464575721568508 0.51580642063322457 0.94861089903861362 35.803994707334368
leaf_count=848 34 43 28 12 19 37 31 36 33 32 20 50 30 23 21 46 13 39 39 19 24 54 99 38 18 317 363 28 10 2229
internal_value=0.00125233 -0.0109321 -0.0226477 0.021004 -0.0361011 -0.0225519 -0.0537583 0.00171702 0.00844809 0.00284318 0.00726067 0.0325536 0.0525624 0.00206857 0.00635178 0.0288704 0.00253231 0.0290081 -0.00617429 -0.0167756 -0.0056067 0.000387568 -0.000717621 -0.0280854 -0.00871957 0.0121658 0.000496368 0.00394438 0.0206826 -0.000600494
internal_weight=103.169 3.79013 2.7729 1.01722 2.23977 1.82396 0.95778 99.3786 16.3909 13.2987 12.3193 3.09216 2.05352 11.4243 10.4373 3.73062 2.49375 1.46865 6.70669 5.10187 3.82941 82.9877 75.8687 3.22247 2.45787 7.119 72.6462 46.1816 9.86183 36.3198
internal_count=4633 204 158 46 130 111 68 4429 425 309 276 116 80 244 224 119 98 52 105 82 63 4004 3633 155 56 371 3478 3115 858 2257
is_linear=0
shrinkage=0.1


Tree=965
num_leaves=31
num_cat=0
split_feature=13 18 8 10 7 9 9 9 13 7 5 0 18 15 16 17 9 16 12 15 6 10 6 3 17 16 16 19 10 12
split_gain=0.0520564 0.139035 0.123562 0.139724 0.16831 0.13999 0.10274 0.131938 0.0969018 0.0958271 0.128337 0.199396 0.108849 0.117599 0.0861166 0.207054 0.140813 0.066631 0.285444 0.0704082 0.127799 0.159426 0.22313 0.111188 0.159611 0.0972149 0.117676 0.103015 0.146316 0.510832
threshold=95.937628385050019 17.327266398450003 2.9476996444500005 82.299080289250014 20.714163848350005 58.084576609100004 210.25104900155003 216.72927494925003 75.758061657900015 24.573979631000004 2.7155367820000005 118.55293817840001 16.553048136000005 5.1773271655500013 17.684958644900004 211.79441883225005 207.52229237540004 12.604970524100002 247.65401887280004 18.581945927850004 14.135330269750002 81.210254746450019 12.145283772600001 86.821066864700015 167.73286393055002 14.184966829400002 14.034967180100002 11.750948102400001 75.629015667650023 236.8986526866
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 17 3 4 -1 8 -4 -8 -5 -10 12 -12 -11 -14 15 -3 -17 18 -2 20 21 22 -19 -22 -25 26 -21 -27 -29 -30
right_child=1 14 6 5 -6 -7 7 -9 9 10 11 -13 13 -15 -16 16 -18 19 -20 25 23 -23 -24 24 -26 27 -28 28 29 -31
leaf_value=0.05811792949244074 -0.10220062006699648 0.09141976246907374 -0.10086797198894987 -0.10058646175183775 -0.072222093290377196 0.099663269068947069 0.063493448201852654 -0.10197627508422547 0.058164723100548911 0.093014240907912007 -0.10087916943728473 0.064713412667208106 0.10025586444429826 -0.10065397760779515 0.10091432566869125 0.041176804211656363 -0.1012394528917584 0.038411804997935201 0.042765233309564027 -0.074594187115593652 0.10224410464421681 0.025192290740624314 -0.089270083635392752 0.081056019927069498 -0.1015112600540207 0.025279804301402531 -0.0018311595206726818 0.0017612878918119919 -0.027470893885127974 0.063928800059468036
leaf_weight=0.12789598864037488 0.28748456595894722 0.24230477772653003 0.26391741261659252 0.082695575018987943 0.43960672129469458 0.17631691845599551 0.11541984069936007 0.082724648451403482 0.30734830418441561 0.16378367529250681 0.24160478389967466 0.10402619601154584 0.04490079078823328 0.082968842094487627 0.20045485906302929 0.12990505807101727 0.14912325312616304 0.2291020523407491 0.25747889320655304 0.37436402203456864 0.29682389646768559 1.3570131005835717 0.33996406866936013 0.11554165750396805 0.081782010773167713 1.7504302543820802 0.54704945732373744 88.65254267490036 4.6035373945487654 0.70515505381626997
leaf_count=13 154 14 288 193 180 7 46 115 45 11 174 28 6 107 17 6 40 28 22 41 6 17 26 18 38 33 11 2603 264 82
internal_value=0.00114306 0.00147921 -0.0139574 -0.00194311 -0.0428478 0.0173429 -0.0600101 -0.0055896 0.00321456 0.0123016 -0.00981722 -0.05104 0.0390348 -0.0301055 0.0452101 0.0237916 -0.0349358 0.00116229 -0.0337086 0.00135414 0.0182007 0.00656145 -0.0378662 0.0635681 0.00538989 0.000932212 -0.0313943 0.00124342 0.000795637 -0.0153302
internal_weight=102.553 100.32 2.23321 1.77115 0.567503 1.20365 0.462062 0.198144 1.02733 0.944633 0.637284 0.345631 0.291653 0.12787 0.721788 0.521333 0.279028 99.5983 0.544963 99.0533 2.42023 1.92608 0.569066 0.494148 0.197324 96.6331 0.921413 95.7117 93.9612 5.30869
internal_count=4633 3420 1213 764 193 571 449 161 564 371 326 202 124 113 77 60 46 3343 176 3167 133 71 54 62 56 3034 52 2982 2949 346
is_linear=0
shrinkage=0.1


Tree=966
num_leaves=31
num_cat=0
split_feature=14 4 10 5 8 8 15 7 7 15 5 13 17 9 7 17 16 9 13 17 15 16 2 14 12 6 3 18 19 4
split_gain=0.0531867 0.184897 0.124805 0.467758 0.339026 0.308267 0.283691 0.277695 0.219391 0.415537 0.288318 0.225669 0.325063 0.170113 0.165941 0.150925 0.143161 0.141715 0.121725 0.17659 0.149078 0.202621 0.180523 0.129591 0.762159 0.250085 0.344384 0.37867 0.260083 0.267686
threshold=310.33012040220007 312.24436677560004 74.927328095600004 21.363989181350004 8.543332867800002 8.1436447804000007 35.645792850250011 25.522455861100003 23.131311951800004 25.186533201700005 22.533652790000001 117.55820867010002 204.55825889135002 43.163935383200005 24.068567769550004 173.32159167880002 13.534968349350001 61.192192081150004 97.873318238950006 180.67147619190004 13.019805569300003 14.184966829400002 157.69206214580001 276.70898201215005 212.31925379130004 16.445384243750002 81.549000470900012 16.693547963350003 14.251149826300002 284.07887079910006
decision_type=2 2 2 2 2 2 2 2 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 5 6 15 13 9 17 -10 12 -12 -4 -13 -3 -15 -5 19 -1 -21 -22 -23 24 -20 26 27 -25 -27 -30
right_child=1 2 7 8 -6 -7 -8 -9 10 -11 11 14 -14 16 -16 -17 -18 -19 23 20 21 22 -24 25 -26 28 -28 -29 29 -31
leaf_value=-0.1009807601903716 -0.081916904391514778 0.027531869587021158 -0.013521489254827485 -0.041509543007967664 0.040305180938164847 -0.10653560449728597 0.094666280418674892 -0.014306325174463508 0.0629369472180107 -0.091226373980452719 -0.076986830322380906 0.025967267184014205 0.030118590058872755 0.019010343951604263 -0.021363121723758597 -0.1018104518281352 0.095362719563477527 0.068311556938626658 0.0017344704928634034 0.058412596951626809 -0.10124650449544514 0.053172766669311033 -0.10101118012327598 -0.10340826412117117 -0.10083556362744128 0.035207812653986439 0.032583793002959931 0.052443949288028591 0.017502894748929909 -0.033493642615059674
leaf_weight=0.27084736107008101 0.30601667365408403 0.13409743444935684 0.34956025729843476 0.18141656741499879 0.32081241466221389 0.98614990379428491 0.16846889167209156 1.5720454338688794 0.89234837592812244 0.63593692674658087 0.74902688071779244 2.7565710638882597 0.45579481737468086 0.39070236217230536 1.012961027678102 0.27568348134809639 0.66109883144963533 0.33351767735246085 75.607431744367886 0.24097178740339587 0.26397325670586724 0.28603080515495094 0.10338387111551128 0.40611225814791208 0.73145238323195272 1.3404875839332815 5.9762863285704952 0.25302671076497063 1.613478977960767 2.842922009062022
leaf_count=327 134 11 102 20 17 54 5 572 51 96 50 40 28 21 42 85 28 50 2120 114 228 55 32 43 20 39 154 17 20 58
internal_value=0.00103215 -0.00516874 -0.00319115 -0.00911552 -0.0533398 -0.0725436 -0.0145736 0.0145472 0.00276497 -0.0371559 0.0105962 0.00120685 -0.0364679 0.0469151 0.0132485 -0.0594842 0.0670008 0.0296205 0.00187208 -0.0302391 -0.00881576 -0.0336098 0.0122392 0.00229357 0.00075168 0.0117614 0.0250179 -0.0435806 -0.0034128 -0.0150299
internal_weight=102.119 12.1822 11.8762 8.90279 1.88521 1.5644 0.57825 2.97341 7.01757 1.15087 5.8667 4.97435 1.20482 1.40136 3.76953 0.409781 1.0518 0.514934 89.9364 1.16521 0.89436 0.653388 0.389415 88.7712 76.3389 12.4323 6.63543 0.659139 5.79689 4.4564
internal_count=4633 1406 1272 549 172 155 101 723 377 166 211 160 78 151 82 96 49 70 3227 756 429 315 87 2471 2140 331 214 60 117 78
is_linear=0
shrinkage=0.1


Tree=967
num_leaves=31
num_cat=0
split_feature=8 2 17 15 15 15 17 19 9 13 13 17 2 5 13 13 7 5 15 2 16 9 9 8 4 0 6 18 6 9
split_gain=0.0481743 0.117708 0.18107 0.179485 0.202269 0.269022 0.169812 0.0787494 0.187012 0.277488 0.371118 0.21662 0.241848 0.200165 0.212607 0.348414 0.212289 0.449353 0.211653 0.126988 0.113658 0.0995776 0.221125 0.346737 0.18352 0.177924 0.15185 0.132354 0.316938 0.499046
threshold=8.8430989333000021 71.708303056200009 189.44392401325004 35.133229767950006 38.567335632300008 43.376643616500012 196.58703564235003 14.451165964200003 188.55070358395002 115.13321943645001 116.86189801435002 188.27285108100003 147.79312796670004 22.744024947450004 117.60660091645001 117.53132408880002 23.131311951800004 24.082771358500001 42.629181320700006 152.68195387130001 22.624947093000003 214.18224820805003 210.61272793875003 8.3434888241000014 267.69992774740007 94.940210418650011 14.135330269750002 15.125532671900002 14.195331671650001 202.16842692300003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=7 2 -2 6 -5 -6 -3 21 11 -10 -11 -9 -13 14 15 19 18 -18 -15 -12 -19 22 27 -24 -25 -23 -27 28 29 -1
right_child=1 3 -4 4 5 -7 -8 8 9 10 13 12 -14 16 -16 -17 17 20 -20 -21 -22 25 23 24 -26 26 -28 -29 -30 -31
leaf_value=-0.013345127116928349 -0.016716558701992897 -0.10910884088916498 0.069992936044744741 0.034987180533871828 -0.083812074402479342 0.023668716337235676 -0.022366764415361298 -0.0066544189805914818 -0.04920727238566347 0.071015313168089372 -0.0033939617510092344 0.080583859296780885 0.0097826722957955765 0.026564836136419485 -0.045867618891697264 0.033496954454288706 0.08128741161270954 0.033526579674937398 -0.04066133773290808 -0.041740633037073524 -0.026982575977239926 0.042048368732937928 -0.088713901155658498 -0.032512266886020581 0.023344754810027513 0.007807152166669093 -0.056682248260202385 0.008864246144119535 0.00029882118194778898 -0.10503262880954944
leaf_weight=4.191113579473039 0.5832262248732144 0.36975335349052363 0.41022487916052341 0.79629888804629423 0.49833886476699263 0.43716713670619356 0.57924594789437833 1.0394196335109875 0.95872372240410086 0.83478659763932128 2.1287450902163969 1.1097286352887747 0.85354181702132326 0.93960016965866067 1.2630276088602839 1.9595958732534198 1.2140642071608456 0.5104156181332653 0.93371751549329929 1.4530645133927462 0.79227546416223049 1.4995121692918463 0.70532530136824734 1.3979823767440396 1.0154639059037434 5.0596317127601651 0.39351995289325703 14.0585259766367 52.742832127829558 0.69159425952238951
leaf_count=463 34 45 12 17 36 31 29 36 33 32 20 50 30 9 26 37 35 28 38 27 24 54 99 38 18 284 33 1402 1583 30
internal_value=0.000927398 -0.0103137 0.0190883 -0.0212095 -0.0020553 -0.0335857 -0.0561636 0.00134995 0.00776793 0.00256816 0.00669461 0.0302593 0.0498027 0.00189815 -0.00884251 -0.000403547 0.0185457 0.0375177 -0.0069427 -0.0189504 -0.0032741 9.46454e-05 -0.000969348 -0.0270356 -0.00901028 0.011542 0.00315335 0.000164723 -0.00195764 -0.0263319
internal_weight=101.42 3.67426 0.993451 2.6808 1.7318 0.935506 0.948999 97.7462 15.9907 12.988 12.0293 3.00269 1.96327 11.1945 6.80443 5.54141 4.39007 2.51676 1.87332 3.58181 1.30269 81.7555 74.8028 3.11877 2.41345 6.95266 5.45315 71.6841 57.6255 4.88271
internal_count=4633 204 46 158 84 67 74 4429 425 309 276 116 80 244 110 84 134 87 47 47 52 4004 3633 155 56 371 317 3478 2076 493
is_linear=0
shrinkage=0.1


Tree=968
num_leaves=31
num_cat=0
split_feature=16 16 16 19 12 17 0 16 10 16 5 15 4 16 18 17 15 15 18 18 17 13 0 15 16 10 5 5 5 2
split_gain=0.145878 0.549365 0.521468 0.354414 0.281874 0.266328 0.287963 0.306096 0.293126 0.486316 0.617386 0.262334 0.629672 0.745324 0.474784 0.394882 0.320629 0.339675 0.640269 0.307843 0.292187 0.291088 0.287397 0.277027 0.355038 0.258033 0.235141 0.295443 0.419595 0.724154
threshold=20.394952307700002 20.674951653000004 20.179952810500001 14.251149826300002 358.96165787565002 212.38791228795003 89.861713010250014 20.864951208700003 64.369753017350021 22.454947490600002 22.245176011200005 28.579157549250002 176.75641487215003 18.684956306450005 14.032563378150002 200.37850214585004 31.264641197600003 35.133229767950006 15.365045726500002 14.057318556550003 198.39433209390003 109.58961877145002 93.910530954700008 28.298162031900002 19.934953383400003 55.782817748650011 20.201591378100002 21.191508333600002 20.911722254300006 105.39281967610002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 3 4 -2 11 6 7 -3 9 10 -9 23 19 14 -14 -16 20 18 -18 -13 -15 -19 -17 24 25 -1 -11 28 -28 -30
right_child=1 5 -4 -5 -6 -7 -8 8 -10 26 -12 12 13 16 15 22 17 21 -20 -21 -22 -23 -24 -25 -26 -27 27 -29 29 -31
leaf_value=-0.0020344908610323174 0.0018581644105691024 0.0010824109232948605 -0.0022625389704080748 0.00044966192310219306 -0.0012332970403729677 0.0011272577328068699 -0.00045636519031261855 0.0015984551744317899 -0.00064826618096084808 0.00057175437450516749 -0.00071146049139270454 -0.00012549749384239278 0.00046067537538320403 0.0014728913284313549 -0.0020994973672349353 0.0018857103910786856 -0.0015045140549767887 -3.5281875003376555e-05 0.00016058490453783615 -0.0022141267801591351 0.00018906425075184818 0.0012470440832734863 -0.0011896535077856229 0.0009131933092429911 0.001997875746251617 0.00011119264757355331 8.6584104265466347e-05 0.0001608533546647653 -9.4150211762120668e-06 -0.0016800334437500175
leaf_weight=0.21692194501701934 1.1496854061260813 1.3312631902226701 0.37687536119483311 1.7060742978937922 0.64644393185562776 1.0319612082093943 3.1380357081070533 1.7886798321269446 1.7967563979327668 4.1121988780796519 0.59212884376756836 0.40917885045928304 0.62840434655663502 1.2673734905984004 1.2790423411970548 0.18617289466783393 1.3030634420465501 1.5746286609210076 2.7863920712843537 0.80521664908155799 1.4745379062369464 1.1986986536066977 0.31365685599303106 1.7794974459939101 0.3821631696773683 32.371549697082173 7.3773496428038907 42.45926893392425 2.4331207945942879 1.6907358483877031
leaf_count=142 38 30 13 24 207 40 62 93 31 54 29 23 34 29 197 3 52 29 14 41 28 19 50 32 7 2452 89 724 22 25
internal_value=0.000117228 0.000174273 3.50275e-05 0.0010167 5.28359e-05 0.000138764 0.000123475 0.000152093 0.000132197 0.000155394 0.00102396 7.01655e-05 -0.000164852 -2.88208e-05 -0.00100443 -0.00152199 0.0002157 -1.07464e-05 -0.000369982 -0.00151038 0.000782478 0.00051897 -4.41647e-05 0.000159616 0.000118944 9.69101e-05 0.000119785 8.53417e-05 -0.000193427 -0.00069435
internal_weight=119.607 70.6073 48.9998 2.85576 48.6229 67.7515 66.7195 63.5815 62.2502 60.4535 2.38081 47.9765 13.2264 12.012 2.40728 1.77887 9.60469 6.86278 4.08946 1.2144 2.74191 2.77333 0.49983 34.7501 32.9706 32.5885 58.0727 53.9605 11.5012 4.12386
internal_count=4633 1261 3372 62 3359 1199 1159 1097 1067 1036 122 3152 519 455 284 250 171 114 66 64 57 48 53 2633 2601 2594 914 860 136 47
is_linear=0
shrinkage=0.00196078


Tree=969
num_leaves=31
num_cat=0
split_feature=16 16 16 19 13 16 12 15 4 16 18 18 17 15 16 15 15 18 15 10 13 3 10 17 8 9 9 8 17 17
split_gain=0.151549 0.47701 0.473891 0.331429 0.308593 0.638663 0.29581 0.287651 0.527347 0.862861 0.555851 0.392146 0.352435 0.337744 0.338785 0.268962 0.342026 0.687522 0.317036 0.289594 0.245572 0.32912 0.275492 0.353051 0.297536 0.289914 0.242635 0.240476 0.620939 0.235376
threshold=20.394952307700002 20.179952810500001 20.674951653000004 14.251149826300002 113.98793627290001 20.834951278800002 358.96165787565002 28.579157549250002 176.75641487215003 18.684956306450005 14.032563378150002 14.032563378150002 200.37850214585004 28.298162031900002 19.934953383400003 31.264641197600003 35.133229767950006 15.365045726500002 29.583625105200003 69.999384342500022 116.86189801435002 91.302726568150021 63.910026677050006 199.24932835515003 8.543332867800002 204.99169312540002 213.03443802080002 8.8430989333000021 189.31980273685002 188.27285108100003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 6 3 -2 5 -4 7 13 11 10 -10 -9 -12 14 -1 18 17 -17 -11 -18 22 -22 25 24 -24 -6 -14 29 -29 -23
right_child=2 -3 4 -5 20 -7 -8 8 9 15 12 -13 26 -15 -16 16 19 -19 -20 -21 21 27 23 -25 -26 -27 -28 28 -30 -31
leaf_value=8.6622921585694773e-05 0.0018104294774437019 -0.0022578580737921557 0.00026749345545790804 0.00041227777283306773 0.00018041979151333073 -0.0014512726181167481 -0.0012703449656222133 0.00023336945142864409 0.00051183730398566196 1.5326259236663425e-05 -0.0021208892450626602 -0.0021901428523304349 -0.0020057083433212552 0.0009735303572014015 0.0019635600298532683 -0.0015567741083356524 0.0012543786043842978 0.00018039003970826041 0.0013499272731612296 -2.1695694507887315e-05 -0.00078351072462708334 -2.9024102077429221e-05 0.0012616718450846271 -0.00054722894252766537 -6.4757617361267783e-05 0.0016368041820112071 0.00076964922968758825 0.00011946383135979308 -0.0021946732278169197 0.00025669256007003201
leaf_weight=32.59065975225667 1.0842364825657562 0.34927488735411216 2.0261640837416048 1.6344929570332167 0.84493740089237634 1.4093274089973418 0.65175670212147352 0.37407591922965255 0.63565992336953003 1.2881175769725799 1.3904998579746459 0.81804709671996534 0.18978204084851302 1.8291622916440236 0.37397275670082208 1.2757469212519934 1.2000034746015447 2.7948385737836361 1.4599430321977704 1.5893355844309551 1.4912070063874114 15.442150439695977 1.4302220155950638 1.4492581323720513 1.1921068932861087 1.3900215802714226 0.33469123017857783 1.7744700337025272 0.59535855334252108 39.291245918382629
leaf_count=2594 38 13 23 24 9 39 207 22 34 23 197 42 31 32 7 52 19 14 34 29 31 226 20 37 28 45 22 64 37 640
internal_value=0.000109149 2.54327e-05 0.000167051 0.000969864 0.000135112 -0.000437589 4.1776e-05 5.95389e-05 -0.000185135 -6.31114e-05 -0.00107691 -0.00142967 -0.00160428 0.000153423 0.000107916 0.000206021 -1.61981e-06 -0.000364048 0.00072435 0.000527285 0.000165427 0.000125858 0.00053307 0.000229443 0.000658679 0.00108621 -0.000234621 0.000149605 -0.000461904 0.000176082
internal_weight=120.201 49.1456 71.0552 2.71873 68.3365 3.43549 48.7963 48.1445 13.3507 12.1586 2.55063 1.19212 1.91497 34.7938 32.9646 9.60799 6.85992 4.07059 2.74806 2.78934 64.901 58.5944 6.30655 4.07159 2.62233 2.23496 0.524473 57.1032 2.36983 54.7334
internal_count=4633 3372 1261 62 1199 62 3359 3152 519 455 284 64 250 2633 2601 171 114 66 57 48 1137 998 139 85 48 54 53 967 101 866
is_linear=0
shrinkage=0.00196078


Tree=970
num_leaves=31
num_cat=0
split_feature=14 13 4 15 16 19 16 7 7 18 7 15 10 19 4 18 15 5 13 6 15 13 3 15 13 18 18 3 6 3
split_gain=0.241782 0.32984 0.237805 0.21745 0.281204 0.222888 0.191179 0.186234 0.250719 0.269601 0.206971 0.203945 0.281876 0.715052 0.518185 0.586139 0.253929 0.436382 0.250922 0.254199 0.220743 0.20099 1.23414 0.551014 0.489684 0.479754 0.557958 0.312108 0.380965 0.294873
threshold=310.33012040220007 97.873318238950006 312.24436677560004 13.019805569300003 14.184966829400002 10.350835137000002 22.664946999500003 22.093462376800005 21.946499523750003 13.391483899700001 22.227765484150002 18.939493156800005 75.629015667650023 11.950964240300001 180.98021180325003 16.662571904900002 23.241064975550003 16.810410538500005 104.19926021995002 13.825323026450002 20.538897842700003 109.34496908160001 83.866451379300017 29.171703351550004 108.18355516925001 14.380989918050002 14.194363735100003 85.589753040950015 15.105352934150002 86.092494711350014
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 3 -2 5 -5 -1 -4 8 9 -3 -9 -12 18 20 16 -16 17 -15 19 -13 -14 22 -20 24 -24 26 29 -27 -29 -23
right_child=2 7 6 4 -6 -7 -8 10 -10 -11 11 12 13 14 15 -17 -18 -19 21 -21 -22 25 23 -25 -26 27 -28 28 -30 -31
leaf_value=-0.0019791661332727436 -0.0015210414378927087 0.00011570693850190228 -9.4815900980037843e-05 -0.0019849213828665628 -0.00011077143267835408 0.0014698715759289419 0.00075583025344887265 0.00086814615626292142 -0.0013800341335644495 -0.0014601283367521507 0.00076283523246014121 0.0013811433375315479 0.0010811039575283653 -0.0021043168583132475 -0.0020001808511864805 0.00011609887617518199 0.0007624911520465557 0.00046975096400696806 0.00027493399493973731 0.00019428604132980032 0.00010683374892957177 0.0011313280860098139 -0.0020388029196629978 -0.0020255326622244034 0.00014634366618021543 0.00012417902023128603 -0.00079842147150027221 0.0015692807783208298 0.00022783470680232863 0.00022288199257012166
leaf_weight=0.096286128419705075 0.42454947935766441 5.6163919481796247 13.986643549797916 0.64548528512386816 0.58837065405532485 0.28602204206981696 1.0953323819921923 1.8758537052199233 0.55343236541375507 0.45091850266499012 2.5042744271340771 1.4381644998211407 1.4027721986640229 0.44516395468963288 1.5878411744270127 0.73658453865209583 0.95544054033234704 0.58724222332239151 14.513237636419946 1.3404853222891686 2.4657104591024108 1.40790763683617 0.52824162632168725 1.3239003726048393 1.554867840837687 1.7087878206511948 2.0398898143321267 2.5219703163020317 1.2018382917158303 56.562803161468764
leaf_count=190 134 647 1217 400 93 73 55 37 29 59 46 35 30 44 148 35 9 2 141 12 24 10 52 182 32 20 38 41 34 764
internal_value=0.000155036 0.000188215 -7.37772e-05 -0.000690872 -0.00109122 0.000601215 -3.30375e-05 0.000201704 -0.000116648 -1.4081e-06 0.000223058 0.000210561 0.000195898 -0.000151928 -0.000700987 -0.00132956 3.40099e-05 -0.000640163 0.00022893 0.000808576 0.000460119 0.00020961 2.56215e-05 -0.0010364 -0.000407773 0.000259991 0.000209479 0.000817969 0.00113634 0.000244945
internal_weight=122.446 106.94 15.5065 1.61616 1.23386 0.382308 15.082 105.324 6.62074 6.06731 98.703 96.8271 94.3228 8.18076 4.31227 2.32443 1.98785 1.03241 86.1421 2.77865 3.86848 83.3634 17.9202 3.40701 2.08311 65.4432 60.0106 5.4326 3.72381 57.9707
internal_count=4633 3227 1406 756 493 263 1272 2471 735 706 1736 1699 1653 292 238 183 55 46 1361 47 54 1314 407 266 84 907 812 95 75 774
is_linear=0
shrinkage=0.00196078


Tree=971
num_leaves=31
num_cat=0
split_feature=12 17 13 8 17 17 13 10 16 19 7 17 3 17 18 6 13 17 17 17 17 6 2 17 15 6 17 6 6 7
split_gain=0.0509476 0.203406 0.354285 0.296175 0.24981 0.233769 0.229257 0.182639 0.0926949 0.0806484 0.112086 0.222908 0.118471 0.0928037 0.323626 0.344221 0.219987 0.180041 0.162427 0.134381 0.112476 0.165836 0.212776 0.183484 0.167928 0.101836 0.0890317 0.217256 0.478754 0.293606
threshold=322.74414298955008 204.04920942250001 115.13321943645001 5.5456722124000004 198.14651800945003 196.58703564235003 116.99094400460001 67.181880221750006 9.5849775861500017 14.651182102100002 23.822419043000004 198.58733702675002 93.932038619750017 205.96542837505004 15.502113896900001 15.945372561050002 108.34217419895002 205.28496454895003 208.52928782745002 204.55825889135002 243.29790314680005 13.575317185100001 223.32247823975004 236.15709471040003 21.288946184100002 13.990326881750002 198.26219854015002 16.375382608200002 14.905348261050003 25.257178691350003
decision_type=2 2 2 2 2 2 2 2 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 4 3 -3 5 7 -4 -2 -9 13 11 12 -11 17 15 -15 20 19 -17 26 21 22 23 -16 -24 -23 -1 28 29 -28
right_child=1 2 6 -5 -6 -7 -8 8 -10 10 -12 -13 -14 14 16 18 -18 -19 -20 -21 -22 25 24 -25 -26 -27 27 -29 -30 -31
leaf_value=0.00057950022679845886 -0.089111673423493798 0.060293534651963826 0.10085013323200716 -0.088238803478322927 -0.081758837066347081 0.071594568470215322 0.0044338883001051876 -0.10071452555967515 0.034602665355096117 0.071283561028312709 0.044143889935355569 -0.030947321612369849 0.0023375588837796432 -0.10488961733487856 -0.098684096715651606 0.044603585456842613 0.087993358994456095 0.053337667477540422 -0.057725580585640229 -0.026060227801134917 0.059917597420257422 0.017942386133413819 0.07380912842220809 0.029541531252171033 -0.077288960182120794 -0.022988892705191732 -0.037195942329048333 -0.013575502120034035 0.042129386886430135 0.010992196333128965
leaf_weight=72.894549205834892 0.32861727649037609 0.19163550009943697 0.48451409069821239 0.44829361079246155 0.6875578593226237 0.29330753171961987 0.50227071670815349 0.060279885394265875 0.31600590309244581 0.49615078419446879 1.0457700258120892 0.95523986540501937 0.50077498238533735 0.6720012075966213 0.56842588829385954 0.3418875802308321 0.27685985824791703 0.67399269551969965 0.28394436347298324 1.7398998873586595 0.25661390500317782 1.8352781126304765 0.22128848313150229 0.13885714105708757 0.11017424714373192 0.90884801815263916 1.6522488249902361 3.2663142778910688 4.2680175190325826 5.3864143560331286
leaf_count=2908 98 71 31 113 82 37 33 62 74 14 13 19 30 39 188 23 7 19 28 41 75 19 42 22 19 45 121 70 85 205
internal_value=0.00116528 -0.0110331 0.0141929 -0.0437588 -0.0353754 -0.00342696 0.0517745 -0.0346431 0.0129252 0.00157553 0.0177256 0.0035734 0.0366507 0.00106852 -0.0114048 -0.05519 0.00176045 0.00184764 -0.00182388 0.00145861 -0.00414982 -0.00849588 -0.0425269 -0.0735102 0.0235859 0.00438604 0.00200601 0.00914148 0.015704 -0.00031944
internal_weight=101.806 3.31248 1.62671 0.639929 1.68577 0.998211 0.986785 0.704903 0.376286 98.4936 2.99794 1.95217 0.996926 95.4956 5.61418 1.29783 4.31635 89.8814 0.625832 89.2074 4.03949 3.78287 1.03875 0.707283 0.331463 2.74413 87.4675 14.573 11.3067 7.03866
internal_count=4633 601 248 184 353 271 64 234 136 4032 76 63 44 3956 507 90 417 3449 51 3430 410 335 271 210 61 64 3389 481 411 326
is_linear=0
shrinkage=0.1


Tree=972
num_leaves=31
num_cat=0
split_feature=14 4 16 16 15 19 16 8 17 16 17 6 0 6 18 7 13 2 10 4 14 14 3 8 16 9 16 4 16 5
split_gain=0.0506262 0.163722 0.148446 0.203281 0.145494 0.136491 0.135871 0.160427 0.120749 0.364235 0.214225 0.186148 0.26857 0.134786 0.297059 0.226575 0.205892 0.122279 0.117589 0.107785 0.103716 0.676363 0.404512 0.324289 0.319487 0.354332 0.273134 0.216144 0.297582 0.256484
threshold=310.33012040220007 312.24436677560004 12.604970524100002 9.7049773055000017 16.891056077300004 10.350835137000002 22.674946976100003 8.6432548896500023 198.90226058785004 22.594947163200004 197.91512403570002 16.455384477450004 86.692020874450009 15.745367888000002 14.598777227650002 26.709562027450005 117.49368567500001 287.56973319225006 103.90352982555002 314.71948599205001 276.70898201215005 274.15552132740009 80.785478361850011 8.4434108459500017 22.574947209950004 193.70978346765003 19.304954856600002 286.34948838025008 22.624947093000003 22.053438739150003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 -2 3 5 -4 -1 7 8 9 10 19 12 -10 14 -14 -16 -15 -17 -19 -3 21 -6 -22 -23 25 26 -24 -26 -29 -30
right_child=1 6 4 -5 20 -7 -8 -9 11 -11 -12 -13 13 16 15 17 -18 18 -20 -21 22 23 24 -25 27 -27 -28 28 29 -31
leaf_value=-0.10087304748724749 -0.079620939178335501 0.061487926489327806 0.057190610348795301 -0.10105020520034302 0.0017638957963654598 0.07110497952873493 0.041267523735495429 -0.05578194277408971 -0.10437730680373816 -0.082823514006904658 -0.10874799208553737 0.068301644210580076 -0.069588448705035416 0.064073215160746391 0.042774000422795812 0.0048833099558461754 -0.0073060863634325851 -0.10137603286962821 0.089741059559117334 -0.0030911883381864536 -0.079782814219798409 -0.11333609009590413 0.051095546408216334 -0.013405229546562428 0.024618004930576684 0.056910539636362958 -0.047955268790476568 -0.043509009472900831 0.045721717877006275 -0.012777475358240715
leaf_weight=0.064364410787446924 0.28783871160703611 0.27476056768863966 0.47821962999478174 0.32216019630732262 74.998706568750777 0.16306340335177083 0.64652829927217759 0.6090392288751908 0.22398185943757187 0.65770560861619731 0.18587266733084096 0.47355702130153066 0.57514658005675379 0.85540829645469763 1.0510794788951896 0.4231747607464057 0.76594974007457495 0.26671834687658702 0.036612608254472434 4.3530960916309027 0.47771297916915401 0.75443657321738899 0.45995971425281668 0.57015435688663274 2.8165563466027379 2.7590194159420207 0.70525230311613996 1.7345069992534261 1.1518896203488114 2.1453680849663215
leaf_count=187 134 13 64 347 2147 65 52 40 27 40 32 15 36 35 111 125 8 177 20 541 93 28 45 19 34 85 18 26 12 57
internal_value=0.00105361 -0.00513687 0.00186102 -0.0499508 0.00218078 0.0224334 -0.003256 -0.00593322 -0.00294006 -0.0130219 -0.00348484 0.00886787 0.00216353 0.00816823 -0.00711997 0.013092 0.0303527 -0.0298507 -0.0783078 0.00074294 0.00188377 0.000512844 0.0104251 -0.070322 0.0140856 0.0373828 -0.00885562 0.00243687 -0.00997914 0.00765909
internal_weight=101.288 11.6865 89.6014 0.549588 89.0518 0.227428 11.3986 10.7521 10.1431 5.47143 4.81373 4.67163 4.19807 3.97409 2.35273 1.77759 1.62136 0.726506 0.303331 4.62786 88.5736 76.3233 12.2503 1.32459 11.7726 3.92423 1.16521 7.84832 5.03176 3.29726
internal_count=4633 1406 3227 599 2628 252 1272 1220 1180 626 586 554 539 512 469 433 43 322 197 554 2564 2194 370 47 277 148 63 129 95 69
is_linear=0
shrinkage=0.1


Tree=973
num_leaves=31
num_cat=0
split_feature=0 16 7 7 15 17 9 4 18 17 8 9 19 18 18 6 15 2 5 13 16 15 16 0 7 3 18 18 14 19
split_gain=0.0581251 0.0717053 0.0519212 0.142095 0.140583 0.267595 0.19738 0.238509 0.137327 0.117766 0.126888 0.129179 0.233112 0.107761 0.206864 0.189013 0.130703 0.109056 0.118384 0.102325 0.0906693 0.190074 0.108223 0.113372 0.24068 0.202668 0.134968 0.100229 0.0968675 0.140896
threshold=71.096275259750016 21.074950717600004 20.797746106000002 21.833224794850004 16.701926737050005 177.73379099395004 180.48474949425002 376.61861354110005 12.722397935550001 171.19957438235002 5.1459841250500009 66.544071737050004 14.051133688400002 14.170404054850001 12.947178517500001 16.455384477450004 23.672254530550003 189.32640726775003 30.922794813800003 122.52916775330002 22.714946882600003 42.80317728375001 22.684946952700002 85.619326080400015 22.502236473750006 94.227769014100019 12.947178517500001 13.317304170000002 310.98366265300007 14.651182102100002
decision_type=2 2 2 2 2 2 2 2 2 2 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 -4 -6 7 -7 -5 13 11 -11 -13 14 15 -2 -17 18 19 -18 22 -22 23 24 -10 26 -26 -24 29 -25
right_child=2 -3 3 8 5 6 -8 -9 20 10 -12 12 -14 -15 -16 16 17 -19 -20 -21 21 -23 27 28 25 -27 -28 -29 -30 -31
leaf_value=-0.10085248079015288 0.055395151238062594 0.040535282316390579 0.056805248873783222 0.055204928830102286 -0.10363141737059423 -0.10378541435072358 0.0093542833629617125 0.038494177744337631 -0.10567559833668677 0.049060354030367584 0.10087213830278581 -0.10252360803233307 0.10150049537506492 0.086025854928103843 -0.10256640969853857 -0.10488927822340843 0.046341093391706098 0.058150456971637156 -0.10611902399780684 -0.065509744907718312 0.00014790943058780792 0.062533792462663274 -0.075185917581795159 0.0018084837998900119 -0.00066523214218471114 0.067290120784357421 -0.088141722556586616 -0.0045151378191941585 -0.0081813923838875511 0.0313995047226487
leaf_weight=0.11737144858136517 0.47884778462321198 0.051656326511874795 0.19933394867666665 0.46973722507391258 0.41053582685071921 0.40380477527651226 1.1829916612105078 0.16635947193572065 0.30725214998164929 0.52839873956690986 0.26413419374148361 0.17521987117152094 0.08230794221162796 0.12857522032572877 0.20577084049727989 0.15917701825492259 0.20696807249623816 0.19857114373007789 0.14331584452884272 0.13523256778717041 1.452672553219599 0.73570887139067043 0.35996085444639803 79.340572582841332 0.49781182408332803 0.28296734403056689 0.27316477857584687 0.45354640670120716 9.6686959736107365 1.6423929845914234
leaf_count=182 42 6 37 25 126 50 16 23 41 36 18 138 2 16 49 68 62 22 10 7 52 38 19 2315 2 18 64 25 1093 31
internal_value=0.000948818 -0.0576432 0.00104731 0.000669386 -0.0235547 -0.030958 -0.0139401 -0.0622718 0.00126888 0.0147102 0.0409094 0.0207571 -0.0373159 -0.001898 -0.00929701 0.00521924 -0.0232731 -0.00428229 -0.0298166 0.00213932 0.00100223 0.0211213 0.000527918 0.000848974 -0.0277965 -0.00509275 -0.031659 -0.0357856 0.00127911 0.00240861
internal_weight=100.723 0.169028 100.554 97.8475 2.36303 2.16369 1.75316 0.570164 95.4845 2.70652 1.05006 0.785927 0.257528 1.65646 1.52788 1.32211 0.843265 0.684088 0.485516 0.342201 95.0147 2.18838 92.8264 92.0129 1.3612 1.05394 0.770977 0.813507 90.6517 80.983
internal_count=4633 188 4445 3975 252 215 89 73 3723 470 194 176 140 276 260 211 169 101 79 69 3698 90 3608 3564 125 84 66 44 3439 2346
is_linear=0
shrinkage=0.1


Tree=974
num_leaves=31
num_cat=0
split_feature=13 18 8 10 7 9 13 5 10 5 19 8 7 18 16 17 17 18 16 2 7 5 9 6 16 13 13 17 7 18
split_gain=0.120467 0.195879 0.177548 0.162537 0.220045 0.175142 0.14606 0.119591 0.232979 0.142911 0.146084 0.46969 0.133035 0.475237 0.93342 0.339775 0.422127 0.336973 0.571474 0.539137 0.530651 0.615649 0.409457 0.384901 0.627295 0.458081 0.352143 0.322628 0.727269 0.427178
threshold=95.937628385050019 17.370891598500005 2.9476996444500005 82.299080289250014 20.714163848350005 58.084576609100004 75.758061657900015 11.926356180100003 72.327589083450007 13.252098438300001 12.350996516100002 7.4441906275000003 23.109894804950002 13.317304170000002 22.554947256700004 191.56943241645004 191.06791329340004 13.956123578150001 22.454947490600002 165.32923687280001 23.853977146050003 17.687678651600006 198.73585755510001 16.525386113000007 22.634947069650003 117.55283175385001 117.67650082785001 188.27285108100003 23.032419884600003 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=2 7 3 4 -1 6 -5 8 -2 10 -9 -12 13 15 -15 16 27 18 19 -14 21 -19 -23 25 -25 -20 -26 28 29 -11
right_child=1 -3 -4 5 -6 -7 -8 9 -10 12 11 -13 17 14 -16 -17 -18 20 23 -21 -22 22 -24 24 26 -27 -28 -29 -30 -31
leaf_value=0.0011611671676909486 0.00016625840627274699 0.0010332662249522993 -0.0012279901272325116 -0.0019766960832394379 -0.0013694296065143725 0.0019515764113786675 0.00025798871000817314 0.0010075169058946576 -0.0019965372752642594 0.00014440980813963035 0.0011481829284569498 -0.0020511050056992108 0.0014318751418049859 -9.2354452758739399e-05 -0.0019851464219338699 0.00087765125601687026 -0.0013000156898372269 0.00020295412686241069 1.7316589358835994e-05 -0.00015421910204107051 0.00010781338014978755 -0.0021581516352012281 -0.00040160362969185145 0.00015443644562763593 -0.0023362261061897014 0.00054685669499536451 -0.00021658335140460741 0.00048221163989192468 -0.0022344242267982582 -0.00083538957657292544
leaf_weight=0.1712858254322781 0.51959394801815406 0.89820958895143022 0.60394735075078632 0.12342777783669578 0.5775601571513107 0.21751284599304188 1.2642886570101834 1.3612744505517178 0.30324866954470053 15.719873128225816 0.46291901404038061 0.28507297544274479 2.9499377664178601 4.7265043606485042 1.2710591689956343 2.0799663403086006 0.85622482909820874 1.7332025733776384 11.835461580194538 1.1432805245276538 39.679770280217781 1.1536978583317252 0.91474170936271537 2.9287336854031301 0.76340535632334627 13.38197271019453 0.49785538751166314 6.3209635084849642 0.55873180099297215 1.9197008602786798
leaf_count=13 50 75 449 193 180 7 371 22 144 786 20 30 117 186 41 57 24 20 100 16 1199 37 28 24 13 135 37 139 16 104
internal_value=0.000111097 0.00012121 -0.000279576 -3.62565e-05 -0.000790598 0.000315647 5.9229e-05 0.000113984 -0.000630814 0.000119429 0.000625008 -7.11223e-05 0.000109773 6.53547e-06 -0.000493492 0.000115765 5.33152e-05 0.000154635 0.00030243 0.000988862 4.07657e-05 -0.000659046 -0.00138134 0.000206885 -0.00034344 0.000298324 -0.00149954 0.000100574 -3.19831e-05 3.7779e-05
internal_weight=117.223 114.265 2.95802 2.35408 0.748846 1.60523 1.38772 113.367 0.822843 112.544 2.10927 0.747992 110.435 33.453 5.99756 27.4555 25.3755 76.9821 33.5006 4.09322 43.4814 3.80164 2.06844 29.4074 4.18999 25.2174 1.26126 24.5193 18.1983 17.6396
internal_count=4633 3420 1213 764 193 571 564 3345 194 3151 72 50 3079 1353 227 1126 1069 1726 442 133 1284 85 65 309 74 235 50 1045 906 890
is_linear=0
shrinkage=0.00196078


Tree=975
num_leaves=31
num_cat=0
split_feature=0 13 17 15 9 15 7 5 3 16 5 6 16 10 2 0 7 3 18 7 7 0 7 7 17 2 17 9 10 10
split_gain=0.0519868 0.0676219 0.0565116 0.133265 0.0870252 0.0648673 0.0601463 0.096852 0.0786556 0.18986 0.0875373 0.19625 0.0805064 0.228382 0.133551 0.117333 0.384326 0.259546 0.122266 0.115772 0.272581 0.253965 0.129895 0.169832 0.228741 0.331671 0.365281 0.637546 0.185886 0.66686
threshold=71.096275259750016 120.78166996855002 162.04221493815001 34.969820938750011 58.084576609100004 23.340124910500005 19.506002767000002 30.922794813800003 95.002044955650021 22.744946812400002 30.133297129900004 16.715390552450003 22.724946859200003 61.821094709650005 102.91212950120001 85.619326080400015 22.435297587800004 94.227769014100019 12.899561312100003 22.721067571950005 22.747724408400003 85.732241321850012 22.791048179400004 23.109894804950002 188.06121519230001 141.45287911200003 189.90635174060003 193.70978346765003 66.859265246100009 66.235542959850008
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 3 4 5 -2 7 -4 12 -10 11 -11 13 -8 -14 16 -15 18 -18 -17 -21 -22 -23 24 -24 -26 -27 -28 29 -25
right_child=2 -3 6 -5 -6 -7 8 -9 9 10 -12 -13 14 15 -16 19 17 -19 -20 20 21 22 23 28 25 26 27 -29 -30 -31
leaf_value=-0.10082965767267489 -0.10044808842750988 0.03962909342278495 0.045066585945240295 0.10196366865118373 -0.10207396998932239 0.088059521003296629 -0.069281222003671344 -0.010387414937179422 -0.10120246972517383 0.0073406427251546244 0.032781963357718033 -0.072931678940341194 -0.008033916318851966 -0.10600767021524063 0.048721253471485315 0.010712797129863278 -0.0003579294389271276 0.072153238981510909 -0.085346627654861229 -0.058586514127140638 -0.066771335470245552 0.034726358640431387 -0.04994720550764585 0.0047145883148622322 0.021435123414921348 0.0085367159004554726 -0.0039064053147911835 -0.11240917307887399 -0.0024030520263643423 0.070625691554163025
leaf_weight=0.10814542076735634 0.028300313088947315 0.050180278311017901 0.77397764788474777 0.055524349212646484 0.2039474591540511 0.051424686214886606 0.46120169343021089 0.53104692394845188 0.2446489470098635 0.91068892180919625 0.41800440847873677 0.45760056865401566 0.75719822570681461 0.43311567977070708 0.91636544709035661 12.399460775144687 0.49882103502750375 0.3797513199660898 0.25621805093578587 0.77760471522560592 0.55063670717936375 1.1510047953779565 1.3719182560453171 31.49362547454075 2.7838833834975958 1.9314176148036493 1.2468399907957066 0.95734071219339956 36.760599474991068 1.6136852653580707
leaf_count=172 53 16 70 1 232 4 21 50 273 4 14 75 8 43 34 454 2 19 67 16 41 24 36 488 41 15 27 25 2270 38
internal_value=0.000944839 -0.0563122 0.00103512 -0.039713 -0.067444 0.0211442 0.00117323 0.022501 0.000891433 -0.0185848 -0.00726954 -0.019505 0.00130031 0.000917559 0.0230426 0.00125978 -0.0258684 0.0047184 -0.0291983 0.00171695 0.000333694 0.000907399 0.00137728 0.000886168 -0.0126453 -0.00524948 -0.0232123 -0.0510324 0.00249198 0.00792717
internal_weight=100.574 0.158326 100.416 0.339197 0.283672 0.079725 100.077 1.30502 98.7716 2.03094 1.78629 1.36829 96.7407 95.0671 1.67356 94.6059 1.56791 1.13479 0.755039 93.038 80.6386 79.861 79.3103 78.1593 8.2914 6.91948 4.1356 2.20418 69.8679 33.1073
internal_count=4633 188 4445 290 289 57 4155 120 4035 366 93 79 3669 3627 42 3606 131 88 69 3475 3021 3005 2964 2940 144 108 67 52 2796 526
is_linear=0
shrinkage=0.1


Tree=976
num_leaves=31
num_cat=0
split_feature=9 9 9 7 3 9 17 3 6 17 15 6 3 17 8 2 8 12 2 6 16 7 0 15 9 10 16 16 0 2
split_gain=0.164966 0.29755 0.322733 0.322692 0.533657 0.26327 0.541116 0.709996 0.883256 0.475226 0.454015 0.400323 0.32733 0.237731 0.230721 0.221479 0.216184 0.21064 0.231852 0.274075 0.190359 0.191272 0.305491 0.284043 0.178716 0.176358 0.901775 0.52753 0.764715 0.504267
threshold=181.33671263215004 186.70853236170004 185.98753508445003 22.580797808900005 93.14163192940002 192.20980299475005 196.70927211395002 93.571785230250015 16.485385178400005 187.52613723835003 37.882159664350006 16.485385178400005 76.190903416900014 240.41195881570002 8.0437227585500022 229.44804549725004 7.943800736700001 132.52187326270004 120.31044416595002 16.665389384150004 22.664946999500003 22.958251375150002 104.03526427400001 32.355961258350007 58.084576609100004 64.369753017350021 20.834951278800002 20.394952307700002 91.886121982450007 80.759923107050014
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=16 2 3 -2 -5 6 7 10 -9 -10 -3 14 13 -7 15 -8 17 -1 -19 20 21 -20 23 -23 -24 29 27 28 -27 -14
right_child=1 5 -4 4 -6 12 11 8 9 -11 -12 -13 25 -15 -16 -17 -18 18 19 -21 -22 22 24 -25 -26 26 -28 -29 -30 -31
leaf_value=-0.0009005178323535655 0.00055670599420149717 8.3248318554587114e-05 0.0012088138135217565 0.00053568293585070867 -0.0014430426636137079 -0.0019820791062478155 -0.0020298723058144513 -0.0020789174808237562 -0.0011006827275081951 0.00087398350703387815 0.0012869252219664007 0.0001535862731309435 0.0012899311372568264 0.00052285448975760156 -0.0024641070859006591 0.00087362826375008806 -0.00076229115466898065 0.0017311174727338561 0.00032515457556105837 -0.0019890215870630077 -0.0022429273516180533 -0.0020232694003706063 -0.00028618807554477849 0.0014601329285546776 0.0011404965860327923 -0.0016256126836211731 -0.0010310587769845067 0.00083422801184756103 0.00010495825743739648 0.00018918590992041617
leaf_weight=0.91680930800202887 4.9292745898710546 6.3760039575045067 1.8160189433019693 1.1592326248937754 0.9563233961816876 0.47569383198515325 0.2103754538547935 1.2409788369604942 0.80898404620529607 1.1135304584458934 1.4854769716039298 0.58198431320488442 1.6589625121559937 0.20995547028724104 0.77099745090526994 0.19428852444980294 1.7173100286163379 0.31798110160161641 5.5796695839226196 0.25188380861186566 0.13250577449798573 0.56039726916606047 1.2462268399867751 0.10721774445846677 0.46298406029745809 1.0096505804140168 2.7548603019677094 3.6984127038158467 35.46726520793527 45.09408842828725
leaf_count=402 71 89 46 38 14 299 33 32 26 33 23 10 38 65 13 14 38 18 408 180 2 189 563 3 50 72 61 58 1023 722
internal_value=0.000104197 0.00012697 0.000471778 0.000281784 -0.000358787 9.73504e-05 -0.000166035 -4.95518e-06 -0.000789355 4.30543e-05 0.000310691 -0.00117642 0.000134606 -0.00121503 -0.00183481 -0.000635835 -0.000121676 -6.78746e-06 8.78416e-05 2.51947e-05 8.79155e-05 0.000126733 -0.000339068 -0.00146384 0.000100266 0.000144924 5.41851e-05 0.000128601 5.70575e-05 0.000228244
internal_weight=123.305 112.012 8.86085 7.04483 2.11556 103.152 12.7826 11.025 3.16349 1.92251 7.86148 1.75765 90.3689 0.685649 1.17566 0.404664 11.293 9.57568 8.65887 8.34089 8.089 7.9565 2.37683 0.667615 1.70921 89.6832 42.9302 40.1753 36.4769 46.7531
internal_count=4633 2780 169 123 52 2611 273 203 91 59 112 70 2338 364 60 47 1853 1815 1413 1395 1215 1213 805 192 613 1974 1214 1153 1095 760
is_linear=0
shrinkage=0.00196078


Tree=977
num_leaves=31
num_cat=0
split_feature=8 9 4 0 13 8 2 16 16 0 12 17 18 17 9 7 9 19 5 17 9 18 12 15 17 18 5 2 17 3
split_gain=0.0497089 0.118449 0.265693 0.0893527 0.125477 0.0724184 0.0830825 0.241504 0.0811569 0.0798507 0.394297 0.271567 0.193827 0.324136 0.273981 0.180175 0.265821 0.261311 0.239466 0.590876 0.272112 0.236083 0.21205 0.205731 0.20177 0.185457 0.164266 0.160295 0.148786 0.147935
threshold=8.8430989333000021 226.58992707320002 229.41769445250003 86.264556031700025 117.15225149240001 8.7431769115000026 74.766480717350007 22.614947116400003 22.764946765650006 86.208098410950015 90.571070795850019 195.81403325600004 13.278511569200001 188.13858192940003 194.57718764590001 23.209106085000005 190.64005357525002 14.451165964200003 21.950234501100002 194.56623159050002 198.91155909545003 13.391483899700001 144.66294237600002 39.864684991950007 204.04920942250001 13.344136431100003 22.127107789600004 71.708303056200009 176.64562507980003 93.14163192940002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=5 2 3 4 -2 8 -7 -8 9 10 -1 27 13 -11 -15 16 17 22 23 -20 -21 -18 25 29 -22 -14 -24 -12 -27 -17
right_child=1 -3 -4 -5 -6 6 7 -9 -10 12 11 -13 15 14 -16 18 21 -19 19 20 24 -23 26 -25 -26 28 -28 -29 -30 -31
leaf_value=-0.10809171503604692 0.069717029734679178 0.034346206301286042 -0.078945494693304016 -0.027413824743376114 -0.002931434060400306 -0.0060854397709610318 0.066705258454125158 0.0047946779205572526 0.025500832125731749 0.00010188495607679816 0.057692664572461631 -0.059013165133901639 -0.0011946173428589437 0.075794666901432925 0.01561577868537041 0.00087197481969122936 -0.007614418749186419 0.078779282039266874 0.061860080154939372 -0.052439450790698533 0.00044651848447957091 -0.057675972376625244 0.029073292511660288 -0.067257593183674566 0.056292303030144986 -0.012320090901151527 -0.048612686101514792 -0.002247800658148824 -0.12072505967068158 -0.041431447712007373
leaf_weight=0.36581700748638724 0.2980833829233237 0.4997850115323671 0.5815008964818843 0.96189654059708107 1.1745133306540081 1.4206197625026096 0.89773825556039843 2.113301200355636 1.3073521829210211 4.5541739343716463 0.4575170548632802 0.83658699176294149 0.62253808230161645 1.3531132759526374 1.7159368768334387 47.793666278096225 1.8513115867972376 0.42408865690231312 2.2293410692946045 0.82041170715820033 3.7075102590606548 1.9179164636298081 1.5730733716627581 0.45716182516116433 0.78371365973725904 0.1996782147466547 0.32913275831378985 17.955262427680054 0.34598401918992749 0.84119393676519294
leaf_count=37 40 28 53 31 52 12 22 38 36 76 9 54 7 32 13 2547 20 8 30 29 67 37 208 30 58 25 34 952 42 6
internal_value=0.000937051 -0.0107435 -0.0182154 -0.00370951 0.0117741 0.00136097 0.0138484 0.0232533 0.000762323 0.000407444 -0.00524471 -0.00329019 0.00195761 0.0170293 0.042148 0.000159475 -0.0146679 0.00519992 0.00206122 0.0186525 0.00051784 -0.0330875 -0.00496296 -0.000487342 0.0101915 -0.0384974 0.0156315 -0.000758412 -0.0810556 0.00014029
internal_weight=100.39 3.51578 3.01599 2.43449 1.4726 96.8741 4.43166 3.01104 92.4425 91.1351 19.6152 19.2494 71.5199 7.62322 3.06905 63.8967 7.26372 3.4945 56.633 7.54098 5.31164 3.76923 3.07041 49.092 4.49122 1.1682 1.90221 18.4128 0.545662 48.6349
internal_count=4633 204 176 123 92 4429 72 60 4357 4321 1052 1015 3269 121 45 3148 381 324 2767 184 154 57 316 2583 125 74 242 961 67 2553
is_linear=0
shrinkage=0.1


Tree=978
num_leaves=31
num_cat=0
split_feature=15 17 10 10 10 0 6 10 19 7 10 16 4 7 19 17 8 0 5 14 13 10 16 9 3 16 2 10 2 6
split_gain=0.0477406 0.0751105 0.0753041 0.0848977 0.0559317 0.343205 0.214075 0.172367 0.328851 0.264091 0.161641 0.130539 0.122679 0.10788 0.132238 0.183112 0.103066 0.0961719 0.241931 0.22596 0.132129 0.164239 0.0924472 0.369465 0.133463 0.0999337 0.104534 0.0833029 0.29664 0.345028
threshold=11.870705757150002 187.63270803470002 89.89935142405001 89.052487112950018 78.196493182200015 100.01333091085002 11.215262042800001 78.895492296100016 12.551012654050002 28.832866553600002 80.13218303615001 16.234962035600002 169.78554988275002 24.103872582350004 12.050972309250001 243.29790314680005 1.8485574041500004 104.22883325935001 13.153721664750002 414.58009066150004 98.255079293500017 87.143681840350013 14.504966081100003 66.544071737050004 83.866451379300017 11.864972254500001 312.25197865035005 75.424692849750016 168.84984911130002 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 -1 3 -3 5 22 -7 8 -6 -10 11 -9 -12 16 17 -16 -14 18 20 -19 21 -15 23 24 -2 26 -26 -24 -29 -30
right_child=4 2 -4 -5 7 6 -8 10 9 -11 12 -13 13 14 15 -17 -18 19 -20 -21 -22 -23 27 -25 25 -27 -28 28 29 -31
leaf_value=-0.082030077997196832 -0.068591948371376624 -0.045943772426312771 -0.10023053509465418 0.087951988067367287 0.073246785026146247 0.0083946760258992708 -0.10535093627648483 -0.090539448763714322 -0.10218333145365506 0.10078912748856594 -0.10077315443222142 0.024259593404765259 -0.0026829522959995753 -0.1011417653066258 -0.10138629982048115 0.029164194097310411 0.09127529557187046 -0.10061483876703339 0.004646862659138217 0.03982906847465769 0.10199723784076786 0.078592913747709187 0.00048871279322889477 -0.10497236460710435 -0.10193090768969802 0.067124614381278883 0.048547711377522666 -1.7997296952671959e-05 -0.023989354009708072 0.096329255598027741
leaf_weight=0.17838771930428166 0.1498208902630711 0.081220055961239268 0.055161619056889322 0.11357123946072534 0.92729564492765149 0.24844113847939198 0.49539239844307303 0.31561387394322071 0.22690524263452971 0.08934348588809371 0.10414553151349526 0.14435762434732169 0.19402531885498309 0.08572167194506608 0.26085285790577462 0.18267967828433029 0.29311729886103421 0.24339095129835175 4.2369203361340624 0.21642337577941362 0.43349588848650455 0.12494384574529249 84.923078375271075 0.39823940625819887 0.087514480786921922 0.37760507501661777 0.097704121842980385 3.5077276495085234 0.34485448569466803 0.77160788257606328
leaf_count=273 22 36 184 11 41 53 57 45 62 12 39 31 42 34 114 44 24 307 148 64 16 21 2600 114 34 29 6 105 34 31
internal_value=0.000851231 -0.032462 0.00291408 0.0321229 0.000994669 0.000289707 -0.0673598 0.00897004 0.0432155 -0.0448415 0.00274014 -0.0545109 0.00687047 0.008658 0.00485189 -0.0476159 0.0538524 0.00920906 0.0133277 -0.0345113 0.070425 0.00545728 0.000844759 -0.0278257 0.0152853 0.037613 -0.0225524 0.00120043 0.0142711 0.0591651
internal_weight=99.9096 0.428341 0.249953 0.194791 99.4812 91.402 0.743834 8.07923 1.24354 0.316249 6.83569 0.459971 6.37572 6.27157 5.78443 0.443533 0.487143 5.3409 4.88108 0.459814 0.644161 0.210666 90.6582 1.11088 0.712645 0.562824 0.185219 89.5473 4.62419 1.11646
internal_count=4633 504 231 47 4129 3085 110 1044 115 74 929 76 853 814 748 158 66 590 219 371 71 55 2975 205 91 69 40 2770 170 65
is_linear=0
shrinkage=0.1


Tree=979
num_leaves=31
num_cat=0
split_feature=12 17 10 8 2 19 19 16 5 9 2 19 13 17 19 9 9 16 8 9 17 6 10 7 0 15 2 15 6 9
split_gain=0.0469407 0.187128 0.314248 0.262951 0.149493 0.230819 0.281907 0.172868 0.110771 0.0742953 0.146708 0.0608255 0.0986071 0.0909875 0.162894 0.287681 0.245254 0.222777 0.319966 0.138321 0.145534 0.223044 0.25129 0.53226 0.43392 0.257975 0.240466 0.170705 0.166476 0.130879
threshold=322.74414298955008 208.71070186110003 65.644082171150004 5.5456722124000004 355.90084126225003 14.351157895250003 12.951044929850001 22.694946929300002 4.9923198389000012 203.80256579455002 344.91334945730006 14.651182102100002 117.60660091645001 202.18556316275001 14.251149826300002 203.80256579455002 208.65287229730004 19.559954260300003 8.543332867800002 219.87257840710004 198.26219854015002 16.405383309150004 67.254468591300011 25.024903008400003 89.576736448400013 28.444110612900001 74.766480717350007 38.469938489650012 14.055328400500002 223.65407503400004
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=11 4 -3 -4 5 6 8 -8 -2 -7 -11 13 -13 19 17 -16 -17 18 -15 20 -1 22 24 25 -22 -24 -25 -23 -28 -21
right_child=1 2 3 -5 -6 9 7 -9 -10 10 -12 12 -14 14 15 16 -18 -19 -20 29 21 27 23 26 -26 -27 28 -29 -30 -31
leaf_value=0.0006549875660578938 -0.10045213355537574 0.080835266112773391 0.073567679967718944 -0.08425875125751274 -0.085246978724194677 0.082225773881764982 -0.10797033877476439 0.006288873094050869 0.043797871692113577 -0.063945882184808997 0.076373783068169443 0.039001905170453433 0.00076976646782884171 -0.0027660803714061521 -0.077218339388657603 0.021490799540743424 -0.057365361804861882 0.044558353574911419 -0.10943110471907341 -0.08734424056550702 0.013549700394329955 -0.047059432627152661 0.00080369310864672515 0.092629471886748013 0.086008586543567828 -0.10516283055694792 0.0037758063766812756 0.0082542608118543123 0.067021962857330225 -0.0019691690536214638
leaf_weight=70.94439269117413 0.062248705529782233 0.49149937741458405 0.15652339458756614 0.32424300332786515 0.38031242500193219 0.22692325338721264 0.53476012508144777 0.17599101271480322 0.36762334221657511 0.14886715507600456 0.14917423971928656 1.1002006967319169 1.7439253422198815 7.7316947535482505 0.85373469581827466 1.120297016110271 0.60870670666918147 0.9503252883441754 0.29184435521528929 0.33586373677826387 2.1503587262704955 0.93239184562116806 0.39361934865883075 0.43884356319904361 1.3424105935264377 0.55181887070648372 2.6694267093735111 1.3892265118192879 0.49305128767446138 0.38583390514395433
leaf_count=2844 90 34 43 93 114 8 80 14 82 33 10 34 42 548 41 36 32 31 25 34 27 22 31 8 24 55 101 30 26 41
internal_value=0.000768034 -0.0115123 0.0246077 -0.0328751 -0.0286775 -0.0157607 -0.0410156 -0.0796783 0.0229094 0.0391122 0.00628624 0.00115241 0.0155592 0.000714566 -0.00759263 -0.0297229 -0.00627101 -0.00122338 -0.00664586 0.00188494 0.00227183 0.0133426 0.021227 0.00573152 0.0413985 -0.0610452 0.0232621 -0.0139604 0.0136363 -0.041701
internal_weight=99.4461 3.01817 0.972266 0.480766 2.0459 1.66559 1.14062 0.710751 0.429872 0.524965 0.298041 96.428 2.84413 93.5838 11.5566 2.58274 1.729 8.97386 8.02354 82.0272 81.3055 10.3611 8.03953 4.54676 3.49277 0.945438 3.60132 2.32162 3.16248 0.721698
internal_count=4633 601 170 136 431 317 266 94 172 51 43 4032 76 3956 713 109 68 604 573 3243 3168 324 272 221 51 86 135 52 127 75
is_linear=0
shrinkage=0.1


Tree=980
num_leaves=31
num_cat=0
split_feature=9 9 0 6 3 10 2 15 12 4 8 15 9 8 9 17 10 8 9 4 2 4 2 19 9 4 4 12 3 5
split_gain=0.157495 0.307535 0.328449 0.592543 0.321686 0.261887 0.227975 0.456881 0.316141 0.492599 0.221465 0.232585 0.294162 0.26072 0.377484 0.220332 0.206262 0.183233 0.176383 0.511951 0.715435 0.223829 0.288019 0.846396 0.222045 0.216744 0.410028 0.36739 0.535495 0.250244
threshold=181.33671263215004 186.70853236170004 85.732241321850012 16.465384711100004 76.190903416900014 61.993156030000002 121.36426933400001 34.139075990150012 187.00158763665004 267.69992774740007 7.943800736700001 40.957632625650007 171.56638398075003 5.9453602998000008 74.737174262250008 240.41195881570002 62.041548276350007 5.1459841250500009 192.20980299475005 239.38000160390004 226.19683278270003 212.32969527125002 86.916594916350007 14.351157895250003 190.07378137140003 310.44950696480004 315.43554467000007 232.35148227425003 93.017962855400015 21.363989181350004
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=10 6 3 -3 15 -5 7 -2 -8 -10 11 12 13 14 -1 -4 -9 -16 19 21 24 22 -6 -24 -21 27 -27 -20 -29 -28
right_child=1 2 4 5 18 -7 8 16 9 -11 -12 -13 -14 -15 17 -17 -18 -19 25 20 -22 -23 23 -25 -26 26 29 28 -30 -31
leaf_value=2.4906688476428976e-05 0.0011156042892723295 -0.0020770917844558714 -0.0019805522999622386 5.7956128754633066e-05 0.00025624600926407997 -0.0015745881055703619 0.0014454669081361109 0.0003295405712833446 0.0017631208574043729 -0.001695328519757058 -0.00078393132754581477 0.00095098110306852306 -0.0021741947789159816 0.0019163253842237609 -0.0019828658895870207 0.00040316954118308575 -0.00051967203164555618 0.00066914012410423007 0.00015635785082690113 -0.00091752459038706429 0.00080259298728204201 0.00073224834705213834 -0.0016591803621751622 0.000646907954773505 -0.0023313834019868494 -0.0013103646186656726 -0.0004565695228256596 0.0017301602074145956 0.00028602532327960597 0.00024666652570251807
leaf_weight=7.3650979597496118 1.8007195687969195 0.70371966187394619 0.46806218518122378 3.4450834202580158 4.3403954976238293 0.4243131908297072 1.6921810515341351 2.4256133586168289 0.28323903866112221 0.35907415234578366 1.659971167333423 0.88269711378961879 0.25651723349801692 0.25333056927775111 0.55531565820933781 0.21875899648148334 2.0115494858473539 0.12220785917816102 69.840122785652056 0.90550322900526159 0.67212406152975734 1.7874801150755955 1.3120521489181558 1.1466753128916023 0.8082536953734234 0.99606997045338985 2.8910191555769398 1.417548161552985 3.2516584419645369 5.9481034014170291
leaf_count=1330 45 60 336 145 44 79 22 23 7 52 38 6 27 13 423 68 20 16 1259 27 22 23 36 11 18 73 169 55 22 164
internal_value=9.90936e-05 0.000121718 9.13328e-05 -0.000422063 0.000115788 -0.000121067 0.000478223 0.000282609 0.00100091 -0.000170266 -0.00012348 -7.28429e-06 -0.000106186 -4.22421e-05 -0.000103934 -0.00122131 -5.54426e-05 -0.00150451 0.000125423 -0.000108433 -0.000911918 0.000114824 -4.74956e-05 -0.000583691 -0.00158434 0.000155846 -0.000117737 0.000191958 0.000724458 1.66585e-05
internal_weight=120.244 109.149 100.577 4.57312 96.0038 3.8694 8.57238 6.23788 2.33449 0.642313 11.0951 9.43517 8.55247 8.29595 8.04262 0.686821 4.43716 0.677524 95.317 10.9725 2.38588 8.5866 6.79912 2.45873 1.71376 84.3445 9.83519 74.5093 4.66921 8.83912
internal_count=4633 2780 2611 284 2327 224 169 88 81 59 1853 1815 1809 1782 1769 404 43 439 1923 181 67 114 91 47 45 1742 406 1336 77 333
is_linear=0
shrinkage=0.00196078


Tree=981
num_leaves=31
num_cat=0
split_feature=6 13 13 16 16 15 10 10 5 9 9 0 7 17 18 9 9 10 4 7 7 17 16 17 9 18 19 18 16 0
split_gain=0.0467394 0.143352 0.0718131 0.11303 0.0783732 0.115989 0.102993 0.0680213 0.07546 0.0529141 0.236861 0.173635 0.163488 0.377313 0.625416 0.576423 0.64988 0.441982 0.404863 0.359285 0.551892 0.331019 0.355986 0.261503 0.248944 0.21708 0.191946 0.167743 0.738356 0.280138
threshold=5.0851188130000002 92.563613431350021 92.146902421150017 12.644970430600003 12.284971272400002 12.38011581135 89.052487112950018 90.937096262400004 7.754880527600001 186.70853236170004 185.98753508445003 99.88966183685001 23.109894804950002 191.06791329340004 13.258241318650002 195.34352961910002 193.49750438550004 65.571493801650021 168.18037996940004 22.721067571950005 22.626138143200006 188.51582982015003 22.614947116400003 185.06340398685003 193.49750438550004 13.328768336950002 14.351157895250003 13.829007611650001 22.454947490600002 86.692020874450009
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 3 4 5 6 -1 -8 -9 10 -2 -12 13 14 17 16 25 19 -17 20 21 22 23 -11 -24 -15 -21 28 -14 -29
right_child=9 -3 -4 -5 -6 -7 7 8 -10 12 11 -13 27 15 -16 18 -18 -19 -20 26 -22 -23 24 -25 -26 -27 -28 29 -30 -31
leaf_value=-0.10090887620109833 0.0025120574119127099 -0.1005302405395686 0.067235964188040551 -0.10085880769463043 0.074138965610015137 -0.10060868583272596 0.086608465534250209 -0.10015697692840837 0.1010165025914545 0.077336056188810995 0.081132773112514489 0.0075669931368652762 0.073580563249303441 0.00025701904662133812 0.078880639704867153 -0.0086659272503074036 0.068152105252948736 -0.074343825556250714 -0.11107786080489078 -0.052493584081259252 0.074049248146593111 0.063426735779984048 -0.062838369431284971 -0.012449259699114925 -0.0057418032577685905 -0.060344916933174536 -0.0061213624569511765 -0.079427935382583137 0.0042099292276882036 -0.00072522602976755207
leaf_weight=0.058892982895485058 12.378108347743362 0.18398339512714301 0.12443287912174128 0.12578747791121714 0.12408394275553292 0.11720639938266686 0.15165251915459521 0.051325230892416585 0.029283858835697174 0.67576834524515816 0.70168047153856494 0.59112455404829234 1.641205654945227 1.0617963059776228 0.94772244061368915 0.57156128808855999 0.85336576076952031 0.86613807361573059 1.1891106558941826 1.4909248435324118 1.2473444878123698 0.71162769434158679 1.2429622783420202 0.62386039838020224 1.9801608489506177 1.3333081903670061 2.2242830514323941 0.45719476571684836 23.557799750269623 41.943050488615427
leaf_count=42 1192 196 19 115 22 134 18 262 1 39 37 7 97 18 22 14 19 15 48 36 36 31 29 8 59 33 37 41 260 1746
internal_value=0.000778228 -0.0211035 -0.00243245 -0.0156026 0.00453871 -0.0166099 0.0172044 0.0471536 -0.0270742 0.000993427 0.00676596 0.0474954 6.08277e-05 -0.0086991 0.000916317 -0.0317547 -0.00678067 -0.00576253 -0.0778322 6.28379e-05 0.014274 2.97005e-05 -0.00994544 0.0342364 -0.0277605 -0.0334789 -0.0247307 0.00226638 0.00872802 -0.00157386
internal_weight=99.2567 0.966649 0.782665 0.658232 0.532445 0.408361 0.291155 0.232262 0.0806091 98.2901 13.6709 1.29281 84.6192 17.0199 12.0108 5.00914 3.24847 11.0631 1.76067 10.1969 6.48172 5.23438 4.52275 1.29963 3.22312 2.3951 3.71521 67.5993 25.199 42.4002
internal_count=4633 809 613 594 479 457 323 281 263 3824 1236 44 2588 444 312 132 70 290 62 275 202 166 135 47 88 51 73 2144 357 1787
is_linear=0
shrinkage=0.1


Tree=982
num_leaves=31
num_cat=0
split_feature=10 0 3 7 5 5 0 18 0 0 7 17 17 17 0 16 6 10 16 6 2 16 5 18 10 13 0 13 17 15
split_gain=0.0494089 0.244998 0.221106 0.211778 0.172488 0.403426 0.540975 0.466054 0.356554 0.354343 0.457043 0.415996 0.582152 0.307368 0.289509 0.221008 0.284878 0.222123 0.277657 0.301276 0.216534 0.21217 0.209447 0.191759 0.336731 0.793484 0.605303 0.501126 0.260102 0.179136
threshold=62.041548276350007 87.261973998100004 92.585121096400016 24.068567769550004 20.911722254300006 21.252944829650001 86.904409066750006 13.876389391100002 90.767723400200012 87.028078140750011 22.650953015950005 196.70927211395002 200.85989963400002 191.32023496460002 86.681267041950008 22.614947116400003 16.425383776450001 62.186725015400008 21.979948601300006 14.595341017800001 166.17270395525003 22.544947280100004 21.191508333600002 13.845746551550002 66.235542959850008 112.67059178900001 91.886121982450007 115.13321943645001 198.26219854015002 34.139075990150012
decision_type=2 2 2 2 2 2 2 2 2 2 2 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 23 6 14 -8 9 11 -11 15 -13 -12 -6 17 -17 20 19 -19 -7 -15 -16 28 27 26 -26 -25 -2 -29
right_child=4 3 -4 -5 5 8 7 -9 -10 10 13 12 -14 21 22 16 -18 18 -20 -21 -22 -23 -24 24 25 -27 -28 29 -30 -31
leaf_value=-0.092098710655941177 0.0083103739323403154 0.10286095639310922 0.0034734776853223175 0.0020793383498512921 -0.037830444478419684 0.020075241656142606 -0.12607595092551502 -0.012062824005189874 -0.06912280209878556 -0.046877231993682968 0.085175974881138788 -0.11393979361735769 -0.0077143893646549654 0.0030963835087987343 0.10061110032621341 -0.057248142740036402 0.0041485751076990205 0.060312043418225526 0.093519566210643196 -0.1032669633090349 -0.022628812178631174 0.056362648389604732 -0.0013567837420496111 -0.1124355977098152 -0.10461861896911734 0.085895270014883715 0.00048452323319310805 0.027531334132912949 0.054618653830903918 -0.046265867557978436
leaf_weight=0.24426269158721581 9.2559549907018646 0.46207609353586931 26.936679184882848 0.37995711644180119 1.1114710019901424 2.89030518115033 0.96641950048797276 0.5699918005411746 0.75863662079245742 0.79219779855338757 0.97427817434072483 0.83066886458846001 1.361564833219745 2.1876103049144153 0.33941088989377011 1.2821125506161481 1.840758996298973 0.27183272317051865 0.65956657112110406 0.19220187951873413 2.0152778033116192 1.1361662792041896 0.49555081874132156 0.65553733933484082 0.55650379836606489 1.0789231723174442 35.651797217299873 0.73263675416819729 1.3958126881625492 0.59693291701842099
leaf_count=4 211 9 1025 36 14 34 18 46 95 36 23 29 23 40 58 36 33 10 16 150 30 43 2 29 72 28 2411 12 21 39
internal_value=0.000707636 0.00426034 0.00261461 0.0573845 -0.000702521 -0.00838318 -0.0394187 -0.0837783 -0.00209628 0.000997743 0.0229183 -0.00883816 -0.0479647 0.0357827 -0.00440359 0.000534007 -0.0210582 0.0117179 0.0518236 -0.00744194 0.00253186 0.0213044 0.040093 0.00247842 -0.000749256 0.00138728 -0.00113086 -0.0408809 0.0143786 -0.00560117
internal_weight=98.6231 28.023 27.1809 0.842033 70.6001 20.676 3.48284 1.53641 17.1932 16.4345 5.09025 11.3443 2.19223 4.29805 1.94643 9.15206 3.12287 6.02918 1.1236 0.464035 4.90558 3.32378 0.834962 49.9241 39.2723 37.2872 36.2083 1.98511 10.6518 1.32957
internal_count=4633 1074 1029 45 3559 736 138 64 598 503 142 361 52 106 74 309 69 240 176 160 64 83 60 2823 2591 2511 2483 80 232 51
is_linear=0
shrinkage=0.1


Tree=983
num_leaves=31
num_cat=0
split_feature=13 16 6 13 15 5 15 13 12 5 3 17 5 2 5 0 6 13 7 15 17 9 5 9 15 2 16 17 12 8
split_gain=0.185455 0.737679 0.290778 0.496161 0.418589 0.413313 0.487778 0.356489 0.319648 0.224923 0.355813 0.238226 0.198849 0.520413 1.05143 0.329292 0.35864 0.396325 0.314492 0.311168 0.298444 0.271898 0.382127 0.254674 0.517706 0.775605 0.701303 0.319724 0.514959 0.548722
threshold=113.98793627290001 20.834951278800002 16.245379570700006 111.98772342380001 40.042228346200012 21.757682542950004 36.370482311550013 112.56574192190001 58.770113158150004 20.201591378100002 89.256809930900019 199.59317753375004 21.191508333600002 105.39281967610002 20.911722254300006 86.345209775600011 16.375382608200002 117.39690118230001 22.812602664350003 36.080675573650005 188.70679832985002 199.17419511990002 20.872540794500004 186.70853236170004 40.042228346200012 100.00310400885002 22.614947116400003 192.80507188075003 222.66054638440002 8.4434108459500017
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 4 8 -1 -5 7 -7 -4 11 -11 -2 13 20 19 16 17 -14 -17 -15 -12 22 -22 -18 25 26 -25 -26 -29 -30
right_child=9 -3 3 5 -6 6 -8 -9 -10 10 12 -13 15 14 -16 18 23 -19 -20 -21 21 -23 -24 24 27 -27 -28 28 29 -31
leaf_value=5.8523119102394107e-05 0.00077647413277064721 -0.0014186972710508719 0.0020036988323351647 0.0020024151237089693 -0.0020568184413858074 0.0014137876185216496 0.0019877125483735766 -0.0025577128520734393 -0.0015418846576466967 0.0018172387894924416 -0.00021437799779883495 -9.9886078778107585e-05 0.00022881332643873094 -0.00077474050193781575 -0.001805761295276657 0.0011365893554334901 0.00042002755987817486 -0.0020801631660487172 0.00030976480288318889 0.00047887726972444645 -0.00017067389930355167 0.00024397148822102253 0.0019870882867245969 0.0010512410413017995 -5.6879489198756769e-05 -0.0021326718600784031 -0.0014097644037824953 0.0015522717509775098 0.00068594931790440738 -0.0013013697588590842
leaf_weight=48.051459686995713 4.6151973952073595 1.3024837479460973 0.12322711199521963 1.1031248252838848 0.36236741459288069 0.12619439531090382 0.29677042737603188 0.27903308785789704 0.47300350025943771 0.49256266024894912 3.0022873831912857 1.6081061512231825 0.52994271893112699 1.1287159984931352 1.716330964816734 1.9573955573141599 6.9511871131035177 0.62039462207394536 18.342189209070057 2.3382156305015087 0.46725120581686475 2.8998147919774055 0.97186455130577087 1.0309203947399539 9.9131333923687617 1.0441234573081599 0.78354476997628797 1.4108954457187786 1.7248850524183583 0.77379871462471772
leaf_count=2862 60 39 2 22 43 13 10 58 120 24 37 34 15 37 26 26 408 46 214 24 7 12 71 39 181 41 37 29 38 58
internal_value=0.00012531 3.83765e-05 7.57239e-05 0.000741718 4.26902e-05 0.00125395 7.78063e-05 -0.00132092 -0.000809094 0.000195748 0.0001578 0.000550022 0.000143611 -7.4953e-05 -0.000550624 0.000204331 5.26659e-05 -0.00101645 0.000389492 7.07416e-05 0.000260894 0.000589755 0.00128651 0.000104706 -2.66895e-05 -0.000786276 -1.15007e-05 0.000130396 0.000605251 7.05113e-05
internal_weight=116.44 52.1177 50.8152 2.40135 48.4138 1.80512 0.701998 0.405227 0.596231 64.3228 58.0995 6.2233 57.6069 12.5245 5.18326 45.0824 24.7828 1.15034 20.2996 3.46693 7.34122 4.33893 1.43912 23.6325 16.6813 2.85859 1.81447 13.8227 3.90958 2.49868
internal_count=4633 3169 3130 225 2905 103 81 71 122 1464 1370 94 1346 214 87 1132 892 61 240 61 127 90 78 831 423 117 76 306 125 96
is_linear=0
shrinkage=0.00196078


Tree=984
num_leaves=31
num_cat=0
split_feature=16 16 15 7 5 17 10 15 17 0 0 5 8 2 6 0 8 9 18 18 0 6 3 18 7 15 18 6 12 9
split_gain=0.0480207 0.236861 0.363234 0.296943 0.30485 0.222315 0.515396 0.288917 0.15393 0.169739 0.441231 0.166221 0.353291 0.334283 0.376238 0.317457 0.194863 0.166995 0.145089 0.33258 0.26191 0.255782 0.42305 0.253305 0.226235 0.557046 0.435341 0.203465 0.323928 0.159891
threshold=22.624947093000003 22.614947116400003 34.969820938750011 23.109894804950002 22.705169530700005 199.05253715360001 62.165217350350012 46.055224235250002 187.32964365115004 86.103248543850015 85.769879735700016 21.836296031200003 8.3434888241000014 176.47634813035003 16.435384010100005 86.135510041400025 8.6432548896500023 185.62570708695003 13.480563334700001 13.431207332600001 92.168410086200012 16.565387047600002 93.292185584700022 13.845746551550002 23.393539929150005 31.445204138150004 13.552878921100001 16.165377701450002 144.66294237600002 196.40176798710004
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 18 -3 -4 -5 6 8 -7 9 10 -2 12 17 16 -15 -16 -13 -10 19 20 -1 22 24 -23 25 27 -26 28 -20 -28
right_child=5 2 3 4 -6 7 -8 -9 11 -11 -12 13 -14 14 15 -17 -18 -19 21 -21 -22 23 -24 -25 26 -27 29 -29 -30 -31
leaf_value=0.0035129420663832438 -0.002788043680439254 0.010612067727372457 -0.09305909670131024 0.024984111236239705 -0.075119677900698623 0.060330855520206388 -0.062811747760705458 -0.016353414492308517 -0.010084834584205206 0.018123211531195137 -0.080010080170819092 0.058071202051870455 -0.030429866649436751 0.06251057240862673 0.0046320313931900959 -0.06190093347815178 0.012424294410709177 0.041653575742909864 -0.082111830666648664 0.071703338667612165 0.078111375162116511 0.078626132885543862 -0.088112757690874843 0.0030074413577993496 0.10218581723842486 -0.063568223884085132 -0.013663939178739776 0.074186060660221181 0.019966527637172233 0.0017038553890918271
leaf_weight=16.049411118110079 4.1160596561676455 1.6634336560964578 0.96006062159358441 0.69361088052391984 0.54189404196222313 1.4770561185432591 1.1768258945521655 0.73620020691305388 1.0007126852869981 1.9458778034895656 0.90207965043373395 2.4980998189348598 2.4583444427698851 0.84793246036861081 3.0971084892826184 0.93325295485556115 1.4948155208694514 1.6565350862219927 0.40872302679736039 0.80038994726419233 0.48486183362547208 0.76966040097431587 0.57894178809954056 1.0436719306126176 0.41198253259062667 1.9352576470264464 8.2625709263752452 0.40731522068381298 1.2985058630274577 37.482764598730682
leaf_count=895 125 8 28 6 41 73 18 13 18 13 20 51 26 33 85 11 20 32 68 34 21 25 52 31 58 38 1128 8 227 1427
internal_value=0.000753426 -0.000517046 -0.0246353 -0.0513399 -0.0189215 0.00460505 0.00158257 0.0348232 0.00519965 -0.00694795 -0.0166698 0.0112479 -0.00310785 0.0195262 0.00196409 -0.0107741 0.0409825 0.022169 0.000813812 0.00874805 0.00570052 -0.001801 -0.00311868 0.0351034 -0.00213861 -0.0248008 -0.000150253 0.0106797 -0.00447177 -0.00107189
internal_weight=98.134 73.7931 3.859 2.19557 1.2355 24.3409 22.1276 2.21326 20.9508 6.96402 5.01814 13.9868 5.11559 8.87121 4.87829 4.03036 3.99292 2.65725 69.9341 17.3347 16.5343 52.5994 50.7861 1.81333 50.2071 4.0498 46.1573 2.11454 1.70723 45.7453
internal_count=4633 4095 83 75 47 538 452 86 434 158 145 276 76 200 129 96 71 50 4012 950 916 3062 3006 56 2954 341 2613 303 295 2555
is_linear=0
shrinkage=0.1


Tree=985
num_leaves=31
num_cat=0
split_feature=4 7 19 19 17 9 17 13 3 6 17 4 16 2 2 10 7 0 17 12 0 9 18 16 6 6 7 9 9 6
split_gain=0.049314 0.144282 0.277647 0.535456 0.441173 0.314856 0.377718 0.204988 0.356437 0.246249 0.250156 0.351432 0.195023 0.45447 0.192694 0.503144 0.186349 0.174232 0.169832 0.178165 0.17783 0.155375 0.369249 0.300576 0.243152 0.435601 0.542026 0.206116 0.229152 0.186502
threshold=240.27283890470002 23.109894804950002 14.251149826300002 14.351157895250003 189.5403704096 195.34352961910002 192.92322630085002 117.55283175385001 93.077108934250006 16.525386113000007 189.19102531915004 286.34948838025008 22.624947093000003 226.19683278270003 283.83865810395008 61.907125369850007 23.209106085000005 71.144667506050013 180.19381692845005 183.92105421625004 92.773313165550022 205.73475031020004 13.829007611650001 22.544947280100004 13.855323727400002 14.935348962050002 26.168093931450006 204.68881850780005 204.09084027260005 13.705320222600003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=-1 2 17 -4 -5 6 -6 8 16 10 -9 -12 13 -13 15 -11 -3 -2 19 -18 -21 27 -23 24 29 26 -26 28 -20 -24
right_child=1 7 3 4 5 -7 -8 9 -10 14 11 12 -14 -15 -16 -17 18 -19 21 20 -22 22 23 -25 25 -27 -28 -29 -30 -31
leaf_value=0.0027087480001806844 -0.10380121491562784 -0.055698345234088703 -0.11029301102726477 0.015864585724272736 -0.082889976991048608 -0.10781618201119739 0.019661333048977686 -0.0098364080583267025 -0.071630259984033717 0.029376581484624242 0.057022967466754837 -0.10894260416508356 0.025825240944225877 0.013582447243385341 0.016163044547398572 -0.12143355474769908 0.042901921605095893 0.015394853310053504 0.0064214881633175014 0.1004410110982512 -0.097728968691802018 -0.12552926914345247 -0.0025536046138419292 0.042654038069900028 -0.10397693368495309 0.0042621992790938907 0.0032964378184811797 0.049015781708146265 -0.076164995202193775 0.068506321966919401
leaf_weight=53.961361952274615 0.1281653222741278 0.63061172021480771 0.68787043229349354 2.2131791721785703 0.61506261219619796 0.62189823754488305 0.8632274692554347 2.411905469838528 0.76039275814673501 0.39558819562080205 2.5727082421071827 0.40420325990999106 3.0571958525106311 1.2058815014315767 0.66183481644839048 0.50189908663742244 0.15792510057827058 2.8406110398618694 11.693982852895715 0.050154998898506165 0.46610209481150378 0.26461414620280166 3.4591817762975539 1.1246862913831135 1.2311149041161118 1.868820837640669 0.76289628281665489 1.1136364567500994 0.34591174882371056 0.41349678218830366
leaf_count=2007 56 18 33 62 39 34 20 16 37 33 27 38 47 36 12 12 49 376 887 4 151 6 301 69 113 59 35 21 19 16
internal_value=0.000688799 -0.0018155 -0.0139761 -0.0283564 -0.0152896 -0.04812 -0.0230065 0.000910447 -0.00424243 0.0120992 0.0180561 0.0273481 0.0109907 -0.0171768 -0.024773 -0.0549605 -0.00206964 0.010249 -0.000596217 -0.050044 -0.0784765 0.000900161 -0.00912655 -0.00565013 -0.0126732 -0.0304252 -0.0629348 0.00785585 0.00404874 0.00503366
internal_weight=97.4861 43.5248 7.97001 5.00124 4.31337 2.10019 1.47829 35.5547 24.3435 11.2112 9.65189 7.23999 4.66728 1.61008 1.55932 0.897487 23.5831 2.96878 22.9525 0.674182 0.516257 22.2783 9.12481 8.8602 7.73551 3.86283 1.99401 13.1535 12.0399 3.87268
internal_count=4633 2626 620 188 155 93 59 2006 1785 221 164 148 121 74 57 45 1748 432 1730 204 155 1526 599 593 524 207 148 927 906 317
is_linear=0
shrinkage=0.1


Tree=986
num_leaves=31
num_cat=0
split_feature=18 7 16 15 14 18 16 15 16 12 18 15 9 0 10 5 8 9 9 5 18 16 13 9 19 3 0 9 18 16
split_gain=0.138797 0.283877 0.532945 0.50191 0.431433 0.475436 0.279437 0.318084 0.890376 0.71531 0.497956 0.489503 0.471865 0.411007 0.627647 0.492345 0.635312 0.394991 0.587251 0.290201 0.267944 0.257112 0.248598 0.234411 0.415087 0.229962 0.229007 0.435985 0.22087 0.455144
threshold=13.829007611650001 23.109894804950002 22.454947490600002 29.171703351550004 305.23266569440005 12.899561312100003 22.654947022900004 28.579157549250002 18.684956306450005 103.28033049195001 14.032563378150002 28.298162031900002 192.57902085675002 90.321439350550008 66.859265246100009 19.327153142150006 8.1436447804000007 205.22231928645002 202.38851837455002 21.869642762900003 14.057318556550003 19.744953827700005 117.54745483760001 213.03443802080002 13.251069136700002 88.813214339350012 86.264556031700025 201.16241229375001 13.328768336950002 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 4 3 -3 28 -6 7 11 10 20 -9 -2 21 17 25 -16 -17 18 -14 -19 -10 -11 -4 -12 -25 -15 -24 -28 -1 -30
right_child=6 2 22 -5 5 -7 -8 8 9 12 23 -13 13 14 15 16 -18 19 -20 -21 -22 -23 26 24 -26 -27 27 -29 29 -31
leaf_value=0.00016277454189773472 9.5760110663314265e-05 -0.00056172849297273072 2.3828612681255657e-05 0.0018270119309170957 0.00031132236116833135 -0.0020617012735840105 0.0010627123023941414 0.0018354180233971912 -0.00046019551785296298 -5.7090847529120334e-05 -0.002064288614252451 0.0011993033882843969 -0.00024104427446075869 0.00052443873910422954 0.00033946945623826609 0.00025354499098387647 -0.0021295609926940567 -0.00056267711563102866 -0.0021983385449164299 0.00051452186723003582 -0.0022333695787028476 -0.0021026642892603147 0.00017390002917355555 -0.0021495993289022013 0.0015547123574676314 0.0017946700008960948 0.0011210815321650892 0.00015032368882704689 -7.5223963964699731e-06 -0.0017366331919545785
leaf_weight=26.19573209140254 28.165698565024289 0.43284361934638838 10.864535984583201 1.5462983781471846 0.56842261257361204 0.75673413034883197 1.0104296901263286 0.16998040489852728 0.60049044899642712 0.39938359358348208 1.423259978288115 1.635095894220284 2.0415174142253849 0.92297301010694299 8.0100968009792251 0.96257939119823166 0.77747403393732384 1.4810355347581206 0.82852670550346363 2.741266265977174 0.72108383662998676 0.57832355564460158 7.3883069800212962 0.25589274804224249 0.21319768695684616 1.3486324278637765 3.7965310551226139 3.3466986622661352 2.9561122965385489 0.72976364470378019
leaf_count=1015 2078 15 89 90 94 115 50 3 12 30 223 22 48 28 88 31 37 34 32 46 41 19 121 41 12 33 29 21 116 20
internal_value=0.000112639 0.00017883 0.000324563 0.00130459 5.099e-05 -0.0010438 4.12115e-05 2.18379e-05 -0.000148864 -3.03566e-05 -0.00137933 0.000156309 6.1555e-05 0.000129516 0.000350361 0.000134107 -0.000811252 -0.000244825 -0.000806078 0.000136678 -0.00142768 -0.00126707 0.000248189 -0.0016681 -0.000466021 0.00127856 0.000415932 0.000666268 9.95405e-05 -0.000349868
internal_weight=112.869 58.582 27.3752 1.97914 31.2068 1.32516 54.2869 53.2765 23.4757 21.4134 2.06233 29.8008 20.0918 19.1141 12.0218 9.75015 1.74005 7.09235 2.87004 4.2223 1.32157 0.977707 25.3961 1.89235 0.46909 2.27161 14.5315 7.14323 29.8816 3.68588
internal_count=4633 1725 365 105 1360 209 2908 2858 758 479 279 2100 426 377 217 156 68 160 80 80 53 49 260 276 53 61 171 50 1151 136
is_linear=0
shrinkage=0.00196078


Tree=987
num_leaves=31
num_cat=0
split_feature=12 17 10 7 16 19 10 16 3 7 8 18 10 7 15 10 4 18 6 4 17 16 0 19 5 8 17 15 15 3
split_gain=0.0452554 0.157203 0.266737 0.24488 0.140645 0.132775 0.251841 0.154431 0.131735 0.209253 0.110708 0.0605136 0.232554 0.16047 0.113734 0.0955958 0.0931106 0.083499 0.0778771 0.0857885 0.0754176 0.272533 0.17893 0.137446 0.122583 0.249921 0.0919819 0.282666 0.211484 0.126716
threshold=322.74414298955008 208.71070186110003 65.644082171150004 24.573979631000004 8.6249798310500019 14.351157895250003 74.927328095600004 22.694946929300002 92.913112988300014 23.822419043000004 1.3489472949000001 17.327266398450003 83.75622459600001 29.094060964600004 15.000551226050002 90.679004281900021 402.75382129015003 17.370891598500005 4.2550994197000014 314.71948599205001 208.35751021765003 18.764956119400004 96.631250582750013 12.851036860900001 18.850689434250004 8.543332867800002 205.28496454895003 35.293770423450006 30.505324983850006 84.850427055100013
decision_type=2 2 2 2 2 2 2 2 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 5 -3 -4 -5 6 7 -2 -7 -10 -8 14 -13 17 16 -15 18 -14 19 -1 26 23 24 -22 -23 -26 -16 28 29 -28
right_child=1 2 3 4 -6 8 10 -9 9 -11 -12 12 13 15 20 -17 -18 -19 -20 -21 21 22 -24 -25 25 -27 27 -29 -30 -31
leaf_value=0.062497769527213337 -0.099783087134813916 0.077227925797829167 0.10082073490026995 0.066873847743923617 -0.10260098908705029 0.064181994105046922 -0.10034431392889075 0.007547405678175266 0.050479496709821506 -0.10276571400883477 0.037416349580937085 0.064681097044423819 0.091922048561887612 0.073495610057711033 0.0012039259682941992 -0.10018227367918725 0.092514916542725631 -0.10164914093781019 -0.10255380505642005 -0.10095274566706297 -0.014335089587054274 0.0059344111254460447 0.01988746362546891 -0.10179120748892337 -0.10990958343651412 0.0054057025780023769 0.05928737151493807 0.090656688375295169 -0.066879970993256418 -0.019839310300014498
leaf_weight=0.076175978222635332 0.6750482041465482 0.44789192965254176 0.10600489843636751 0.05925589188336744 0.28205475661161472 0.25927512918133278 0.06946795843396103 0.16727526299655437 0.17079969321775934 0.18628826702479273 0.36399724510647502 0.61558999435510375 0.024701981725229416 0.15530045548803173 87.052292781859137 0.03981751899664232 0.040154695845558308 0.22768673334257983 0.23378264199527621 0.055511496553663164 0.29962262169283249 0.60371448914520465 1.9044026320334522 0.44898603695764905 0.39149819558952004 0.36147514544427395 0.48407765023875871 0.46959400881314639 0.34541466389782727 0.34780071466229856
leaf_count=27 150 34 5 34 97 24 126 14 23 21 73 55 4 26 2915 204 6 295 164 27 38 10 14 96 27 17 48 13 28 18
internal_value=0.00070845 -0.0118491 0.0226772 -0.0319437 -0.073178 -0.0281841 -0.0465964 -0.0784685 0.00992699 -0.0294666 0.0153386 0.00108011 0.0248034 -0.0300523 0.000809263 0.0380533 -0.0520274 -0.0827038 -0.0679084 -0.00640311 0.00104044 -0.0123742 0.000116848 -0.0667878 -0.0276355 -0.0545509 0.00164685 0.0250594 -0.00110572 0.0262052
internal_weight=96.965 2.78736 0.895207 0.447316 0.341311 1.89215 1.27579 0.842323 0.616363 0.357088 0.433465 94.1776 1.0631 0.447507 93.1145 0.195118 0.405625 0.252389 0.36547 0.131687 92.7089 4.0097 3.26109 0.748609 1.35669 0.752973 88.6992 1.64689 1.17729 0.831878
internal_count=4633 601 170 136 131 431 363 164 68 44 199 4032 584 529 3448 230 224 299 218 54 3224 202 68 134 54 44 3022 107 94 66
is_linear=0
shrinkage=0.1


Tree=988
num_leaves=31
num_cat=0
split_feature=8 5 15 15 3 3 0 17 18 19 9 13 7 13 10 17 2 17 5 2 14 17 18 8 6 5 15 5 7 5
split_gain=0.0434094 0.104078 0.122039 0.130894 0.120847 0.467644 0.144616 0.146943 0.0863745 0.0773775 0.15 0.263068 0.230233 0.190457 0.202691 0.172603 0.234702 0.153215 0.225299 0.315012 0.22 0.105806 0.168564 0.085697 0.119375 0.183825 0.390132 0.156665 0.15729 0.700272
threshold=8.8430989333000021 30.133297129900004 38.567335632300008 42.968808980200009 92.316275283350009 93.394346993650018 85.799452775150016 163.75092798185003 13.988302431200003 14.451165964200003 188.55070358395002 115.13321943645001 22.626138143200006 117.15225149240001 62.057679025150001 188.27285108100003 147.79312796670004 201.39543491635001 22.458857822500004 188.61740261325005 300.29716420680006 195.44378352670003 13.758874730250001 8.7431769115000026 16.455384477450004 21.191508333600002 35.133229767950006 21.324133279950001 23.666491602800004 22.382820633700003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=9 2 4 -4 8 -6 7 -7 -2 23 15 -12 -13 -14 17 -11 -17 18 -15 -20 -21 -16 -23 24 -1 26 -26 -27 29 -29
right_child=1 -3 3 -5 5 6 -8 -9 -10 10 11 12 13 14 21 16 -18 -19 19 20 -22 22 -24 -25 25 27 -28 28 -30 -31
leaf_value=0.0012249670490432523 0.057657774632711593 0.035345464708506802 -0.10431454885677803 0.0011482148649912234 -0.11007024366732715 0.036182931481271441 0.035274446294091821 -0.10157640542872037 -0.0056169235917165189 -0.0046786471441365154 -0.051874818826013226 -0.036635690902261174 0.057484463503337961 0.0053865683976528182 0.0086581273408736035 0.07954741237059626 0.0075864488758934897 -0.01461149317320147 0.10000550081648218 -0.011451055415523624 0.071629659846517368 -0.052047163938240729 0.0035695114418553922 0.014644513615594448 -0.00025850135703283273 0.039417727582105572 -0.066237933678085698 -0.090564239498907406 0.010854869806544232 -0.0027194234219936595
leaf_weight=57.583286353165363 0.37566405348479781 0.42937937472015608 0.29855117201805104 0.19425933239745063 0.45488788140937675 0.13120336845076941 0.74349932372570038 0.18892176468307298 0.50676168351128581 1.0188236249960021 0.82097828798578021 1.1007359210489074 0.82787927379831572 2.1348577812314016 1.7162665028954509 0.99271061364561297 0.83401636767666787 1.0256146976025773 0.81999061187525546 0.80952339188661404 0.52571761274703022 1.1016512329654236 1.0783828971907494 3.6964329881593576 2.1229432464460873 0.82252711243927379 1.5508535080589352 1.0303549487143735 3.9682009670650578 7.6092095593371027
leaf_count=3257 12 16 30 24 16 11 10 56 29 36 33 25 37 24 27 50 30 56 15 14 36 22 20 39 33 7 25 18 43 582
internal_value=0.000633588 -0.0105972 -0.0174142 -0.0627425 -0.00811027 -0.0252127 0.011079 -0.0451157 0.0213202 0.00103407 0.00766383 0.00275477 0.00678055 0.0115405 0.00741159 0.0282996 0.0466927 0.0201111 0.028412 0.0512199 0.0212599 -0.00991424 -0.0245356 -0.00021833 -0.000953923 -0.00828946 -0.028111 -0.00286736 -0.00562603 -0.0131958
internal_weight=96.5141 3.32313 2.89375 0.492811 2.40094 1.51851 1.06362 0.320125 0.882426 93.191 14.8071 11.9616 11.1406 10.0399 9.212 2.84555 1.82673 5.3157 4.29009 2.15523 1.33524 3.8963 2.18003 78.3838 74.6874 17.1041 3.6738 13.4303 12.6078 8.63956
internal_count=4633 204 188 54 134 93 77 67 41 4429 425 309 276 251 214 116 80 145 89 65 50 69 42 4004 3965 708 58 650 643 600
is_linear=0
shrinkage=0.1


Tree=989
num_leaves=31
num_cat=0
split_feature=9 9 0 9 7 15 0 16 7 5 4 7 7 12 12 3 13 12 6 5 0 15 2 17 9 17 13 2 18 18
split_gain=0.0483813 0.214089 0.154754 0.517737 0.323174 0.199587 0.197201 0.161244 0.169416 0.292618 0.491863 0.30438 0.422121 0.270233 0.481035 0.259272 0.330967 0.222768 0.199744 0.280001 0.17005 0.166367 0.130719 0.322449 0.133124 0.1287 0.218674 0.124985 0.118197 0.130691
threshold=201.65416293750005 201.40496258350001 86.692020874450009 204.09084027260005 23.445318439400001 45.484733152800011 85.57362229215002 22.654947022900004 25.257178691350003 21.869642762900003 228.08113677860004 24.227986230350002 24.872345000050004 124.89425631215002 108.57174425965 83.613736315050019 109.96062599345002 105.28371344000001 14.935348962050002 19.688300142250004 92.168410086200012 30.632308446700005 63.19085977000001 186.86279178520002 192.57902085675002 203.09927826650002 117.68725466035001 119.08834621750002 16.352301071400003 16.399957653700003
decision_type=2 2 2 2 2 2 2 2 2 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 -2 -4 -5 -7 8 9 10 13 -12 -13 14 15 -6 -17 28 19 27 -16 -15 23 24 -1 -11 -27 -19 -10 -30
right_child=2 -3 4 5 7 6 -8 -9 17 25 11 12 -14 21 20 16 -18 18 -20 -21 -22 -23 -24 -25 -26 26 -28 -29 29 -31
leaf_value=0.016775375374925319 -0.097300419353914425 0.043065762424237958 0.073047429425531815 0.0018815475969698133 0.0088275961176550576 0.020984509133625467 -0.11031679464490494 0.035272743487014667 0.075556446544965836 5.0480242516451783e-05 -0.11594578961880996 0.0043075362754173355 -0.089282992410044282 0.041457683041084298 -0.00057980116987072763 -0.10978501763020102 0.018783534463917471 -0.021105308636824544 0.069374285570782443 -0.078200648612212764 -0.10805173815146379 -0.0042052394527042573 0.0025599072158318205 -0.069329608514849858 -0.025870534393754675 0.082150651665317487 -0.0030687471321155691 0.0076011025433952162 0.10088239403744202 -0.10058095985386523
leaf_weight=1.7790286458948683 0.7168059853847798 1.2561747057879973 0.5994908250868346 3.9370062321258956 2.8430950716137944 0.17493254967848759 0.33048173459246755 1.1615086940582831 0.63902826738194463 1.8625936809839907 0.64301563100889358 1.1012529495346823 0.85691042320104305 1.4367472804151478 0.1842620726674794 0.47015590500086535 0.34873984754085541 1.8223378616678427 0.42578498832881528 0.4443591396538985 0.73250172729603946 1.7943653620313851 57.931884349683514 0.88743757403244661 1.2437181947607312 0.63840129505842902 0.56990600377321243 9.0433237478327992 0.050976112484931946 0.087420619809336131
leaf_count=41 38 17 23 131 23 26 27 43 23 35 22 33 45 33 7 62 11 79 27 102 87 25 3001 37 25 29 12 471 2 96
internal_value=0.000574338 0.00219564 -0.00253367 -0.0184378 0.000422538 -0.00571291 -0.0648712 -0.00118067 -0.00280948 -0.010587 -0.0185882 -0.056251 -0.0366485 -0.00604418 -0.0216702 -0.00545272 -0.055032 0.00557011 0.00213599 -0.000395308 -0.0864508 0.0160992 0.00136546 -0.0163311 -0.000771411 0.0165392 0.0419564 0.0027866 0.0574106 -0.0263753
internal_weight=96.0136 63.0982 32.9154 5.15923 27.7562 4.44242 0.505414 27.1567 25.9952 13.4819 10.411 2.60118 1.95816 7.80987 4.57875 3.66199 0.818896 12.5132 11.7358 11.31 0.916764 3.23111 61.8421 3.91018 3.02275 3.0709 1.20831 10.8657 0.777425 0.138397
internal_count=4633 3121 1512 222 1290 184 53 1267 1224 424 348 100 78 248 190 96 73 800 679 652 94 58 3104 103 66 76 41 550 121 98
is_linear=0
shrinkage=0.1


Tree=990
num_leaves=31
num_cat=0
split_feature=9 3 17 2 4 13 13 0 16 3 19 0 19 2 0 5 2 3 17 7 10 10 7 19 12 9 0 6 2 15
split_gain=0.178763 0.290276 0.321066 0.192817 0.420605 0.2926 0.244526 0.208466 0.202 0.184865 0.165151 0.354275 0.346172 0.46942 0.28183 0.247404 0.424696 0.25682 0.161624 0.249704 0.299969 0.191545 0.364738 0.184773 0.199541 0.151601 0.288422 0.663379 0.277807 0.418594
threshold=181.33671263215004 76.190903416900014 240.41195881570002 111.53582144370002 158.33173836080002 117.76521994615001 117.69263157665002 67.058211147750015 22.664946999500003 71.961958777700019 12.250988447150002 98.230883170350012 13.351077205700003 219.56639384385002 101.91675926715001 15.332427622700001 135.87377242040003 78.742250182700005 166.68115439205005 19.052023743050004 62.068432857650002 55.887667615750004 18.591804718950005 13.451085274650001 254.38400358715003 186.70853236170004 85.732241321850012 16.465384711100004 121.36426933400001 35.645792850250011
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=3 2 -2 4 -1 6 8 -6 18 -4 15 25 13 14 -13 17 -17 -3 23 21 -21 22 -20 24 -5 28 27 -27 29 -12
right_child=1 10 9 5 7 -7 -8 -9 -10 -11 11 12 -14 -15 -16 16 -18 -19 19 20 -22 -23 -24 -25 -26 26 -28 -29 -30 -31
leaf_value=0.00019695811741437399 -0.0019806490749248694 0.00041223313970201013 -0.0019714494547261176 -0.0020298637390833616 0.0019997770802176627 -0.0020549498954742745 0.0019848726223834312 -0.0019021711844791332 -0.002170681520970461 0.0014422856413832022 0.0010729894465751455 -0.0019400059829694626 0.00020316778020674253 0.00089157854508898141 8.1123095598643167e-05 -0.0021579045056312638 0.00084825468587926354 0.0014805232355445685 -0.0021069546853775259 -0.0020220856272096933 9.5898988753701794e-05 0.0016329479125108198 0.0013171518183459434 0.0010587692184415803 0.00029511823720736321 -0.0020811094637282735 0.00018207987992497598 -4.2855029619444374e-06 0.0010942420954104953 -0.00016398248233923042
leaf_weight=1.0064287503082585 0.4980800488310696 5.6334389866678967 0.082648608906310983 0.42082163223812674 0.056202560663223156 0.25276445432246042 0.25295083783566941 0.83091190445929897 0.15768541768193234 0.23272563880891539 1.5132850408554066 1.2108688043663272 1.6879065606044603 0.39730073872487981 0.33965641481336195 0.3558336887617769 0.36706739832879975 1.0221736463718114 0.18884844041076554 0.27000707957358816 5.3752330640672881 0.70868778339354321 0.32619255175814033 0.1694615308806533 0.21414368203340928 0.70127751912923386 78.006972506824241 3.7712449516548077 1.9041344944562295 3.4490137323737144
leaf_count=36 348 170 65 142 1 70 4 272 3 14 39 106 73 25 17 16 30 28 50 143 996 34 14 30 58 60 1476 221 55 37
internal_value=0.00014118 0.000166156 -0.00100043 -0.000105826 -0.000670658 2.24645e-05 8.74193e-05 -0.00165497 2.61299e-05 0.000547665 0.000175612 0.000153205 -0.000446784 -0.00101 -0.00149726 0.000457972 -0.000631467 0.000576302 7.12735e-05 0.000168657 -5.40243e-06 0.000971621 6.16456e-05 -0.000760283 -0.00124576 0.00017762 0.000154316 -0.000329925 0.000457551 0.00021324
internal_weight=111.404 101.174 0.813454 10.2303 1.89354 8.3368 8.08403 0.887114 7.83108 0.315374 100.36 92.9817 3.63573 1.94783 1.55053 7.37851 0.722901 6.65561 7.6734 6.86897 5.64524 1.22373 0.515041 0.804427 0.634965 89.3459 82.4795 4.47252 6.86643 4.9623
internal_count=4633 2780 427 1853 309 1544 1474 273 1470 79 2353 2109 221 148 123 244 46 198 1467 1237 1139 98 64 230 200 1888 1757 281 131 76
is_linear=0
shrinkage=0.00196078


Tree=991
num_leaves=31
num_cat=0
split_feature=5 5 8 17 5 7 17 0 7 6 9 15 9 18 13 7 6 6 5 4 14 9 18 4 7 15 18 0 3 19
split_gain=0.149815 0.180261 0.163553 0.16147 0.276141 0.225201 0.184239 0.172882 0.167004 0.164521 0.162707 0.143613 0.141347 0.135298 0.134897 0.381464 0.133288 0.296622 0.289462 0.249447 0.204394 0.469035 0.343571 0.436052 0.266207 0.266932 0.24077 0.18471 0.62051 0.812504
threshold=11.783123780850001 13.252098438300001 7.943800736700001 193.82504409230003 2.7155367820000005 22.703933514050004 182.37451917730002 104.86330937810001 27.973342028250006 8.5551998908500018 47.331347365000006 5.1773271655500013 39.44667418560001 16.435318745950003 98.050756475600011 24.142338514450003 13.665319288000001 13.775321858200002 16.904667913650005 171.12466686440004 278.00273168625006 57.312778687900007 16.922055371600006 415.14998645010007 24.613673730750005 27.614913206150003 14.804191144800003 94.165934477050016 84.812788641250009 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=3 2 14 4 13 -5 10 -7 -9 11 12 -10 -6 -1 15 -2 19 18 -18 -3 24 -22 23 -23 25 -21 -25 -19 -29 -30
right_child=1 16 -4 5 6 7 -8 8 9 -11 -12 -13 -14 -15 -16 -17 17 27 -20 20 21 22 -24 26 -26 -27 -28 28 29 -31
leaf_value=0.0017910952074605289 0.0019809950515382382 -0.0019902972059426174 -0.00058315132755626191 0.0014787084967764234 -0.0019783424638587918 -0.0015565000471412 -0.0019934214098504075 0.00080707605162222982 0.001115543651532277 0.0016745839940984514 -0.0020240798813730243 -0.001974363413750077 0.0010945859685062393 -0.0019685139931876526 0.0010202882436230879 -0.0019929648884834672 0.0014079766798393684 0.00014892914767089375 0.00021723558566019358 -0.0017642176463443259 0.00066899666844487805 -0.0018104594420817776 0.00061943789343505936 -0.0014398124672928034 0.00020946176528866683 0.00054399957491913647 0.0015167408663540256 3.3865346276810985e-05 0.0018025795430693234 -0.0020636845795957435
leaf_weight=0.19227072061039452 0.16463273018598545 0.25868911729776201 0.37586419442959584 0.34810674679465581 0.074106760854192322 0.31703066635236599 0.59566497527703177 0.56905298329365883 0.072082567781762918 0.08439484893460758 0.15525928713304893 0.29251134788501076 0.25757898942902102 0.045512812968809158 1.9375360795529557 0.21304546540341107 1.3426045952364796 76.377077346277474 1.8895768253132699 0.54381739780728722 0.99630140332737882 1.4717413121325083 0.44414150174998202 0.17059912206605066 8.4473744464994507 0.29827171564102173 0.2792278639099095 15.73672076908406 0.25708673661574621 1.1167754052185044
leaf_count=10 6 45 35 23 71 129 260 118 40 14 137 272 27 115 69 53 40 2029 18 75 52 160 51 21 240 7 27 303 6 180
internal_value=0.000103639 0.000115195 0.000616557 -0.000328535 -0.000841834 7.41294e-05 -0.00126207 -0.000292101 0.000101649 -0.000792417 -0.000367441 -0.00136347 0.000408018 0.00107149 0.000811324 -0.000260686 0.000102889 0.000127867 0.000711853 -8.42453e-05 -4.52716e-05 -0.000459547 -0.000934825 -0.00129407 0.000104662 -0.000946637 0.000395453 0.000107677 -7.64628e-05 -0.0013402
internal_weight=115.325 112.321 2.69108 3.00357 1.32039 1.68318 1.08261 1.33507 1.01804 0.448989 0.486945 0.364594 0.331686 0.237784 2.31521 0.377678 109.63 96.7198 3.23218 12.9102 12.6515 3.36201 2.36571 1.92157 9.28946 0.842089 0.449827 93.4877 17.1106 1.37386
internal_count=4633 3417 163 1216 620 596 495 573 444 326 235 312 98 125 128 59 3254 2576 58 678 633 311 259 208 322 82 48 2518 489 186
is_linear=0
shrinkage=0.00196078


Tree=992
num_leaves=31
num_cat=0
split_feature=19 8 4 16 7 6 16 2 7 15 7 3 15 17 17 8 12 7 15 15 15 10 16 0 7 15 3 15 17 9
split_gain=0.129286 0.12179 0.114881 0.26686 0.352456 0.292621 0.180385 0.172772 0.220552 0.27262 0.297933 0.41643 0.38292 0.210287 0.661159 0.739895 0.293081 0.49981 0.265958 0.300597 0.475586 0.386747 0.458606 0.267358 0.251851 0.217952 0.460091 0.260992 0.437992 0.421024
threshold=14.651182102100002 8.6432548896500023 240.27283890470002 22.674946976100003 23.299327580650004 14.745344522600002 22.764946765650006 146.87900114440004 22.093462376800005 23.180824130700003 21.115414688150004 103.28787291370001 42.968808980200009 182.02915412410002 183.58889821140002 8.1436447804000007 82.088033630950022 22.673598830200003 20.538897842700003 23.949961253350004 22.853312863800003 75.629015667650023 14.274966618900002 97.722764583650005 23.727132803250004 39.558912554250007 93.733092718100025 28.579157549250002 186.18082682465004 196.40176798710004
decision_type=2 2 2 2 2 2 2 2 2 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 6 -6 -5 8 9 -1 11 -11 -12 24 15 -15 17 -16 -18 20 21 -20 -23 -22 -10 27 -27 29 -29 -21
right_child=1 -3 3 4 5 -7 -8 -9 13 10 12 -13 -14 14 16 -17 18 -19 19 25 23 22 -24 -25 -26 26 -28 28 -30 -31
leaf_value=-0.0019970097601232323 0.00071612553168076893 -0.00011637959226591482 -5.5666893453473828e-06 -0.0012356935026914468 5.9736058648284083e-06 0.001569490940802344 0.00052659198118207209 0.00058626626191766789 0.0010782870286195989 0.0011976015585323763 -0.0013927338785461652 -0.0013906360044404346 0.00023403537685935864 0.00038398172922361187 0.0003869752249917813 -0.0019995180416676403 0.0011459852852419359 -0.0021334247931626927 0.00061787651926467407 -0.00059869609599685078 -0.0022564169228547577 0.00038198426580835794 -0.0021291417252999722 -0.00016249973517121175 0.00025735983757537464 0.0016011903184491088 0.00016567553077225398 0.00075755590912002615 -1.3820981730278304e-05 0.0006731452800014439
leaf_weight=0.33916666205459423 2.4874492263188581 0.9275371393887325 45.661836464197222 0.48473808112976202 0.69130228506401215 1.3767396441544404 0.41406036633998156 3.4361902449181789 1.9472698538629618 1.0046160446509023 1.1335505392344205 0.3136032339562006 1.0924436701461671 0.87915413803420905 0.65231646969914325 1.1632702499628065 1.0997838484727243 0.5640847125032451 1.8014437351375816 1.1742523605971644 0.65025067202077458 0.56998428901715648 0.54887973456061445 0.3666243240586482 5.4808117426800891 1.3237033896148198 2.4419580906251213 3.2217950987396788 23.274184046080336 6.7703258160036057
leaf_count=221 37 43 2463 32 11 62 14 68 30 72 46 205 8 19 8 44 89 46 15 42 28 4 47 29 254 17 40 34 515 90
internal_value=0.00011429 0.000490011 0.000102613 3.14583e-05 0.000601301 0.00104684 -0.00042384 0.000159106 0.000133717 -0.0003176 -0.000156887 0.000581862 -0.00059437 0.000166215 0.00011728 -0.000973549 0.000167392 -0.000781816 0.000194092 0.000169251 -0.000346608 5.55257e-05 -0.000849896 -0.00150148 0.000472566 0.000222411 0.000670287 0.000173441 7.99751e-05 0.00048516
internal_weight=113.293 3.41499 109.878 48.6287 2.96684 2.06804 0.898798 61.2497 57.8135 3.88338 3.54421 1.31822 2.22599 53.9301 46.502 2.04242 44.4596 1.2164 43.2432 42.1434 3.93718 2.92031 1.11886 1.01687 7.42808 38.2062 3.76566 34.4406 26.496 7.94458
internal_count=4633 80 4553 2582 119 73 46 1971 1903 552 331 277 54 1351 1067 63 1004 54 950 861 123 66 51 57 284 738 57 681 549 132
is_linear=0
shrinkage=0.00196078


Tree=993
num_leaves=31
num_cat=0
split_feature=4 14 5 17 16 0 15 6 2 19 8 7 15 18 6 6 19 15 3 18 6 10 9 5 7 6 7 17 9 18
split_gain=0.0464441 0.121408 0.208448 0.398222 0.183564 0.177432 0.174127 0.154294 0.151516 0.143428 0.129668 0.75865 0.183583 0.257616 0.181432 0.519058 0.176586 0.330993 0.324404 0.120884 0.118249 0.364936 0.330821 0.148039 0.326066 0.169019 0.133407 0.165709 0.157489 0.130948
threshold=240.27283890470002 255.27041524225004 22.458857822500004 194.75204781875001 22.674946976100003 86.103248543850015 41.29990759910001 16.425383776450001 173.47633273965002 14.651182102100002 8.1436447804000007 22.958251375150002 32.99104187950001 14.577219465650002 13.665319288000001 14.195331671650001 13.751109481500002 35.929665612950011 92.122706297950018 13.913874241250001 13.665319288000001 70.816675614150014 74.737174262250008 15.023351587500002 22.958251375150002 11.755274660100001 24.103872582350004 236.15709471040003 43.163935383200005 16.060787203800004
decision_type=2 2 2 2 2 2 2 2 2 2 2 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 9 6 -4 -2 -6 10 16 -12 13 -13 -15 -16 17 20 -18 -10 23 22 -22 25 -25 26 28 -28 29 -3
right_child=1 4 5 -5 8 -7 -8 -9 19 -11 11 12 -14 14 15 -17 18 -19 -20 -21 21 -23 -24 24 -26 -27 27 -29 -30 -31
leaf_value=0.0027800107768173364 -0.094524947906408349 -0.10080248153098133 0.014546758365345559 -0.0070305353529110885 0.10292297306735504 0.045172067138348121 -0.063976502782964559 -0.026284657574487905 0.0077262422095446997 0.032201882081729576 -0.1074802337115173 -0.11008650740398283 -0.00032729982387490046 -0.076450151308097375 0.082860853776158511 -0.056010558439105906 0.072802015478589499 -0.10641369508311549 -0.044147385265925071 0.073960841069271283 0.023590685505137904 0.084811788623724294 -0.10815155181822829 0.0027301068029418666 -0.1033561253715279 0.049890297354965724 -0.026182432600416406 0.044553825689095897 0.07523361221955141 0.059982867955158205
leaf_weight=53.79237081889903 0.90004515337841329 0.11816779812216083 0.82650399094563931 3.6376933328756422 0.24703573249280397 0.93985133338719595 0.42897913993510883 0.52437251433730125 1.5368851347611778 1.2486630328930903 0.71616301905760593 0.35369438352063554 21.024656446215886 0.36017529797391024 0.48255112086189889 0.6086004192038672 0.93210501654539235 0.26954070321517054 0.31814281281731382 0.3357440112158655 0.77621017749333965 0.70062183600384731 0.25265030619027584 0.96684683524654225 0.41369382362609031 0.8033962461631744 1.8309691925455811 0.40430664180166775 0.40811237383604748 0.088655621177167632
leaf_count=2007 85 102 31 98 4 14 29 4 77 26 82 12 441 68 17 34 42 32 37 37 82 40 85 123 85 35 749 105 29 21
internal_value=0.000828483 -0.00164419 -0.0134209 -0.0245816 0.000784064 0.012314 -0.0122834 -0.0694036 0.0293121 -0.00104404 -0.00234828 -0.00613402 -0.00295481 -0.0335597 -0.0149097 0.00540397 0.00841278 0.00225682 0.0430426 0.0196015 0.0065875 0.0291462 -0.00876036 -0.00116253 -0.0290598 0.00937863 -0.00204049 -0.013388 0.0392073 -0.0318812
internal_weight=96.2474 42.455 7.25745 5.06211 35.1976 2.19533 1.25548 1.42442 2.11966 33.0779 31.8293 23.5458 22.8297 1.80502 1.45133 1.09115 8.28342 7.03317 1.25025 1.87263 6.76363 1.72948 1.02886 5.03415 1.38054 3.65361 2.85021 2.23528 0.614936 0.206823
internal_count=4633 2626 261 187 2365 74 60 89 118 2247 2221 654 572 131 119 51 1567 1488 79 114 1456 207 167 1249 208 1041 1006 854 152 123
is_linear=0
shrinkage=0.1


Tree=994
num_leaves=31
num_cat=0
split_feature=18 15 17 9 18 13 13 8 10 9 15 9 7 15 6 8 5 5 2 10 6 3 8 3 18 9 5 2 12 12
split_gain=0.147549 0.359586 1.22807 0.874934 0.620671 0.576822 0.441505 0.43979 0.763844 0.645508 0.447413 0.356724 0.317424 0.293881 0.422665 0.654774 0.271083 0.636901 1.3815 0.303971 0.295562 0.380095 0.481328 0.368339 0.354534 0.278817 0.358581 0.2896 0.394945 0.267775
threshold=13.829007611650001 28.579157549250002 196.21449749970003 204.68881850780005 14.032563378150002 109.40142670235001 108.87986582505 8.1436447804000007 66.859265246100009 202.38851837455002 35.293770423450006 197.89372115420002 24.176603375500004 28.298162031900002 14.355335410100002 8.2435668022500028 20.911722254300006 21.191508333600002 105.39281967610002 62.057679025150001 15.400359826950002 93.077108934250006 8.543332867800002 92.585121096400016 13.154691941050002 201.40496258350001 20.852055640250004 78.110129541750013 91.208648993800026 130.71263173160003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=16 5 4 7 -3 6 13 10 9 -9 11 29 -6 14 -2 -16 25 18 19 -18 24 22 23 -22 -19 26 27 28 -1 -4
right_child=1 2 3 -5 12 -7 -8 8 -10 -11 -12 -13 -14 -15 15 -17 17 20 -20 -21 21 -23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=-7.8623365432765573e-05 0.00014234901757329989 0.00056707296821052451 -7.7960812490072799e-05 0.00037060003541342865 -0.00063378159237274518 0.0010509631100208794 -0.0022006437514333708 3.0833985546174565e-05 -0.0022598594507028027 -0.0015864521762188923 0.0008164780683034209 0.00016331529572439542 -0.0019524264015039101 0.0013558765626412452 0.00034064390156283655 -0.0021116773487051222 -0.0003682606450150079 0.00060119022690283651 -0.002360616217337881 0.0010076559445391284 0.0013858559226393116 6.9628752314954926e-05 -0.00013856289396550775 0.00047014531870716265 -0.0018952217933567242 0.0012124240216942203 0.0012810606279314882 -5.2012641408781546e-05 0.0010299542882345168 -0.0020885550909217968
leaf_weight=2.1414356334571476 27.304450317634757 0.65964188892394604 0.41352717112750015 12.901697837987738 1.0417634221957999 2.6083894758849047 0.3201489057391872 3.4300162200815976 1.0569656927837057 1.3116677328944204 1.8127514130756024 1.4990880420664323 2.1510198506293818 0.71536957169882853 0.84617865250947832 0.82839856729151506 1.6909678503870962 0.35553951447218324 1.2559656430021275 0.97225119546055783 2.4762819128809479 29.064635667057701 3.2342469533905387 5.3110362002626061 0.56835361881530844 1.4472315926104773 1.3117405132870761 7.1446570359403268 2.9207861963659525 0.66295123513555154
leaf_count=38 1958 18 10 327 29 32 10 63 49 43 37 20 170 11 26 63 20 99 25 59 29 1102 39 35 50 20 30 127 52 42
internal_value=9.71766e-05 2.80745e-05 -0.000139571 3.14304e-05 -0.00116443 0.000166522 8.96604e-05 -0.000398125 -0.000752543 -0.000416548 7.0197e-05 -0.000455055 -0.00152217 0.000114353 8.37053e-05 -0.000872498 0.000165897 8.9764e-05 -0.000665413 0.00013404 0.000161933 0.000187204 0.00049726 0.000761331 -0.000934534 0.000394456 0.000306889 0.000202205 0.000561001 -0.00131619
internal_weight=119.459 59.564 26.9411 23.0887 3.85243 32.6229 30.0145 10.187 5.79865 4.74168 4.38832 2.57557 3.19278 29.6944 28.979 1.67458 59.8951 44.9293 3.91918 2.66322 41.0101 40.0862 11.0216 7.78732 0.923893 14.9659 13.5186 12.2069 5.06222 1.07648
internal_count=4633 2908 808 591 217 2100 2068 264 155 106 109 72 199 2058 2047 89 1725 1458 104 79 1354 1205 103 64 149 267 247 217 90 52
is_linear=0
shrinkage=0.00196078


Tree=995
num_leaves=31
num_cat=0
split_feature=12 18 13 13 7 16 16 17 7 5 5 13 4 8 7 19 6 12 3 17 19 9 10 10 16 17 18 7 15 10
split_gain=0.048296 0.146536 0.216422 0.168245 0.279079 0.230226 0.122867 0.196472 0.100089 0.0606332 0.114853 0.0967626 0.136876 0.102801 0.224542 0.0923868 0.0787988 0.187101 0.16212 0.0710481 0.110698 0.239074 0.20031 0.22943 0.37005 0.166081 0.155048 0.153199 0.108863 0.314699
threshold=322.74414298955008 14.380989918050002 117.28936285705002 115.13321943645001 24.528146684550006 9.7049773055000017 22.674946976100003 200.68261045605001 28.254715834950002 31.794087907800002 34.053606374050013 117.97223122220002 168.18037996940004 8.4434108459500017 21.833224794850004 14.651182102100002 17.755414852450006 79.204428604100016 90.730084986350008 202.18556316275001 14.251149826300002 203.80256579455002 67.031326566450005 68.846035804500005 19.794953710800005 204.55825889135002 14.951081515600002 24.355397875400005 26.564181852100003 75.981203682750007
decision_type=2 2 2 2 2 2 2 2 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 -2 4 -3 8 7 -4 -6 11 -11 15 -13 14 -14 16 19 -18 -19 -1 22 -22 -21 -24 26 -23 -25 -27 29 -28
right_child=1 3 6 -5 5 -7 -8 -9 -10 10 -12 12 13 -15 -16 -17 17 18 -20 20 21 25 23 24 -26 27 28 -29 -30 -31
leaf_value=0.0021737948688794455 -0.094329341355764582 0.055119740019376709 -0.10683411334262492 0.056153362004451916 0.078188031921633178 -0.10168003595936033 0.053068267692670583 0.018477904439877936 -0.10028603067788258 0.093226922738962603 -0.0046240213888101888 0.0170324664769223 -0.10274863605972713 -0.084844133451611001 0.073640998578629768 0.020836115450115725 0.040251566565365465 0.074399311252982117 -0.10601349288581047 0.083265147670437273 -0.071141670072090823 0.028891047528769517 -0.10431335289427227 -0.078683928920518412 0.098351084566429325 0.0061160654184102591 -0.092005297787696547 -0.083749889166043104 0.0053834470771740861 -0.00272634340861307
leaf_weight=77.731832727290112 0.43778697934135313 0.34188742102378433 0.21381660991255558 0.49551877193152905 0.13373178629262839 0.39320641024823999 0.240377503039781 0.30160080893983832 0.04107276224749512 0.20570474429996366 0.28774778716979199 0.42943672760156804 0.13443008294052561 0.43652357865357772 0.15582261048257351 2.3779984514112575 0.20878608780912955 0.059061048785224557 0.31793540214152927 0.27185462241140967 0.77474275283748228 0.79283676901832201 0.22176459012552996 0.28106305265100484 0.35694172349758435 0.39989887503907084 0.48955314324121024 0.36089772218838334 5.0833798505118466 2.0402528803952009
leaf_count=2903 104 58 32 39 18 192 28 29 101 25 35 47 71 55 6 53 10 5 111 10 41 14 12 19 8 26 65 27 83 406
internal_value=0.00083196 -0.0126141 -0.03838 0.00926824 -0.0162648 -0.0592313 -0.00597191 -0.0335067 0.0362531 0.00120604 0.0361669 0.00102039 -0.0277282 -0.0541763 -0.00805359 0.0013826 0.000865094 -0.0356914 -0.0777496 0.00110623 -0.00638789 -0.0257647 -0.00122865 -0.00393964 -0.00124192 -0.00313681 -0.00574506 -0.0365135 -0.00305231 -0.0200031
internal_weight=96.0175 2.599 1.19358 1.40542 0.909898 0.568011 0.755795 0.515417 0.174805 93.4185 0.493453 92.925 1.15621 0.726776 0.290253 91.7688 89.3908 0.585783 0.376996 88.805 11.0732 2.32838 8.74481 8.47296 8.25119 1.55363 7.89425 0.760797 7.61319 2.52981
internal_count=4633 601 193 408 369 311 89 61 119 4032 60 3972 179 132 77 3793 3740 126 116 3614 711 108 603 593 581 67 573 53 554 471
is_linear=0
shrinkage=0.1


Tree=996
num_leaves=31
num_cat=0
split_feature=9 3 17 9 2 4 0 6 13 13 2 15 10 5 6 5 15 3 15 0 10 6 15 9 19 16 10 2 5 19
split_gain=0.192032 0.333304 0.347349 0.296714 0.287338 0.477352 0.266223 0.578299 0.258951 0.268355 0.24239 0.338199 0.24196 0.297967 0.282904 0.287539 0.231914 0.200233 0.188677 0.265775 0.259767 0.204274 0.659289 0.305449 0.281985 0.456233 0.400188 0.427901 0.633251 0.508525
threshold=181.33671263215004 76.190903416900014 240.41195881570002 186.70853236170004 111.53582144370002 158.33173836080002 85.732241321850012 16.465384711100004 117.76521994615001 117.69263157665002 121.36426933400001 34.139075990150012 61.928633034850002 21.252944829650001 16.575387281250006 28.006145904900002 42.80317728375001 71.961958777700019 18.939493156800005 98.230883170350012 80.677940036650014 16.245379570700006 42.33967733730001 209.24553857890001 14.251149826300002 22.594947163200004 64.630533455950015 108.01392853780001 21.191508333600002 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=4 2 -2 10 5 -1 7 -5 9 16 11 -3 14 -14 -9 -16 -6 -4 19 -8 -21 22 -20 -24 25 -23 27 -26 29 -29
right_child=1 3 17 6 8 -7 18 12 -10 -11 -12 -13 13 -15 15 -17 -18 -19 21 20 -22 24 23 -25 26 -27 -28 28 -30 -31
leaf_value=0.00014968128646639312 -0.0019838439293166934 0.0010237308611553114 -0.0019731653846822351 -0.002069633136678017 6.5554861640671318e-05 -0.0017359547853600351 0.0018314239345586342 0.00091680962593816554 -0.0020620800025849617 0.0020077196019688023 0.0010984503926216693 1.502139958312574e-05 0.001680567598406336 -0.0015651621273293002 -0.0012222544892991614 0.00047762570999521889 -0.002112298363243204 0.001386965578616884 8.2977952143188093e-05 -0.0011293946077957872 0.00062290328505244742 0.00095046732394417778 -0.0017942857684236594 0.00025058809446760197 0.00060435148514629655 4.624485028432123e-05 -0.00086547068289919544 -0.0022834490563916812 0.00015640240217485704 -0.00016498427624104007
leaf_weight=1.0366993244806502 0.56609854060661646 1.8245061063207666 0.092662124079652131 0.64409458680984144 8.1480112951214707 1.0279716532309064 0.57125734759028945 1.2405074589769363 0.22313895954721452 0.26826260471716601 2.0378434304147959 4.2655598558485508 0.13079174292943196 0.64507132700964576 0.73950215108925454 0.79265122092328966 0.1924272635951646 0.25811095906828996 46.122532901674276 0.38633537967689369 2.0573510048852768 4.7859401457244513 1.072110668697859 0.38052426230933623 7.3267327663488748 3.8882982172071934 1.4372322438284744 0.75604247953742998 20.011436120301369 1.0279724569991229
leaf_count=36 348 45 65 60 1463 273 11 19 70 4 58 43 5 98 69 33 7 14 1109 20 109 80 59 23 135 31 37 24 258 27
internal_value=0.000116932 0.000143104 -0.00103384 0.000153668 -0.00013061 -0.000789151 0.000122596 -0.000360356 2.3341e-05 7.73954e-05 0.00051309 0.000317218 -5.01045e-05 -0.00101801 0.000220741 -0.000342831 1.53083e-05 0.000499335 0.000145138 0.000627348 0.000345873 0.00012839 4.20143e-05 -0.00125862 0.000233131 0.000545142 0.000144567 0.000194414 5.66106e-05 -0.00106276
internal_weight=113.958 103.061 0.916872 102.144 10.8965 2.06467 94.0164 4.19262 8.83184 8.6087 8.12791 6.09007 3.54852 0.775863 2.77266 1.53215 8.34044 0.350773 89.8238 3.01494 2.44369 86.8088 47.5752 1.45263 39.2337 8.67424 30.5594 29.1222 21.7955 1.78401
internal_count=4633 2780 427 2353 1853 309 2207 284 1544 1474 146 88 224 103 121 102 1470 79 1923 140 129 1783 1191 82 592 111 481 444 309 51
is_linear=0
shrinkage=0.00196078


Tree=997
num_leaves=31
num_cat=0
split_feature=5 10 17 17 13 0 7 5 13 10 8 9 7 7 16 7 2 19 9 8 4 17 5 15 16 18 7 7 9 0
split_gain=0.154825 0.164652 0.229426 0.346193 0.241272 0.145853 0.56295 0.203093 0.155131 0.171271 0.136107 0.494662 0.257462 0.261273 0.355853 0.298273 0.222508 0.37003 0.229764 0.206139 0.192804 0.22923 0.178142 0.15953 0.272886 0.156276 0.382112 0.786447 0.368437 0.670755
threshold=11.783123780850001 82.299080289250014 194.75204781875001 197.78839148195001 105.63489686155002 103.37390357390002 24.123805364200006 13.252098438300001 101.03763345850001 81.339300736700025 5.1459841250500009 74.737174262250008 21.115414688150004 22.093462376800005 22.744946812400002 22.172877373800002 145.83272221200002 13.751109481500002 66.544071737050004 9.6424751081000029 241.58130306185004 166.68115439205005 29.110986871100003 24.474073043650005 14.544965987550002 13.829007611650001 23.853977146050003 23.695207782600004 198.73585755510001 93.308316333500017
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 4 -4 -1 7 -7 8 9 -2 11 16 19 14 -14 -15 17 -9 20 -12 -18 -22 -21 24 -20 -17 27 28 29 -27
right_child=5 -3 3 -5 -6 6 -8 10 -10 -11 12 -13 13 15 -16 25 18 -19 23 22 21 -23 -24 -25 -26 26 -28 -29 -30 -31
leaf_value=-0.0020104648084287749 0.0014515826040071855 8.3031099920249238e-05 0.0015465087522572925 -0.0014905299474397694 0.00075113394889365372 0.0012078056640807031 -0.00191860840772435 -0.0020431898828113027 -0.00021695954831013085 0.00019784524120821604 0.0018116955740086294 -0.0019814573663066997 -0.0015425006421511209 0.0012334947952922996 2.9082161497036054e-05 0.00020265369805683484 0.0018778672326600378 0.00098465777470100181 -0.0020836498058808949 -0.0011098191042057338 -0.0011236448555436698 0.00057366069207067847 0.0013694567031310647 -0.0020947375334293677 0.00089184251771453184 -0.0014389321673352858 0.00010975494688983484 -0.0016666448707212767 0.00093059193057981517 0.00051229141768782444
leaf_weight=0.65665105413790958 1.1185567852808156 1.7447857307097363 0.30696989852003753 0.27231710655905772 0.14928324427455664 0.37194924545474251 0.54717642019750201 0.44830920225740456 0.54020497016608704 0.66975305032974564 0.62835107023420167 0.53643680536629279 0.84131337845246834 0.94766222080215712 1.6216311336029319 51.980973205951159 0.34254606207832772 0.23732488925452344 0.18041007827559941 0.23424771238933317 0.36496410216204855 1.8910498842742525 0.21250503091141582 0.22744450980098918 0.34532974666217342 1.2490109412465242 42.423445490476297 1.4716699854470787 1.1798386056907473 1.479901449754834
leaf_count=205 54 896 22 89 4 17 147 144 26 13 24 408 40 23 31 818 11 25 34 35 37 117 8 25 28 35 1234 41 27 15
internal_value=0.00011245 -0.000317678 -0.000822401 0.000118827 -0.00149893 0.00012446 -0.00065342 0.000130892 0.000703875 0.000982036 0.000118634 -0.000212428 0.000133156 0.000123211 -0.000507752 0.000138638 2.26191e-05 -0.000995133 0.000230811 0.00108773 0.000507199 0.000299081 6.94878e-05 -0.000722756 -0.000129212 0.00012824 4.73242e-05 -0.000444929 1.50552e-05 -0.000380775
internal_weight=115.222 3.13001 1.38522 0.579287 0.805934 112.092 0.919126 111.173 2.32851 1.78831 108.844 4.57382 104.271 103.195 2.46294 100.733 4.03738 0.685634 3.35174 1.0751 2.59856 2.25601 0.446753 0.753184 0.52574 99.7848 47.8039 5.38042 3.90875 2.72891
internal_count=4633 1216 320 111 209 3417 164 3253 93 67 3160 829 2331 2264 71 2193 421 169 252 67 165 154 43 87 62 2170 1352 118 77 50
is_linear=0
shrinkage=0.00196078


Tree=998
num_leaves=31
num_cat=0
split_feature=17 5 2 6 9 13 16 8 5 16 17 17 12 15 2 18 5 4 12 7 12 18 7 7 16 7 8 18 17 5
split_gain=0.0446876 0.145371 0.0675798 0.0663335 0.0638342 0.04785 0.152959 0.145396 0.238884 0.0720809 0.0547302 0.541967 0.144612 0.169856 0.147071 0.124936 0.112586 0.102873 0.535599 0.108645 0.41056 0.198585 0.239041 0.351694 0.179923 0.143024 0.277517 0.301167 0.335876 0.364969
threshold=162.04221493815001 28.543718473100004 100.00310400885002 16.575387281250006 38.283670303850009 117.97223122220002 22.794946695500006 8.6432548896500023 30.133297129900004 22.764946765650006 182.37451917730002 183.09840208680004 84.828830943350013 21.881081380950004 62.357017394150006 13.278511569200001 20.389142059250002 158.18845385165005 91.208648993800026 22.398098708400003 103.28033049195001 13.037923179150001 22.580797808900005 22.650953015950005 22.634947069650003 23.109894804950002 8.2435668022500028 13.378437733750003 188.27285108100003 21.950234501100002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 4 -3 -4 -1 9 -7 -8 -9 10 -2 16 13 -13 -14 -15 -12 -16 -19 20 -20 24 -23 -24 -21 26 -25 28 -28 -30
right_child=5 2 3 -5 -6 6 7 8 -10 -11 11 12 14 15 17 -17 -18 18 19 21 -22 22 23 25 -26 -27 27 -29 29 -31
leaf_value=0.062165593693317811 0.0074864089498494829 0.10154568061221669 0.10086436085420841 -0.10147867499203625 -0.10179842835016575 -0.10239320431562526 0.063306406899241441 -0.08210166355899523 0.029446746760355236 0.02936789826802276 -0.037358326601681438 0.0052671032368083771 0.064959135441611124 -0.014483396204999234 0.022718316025329727 -0.072810151142672822 -0.11227878279638311 -0.11288304478213476 -0.10485346734570355 0.053401910727382963 0.00068125129188164788 0.05293687338617014 -0.060043665254660365 0.017451298580872011 0.0085146189131456544 0.0029907508316736834 -0.05697260320644465 -0.062522993772772859 0.041766976779315221 -0.018188978343399772
leaf_weight=0.026833742261259341 11.621056283564767 0.085527539253234863 0.024976177141070366 0.04611624194376418 0.20622144809283327 0.18497311251485271 0.24651435459963955 0.37474947728333063 0.39364351518452168 0.90847785584628482 0.34726602397858997 1.2626610847364639 0.36649175733327766 0.70813315128907539 2.212490531615912 0.7628743639725144 0.47484530735528097 0.41186559983179805 0.45620504681028196 1.359753226004613 1.920185127914692 0.87164819184545095 0.95436209845502062 2.661630152644646 2.6013196176081692 57.522864542896059 1.2174839722210888 1.3704070879100525 1.5383984521031377 2.9858656936939951
leaf_count=35 884 2 1 75 270 78 16 68 14 15 32 36 10 13 45 31 18 57 26 29 177 43 25 71 35 2364 30 47 29 57
internal_value=0.000946349 -0.0328493 0.0416572 -0.0303916 -0.0829198 0.00108391 -0.0187603 -0.00351766 -0.024956 0.00133578 0.00106378 0.000153636 0.000971705 -0.0216378 0.00175955 -0.044732 -0.0806318 0.00146292 0.000843092 0.00146382 -0.0195787 0.00214803 0.000900191 0.00023562 0.0239235 0.00109047 -0.0100935 -0.0204018 -0.0103486 0.00219802
internal_weight=96.1258 0.389675 0.15662 0.0710924 0.233055 95.7362 1.19988 1.01491 0.768393 94.5363 93.6278 82.0068 81.1846 2.73367 78.451 1.47101 0.822111 78.0845 75.872 75.4601 2.37639 73.0837 69.1227 68.251 3.96107 67.2966 9.77379 7.11216 5.74175 4.52426
internal_count=4633 383 78 76 305 4250 176 98 82 4074 4059 3175 3125 80 3045 44 50 3035 2990 2933 203 2730 2666 2623 64 2598 234 163 116 86
is_linear=0
shrinkage=0.1


Tree=999
num_leaves=31
num_cat=0
split_feature=18 7 16 12 10 15 7 17 9 4 17 18 0 6 9 18 5 7 2 18 8 3 12 3 6 3 2 16 5 0
split_gain=0.180643 0.293021 0.71252 0.601061 0.545386 0.470513 0.298963 0.302163 0.640162 0.472129 0.660145 0.401063 0.850397 0.348369 0.374032 0.307943 0.58879 0.425386 0.38201 0.248237 0.468328 0.412098 0.398648 0.380453 0.639686 0.365359 0.466405 0.34936 0.550023 0.519083
threshold=13.829007611650001 23.109894804950002 22.454947490600002 225.44236677700002 61.944763783650011 29.171703351550004 23.050081659550006 188.13858192940003 195.34352961910002 168.18037996940004 190.37043331840002 13.328768336950002 85.990333302400003 16.525386113000007 186.16747084260001 13.063922652800002 19.079607437300002 22.626138143200006 145.83272221200002 14.349689277800001 8.543332867800002 89.256809930900019 82.088033630950022 85.589753040950015 14.845346859150002 89.404675128050016 90.828344481500011 22.604947139800004 17.886193876600004 93.501885318850015
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 3 5 6 -5 -3 7 15 11 -10 -11 12 13 14 -9 17 -17 -1 -18 20 27 -22 -21 24 -24 26 -25 28 29 -2
right_child=19 2 -4 4 -6 -7 -8 8 9 10 -12 -13 -14 -15 -16 16 18 -19 -20 22 21 -23 23 25 -26 -27 -28 -29 -30 -31
leaf_value=-1.4856386487515727e-05 -0.0016046748553283051 -0.000420259670722835 0.00024094089903819896 0.00024069358475328366 -0.0018824038290383282 0.0018335445236551161 -0.00070602691019967356 0.0004771051294226143 0.00069510508260271504 7.6724323160156301e-05 -0.0022213961010209039 -0.00017487621878329324 0.001689534034906681 0.0009743428448325043 -0.0010061386143057776 0.00083951121420146064 -0.0020515052879719413 0.00090294740068387158 -0.00030905676355315987 -0.0020821007012971466 0.0011553645534494318 -9.8397074574487522e-05 9.4634131712713221e-05 -0.0013692454504097308 -0.001748774757331165 -0.0004783185931924763 0.0010401387772446119 0.00030978770774182072 -0.00095503449709085893 0.000371905113565431
leaf_weight=13.67908491294566 0.61639237774215727 0.44324759214942178 25.662918981164694 0.79390598445524929 1.1234715184855302 1.8117544045671818 1.5783873747277528 1.6404278750997021 1.0164133533835404 1.0712797031737862 0.87152377620805044 1.7939424395008243 2.9022033717483282 1.932272276288131 1.0866269696198285 0.77972999781195484 0.9657059995251982 2.2626730403280808 0.96926924677973147 0.31523878137886541 1.6094984831288446 2.6967126279851072 32.248261090999222 0.33436221483861928 0.74035692968754929 0.96074003964167776 4.0555014106066665 2.2028683887328944 5.4313350620259371 2.9824599987114198
leaf_count=645 19 15 260 109 133 90 26 26 20 15 30 27 68 28 27 34 90 36 46 43 22 71 2093 12 39 74 162 53 226 94
internal_value=0.000112543 0.000184483 0.000333796 6.354e-05 -0.00100332 0.00139053 0.000126385 0.000168807 0.00040719 -0.000387701 -0.000954191 0.000658621 0.000856364 0.0003374 -0.000113911 1.14563e-05 -0.000599004 0.000115411 -0.00117868 2.9731e-05 -0.000179571 0.000370211 0.000113871 0.000131927 5.32629e-05 0.000616925 0.000856623 -0.000390331 -0.000561121 3.3367e-05
internal_weight=116.579 62.3848 27.9179 34.4669 1.91738 2.255 32.5495 30.9712 12.3147 2.95922 1.9428 9.35547 7.56153 4.65933 2.72705 18.6565 2.71471 15.9418 1.93498 54.1937 15.5393 4.30621 38.6545 38.3392 32.9886 5.3506 4.38986 11.2331 9.03019 3.59885
internal_count=4633 1725 365 1360 242 105 1118 1092 241 65 45 176 149 81 53 851 170 681 136 2908 485 93 2423 2380 2132 248 174 392 339 113
is_linear=0
shrinkage=0.00196078


end of trees

feature_importances:
atom_area_sasa_Hs_min=3029
atom_volumes_sasa_Cs=2312
atom_area_sasa_Cs=2264
atom_volumes_sasa_Hs_min=2084
atom_p_int_Cs=2032
atom_p_int_times_area_Cs=2027
atom_v_free_3_5_Hs_min=1889
atom_v_bur_3_5_Cs=1840
atom_p_int_Hs_min=1836
atom_v_bur_3_5_Hs_min=1805
atom_p_int_times_area_Hs_min=1727
atom_v_distal_3_5_Cs=1665
atom_v_free_3_5_Cs=1387
atom_areas_Hs_min=1120
atom_areas_Cs=1079
atom_v_distal_3_5_Hs_min=906
atom_v_molecular_3_5_Cs=756
atom_v_molecular_3_5_Hs_min=242

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:[]
